2023-03-02 11:51:40,080 - mmseg - INFO - Multi-processing start method is `None` 2023-03-02 11:51:40,096 - mmseg - INFO - OpenCV num_threads is `128 2023-03-02 11:51:40,096 - mmseg - INFO - OMP num threads is 1 2023-03-02 11:51:40,150 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.16 (default, Jan 17 2023, 22:20:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB CUDA_HOME: /mnt/petrelfs/laizeqiang/miniconda3/envs/torch NVCC: Cuda compilation tools, release 11.6, V11.6.124 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-44) PyTorch: 1.13.1 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.6 - 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_61,code=sm_61;-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;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.3.2 (built against CUDA 11.5) - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.6, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -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_VERSION=1.13.1, 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=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.14.1 OpenCV: 4.7.0 MMCV: 1.7.1 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.6 MMSegmentation: 0.30.0+1dadd75 ------------------------------------------------------------ 2023-03-02 11:51:40,150 - mmseg - INFO - Distributed training: True 2023-03-02 11:51:40,837 - mmseg - INFO - Config: norm_cfg = dict(type='SyncBN', requires_grad=True) checkpoint = 'work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_single_step_ade_pretrained_freeze_embed_80k_ade20k151/iter_80000.pth' model = dict( type='EncoderDecoderDiffusion', freeze_parameters=['backbone', 'decode_head'], pretrained= 'work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_single_step_ade_pretrained_freeze_embed_80k_ade20k151/iter_80000.pth', backbone=dict( type='MixVisionTransformerCustomInitWeights', in_channels=3, embed_dims=64, num_stages=4, num_layers=[3, 4, 6, 3], num_heads=[1, 2, 5, 8], patch_sizes=[7, 3, 3, 3], sr_ratios=[8, 4, 2, 1], out_indices=(0, 1, 2, 3), mlp_ratio=4, qkv_bias=True, drop_rate=0.0, attn_drop_rate=0.0, drop_path_rate=0.1), decode_head=dict( type='SegformerHeadUnetFCHeadMultiStep', pretrained= 'work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_single_step_ade_pretrained_freeze_embed_80k_ade20k151/iter_80000.pth', dim=256, out_dim=256, unet_channels=272, dim_mults=[1, 1, 1], cat_embedding_dim=16, diffusion_timesteps=100, collect_timesteps=[0, 10, 20, 30, 40, 50, 60, 70, 80, 90], in_channels=[64, 128, 320, 512], in_index=[0, 1, 2, 3], channels=256, dropout_ratio=0.1, num_classes=151, norm_cfg=dict(type='SyncBN', requires_grad=True), align_corners=False, ignore_index=0, loss_decode=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0)), train_cfg=dict(), test_cfg=dict(mode='whole')) dataset_type = 'ADE20K151Dataset' data_root = 'data/ade/ADEChallengeData2016' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) crop_size = (512, 512) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', reduce_zero_label=False), dict(type='Resize', img_scale=(2048, 512), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(512, 512), cat_max_ratio=0.75), dict(type='RandomFlip', prob=0.5), dict(type='PhotoMetricDistortion'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size=(512, 512), pad_val=0, seg_pad_val=0), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_semantic_seg']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2048, 512), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=16, pad_val=0, seg_pad_val=0), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=4, workers_per_gpu=4, train=dict( type='ADE20K151Dataset', data_root='data/ade/ADEChallengeData2016', img_dir='images/training', ann_dir='annotations/training', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', reduce_zero_label=False), dict(type='Resize', img_scale=(2048, 512), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(512, 512), cat_max_ratio=0.75), dict(type='RandomFlip', prob=0.5), dict(type='PhotoMetricDistortion'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size=(512, 512), pad_val=0, seg_pad_val=0), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_semantic_seg']) ]), val=dict( type='ADE20K151Dataset', data_root='data/ade/ADEChallengeData2016', img_dir='images/validation', ann_dir='annotations/validation', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2048, 512), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict( type='Pad', size_divisor=16, pad_val=0, seg_pad_val=0), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='ADE20K151Dataset', data_root='data/ade/ADEChallengeData2016', img_dir='images/validation', ann_dir='annotations/validation', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2048, 512), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict( type='Pad', size_divisor=16, pad_val=0, seg_pad_val=0), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) log_config = dict( interval=50, hooks=[dict(type='TextLoggerHook', by_epoch=False)]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] cudnn_benchmark = True optimizer = dict( type='AdamW', lr=0.00015, betas=[0.9, 0.96], weight_decay=0.045) optimizer_config = dict() lr_config = dict( policy='step', warmup='linear', warmup_iters=1000, warmup_ratio=1e-06, step=50000, gamma=0.5, min_lr=1e-06, by_epoch=False) runner = dict(type='IterBasedRunner', max_iters=400000) checkpoint_config = dict(by_epoch=False, interval=16000, max_keep_ckpts=1) evaluation = dict( interval=16000, metric='mIoU', pre_eval=True, save_best='mIoU') custom_hooks = [ dict( type='ConstantMomentumEMAHook', momentum=0.01, interval=25, eval_interval=16000, auto_resume=True, priority=49) ] work_dir = './work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100' gpu_ids = range(0, 8) auto_resume = True 2023-03-02 11:51:45,125 - mmseg - INFO - Set random seed to 845294670, deterministic: False 2023-03-02 11:51:45,651 - mmseg - INFO - Parameters in backbone freezed! 2023-03-02 11:51:45,652 - mmseg - INFO - Trainable parameters in SegformerHeadUnetFCHead: ['unet.init_conv.weight', 'unet.init_conv.bias', 'unet.time_mlp.1.weight', 'unet.time_mlp.1.bias', 'unet.time_mlp.3.weight', 'unet.time_mlp.3.bias', 'unet.downs.0.0.mlp.1.weight', 'unet.downs.0.0.mlp.1.bias', 'unet.downs.0.0.block1.proj.weight', 'unet.downs.0.0.block1.proj.bias', 'unet.downs.0.0.block1.norm.weight', 'unet.downs.0.0.block1.norm.bias', 'unet.downs.0.0.block2.proj.weight', 'unet.downs.0.0.block2.proj.bias', 'unet.downs.0.0.block2.norm.weight', 'unet.downs.0.0.block2.norm.bias', 'unet.downs.0.1.mlp.1.weight', 'unet.downs.0.1.mlp.1.bias', 'unet.downs.0.1.block1.proj.weight', 'unet.downs.0.1.block1.proj.bias', 'unet.downs.0.1.block1.norm.weight', 'unet.downs.0.1.block1.norm.bias', 'unet.downs.0.1.block2.proj.weight', 'unet.downs.0.1.block2.proj.bias', 'unet.downs.0.1.block2.norm.weight', 'unet.downs.0.1.block2.norm.bias', 'unet.downs.0.2.fn.fn.to_qkv.weight', 'unet.downs.0.2.fn.fn.to_out.0.weight', 'unet.downs.0.2.fn.fn.to_out.0.bias', 'unet.downs.0.2.fn.fn.to_out.1.g', 'unet.downs.0.2.fn.norm.g', 'unet.downs.0.3.weight', 'unet.downs.0.3.bias', 'unet.downs.1.0.mlp.1.weight', 'unet.downs.1.0.mlp.1.bias', 'unet.downs.1.0.block1.proj.weight', 'unet.downs.1.0.block1.proj.bias', 'unet.downs.1.0.block1.norm.weight', 'unet.downs.1.0.block1.norm.bias', 'unet.downs.1.0.block2.proj.weight', 'unet.downs.1.0.block2.proj.bias', 'unet.downs.1.0.block2.norm.weight', 'unet.downs.1.0.block2.norm.bias', 'unet.downs.1.1.mlp.1.weight', 'unet.downs.1.1.mlp.1.bias', 'unet.downs.1.1.block1.proj.weight', 'unet.downs.1.1.block1.proj.bias', 'unet.downs.1.1.block1.norm.weight', 'unet.downs.1.1.block1.norm.bias', 'unet.downs.1.1.block2.proj.weight', 'unet.downs.1.1.block2.proj.bias', 'unet.downs.1.1.block2.norm.weight', 'unet.downs.1.1.block2.norm.bias', 'unet.downs.1.2.fn.fn.to_qkv.weight', 'unet.downs.1.2.fn.fn.to_out.0.weight', 'unet.downs.1.2.fn.fn.to_out.0.bias', 'unet.downs.1.2.fn.fn.to_out.1.g', 'unet.downs.1.2.fn.norm.g', 'unet.downs.1.3.weight', 'unet.downs.1.3.bias', 'unet.downs.2.0.mlp.1.weight', 'unet.downs.2.0.mlp.1.bias', 'unet.downs.2.0.block1.proj.weight', 'unet.downs.2.0.block1.proj.bias', 'unet.downs.2.0.block1.norm.weight', 'unet.downs.2.0.block1.norm.bias', 'unet.downs.2.0.block2.proj.weight', 'unet.downs.2.0.block2.proj.bias', 'unet.downs.2.0.block2.norm.weight', 'unet.downs.2.0.block2.norm.bias', 'unet.downs.2.1.mlp.1.weight', 'unet.downs.2.1.mlp.1.bias', 'unet.downs.2.1.block1.proj.weight', 'unet.downs.2.1.block1.proj.bias', 'unet.downs.2.1.block1.norm.weight', 'unet.downs.2.1.block1.norm.bias', 'unet.downs.2.1.block2.proj.weight', 'unet.downs.2.1.block2.proj.bias', 'unet.downs.2.1.block2.norm.weight', 'unet.downs.2.1.block2.norm.bias', 'unet.downs.2.2.fn.fn.to_qkv.weight', 'unet.downs.2.2.fn.fn.to_out.0.weight', 'unet.downs.2.2.fn.fn.to_out.0.bias', 'unet.downs.2.2.fn.fn.to_out.1.g', 'unet.downs.2.2.fn.norm.g', 'unet.downs.2.3.weight', 'unet.downs.2.3.bias', 'unet.ups.0.0.mlp.1.weight', 'unet.ups.0.0.mlp.1.bias', 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'unet.ups.2.0.block1.proj.weight', 'unet.ups.2.0.block1.proj.bias', 'unet.ups.2.0.block1.norm.weight', 'unet.ups.2.0.block1.norm.bias', 'unet.ups.2.0.block2.proj.weight', 'unet.ups.2.0.block2.proj.bias', 'unet.ups.2.0.block2.norm.weight', 'unet.ups.2.0.block2.norm.bias', 'unet.ups.2.0.res_conv.weight', 'unet.ups.2.0.res_conv.bias', 'unet.ups.2.1.mlp.1.weight', 'unet.ups.2.1.mlp.1.bias', 'unet.ups.2.1.block1.proj.weight', 'unet.ups.2.1.block1.proj.bias', 'unet.ups.2.1.block1.norm.weight', 'unet.ups.2.1.block1.norm.bias', 'unet.ups.2.1.block2.proj.weight', 'unet.ups.2.1.block2.proj.bias', 'unet.ups.2.1.block2.norm.weight', 'unet.ups.2.1.block2.norm.bias', 'unet.ups.2.1.res_conv.weight', 'unet.ups.2.1.res_conv.bias', 'unet.ups.2.2.fn.fn.to_qkv.weight', 'unet.ups.2.2.fn.fn.to_out.0.weight', 'unet.ups.2.2.fn.fn.to_out.0.bias', 'unet.ups.2.2.fn.fn.to_out.1.g', 'unet.ups.2.2.fn.norm.g', 'unet.ups.2.3.weight', 'unet.ups.2.3.bias', 'unet.mid_block1.mlp.1.weight', 'unet.mid_block1.mlp.1.bias', 'unet.mid_block1.block1.proj.weight', 'unet.mid_block1.block1.proj.bias', 'unet.mid_block1.block1.norm.weight', 'unet.mid_block1.block1.norm.bias', 'unet.mid_block1.block2.proj.weight', 'unet.mid_block1.block2.proj.bias', 'unet.mid_block1.block2.norm.weight', 'unet.mid_block1.block2.norm.bias', 'unet.mid_attn.fn.fn.to_qkv.weight', 'unet.mid_attn.fn.fn.to_out.weight', 'unet.mid_attn.fn.fn.to_out.bias', 'unet.mid_attn.fn.norm.g', 'unet.mid_block2.mlp.1.weight', 'unet.mid_block2.mlp.1.bias', 'unet.mid_block2.block1.proj.weight', 'unet.mid_block2.block1.proj.bias', 'unet.mid_block2.block1.norm.weight', 'unet.mid_block2.block1.norm.bias', 'unet.mid_block2.block2.proj.weight', 'unet.mid_block2.block2.proj.bias', 'unet.mid_block2.block2.norm.weight', 'unet.mid_block2.block2.norm.bias', 'unet.final_res_block.mlp.1.weight', 'unet.final_res_block.mlp.1.bias', 'unet.final_res_block.block1.proj.weight', 'unet.final_res_block.block1.proj.bias', 'unet.final_res_block.block1.norm.weight', 'unet.final_res_block.block1.norm.bias', 'unet.final_res_block.block2.proj.weight', 'unet.final_res_block.block2.proj.bias', 'unet.final_res_block.block2.norm.weight', 'unet.final_res_block.block2.norm.bias', 'unet.final_res_block.res_conv.weight', 'unet.final_res_block.res_conv.bias', 'unet.final_conv.weight', 'unet.final_conv.bias', 'conv_seg_new.weight', 'conv_seg_new.bias'] 2023-03-02 11:51:45,652 - mmseg - INFO - Parameters in decode_head freezed! 2023-03-02 11:51:45,690 - mmseg - INFO - load checkpoint from local path: work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_single_step_ade_pretrained_freeze_embed_80k_ade20k151/iter_80000.pth 2023-03-02 11:51:46,729 - mmseg - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: decode_head.convs.0.conv.weight, decode_head.convs.0.bn.weight, decode_head.convs.0.bn.bias, decode_head.convs.0.bn.running_mean, decode_head.convs.0.bn.running_var, decode_head.convs.0.bn.num_batches_tracked, decode_head.convs.1.conv.weight, decode_head.convs.1.bn.weight, decode_head.convs.1.bn.bias, decode_head.convs.1.bn.running_mean, decode_head.convs.1.bn.running_var, decode_head.convs.1.bn.num_batches_tracked, decode_head.convs.2.conv.weight, decode_head.convs.2.bn.weight, decode_head.convs.2.bn.bias, decode_head.convs.2.bn.running_mean, decode_head.convs.2.bn.running_var, decode_head.convs.2.bn.num_batches_tracked, decode_head.convs.3.conv.weight, decode_head.convs.3.bn.weight, decode_head.convs.3.bn.bias, decode_head.convs.3.bn.running_mean, decode_head.convs.3.bn.running_var, decode_head.convs.3.bn.num_batches_tracked, decode_head.fusion_conv.conv.weight, decode_head.fusion_conv.bn.weight, decode_head.fusion_conv.bn.bias, decode_head.fusion_conv.bn.running_mean, decode_head.fusion_conv.bn.running_var, decode_head.fusion_conv.bn.num_batches_tracked, decode_head.unet.init_conv.weight, decode_head.unet.init_conv.bias, decode_head.unet.time_mlp.1.weight, 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decode_head.unet.final_res_block.block1.proj.bias, decode_head.unet.final_res_block.block1.norm.weight, decode_head.unet.final_res_block.block1.norm.bias, decode_head.unet.final_res_block.block2.proj.weight, decode_head.unet.final_res_block.block2.proj.bias, decode_head.unet.final_res_block.block2.norm.weight, decode_head.unet.final_res_block.block2.norm.bias, decode_head.unet.final_res_block.res_conv.weight, decode_head.unet.final_res_block.res_conv.bias, decode_head.unet.final_conv.weight, decode_head.unet.final_conv.bias, decode_head.conv_seg_new.weight, decode_head.conv_seg_new.bias, decode_head.embed.weight 2023-03-02 11:51:46,742 - mmseg - INFO - load checkpoint from local path: work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_single_step_ade_pretrained_freeze_embed_80k_ade20k151/iter_80000.pth 2023-03-02 11:51:47,419 - mmseg - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: backbone.layers.0.0.projection.weight, 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LayerNorm((64,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((64,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=256) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (1): TransformerEncoderLayer( (norm1): LayerNorm((64,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=64, out_features=64, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(64, 64, kernel_size=(8, 8), stride=(8, 8)) (norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((64,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=256) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (2): TransformerEncoderLayer( (norm1): LayerNorm((64,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=64, out_features=64, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(64, 64, kernel_size=(8, 8), stride=(8, 8)) (norm): LayerNorm((64,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((64,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=256) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) ) (2): LayerNorm((64,), eps=1e-06, elementwise_affine=True) ) (1): ModuleList( (0): PatchEmbed( (projection): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)) (norm): LayerNorm((128,), eps=1e-06, elementwise_affine=True) ) (1): ModuleList( (0): TransformerEncoderLayer( (norm1): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=128, out_features=128, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(128, 128, kernel_size=(4, 4), stride=(4, 4)) (norm): LayerNorm((128,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=512) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (1): TransformerEncoderLayer( (norm1): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=128, out_features=128, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(128, 128, kernel_size=(4, 4), stride=(4, 4)) (norm): LayerNorm((128,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=512) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (2): TransformerEncoderLayer( (norm1): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=128, out_features=128, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(128, 128, kernel_size=(4, 4), stride=(4, 4)) (norm): LayerNorm((128,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=512) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (3): TransformerEncoderLayer( (norm1): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=128, out_features=128, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(128, 128, kernel_size=(4, 4), stride=(4, 4)) (norm): LayerNorm((128,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((128,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=512) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) ) (2): LayerNorm((128,), eps=1e-06, elementwise_affine=True) ) (2): ModuleList( (0): PatchEmbed( (projection): Conv2d(128, 320, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)) (norm): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (1): ModuleList( (0): TransformerEncoderLayer( (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=320, out_features=320, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2)) (norm): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(1280, 320, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (1): TransformerEncoderLayer( (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=320, out_features=320, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2)) (norm): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(1280, 320, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (2): TransformerEncoderLayer( (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=320, out_features=320, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2)) (norm): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(1280, 320, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (3): TransformerEncoderLayer( (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=320, out_features=320, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2)) (norm): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(1280, 320, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (4): TransformerEncoderLayer( (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=320, out_features=320, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2)) (norm): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(1280, 320, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (5): TransformerEncoderLayer( (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=320, out_features=320, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2)) (norm): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(1280, 320, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) ) (2): LayerNorm((320,), eps=1e-06, elementwise_affine=True) ) (3): ModuleList( (0): PatchEmbed( (projection): Conv2d(320, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1)) (norm): LayerNorm((512,), eps=1e-06, elementwise_affine=True) ) (1): ModuleList( (0): TransformerEncoderLayer( (norm1): LayerNorm((512,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=512, out_features=512, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() ) (norm2): LayerNorm((512,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(2048, 2048, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=2048) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (1): TransformerEncoderLayer( (norm1): LayerNorm((512,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=512, out_features=512, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() ) (norm2): LayerNorm((512,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(2048, 2048, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=2048) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) (2): TransformerEncoderLayer( (norm1): LayerNorm((512,), eps=1e-06, elementwise_affine=True) (attn): EfficientMultiheadAttention( (attn): MultiheadAttention( (out_proj): NonDynamicallyQuantizableLinear(in_features=512, out_features=512, bias=True) ) (proj_drop): Dropout(p=0.0, inplace=False) (dropout_layer): DropPath() ) (norm2): LayerNorm((512,), eps=1e-06, elementwise_affine=True) (ffn): MixFFN( (activate): GELU(approximate='none') (layers): Sequential( (0): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1)) (1): Conv2d(2048, 2048, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=2048) (2): GELU(approximate='none') (3): Dropout(p=0.0, inplace=False) (4): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1)) (5): Dropout(p=0.0, inplace=False) ) (dropout_layer): DropPath() ) ) ) (2): LayerNorm((512,), eps=1e-06, elementwise_affine=True) ) ) ) init_cfg={'type': 'Pretrained', 'checkpoint': 'work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_single_step_ade_pretrained_freeze_embed_80k_ade20k151/iter_80000.pth'} (decode_head): SegformerHeadUnetFCHeadMultiStep( input_transform=multiple_select, ignore_index=0, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): None (dropout): Dropout2d(p=0.1, inplace=False) (convs): ModuleList( (0): ConvModule( (conv): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (activate): ReLU(inplace=True) ) (1): ConvModule( (conv): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (activate): ReLU(inplace=True) ) (2): ConvModule( (conv): Conv2d(320, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (activate): ReLU(inplace=True) ) (3): ConvModule( (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (activate): ReLU(inplace=True) ) ) (fusion_conv): ConvModule( (conv): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (activate): ReLU(inplace=True) ) (unet): Unet( (init_conv): Conv2d(272, 256, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3)) (time_mlp): Sequential( (0): SinusoidalPosEmb() (1): Linear(in_features=256, out_features=1024, bias=True) (2): GELU(approximate='none') (3): Linear(in_features=1024, out_features=1024, bias=True) ) (downs): ModuleList( (0): ModuleList( (0): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (1): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (2): Residual( (fn): PreNorm( (fn): LinearAttention( (to_qkv): Conv2d(256, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (to_out): Sequential( (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1)) (1): LayerNorm() ) ) (norm): LayerNorm() ) ) (3): Conv2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1)) ) (1): ModuleList( (0): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (1): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (2): Residual( (fn): PreNorm( (fn): LinearAttention( (to_qkv): Conv2d(256, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (to_out): Sequential( (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1)) (1): LayerNorm() ) ) (norm): LayerNorm() ) ) (3): Conv2d(256, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1)) ) (2): ModuleList( (0): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (1): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (2): Residual( (fn): PreNorm( (fn): LinearAttention( (to_qkv): Conv2d(256, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (to_out): Sequential( (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1)) (1): LayerNorm() ) ) (norm): LayerNorm() ) ) (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (ups): ModuleList( (0): ModuleList( (0): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (1): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (2): Residual( (fn): PreNorm( (fn): LinearAttention( (to_qkv): Conv2d(256, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (to_out): Sequential( (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1)) (1): LayerNorm() ) ) (norm): LayerNorm() ) ) (3): Sequential( (0): Upsample(scale_factor=2.0, mode=nearest) (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (1): ModuleList( (0): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (1): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (2): Residual( (fn): PreNorm( (fn): LinearAttention( (to_qkv): Conv2d(256, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (to_out): Sequential( (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1)) (1): LayerNorm() ) ) (norm): LayerNorm() ) ) (3): Sequential( (0): Upsample(scale_factor=2.0, mode=nearest) (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (2): ModuleList( (0): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (1): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (2): Residual( (fn): PreNorm( (fn): LinearAttention( (to_qkv): Conv2d(256, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (to_out): Sequential( (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1)) (1): LayerNorm() ) ) (norm): LayerNorm() ) ) (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (mid_block1): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (mid_attn): Residual( (fn): PreNorm( (fn): Attention( (to_qkv): Conv2d(256, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (to_out): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1)) ) (norm): LayerNorm() ) ) (mid_block2): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Identity() ) (final_res_block): ResnetBlock( (mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (block1): Block( (proj): WeightStandardizedConv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (block2): Block( (proj): WeightStandardizedConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) (norm): GroupNorm(8, 256, eps=1e-05, affine=True) (act): SiLU() ) (res_conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (final_conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1)) ) (conv_seg_new): Conv2d(256, 151, kernel_size=(1, 1), stride=(1, 1)) (embed): Embedding(151, 16) ) init_cfg={'type': 'Pretrained', 'checkpoint': 'work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_single_step_ade_pretrained_freeze_embed_80k_ade20k151/iter_80000.pth'} ) 2023-03-02 11:51:47,960 - mmseg - INFO - Loaded 20210 images 2023-03-02 11:51:51,820 - mmseg - INFO - Loaded 2000 images 2023-03-02 11:51:51,823 - mmseg - INFO - Start running, host: laizeqiang@SH-IDC1-10-140-37-105, work_dir: /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100 2023-03-02 11:51:51,823 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (49 ) ConstantMomentumEMAHook (NORMAL ) CheckpointHook (LOW ) DistEvalHookMultiSteps (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHookMultiSteps (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (49 ) ConstantMomentumEMAHook (LOW ) IterTimerHook (LOW ) DistEvalHookMultiSteps -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (49 ) ConstantMomentumEMAHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHookMultiSteps (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHookMultiSteps (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-03-02 11:51:51,823 - mmseg - INFO - workflow: [('train', 1)], max: 400000 iters 2023-03-02 11:51:51,843 - mmseg - INFO - Checkpoints will be saved to /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100 by HardDiskBackend. 2023-03-02 11:52:15,041 - mmseg - INFO - Swap parameters (before train) before iter [1] 2023-03-02 11:52:36,441 - mmseg - INFO - Iter [50/400000] lr: 7.350e-06, eta: 2 days, 0:14:29, time: 0.434, data_time: 0.013, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.1692, loss: 0.1910 2023-03-02 11:52:49,829 - mmseg - INFO - Iter [100/400000] lr: 1.485e-05, eta: 1 day, 14:59:20, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 91.9420, loss: 0.1952 2023-03-02 11:53:03,109 - mmseg - INFO - Iter [150/400000] lr: 2.235e-05, eta: 1 day, 11:49:21, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 92.0826, loss: 0.1937 2023-03-02 11:53:16,542 - mmseg - INFO - Iter [200/400000] lr: 2.985e-05, eta: 1 day, 10:19:17, time: 0.269, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2066, decode.acc_seg: 91.4668, loss: 0.2066 2023-03-02 11:53:29,874 - mmseg - INFO - Iter [250/400000] lr: 3.735e-05, eta: 1 day, 9:22:33, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.1971, decode.acc_seg: 91.8802, loss: 0.1971 2023-03-02 11:53:44,345 - mmseg - INFO - Iter [300/400000] lr: 4.485e-05, eta: 1 day, 9:09:54, time: 0.289, data_time: 0.006, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.7959, loss: 0.1985 2023-03-02 11:53:57,658 - mmseg - INFO - Iter [350/400000] lr: 5.235e-05, eta: 1 day, 8:38:47, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.1968, decode.acc_seg: 91.8444, loss: 0.1968 2023-03-02 11:54:10,903 - mmseg - INFO - Iter [400/400000] lr: 5.985e-05, eta: 1 day, 8:14:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2006, decode.acc_seg: 91.7674, loss: 0.2006 2023-03-02 11:54:24,220 - mmseg - INFO - Iter [450/400000] lr: 6.735e-05, eta: 1 day, 7:56:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2044, decode.acc_seg: 91.6347, loss: 0.2044 2023-03-02 11:54:37,646 - mmseg - INFO - Iter [500/400000] lr: 7.485e-05, eta: 1 day, 7:43:07, time: 0.269, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2070, decode.acc_seg: 91.5226, loss: 0.2070 2023-03-02 11:54:50,869 - mmseg - INFO - Iter [550/400000] lr: 8.235e-05, eta: 1 day, 7:29:59, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2063, decode.acc_seg: 91.5764, loss: 0.2063 2023-03-02 11:55:04,119 - mmseg - INFO - Iter [600/400000] lr: 8.985e-05, eta: 1 day, 7:19:14, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2124, decode.acc_seg: 91.3392, loss: 0.2124 2023-03-02 11:55:20,035 - mmseg - INFO - Iter [650/400000] lr: 9.735e-05, eta: 1 day, 7:37:26, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.6014, loss: 0.2068 2023-03-02 11:55:33,370 - mmseg - INFO - Iter [700/400000] lr: 1.049e-04, eta: 1 day, 7:28:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2173, decode.acc_seg: 91.2273, loss: 0.2173 2023-03-02 11:55:46,747 - mmseg - INFO - Iter [750/400000] lr: 1.124e-04, eta: 1 day, 7:21:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2026, decode.acc_seg: 91.8303, loss: 0.2026 2023-03-02 11:56:00,260 - mmseg - INFO - Iter [800/400000] lr: 1.199e-04, eta: 1 day, 7:15:37, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2292, decode.acc_seg: 90.7712, loss: 0.2292 2023-03-02 11:56:13,577 - mmseg - INFO - Iter [850/400000] lr: 1.274e-04, eta: 1 day, 7:09:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2198, decode.acc_seg: 91.1837, loss: 0.2198 2023-03-02 11:56:26,924 - mmseg - INFO - Iter [900/400000] lr: 1.349e-04, eta: 1 day, 7:03:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2189, decode.acc_seg: 91.0025, loss: 0.2189 2023-03-02 11:56:40,230 - mmseg - INFO - Iter [950/400000] lr: 1.424e-04, eta: 1 day, 6:58:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2286, decode.acc_seg: 90.8004, loss: 0.2286 2023-03-02 11:56:53,496 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 11:56:53,496 - mmseg - INFO - Iter [1000/400000] lr: 1.499e-04, eta: 1 day, 6:53:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2084, decode.acc_seg: 91.3320, loss: 0.2084 2023-03-02 11:57:06,906 - mmseg - INFO - Iter [1050/400000] lr: 1.500e-04, eta: 1 day, 6:50:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2127, decode.acc_seg: 91.3767, loss: 0.2127 2023-03-02 11:57:20,244 - mmseg - INFO - Iter [1100/400000] lr: 1.500e-04, eta: 1 day, 6:46:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2248, decode.acc_seg: 90.7313, loss: 0.2248 2023-03-02 11:57:33,542 - mmseg - INFO - Iter [1150/400000] lr: 1.500e-04, eta: 1 day, 6:42:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2253, decode.acc_seg: 90.6852, loss: 0.2253 2023-03-02 11:57:46,781 - mmseg - INFO - Iter [1200/400000] lr: 1.500e-04, eta: 1 day, 6:39:09, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2292, decode.acc_seg: 90.8853, loss: 0.2292 2023-03-02 11:58:00,369 - mmseg - INFO - Iter [1250/400000] lr: 1.500e-04, eta: 1 day, 6:37:36, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2205, decode.acc_seg: 90.8378, loss: 0.2205 2023-03-02 11:58:16,383 - mmseg - INFO - Iter [1300/400000] lr: 1.500e-04, eta: 1 day, 6:48:33, time: 0.320, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2229, decode.acc_seg: 90.8365, loss: 0.2229 2023-03-02 11:58:29,797 - mmseg - INFO - Iter [1350/400000] lr: 1.500e-04, eta: 1 day, 6:45:53, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2131, decode.acc_seg: 91.2644, loss: 0.2131 2023-03-02 11:58:43,189 - mmseg - INFO - Iter [1400/400000] lr: 1.500e-04, eta: 1 day, 6:43:17, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2241, decode.acc_seg: 90.9701, loss: 0.2241 2023-03-02 11:58:56,523 - mmseg - INFO - Iter [1450/400000] lr: 1.500e-04, eta: 1 day, 6:40:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2154, decode.acc_seg: 91.1630, loss: 0.2154 2023-03-02 11:59:09,859 - mmseg - INFO - Iter [1500/400000] lr: 1.500e-04, eta: 1 day, 6:38:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2313, decode.acc_seg: 90.6258, loss: 0.2313 2023-03-02 11:59:23,174 - mmseg - INFO - Iter [1550/400000] lr: 1.500e-04, eta: 1 day, 6:35:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2250, decode.acc_seg: 90.8520, loss: 0.2250 2023-03-02 11:59:36,421 - mmseg - INFO - Iter [1600/400000] lr: 1.500e-04, eta: 1 day, 6:32:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2197, decode.acc_seg: 90.9508, loss: 0.2197 2023-03-02 11:59:49,701 - mmseg - INFO - Iter [1650/400000] lr: 1.500e-04, eta: 1 day, 6:30:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2171, decode.acc_seg: 91.0926, loss: 0.2171 2023-03-02 12:00:03,212 - mmseg - INFO - Iter [1700/400000] lr: 1.500e-04, eta: 1 day, 6:29:20, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2236, decode.acc_seg: 90.9092, loss: 0.2236 2023-03-02 12:00:16,559 - mmseg - INFO - Iter [1750/400000] lr: 1.500e-04, eta: 1 day, 6:27:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2153, decode.acc_seg: 91.2020, loss: 0.2153 2023-03-02 12:00:29,904 - mmseg - INFO - Iter [1800/400000] lr: 1.500e-04, eta: 1 day, 6:25:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2258, decode.acc_seg: 90.7647, loss: 0.2258 2023-03-02 12:00:43,137 - mmseg - INFO - Iter [1850/400000] lr: 1.500e-04, eta: 1 day, 6:23:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2150, decode.acc_seg: 91.2212, loss: 0.2150 2023-03-02 12:00:58,935 - mmseg - INFO - Iter [1900/400000] lr: 1.500e-04, eta: 1 day, 6:30:32, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2255, decode.acc_seg: 90.8741, loss: 0.2255 2023-03-02 12:01:12,300 - mmseg - INFO - Iter [1950/400000] lr: 1.500e-04, eta: 1 day, 6:28:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2156, decode.acc_seg: 91.3122, loss: 0.2156 2023-03-02 12:01:25,563 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:01:25,563 - mmseg - INFO - Iter [2000/400000] lr: 1.500e-04, eta: 1 day, 6:26:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2262, decode.acc_seg: 90.9093, loss: 0.2262 2023-03-02 12:01:38,868 - mmseg - INFO - Iter [2050/400000] lr: 1.500e-04, eta: 1 day, 6:25:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2178, decode.acc_seg: 91.1836, loss: 0.2178 2023-03-02 12:01:52,090 - mmseg - INFO - Iter [2100/400000] lr: 1.500e-04, eta: 1 day, 6:23:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2198, decode.acc_seg: 91.0642, loss: 0.2198 2023-03-02 12:02:05,431 - mmseg - INFO - Iter [2150/400000] lr: 1.500e-04, eta: 1 day, 6:21:44, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2149, decode.acc_seg: 91.0591, loss: 0.2149 2023-03-02 12:02:18,708 - mmseg - INFO - Iter [2200/400000] lr: 1.500e-04, eta: 1 day, 6:20:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2218, decode.acc_seg: 91.0366, loss: 0.2218 2023-03-02 12:02:31,956 - mmseg - INFO - Iter [2250/400000] lr: 1.500e-04, eta: 1 day, 6:18:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2161, decode.acc_seg: 91.1528, loss: 0.2161 2023-03-02 12:02:45,317 - mmseg - INFO - Iter [2300/400000] lr: 1.500e-04, eta: 1 day, 6:17:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2251, decode.acc_seg: 90.9799, loss: 0.2251 2023-03-02 12:02:58,585 - mmseg - INFO - Iter [2350/400000] lr: 1.500e-04, eta: 1 day, 6:15:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2167, decode.acc_seg: 91.0491, loss: 0.2167 2023-03-02 12:03:11,852 - mmseg - INFO - Iter [2400/400000] lr: 1.500e-04, eta: 1 day, 6:14:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2232, decode.acc_seg: 91.0625, loss: 0.2232 2023-03-02 12:03:25,038 - mmseg - INFO - Iter [2450/400000] lr: 1.500e-04, eta: 1 day, 6:12:45, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2194, decode.acc_seg: 91.1455, loss: 0.2194 2023-03-02 12:03:38,275 - mmseg - INFO - Iter [2500/400000] lr: 1.500e-04, eta: 1 day, 6:11:21, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2158, decode.acc_seg: 91.3077, loss: 0.2158 2023-03-02 12:03:54,179 - mmseg - INFO - Iter [2550/400000] lr: 1.500e-04, eta: 1 day, 6:16:55, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2218, decode.acc_seg: 91.0517, loss: 0.2218 2023-03-02 12:04:07,417 - mmseg - INFO - Iter [2600/400000] lr: 1.500e-04, eta: 1 day, 6:15:29, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2223, decode.acc_seg: 91.0182, loss: 0.2223 2023-03-02 12:04:20,637 - mmseg - INFO - Iter [2650/400000] lr: 1.500e-04, eta: 1 day, 6:14:02, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.2620, loss: 0.2142 2023-03-02 12:04:33,834 - mmseg - INFO - Iter [2700/400000] lr: 1.500e-04, eta: 1 day, 6:12:35, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2174, decode.acc_seg: 91.1571, loss: 0.2174 2023-03-02 12:04:47,138 - mmseg - INFO - Iter [2750/400000] lr: 1.500e-04, eta: 1 day, 6:11:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2230, decode.acc_seg: 91.0227, loss: 0.2230 2023-03-02 12:05:00,419 - mmseg - INFO - Iter [2800/400000] lr: 1.500e-04, eta: 1 day, 6:10:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2144, decode.acc_seg: 91.2506, loss: 0.2144 2023-03-02 12:05:13,748 - mmseg - INFO - Iter [2850/400000] lr: 1.500e-04, eta: 1 day, 6:09:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2280, decode.acc_seg: 90.6760, loss: 0.2280 2023-03-02 12:05:27,013 - mmseg - INFO - Iter [2900/400000] lr: 1.500e-04, eta: 1 day, 6:08:05, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2166, decode.acc_seg: 91.1309, loss: 0.2166 2023-03-02 12:05:40,213 - mmseg - INFO - Iter [2950/400000] lr: 1.500e-04, eta: 1 day, 6:06:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2319, decode.acc_seg: 90.7184, loss: 0.2319 2023-03-02 12:05:53,456 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:05:53,456 - mmseg - INFO - Iter [3000/400000] lr: 1.500e-04, eta: 1 day, 6:05:42, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2178, decode.acc_seg: 91.1966, loss: 0.2178 2023-03-02 12:06:06,789 - mmseg - INFO - Iter [3050/400000] lr: 1.500e-04, eta: 1 day, 6:04:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2104, decode.acc_seg: 91.3592, loss: 0.2104 2023-03-02 12:06:20,027 - mmseg - INFO - Iter [3100/400000] lr: 1.500e-04, eta: 1 day, 6:03:42, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2261, decode.acc_seg: 90.8438, loss: 0.2261 2023-03-02 12:06:33,222 - mmseg - INFO - Iter [3150/400000] lr: 1.500e-04, eta: 1 day, 6:02:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2343, decode.acc_seg: 90.6556, loss: 0.2343 2023-03-02 12:06:49,091 - mmseg - INFO - Iter [3200/400000] lr: 1.500e-04, eta: 1 day, 6:06:58, time: 0.317, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2211, decode.acc_seg: 90.9263, loss: 0.2211 2023-03-02 12:07:02,301 - mmseg - INFO - Iter [3250/400000] lr: 1.500e-04, eta: 1 day, 6:05:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2207, decode.acc_seg: 90.8804, loss: 0.2207 2023-03-02 12:07:15,488 - mmseg - INFO - Iter [3300/400000] lr: 1.500e-04, eta: 1 day, 6:04:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2091, decode.acc_seg: 91.4802, loss: 0.2091 2023-03-02 12:07:28,768 - mmseg - INFO - Iter [3350/400000] lr: 1.500e-04, eta: 1 day, 6:03:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2237, decode.acc_seg: 90.9298, loss: 0.2237 2023-03-02 12:07:41,967 - mmseg - INFO - Iter [3400/400000] lr: 1.500e-04, eta: 1 day, 6:02:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.3819, loss: 0.2102 2023-03-02 12:07:55,164 - mmseg - INFO - Iter [3450/400000] lr: 1.500e-04, eta: 1 day, 6:01:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.2932, loss: 0.2120 2023-03-02 12:08:08,404 - mmseg - INFO - Iter [3500/400000] lr: 1.500e-04, eta: 1 day, 6:00:35, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2124, decode.acc_seg: 91.3502, loss: 0.2124 2023-03-02 12:08:21,622 - mmseg - INFO - Iter [3550/400000] lr: 1.500e-04, eta: 1 day, 5:59:36, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2176, decode.acc_seg: 91.2059, loss: 0.2176 2023-03-02 12:08:34,975 - mmseg - INFO - Iter [3600/400000] lr: 1.500e-04, eta: 1 day, 5:58:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2228, decode.acc_seg: 90.8978, loss: 0.2228 2023-03-02 12:08:48,193 - mmseg - INFO - Iter [3650/400000] lr: 1.500e-04, eta: 1 day, 5:57:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2170, decode.acc_seg: 91.2682, loss: 0.2170 2023-03-02 12:09:01,386 - mmseg - INFO - Iter [3700/400000] lr: 1.500e-04, eta: 1 day, 5:56:58, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2140, decode.acc_seg: 91.1591, loss: 0.2140 2023-03-02 12:09:14,565 - mmseg - INFO - Iter [3750/400000] lr: 1.500e-04, eta: 1 day, 5:56:00, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2306, decode.acc_seg: 90.6964, loss: 0.2306 2023-03-02 12:09:30,429 - mmseg - INFO - Iter [3800/400000] lr: 1.500e-04, eta: 1 day, 5:59:42, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2313, decode.acc_seg: 90.6654, loss: 0.2313 2023-03-02 12:09:43,692 - mmseg - INFO - Iter [3850/400000] lr: 1.500e-04, eta: 1 day, 5:58:51, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2202, decode.acc_seg: 91.1304, loss: 0.2202 2023-03-02 12:09:56,856 - mmseg - INFO - Iter [3900/400000] lr: 1.500e-04, eta: 1 day, 5:57:51, time: 0.263, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2257, decode.acc_seg: 90.8648, loss: 0.2257 2023-03-02 12:10:10,153 - mmseg - INFO - Iter [3950/400000] lr: 1.500e-04, eta: 1 day, 5:57:05, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2281, decode.acc_seg: 90.8342, loss: 0.2281 2023-03-02 12:10:23,354 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:10:23,354 - mmseg - INFO - Iter [4000/400000] lr: 1.500e-04, eta: 1 day, 5:56:11, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2156, decode.acc_seg: 91.3181, loss: 0.2156 2023-03-02 12:10:36,734 - mmseg - INFO - Iter [4050/400000] lr: 1.500e-04, eta: 1 day, 5:55:35, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2070, decode.acc_seg: 91.5527, loss: 0.2070 2023-03-02 12:10:50,036 - mmseg - INFO - Iter [4100/400000] lr: 1.500e-04, eta: 1 day, 5:54:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2110, decode.acc_seg: 91.3780, loss: 0.2110 2023-03-02 12:11:03,437 - mmseg - INFO - Iter [4150/400000] lr: 1.500e-04, eta: 1 day, 5:54:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2202, decode.acc_seg: 91.1798, loss: 0.2202 2023-03-02 12:11:16,877 - mmseg - INFO - Iter [4200/400000] lr: 1.500e-04, eta: 1 day, 5:53:51, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2278, decode.acc_seg: 90.9269, loss: 0.2278 2023-03-02 12:11:30,085 - mmseg - INFO - Iter [4250/400000] lr: 1.500e-04, eta: 1 day, 5:53:01, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2233, decode.acc_seg: 90.9379, loss: 0.2233 2023-03-02 12:11:43,331 - mmseg - INFO - Iter [4300/400000] lr: 1.500e-04, eta: 1 day, 5:52:16, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2175, decode.acc_seg: 90.9611, loss: 0.2175 2023-03-02 12:11:56,619 - mmseg - INFO - Iter [4350/400000] lr: 1.500e-04, eta: 1 day, 5:51:35, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2200, decode.acc_seg: 91.0994, loss: 0.2200 2023-03-02 12:12:09,836 - mmseg - INFO - Iter [4400/400000] lr: 1.500e-04, eta: 1 day, 5:50:48, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2236, decode.acc_seg: 90.9504, loss: 0.2236 2023-03-02 12:12:25,779 - mmseg - INFO - Iter [4450/400000] lr: 1.500e-04, eta: 1 day, 5:54:05, time: 0.319, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2249, decode.acc_seg: 90.8791, loss: 0.2249 2023-03-02 12:12:38,990 - mmseg - INFO - Iter [4500/400000] lr: 1.500e-04, eta: 1 day, 5:53:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2219, decode.acc_seg: 90.9067, loss: 0.2219 2023-03-02 12:12:52,298 - mmseg - INFO - Iter [4550/400000] lr: 1.500e-04, eta: 1 day, 5:52:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.3035, loss: 0.2137 2023-03-02 12:13:05,614 - mmseg - INFO - Iter [4600/400000] lr: 1.500e-04, eta: 1 day, 5:51:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2134, decode.acc_seg: 91.1557, loss: 0.2134 2023-03-02 12:13:18,847 - mmseg - INFO - Iter [4650/400000] lr: 1.500e-04, eta: 1 day, 5:51:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2118, decode.acc_seg: 91.2402, loss: 0.2118 2023-03-02 12:13:32,205 - mmseg - INFO - Iter [4700/400000] lr: 1.500e-04, eta: 1 day, 5:50:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.3147, loss: 0.2120 2023-03-02 12:13:45,400 - mmseg - INFO - Iter [4750/400000] lr: 1.500e-04, eta: 1 day, 5:49:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2243, decode.acc_seg: 90.9474, loss: 0.2243 2023-03-02 12:13:58,627 - mmseg - INFO - Iter [4800/400000] lr: 1.500e-04, eta: 1 day, 5:49:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2215, decode.acc_seg: 91.0306, loss: 0.2215 2023-03-02 12:14:11,871 - mmseg - INFO - Iter [4850/400000] lr: 1.500e-04, eta: 1 day, 5:48:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2175, decode.acc_seg: 91.1561, loss: 0.2175 2023-03-02 12:14:25,107 - mmseg - INFO - Iter [4900/400000] lr: 1.500e-04, eta: 1 day, 5:47:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2199, decode.acc_seg: 90.9802, loss: 0.2199 2023-03-02 12:14:38,499 - mmseg - INFO - Iter [4950/400000] lr: 1.500e-04, eta: 1 day, 5:47:21, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2247, decode.acc_seg: 90.9768, loss: 0.2247 2023-03-02 12:14:51,687 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:14:51,687 - mmseg - INFO - Iter [5000/400000] lr: 1.500e-04, eta: 1 day, 5:46:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2240, decode.acc_seg: 90.9656, loss: 0.2240 2023-03-02 12:15:07,469 - mmseg - INFO - Iter [5050/400000] lr: 1.500e-04, eta: 1 day, 5:49:15, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2228, decode.acc_seg: 90.9502, loss: 0.2228 2023-03-02 12:15:20,829 - mmseg - INFO - Iter [5100/400000] lr: 1.500e-04, eta: 1 day, 5:48:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2215, decode.acc_seg: 91.0756, loss: 0.2215 2023-03-02 12:15:34,097 - mmseg - INFO - Iter [5150/400000] lr: 1.500e-04, eta: 1 day, 5:48:07, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2265, decode.acc_seg: 90.7880, loss: 0.2265 2023-03-02 12:15:47,317 - mmseg - INFO - Iter [5200/400000] lr: 1.500e-04, eta: 1 day, 5:47:25, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2248, decode.acc_seg: 90.8432, loss: 0.2248 2023-03-02 12:16:00,523 - mmseg - INFO - Iter [5250/400000] lr: 1.500e-04, eta: 1 day, 5:46:43, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.4694, loss: 0.2115 2023-03-02 12:16:13,716 - mmseg - INFO - Iter [5300/400000] lr: 1.500e-04, eta: 1 day, 5:46:01, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2138, decode.acc_seg: 91.3063, loss: 0.2138 2023-03-02 12:16:26,918 - mmseg - INFO - Iter [5350/400000] lr: 1.500e-04, eta: 1 day, 5:45:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2186, decode.acc_seg: 91.0504, loss: 0.2186 2023-03-02 12:16:40,315 - mmseg - INFO - Iter [5400/400000] lr: 1.500e-04, eta: 1 day, 5:44:54, time: 0.268, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2179, decode.acc_seg: 91.0517, loss: 0.2179 2023-03-02 12:16:53,510 - mmseg - INFO - Iter [5450/400000] lr: 1.500e-04, eta: 1 day, 5:44:13, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2234, decode.acc_seg: 91.0730, loss: 0.2234 2023-03-02 12:17:06,701 - mmseg - INFO - Iter [5500/400000] lr: 1.500e-04, eta: 1 day, 5:43:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2177, decode.acc_seg: 90.9212, loss: 0.2177 2023-03-02 12:17:19,903 - mmseg - INFO - Iter [5550/400000] lr: 1.500e-04, eta: 1 day, 5:42:53, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2196, decode.acc_seg: 91.1625, loss: 0.2196 2023-03-02 12:17:33,154 - mmseg - INFO - Iter [5600/400000] lr: 1.500e-04, eta: 1 day, 5:42:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2211, decode.acc_seg: 91.1107, loss: 0.2211 2023-03-02 12:17:46,385 - mmseg - INFO - Iter [5650/400000] lr: 1.500e-04, eta: 1 day, 5:41:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2173, decode.acc_seg: 91.1886, loss: 0.2173 2023-03-02 12:18:02,127 - mmseg - INFO - Iter [5700/400000] lr: 1.500e-04, eta: 1 day, 5:43:59, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.2181, loss: 0.2142 2023-03-02 12:18:15,403 - mmseg - INFO - Iter [5750/400000] lr: 1.500e-04, eta: 1 day, 5:43:24, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2162, decode.acc_seg: 91.4158, loss: 0.2162 2023-03-02 12:18:28,634 - mmseg - INFO - Iter [5800/400000] lr: 1.500e-04, eta: 1 day, 5:42:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2255, decode.acc_seg: 90.8256, loss: 0.2255 2023-03-02 12:18:41,901 - mmseg - INFO - Iter [5850/400000] lr: 1.500e-04, eta: 1 day, 5:42:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2066, decode.acc_seg: 91.6341, loss: 0.2066 2023-03-02 12:18:55,172 - mmseg - INFO - Iter [5900/400000] lr: 1.500e-04, eta: 1 day, 5:41:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2180, decode.acc_seg: 91.1066, loss: 0.2180 2023-03-02 12:19:08,360 - mmseg - INFO - Iter [5950/400000] lr: 1.500e-04, eta: 1 day, 5:41:03, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2212, decode.acc_seg: 91.0694, loss: 0.2212 2023-03-02 12:19:21,609 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:19:21,609 - mmseg - INFO - Iter [6000/400000] lr: 1.500e-04, eta: 1 day, 5:40:29, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2228, decode.acc_seg: 90.9843, loss: 0.2228 2023-03-02 12:19:34,804 - mmseg - INFO - Iter [6050/400000] lr: 1.500e-04, eta: 1 day, 5:39:52, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2160, decode.acc_seg: 91.1780, loss: 0.2160 2023-03-02 12:19:48,083 - mmseg - INFO - Iter [6100/400000] lr: 1.500e-04, eta: 1 day, 5:39:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2067, decode.acc_seg: 91.4254, loss: 0.2067 2023-03-02 12:20:01,354 - mmseg - INFO - Iter [6150/400000] lr: 1.500e-04, eta: 1 day, 5:38:49, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2197, decode.acc_seg: 91.1101, loss: 0.2197 2023-03-02 12:20:14,599 - mmseg - INFO - Iter [6200/400000] lr: 1.500e-04, eta: 1 day, 5:38:16, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2163, decode.acc_seg: 90.9992, loss: 0.2163 2023-03-02 12:20:27,869 - mmseg - INFO - Iter [6250/400000] lr: 1.500e-04, eta: 1 day, 5:37:45, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2039, decode.acc_seg: 91.7265, loss: 0.2039 2023-03-02 12:20:41,152 - mmseg - INFO - Iter [6300/400000] lr: 1.500e-04, eta: 1 day, 5:37:15, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2296, decode.acc_seg: 90.7603, loss: 0.2296 2023-03-02 12:20:56,914 - mmseg - INFO - Iter [6350/400000] lr: 1.500e-04, eta: 1 day, 5:39:19, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2190, decode.acc_seg: 91.1264, loss: 0.2190 2023-03-02 12:21:10,179 - mmseg - INFO - Iter [6400/400000] lr: 1.500e-04, eta: 1 day, 5:38:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2275, decode.acc_seg: 90.8692, loss: 0.2275 2023-03-02 12:21:23,416 - mmseg - INFO - Iter [6450/400000] lr: 1.500e-04, eta: 1 day, 5:38:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2204, decode.acc_seg: 91.1176, loss: 0.2204 2023-03-02 12:21:36,648 - mmseg - INFO - Iter [6500/400000] lr: 1.500e-04, eta: 1 day, 5:37:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2105, decode.acc_seg: 91.5148, loss: 0.2105 2023-03-02 12:21:49,874 - mmseg - INFO - Iter [6550/400000] lr: 1.500e-04, eta: 1 day, 5:37:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2111, decode.acc_seg: 91.3338, loss: 0.2111 2023-03-02 12:22:03,169 - mmseg - INFO - Iter [6600/400000] lr: 1.500e-04, eta: 1 day, 5:36:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2135, decode.acc_seg: 91.1370, loss: 0.2135 2023-03-02 12:22:16,581 - mmseg - INFO - Iter [6650/400000] lr: 1.500e-04, eta: 1 day, 5:36:17, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2129, decode.acc_seg: 91.2929, loss: 0.2129 2023-03-02 12:22:29,917 - mmseg - INFO - Iter [6700/400000] lr: 1.500e-04, eta: 1 day, 5:35:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2070, decode.acc_seg: 91.4352, loss: 0.2070 2023-03-02 12:22:43,113 - mmseg - INFO - Iter [6750/400000] lr: 1.500e-04, eta: 1 day, 5:35:17, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2212, decode.acc_seg: 91.1269, loss: 0.2212 2023-03-02 12:22:56,330 - mmseg - INFO - Iter [6800/400000] lr: 1.500e-04, eta: 1 day, 5:34:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2196, decode.acc_seg: 91.2019, loss: 0.2196 2023-03-02 12:23:09,660 - mmseg - INFO - Iter [6850/400000] lr: 1.500e-04, eta: 1 day, 5:34:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2254, decode.acc_seg: 90.8837, loss: 0.2254 2023-03-02 12:23:22,878 - mmseg - INFO - Iter [6900/400000] lr: 1.500e-04, eta: 1 day, 5:33:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2251, decode.acc_seg: 90.8122, loss: 0.2251 2023-03-02 12:23:38,945 - mmseg - INFO - Iter [6950/400000] lr: 1.500e-04, eta: 1 day, 5:35:57, time: 0.321, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2215, decode.acc_seg: 91.0702, loss: 0.2215 2023-03-02 12:23:52,139 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:23:52,139 - mmseg - INFO - Iter [7000/400000] lr: 1.500e-04, eta: 1 day, 5:35:23, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2266, decode.acc_seg: 90.8644, loss: 0.2266 2023-03-02 12:24:05,458 - mmseg - INFO - Iter [7050/400000] lr: 1.500e-04, eta: 1 day, 5:34:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2167, decode.acc_seg: 91.1069, loss: 0.2167 2023-03-02 12:24:18,726 - mmseg - INFO - Iter [7100/400000] lr: 1.500e-04, eta: 1 day, 5:34:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2130, decode.acc_seg: 91.5280, loss: 0.2130 2023-03-02 12:24:32,029 - mmseg - INFO - Iter [7150/400000] lr: 1.500e-04, eta: 1 day, 5:34:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.2907, loss: 0.2120 2023-03-02 12:24:45,409 - mmseg - INFO - Iter [7200/400000] lr: 1.500e-04, eta: 1 day, 5:33:38, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2249, decode.acc_seg: 90.8649, loss: 0.2249 2023-03-02 12:24:58,624 - mmseg - INFO - Iter [7250/400000] lr: 1.500e-04, eta: 1 day, 5:33:06, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2167, decode.acc_seg: 91.0401, loss: 0.2167 2023-03-02 12:25:11,923 - mmseg - INFO - Iter [7300/400000] lr: 1.500e-04, eta: 1 day, 5:32:39, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2148, decode.acc_seg: 91.1672, loss: 0.2148 2023-03-02 12:25:25,122 - mmseg - INFO - Iter [7350/400000] lr: 1.500e-04, eta: 1 day, 5:32:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2184, decode.acc_seg: 91.0372, loss: 0.2184 2023-03-02 12:25:38,538 - mmseg - INFO - Iter [7400/400000] lr: 1.500e-04, eta: 1 day, 5:31:47, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2226, decode.acc_seg: 90.9326, loss: 0.2226 2023-03-02 12:25:51,788 - mmseg - INFO - Iter [7450/400000] lr: 1.500e-04, eta: 1 day, 5:31:19, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2215, decode.acc_seg: 90.8693, loss: 0.2215 2023-03-02 12:26:05,007 - mmseg - INFO - Iter [7500/400000] lr: 1.500e-04, eta: 1 day, 5:30:48, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2037, decode.acc_seg: 91.6061, loss: 0.2037 2023-03-02 12:26:18,221 - mmseg - INFO - Iter [7550/400000] lr: 1.500e-04, eta: 1 day, 5:30:18, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.4136, loss: 0.2112 2023-03-02 12:26:34,138 - mmseg - INFO - Iter [7600/400000] lr: 1.500e-04, eta: 1 day, 5:32:08, time: 0.319, data_time: 0.056, memory: 39575, decode.loss_ce: 0.2187, decode.acc_seg: 91.1943, loss: 0.2187 2023-03-02 12:26:47,496 - mmseg - INFO - Iter [7650/400000] lr: 1.500e-04, eta: 1 day, 5:31:44, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2156, decode.acc_seg: 91.1523, loss: 0.2156 2023-03-02 12:27:00,883 - mmseg - INFO - Iter [7700/400000] lr: 1.500e-04, eta: 1 day, 5:31:23, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2192, decode.acc_seg: 91.0516, loss: 0.2192 2023-03-02 12:27:14,138 - mmseg - INFO - Iter [7750/400000] lr: 1.500e-04, eta: 1 day, 5:30:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2156, decode.acc_seg: 91.2594, loss: 0.2156 2023-03-02 12:27:27,306 - mmseg - INFO - Iter [7800/400000] lr: 1.500e-04, eta: 1 day, 5:30:22, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2022, decode.acc_seg: 91.6545, loss: 0.2022 2023-03-02 12:27:40,618 - mmseg - INFO - Iter [7850/400000] lr: 1.500e-04, eta: 1 day, 5:29:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2213, decode.acc_seg: 91.0860, loss: 0.2213 2023-03-02 12:27:53,952 - mmseg - INFO - Iter [7900/400000] lr: 1.500e-04, eta: 1 day, 5:29:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2126, decode.acc_seg: 91.3176, loss: 0.2126 2023-03-02 12:28:07,162 - mmseg - INFO - Iter [7950/400000] lr: 1.500e-04, eta: 1 day, 5:29:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2149, decode.acc_seg: 91.1961, loss: 0.2149 2023-03-02 12:28:20,336 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:28:20,336 - mmseg - INFO - Iter [8000/400000] lr: 1.500e-04, eta: 1 day, 5:28:32, time: 0.263, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2084, decode.acc_seg: 91.5918, loss: 0.2084 2023-03-02 12:28:33,707 - mmseg - INFO - Iter [8050/400000] lr: 1.500e-04, eta: 1 day, 5:28:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2129, decode.acc_seg: 91.3802, loss: 0.2129 2023-03-02 12:28:47,162 - mmseg - INFO - Iter [8100/400000] lr: 1.500e-04, eta: 1 day, 5:27:53, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2203, decode.acc_seg: 90.9777, loss: 0.2203 2023-03-02 12:29:00,627 - mmseg - INFO - Iter [8150/400000] lr: 1.500e-04, eta: 1 day, 5:27:36, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.2090, loss: 0.2120 2023-03-02 12:29:13,889 - mmseg - INFO - Iter [8200/400000] lr: 1.500e-04, eta: 1 day, 5:27:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2269, decode.acc_seg: 90.7832, loss: 0.2269 2023-03-02 12:29:29,761 - mmseg - INFO - Iter [8250/400000] lr: 1.500e-04, eta: 1 day, 5:28:47, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2207, decode.acc_seg: 91.1642, loss: 0.2207 2023-03-02 12:29:43,017 - mmseg - INFO - Iter [8300/400000] lr: 1.500e-04, eta: 1 day, 5:28:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2133, decode.acc_seg: 91.2557, loss: 0.2133 2023-03-02 12:29:56,211 - mmseg - INFO - Iter [8350/400000] lr: 1.500e-04, eta: 1 day, 5:27:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2143, decode.acc_seg: 91.1074, loss: 0.2143 2023-03-02 12:30:09,569 - mmseg - INFO - Iter [8400/400000] lr: 1.500e-04, eta: 1 day, 5:27:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2138, decode.acc_seg: 91.2570, loss: 0.2138 2023-03-02 12:30:22,884 - mmseg - INFO - Iter [8450/400000] lr: 1.500e-04, eta: 1 day, 5:27:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2136, decode.acc_seg: 91.2456, loss: 0.2136 2023-03-02 12:30:36,111 - mmseg - INFO - Iter [8500/400000] lr: 1.500e-04, eta: 1 day, 5:26:36, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2187, decode.acc_seg: 91.1185, loss: 0.2187 2023-03-02 12:30:49,329 - mmseg - INFO - Iter [8550/400000] lr: 1.500e-04, eta: 1 day, 5:26:08, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2117, decode.acc_seg: 91.4475, loss: 0.2117 2023-03-02 12:31:02,550 - mmseg - INFO - Iter [8600/400000] lr: 1.500e-04, eta: 1 day, 5:25:40, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2198, decode.acc_seg: 91.0185, loss: 0.2198 2023-03-02 12:31:15,888 - mmseg - INFO - Iter [8650/400000] lr: 1.500e-04, eta: 1 day, 5:25:18, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2194, decode.acc_seg: 91.0982, loss: 0.2194 2023-03-02 12:31:29,208 - mmseg - INFO - Iter [8700/400000] lr: 1.500e-04, eta: 1 day, 5:24:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.5109, loss: 0.2112 2023-03-02 12:31:42,467 - mmseg - INFO - Iter [8750/400000] lr: 1.500e-04, eta: 1 day, 5:24:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2163, decode.acc_seg: 91.2408, loss: 0.2163 2023-03-02 12:31:55,678 - mmseg - INFO - Iter [8800/400000] lr: 1.500e-04, eta: 1 day, 5:24:01, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2158, decode.acc_seg: 91.2081, loss: 0.2158 2023-03-02 12:32:11,317 - mmseg - INFO - Iter [8850/400000] lr: 1.500e-04, eta: 1 day, 5:25:21, time: 0.313, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2154, decode.acc_seg: 91.1822, loss: 0.2154 2023-03-02 12:32:24,618 - mmseg - INFO - Iter [8900/400000] lr: 1.500e-04, eta: 1 day, 5:24:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2059, decode.acc_seg: 91.5002, loss: 0.2059 2023-03-02 12:32:37,923 - mmseg - INFO - Iter [8950/400000] lr: 1.500e-04, eta: 1 day, 5:24:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2211, decode.acc_seg: 91.1493, loss: 0.2211 2023-03-02 12:32:51,383 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:32:51,383 - mmseg - INFO - Iter [9000/400000] lr: 1.500e-04, eta: 1 day, 5:24:16, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.3306, loss: 0.2115 2023-03-02 12:33:04,624 - mmseg - INFO - Iter [9050/400000] lr: 1.500e-04, eta: 1 day, 5:23:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2280, decode.acc_seg: 90.9258, loss: 0.2280 2023-03-02 12:33:17,858 - mmseg - INFO - Iter [9100/400000] lr: 1.500e-04, eta: 1 day, 5:23:24, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2123, decode.acc_seg: 91.2872, loss: 0.2123 2023-03-02 12:33:31,135 - mmseg - INFO - Iter [9150/400000] lr: 1.500e-04, eta: 1 day, 5:22:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2155, decode.acc_seg: 91.2482, loss: 0.2155 2023-03-02 12:33:44,402 - mmseg - INFO - Iter [9200/400000] lr: 1.500e-04, eta: 1 day, 5:22:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2198, decode.acc_seg: 91.0740, loss: 0.2198 2023-03-02 12:33:57,701 - mmseg - INFO - Iter [9250/400000] lr: 1.500e-04, eta: 1 day, 5:22:11, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2258, decode.acc_seg: 90.9055, loss: 0.2258 2023-03-02 12:34:10,869 - mmseg - INFO - Iter [9300/400000] lr: 1.500e-04, eta: 1 day, 5:21:42, time: 0.263, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2045, decode.acc_seg: 91.5874, loss: 0.2045 2023-03-02 12:34:24,087 - mmseg - INFO - Iter [9350/400000] lr: 1.500e-04, eta: 1 day, 5:21:16, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2162, decode.acc_seg: 91.1793, loss: 0.2162 2023-03-02 12:34:37,373 - mmseg - INFO - Iter [9400/400000] lr: 1.500e-04, eta: 1 day, 5:20:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2261, decode.acc_seg: 90.6893, loss: 0.2261 2023-03-02 12:34:50,648 - mmseg - INFO - Iter [9450/400000] lr: 1.500e-04, eta: 1 day, 5:20:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2108, decode.acc_seg: 91.3364, loss: 0.2108 2023-03-02 12:35:06,419 - mmseg - INFO - Iter [9500/400000] lr: 1.500e-04, eta: 1 day, 5:21:47, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2207, decode.acc_seg: 90.9706, loss: 0.2207 2023-03-02 12:35:19,673 - mmseg - INFO - Iter [9550/400000] lr: 1.500e-04, eta: 1 day, 5:21:22, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2219, decode.acc_seg: 91.1709, loss: 0.2219 2023-03-02 12:35:32,886 - mmseg - INFO - Iter [9600/400000] lr: 1.500e-04, eta: 1 day, 5:20:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2094, decode.acc_seg: 91.3966, loss: 0.2094 2023-03-02 12:35:46,108 - mmseg - INFO - Iter [9650/400000] lr: 1.500e-04, eta: 1 day, 5:20:30, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2188, decode.acc_seg: 91.1100, loss: 0.2188 2023-03-02 12:35:59,356 - mmseg - INFO - Iter [9700/400000] lr: 1.500e-04, eta: 1 day, 5:20:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2131, decode.acc_seg: 91.4213, loss: 0.2131 2023-03-02 12:36:12,587 - mmseg - INFO - Iter [9750/400000] lr: 1.500e-04, eta: 1 day, 5:19:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2189, decode.acc_seg: 91.1118, loss: 0.2189 2023-03-02 12:36:25,950 - mmseg - INFO - Iter [9800/400000] lr: 1.500e-04, eta: 1 day, 5:19:19, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2171, decode.acc_seg: 91.2291, loss: 0.2171 2023-03-02 12:36:39,160 - mmseg - INFO - Iter [9850/400000] lr: 1.500e-04, eta: 1 day, 5:18:53, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2257, decode.acc_seg: 91.0375, loss: 0.2257 2023-03-02 12:36:52,394 - mmseg - INFO - Iter [9900/400000] lr: 1.500e-04, eta: 1 day, 5:18:28, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2094, decode.acc_seg: 91.5541, loss: 0.2094 2023-03-02 12:37:05,697 - mmseg - INFO - Iter [9950/400000] lr: 1.500e-04, eta: 1 day, 5:18:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2138, decode.acc_seg: 91.3591, loss: 0.2138 2023-03-02 12:37:18,931 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:37:18,932 - mmseg - INFO - Iter [10000/400000] lr: 1.500e-04, eta: 1 day, 5:17:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2062, decode.acc_seg: 91.5109, loss: 0.2062 2023-03-02 12:37:32,103 - mmseg - INFO - Iter [10050/400000] lr: 1.500e-04, eta: 1 day, 5:17:14, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2158, decode.acc_seg: 91.0576, loss: 0.2158 2023-03-02 12:37:47,923 - mmseg - INFO - Iter [10100/400000] lr: 1.500e-04, eta: 1 day, 5:18:29, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2055, decode.acc_seg: 91.6810, loss: 0.2055 2023-03-02 12:38:01,103 - mmseg - INFO - Iter [10150/400000] lr: 1.500e-04, eta: 1 day, 5:18:02, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.2717, loss: 0.2137 2023-03-02 12:38:14,347 - mmseg - INFO - Iter [10200/400000] lr: 1.500e-04, eta: 1 day, 5:17:37, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.2403, loss: 0.2142 2023-03-02 12:38:27,618 - mmseg - INFO - Iter [10250/400000] lr: 1.500e-04, eta: 1 day, 5:17:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2166, decode.acc_seg: 91.2064, loss: 0.2166 2023-03-02 12:38:40,834 - mmseg - INFO - Iter 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12:39:47,056 - mmseg - INFO - Iter [10550/400000] lr: 1.500e-04, eta: 1 day, 5:14:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2190, decode.acc_seg: 91.1957, loss: 0.2190 2023-03-02 12:40:00,385 - mmseg - INFO - Iter [10600/400000] lr: 1.500e-04, eta: 1 day, 5:14:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2193, decode.acc_seg: 91.1205, loss: 0.2193 2023-03-02 12:40:13,615 - mmseg - INFO - Iter [10650/400000] lr: 1.500e-04, eta: 1 day, 5:14:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2116, decode.acc_seg: 91.4607, loss: 0.2116 2023-03-02 12:40:26,822 - mmseg - INFO - Iter [10700/400000] lr: 1.500e-04, eta: 1 day, 5:13:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2070, decode.acc_seg: 91.5772, loss: 0.2070 2023-03-02 12:40:42,532 - mmseg - INFO - Iter [10750/400000] lr: 1.500e-04, eta: 1 day, 5:14:47, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2094, decode.acc_seg: 91.4014, loss: 0.2094 2023-03-02 12:40:55,812 - mmseg - INFO - Iter [10800/400000] lr: 1.500e-04, eta: 1 day, 5:14:24, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2190, decode.acc_seg: 91.1014, loss: 0.2190 2023-03-02 12:41:09,180 - mmseg - INFO - Iter [10850/400000] lr: 1.500e-04, eta: 1 day, 5:14:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.4609, loss: 0.2103 2023-03-02 12:41:22,389 - mmseg - INFO - Iter [10900/400000] lr: 1.500e-04, eta: 1 day, 5:13:41, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2140, decode.acc_seg: 91.2391, loss: 0.2140 2023-03-02 12:41:35,630 - mmseg - INFO - Iter [10950/400000] lr: 1.500e-04, eta: 1 day, 5:13:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2168, decode.acc_seg: 91.2635, loss: 0.2168 2023-03-02 12:41:48,926 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:41:48,926 - mmseg - INFO - Iter [11000/400000] lr: 1.500e-04, eta: 1 day, 5:12:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.3954, loss: 0.2115 2023-03-02 12:42:02,136 - mmseg - INFO - Iter [11050/400000] lr: 1.500e-04, eta: 1 day, 5:12:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2151, decode.acc_seg: 91.1602, loss: 0.2151 2023-03-02 12:42:15,373 - mmseg - INFO - Iter [11100/400000] lr: 1.500e-04, eta: 1 day, 5:12:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2086, decode.acc_seg: 91.4713, loss: 0.2086 2023-03-02 12:42:28,590 - mmseg - INFO - Iter [11150/400000] lr: 1.500e-04, eta: 1 day, 5:11:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.4444, loss: 0.2115 2023-03-02 12:42:41,854 - mmseg - INFO - Iter [11200/400000] lr: 1.500e-04, eta: 1 day, 5:11:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2208, decode.acc_seg: 91.0585, loss: 0.2208 2023-03-02 12:42:55,280 - mmseg - INFO - Iter [11250/400000] lr: 1.500e-04, eta: 1 day, 5:11:05, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2130, decode.acc_seg: 91.3572, loss: 0.2130 2023-03-02 12:43:08,526 - mmseg - INFO - Iter [11300/400000] lr: 1.500e-04, eta: 1 day, 5:10:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2105, decode.acc_seg: 91.4267, loss: 0.2105 2023-03-02 12:43:21,799 - mmseg - INFO - Iter [11350/400000] lr: 1.500e-04, eta: 1 day, 5:10:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2216, decode.acc_seg: 91.1882, loss: 0.2216 2023-03-02 12:43:37,475 - mmseg - INFO - Iter [11400/400000] lr: 1.500e-04, eta: 1 day, 5:11:21, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2114, decode.acc_seg: 91.4304, loss: 0.2114 2023-03-02 12:43:50,718 - mmseg - INFO - Iter [11450/400000] lr: 1.500e-04, eta: 1 day, 5:10:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2171, decode.acc_seg: 91.0749, loss: 0.2171 2023-03-02 12:44:03,981 - mmseg - INFO - Iter [11500/400000] lr: 1.500e-04, eta: 1 day, 5:10:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2152, decode.acc_seg: 91.3321, loss: 0.2152 2023-03-02 12:44:17,158 - mmseg - INFO - Iter [11550/400000] lr: 1.500e-04, eta: 1 day, 5:10:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2190, decode.acc_seg: 91.3183, loss: 0.2190 2023-03-02 12:44:30,334 - mmseg - INFO - Iter [11600/400000] lr: 1.500e-04, eta: 1 day, 5:09:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2128, decode.acc_seg: 91.3100, loss: 0.2128 2023-03-02 12:44:43,584 - mmseg - INFO - Iter [11650/400000] lr: 1.500e-04, eta: 1 day, 5:09:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2154, decode.acc_seg: 91.1244, loss: 0.2154 2023-03-02 12:44:56,994 - mmseg - INFO - Iter [11700/400000] lr: 1.500e-04, eta: 1 day, 5:09:07, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2168, decode.acc_seg: 91.1060, loss: 0.2168 2023-03-02 12:45:10,225 - mmseg - INFO - Iter [11750/400000] lr: 1.500e-04, eta: 1 day, 5:08:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.5570, loss: 0.2076 2023-03-02 12:45:23,488 - mmseg - INFO - Iter [11800/400000] lr: 1.500e-04, eta: 1 day, 5:08:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2190, decode.acc_seg: 91.0660, loss: 0.2190 2023-03-02 12:45:36,685 - mmseg - INFO - Iter [11850/400000] lr: 1.500e-04, eta: 1 day, 5:07:58, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2123, decode.acc_seg: 91.3235, loss: 0.2123 2023-03-02 12:45:50,138 - mmseg - INFO - Iter [11900/400000] lr: 1.500e-04, eta: 1 day, 5:07:43, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2125, decode.acc_seg: 91.2288, loss: 0.2125 2023-03-02 12:46:03,425 - mmseg - INFO - Iter [11950/400000] lr: 1.500e-04, eta: 1 day, 5:07:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2166, decode.acc_seg: 91.1702, loss: 0.2166 2023-03-02 12:46:19,302 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:46:19,302 - mmseg - INFO - Iter [12000/400000] lr: 1.500e-04, eta: 1 day, 5:08:25, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2107, decode.acc_seg: 91.5123, loss: 0.2107 2023-03-02 12:46:32,484 - mmseg - INFO - Iter [12050/400000] lr: 1.500e-04, eta: 1 day, 5:08:01, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2019, decode.acc_seg: 91.7335, loss: 0.2019 2023-03-02 12:46:45,715 - mmseg - INFO - Iter [12100/400000] lr: 1.500e-04, eta: 1 day, 5:07:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2210, decode.acc_seg: 91.1821, loss: 0.2210 2023-03-02 12:46:58,855 - mmseg - INFO - Iter [12150/400000] lr: 1.500e-04, eta: 1 day, 5:07:13, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.3297, loss: 0.2137 2023-03-02 12:47:12,080 - mmseg - INFO - Iter [12200/400000] lr: 1.500e-04, eta: 1 day, 5:06:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.4766, loss: 0.2068 2023-03-02 12:47:25,560 - mmseg - INFO - Iter [12250/400000] lr: 1.500e-04, eta: 1 day, 5:06:35, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2071, decode.acc_seg: 91.5380, loss: 0.2071 2023-03-02 12:47:38,811 - mmseg - INFO - Iter [12300/400000] lr: 1.500e-04, eta: 1 day, 5:06:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2219, decode.acc_seg: 91.2764, loss: 0.2219 2023-03-02 12:47:52,023 - mmseg - INFO - Iter [12350/400000] lr: 1.500e-04, eta: 1 day, 5:05:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2189, decode.acc_seg: 91.2301, loss: 0.2189 2023-03-02 12:48:05,175 - mmseg - INFO - Iter [12400/400000] lr: 1.500e-04, eta: 1 day, 5:05:26, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2170, decode.acc_seg: 91.2795, loss: 0.2170 2023-03-02 12:48:18,382 - mmseg - INFO - Iter [12450/400000] lr: 1.500e-04, eta: 1 day, 5:05:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2181, decode.acc_seg: 91.1421, loss: 0.2181 2023-03-02 12:48:31,682 - mmseg - INFO - Iter [12500/400000] lr: 1.500e-04, eta: 1 day, 5:04:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.4768, loss: 0.2078 2023-03-02 12:48:45,149 - mmseg - INFO - Iter [12550/400000] lr: 1.500e-04, eta: 1 day, 5:04:28, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2108, decode.acc_seg: 91.3917, loss: 0.2108 2023-03-02 12:48:58,399 - mmseg - INFO - Iter [12600/400000] lr: 1.500e-04, eta: 1 day, 5:04:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.6869, loss: 0.2025 2023-03-02 12:49:14,132 - mmseg - INFO - Iter [12650/400000] lr: 1.500e-04, eta: 1 day, 5:05:01, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2262, decode.acc_seg: 90.9833, loss: 0.2262 2023-03-02 12:49:27,350 - mmseg - INFO - Iter [12700/400000] lr: 1.500e-04, eta: 1 day, 5:04:39, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2170, decode.acc_seg: 91.1787, loss: 0.2170 2023-03-02 12:49:40,584 - mmseg - INFO - Iter [12750/400000] lr: 1.500e-04, eta: 1 day, 5:04:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2268, decode.acc_seg: 90.8348, loss: 0.2268 2023-03-02 12:49:53,821 - mmseg - INFO - Iter [12800/400000] lr: 1.500e-04, eta: 1 day, 5:03:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2242, decode.acc_seg: 90.9137, loss: 0.2242 2023-03-02 12:50:07,052 - mmseg - INFO - Iter [12850/400000] lr: 1.500e-04, eta: 1 day, 5:03:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2148, decode.acc_seg: 91.2969, loss: 0.2148 2023-03-02 12:50:20,301 - mmseg - INFO - Iter [12900/400000] lr: 1.500e-04, eta: 1 day, 5:03:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2126, decode.acc_seg: 91.4141, loss: 0.2126 2023-03-02 12:50:33,557 - mmseg - INFO - Iter [12950/400000] lr: 1.500e-04, eta: 1 day, 5:02:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2221, decode.acc_seg: 91.0648, loss: 0.2221 2023-03-02 12:50:46,772 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:50:46,772 - mmseg - INFO - Iter [13000/400000] lr: 1.500e-04, eta: 1 day, 5:02:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2219, decode.acc_seg: 90.9401, loss: 0.2219 2023-03-02 12:51:00,029 - mmseg - INFO - Iter [13050/400000] lr: 1.500e-04, eta: 1 day, 5:02:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.5603, loss: 0.2075 2023-03-02 12:51:13,378 - mmseg - INFO - Iter [13100/400000] lr: 1.500e-04, eta: 1 day, 5:01:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2109, decode.acc_seg: 91.3634, loss: 0.2109 2023-03-02 12:51:26,557 - mmseg - INFO - Iter [13150/400000] lr: 1.500e-04, eta: 1 day, 5:01:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2118, decode.acc_seg: 91.3880, loss: 0.2118 2023-03-02 12:51:39,783 - mmseg - INFO - Iter [13200/400000] lr: 1.500e-04, eta: 1 day, 5:01:04, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2189, decode.acc_seg: 91.1103, loss: 0.2189 2023-03-02 12:51:52,982 - mmseg - INFO - Iter [13250/400000] lr: 1.500e-04, eta: 1 day, 5:00:42, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2097, decode.acc_seg: 91.2691, loss: 0.2097 2023-03-02 12:52:08,863 - mmseg - INFO - Iter [13300/400000] lr: 1.500e-04, eta: 1 day, 5:01:37, time: 0.318, data_time: 0.058, memory: 39575, decode.loss_ce: 0.2094, decode.acc_seg: 91.3811, loss: 0.2094 2023-03-02 12:52:22,175 - mmseg - INFO - Iter [13350/400000] lr: 1.500e-04, eta: 1 day, 5:01:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2109, decode.acc_seg: 91.3105, loss: 0.2109 2023-03-02 12:52:35,426 - mmseg - INFO - Iter [13400/400000] lr: 1.500e-04, eta: 1 day, 5:00:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2184, decode.acc_seg: 91.1647, loss: 0.2184 2023-03-02 12:52:48,623 - mmseg - INFO - Iter [13450/400000] lr: 1.500e-04, eta: 1 day, 5:00:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2147, decode.acc_seg: 91.4142, loss: 0.2147 2023-03-02 12:53:01,829 - mmseg - INFO - Iter [13500/400000] lr: 1.500e-04, eta: 1 day, 5:00:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2157, decode.acc_seg: 91.2067, loss: 0.2157 2023-03-02 12:53:15,070 - mmseg - INFO - Iter [13550/400000] lr: 1.500e-04, eta: 1 day, 4:59:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2168, decode.acc_seg: 91.0670, loss: 0.2168 2023-03-02 12:53:28,240 - mmseg - INFO - Iter [13600/400000] lr: 1.500e-04, eta: 1 day, 4:59:28, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2181, decode.acc_seg: 91.0909, loss: 0.2181 2023-03-02 12:53:41,490 - mmseg - INFO - Iter [13650/400000] lr: 1.500e-04, eta: 1 day, 4:59:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2161, decode.acc_seg: 91.2548, loss: 0.2161 2023-03-02 12:53:54,734 - mmseg - INFO - Iter [13700/400000] lr: 1.500e-04, eta: 1 day, 4:58:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.6891, loss: 0.2058 2023-03-02 12:54:07,982 - mmseg - INFO - Iter [13750/400000] lr: 1.500e-04, eta: 1 day, 4:58:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2211, decode.acc_seg: 90.9848, loss: 0.2211 2023-03-02 12:54:21,329 - mmseg - INFO - Iter [13800/400000] lr: 1.500e-04, eta: 1 day, 4:58:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2100, decode.acc_seg: 91.4949, loss: 0.2100 2023-03-02 12:54:34,476 - mmseg - INFO - Iter [13850/400000] lr: 1.500e-04, eta: 1 day, 4:57:45, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2099, decode.acc_seg: 91.4945, loss: 0.2099 2023-03-02 12:54:50,189 - mmseg - INFO - Iter [13900/400000] lr: 1.500e-04, eta: 1 day, 4:58:33, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2175, decode.acc_seg: 91.1246, loss: 0.2175 2023-03-02 12:55:03,383 - mmseg - INFO - Iter [13950/400000] lr: 1.500e-04, eta: 1 day, 4:58:10, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2280, decode.acc_seg: 90.8114, loss: 0.2280 2023-03-02 12:55:16,579 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:55:16,580 - mmseg - INFO - Iter [14000/400000] lr: 1.500e-04, eta: 1 day, 4:57:48, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2131, decode.acc_seg: 91.0609, loss: 0.2131 2023-03-02 12:55:29,933 - mmseg - INFO - Iter [14050/400000] lr: 1.500e-04, eta: 1 day, 4:57:31, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2241, decode.acc_seg: 91.0458, loss: 0.2241 2023-03-02 12:55:43,142 - mmseg - INFO - Iter [14100/400000] lr: 1.500e-04, eta: 1 day, 4:57:09, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2106, decode.acc_seg: 91.2957, loss: 0.2106 2023-03-02 12:55:56,368 - mmseg - INFO - Iter [14150/400000] lr: 1.500e-04, eta: 1 day, 4:56:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2060, decode.acc_seg: 91.6842, loss: 0.2060 2023-03-02 12:56:10,073 - mmseg - INFO - Iter [14200/400000] lr: 1.500e-04, eta: 1 day, 4:56:40, time: 0.274, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2072, decode.acc_seg: 91.5669, loss: 0.2072 2023-03-02 12:56:23,261 - mmseg - INFO - Iter [14250/400000] lr: 1.500e-04, eta: 1 day, 4:56:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2117, decode.acc_seg: 91.3819, loss: 0.2117 2023-03-02 12:56:36,510 - mmseg - INFO - Iter [14300/400000] lr: 1.500e-04, eta: 1 day, 4:55:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2232, decode.acc_seg: 90.9367, loss: 0.2232 2023-03-02 12:56:49,776 - mmseg - INFO - Iter [14350/400000] lr: 1.500e-04, eta: 1 day, 4:55:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2125, decode.acc_seg: 91.6013, loss: 0.2125 2023-03-02 12:57:02,990 - mmseg - INFO - Iter [14400/400000] lr: 1.500e-04, eta: 1 day, 4:55:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.6602, loss: 0.2074 2023-03-02 12:57:16,213 - mmseg - INFO - Iter [14450/400000] lr: 1.500e-04, eta: 1 day, 4:54:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2187, decode.acc_seg: 91.0437, loss: 0.2187 2023-03-02 12:57:29,412 - mmseg - INFO - Iter [14500/400000] lr: 1.500e-04, eta: 1 day, 4:54:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2178, decode.acc_seg: 91.1412, loss: 0.2178 2023-03-02 12:57:45,113 - mmseg - INFO - Iter [14550/400000] lr: 1.500e-04, eta: 1 day, 4:55:19, time: 0.314, data_time: 0.056, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.3504, loss: 0.2115 2023-03-02 12:57:58,382 - mmseg - INFO - Iter [14600/400000] lr: 1.500e-04, eta: 1 day, 4:54:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.3616, loss: 0.2112 2023-03-02 12:58:11,631 - mmseg - INFO - Iter [14650/400000] lr: 1.500e-04, eta: 1 day, 4:54:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1996, decode.acc_seg: 91.7541, loss: 0.1996 2023-03-02 12:58:24,887 - mmseg - INFO - Iter [14700/400000] lr: 1.500e-04, eta: 1 day, 4:54:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2163, decode.acc_seg: 91.1430, loss: 0.2163 2023-03-02 12:58:38,072 - mmseg - INFO - Iter [14750/400000] lr: 1.500e-04, eta: 1 day, 4:53:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.4830, loss: 0.2089 2023-03-02 12:58:51,299 - mmseg - INFO - Iter [14800/400000] lr: 1.500e-04, eta: 1 day, 4:53:36, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2233, decode.acc_seg: 90.9250, loss: 0.2233 2023-03-02 12:59:04,478 - mmseg - INFO - Iter [14850/400000] lr: 1.500e-04, eta: 1 day, 4:53:14, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.2332, loss: 0.2142 2023-03-02 12:59:17,688 - mmseg - INFO - Iter [14900/400000] lr: 1.500e-04, eta: 1 day, 4:52:53, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2224, decode.acc_seg: 91.0151, loss: 0.2224 2023-03-02 12:59:30,889 - mmseg - INFO - Iter [14950/400000] lr: 1.500e-04, eta: 1 day, 4:52:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2182, decode.acc_seg: 91.1764, loss: 0.2182 2023-03-02 12:59:44,076 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 12:59:44,076 - mmseg - INFO - Iter [15000/400000] lr: 1.500e-04, eta: 1 day, 4:52:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2154, decode.acc_seg: 91.1466, loss: 0.2154 2023-03-02 12:59:57,249 - mmseg - INFO - Iter [15050/400000] lr: 1.500e-04, eta: 1 day, 4:51:49, time: 0.263, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2096, decode.acc_seg: 91.4736, loss: 0.2096 2023-03-02 13:00:10,515 - mmseg - INFO - Iter [15100/400000] lr: 1.500e-04, eta: 1 day, 4:51:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2077, decode.acc_seg: 91.4631, loss: 0.2077 2023-03-02 13:00:26,234 - mmseg - INFO - Iter [15150/400000] lr: 1.500e-04, eta: 1 day, 4:52:12, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2197, decode.acc_seg: 91.0302, loss: 0.2197 2023-03-02 13:00:39,406 - mmseg - INFO - Iter [15200/400000] lr: 1.500e-04, eta: 1 day, 4:51:50, time: 0.263, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2204, decode.acc_seg: 91.0106, loss: 0.2204 2023-03-02 13:00:52,627 - mmseg - INFO - Iter [15250/400000] lr: 1.500e-04, eta: 1 day, 4:51:30, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2083, decode.acc_seg: 91.4359, loss: 0.2083 2023-03-02 13:01:05,820 - mmseg - INFO - Iter [15300/400000] lr: 1.500e-04, eta: 1 day, 4:51:09, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 91.8693, loss: 0.1961 2023-03-02 13:01:19,030 - mmseg - INFO - Iter [15350/400000] lr: 1.500e-04, eta: 1 day, 4:50:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2122, decode.acc_seg: 91.3240, loss: 0.2122 2023-03-02 13:01:32,310 - mmseg - INFO - Iter [15400/400000] lr: 1.500e-04, eta: 1 day, 4:50:29, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.2341, loss: 0.2137 2023-03-02 13:01:45,613 - mmseg - INFO - Iter [15450/400000] lr: 1.500e-04, eta: 1 day, 4:50:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.6558, loss: 0.2074 2023-03-02 13:01:58,932 - mmseg - INFO - Iter [15500/400000] lr: 1.500e-04, eta: 1 day, 4:49:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2225, decode.acc_seg: 90.9700, loss: 0.2225 2023-03-02 13:02:12,115 - mmseg - INFO - Iter [15550/400000] lr: 1.500e-04, eta: 1 day, 4:49:31, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2170, decode.acc_seg: 91.3293, loss: 0.2170 2023-03-02 13:02:25,315 - mmseg - INFO - Iter [15600/400000] lr: 1.500e-04, eta: 1 day, 4:49:11, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2175, decode.acc_seg: 90.9194, loss: 0.2175 2023-03-02 13:02:38,479 - mmseg - INFO - Iter [15650/400000] lr: 1.500e-04, eta: 1 day, 4:48:49, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2221, decode.acc_seg: 91.1073, loss: 0.2221 2023-03-02 13:02:51,795 - mmseg - INFO - Iter [15700/400000] lr: 1.500e-04, eta: 1 day, 4:48:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2178, decode.acc_seg: 91.2841, loss: 0.2178 2023-03-02 13:03:05,084 - mmseg - INFO - Iter [15750/400000] lr: 1.500e-04, eta: 1 day, 4:48:12, time: 0.266, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.3176, loss: 0.2142 2023-03-02 13:03:20,731 - mmseg - INFO - Iter [15800/400000] lr: 1.500e-04, eta: 1 day, 4:48:51, time: 0.313, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2121, decode.acc_seg: 91.2432, loss: 0.2121 2023-03-02 13:03:34,121 - mmseg - INFO - Iter [15850/400000] lr: 1.500e-04, eta: 1 day, 4:48:35, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2140, decode.acc_seg: 91.1781, loss: 0.2140 2023-03-02 13:03:47,326 - mmseg - INFO - Iter [15900/400000] lr: 1.500e-04, eta: 1 day, 4:48:15, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2199, decode.acc_seg: 90.9544, loss: 0.2199 2023-03-02 13:04:00,573 - mmseg - INFO - Iter [15950/400000] lr: 1.500e-04, eta: 1 day, 4:47:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2138, decode.acc_seg: 91.3845, loss: 0.2138 2023-03-02 13:04:13,740 - mmseg - INFO - Swap parameters (after train) after iter [16000] 2023-03-02 13:04:13,752 - mmseg - INFO - Saving checkpoint at 16000 iterations 2023-03-02 13:04:15,916 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:04:15,916 - mmseg - INFO - Iter [16000/400000] lr: 1.500e-04, eta: 1 day, 4:48:26, time: 0.307, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2159, decode.acc_seg: 91.2456, loss: 0.2159 2023-03-02 13:20:24,145 - mmseg - INFO - per class results: 2023-03-02 13:20:24,153 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.15,77.16,77.17,77.19,77.19,77.21,77.19,77.2,77.19,77.18 | | building | 81.56,81.58,81.57,81.58,81.57,81.57,81.57,81.57,81.57,81.58 | | sky | 94.38,94.38,94.39,94.4,94.39,94.4,94.41,94.41,94.4,94.4 | | floor | 81.45,81.47,81.47,81.46,81.46,81.46,81.45,81.44,81.43,81.43 | | tree | 73.81,73.83,73.82,73.83,73.83,73.83,73.84,73.84,73.82,73.83 | | ceiling | 84.96,84.98,84.98,85.0,84.99,85.0,84.98,84.97,84.96,84.96 | | road | 81.73,81.74,81.74,81.73,81.72,81.73,81.73,81.74,81.73,81.73 | | bed | 87.08,87.08,87.1,87.1,87.09,87.12,87.1,87.09,87.1,87.09 | | windowpane | 60.16,60.13,60.19,60.2,60.23,60.23,60.24,60.25,60.25,60.25 | | grass | 66.75,66.77,66.8,66.83,66.83,66.86,66.87,66.86,66.87,66.85 | | cabinet | 60.64,60.72,60.8,60.84,60.89,60.9,60.94,60.98,61.0,61.03 | | sidewalk | 63.22,63.25,63.24,63.21,63.23,63.2,63.18,63.18,63.15,63.15 | | person | 79.03,79.06,79.05,79.09,79.09,79.11,79.12,79.15,79.14,79.15 | | earth | 36.1,36.12,36.13,36.08,36.08,36.11,36.1,36.1,36.08,36.04 | | door | 44.92,44.94,45.0,45.06,45.11,45.09,45.17,45.21,45.22,45.24 | | table | 59.25,59.27,59.29,59.3,59.36,59.36,59.35,59.41,59.43,59.44 | | mountain | 56.71,56.67,56.65,56.61,56.6,56.62,56.61,56.61,56.62,56.62 | | plant | 49.99,49.98,49.92,49.9,49.85,49.84,49.8,49.8,49.74,49.7 | | curtain | 74.6,74.64,74.67,74.73,74.73,74.81,74.81,74.76,74.75,74.74 | | chair | 55.23,55.27,55.24,55.27,55.26,55.29,55.29,55.28,55.25,55.28 | | car | 81.02,81.01,81.0,80.99,80.98,80.95,80.94,80.91,80.91,80.89 | | water | 57.18,57.21,57.28,57.34,57.36,57.42,57.47,57.52,57.58,57.6 | | painting | 69.9,69.9,69.91,69.88,69.84,69.96,69.92,69.95,69.97,69.96 | | sofa | 64.03,64.06,64.1,64.14,64.22,64.24,64.21,64.23,64.23,64.25 | | shelf | 43.77,43.77,43.83,43.85,43.82,43.91,43.92,43.93,43.94,43.87 | | house | 41.78,41.84,41.92,41.95,41.93,41.98,42.08,42.11,42.12,42.18 | | sea | 60.23,60.26,60.32,60.4,60.42,60.47,60.51,60.56,60.65,60.67 | | mirror | 64.58,64.56,64.62,64.65,64.63,64.7,64.65,64.66,64.64,64.64 | | rug | 64.97,64.99,65.03,65.0,64.95,64.98,64.94,65.0,64.9,64.98 | | field | 30.29,30.33,30.37,30.39,30.4,30.4,30.42,30.41,30.39,30.39 | | armchair | 37.63,37.65,37.69,37.69,37.72,37.79,37.8,37.82,37.85,37.84 | | seat | 66.18,66.21,66.19,66.18,66.23,66.21,66.23,66.22,66.2,66.22 | | fence | 40.5,40.47,40.44,40.41,40.43,40.31,40.28,40.32,40.23,40.22 | | desk | 46.32,46.39,46.4,46.41,46.44,46.51,46.49,46.56,46.6,46.61 | | rock | 36.97,36.95,37.03,37.01,36.99,36.98,37.0,37.0,36.96,36.97 | | wardrobe | 57.37,57.46,57.58,57.59,57.66,57.68,57.74,57.74,57.79,57.78 | | lamp | 61.1,61.15,61.18,61.13,61.14,61.12,61.12,61.13,61.1,61.14 | | bathtub | 75.68,75.89,76.06,75.99,75.97,76.07,75.98,76.04,75.9,75.89 | | railing | 33.85,33.8,33.81,33.81,33.83,33.84,33.83,33.81,33.82,33.84 | | cushion | 55.16,55.25,55.16,55.27,55.16,55.16,55.2,55.2,55.29,55.32 | | base | 21.75,21.73,21.79,21.83,21.93,21.99,22.03,22.03,22.01,22.1 | | box | 23.07,23.13,23.12,23.09,23.19,23.17,23.18,23.23,23.18,23.17 | | column | 45.72,45.79,45.81,45.87,45.91,45.93,46.01,46.04,46.01,46.08 | | signboard | 38.14,38.16,38.2,38.21,38.18,38.11,38.11,38.06,37.97,37.96 | | chest of drawers | 36.03,35.96,35.98,35.98,36.0,35.99,35.97,36.05,36.07,36.09 | | counter | 30.61,30.54,30.57,30.6,30.57,30.61,30.66,30.59,30.69,30.69 | | sand | 40.32,40.31,40.35,40.36,40.32,40.39,40.37,40.4,40.46,40.41 | | sink | 66.81,66.84,66.88,66.92,66.93,66.93,66.96,67.01,67.02,67.07 | | skyscraper | 50.73,50.75,50.53,50.68,50.56,50.73,50.81,50.88,51.0,50.99 | | fireplace | 75.52,75.59,75.58,75.54,75.63,75.54,75.53,75.46,75.53,75.46 | | refrigerator | 73.57,73.6,73.43,73.35,73.41,73.27,73.25,73.19,73.13,73.04 | | grandstand | 50.91,50.94,50.93,50.86,50.77,50.93,50.69,50.66,50.71,50.57 | | path | 21.51,21.5,21.51,21.54,21.54,21.64,21.72,21.77,21.92,21.97 | | stairs | 32.31,32.29,32.18,32.15,31.96,31.9,31.76,31.71,31.58,31.57 | | runway | 67.63,67.7,67.76,67.84,67.92,68.0,68.07,68.13,68.11,68.17 | | case | 47.83,47.82,47.89,47.89,47.89,47.91,47.91,47.88,47.8,47.78 | | pool table | 91.48,91.49,91.45,91.48,91.49,91.49,91.48,91.5,91.53,91.52 | | pillow | 59.13,59.01,59.09,59.09,59.01,59.07,59.02,59.15,59.16,59.16 | | screen door | 68.57,68.51,68.51,68.59,68.63,68.57,68.57,68.53,68.53,68.67 | | stairway | 24.15,24.11,24.1,24.12,24.11,24.09,24.08,24.12,24.14,24.13 | | river | 11.49,11.49,11.45,11.46,11.46,11.42,11.44,11.43,11.42,11.45 | | bridge | 33.65,33.6,33.66,33.63,33.49,33.53,33.46,33.49,33.47,33.37 | | bookcase | 46.51,46.55,46.56,46.55,46.47,46.5,46.43,46.47,46.37,46.38 | | blind | 39.26,39.13,39.11,39.16,39.29,39.32,39.27,39.4,39.61,39.7 | | coffee table | 52.88,52.83,52.86,52.76,52.88,52.81,52.76,52.86,52.78,52.73 | | toilet | 83.27,83.25,83.24,83.21,83.15,83.21,83.09,83.06,83.03,83.0 | | flower | 38.8,38.8,38.75,38.63,38.62,38.65,38.65,38.61,38.54,38.43 | | book | 45.22,45.17,45.17,45.14,45.13,45.02,44.99,44.96,44.91,44.8 | | hill | 16.1,16.17,16.26,16.23,16.19,16.21,16.27,16.22,16.17,16.17 | | bench | 42.09,42.01,42.0,41.88,41.86,41.78,41.75,41.69,41.63,41.58 | | countertop | 53.76,53.82,53.78,53.78,53.69,53.71,53.71,53.69,53.56,53.51 | | stove | 69.35,69.36,69.33,69.21,69.34,69.4,69.51,69.58,69.67,69.67 | | palm | 48.1,48.21,48.19,48.15,48.22,48.2,48.17,48.3,48.35,48.3 | | kitchen island | 41.85,42.42,42.47,42.39,42.88,42.86,43.01,43.02,43.06,43.11 | | computer | 59.72,59.7,59.72,59.7,59.74,59.79,59.73,59.74,59.73,59.76 | | swivel chair | 43.84,43.79,43.82,43.78,43.71,43.68,43.74,43.66,43.66,43.59 | | boat | 69.58,69.64,69.56,69.5,69.53,69.33,69.34,69.35,69.27,69.29 | | bar | 23.79,23.78,23.74,23.8,23.78,23.74,23.71,23.7,23.7,23.65 | | arcade machine | 70.79,70.93,70.8,71.11,70.99,71.02,70.79,70.93,70.96,71.02 | | hovel | 31.93,31.78,31.61,31.29,31.17,31.06,30.83,30.48,30.44,30.14 | | bus | 78.22,78.24,78.21,78.19,78.12,78.06,77.97,77.98,77.86,77.84 | | towel | 61.95,61.92,61.92,61.95,61.95,62.0,62.04,62.09,62.08,62.09 | | light | 54.77,54.76,54.75,54.64,54.59,54.49,54.41,54.34,54.19,54.13 | | truck | 15.41,15.35,15.5,15.47,15.42,15.49,15.51,15.66,15.59,15.75 | | tower | 8.45,8.44,8.5,8.5,8.48,8.5,8.49,8.52,8.5,8.48 | | chandelier | 64.01,64.1,64.07,64.13,64.11,64.1,64.17,64.12,64.27,64.26 | | awning | 24.13,24.17,24.17,24.18,24.13,24.2,24.25,24.2,24.21,24.24 | | streetlight | 25.29,25.39,25.41,25.45,25.51,25.55,25.59,25.51,25.55,25.56 | | booth | 44.93,45.25,45.09,45.51,45.46,45.66,45.55,45.7,45.75,45.88 | | television receiver | 63.91,63.96,63.93,64.05,63.98,64.0,64.0,64.03,64.01,64.05 | | airplane | 57.39,57.4,57.42,57.48,57.51,57.42,57.48,57.45,57.39,57.38 | | dirt track | 21.95,21.87,21.88,21.62,21.44,21.5,21.45,21.16,21.15,20.93 | | apparel | 32.75,32.82,32.73,32.72,32.65,32.86,32.75,32.81,32.84,32.85 | | pole | 17.62,17.59,17.59,17.7,17.82,17.81,17.77,17.8,17.82,17.93 | | land | 3.71,3.79,3.71,3.7,3.72,3.64,3.7,3.71,3.67,3.7 | | bannister | 12.88,12.85,12.89,12.83,12.87,12.84,12.91,12.86,12.88,12.82 | | escalator | 23.67,23.77,23.77,23.8,23.89,23.85,23.87,23.9,23.9,23.93 | | ottoman | 40.9,40.93,41.08,40.82,40.93,40.86,40.78,40.88,40.87,40.73 | | bottle | 35.99,36.01,35.94,35.93,35.85,35.85,35.86,35.85,35.78,35.58 | | buffet | 37.2,37.34,37.42,37.61,37.96,37.88,37.97,38.01,38.13,38.24 | | poster | 23.14,23.13,23.21,23.16,23.16,23.21,23.3,23.31,23.21,23.3 | | stage | 13.72,13.77,13.7,13.74,13.67,13.65,13.79,13.81,13.84,13.83 | | van | 38.53,38.51,38.53,38.61,38.55,38.56,38.51,38.57,38.55,38.58 | | ship | 76.5,76.54,76.61,76.66,76.57,76.56,76.69,76.67,76.67,76.81 | | fountain | 18.16,18.46,18.77,19.2,19.51,19.88,20.32,20.57,20.74,20.81 | | conveyer belt | 84.61,84.69,84.68,84.74,84.87,84.83,84.97,84.8,84.88,84.87 | | canopy | 23.81,23.77,24.06,24.16,24.16,24.36,24.37,24.74,24.87,24.82 | | washer | 75.98,75.91,75.99,75.93,76.01,76.08,76.08,76.13,76.27,76.24 | | plaything | 21.89,21.91,21.86,21.85,21.76,21.68,21.72,21.61,21.57,21.46 | | swimming pool | 72.17,71.97,72.18,72.2,71.95,72.05,72.02,71.82,71.68,71.55 | | stool | 43.53,43.57,43.55,43.47,43.47,43.47,43.45,43.38,43.31,43.3 | | barrel | 38.01,38.32,38.63,38.48,38.81,39.02,39.1,39.56,39.66,39.52 | | basket | 25.13,25.19,25.18,25.18,25.2,25.1,25.15,25.11,25.16,25.11 | | waterfall | 47.35,47.58,47.83,47.94,47.94,48.17,48.0,48.52,48.67,48.72 | | tent | 94.22,94.17,94.16,93.97,93.99,93.86,93.87,93.79,93.78,93.74 | | bag | 15.49,15.48,15.58,15.66,15.77,15.76,15.78,15.82,15.93,15.97 | | minibike | 61.19,61.09,61.26,61.08,61.23,61.1,61.15,61.02,61.06,61.01 | | cradle | 83.01,83.15,83.14,83.21,83.18,83.25,83.28,83.28,83.36,83.37 | | oven | 43.55,43.49,43.73,43.68,43.81,43.95,44.01,44.05,43.86,44.09 | | ball | 45.71,45.7,45.65,45.72,45.57,45.61,45.54,45.48,45.5,45.42 | | food | 55.71,55.65,55.39,55.32,55.2,55.03,54.91,54.71,54.62,54.45 | | step | 7.18,7.18,7.06,7.13,7.09,7.02,6.98,6.93,6.99,6.98 | | tank | 51.85,51.89,52.01,52.16,52.17,52.27,52.21,52.26,52.27,52.39 | | trade name | 27.25,27.26,27.43,27.49,27.59,27.64,27.54,27.72,27.87,27.81 | | microwave | 69.95,70.05,70.25,70.32,70.32,70.57,70.58,70.63,70.61,70.78 | | pot | 30.33,30.31,30.3,30.14,30.1,30.11,30.1,30.05,29.98,29.95 | | animal | 55.2,55.15,55.22,55.22,55.17,55.24,55.22,55.21,55.22,55.17 | | bicycle | 52.98,53.03,52.87,52.9,52.98,53.23,53.22,53.2,53.2,53.13 | | lake | 56.9,56.96,56.93,57.01,57.04,57.05,57.05,57.08,57.12,57.14 | | dishwasher | 63.53,63.29,63.38,63.28,63.24,63.32,63.55,63.92,64.29,64.43 | | screen | 67.35,67.05,66.98,67.0,66.72,66.74,66.8,66.84,66.85,66.9 | | blanket | 15.51,15.51,15.51,15.5,15.38,15.36,15.41,15.36,15.36,15.35 | | sculpture | 57.77,57.92,57.52,57.4,57.26,57.01,56.96,56.85,56.9,56.75 | | hood | 55.77,55.55,55.84,55.56,55.77,55.66,55.64,55.22,55.31,55.35 | | sconce | 42.62,42.6,42.77,42.67,42.84,42.91,42.99,43.07,43.06,42.96 | | vase | 36.68,36.75,36.8,36.76,36.81,36.77,36.7,36.68,36.72,36.68 | | traffic light | 32.73,32.68,32.7,32.72,32.73,32.59,32.58,32.62,32.67,32.61 | | tray | 6.55,6.67,6.69,6.66,6.68,6.81,6.73,6.95,6.99,7.0 | | ashcan | 41.83,41.92,41.99,42.0,42.12,42.15,42.21,42.27,42.17,42.27 | | fan | 57.36,57.49,57.48,57.45,57.51,57.54,57.61,57.64,57.56,57.63 | | pier | 44.86,45.34,45.45,46.06,46.22,46.62,46.94,47.87,48.29,48.87 | | crt screen | 9.32,9.21,9.29,9.35,9.34,9.4,9.37,9.42,9.44,9.36 | | plate | 52.9,52.97,52.95,52.93,52.97,52.99,52.93,52.98,52.93,52.94 | | monitor | 20.12,20.13,20.22,20.14,20.19,20.21,20.17,20.24,20.26,20.27 | | bulletin board | 42.69,42.8,42.72,42.8,43.12,43.11,43.22,43.22,43.52,43.6 | | shower | 1.4,1.48,1.48,1.47,1.54,1.46,1.54,1.45,1.49,1.43 | | radiator | 60.19,60.31,60.48,60.62,60.61,60.69,60.72,60.61,60.66,60.82 | | glass | 13.17,13.19,13.24,13.27,13.19,13.21,13.16,13.18,13.19,13.19 | | clock | 36.1,35.93,35.94,36.03,35.98,36.06,35.88,35.88,36.0,35.77 | | flag | 35.39,35.44,35.77,35.54,35.76,35.78,35.85,35.86,36.03,36.1 | +---------------------+-------------------------------------------------------------+ 2023-03-02 13:20:24,154 - mmseg - INFO - Summary: 2023-03-02 13:20:24,154 - mmseg - INFO - +------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +------------------------------------------------------------+ | 48.11,48.14,48.16,48.16,48.18,48.19,48.2,48.22,48.23,48.23 | +------------------------------------------------------------+ 2023-03-02 13:20:26,184 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_16000.pth. 2023-03-02 13:20:26,184 - mmseg - INFO - Best mIoU is 0.4823 at 16000 iter. 2023-03-02 13:20:26,184 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:20:26,184 - mmseg - INFO - Iter(val) [250] mIoU: [0.4811, 0.4814, 0.4816, 0.4816, 0.4818, 0.4819, 0.482, 0.4822, 0.4823, 0.4823], copy_paste: 48.11,48.14,48.16,48.16,48.18,48.19,48.2,48.22,48.23,48.23 2023-03-02 13:20:26,190 - mmseg - INFO - Swap parameters (before train) before iter [16001] 2023-03-02 13:20:39,688 - mmseg - INFO - Iter [16050/400000] lr: 1.500e-04, eta: 1 day, 11:15:03, time: 19.676, data_time: 19.413, memory: 39575, decode.loss_ce: 0.2200, decode.acc_seg: 91.0319, loss: 0.2200 2023-03-02 13:20:52,988 - mmseg - INFO - Iter [16100/400000] lr: 1.500e-04, eta: 1 day, 11:13:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2171, decode.acc_seg: 91.2862, loss: 0.2171 2023-03-02 13:21:06,227 - mmseg - INFO - Iter [16150/400000] lr: 1.500e-04, eta: 1 day, 11:11:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2185, decode.acc_seg: 90.9225, loss: 0.2185 2023-03-02 13:21:19,592 - mmseg - INFO - Iter [16200/400000] lr: 1.500e-04, eta: 1 day, 11:10:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.4598, loss: 0.2102 2023-03-02 13:21:32,939 - mmseg - INFO - Iter [16250/400000] lr: 1.500e-04, eta: 1 day, 11:08:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2088, decode.acc_seg: 91.6488, loss: 0.2088 2023-03-02 13:21:46,264 - mmseg - INFO - Iter [16300/400000] lr: 1.500e-04, eta: 1 day, 11:07:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.6223, loss: 0.2103 2023-03-02 13:21:59,643 - mmseg - INFO - Iter [16350/400000] lr: 1.500e-04, eta: 1 day, 11:05:53, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2064, decode.acc_seg: 91.4645, loss: 0.2064 2023-03-02 13:22:12,941 - mmseg - INFO - Iter [16400/400000] lr: 1.500e-04, eta: 1 day, 11:04:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2095, decode.acc_seg: 91.3178, loss: 0.2095 2023-03-02 13:22:28,681 - mmseg - INFO - Iter [16450/400000] lr: 1.500e-04, eta: 1 day, 11:03:50, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2079, decode.acc_seg: 91.5782, loss: 0.2079 2023-03-02 13:22:42,021 - mmseg - INFO - Iter [16500/400000] lr: 1.500e-04, eta: 1 day, 11:02:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2162, decode.acc_seg: 91.1949, loss: 0.2162 2023-03-02 13:22:55,267 - mmseg - INFO - Iter [16550/400000] lr: 1.500e-04, eta: 1 day, 11:00:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2152, decode.acc_seg: 91.3134, loss: 0.2152 2023-03-02 13:23:08,788 - mmseg - INFO - Iter [16600/400000] lr: 1.500e-04, eta: 1 day, 10:59:26, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.4656, loss: 0.2120 2023-03-02 13:23:22,170 - mmseg - INFO - Iter [16650/400000] lr: 1.500e-04, eta: 1 day, 10:58:00, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2195, decode.acc_seg: 91.0301, loss: 0.2195 2023-03-02 13:23:35,427 - mmseg - INFO - Iter [16700/400000] lr: 1.500e-04, eta: 1 day, 10:56:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2123, decode.acc_seg: 91.4506, loss: 0.2123 2023-03-02 13:23:48,738 - mmseg - INFO - Iter [16750/400000] lr: 1.500e-04, eta: 1 day, 10:55:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2106, decode.acc_seg: 91.4662, loss: 0.2106 2023-03-02 13:24:01,942 - mmseg - INFO - Iter [16800/400000] lr: 1.500e-04, eta: 1 day, 10:53:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2039, decode.acc_seg: 91.6378, loss: 0.2039 2023-03-02 13:24:15,171 - mmseg - INFO - Iter [16850/400000] lr: 1.500e-04, eta: 1 day, 10:52:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2160, decode.acc_seg: 91.2907, loss: 0.2160 2023-03-02 13:24:28,428 - mmseg - INFO - Iter [16900/400000] lr: 1.500e-04, eta: 1 day, 10:50:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2166, decode.acc_seg: 91.1527, loss: 0.2166 2023-03-02 13:24:41,691 - mmseg - INFO - Iter [16950/400000] lr: 1.500e-04, eta: 1 day, 10:49:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2236, decode.acc_seg: 90.7935, loss: 0.2236 2023-03-02 13:24:54,956 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:24:54,957 - mmseg - INFO - Iter [17000/400000] lr: 1.500e-04, eta: 1 day, 10:47:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2181, decode.acc_seg: 91.0135, loss: 0.2181 2023-03-02 13:25:10,858 - mmseg - INFO - Iter [17050/400000] lr: 1.500e-04, eta: 1 day, 10:47:19, time: 0.318, data_time: 0.058, memory: 39575, decode.loss_ce: 0.2082, decode.acc_seg: 91.4676, loss: 0.2082 2023-03-02 13:25:24,125 - mmseg - INFO - Iter [17100/400000] lr: 1.500e-04, eta: 1 day, 10:45:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2166, decode.acc_seg: 91.2143, loss: 0.2166 2023-03-02 13:25:37,439 - mmseg - INFO - Iter [17150/400000] lr: 1.500e-04, eta: 1 day, 10:44:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2032, decode.acc_seg: 91.5806, loss: 0.2032 2023-03-02 13:25:50,646 - mmseg - INFO - Iter [17200/400000] lr: 1.500e-04, eta: 1 day, 10:43:04, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2236, decode.acc_seg: 91.0542, loss: 0.2236 2023-03-02 13:26:03,911 - mmseg - INFO - Iter [17250/400000] lr: 1.500e-04, eta: 1 day, 10:41:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.4076, loss: 0.2087 2023-03-02 13:26:17,106 - mmseg - INFO - Iter [17300/400000] lr: 1.500e-04, eta: 1 day, 10:40:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2153, decode.acc_seg: 91.1990, loss: 0.2153 2023-03-02 13:26:30,295 - mmseg - INFO - Iter [17350/400000] lr: 1.500e-04, eta: 1 day, 10:38:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2129, decode.acc_seg: 91.5537, loss: 0.2129 2023-03-02 13:26:43,667 - mmseg - INFO - Iter [17400/400000] lr: 1.500e-04, eta: 1 day, 10:37:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2005, decode.acc_seg: 91.7848, loss: 0.2005 2023-03-02 13:26:56,860 - mmseg - INFO - Iter [17450/400000] lr: 1.500e-04, eta: 1 day, 10:36:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.3647, loss: 0.2087 2023-03-02 13:27:10,052 - mmseg - INFO - Iter [17500/400000] lr: 1.500e-04, eta: 1 day, 10:34:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2203, decode.acc_seg: 91.1494, loss: 0.2203 2023-03-02 13:27:23,356 - mmseg - INFO - Iter [17550/400000] lr: 1.500e-04, eta: 1 day, 10:33:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2072, decode.acc_seg: 91.5082, loss: 0.2072 2023-03-02 13:27:36,851 - mmseg - INFO - Iter [17600/400000] lr: 1.500e-04, eta: 1 day, 10:32:03, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.4073, loss: 0.2112 2023-03-02 13:27:50,167 - mmseg - INFO - Iter [17650/400000] lr: 1.500e-04, eta: 1 day, 10:30:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2127, decode.acc_seg: 91.3166, loss: 0.2127 2023-03-02 13:28:06,003 - mmseg - INFO - Iter [17700/400000] lr: 1.500e-04, eta: 1 day, 10:30:18, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2166, decode.acc_seg: 91.1211, loss: 0.2166 2023-03-02 13:28:19,262 - mmseg - INFO - Iter [17750/400000] lr: 1.500e-04, eta: 1 day, 10:28:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2163, decode.acc_seg: 91.1601, loss: 0.2163 2023-03-02 13:28:32,486 - mmseg - INFO - Iter [17800/400000] lr: 1.500e-04, eta: 1 day, 10:27:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2146, decode.acc_seg: 91.3394, loss: 0.2146 2023-03-02 13:28:45,718 - mmseg - INFO - Iter [17850/400000] lr: 1.500e-04, eta: 1 day, 10:26:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2191, decode.acc_seg: 91.1566, loss: 0.2191 2023-03-02 13:28:59,095 - mmseg - INFO - Iter [17900/400000] lr: 1.500e-04, eta: 1 day, 10:24:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2133, decode.acc_seg: 91.3825, loss: 0.2133 2023-03-02 13:29:12,309 - mmseg - INFO - Iter [17950/400000] lr: 1.500e-04, eta: 1 day, 10:23:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.4855, loss: 0.2087 2023-03-02 13:29:25,528 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:29:25,528 - mmseg - INFO - Iter [18000/400000] lr: 1.500e-04, eta: 1 day, 10:22:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2145, decode.acc_seg: 91.3441, loss: 0.2145 2023-03-02 13:29:39,052 - mmseg - INFO - Iter [18050/400000] lr: 1.500e-04, eta: 1 day, 10:21:07, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.2144, decode.acc_seg: 91.2702, loss: 0.2144 2023-03-02 13:29:52,345 - mmseg - INFO - Iter [18100/400000] lr: 1.500e-04, eta: 1 day, 10:19:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.5181, loss: 0.2075 2023-03-02 13:30:05,825 - mmseg - INFO - Iter [18150/400000] lr: 1.500e-04, eta: 1 day, 10:18:37, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2158, decode.acc_seg: 91.3290, loss: 0.2158 2023-03-02 13:30:19,010 - mmseg - INFO - Iter [18200/400000] lr: 1.500e-04, eta: 1 day, 10:17:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2152, decode.acc_seg: 91.1929, loss: 0.2152 2023-03-02 13:30:32,188 - mmseg - INFO - Iter [18250/400000] lr: 1.500e-04, eta: 1 day, 10:15:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2184, decode.acc_seg: 91.2052, loss: 0.2184 2023-03-02 13:30:47,851 - mmseg - INFO - Iter [18300/400000] lr: 1.500e-04, eta: 1 day, 10:15:33, time: 0.313, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.3265, loss: 0.2089 2023-03-02 13:31:01,206 - mmseg - INFO - Iter [18350/400000] lr: 1.500e-04, eta: 1 day, 10:14:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.2270, loss: 0.2120 2023-03-02 13:31:14,564 - mmseg - INFO - Iter [18400/400000] lr: 1.500e-04, eta: 1 day, 10:13:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2147, decode.acc_seg: 91.3076, loss: 0.2147 2023-03-02 13:31:27,786 - mmseg - INFO - Iter [18450/400000] lr: 1.500e-04, eta: 1 day, 10:11:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2033, decode.acc_seg: 91.7278, loss: 0.2033 2023-03-02 13:31:41,109 - mmseg - INFO - Iter [18500/400000] lr: 1.500e-04, eta: 1 day, 10:10:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2117, decode.acc_seg: 91.3452, loss: 0.2117 2023-03-02 13:31:54,574 - mmseg - INFO - Iter [18550/400000] lr: 1.500e-04, eta: 1 day, 10:09:23, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.5099, loss: 0.2103 2023-03-02 13:32:07,915 - mmseg - INFO - Iter [18600/400000] lr: 1.500e-04, eta: 1 day, 10:08:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.6357, loss: 0.2074 2023-03-02 13:32:21,223 - mmseg - INFO - Iter [18650/400000] lr: 1.500e-04, eta: 1 day, 10:06:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2119, decode.acc_seg: 91.3684, loss: 0.2119 2023-03-02 13:32:34,596 - mmseg - INFO - Iter [18700/400000] lr: 1.500e-04, eta: 1 day, 10:05:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2179, decode.acc_seg: 91.1764, loss: 0.2179 2023-03-02 13:32:47,823 - mmseg - INFO - Iter [18750/400000] lr: 1.500e-04, eta: 1 day, 10:04:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2268, decode.acc_seg: 90.8519, loss: 0.2268 2023-03-02 13:33:01,111 - mmseg - INFO - Iter [18800/400000] lr: 1.500e-04, eta: 1 day, 10:03:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2066, decode.acc_seg: 91.3923, loss: 0.2066 2023-03-02 13:33:14,414 - mmseg - INFO - Iter [18850/400000] lr: 1.500e-04, eta: 1 day, 10:02:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2125, decode.acc_seg: 91.4451, loss: 0.2125 2023-03-02 13:33:27,745 - mmseg - INFO - Iter [18900/400000] lr: 1.500e-04, eta: 1 day, 10:00:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2149, decode.acc_seg: 91.3505, loss: 0.2149 2023-03-02 13:33:43,424 - mmseg - INFO - Iter [18950/400000] lr: 1.500e-04, eta: 1 day, 10:00:30, time: 0.314, data_time: 0.056, memory: 39575, decode.loss_ce: 0.2088, decode.acc_seg: 91.4947, loss: 0.2088 2023-03-02 13:33:56,729 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:33:56,729 - mmseg - INFO - Iter [19000/400000] lr: 1.500e-04, eta: 1 day, 9:59:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2098, decode.acc_seg: 91.3551, loss: 0.2098 2023-03-02 13:34:10,068 - mmseg - INFO - Iter [19050/400000] lr: 1.500e-04, eta: 1 day, 9:58:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.4318, loss: 0.2120 2023-03-02 13:34:23,320 - mmseg - INFO - Iter [19100/400000] lr: 1.500e-04, eta: 1 day, 9:56:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2100, decode.acc_seg: 91.2591, loss: 0.2100 2023-03-02 13:34:36,577 - mmseg - INFO - Iter [19150/400000] lr: 1.500e-04, eta: 1 day, 9:55:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2117, decode.acc_seg: 91.4280, loss: 0.2117 2023-03-02 13:34:49,869 - mmseg - INFO - Iter [19200/400000] lr: 1.500e-04, eta: 1 day, 9:54:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2134, decode.acc_seg: 91.3161, loss: 0.2134 2023-03-02 13:35:03,097 - mmseg - INFO - Iter [19250/400000] lr: 1.500e-04, eta: 1 day, 9:53:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2093, decode.acc_seg: 91.4913, loss: 0.2093 2023-03-02 13:35:16,399 - mmseg - INFO - Iter [19300/400000] lr: 1.500e-04, eta: 1 day, 9:52:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2092, decode.acc_seg: 91.3531, loss: 0.2092 2023-03-02 13:35:29,620 - mmseg - INFO - Iter [19350/400000] lr: 1.500e-04, eta: 1 day, 9:51:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.2921, loss: 0.2142 2023-03-02 13:35:43,010 - mmseg - INFO - Iter [19400/400000] lr: 1.500e-04, eta: 1 day, 9:49:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.5081, loss: 0.2087 2023-03-02 13:35:56,244 - mmseg - INFO - Iter [19450/400000] lr: 1.500e-04, eta: 1 day, 9:48:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2030, decode.acc_seg: 91.5575, loss: 0.2030 2023-03-02 13:36:09,427 - mmseg - INFO - Iter [19500/400000] lr: 1.500e-04, eta: 1 day, 9:47:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2192, decode.acc_seg: 91.1160, loss: 0.2192 2023-03-02 13:36:22,829 - mmseg - INFO - Iter [19550/400000] lr: 1.500e-04, eta: 1 day, 9:46:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2116, decode.acc_seg: 91.3160, loss: 0.2116 2023-03-02 13:36:38,720 - mmseg - INFO - Iter [19600/400000] lr: 1.500e-04, eta: 1 day, 9:46:10, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2095, decode.acc_seg: 91.5637, loss: 0.2095 2023-03-02 13:36:52,012 - mmseg - INFO - Iter [19650/400000] lr: 1.500e-04, eta: 1 day, 9:45:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2148, decode.acc_seg: 91.2910, loss: 0.2148 2023-03-02 13:37:05,451 - mmseg - INFO - Iter [19700/400000] lr: 1.500e-04, eta: 1 day, 9:43:57, time: 0.269, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2077, decode.acc_seg: 91.4363, loss: 0.2077 2023-03-02 13:37:18,707 - mmseg - INFO - Iter [19750/400000] lr: 1.500e-04, eta: 1 day, 9:42:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2117, decode.acc_seg: 91.4090, loss: 0.2117 2023-03-02 13:37:31,925 - mmseg - INFO - Iter [19800/400000] lr: 1.500e-04, eta: 1 day, 9:41:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.4891, loss: 0.2112 2023-03-02 13:37:45,131 - mmseg - INFO - Iter [19850/400000] lr: 1.500e-04, eta: 1 day, 9:40:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2081, decode.acc_seg: 91.5811, loss: 0.2081 2023-03-02 13:37:58,534 - mmseg - INFO - Iter [19900/400000] lr: 1.500e-04, eta: 1 day, 9:39:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2145, decode.acc_seg: 91.3103, loss: 0.2145 2023-03-02 13:38:11,803 - mmseg - INFO - Iter [19950/400000] lr: 1.500e-04, eta: 1 day, 9:38:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2157, decode.acc_seg: 91.3165, loss: 0.2157 2023-03-02 13:38:25,087 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:38:25,087 - mmseg - INFO - Iter [20000/400000] lr: 1.500e-04, eta: 1 day, 9:37:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2108, decode.acc_seg: 91.2604, loss: 0.2108 2023-03-02 13:38:38,324 - mmseg - INFO - Iter [20050/400000] lr: 1.500e-04, eta: 1 day, 9:36:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2129, decode.acc_seg: 91.4440, loss: 0.2129 2023-03-02 13:38:51,530 - mmseg - INFO - Iter [20100/400000] lr: 1.500e-04, eta: 1 day, 9:35:00, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2181, decode.acc_seg: 91.0159, loss: 0.2181 2023-03-02 13:39:04,753 - mmseg - INFO - Iter [20150/400000] lr: 1.500e-04, eta: 1 day, 9:33:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.3941, loss: 0.2142 2023-03-02 13:39:20,445 - mmseg - INFO - Iter [20200/400000] lr: 1.500e-04, eta: 1 day, 9:33:33, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2169, decode.acc_seg: 91.2743, loss: 0.2169 2023-03-02 13:39:33,794 - mmseg - INFO - Iter [20250/400000] lr: 1.500e-04, eta: 1 day, 9:32:30, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2096, decode.acc_seg: 91.5000, loss: 0.2096 2023-03-02 13:39:46,988 - mmseg - INFO - Iter [20300/400000] lr: 1.500e-04, eta: 1 day, 9:31:23, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.7391, loss: 0.2075 2023-03-02 13:40:00,205 - mmseg - INFO - Iter [20350/400000] lr: 1.500e-04, eta: 1 day, 9:30:17, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2127, decode.acc_seg: 91.3643, loss: 0.2127 2023-03-02 13:40:13,416 - mmseg - INFO - Iter [20400/400000] lr: 1.500e-04, eta: 1 day, 9:29:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2073, decode.acc_seg: 91.5068, loss: 0.2073 2023-03-02 13:40:26,691 - mmseg - INFO - Iter [20450/400000] lr: 1.500e-04, eta: 1 day, 9:28:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2176, decode.acc_seg: 91.1407, loss: 0.2176 2023-03-02 13:40:39,872 - mmseg - INFO - Iter [20500/400000] lr: 1.500e-04, eta: 1 day, 9:27:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2117, decode.acc_seg: 91.3519, loss: 0.2117 2023-03-02 13:40:53,057 - mmseg - INFO - Iter [20550/400000] lr: 1.500e-04, eta: 1 day, 9:25:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2218, decode.acc_seg: 90.9156, loss: 0.2218 2023-03-02 13:41:06,327 - mmseg - INFO - Iter 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13:42:15,248 - mmseg - INFO - Iter [20850/400000] lr: 1.500e-04, eta: 1 day, 9:20:25, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2018, decode.acc_seg: 91.7715, loss: 0.2018 2023-03-02 13:42:28,534 - mmseg - INFO - Iter [20900/400000] lr: 1.500e-04, eta: 1 day, 9:19:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2153, decode.acc_seg: 91.0757, loss: 0.2153 2023-03-02 13:42:41,824 - mmseg - INFO - Iter [20950/400000] lr: 1.500e-04, eta: 1 day, 9:18:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2028, decode.acc_seg: 91.7348, loss: 0.2028 2023-03-02 13:42:55,227 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:42:55,227 - mmseg - INFO - Iter [21000/400000] lr: 1.500e-04, eta: 1 day, 9:17:22, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2126, decode.acc_seg: 91.2433, loss: 0.2126 2023-03-02 13:43:08,468 - mmseg - INFO - Iter [21050/400000] lr: 1.500e-04, eta: 1 day, 9:16:20, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2018, decode.acc_seg: 91.6858, loss: 0.2018 2023-03-02 13:43:21,683 - mmseg - INFO - Iter [21100/400000] lr: 1.500e-04, eta: 1 day, 9:15:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.4217, loss: 0.2142 2023-03-02 13:43:34,990 - mmseg - INFO - Iter [21150/400000] lr: 1.500e-04, eta: 1 day, 9:14:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2133, decode.acc_seg: 91.4080, loss: 0.2133 2023-03-02 13:43:48,214 - mmseg - INFO - Iter [21200/400000] lr: 1.500e-04, eta: 1 day, 9:13:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2118, decode.acc_seg: 91.3792, loss: 0.2118 2023-03-02 13:44:01,590 - mmseg - INFO - Iter [21250/400000] lr: 1.500e-04, eta: 1 day, 9:12:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2072, decode.acc_seg: 91.5436, loss: 0.2072 2023-03-02 13:44:14,789 - mmseg - INFO - Iter [21300/400000] lr: 1.500e-04, eta: 1 day, 9:11:15, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2168, decode.acc_seg: 91.1191, loss: 0.2168 2023-03-02 13:44:28,053 - mmseg - INFO - Iter [21350/400000] lr: 1.500e-04, eta: 1 day, 9:10:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.3721, loss: 0.2074 2023-03-02 13:44:41,261 - mmseg - INFO - Iter [21400/400000] lr: 1.500e-04, eta: 1 day, 9:09:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2124, decode.acc_seg: 91.2439, loss: 0.2124 2023-03-02 13:44:54,622 - mmseg - INFO - Iter [21450/400000] lr: 1.500e-04, eta: 1 day, 9:08:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2072, decode.acc_seg: 91.4094, loss: 0.2072 2023-03-02 13:45:10,483 - mmseg - INFO - Iter [21500/400000] lr: 1.500e-04, eta: 1 day, 9:08:02, time: 0.317, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.5317, loss: 0.2078 2023-03-02 13:45:23,767 - mmseg - INFO - Iter [21550/400000] lr: 1.500e-04, eta: 1 day, 9:07:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1996, decode.acc_seg: 91.8233, loss: 0.1996 2023-03-02 13:45:37,067 - mmseg - INFO - Iter [21600/400000] lr: 1.500e-04, eta: 1 day, 9:06:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.4885, loss: 0.2074 2023-03-02 13:45:50,276 - mmseg - INFO - Iter [21650/400000] lr: 1.500e-04, eta: 1 day, 9:05:04, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2201, decode.acc_seg: 91.0457, loss: 0.2201 2023-03-02 13:46:03,721 - mmseg - INFO - Iter [21700/400000] lr: 1.500e-04, eta: 1 day, 9:04:08, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.5147, loss: 0.2087 2023-03-02 13:46:16,953 - mmseg - INFO - Iter [21750/400000] lr: 1.500e-04, eta: 1 day, 9:03:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.5016, loss: 0.2103 2023-03-02 13:46:30,181 - mmseg - INFO - Iter [21800/400000] lr: 1.500e-04, eta: 1 day, 9:02:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2131, decode.acc_seg: 91.3860, loss: 0.2131 2023-03-02 13:46:43,377 - mmseg - INFO - Iter [21850/400000] lr: 1.500e-04, eta: 1 day, 9:01:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2084, decode.acc_seg: 91.6056, loss: 0.2084 2023-03-02 13:46:56,912 - mmseg - INFO - Iter [21900/400000] lr: 1.500e-04, eta: 1 day, 9:00:17, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2098, decode.acc_seg: 91.4231, loss: 0.2098 2023-03-02 13:47:10,553 - mmseg - INFO - Iter [21950/400000] lr: 1.500e-04, eta: 1 day, 8:59:26, time: 0.273, data_time: 0.008, memory: 39575, decode.loss_ce: 0.2156, decode.acc_seg: 91.3214, loss: 0.2156 2023-03-02 13:47:23,857 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:47:23,857 - mmseg - INFO - Iter [22000/400000] lr: 1.500e-04, eta: 1 day, 8:58:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2135, decode.acc_seg: 91.2151, loss: 0.2135 2023-03-02 13:47:37,061 - mmseg - INFO - Iter [22050/400000] lr: 1.500e-04, eta: 1 day, 8:57:30, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2136, decode.acc_seg: 91.2682, loss: 0.2136 2023-03-02 13:47:52,804 - mmseg - INFO - Iter [22100/400000] lr: 1.500e-04, eta: 1 day, 8:57:15, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2211, decode.acc_seg: 91.1031, loss: 0.2211 2023-03-02 13:48:06,086 - mmseg - INFO - Iter [22150/400000] lr: 1.500e-04, eta: 1 day, 8:56:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.6810, loss: 0.2025 2023-03-02 13:48:19,423 - mmseg - INFO - Iter 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13:49:25,686 - mmseg - INFO - Iter [22450/400000] lr: 1.500e-04, eta: 1 day, 8:50:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2216, decode.acc_seg: 91.1208, loss: 0.2216 2023-03-02 13:49:38,985 - mmseg - INFO - Iter [22500/400000] lr: 1.500e-04, eta: 1 day, 8:49:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2221, decode.acc_seg: 90.9501, loss: 0.2221 2023-03-02 13:49:52,152 - mmseg - INFO - Iter [22550/400000] lr: 1.500e-04, eta: 1 day, 8:48:47, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.3894, loss: 0.2115 2023-03-02 13:50:05,386 - mmseg - INFO - Iter [22600/400000] lr: 1.500e-04, eta: 1 day, 8:47:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.5079, loss: 0.2068 2023-03-02 13:50:18,624 - mmseg - INFO - Iter [22650/400000] lr: 1.500e-04, eta: 1 day, 8:46:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2146, decode.acc_seg: 91.2820, loss: 0.2146 2023-03-02 13:50:31,842 - mmseg - INFO - Iter [22700/400000] lr: 1.500e-04, eta: 1 day, 8:45:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2160, decode.acc_seg: 91.3260, loss: 0.2160 2023-03-02 13:50:47,755 - mmseg - INFO - Iter [22750/400000] lr: 1.500e-04, eta: 1 day, 8:45:48, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2086, decode.acc_seg: 91.3308, loss: 0.2086 2023-03-02 13:51:00,983 - mmseg - INFO - Iter [22800/400000] lr: 1.500e-04, eta: 1 day, 8:44:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2164, decode.acc_seg: 91.1021, loss: 0.2164 2023-03-02 13:51:14,228 - mmseg - INFO - Iter [22850/400000] lr: 1.500e-04, eta: 1 day, 8:43:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2062, decode.acc_seg: 91.5466, loss: 0.2062 2023-03-02 13:51:27,552 - mmseg - INFO - Iter [22900/400000] lr: 1.500e-04, eta: 1 day, 8:43:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2155, decode.acc_seg: 91.1670, loss: 0.2155 2023-03-02 13:51:40,764 - mmseg - INFO - Iter [22950/400000] lr: 1.500e-04, eta: 1 day, 8:42:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2126, decode.acc_seg: 91.4965, loss: 0.2126 2023-03-02 13:51:54,065 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:51:54,065 - mmseg - INFO - Iter [23000/400000] lr: 1.500e-04, eta: 1 day, 8:41:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2162, decode.acc_seg: 91.2825, loss: 0.2162 2023-03-02 13:52:07,345 - mmseg - INFO - Iter [23050/400000] lr: 1.500e-04, eta: 1 day, 8:40:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2176, decode.acc_seg: 91.1772, loss: 0.2176 2023-03-02 13:52:20,535 - mmseg - INFO - Iter [23100/400000] lr: 1.500e-04, eta: 1 day, 8:39:27, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2182, decode.acc_seg: 91.1419, loss: 0.2182 2023-03-02 13:52:33,719 - mmseg - INFO - Iter [23150/400000] lr: 1.500e-04, eta: 1 day, 8:38:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2096, decode.acc_seg: 91.4550, loss: 0.2096 2023-03-02 13:52:46,990 - mmseg - INFO - Iter [23200/400000] lr: 1.500e-04, eta: 1 day, 8:37:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2210, decode.acc_seg: 90.9884, loss: 0.2210 2023-03-02 13:53:00,205 - mmseg - INFO - Iter [23250/400000] lr: 1.500e-04, eta: 1 day, 8:36:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2139, decode.acc_seg: 91.3590, loss: 0.2139 2023-03-02 13:53:13,531 - mmseg - INFO - Iter [23300/400000] lr: 1.500e-04, eta: 1 day, 8:35:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2108, decode.acc_seg: 91.4414, loss: 0.2108 2023-03-02 13:53:29,166 - mmseg - INFO - Iter [23350/400000] lr: 1.500e-04, eta: 1 day, 8:35:38, time: 0.313, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2044, decode.acc_seg: 91.7128, loss: 0.2044 2023-03-02 13:53:42,414 - mmseg - INFO - Iter [23400/400000] lr: 1.500e-04, eta: 1 day, 8:34:45, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2054, decode.acc_seg: 91.5523, loss: 0.2054 2023-03-02 13:53:55,602 - mmseg - INFO - Iter [23450/400000] lr: 1.500e-04, eta: 1 day, 8:33:51, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2148, decode.acc_seg: 91.2412, loss: 0.2148 2023-03-02 13:54:08,829 - mmseg - INFO - Iter [23500/400000] lr: 1.500e-04, eta: 1 day, 8:32:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2141, decode.acc_seg: 91.3076, loss: 0.2141 2023-03-02 13:54:22,161 - mmseg - INFO - Iter [23550/400000] lr: 1.500e-04, eta: 1 day, 8:32:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2174, decode.acc_seg: 91.1612, loss: 0.2174 2023-03-02 13:54:35,355 - mmseg - INFO - Iter [23600/400000] lr: 1.500e-04, eta: 1 day, 8:31:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.4085, loss: 0.2115 2023-03-02 13:54:48,538 - mmseg - INFO - Iter [23650/400000] lr: 1.500e-04, eta: 1 day, 8:30:21, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2081, decode.acc_seg: 91.5314, loss: 0.2081 2023-03-02 13:55:01,790 - mmseg - INFO - Iter [23700/400000] lr: 1.500e-04, eta: 1 day, 8:29:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2086, decode.acc_seg: 91.5820, loss: 0.2086 2023-03-02 13:55:15,087 - mmseg - INFO - Iter [23750/400000] lr: 1.500e-04, eta: 1 day, 8:28:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2099, decode.acc_seg: 91.4767, loss: 0.2099 2023-03-02 13:55:28,359 - mmseg - INFO - Iter [23800/400000] lr: 1.500e-04, eta: 1 day, 8:27:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.5144, loss: 0.2068 2023-03-02 13:55:41,541 - mmseg - INFO - Iter [23850/400000] lr: 1.500e-04, eta: 1 day, 8:26:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2119, decode.acc_seg: 91.4204, loss: 0.2119 2023-03-02 13:55:54,695 - mmseg - INFO - Iter [23900/400000] lr: 1.500e-04, eta: 1 day, 8:26:01, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2093, decode.acc_seg: 91.6189, loss: 0.2093 2023-03-02 13:56:07,896 - mmseg - INFO - Iter [23950/400000] lr: 1.500e-04, eta: 1 day, 8:25:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2199, decode.acc_seg: 90.9587, loss: 0.2199 2023-03-02 13:56:23,691 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 13:56:23,691 - mmseg - INFO - Iter [24000/400000] lr: 1.500e-04, eta: 1 day, 8:24:58, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2040, decode.acc_seg: 91.5864, loss: 0.2040 2023-03-02 13:56:37,032 - mmseg - INFO - Iter [24050/400000] lr: 1.500e-04, eta: 1 day, 8:24:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.5917, loss: 0.2103 2023-03-02 13:56:50,389 - mmseg - INFO - Iter [24100/400000] lr: 1.500e-04, eta: 1 day, 8:23:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2064, decode.acc_seg: 91.6076, loss: 0.2064 2023-03-02 13:57:03,618 - mmseg - INFO - Iter [24150/400000] lr: 1.500e-04, eta: 1 day, 8:22:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2212, decode.acc_seg: 90.8671, loss: 0.2212 2023-03-02 13:57:16,886 - mmseg - INFO - Iter [24200/400000] lr: 1.500e-04, eta: 1 day, 8:21:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.3477, loss: 0.2112 2023-03-02 13:57:30,217 - mmseg - INFO - Iter [24250/400000] lr: 1.500e-04, eta: 1 day, 8:20:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2085, decode.acc_seg: 91.6004, loss: 0.2085 2023-03-02 13:57:43,535 - mmseg - INFO - Iter [24300/400000] lr: 1.500e-04, eta: 1 day, 8:19:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.4593, loss: 0.2102 2023-03-02 13:57:56,765 - mmseg - INFO - Iter [24350/400000] lr: 1.500e-04, eta: 1 day, 8:19:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2130, decode.acc_seg: 91.4928, loss: 0.2130 2023-03-02 13:58:10,104 - mmseg - INFO - Iter [24400/400000] lr: 1.500e-04, eta: 1 day, 8:18:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2059, decode.acc_seg: 91.6227, loss: 0.2059 2023-03-02 13:58:23,273 - mmseg - INFO - Iter [24450/400000] lr: 1.500e-04, eta: 1 day, 8:17:29, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.3444, loss: 0.2112 2023-03-02 13:58:36,607 - mmseg - INFO - Iter [24500/400000] lr: 1.500e-04, eta: 1 day, 8:16:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2212, decode.acc_seg: 91.0981, loss: 0.2212 2023-03-02 13:58:49,942 - mmseg - INFO - Iter [24550/400000] lr: 1.500e-04, eta: 1 day, 8:15:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2226, decode.acc_seg: 90.7982, loss: 0.2226 2023-03-02 13:59:03,113 - mmseg - INFO - Iter [24600/400000] lr: 1.500e-04, eta: 1 day, 8:15:02, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2107, decode.acc_seg: 91.2807, loss: 0.2107 2023-03-02 13:59:18,847 - mmseg - INFO - Iter [24650/400000] lr: 1.500e-04, eta: 1 day, 8:14:51, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2082, decode.acc_seg: 91.4915, loss: 0.2082 2023-03-02 13:59:32,028 - mmseg - INFO - Iter [24700/400000] lr: 1.500e-04, eta: 1 day, 8:14:01, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2077, decode.acc_seg: 91.4609, loss: 0.2077 2023-03-02 13:59:45,401 - mmseg - INFO - Iter [24750/400000] lr: 1.500e-04, eta: 1 day, 8:13:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2118, decode.acc_seg: 91.3818, loss: 0.2118 2023-03-02 13:59:58,660 - mmseg - INFO - Iter [24800/400000] lr: 1.500e-04, eta: 1 day, 8:12:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2100, decode.acc_seg: 91.3723, loss: 0.2100 2023-03-02 14:00:11,836 - mmseg - INFO - Iter [24850/400000] lr: 1.500e-04, eta: 1 day, 8:11:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.5643, loss: 0.2089 2023-03-02 14:00:25,090 - mmseg - INFO - Iter [24900/400000] lr: 1.500e-04, eta: 1 day, 8:10:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2145, decode.acc_seg: 91.3784, loss: 0.2145 2023-03-02 14:00:38,416 - mmseg - INFO - Iter [24950/400000] lr: 1.500e-04, eta: 1 day, 8:10:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2173, decode.acc_seg: 91.1473, loss: 0.2173 2023-03-02 14:00:51,773 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:00:51,773 - mmseg - INFO - Iter [25000/400000] lr: 1.500e-04, eta: 1 day, 8:09:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2166, decode.acc_seg: 91.0619, loss: 0.2166 2023-03-02 14:01:05,096 - mmseg - INFO - Iter [25050/400000] lr: 1.500e-04, eta: 1 day, 8:08:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2073, decode.acc_seg: 91.4878, loss: 0.2073 2023-03-02 14:01:18,390 - mmseg - INFO - Iter [25100/400000] lr: 1.500e-04, eta: 1 day, 8:07:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2017, decode.acc_seg: 91.7613, loss: 0.2017 2023-03-02 14:01:31,581 - mmseg - INFO - Iter [25150/400000] lr: 1.500e-04, eta: 1 day, 8:06:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2117, decode.acc_seg: 91.4513, loss: 0.2117 2023-03-02 14:01:44,784 - mmseg - INFO - Iter [25200/400000] lr: 1.500e-04, eta: 1 day, 8:06:01, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.5344, loss: 0.2068 2023-03-02 14:02:00,524 - mmseg - INFO - Iter [25250/400000] lr: 1.500e-04, eta: 1 day, 8:05:51, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2023, decode.acc_seg: 91.8436, loss: 0.2023 2023-03-02 14:02:13,830 - mmseg - INFO - Iter [25300/400000] lr: 1.500e-04, eta: 1 day, 8:05:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.2689, loss: 0.2142 2023-03-02 14:02:27,016 - mmseg - INFO - Iter [25350/400000] lr: 1.500e-04, eta: 1 day, 8:04:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.5728, loss: 0.2087 2023-03-02 14:02:40,373 - mmseg - INFO - Iter [25400/400000] lr: 1.500e-04, eta: 1 day, 8:03:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2094, decode.acc_seg: 91.4137, loss: 0.2094 2023-03-02 14:02:53,738 - mmseg - INFO - Iter [25450/400000] lr: 1.500e-04, eta: 1 day, 8:02:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2023, decode.acc_seg: 91.6134, loss: 0.2023 2023-03-02 14:03:06,968 - mmseg - INFO - Iter [25500/400000] lr: 1.500e-04, eta: 1 day, 8:01:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2160, decode.acc_seg: 91.1616, loss: 0.2160 2023-03-02 14:03:20,171 - mmseg - INFO - Iter [25550/400000] lr: 1.500e-04, eta: 1 day, 8:01:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2084, decode.acc_seg: 91.5174, loss: 0.2084 2023-03-02 14:03:33,333 - mmseg - INFO - Iter [25600/400000] lr: 1.500e-04, eta: 1 day, 8:00:22, time: 0.263, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2146, decode.acc_seg: 91.2585, loss: 0.2146 2023-03-02 14:03:46,532 - mmseg - INFO - Iter [25650/400000] lr: 1.500e-04, eta: 1 day, 7:59:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2157, decode.acc_seg: 91.2791, loss: 0.2157 2023-03-02 14:03:59,760 - mmseg - INFO - Iter [25700/400000] lr: 1.500e-04, eta: 1 day, 7:58:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2129, decode.acc_seg: 91.2837, loss: 0.2129 2023-03-02 14:04:13,172 - mmseg - INFO - Iter [25750/400000] lr: 1.500e-04, eta: 1 day, 7:58:04, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2266, decode.acc_seg: 90.9576, loss: 0.2266 2023-03-02 14:04:26,701 - mmseg - INFO - Iter [25800/400000] lr: 1.500e-04, eta: 1 day, 7:57:22, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.3754, loss: 0.2112 2023-03-02 14:04:39,932 - mmseg - INFO - Iter [25850/400000] lr: 1.500e-04, eta: 1 day, 7:56:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.5894, loss: 0.2076 2023-03-02 14:04:55,813 - mmseg - INFO - Iter [25900/400000] lr: 1.500e-04, eta: 1 day, 7:56:27, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.2062, decode.acc_seg: 91.8171, loss: 0.2062 2023-03-02 14:05:09,099 - mmseg - INFO - Iter [25950/400000] lr: 1.500e-04, eta: 1 day, 7:55:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2121, decode.acc_seg: 91.3368, loss: 0.2121 2023-03-02 14:05:22,395 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:05:22,395 - mmseg - INFO - Iter [26000/400000] lr: 1.500e-04, eta: 1 day, 7:54:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2061, decode.acc_seg: 91.7721, loss: 0.2061 2023-03-02 14:05:35,592 - mmseg - INFO - Iter [26050/400000] lr: 1.500e-04, eta: 1 day, 7:54:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2123, decode.acc_seg: 91.3940, loss: 0.2123 2023-03-02 14:05:49,032 - mmseg - INFO - Iter [26100/400000] lr: 1.500e-04, eta: 1 day, 7:53:27, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2073, decode.acc_seg: 91.4697, loss: 0.2073 2023-03-02 14:06:02,307 - mmseg - INFO - Iter [26150/400000] lr: 1.500e-04, eta: 1 day, 7:52:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2118, decode.acc_seg: 91.2575, loss: 0.2118 2023-03-02 14:06:15,492 - mmseg - INFO - Iter [26200/400000] lr: 1.500e-04, eta: 1 day, 7:51:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.7026, loss: 0.2068 2023-03-02 14:06:28,885 - mmseg - INFO - Iter [26250/400000] lr: 1.500e-04, eta: 1 day, 7:51:13, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.5736, loss: 0.2068 2023-03-02 14:06:42,163 - mmseg - INFO - Iter [26300/400000] lr: 1.500e-04, eta: 1 day, 7:50:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1987, decode.acc_seg: 91.7968, loss: 0.1987 2023-03-02 14:06:55,479 - mmseg - INFO - Iter [26350/400000] lr: 1.500e-04, eta: 1 day, 7:49:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.4618, loss: 0.2068 2023-03-02 14:07:08,717 - mmseg - INFO - Iter [26400/400000] lr: 1.500e-04, eta: 1 day, 7:48:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2165, decode.acc_seg: 91.1763, loss: 0.2165 2023-03-02 14:07:21,946 - mmseg - INFO - Iter [26450/400000] lr: 1.500e-04, eta: 1 day, 7:48:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2156, decode.acc_seg: 91.4123, loss: 0.2156 2023-03-02 14:07:35,133 - mmseg - INFO - Iter [26500/400000] lr: 1.500e-04, eta: 1 day, 7:47:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.2564, loss: 0.2137 2023-03-02 14:07:51,013 - mmseg - INFO - Iter [26550/400000] lr: 1.500e-04, eta: 1 day, 7:47:21, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.2077, decode.acc_seg: 91.6772, loss: 0.2077 2023-03-02 14:08:04,230 - mmseg - INFO - Iter [26600/400000] lr: 1.500e-04, eta: 1 day, 7:46:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2145, decode.acc_seg: 91.2787, loss: 0.2145 2023-03-02 14:08:17,495 - mmseg - INFO - Iter [26650/400000] lr: 1.500e-04, eta: 1 day, 7:45:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2003, decode.acc_seg: 91.9254, loss: 0.2003 2023-03-02 14:08:30,877 - mmseg - INFO - Iter [26700/400000] lr: 1.500e-04, eta: 1 day, 7:45:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2114, decode.acc_seg: 91.4911, loss: 0.2114 2023-03-02 14:08:44,110 - mmseg - INFO - Iter [26750/400000] lr: 1.500e-04, eta: 1 day, 7:44:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2116, decode.acc_seg: 91.3414, loss: 0.2116 2023-03-02 14:08:57,287 - mmseg - INFO - Iter [26800/400000] lr: 1.500e-04, eta: 1 day, 7:43:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2169, decode.acc_seg: 91.1229, loss: 0.2169 2023-03-02 14:09:10,553 - mmseg - INFO - Iter [26850/400000] lr: 1.500e-04, eta: 1 day, 7:42:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2096, decode.acc_seg: 91.4893, loss: 0.2096 2023-03-02 14:09:23,709 - mmseg - INFO - Iter [26900/400000] lr: 1.500e-04, eta: 1 day, 7:42:12, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2145, decode.acc_seg: 91.4355, loss: 0.2145 2023-03-02 14:09:36,940 - mmseg - INFO - Iter [26950/400000] lr: 1.500e-04, eta: 1 day, 7:41:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2145, decode.acc_seg: 91.3162, loss: 0.2145 2023-03-02 14:09:50,252 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:09:50,252 - mmseg - INFO - Iter [27000/400000] lr: 1.500e-04, eta: 1 day, 7:40:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2059, decode.acc_seg: 91.4804, loss: 0.2059 2023-03-02 14:10:03,466 - mmseg - INFO - Iter [27050/400000] lr: 1.500e-04, eta: 1 day, 7:40:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2175, decode.acc_seg: 91.2431, loss: 0.2175 2023-03-02 14:10:16,705 - mmseg - INFO - Iter [27100/400000] lr: 1.500e-04, eta: 1 day, 7:39:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2092, decode.acc_seg: 91.4609, loss: 0.2092 2023-03-02 14:10:32,792 - mmseg - INFO - Iter [27150/400000] lr: 1.500e-04, eta: 1 day, 7:39:14, time: 0.322, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.4379, loss: 0.2074 2023-03-02 14:10:45,949 - mmseg - INFO - Iter [27200/400000] lr: 1.500e-04, eta: 1 day, 7:38:30, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1983, decode.acc_seg: 91.8439, loss: 0.1983 2023-03-02 14:10:59,158 - mmseg - INFO - Iter [27250/400000] lr: 1.500e-04, eta: 1 day, 7:37:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2187, decode.acc_seg: 91.1013, loss: 0.2187 2023-03-02 14:11:12,401 - mmseg - INFO - Iter [27300/400000] lr: 1.500e-04, eta: 1 day, 7:37:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2184, decode.acc_seg: 91.3157, loss: 0.2184 2023-03-02 14:11:25,597 - mmseg - INFO - Iter [27350/400000] lr: 1.500e-04, eta: 1 day, 7:36:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.4698, loss: 0.2112 2023-03-02 14:11:38,758 - mmseg - INFO - Iter [27400/400000] lr: 1.500e-04, eta: 1 day, 7:35:36, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2095, decode.acc_seg: 91.4674, loss: 0.2095 2023-03-02 14:11:51,940 - mmseg - INFO - Iter [27450/400000] lr: 1.500e-04, eta: 1 day, 7:34:52, time: 0.264, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2072, decode.acc_seg: 91.5919, loss: 0.2072 2023-03-02 14:12:05,198 - mmseg - INFO - Iter [27500/400000] lr: 1.500e-04, eta: 1 day, 7:34:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2047, decode.acc_seg: 91.7401, loss: 0.2047 2023-03-02 14:12:18,371 - mmseg - INFO - Iter [27550/400000] lr: 1.500e-04, eta: 1 day, 7:33:27, time: 0.263, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2037, decode.acc_seg: 91.7281, loss: 0.2037 2023-03-02 14:12:31,818 - mmseg - INFO - Iter [27600/400000] lr: 1.500e-04, eta: 1 day, 7:32:47, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2143, decode.acc_seg: 91.3843, loss: 0.2143 2023-03-02 14:12:45,057 - mmseg - INFO - Iter [27650/400000] lr: 1.500e-04, eta: 1 day, 7:32:05, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2054, decode.acc_seg: 91.6400, loss: 0.2054 2023-03-02 14:12:58,315 - mmseg - INFO - Iter [27700/400000] lr: 1.500e-04, eta: 1 day, 7:31:23, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.3877, loss: 0.2137 2023-03-02 14:13:11,504 - mmseg - INFO - Iter [27750/400000] lr: 1.500e-04, eta: 1 day, 7:30:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.3998, loss: 0.2089 2023-03-02 14:13:27,418 - mmseg - INFO - Iter [27800/400000] lr: 1.500e-04, eta: 1 day, 7:30:34, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.5494, loss: 0.2076 2023-03-02 14:13:40,733 - mmseg - INFO - Iter [27850/400000] lr: 1.500e-04, eta: 1 day, 7:29:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2064, decode.acc_seg: 91.4946, loss: 0.2064 2023-03-02 14:13:54,052 - mmseg - INFO - Iter [27900/400000] lr: 1.500e-04, eta: 1 day, 7:29:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2083, decode.acc_seg: 91.4731, loss: 0.2083 2023-03-02 14:14:07,384 - mmseg - INFO - Iter [27950/400000] lr: 1.500e-04, eta: 1 day, 7:28:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2164, decode.acc_seg: 91.2115, loss: 0.2164 2023-03-02 14:14:20,680 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:14:20,680 - mmseg - INFO - Iter [28000/400000] lr: 1.500e-04, eta: 1 day, 7:27:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2062, decode.acc_seg: 91.5298, loss: 0.2062 2023-03-02 14:14:33,990 - mmseg - INFO - Iter [28050/400000] lr: 1.500e-04, eta: 1 day, 7:27:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2128, decode.acc_seg: 91.3488, loss: 0.2128 2023-03-02 14:14:47,191 - mmseg - INFO - Iter [28100/400000] lr: 1.500e-04, eta: 1 day, 7:26:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2169, decode.acc_seg: 91.1138, loss: 0.2169 2023-03-02 14:15:00,425 - mmseg - INFO - Iter [28150/400000] lr: 1.500e-04, eta: 1 day, 7:25:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2060, decode.acc_seg: 91.5487, loss: 0.2060 2023-03-02 14:15:13,719 - mmseg - INFO - Iter [28200/400000] lr: 1.500e-04, eta: 1 day, 7:25:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.5671, loss: 0.2075 2023-03-02 14:15:26,931 - mmseg - INFO - Iter [28250/400000] lr: 1.500e-04, eta: 1 day, 7:24:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2100, decode.acc_seg: 91.5473, loss: 0.2100 2023-03-02 14:15:40,067 - mmseg - INFO - Iter [28300/400000] lr: 1.500e-04, eta: 1 day, 7:23:42, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2100, decode.acc_seg: 91.3333, loss: 0.2100 2023-03-02 14:15:53,294 - mmseg - INFO - Iter [28350/400000] lr: 1.500e-04, eta: 1 day, 7:23:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2020, decode.acc_seg: 91.6124, loss: 0.2020 2023-03-02 14:16:09,041 - mmseg - INFO - Iter [28400/400000] lr: 1.500e-04, eta: 1 day, 7:22:53, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2169, decode.acc_seg: 91.2251, loss: 0.2169 2023-03-02 14:16:22,283 - mmseg - INFO - Iter [28450/400000] lr: 1.500e-04, eta: 1 day, 7:22:12, time: 0.265, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2036, decode.acc_seg: 91.5963, loss: 0.2036 2023-03-02 14:16:35,639 - mmseg - INFO - Iter [28500/400000] lr: 1.500e-04, eta: 1 day, 7:21:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2037, decode.acc_seg: 91.6492, loss: 0.2037 2023-03-02 14:16:48,857 - mmseg - INFO - Iter [28550/400000] lr: 1.500e-04, eta: 1 day, 7:20:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2152, decode.acc_seg: 91.1871, loss: 0.2152 2023-03-02 14:17:02,166 - mmseg - INFO - Iter [28600/400000] lr: 1.500e-04, eta: 1 day, 7:20:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2084, decode.acc_seg: 91.5400, loss: 0.2084 2023-03-02 14:17:15,484 - mmseg - INFO - Iter [28650/400000] lr: 1.500e-04, eta: 1 day, 7:19:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1964, decode.acc_seg: 91.8713, loss: 0.1964 2023-03-02 14:17:28,706 - mmseg - INFO - Iter [28700/400000] lr: 1.500e-04, eta: 1 day, 7:18:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.4729, loss: 0.2068 2023-03-02 14:17:42,059 - mmseg - INFO - Iter [28750/400000] lr: 1.500e-04, eta: 1 day, 7:18:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2059, decode.acc_seg: 91.4963, loss: 0.2059 2023-03-02 14:17:55,254 - mmseg - INFO - Iter [28800/400000] lr: 1.500e-04, eta: 1 day, 7:17:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.4331, loss: 0.2087 2023-03-02 14:18:08,418 - mmseg - INFO - Iter [28850/400000] lr: 1.500e-04, eta: 1 day, 7:16:52, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2169, decode.acc_seg: 91.1460, loss: 0.2169 2023-03-02 14:18:21,738 - mmseg - INFO - Iter [28900/400000] lr: 1.500e-04, eta: 1 day, 7:16:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2028, decode.acc_seg: 91.7060, loss: 0.2028 2023-03-02 14:18:34,880 - mmseg - INFO - Iter [28950/400000] lr: 1.500e-04, eta: 1 day, 7:15:32, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.5448, loss: 0.2102 2023-03-02 14:18:48,108 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:18:48,108 - mmseg - INFO - Iter [29000/400000] lr: 1.500e-04, eta: 1 day, 7:14:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2183, decode.acc_seg: 91.0935, loss: 0.2183 2023-03-02 14:19:03,763 - mmseg - INFO - Iter [29050/400000] lr: 1.500e-04, eta: 1 day, 7:14:43, time: 0.313, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2127, decode.acc_seg: 91.1874, loss: 0.2127 2023-03-02 14:19:17,095 - mmseg - INFO - Iter [29100/400000] lr: 1.500e-04, eta: 1 day, 7:14:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2031, decode.acc_seg: 91.5249, loss: 0.2031 2023-03-02 14:19:30,350 - mmseg - INFO - Iter [29150/400000] lr: 1.500e-04, eta: 1 day, 7:13:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2013, decode.acc_seg: 91.5659, loss: 0.2013 2023-03-02 14:19:43,562 - mmseg - INFO - Iter [29200/400000] lr: 1.500e-04, eta: 1 day, 7:12:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2141, decode.acc_seg: 91.3746, loss: 0.2141 2023-03-02 14:19:56,778 - mmseg - INFO - Iter [29250/400000] lr: 1.500e-04, eta: 1 day, 7:12:06, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2138, decode.acc_seg: 91.3522, loss: 0.2138 2023-03-02 14:20:10,053 - mmseg - INFO - Iter [29300/400000] lr: 1.500e-04, eta: 1 day, 7:11:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2054, decode.acc_seg: 91.4659, loss: 0.2054 2023-03-02 14:20:23,365 - mmseg - INFO - Iter [29350/400000] lr: 1.500e-04, eta: 1 day, 7:10:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2039, decode.acc_seg: 91.5875, loss: 0.2039 2023-03-02 14:20:36,596 - mmseg - INFO - Iter [29400/400000] lr: 1.500e-04, eta: 1 day, 7:10:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2030, decode.acc_seg: 91.7398, loss: 0.2030 2023-03-02 14:20:49,743 - mmseg - INFO - Iter [29450/400000] lr: 1.500e-04, eta: 1 day, 7:09:29, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.6047, loss: 0.2078 2023-03-02 14:21:02,992 - mmseg - INFO - Iter [29500/400000] lr: 1.500e-04, eta: 1 day, 7:08:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2082, decode.acc_seg: 91.5353, loss: 0.2082 2023-03-02 14:21:16,141 - mmseg - INFO - Iter [29550/400000] lr: 1.500e-04, eta: 1 day, 7:08:10, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2016, decode.acc_seg: 91.7699, loss: 0.2016 2023-03-02 14:21:29,332 - mmseg - INFO - Iter [29600/400000] lr: 1.500e-04, eta: 1 day, 7:07:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2146, decode.acc_seg: 91.2523, loss: 0.2146 2023-03-02 14:21:42,498 - mmseg - INFO - Iter [29650/400000] lr: 1.500e-04, eta: 1 day, 7:06:51, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2011, decode.acc_seg: 91.6241, loss: 0.2011 2023-03-02 14:21:58,194 - mmseg - INFO - Iter [29700/400000] lr: 1.500e-04, eta: 1 day, 7:06:43, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2121, decode.acc_seg: 91.3962, loss: 0.2121 2023-03-02 14:22:11,619 - mmseg - INFO - Iter [29750/400000] lr: 1.500e-04, eta: 1 day, 7:06:07, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2066, decode.acc_seg: 91.5836, loss: 0.2066 2023-03-02 14:22:24,768 - mmseg - INFO - Iter [29800/400000] lr: 1.500e-04, eta: 1 day, 7:05:27, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2083, decode.acc_seg: 91.4725, loss: 0.2083 2023-03-02 14:22:37,974 - mmseg - INFO - Iter [29850/400000] lr: 1.500e-04, eta: 1 day, 7:04:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.5369, loss: 0.2075 2023-03-02 14:22:51,314 - mmseg - INFO - Iter [29900/400000] lr: 1.500e-04, eta: 1 day, 7:04:11, time: 0.267, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2085, decode.acc_seg: 91.5399, loss: 0.2085 2023-03-02 14:23:04,656 - mmseg - INFO - Iter [29950/400000] lr: 1.500e-04, eta: 1 day, 7:03:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.6486, loss: 0.2089 2023-03-02 14:23:17,905 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:23:17,905 - mmseg - INFO - Iter [30000/400000] lr: 1.500e-04, eta: 1 day, 7:02:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2044, decode.acc_seg: 91.6018, loss: 0.2044 2023-03-02 14:23:31,257 - mmseg - INFO - Iter [30050/400000] lr: 1.500e-04, eta: 1 day, 7:02:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2107, decode.acc_seg: 91.5467, loss: 0.2107 2023-03-02 14:23:44,469 - mmseg - INFO - Iter [30100/400000] lr: 1.500e-04, eta: 1 day, 7:01:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2095, decode.acc_seg: 91.4585, loss: 0.2095 2023-03-02 14:23:57,648 - mmseg - INFO - Iter [30150/400000] lr: 1.500e-04, eta: 1 day, 7:01:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2155, decode.acc_seg: 91.4025, loss: 0.2155 2023-03-02 14:24:10,897 - mmseg - INFO - Iter [30200/400000] lr: 1.500e-04, eta: 1 day, 7:00:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2125, decode.acc_seg: 91.4573, loss: 0.2125 2023-03-02 14:24:24,182 - mmseg - INFO - Iter [30250/400000] lr: 1.500e-04, eta: 1 day, 6:59:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2230, decode.acc_seg: 90.8911, loss: 0.2230 2023-03-02 14:24:39,956 - mmseg - INFO - Iter [30300/400000] lr: 1.500e-04, eta: 1 day, 6:59:41, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2093, decode.acc_seg: 91.4664, loss: 0.2093 2023-03-02 14:24:53,162 - mmseg - INFO - Iter [30350/400000] lr: 1.500e-04, eta: 1 day, 6:59:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2009, decode.acc_seg: 91.7521, loss: 0.2009 2023-03-02 14:25:06,501 - mmseg - INFO - Iter [30400/400000] lr: 1.500e-04, eta: 1 day, 6:58:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2083, decode.acc_seg: 91.5628, loss: 0.2083 2023-03-02 14:25:19,896 - mmseg - INFO - Iter [30450/400000] lr: 1.500e-04, eta: 1 day, 6:57:51, time: 0.268, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2109, decode.acc_seg: 91.5643, loss: 0.2109 2023-03-02 14:25:33,062 - mmseg - INFO - Iter [30500/400000] lr: 1.500e-04, eta: 1 day, 6:57:13, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2199, decode.acc_seg: 91.2159, loss: 0.2199 2023-03-02 14:25:46,335 - mmseg - INFO - Iter [30550/400000] lr: 1.500e-04, eta: 1 day, 6:56:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2090, decode.acc_seg: 91.3980, loss: 0.2090 2023-03-02 14:25:59,553 - mmseg - INFO - Iter 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14:27:06,012 - mmseg - INFO - Iter [30850/400000] lr: 1.500e-04, eta: 1 day, 6:52:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2026, decode.acc_seg: 91.7507, loss: 0.2026 2023-03-02 14:27:19,298 - mmseg - INFO - Iter [30900/400000] lr: 1.500e-04, eta: 1 day, 6:52:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2141, decode.acc_seg: 91.4095, loss: 0.2141 2023-03-02 14:27:35,056 - mmseg - INFO - Iter [30950/400000] lr: 1.500e-04, eta: 1 day, 6:52:13, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2047, decode.acc_seg: 91.7345, loss: 0.2047 2023-03-02 14:27:48,361 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:27:48,361 - mmseg - INFO - Iter [31000/400000] lr: 1.500e-04, eta: 1 day, 6:51:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2190, decode.acc_seg: 91.1686, loss: 0.2190 2023-03-02 14:28:01,886 - mmseg - INFO - Iter [31050/400000] lr: 1.500e-04, eta: 1 day, 6:51:04, time: 0.270, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2016, decode.acc_seg: 91.7803, loss: 0.2016 2023-03-02 14:28:15,148 - mmseg - INFO - Iter [31100/400000] lr: 1.500e-04, eta: 1 day, 6:50:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.6997, loss: 0.2076 2023-03-02 14:28:28,559 - mmseg - INFO - Iter [31150/400000] lr: 1.500e-04, eta: 1 day, 6:49:54, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2052, decode.acc_seg: 91.6157, loss: 0.2052 2023-03-02 14:28:41,883 - mmseg - INFO - Iter [31200/400000] lr: 1.500e-04, eta: 1 day, 6:49:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2154, decode.acc_seg: 91.3468, loss: 0.2154 2023-03-02 14:28:55,089 - mmseg - INFO - Iter [31250/400000] lr: 1.500e-04, eta: 1 day, 6:48:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.5460, loss: 0.2103 2023-03-02 14:29:08,357 - mmseg - INFO - Iter [31300/400000] lr: 1.500e-04, eta: 1 day, 6:48:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.5560, loss: 0.2058 2023-03-02 14:29:21,606 - mmseg - INFO - Iter [31350/400000] lr: 1.500e-04, eta: 1 day, 6:47:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.5665, loss: 0.2102 2023-03-02 14:29:34,800 - mmseg - INFO - Iter [31400/400000] lr: 1.500e-04, eta: 1 day, 6:46:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2108, decode.acc_seg: 91.4228, loss: 0.2108 2023-03-02 14:29:48,056 - mmseg - INFO - Iter [31450/400000] lr: 1.500e-04, eta: 1 day, 6:46:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.4771, loss: 0.2120 2023-03-02 14:30:01,291 - mmseg - INFO - Iter [31500/400000] lr: 1.500e-04, eta: 1 day, 6:45:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2088, decode.acc_seg: 91.5387, loss: 0.2088 2023-03-02 14:30:14,445 - mmseg - INFO - Iter [31550/400000] lr: 1.500e-04, eta: 1 day, 6:45:04, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2005, decode.acc_seg: 91.6953, loss: 0.2005 2023-03-02 14:30:30,145 - mmseg - INFO - Iter [31600/400000] lr: 1.500e-04, eta: 1 day, 6:44:57, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2044, decode.acc_seg: 91.5794, loss: 0.2044 2023-03-02 14:30:43,509 - mmseg - INFO - Iter [31650/400000] lr: 1.500e-04, eta: 1 day, 6:44:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2140, decode.acc_seg: 91.3711, loss: 0.2140 2023-03-02 14:30:56,762 - mmseg - INFO - Iter [31700/400000] lr: 1.500e-04, eta: 1 day, 6:43:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2056, decode.acc_seg: 91.5729, loss: 0.2056 2023-03-02 14:31:09,989 - mmseg - INFO - Iter [31750/400000] lr: 1.500e-04, eta: 1 day, 6:43:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2096, decode.acc_seg: 91.4004, loss: 0.2096 2023-03-02 14:31:23,196 - mmseg - INFO - Iter [31800/400000] lr: 1.500e-04, eta: 1 day, 6:42:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2154, decode.acc_seg: 91.2836, loss: 0.2154 2023-03-02 14:31:36,393 - mmseg - INFO - Iter [31850/400000] lr: 1.500e-04, eta: 1 day, 6:41:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2071, decode.acc_seg: 91.4523, loss: 0.2071 2023-03-02 14:31:49,692 - mmseg - INFO - Iter [31900/400000] lr: 1.500e-04, eta: 1 day, 6:41:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2067, decode.acc_seg: 91.4449, loss: 0.2067 2023-03-02 14:32:03,012 - mmseg - INFO - Iter [31950/400000] lr: 1.500e-04, eta: 1 day, 6:40:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2164, decode.acc_seg: 91.2195, loss: 0.2164 2023-03-02 14:32:16,144 - mmseg - INFO - Swap parameters (after train) after iter [32000] 2023-03-02 14:32:16,156 - mmseg - INFO - Saving checkpoint at 32000 iterations 2023-03-02 14:32:18,501 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:32:18,502 - mmseg - INFO - Iter [32000/400000] lr: 1.500e-04, eta: 1 day, 6:40:41, time: 0.310, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2080, decode.acc_seg: 91.6203, loss: 0.2080 2023-03-02 14:46:50,794 - mmseg - INFO - per class results: 2023-03-02 14:46:50,803 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.34,77.36,77.37,77.39,77.4,77.4,77.41,77.39,77.39,77.39 | | building | 81.6,81.61,81.62,81.63,81.64,81.65,81.64,81.64,81.65,81.65 | | sky | 94.51,94.52,94.52,94.53,94.53,94.53,94.54,94.55,94.55,94.55 | | floor | 81.71,81.72,81.72,81.72,81.72,81.74,81.74,81.75,81.74,81.75 | | tree | 74.01,74.02,74.03,74.03,74.02,74.03,74.02,74.03,74.02,74.02 | | ceiling | 85.27,85.27,85.28,85.3,85.31,85.3,85.32,85.32,85.3,85.27 | | road | 82.14,82.15,82.14,82.14,82.14,82.14,82.13,82.11,82.11,82.09 | | bed | 87.41,87.42,87.41,87.42,87.43,87.39,87.38,87.39,87.4,87.4 | | windowpane | 60.53,60.56,60.56,60.6,60.61,60.62,60.66,60.64,60.66,60.66 | | grass | 66.86,66.88,66.9,66.91,66.91,66.91,66.91,66.91,66.92,66.95 | | cabinet | 60.47,60.49,60.55,60.55,60.6,60.64,60.66,60.74,60.72,60.71 | | sidewalk | 63.6,63.62,63.6,63.58,63.53,63.55,63.51,63.49,63.46,63.46 | | person | 79.43,79.44,79.45,79.46,79.45,79.46,79.46,79.47,79.45,79.45 | | earth | 36.38,36.36,36.35,36.37,36.32,36.3,36.27,36.23,36.24,36.2 | | door | 45.45,45.49,45.51,45.53,45.56,45.59,45.59,45.57,45.58,45.61 | | table | 60.12,60.17,60.21,60.21,60.23,60.27,60.22,60.27,60.24,60.25 | | mountain | 56.69,56.7,56.65,56.65,56.59,56.6,56.6,56.63,56.64,56.68 | | plant | 50.54,50.51,50.52,50.52,50.45,50.44,50.44,50.43,50.37,50.35 | | curtain | 74.48,74.55,74.46,74.52,74.55,74.54,74.62,74.61,74.63,74.67 | | chair | 55.9,55.91,55.93,55.95,55.97,55.97,55.96,56.0,56.02,56.01 | | car | 81.56,81.54,81.5,81.49,81.46,81.45,81.43,81.42,81.4,81.36 | | water | 57.62,57.67,57.67,57.73,57.75,57.75,57.78,57.77,57.76,57.75 | | painting | 69.62,69.59,69.58,69.6,69.56,69.56,69.57,69.48,69.51,69.53 | | sofa | 63.99,64.02,64.05,64.11,64.19,64.17,64.05,63.99,63.88,63.78 | | shelf | 43.98,43.98,44.0,44.01,44.01,44.11,44.07,44.04,43.95,43.98 | | house | 41.82,41.99,42.19,42.26,42.39,42.39,42.37,42.32,42.33,42.3 | | sea | 60.68,60.66,60.68,60.69,60.72,60.71,60.76,60.75,60.75,60.74 | | mirror | 65.59,65.71,65.69,65.83,65.88,65.92,65.95,65.94,65.94,65.96 | | rug | 65.95,66.02,66.0,66.03,65.97,66.11,66.19,66.16,66.11,66.22 | | field | 31.03,31.02,31.02,31.02,31.04,31.06,31.08,31.08,31.12,31.13 | | armchair | 37.25,37.3,37.31,37.34,37.48,37.43,37.39,37.22,37.2,37.17 | | seat | 66.61,66.62,66.63,66.7,66.7,66.77,66.8,66.78,66.78,66.77 | | fence | 40.55,40.55,40.51,40.51,40.46,40.47,40.47,40.42,40.39,40.36 | | desk | 46.12,46.13,46.21,46.15,46.22,46.17,46.11,46.16,46.01,46.0 | | rock | 37.23,37.15,37.16,37.15,37.09,37.08,37.08,37.11,37.08,37.09 | | wardrobe | 57.27,57.29,57.27,57.29,57.37,57.45,57.43,57.45,57.52,57.6 | | lamp | 61.69,61.67,61.68,61.74,61.75,61.78,61.81,61.79,61.77,61.78 | | bathtub | 76.69,76.93,77.04,77.15,77.09,77.22,77.4,77.37,77.48,77.31 | | railing | 33.98,33.99,34.01,33.91,33.89,33.88,33.9,33.89,33.84,33.84 | | cushion | 56.34,56.47,56.55,56.61,56.5,56.7,56.63,56.59,56.7,56.68 | | base | 22.71,22.69,22.61,22.71,22.82,22.94,22.87,22.94,22.98,23.0 | | box | 23.31,23.37,23.42,23.49,23.48,23.58,23.5,23.55,23.49,23.54 | | column | 45.68,45.77,45.74,45.77,45.83,45.85,45.85,45.81,45.86,45.89 | | signboard | 38.6,38.63,38.62,38.58,38.61,38.63,38.63,38.64,38.6,38.61 | | chest of drawers | 37.32,37.35,37.43,37.58,37.49,37.47,37.46,37.62,37.65,37.77 | | counter | 29.55,29.81,29.86,30.02,30.09,30.1,30.2,30.29,30.33,30.41 | | sand | 41.31,41.28,41.32,41.31,41.32,41.33,41.32,41.3,41.26,41.25 | | sink | 67.48,67.5,67.51,67.53,67.53,67.53,67.55,67.53,67.54,67.56 | | skyscraper | 48.21,48.29,48.17,48.41,48.43,48.46,48.59,48.64,48.84,49.14 | | fireplace | 76.4,76.41,76.45,76.45,76.32,76.32,76.5,76.56,76.68,76.65 | | refrigerator | 72.85,72.95,73.21,73.35,73.43,73.49,73.52,73.52,73.42,73.41 | | grandstand | 52.85,52.97,53.01,53.11,52.97,53.08,53.27,53.18,53.4,53.37 | | path | 21.15,21.18,21.33,21.36,21.45,21.56,21.67,21.77,21.84,21.84 | | stairs | 33.61,33.44,33.5,33.31,33.34,33.24,33.32,33.25,33.25,33.2 | | runway | 68.0,68.2,68.3,68.42,68.55,68.63,68.65,68.7,68.74,68.75 | | case | 46.51,46.48,46.6,46.65,46.66,46.77,46.66,46.65,46.58,46.7 | | pool table | 91.68,91.73,91.77,91.74,91.76,91.76,91.79,91.8,91.8,91.82 | | pillow | 60.73,60.72,60.95,60.92,60.93,61.04,61.03,61.07,61.25,61.16 | | screen door | 68.94,68.86,68.99,68.96,68.99,68.94,68.87,68.79,68.74,68.83 | | stairway | 24.99,24.92,24.95,25.05,25.04,25.04,25.12,25.02,25.12,25.06 | | river | 11.41,11.37,11.37,11.36,11.32,11.28,11.23,11.2,11.18,11.17 | | bridge | 32.71,32.82,32.79,32.75,32.77,32.71,32.82,32.69,32.79,32.79 | | bookcase | 45.93,45.87,45.8,45.76,45.67,45.82,45.62,45.66,45.57,45.59 | | blind | 40.27,40.13,40.13,40.43,40.41,40.54,40.69,40.86,41.03,41.19 | | coffee table | 53.62,53.62,53.6,53.69,53.69,53.75,53.74,53.71,53.68,53.69 | | toilet | 83.56,83.62,83.52,83.55,83.55,83.48,83.46,83.38,83.36,83.32 | | flower | 38.69,38.71,38.68,38.71,38.65,38.72,38.61,38.68,38.65,38.62 | | book | 45.29,45.35,45.4,45.3,45.27,45.23,45.22,45.24,45.18,45.25 | | hill | 15.02,15.09,15.0,15.08,14.99,15.1,15.01,15.13,15.13,15.06 | | bench | 42.67,42.58,42.49,42.45,42.34,42.26,42.17,42.25,42.17,42.17 | | countertop | 54.82,54.73,54.64,54.6,54.5,54.31,54.35,54.26,54.27,54.16 | | stove | 70.23,70.27,70.16,70.33,70.38,70.39,70.4,70.41,70.51,70.58 | | palm | 47.38,47.41,47.44,47.46,47.55,47.53,47.49,47.57,47.67,47.68 | | kitchen island | 41.42,41.0,41.13,41.03,40.97,41.03,40.97,41.1,41.05,40.99 | | computer | 60.29,60.35,60.3,60.35,60.33,60.35,60.24,60.25,60.22,60.27 | | swivel chair | 44.77,44.69,44.82,44.8,44.73,44.83,44.85,44.92,44.89,44.98 | | boat | 69.75,69.78,69.77,69.73,69.75,69.7,69.6,69.67,69.64,69.61 | | bar | 23.57,23.63,23.64,23.69,23.67,23.71,23.71,23.74,23.73,23.73 | | arcade machine | 70.9,70.91,70.85,70.87,70.89,70.85,70.85,71.14,71.32,71.31 | | hovel | 34.15,34.01,33.81,33.52,33.32,33.15,33.04,32.72,32.61,32.41 | | bus | 78.26,78.26,78.26,78.29,78.2,78.2,78.09,78.01,78.01,77.93 | | towel | 61.79,61.78,61.85,61.92,61.75,61.86,61.7,61.87,61.92,61.86 | | light | 55.54,55.62,55.73,55.72,55.77,55.71,55.77,55.7,55.71,55.8 | | truck | 16.24,15.86,15.99,15.94,15.91,15.86,15.92,15.84,15.84,15.85 | | tower | 9.02,8.98,8.97,8.98,8.93,8.9,8.85,8.85,8.81,8.78 | | chandelier | 64.74,64.72,64.7,64.72,64.6,64.7,64.78,64.7,64.64,64.7 | | awning | 24.16,24.3,24.35,24.4,24.5,24.57,24.64,24.71,24.58,24.75 | | streetlight | 26.52,26.53,26.65,26.69,26.59,26.7,26.68,26.62,26.69,26.71 | | booth | 43.33,43.97,44.22,44.42,44.66,45.02,45.08,45.19,45.26,45.37 | | television receiver | 64.44,64.41,64.46,64.49,64.53,64.45,64.43,64.44,64.47,64.49 | | airplane | 58.6,58.77,58.57,58.5,58.43,58.29,58.13,58.02,57.96,57.85 | | dirt track | 21.51,21.45,21.56,21.59,21.54,21.62,21.65,21.62,21.59,21.61 | | apparel | 35.08,35.34,35.3,35.35,35.49,35.48,35.52,35.52,35.54,35.56 | | pole | 18.58,18.73,18.78,18.71,18.76,18.63,18.81,18.8,18.69,18.83 | | land | 4.32,4.39,4.36,4.37,4.43,4.38,4.45,4.43,4.45,4.39 | | bannister | 12.27,12.33,12.14,12.16,12.26,12.06,12.18,12.14,12.07,12.11 | | escalator | 23.72,23.74,23.79,23.78,23.82,23.86,23.88,23.96,23.96,23.96 | | ottoman | 41.8,41.92,41.96,41.92,41.77,41.74,41.75,41.77,41.73,41.78 | | bottle | 35.81,35.9,35.89,35.74,35.54,35.58,35.53,35.48,35.42,35.38 | | buffet | 39.26,39.78,40.45,41.08,41.51,41.62,42.2,42.53,42.78,43.43 | | poster | 22.68,22.68,22.72,22.6,22.75,22.58,22.54,22.43,22.43,22.58 | | stage | 14.98,15.01,15.08,15.07,15.06,15.04,15.01,15.11,15.07,15.09 | | van | 38.49,38.47,38.68,38.58,38.71,38.74,38.66,38.66,38.88,38.77 | | ship | 77.36,77.3,77.28,77.26,77.28,77.25,77.18,77.15,77.29,77.19 | | fountain | 20.35,20.94,21.14,21.76,22.02,22.16,22.38,22.48,22.52,22.75 | | conveyer belt | 84.01,83.99,84.01,83.99,83.97,83.92,83.87,83.8,83.72,83.54 | | canopy | 24.62,24.74,25.05,25.25,25.41,25.53,25.7,25.78,25.94,26.03 | | washer | 77.65,77.73,77.65,77.61,77.66,77.66,77.71,77.83,77.76,77.83 | | plaything | 22.8,22.73,22.72,22.72,22.64,22.64,22.47,22.42,22.46,22.46 | | swimming pool | 70.74,70.76,70.77,70.77,70.75,70.73,70.81,70.59,70.79,70.66 | | stool | 45.03,45.13,45.17,45.25,45.34,45.35,45.29,45.35,45.33,45.35 | | barrel | 38.74,39.5,38.74,39.95,39.7,39.27,39.28,39.71,39.79,39.54 | | basket | 24.17,24.22,24.19,24.16,24.14,24.16,24.12,24.03,24.0,23.97 | | waterfall | 47.77,47.53,47.48,47.78,47.97,47.71,47.96,48.5,48.6,48.87 | | tent | 95.3,95.28,95.28,95.29,95.19,95.13,95.05,95.03,95.01,94.99 | | bag | 15.95,15.82,15.91,15.81,15.85,15.9,15.92,15.93,15.84,15.88 | | minibike | 60.79,60.9,60.83,60.98,60.95,60.91,61.0,61.08,61.04,61.1 | | cradle | 83.59,83.61,83.73,83.74,83.75,83.76,83.8,83.86,83.88,83.87 | | oven | 44.77,44.72,44.65,44.65,44.9,44.76,44.92,44.91,45.09,45.31 | | ball | 43.19,43.39,43.31,43.31,43.27,43.48,43.38,43.35,43.41,43.49 | | food | 55.43,55.42,55.5,55.52,55.5,55.48,55.34,55.45,55.29,55.32 | | step | 6.5,6.54,6.45,6.43,6.46,6.38,6.47,6.3,6.48,6.51 | | tank | 50.77,50.89,50.58,50.79,50.72,50.9,50.59,50.39,50.36,50.4 | | trade name | 28.33,28.28,28.42,28.5,28.28,28.24,28.62,28.7,28.87,28.86 | | microwave | 71.19,71.33,71.55,71.69,71.75,71.84,72.06,71.98,72.1,72.22 | | pot | 30.59,30.62,30.57,30.48,30.5,30.54,30.55,30.52,30.53,30.48 | | animal | 54.61,54.63,54.62,54.63,54.64,54.65,54.55,54.57,54.57,54.53 | | bicycle | 53.46,53.71,53.74,53.62,53.62,53.9,53.74,53.79,53.88,53.87 | | lake | 56.72,56.73,56.74,56.79,56.8,56.75,56.75,56.77,56.75,56.75 | | dishwasher | 63.98,63.78,63.52,63.47,63.44,63.23,63.05,63.24,62.93,62.85 | | screen | 66.41,66.12,66.2,66.04,65.96,66.08,66.16,66.04,66.1,66.05 | | blanket | 16.09,16.09,15.99,16.1,15.95,16.02,16.07,16.02,16.07,16.06 | | sculpture | 57.46,57.41,57.23,57.29,57.23,57.04,56.98,56.93,56.88,56.77 | | hood | 55.72,55.4,55.77,55.49,55.67,55.95,55.78,55.87,55.8,55.85 | | sconce | 42.92,42.95,43.1,43.29,43.2,43.37,43.6,43.68,43.7,43.75 | | vase | 37.84,37.98,37.99,37.95,37.92,38.01,38.0,38.03,38.06,37.99 | | traffic light | 32.92,32.84,32.91,32.94,32.82,32.8,32.78,32.76,32.77,32.69 | | tray | 5.67,5.73,5.81,5.82,5.9,5.91,5.97,5.97,6.11,6.17 | | ashcan | 41.9,42.04,42.18,42.28,42.52,42.55,42.47,42.65,42.65,42.61 | | fan | 57.36,57.45,57.48,57.51,57.53,57.58,57.7,57.77,57.74,57.82 | | pier | 41.61,42.53,42.43,43.15,42.55,42.9,43.01,43.01,43.01,42.97 | | crt screen | 8.86,9.01,9.2,9.21,9.23,9.31,9.39,9.41,9.45,9.46 | | plate | 51.14,51.24,51.27,51.31,51.36,51.49,51.34,51.5,51.41,51.44 | | monitor | 17.58,17.49,17.44,17.43,17.38,17.3,17.37,17.29,17.23,17.23 | | bulletin board | 39.81,39.93,39.84,40.17,40.11,40.44,40.38,40.5,40.83,41.06 | | shower | 1.94,1.92,1.96,1.88,1.99,1.87,1.87,1.81,1.74,1.74 | | radiator | 61.38,61.47,61.49,61.47,61.62,62.0,61.86,62.12,62.06,62.14 | | glass | 13.98,13.86,13.85,13.85,13.8,13.76,13.74,13.62,13.69,13.57 | | clock | 35.15,35.04,34.96,35.25,34.87,35.08,34.94,35.06,34.87,34.74 | | flag | 35.5,35.6,35.73,35.56,35.7,35.6,35.87,35.87,36.02,36.04 | +---------------------+-------------------------------------------------------------+ 2023-03-02 14:46:50,803 - mmseg - INFO - Summary: 2023-03-02 14:46:50,803 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 48.33,48.37,48.38,48.42,48.42,48.44,48.45,48.47,48.48,48.49 | +-------------------------------------------------------------+ 2023-03-02 14:46:50,859 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100/best_mIoU_iter_16000.pth was removed 2023-03-02 14:46:52,920 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_32000.pth. 2023-03-02 14:46:52,921 - mmseg - INFO - Best mIoU is 0.4849 at 32000 iter. 2023-03-02 14:46:52,921 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:46:52,921 - mmseg - INFO - Iter(val) [250] mIoU: [0.4833, 0.4837, 0.4838, 0.4842, 0.4842, 0.4844, 0.4845, 0.4847, 0.4848, 0.4849], copy_paste: 48.33,48.37,48.38,48.42,48.42,48.44,48.45,48.47,48.48,48.49 2023-03-02 14:46:52,927 - mmseg - INFO - Swap parameters (before train) before iter [32001] 2023-03-02 14:47:06,385 - mmseg - INFO - Iter [32050/400000] lr: 1.500e-04, eta: 1 day, 9:27:27, time: 17.758, data_time: 17.496, memory: 39575, decode.loss_ce: 0.2194, decode.acc_seg: 91.2161, loss: 0.2194 2023-03-02 14:47:19,715 - mmseg - INFO - Iter [32100/400000] lr: 1.500e-04, eta: 1 day, 9:26:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2086, decode.acc_seg: 91.4831, loss: 0.2086 2023-03-02 14:47:33,133 - mmseg - INFO - Iter [32150/400000] lr: 1.500e-04, eta: 1 day, 9:25:45, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2045, decode.acc_seg: 91.7295, loss: 0.2045 2023-03-02 14:47:48,898 - mmseg - INFO - Iter [32200/400000] lr: 1.500e-04, eta: 1 day, 9:25:22, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2146, decode.acc_seg: 91.1761, loss: 0.2146 2023-03-02 14:48:02,158 - mmseg - INFO - Iter [32250/400000] lr: 1.500e-04, eta: 1 day, 9:24:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2050, decode.acc_seg: 91.5918, loss: 0.2050 2023-03-02 14:48:15,368 - mmseg - INFO - Iter [32300/400000] lr: 1.500e-04, eta: 1 day, 9:23:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2148, decode.acc_seg: 91.2082, loss: 0.2148 2023-03-02 14:48:28,558 - mmseg - INFO - Iter [32350/400000] lr: 1.500e-04, eta: 1 day, 9:22:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2106, decode.acc_seg: 91.4158, loss: 0.2106 2023-03-02 14:48:41,875 - mmseg - INFO - Iter [32400/400000] lr: 1.500e-04, eta: 1 day, 9:21:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2021, decode.acc_seg: 91.8994, loss: 0.2021 2023-03-02 14:48:55,104 - mmseg - INFO - Iter [32450/400000] lr: 1.500e-04, eta: 1 day, 9:21:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2141, decode.acc_seg: 91.4385, loss: 0.2141 2023-03-02 14:49:08,384 - mmseg - INFO - Iter [32500/400000] lr: 1.500e-04, eta: 1 day, 9:20:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2183, decode.acc_seg: 91.1661, loss: 0.2183 2023-03-02 14:49:21,587 - mmseg - INFO - Iter [32550/400000] lr: 1.500e-04, eta: 1 day, 9:19:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.5990, loss: 0.2058 2023-03-02 14:49:34,735 - mmseg - INFO - Iter [32600/400000] lr: 1.500e-04, eta: 1 day, 9:18:29, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.5929, loss: 0.2089 2023-03-02 14:49:47,913 - mmseg - INFO - Iter [32650/400000] lr: 1.500e-04, eta: 1 day, 9:17:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2139, decode.acc_seg: 91.2611, loss: 0.2139 2023-03-02 14:50:01,251 - mmseg - INFO - Iter [32700/400000] lr: 1.500e-04, eta: 1 day, 9:16:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2187, decode.acc_seg: 91.1674, loss: 0.2187 2023-03-02 14:50:14,501 - mmseg - INFO - Iter [32750/400000] lr: 1.500e-04, eta: 1 day, 9:15:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2111, decode.acc_seg: 91.4327, loss: 0.2111 2023-03-02 14:50:27,675 - mmseg - INFO - Iter [32800/400000] lr: 1.500e-04, eta: 1 day, 9:15:06, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2122, decode.acc_seg: 91.4813, loss: 0.2122 2023-03-02 14:50:43,615 - mmseg - INFO - Iter [32850/400000] lr: 1.500e-04, eta: 1 day, 9:14:46, time: 0.319, data_time: 0.056, memory: 39575, decode.loss_ce: 0.2106, decode.acc_seg: 91.4162, loss: 0.2106 2023-03-02 14:50:56,845 - mmseg - INFO - Iter [32900/400000] lr: 1.500e-04, eta: 1 day, 9:13:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.6512, loss: 0.2058 2023-03-02 14:51:10,199 - mmseg - INFO - Iter [32950/400000] lr: 1.500e-04, eta: 1 day, 9:13:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2120, decode.acc_seg: 91.1871, loss: 0.2120 2023-03-02 14:51:23,454 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:51:23,454 - mmseg - INFO - Iter [33000/400000] lr: 1.500e-04, eta: 1 day, 9:12:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2034, decode.acc_seg: 91.6374, loss: 0.2034 2023-03-02 14:51:36,665 - mmseg - INFO - Iter [33050/400000] lr: 1.500e-04, eta: 1 day, 9:11:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2088, decode.acc_seg: 91.3601, loss: 0.2088 2023-03-02 14:51:50,016 - mmseg - INFO - Iter [33100/400000] lr: 1.500e-04, eta: 1 day, 9:10:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.3561, loss: 0.2142 2023-03-02 14:52:03,378 - mmseg - INFO - Iter [33150/400000] lr: 1.500e-04, eta: 1 day, 9:09:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2095, decode.acc_seg: 91.5220, loss: 0.2095 2023-03-02 14:52:16,580 - mmseg - INFO - Iter [33200/400000] lr: 1.500e-04, eta: 1 day, 9:08:58, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2110, decode.acc_seg: 91.2916, loss: 0.2110 2023-03-02 14:52:29,873 - mmseg - INFO - Iter [33250/400000] lr: 1.500e-04, eta: 1 day, 9:08:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.5027, loss: 0.2142 2023-03-02 14:52:43,056 - mmseg - INFO - Iter [33300/400000] lr: 1.500e-04, eta: 1 day, 9:07:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2091, decode.acc_seg: 91.5211, loss: 0.2091 2023-03-02 14:52:56,285 - mmseg - INFO - Iter [33350/400000] lr: 1.500e-04, eta: 1 day, 9:06:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2181, decode.acc_seg: 91.1573, loss: 0.2181 2023-03-02 14:53:09,469 - mmseg - INFO - Iter [33400/400000] lr: 1.500e-04, eta: 1 day, 9:05:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.7160, loss: 0.2025 2023-03-02 14:53:25,288 - mmseg - INFO - Iter [33450/400000] lr: 1.500e-04, eta: 1 day, 9:05:18, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2014, decode.acc_seg: 91.8262, loss: 0.2014 2023-03-02 14:53:38,600 - mmseg - INFO - Iter [33500/400000] lr: 1.500e-04, eta: 1 day, 9:04:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.8745, loss: 0.1985 2023-03-02 14:53:51,827 - mmseg - INFO - Iter [33550/400000] lr: 1.500e-04, eta: 1 day, 9:03:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.6001, loss: 0.2058 2023-03-02 14:54:05,126 - mmseg - INFO - Iter [33600/400000] lr: 1.500e-04, eta: 1 day, 9:02:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2143, decode.acc_seg: 91.2195, loss: 0.2143 2023-03-02 14:54:18,392 - mmseg - INFO - Iter [33650/400000] lr: 1.500e-04, eta: 1 day, 9:02:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2022, decode.acc_seg: 91.9179, loss: 0.2022 2023-03-02 14:54:31,699 - mmseg - INFO - Iter [33700/400000] lr: 1.500e-04, eta: 1 day, 9:01:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.3744, loss: 0.2102 2023-03-02 14:54:44,973 - mmseg - INFO - Iter [33750/400000] lr: 1.500e-04, eta: 1 day, 9:00:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2095, decode.acc_seg: 91.4022, loss: 0.2095 2023-03-02 14:54:58,220 - mmseg - INFO - Iter [33800/400000] lr: 1.500e-04, eta: 1 day, 8:59:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2057, decode.acc_seg: 91.6707, loss: 0.2057 2023-03-02 14:55:11,430 - mmseg - INFO - Iter [33850/400000] lr: 1.500e-04, eta: 1 day, 8:58:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2110, decode.acc_seg: 91.3979, loss: 0.2110 2023-03-02 14:55:24,960 - mmseg - INFO - Iter [33900/400000] lr: 1.500e-04, eta: 1 day, 8:58:05, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2057, decode.acc_seg: 91.4882, loss: 0.2057 2023-03-02 14:55:38,237 - mmseg - INFO - Iter [33950/400000] lr: 1.500e-04, eta: 1 day, 8:57:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2038, decode.acc_seg: 91.6852, loss: 0.2038 2023-03-02 14:55:51,714 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 14:55:51,714 - mmseg - INFO - Iter [34000/400000] lr: 1.500e-04, eta: 1 day, 8:56:32, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2197, decode.acc_seg: 91.1643, loss: 0.2197 2023-03-02 14:56:05,064 - mmseg - INFO - Iter [34050/400000] lr: 1.500e-04, eta: 1 day, 8:55:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2155, decode.acc_seg: 91.3929, loss: 0.2155 2023-03-02 14:56:21,013 - mmseg - INFO - Iter [34100/400000] lr: 1.500e-04, eta: 1 day, 8:55:26, time: 0.319, data_time: 0.058, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.3025, loss: 0.2142 2023-03-02 14:56:34,294 - mmseg - INFO - Iter [34150/400000] lr: 1.500e-04, eta: 1 day, 8:54:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2128, decode.acc_seg: 91.3770, loss: 0.2128 2023-03-02 14:56:47,527 - mmseg - INFO - Iter [34200/400000] lr: 1.500e-04, eta: 1 day, 8:53:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2148, decode.acc_seg: 91.1469, loss: 0.2148 2023-03-02 14:57:00,917 - mmseg - INFO - Iter [34250/400000] lr: 1.500e-04, eta: 1 day, 8:53:05, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2155, decode.acc_seg: 91.2416, loss: 0.2155 2023-03-02 14:57:14,152 - mmseg - INFO - Iter [34300/400000] lr: 1.500e-04, eta: 1 day, 8:52:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2111, decode.acc_seg: 91.3708, loss: 0.2111 2023-03-02 14:57:27,429 - mmseg - INFO - Iter [34350/400000] lr: 1.500e-04, eta: 1 day, 8:51:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2037, decode.acc_seg: 91.6216, loss: 0.2037 2023-03-02 14:57:40,587 - mmseg - INFO - Iter [34400/400000] lr: 1.500e-04, eta: 1 day, 8:50:42, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.4601, loss: 0.2142 2023-03-02 14:57:53,772 - mmseg - INFO - Iter [34450/400000] lr: 1.500e-04, eta: 1 day, 8:49:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2019, decode.acc_seg: 91.6500, loss: 0.2019 2023-03-02 14:58:07,138 - mmseg - INFO - Iter [34500/400000] lr: 1.500e-04, eta: 1 day, 8:49:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2062, decode.acc_seg: 91.6727, loss: 0.2062 2023-03-02 14:58:20,391 - mmseg - INFO - Iter [34550/400000] lr: 1.500e-04, eta: 1 day, 8:48:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2135, decode.acc_seg: 91.3179, loss: 0.2135 2023-03-02 14:58:33,645 - mmseg - INFO - Iter [34600/400000] lr: 1.500e-04, eta: 1 day, 8:47:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2163, decode.acc_seg: 91.1452, loss: 0.2163 2023-03-02 14:58:46,836 - mmseg - INFO - Iter [34650/400000] lr: 1.500e-04, eta: 1 day, 8:46:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2114, decode.acc_seg: 91.5122, loss: 0.2114 2023-03-02 14:59:00,053 - mmseg - INFO - Iter [34700/400000] lr: 1.500e-04, eta: 1 day, 8:46:00, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2173, decode.acc_seg: 91.1256, loss: 0.2173 2023-03-02 14:59:15,948 - mmseg - INFO - Iter [34750/400000] lr: 1.500e-04, eta: 1 day, 8:45:41, time: 0.318, data_time: 0.059, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.2562, loss: 0.2103 2023-03-02 14:59:29,169 - mmseg - INFO - Iter [34800/400000] lr: 1.500e-04, eta: 1 day, 8:44:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2101, decode.acc_seg: 91.3931, loss: 0.2101 2023-03-02 14:59:42,355 - mmseg - INFO - Iter [34850/400000] lr: 1.500e-04, eta: 1 day, 8:44:07, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2123, decode.acc_seg: 91.5123, loss: 0.2123 2023-03-02 14:59:55,514 - mmseg - INFO - Iter [34900/400000] lr: 1.500e-04, eta: 1 day, 8:43:20, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2157, decode.acc_seg: 91.3078, loss: 0.2157 2023-03-02 15:00:08,745 - mmseg - INFO - Iter [34950/400000] lr: 1.500e-04, eta: 1 day, 8:42:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2034, decode.acc_seg: 91.6425, loss: 0.2034 2023-03-02 15:00:22,021 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:00:22,021 - mmseg - INFO - Iter [35000/400000] lr: 1.500e-04, eta: 1 day, 8:41:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2147, decode.acc_seg: 91.3149, loss: 0.2147 2023-03-02 15:00:35,199 - mmseg - INFO - Iter [35050/400000] lr: 1.500e-04, eta: 1 day, 8:41:01, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2066, decode.acc_seg: 91.5455, loss: 0.2066 2023-03-02 15:00:48,381 - mmseg - INFO - Iter [35100/400000] lr: 1.500e-04, eta: 1 day, 8:40:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2085, decode.acc_seg: 91.5944, loss: 0.2085 2023-03-02 15:01:01,721 - mmseg - INFO - Iter [35150/400000] lr: 1.500e-04, eta: 1 day, 8:39:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2111, decode.acc_seg: 91.5184, loss: 0.2111 2023-03-02 15:01:14,889 - mmseg - INFO - Iter [35200/400000] lr: 1.500e-04, eta: 1 day, 8:38:43, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2185, decode.acc_seg: 91.3327, loss: 0.2185 2023-03-02 15:01:28,183 - mmseg - INFO - Iter [35250/400000] lr: 1.500e-04, eta: 1 day, 8:37:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2082, decode.acc_seg: 91.5014, loss: 0.2082 2023-03-02 15:01:41,353 - mmseg - INFO - Iter [35300/400000] lr: 1.500e-04, eta: 1 day, 8:37:11, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.5445, loss: 0.2078 2023-03-02 15:01:57,058 - mmseg - INFO - Iter [35350/400000] lr: 1.500e-04, eta: 1 day, 8:36:51, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2211, decode.acc_seg: 91.0151, loss: 0.2211 2023-03-02 15:02:10,268 - mmseg - INFO - Iter [35400/400000] lr: 1.500e-04, eta: 1 day, 8:36:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2141, decode.acc_seg: 91.4349, loss: 0.2141 2023-03-02 15:02:23,497 - mmseg - INFO - Iter [35450/400000] lr: 1.500e-04, eta: 1 day, 8:35:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2112, decode.acc_seg: 91.4203, loss: 0.2112 2023-03-02 15:02:36,806 - mmseg - INFO - Iter [35500/400000] lr: 1.500e-04, eta: 1 day, 8:34:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2042, decode.acc_seg: 91.7965, loss: 0.2042 2023-03-02 15:02:50,028 - mmseg - INFO - Iter [35550/400000] lr: 1.500e-04, eta: 1 day, 8:33:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2041, decode.acc_seg: 91.6786, loss: 0.2041 2023-03-02 15:03:03,211 - mmseg - INFO - Iter [35600/400000] lr: 1.500e-04, eta: 1 day, 8:33:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2068, decode.acc_seg: 91.7248, loss: 0.2068 2023-03-02 15:03:16,408 - mmseg - INFO - Iter [35650/400000] lr: 1.500e-04, eta: 1 day, 8:32:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2176, decode.acc_seg: 91.2190, loss: 0.2176 2023-03-02 15:03:29,629 - mmseg - INFO - Iter [35700/400000] lr: 1.500e-04, eta: 1 day, 8:31:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2108, decode.acc_seg: 91.4958, loss: 0.2108 2023-03-02 15:03:42,898 - mmseg - INFO - Iter [35750/400000] lr: 1.500e-04, eta: 1 day, 8:30:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2004, decode.acc_seg: 91.7004, loss: 0.2004 2023-03-02 15:03:56,209 - mmseg - INFO - Iter [35800/400000] lr: 1.500e-04, eta: 1 day, 8:30:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2026, decode.acc_seg: 91.7420, loss: 0.2026 2023-03-02 15:04:09,489 - mmseg - INFO - Iter [35850/400000] lr: 1.500e-04, eta: 1 day, 8:29:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2109, decode.acc_seg: 91.4874, loss: 0.2109 2023-03-02 15:04:22,718 - mmseg - INFO - Iter [35900/400000] lr: 1.500e-04, eta: 1 day, 8:28:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2118, decode.acc_seg: 91.3756, loss: 0.2118 2023-03-02 15:04:35,978 - mmseg - INFO - Iter [35950/400000] lr: 1.500e-04, eta: 1 day, 8:27:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2023, decode.acc_seg: 91.7404, loss: 0.2023 2023-03-02 15:04:51,859 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:04:51,859 - mmseg - INFO - Iter [36000/400000] lr: 1.500e-04, eta: 1 day, 8:27:33, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.3453, loss: 0.2115 2023-03-02 15:05:05,127 - mmseg - INFO - Iter [36050/400000] lr: 1.500e-04, eta: 1 day, 8:26:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2031, decode.acc_seg: 91.6933, loss: 0.2031 2023-03-02 15:05:18,364 - mmseg - INFO - Iter [36100/400000] lr: 1.500e-04, eta: 1 day, 8:26:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2116, decode.acc_seg: 91.5482, loss: 0.2116 2023-03-02 15:05:31,616 - mmseg - INFO - Iter [36150/400000] lr: 1.500e-04, eta: 1 day, 8:25:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2041, decode.acc_seg: 91.6386, loss: 0.2041 2023-03-02 15:05:44,935 - mmseg - INFO - Iter [36200/400000] lr: 1.500e-04, eta: 1 day, 8:24:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2046, decode.acc_seg: 91.5325, loss: 0.2046 2023-03-02 15:05:58,243 - mmseg - INFO - Iter [36250/400000] lr: 1.500e-04, eta: 1 day, 8:23:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.5976, loss: 0.2074 2023-03-02 15:06:11,470 - mmseg - INFO - Iter [36300/400000] lr: 1.500e-04, eta: 1 day, 8:23:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2101, decode.acc_seg: 91.3616, loss: 0.2101 2023-03-02 15:06:24,736 - mmseg - INFO - Iter [36350/400000] lr: 1.500e-04, eta: 1 day, 8:22:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1993, decode.acc_seg: 91.8880, loss: 0.1993 2023-03-02 15:06:37,996 - mmseg - INFO - Iter [36400/400000] lr: 1.500e-04, eta: 1 day, 8:21:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2129, decode.acc_seg: 91.2880, loss: 0.2129 2023-03-02 15:06:51,259 - mmseg - INFO - Iter [36450/400000] lr: 1.500e-04, eta: 1 day, 8:20:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2134, decode.acc_seg: 91.3077, loss: 0.2134 2023-03-02 15:07:04,514 - mmseg - INFO - Iter [36500/400000] lr: 1.500e-04, eta: 1 day, 8:20:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 91.9641, loss: 0.1952 2023-03-02 15:07:17,810 - mmseg - INFO - Iter [36550/400000] lr: 1.500e-04, eta: 1 day, 8:19:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2036, decode.acc_seg: 91.7960, loss: 0.2036 2023-03-02 15:07:33,531 - mmseg - INFO - Iter [36600/400000] lr: 1.500e-04, eta: 1 day, 8:19:13, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2181, decode.acc_seg: 91.2432, loss: 0.2181 2023-03-02 15:07:46,795 - mmseg - INFO - Iter [36650/400000] lr: 1.500e-04, eta: 1 day, 8:18:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2138, decode.acc_seg: 91.3237, loss: 0.2138 2023-03-02 15:08:00,113 - mmseg - INFO - Iter [36700/400000] lr: 1.500e-04, eta: 1 day, 8:17:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2047, decode.acc_seg: 91.8398, loss: 0.2047 2023-03-02 15:08:13,350 - mmseg - INFO - Iter [36750/400000] lr: 1.500e-04, eta: 1 day, 8:17:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2061, decode.acc_seg: 91.5659, loss: 0.2061 2023-03-02 15:08:26,721 - mmseg - INFO - Iter [36800/400000] lr: 1.500e-04, eta: 1 day, 8:16:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1983, decode.acc_seg: 91.9873, loss: 0.1983 2023-03-02 15:08:39,965 - mmseg - INFO - Iter [36850/400000] lr: 1.500e-04, eta: 1 day, 8:15:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.4757, loss: 0.2089 2023-03-02 15:08:53,138 - mmseg - INFO - Iter [36900/400000] lr: 1.500e-04, eta: 1 day, 8:14:55, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2094, decode.acc_seg: 91.4640, loss: 0.2094 2023-03-02 15:09:06,365 - mmseg - INFO - Iter [36950/400000] lr: 1.500e-04, eta: 1 day, 8:14:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1967, decode.acc_seg: 91.8654, loss: 0.1967 2023-03-02 15:09:19,593 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:09:19,593 - mmseg - INFO - Iter [37000/400000] lr: 1.500e-04, eta: 1 day, 8:13:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2249, decode.acc_seg: 91.1493, loss: 0.2249 2023-03-02 15:09:32,892 - mmseg - INFO - Iter [37050/400000] lr: 1.500e-04, eta: 1 day, 8:12:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2090, decode.acc_seg: 91.4748, loss: 0.2090 2023-03-02 15:09:46,097 - mmseg - INFO - Iter [37100/400000] lr: 1.500e-04, eta: 1 day, 8:12:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2051, decode.acc_seg: 91.4988, loss: 0.2051 2023-03-02 15:09:59,301 - mmseg - INFO - Iter [37150/400000] lr: 1.500e-04, eta: 1 day, 8:11:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2090, decode.acc_seg: 91.3483, loss: 0.2090 2023-03-02 15:10:12,463 - mmseg - INFO - Iter [37200/400000] lr: 1.500e-04, eta: 1 day, 8:10:37, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2119, decode.acc_seg: 91.3092, loss: 0.2119 2023-03-02 15:10:28,228 - mmseg - INFO - Iter [37250/400000] lr: 1.500e-04, eta: 1 day, 8:10:19, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2064, decode.acc_seg: 91.5854, loss: 0.2064 2023-03-02 15:10:41,493 - mmseg - INFO - Iter [37300/400000] lr: 1.500e-04, eta: 1 day, 8:09:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2006, decode.acc_seg: 91.7438, loss: 0.2006 2023-03-02 15:10:54,897 - mmseg - INFO - Iter [37350/400000] lr: 1.500e-04, eta: 1 day, 8:08:56, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2054, decode.acc_seg: 91.6102, loss: 0.2054 2023-03-02 15:11:08,098 - mmseg - INFO - Iter [37400/400000] lr: 1.500e-04, eta: 1 day, 8:08:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.3623, loss: 0.2137 2023-03-02 15:11:21,354 - mmseg - INFO - Iter [37450/400000] lr: 1.500e-04, eta: 1 day, 8:07:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2064, decode.acc_seg: 91.5780, loss: 0.2064 2023-03-02 15:11:34,676 - mmseg - INFO - Iter [37500/400000] lr: 1.500e-04, eta: 1 day, 8:06:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2002, decode.acc_seg: 91.7847, loss: 0.2002 2023-03-02 15:11:48,149 - mmseg - INFO - Iter [37550/400000] lr: 1.500e-04, eta: 1 day, 8:06:10, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2139, decode.acc_seg: 91.3548, loss: 0.2139 2023-03-02 15:12:01,341 - mmseg - INFO - Iter [37600/400000] lr: 1.500e-04, eta: 1 day, 8:05:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2136, decode.acc_seg: 91.4291, loss: 0.2136 2023-03-02 15:12:14,562 - mmseg - INFO - Iter [37650/400000] lr: 1.500e-04, eta: 1 day, 8:04:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2095, decode.acc_seg: 91.3841, loss: 0.2095 2023-03-02 15:12:27,741 - mmseg - INFO - Iter [37700/400000] lr: 1.500e-04, eta: 1 day, 8:04:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2114, decode.acc_seg: 91.3661, loss: 0.2114 2023-03-02 15:12:40,982 - mmseg - INFO - Iter [37750/400000] lr: 1.500e-04, eta: 1 day, 8:03:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2033, decode.acc_seg: 91.6815, loss: 0.2033 2023-03-02 15:12:54,234 - mmseg - INFO - Iter [37800/400000] lr: 1.500e-04, eta: 1 day, 8:02:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2099, decode.acc_seg: 91.4327, loss: 0.2099 2023-03-02 15:13:07,446 - mmseg - INFO - Iter [37850/400000] lr: 1.500e-04, eta: 1 day, 8:01:58, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2057, decode.acc_seg: 91.5052, loss: 0.2057 2023-03-02 15:13:23,244 - mmseg - INFO - Iter [37900/400000] lr: 1.500e-04, eta: 1 day, 8:01:41, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2121, decode.acc_seg: 91.3834, loss: 0.2121 2023-03-02 15:13:36,531 - mmseg - INFO - Iter [37950/400000] lr: 1.500e-04, eta: 1 day, 8:01:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2024, decode.acc_seg: 91.6963, loss: 0.2024 2023-03-02 15:13:49,915 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:13:49,915 - mmseg - INFO - Iter [38000/400000] lr: 1.500e-04, eta: 1 day, 8:00:20, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2160, decode.acc_seg: 91.4007, loss: 0.2160 2023-03-02 15:14:03,197 - mmseg - INFO - Iter [38050/400000] lr: 1.500e-04, eta: 1 day, 7:59:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2200, decode.acc_seg: 91.1791, loss: 0.2200 2023-03-02 15:14:16,636 - mmseg - INFO - Iter [38100/400000] lr: 1.500e-04, eta: 1 day, 7:58:59, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2081, decode.acc_seg: 91.4819, loss: 0.2081 2023-03-02 15:14:30,146 - mmseg - INFO - Iter [38150/400000] lr: 1.500e-04, eta: 1 day, 7:58:21, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.3981, loss: 0.2102 2023-03-02 15:14:43,339 - mmseg - INFO - Iter [38200/400000] lr: 1.500e-04, eta: 1 day, 7:57:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2042, decode.acc_seg: 91.6966, loss: 0.2042 2023-03-02 15:14:56,582 - mmseg - INFO - Iter [38250/400000] lr: 1.500e-04, eta: 1 day, 7:56:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2063, decode.acc_seg: 91.6560, loss: 0.2063 2023-03-02 15:15:09,922 - mmseg - INFO - Iter [38300/400000] lr: 1.500e-04, eta: 1 day, 7:56:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2144, decode.acc_seg: 91.4459, loss: 0.2144 2023-03-02 15:15:23,235 - mmseg - INFO - Iter [38350/400000] lr: 1.500e-04, eta: 1 day, 7:55:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2180, decode.acc_seg: 91.2810, loss: 0.2180 2023-03-02 15:15:36,444 - mmseg - INFO - Iter [38400/400000] lr: 1.500e-04, eta: 1 day, 7:54:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2106, decode.acc_seg: 91.4763, loss: 0.2106 2023-03-02 15:15:49,717 - mmseg - INFO - Iter [38450/400000] lr: 1.500e-04, eta: 1 day, 7:54:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2064, decode.acc_seg: 91.6767, loss: 0.2064 2023-03-02 15:16:05,507 - mmseg - INFO - Iter [38500/400000] lr: 1.500e-04, eta: 1 day, 7:53:59, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2037, decode.acc_seg: 91.6845, loss: 0.2037 2023-03-02 15:16:18,739 - mmseg - INFO - Iter [38550/400000] lr: 1.500e-04, eta: 1 day, 7:53:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2060, decode.acc_seg: 91.5318, loss: 0.2060 2023-03-02 15:16:32,199 - mmseg - INFO - Iter [38600/400000] lr: 1.500e-04, eta: 1 day, 7:52:40, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2054, decode.acc_seg: 91.5060, loss: 0.2054 2023-03-02 15:16:45,421 - mmseg - INFO - Iter [38650/400000] lr: 1.500e-04, eta: 1 day, 7:51:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2004, decode.acc_seg: 91.7446, loss: 0.2004 2023-03-02 15:16:58,661 - mmseg - INFO - Iter [38700/400000] lr: 1.500e-04, eta: 1 day, 7:51:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2091, decode.acc_seg: 91.3642, loss: 0.2091 2023-03-02 15:17:11,957 - mmseg - INFO - Iter [38750/400000] lr: 1.500e-04, eta: 1 day, 7:50:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2048, decode.acc_seg: 91.6484, loss: 0.2048 2023-03-02 15:17:25,266 - mmseg - INFO - Iter [38800/400000] lr: 1.500e-04, eta: 1 day, 7:49:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2083, decode.acc_seg: 91.5490, loss: 0.2083 2023-03-02 15:17:38,598 - mmseg - INFO - Iter [38850/400000] lr: 1.500e-04, eta: 1 day, 7:49:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2116, decode.acc_seg: 91.4847, loss: 0.2116 2023-03-02 15:17:51,844 - mmseg - INFO - Iter [38900/400000] lr: 1.500e-04, eta: 1 day, 7:48:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2037, decode.acc_seg: 91.7698, loss: 0.2037 2023-03-02 15:18:05,039 - mmseg - INFO - Iter [38950/400000] lr: 1.500e-04, eta: 1 day, 7:47:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2056, decode.acc_seg: 91.7508, loss: 0.2056 2023-03-02 15:18:18,270 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:18:18,270 - mmseg - INFO - Iter [39000/400000] lr: 1.500e-04, eta: 1 day, 7:47:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2014, decode.acc_seg: 91.6890, loss: 0.2014 2023-03-02 15:18:31,745 - mmseg - INFO - Iter [39050/400000] lr: 1.500e-04, eta: 1 day, 7:46:41, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1979, decode.acc_seg: 92.0165, loss: 0.1979 2023-03-02 15:18:45,191 - mmseg - INFO - Iter [39100/400000] lr: 1.500e-04, eta: 1 day, 7:46:03, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2013, decode.acc_seg: 91.7214, loss: 0.2013 2023-03-02 15:19:00,932 - mmseg - INFO - Iter [39150/400000] lr: 1.500e-04, eta: 1 day, 7:45:47, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2008, decode.acc_seg: 91.8094, loss: 0.2008 2023-03-02 15:19:14,148 - mmseg - INFO - Iter [39200/400000] lr: 1.500e-04, eta: 1 day, 7:45:07, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1999, decode.acc_seg: 91.7880, loss: 0.1999 2023-03-02 15:19:27,340 - mmseg - INFO - Iter [39250/400000] lr: 1.500e-04, eta: 1 day, 7:44:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.6056, loss: 0.2074 2023-03-02 15:19:40,590 - mmseg - INFO - Iter [39300/400000] lr: 1.500e-04, eta: 1 day, 7:43:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1999, decode.acc_seg: 91.7256, loss: 0.1999 2023-03-02 15:19:53,945 - mmseg - INFO - Iter [39350/400000] lr: 1.500e-04, eta: 1 day, 7:43:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.7218, loss: 0.2025 2023-03-02 15:20:07,258 - mmseg - INFO - Iter [39400/400000] lr: 1.500e-04, eta: 1 day, 7:42:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2070, decode.acc_seg: 91.5707, loss: 0.2070 2023-03-02 15:20:20,453 - mmseg - INFO - Iter [39450/400000] lr: 1.500e-04, eta: 1 day, 7:41:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.4015, loss: 0.2075 2023-03-02 15:20:33,772 - mmseg - INFO - Iter [39500/400000] lr: 1.500e-04, eta: 1 day, 7:41:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2041, decode.acc_seg: 91.6573, loss: 0.2041 2023-03-02 15:20:46,973 - mmseg - INFO - Iter [39550/400000] lr: 1.500e-04, eta: 1 day, 7:40:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2041, decode.acc_seg: 91.6980, loss: 0.2041 2023-03-02 15:21:00,285 - mmseg - INFO - Iter [39600/400000] lr: 1.500e-04, eta: 1 day, 7:39:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2104, decode.acc_seg: 91.3995, loss: 0.2104 2023-03-02 15:21:13,630 - mmseg - INFO - Iter [39650/400000] lr: 1.500e-04, eta: 1 day, 7:39:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2121, decode.acc_seg: 91.4868, loss: 0.2121 2023-03-02 15:21:26,908 - mmseg - INFO - Iter [39700/400000] lr: 1.500e-04, eta: 1 day, 7:38:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.5010, loss: 0.2103 2023-03-02 15:21:40,086 - mmseg - INFO - Iter [39750/400000] lr: 1.500e-04, eta: 1 day, 7:37:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2036, decode.acc_seg: 91.7277, loss: 0.2036 2023-03-02 15:21:56,024 - mmseg - INFO - Iter [39800/400000] lr: 1.500e-04, eta: 1 day, 7:37:41, time: 0.319, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2055, decode.acc_seg: 91.5337, loss: 0.2055 2023-03-02 15:22:09,257 - mmseg - INFO - Iter [39850/400000] lr: 1.500e-04, eta: 1 day, 7:37:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.6985, loss: 0.2058 2023-03-02 15:22:22,488 - mmseg - INFO - Iter [39900/400000] lr: 1.500e-04, eta: 1 day, 7:36:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2123, decode.acc_seg: 91.3228, loss: 0.2123 2023-03-02 15:22:35,734 - mmseg - INFO - Iter [39950/400000] lr: 1.500e-04, eta: 1 day, 7:35:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2065, decode.acc_seg: 91.4967, loss: 0.2065 2023-03-02 15:22:49,005 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:22:49,005 - mmseg - INFO - Iter [40000/400000] lr: 1.500e-04, eta: 1 day, 7:35:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2072, decode.acc_seg: 91.4767, loss: 0.2072 2023-03-02 15:23:02,268 - mmseg - INFO - Iter [40050/400000] lr: 1.500e-04, eta: 1 day, 7:34:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1991, decode.acc_seg: 91.7748, loss: 0.1991 2023-03-02 15:23:15,758 - mmseg - INFO - Iter [40100/400000] lr: 1.500e-04, eta: 1 day, 7:33:51, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2063, decode.acc_seg: 91.5707, loss: 0.2063 2023-03-02 15:23:28,996 - mmseg - INFO - Iter [40150/400000] lr: 1.500e-04, eta: 1 day, 7:33:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2122, decode.acc_seg: 91.2694, loss: 0.2122 2023-03-02 15:23:42,221 - mmseg - INFO - Iter [40200/400000] lr: 1.500e-04, eta: 1 day, 7:32:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1979, decode.acc_seg: 91.9169, loss: 0.1979 2023-03-02 15:23:55,500 - mmseg - INFO - Iter [40250/400000] lr: 1.500e-04, eta: 1 day, 7:31:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2142, decode.acc_seg: 91.5285, loss: 0.2142 2023-03-02 15:24:08,696 - mmseg - INFO - Iter [40300/400000] lr: 1.500e-04, eta: 1 day, 7:31:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2090, decode.acc_seg: 91.5599, loss: 0.2090 2023-03-02 15:24:21,975 - mmseg - INFO - Iter [40350/400000] lr: 1.500e-04, eta: 1 day, 7:30:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2002, decode.acc_seg: 91.8780, loss: 0.2002 2023-03-02 15:24:37,853 - mmseg - INFO - Iter [40400/400000] lr: 1.500e-04, eta: 1 day, 7:30:24, time: 0.318, data_time: 0.059, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.5850, loss: 0.2078 2023-03-02 15:24:51,255 - mmseg - INFO - Iter [40450/400000] lr: 1.500e-04, eta: 1 day, 7:29:47, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2016, decode.acc_seg: 91.8487, loss: 0.2016 2023-03-02 15:25:04,579 - mmseg - INFO - Iter [40500/400000] lr: 1.500e-04, eta: 1 day, 7:29:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2023, decode.acc_seg: 91.8465, loss: 0.2023 2023-03-02 15:25:17,922 - mmseg - INFO - Iter [40550/400000] lr: 1.500e-04, eta: 1 day, 7:28:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2125, decode.acc_seg: 91.3089, loss: 0.2125 2023-03-02 15:25:31,108 - mmseg - INFO - Iter [40600/400000] lr: 1.500e-04, eta: 1 day, 7:27:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2022, decode.acc_seg: 91.7156, loss: 0.2022 2023-03-02 15:25:44,443 - mmseg - INFO - Iter [40650/400000] lr: 1.500e-04, eta: 1 day, 7:27:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2052, decode.acc_seg: 91.4918, loss: 0.2052 2023-03-02 15:25:57,625 - mmseg - INFO - Iter [40700/400000] lr: 1.500e-04, eta: 1 day, 7:26:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2029, decode.acc_seg: 91.8444, loss: 0.2029 2023-03-02 15:26:10,953 - mmseg - INFO - Iter [40750/400000] lr: 1.500e-04, eta: 1 day, 7:26:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2110, decode.acc_seg: 91.4473, loss: 0.2110 2023-03-02 15:26:24,145 - mmseg - INFO - Iter [40800/400000] lr: 1.500e-04, eta: 1 day, 7:25:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2015, decode.acc_seg: 91.7881, loss: 0.2015 2023-03-02 15:26:37,620 - mmseg - INFO - Iter [40850/400000] lr: 1.500e-04, eta: 1 day, 7:24:47, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2143, decode.acc_seg: 91.3084, loss: 0.2143 2023-03-02 15:26:51,004 - mmseg - INFO - Iter [40900/400000] lr: 1.500e-04, eta: 1 day, 7:24:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2140, decode.acc_seg: 91.3966, loss: 0.2140 2023-03-02 15:27:04,181 - mmseg - INFO - Iter [40950/400000] lr: 1.500e-04, eta: 1 day, 7:23:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2093, decode.acc_seg: 91.4924, loss: 0.2093 2023-03-02 15:27:17,606 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:27:17,606 - mmseg - INFO - Iter [41000/400000] lr: 1.500e-04, eta: 1 day, 7:22:56, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2116, decode.acc_seg: 91.3285, loss: 0.2116 2023-03-02 15:27:33,620 - mmseg - INFO - Iter [41050/400000] lr: 1.500e-04, eta: 1 day, 7:22:43, time: 0.321, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2089, decode.acc_seg: 91.4772, loss: 0.2089 2023-03-02 15:27:46,834 - mmseg - INFO - Iter [41100/400000] lr: 1.500e-04, eta: 1 day, 7:22:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1997, decode.acc_seg: 91.9780, loss: 0.1997 2023-03-02 15:28:00,266 - mmseg - INFO - Iter [41150/400000] lr: 1.500e-04, eta: 1 day, 7:21:29, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.5765, loss: 0.2078 2023-03-02 15:28:13,714 - mmseg - INFO - Iter [41200/400000] lr: 1.500e-04, eta: 1 day, 7:20:54, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1984, decode.acc_seg: 91.8347, loss: 0.1984 2023-03-02 15:28:27,046 - mmseg - INFO - Iter [41250/400000] lr: 1.500e-04, eta: 1 day, 7:20:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2101, decode.acc_seg: 91.5732, loss: 0.2101 2023-03-02 15:28:40,322 - mmseg - INFO - Iter [41300/400000] lr: 1.500e-04, eta: 1 day, 7:19:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2151, decode.acc_seg: 91.3231, loss: 0.2151 2023-03-02 15:28:53,545 - mmseg - INFO - Iter [41350/400000] lr: 1.500e-04, eta: 1 day, 7:19:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2163, decode.acc_seg: 91.2516, loss: 0.2163 2023-03-02 15:29:07,023 - mmseg - INFO - Iter [41400/400000] lr: 1.500e-04, eta: 1 day, 7:18:28, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2085, decode.acc_seg: 91.5801, loss: 0.2085 2023-03-02 15:29:20,229 - mmseg - INFO - Iter [41450/400000] lr: 1.500e-04, eta: 1 day, 7:17:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2113, decode.acc_seg: 91.4190, loss: 0.2113 2023-03-02 15:29:33,551 - mmseg - INFO - Iter 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15:30:42,583 - mmseg - INFO - Iter [41750/400000] lr: 1.500e-04, eta: 1 day, 7:14:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2004, decode.acc_seg: 91.7579, loss: 0.2004 2023-03-02 15:30:55,769 - mmseg - INFO - Iter [41800/400000] lr: 1.500e-04, eta: 1 day, 7:13:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.6781, loss: 0.2025 2023-03-02 15:31:08,946 - mmseg - INFO - Iter [41850/400000] lr: 1.500e-04, eta: 1 day, 7:13:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.6598, loss: 0.2075 2023-03-02 15:31:22,212 - mmseg - INFO - Iter [41900/400000] lr: 1.500e-04, eta: 1 day, 7:12:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.5601, loss: 0.2058 2023-03-02 15:31:35,434 - mmseg - INFO - Iter [41950/400000] lr: 1.500e-04, eta: 1 day, 7:12:06, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1993, decode.acc_seg: 91.8089, loss: 0.1993 2023-03-02 15:31:48,640 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:31:48,640 - mmseg - INFO - Iter [42000/400000] lr: 1.500e-04, eta: 1 day, 7:11:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2047, decode.acc_seg: 91.6193, loss: 0.2047 2023-03-02 15:32:01,947 - mmseg - INFO - Iter [42050/400000] lr: 1.500e-04, eta: 1 day, 7:10:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.3456, loss: 0.2137 2023-03-02 15:32:15,286 - mmseg - INFO - Iter [42100/400000] lr: 1.500e-04, eta: 1 day, 7:10:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2014, decode.acc_seg: 91.8469, loss: 0.2014 2023-03-02 15:32:28,519 - mmseg - INFO - Iter [42150/400000] lr: 1.500e-04, eta: 1 day, 7:09:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2250, decode.acc_seg: 91.0882, loss: 0.2250 2023-03-02 15:32:41,735 - mmseg - INFO - Iter [42200/400000] lr: 1.500e-04, eta: 1 day, 7:09:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1994, decode.acc_seg: 91.9025, loss: 0.1994 2023-03-02 15:32:55,163 - mmseg - INFO - Iter [42250/400000] lr: 1.500e-04, eta: 1 day, 7:08:30, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2189, decode.acc_seg: 91.0801, loss: 0.2189 2023-03-02 15:33:10,934 - mmseg - INFO - Iter [42300/400000] lr: 1.500e-04, eta: 1 day, 7:08:15, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2042, decode.acc_seg: 91.8687, loss: 0.2042 2023-03-02 15:33:24,157 - mmseg - INFO - Iter [42350/400000] lr: 1.500e-04, eta: 1 day, 7:07:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2022, decode.acc_seg: 91.6692, loss: 0.2022 2023-03-02 15:33:37,358 - mmseg - INFO - Iter [42400/400000] lr: 1.500e-04, eta: 1 day, 7:07:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2071, decode.acc_seg: 91.6504, loss: 0.2071 2023-03-02 15:33:50,547 - mmseg - INFO - Iter [42450/400000] lr: 1.500e-04, eta: 1 day, 7:06:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2130, decode.acc_seg: 91.3445, loss: 0.2130 2023-03-02 15:34:03,981 - mmseg - INFO - Iter [42500/400000] lr: 1.500e-04, eta: 1 day, 7:05:52, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2047, decode.acc_seg: 91.7683, loss: 0.2047 2023-03-02 15:34:17,301 - mmseg - INFO - Iter [42550/400000] lr: 1.500e-04, eta: 1 day, 7:05:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2084, decode.acc_seg: 91.7239, loss: 0.2084 2023-03-02 15:34:30,561 - mmseg - INFO - Iter [42600/400000] lr: 1.500e-04, eta: 1 day, 7:04:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2143, decode.acc_seg: 91.2569, loss: 0.2143 2023-03-02 15:34:43,831 - mmseg - INFO - Iter [42650/400000] lr: 1.500e-04, eta: 1 day, 7:04:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2100, decode.acc_seg: 91.5043, loss: 0.2100 2023-03-02 15:34:57,185 - mmseg - INFO - Iter [42700/400000] lr: 1.500e-04, eta: 1 day, 7:03:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2109, decode.acc_seg: 91.4096, loss: 0.2109 2023-03-02 15:35:10,840 - mmseg - INFO - Iter [42750/400000] lr: 1.500e-04, eta: 1 day, 7:02:58, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2003, decode.acc_seg: 91.8983, loss: 0.2003 2023-03-02 15:35:24,083 - mmseg - INFO - Iter [42800/400000] lr: 1.500e-04, eta: 1 day, 7:02:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1993, decode.acc_seg: 91.7489, loss: 0.1993 2023-03-02 15:35:37,258 - mmseg - INFO - Iter [42850/400000] lr: 1.500e-04, eta: 1 day, 7:01:46, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1970, decode.acc_seg: 91.9002, loss: 0.1970 2023-03-02 15:35:50,539 - mmseg - INFO - Iter [42900/400000] lr: 1.500e-04, eta: 1 day, 7:01:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2017, decode.acc_seg: 91.6404, loss: 0.2017 2023-03-02 15:36:06,424 - mmseg - INFO - Iter [42950/400000] lr: 1.500e-04, eta: 1 day, 7:00:57, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2080, decode.acc_seg: 91.6161, loss: 0.2080 2023-03-02 15:36:19,724 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:36:19,724 - mmseg - INFO - Iter [43000/400000] lr: 1.500e-04, eta: 1 day, 7:00:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.4244, loss: 0.2087 2023-03-02 15:36:32,888 - mmseg - INFO - Iter [43050/400000] lr: 1.500e-04, eta: 1 day, 6:59:46, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2131, decode.acc_seg: 91.3264, loss: 0.2131 2023-03-02 15:36:46,094 - mmseg - INFO - Iter [43100/400000] lr: 1.500e-04, eta: 1 day, 6:59:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2093, decode.acc_seg: 91.5043, loss: 0.2093 2023-03-02 15:36:59,297 - mmseg - INFO - Iter [43150/400000] lr: 1.500e-04, eta: 1 day, 6:58:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.3375, loss: 0.2103 2023-03-02 15:37:12,858 - mmseg - INFO - Iter [43200/400000] lr: 1.500e-04, eta: 1 day, 6:58:02, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2084, decode.acc_seg: 91.5124, loss: 0.2084 2023-03-02 15:37:26,268 - mmseg - INFO - Iter [43250/400000] lr: 1.500e-04, eta: 1 day, 6:57:28, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.2035, decode.acc_seg: 91.9553, loss: 0.2035 2023-03-02 15:37:39,571 - mmseg - INFO - Iter [43300/400000] lr: 1.500e-04, eta: 1 day, 6:56:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2021, decode.acc_seg: 91.5824, loss: 0.2021 2023-03-02 15:37:52,909 - mmseg - INFO - Iter [43350/400000] lr: 1.500e-04, eta: 1 day, 6:56:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2064, decode.acc_seg: 91.5048, loss: 0.2064 2023-03-02 15:38:06,233 - mmseg - INFO - Iter [43400/400000] lr: 1.500e-04, eta: 1 day, 6:55:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2088, decode.acc_seg: 91.3400, loss: 0.2088 2023-03-02 15:38:19,509 - mmseg - INFO - Iter [43450/400000] lr: 1.500e-04, eta: 1 day, 6:55:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2008, decode.acc_seg: 91.7544, loss: 0.2008 2023-03-02 15:38:32,991 - mmseg - INFO - Iter [43500/400000] lr: 1.500e-04, eta: 1 day, 6:54:37, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2058, decode.acc_seg: 91.7455, loss: 0.2058 2023-03-02 15:38:48,680 - mmseg - INFO - Iter [43550/400000] lr: 1.500e-04, eta: 1 day, 6:54:22, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2038, decode.acc_seg: 91.7980, loss: 0.2038 2023-03-02 15:39:01,875 - mmseg - INFO - Iter 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15:40:07,958 - mmseg - INFO - Iter [43850/400000] lr: 1.500e-04, eta: 1 day, 6:50:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1990, decode.acc_seg: 91.8112, loss: 0.1990 2023-03-02 15:40:21,167 - mmseg - INFO - Iter [43900/400000] lr: 1.500e-04, eta: 1 day, 6:50:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2032, decode.acc_seg: 91.8651, loss: 0.2032 2023-03-02 15:40:34,461 - mmseg - INFO - Iter [43950/400000] lr: 1.500e-04, eta: 1 day, 6:49:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2061, decode.acc_seg: 91.6375, loss: 0.2061 2023-03-02 15:40:47,736 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:40:47,736 - mmseg - INFO - Iter [44000/400000] lr: 1.500e-04, eta: 1 day, 6:49:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2014, decode.acc_seg: 91.7506, loss: 0.2014 2023-03-02 15:41:01,037 - mmseg - INFO - Iter [44050/400000] lr: 1.500e-04, eta: 1 day, 6:48:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.5645, loss: 0.2078 2023-03-02 15:41:14,334 - mmseg - INFO - Iter [44100/400000] lr: 1.500e-04, eta: 1 day, 6:48:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2071, decode.acc_seg: 91.6047, loss: 0.2071 2023-03-02 15:41:27,517 - mmseg - INFO - Iter [44150/400000] lr: 1.500e-04, eta: 1 day, 6:47:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2083, decode.acc_seg: 91.5519, loss: 0.2083 2023-03-02 15:41:43,498 - mmseg - INFO - Iter [44200/400000] lr: 1.500e-04, eta: 1 day, 6:47:13, time: 0.320, data_time: 0.052, memory: 39575, decode.loss_ce: 0.2209, decode.acc_seg: 91.2063, loss: 0.2209 2023-03-02 15:41:56,759 - mmseg - INFO - Iter [44250/400000] lr: 1.500e-04, eta: 1 day, 6:46:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2092, decode.acc_seg: 91.5063, loss: 0.2092 2023-03-02 15:42:10,087 - mmseg - INFO - Iter [44300/400000] lr: 1.500e-04, eta: 1 day, 6:46:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2104, decode.acc_seg: 91.5715, loss: 0.2104 2023-03-02 15:42:23,306 - mmseg - INFO - Iter [44350/400000] lr: 1.500e-04, eta: 1 day, 6:45:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1993, decode.acc_seg: 91.8386, loss: 0.1993 2023-03-02 15:42:36,549 - mmseg - INFO - Iter [44400/400000] lr: 1.500e-04, eta: 1 day, 6:44:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2002, decode.acc_seg: 91.8480, loss: 0.2002 2023-03-02 15:42:49,963 - mmseg - INFO - Iter [44450/400000] lr: 1.500e-04, eta: 1 day, 6:44:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2027, decode.acc_seg: 91.7755, loss: 0.2027 2023-03-02 15:43:03,211 - mmseg - INFO - Iter [44500/400000] lr: 1.500e-04, eta: 1 day, 6:43:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2109, decode.acc_seg: 91.4877, loss: 0.2109 2023-03-02 15:43:16,432 - mmseg - INFO - Iter [44550/400000] lr: 1.500e-04, eta: 1 day, 6:43:15, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2049, decode.acc_seg: 91.6107, loss: 0.2049 2023-03-02 15:43:29,858 - mmseg - INFO - Iter [44600/400000] lr: 1.500e-04, eta: 1 day, 6:42:43, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.4130, loss: 0.2078 2023-03-02 15:43:43,198 - mmseg - INFO - Iter [44650/400000] lr: 1.500e-04, eta: 1 day, 6:42:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2079, decode.acc_seg: 91.4036, loss: 0.2079 2023-03-02 15:43:56,456 - mmseg - INFO - Iter [44700/400000] lr: 1.500e-04, eta: 1 day, 6:41:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2082, decode.acc_seg: 91.5247, loss: 0.2082 2023-03-02 15:44:09,746 - mmseg - INFO - Iter [44750/400000] lr: 1.500e-04, eta: 1 day, 6:41:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2077, decode.acc_seg: 91.4428, loss: 0.2077 2023-03-02 15:44:22,896 - mmseg - INFO - Iter [44800/400000] lr: 1.500e-04, eta: 1 day, 6:40:28, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2094, decode.acc_seg: 91.4834, loss: 0.2094 2023-03-02 15:44:38,565 - mmseg - INFO - Iter [44850/400000] lr: 1.500e-04, eta: 1 day, 6:40:13, time: 0.313, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1974, decode.acc_seg: 91.9146, loss: 0.1974 2023-03-02 15:44:52,012 - mmseg - INFO - Iter [44900/400000] lr: 1.500e-04, eta: 1 day, 6:39:41, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2124, decode.acc_seg: 91.4825, loss: 0.2124 2023-03-02 15:45:05,258 - mmseg - INFO - Iter [44950/400000] lr: 1.500e-04, eta: 1 day, 6:39:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2146, decode.acc_seg: 91.4150, loss: 0.2146 2023-03-02 15:45:18,554 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:45:18,554 - mmseg - INFO - Iter [45000/400000] lr: 1.500e-04, eta: 1 day, 6:38:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2024, decode.acc_seg: 91.6512, loss: 0.2024 2023-03-02 15:45:31,813 - mmseg - INFO - Iter [45050/400000] lr: 1.500e-04, eta: 1 day, 6:38:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2000, decode.acc_seg: 91.7642, loss: 0.2000 2023-03-02 15:45:45,215 - mmseg - INFO - Iter [45100/400000] lr: 1.500e-04, eta: 1 day, 6:37:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2069, decode.acc_seg: 91.6876, loss: 0.2069 2023-03-02 15:45:58,570 - mmseg - INFO - Iter [45150/400000] lr: 1.500e-04, eta: 1 day, 6:36:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2113, decode.acc_seg: 91.4626, loss: 0.2113 2023-03-02 15:46:12,016 - mmseg - INFO - Iter [45200/400000] lr: 1.500e-04, eta: 1 day, 6:36:24, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.4524, loss: 0.2075 2023-03-02 15:46:25,400 - mmseg - INFO - Iter [45250/400000] lr: 1.500e-04, eta: 1 day, 6:35:51, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2012, decode.acc_seg: 91.9235, loss: 0.2012 2023-03-02 15:46:38,634 - mmseg - INFO - Iter [45300/400000] lr: 1.500e-04, eta: 1 day, 6:35:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2040, decode.acc_seg: 91.5618, loss: 0.2040 2023-03-02 15:46:51,904 - mmseg - INFO - Iter [45350/400000] lr: 1.500e-04, eta: 1 day, 6:34:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2184, decode.acc_seg: 91.1339, loss: 0.2184 2023-03-02 15:47:05,143 - mmseg - INFO - Iter [45400/400000] lr: 1.500e-04, eta: 1 day, 6:34:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2043, decode.acc_seg: 91.6547, loss: 0.2043 2023-03-02 15:47:20,966 - mmseg - INFO - Iter [45450/400000] lr: 1.500e-04, eta: 1 day, 6:33:58, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2051, decode.acc_seg: 91.7261, loss: 0.2051 2023-03-02 15:47:34,274 - mmseg - INFO - Iter [45500/400000] lr: 1.500e-04, eta: 1 day, 6:33:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2067, decode.acc_seg: 91.7015, loss: 0.2067 2023-03-02 15:47:47,564 - mmseg - INFO - Iter [45550/400000] lr: 1.500e-04, eta: 1 day, 6:32:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2110, decode.acc_seg: 91.2581, loss: 0.2110 2023-03-02 15:48:00,810 - mmseg - INFO - Iter [45600/400000] lr: 1.500e-04, eta: 1 day, 6:32:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2079, decode.acc_seg: 91.5164, loss: 0.2079 2023-03-02 15:48:14,081 - mmseg - INFO - Iter [45650/400000] lr: 1.500e-04, eta: 1 day, 6:31:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2149, decode.acc_seg: 91.3887, loss: 0.2149 2023-03-02 15:48:27,391 - mmseg - INFO - Iter [45700/400000] lr: 1.500e-04, eta: 1 day, 6:31:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2079, decode.acc_seg: 91.5081, loss: 0.2079 2023-03-02 15:48:40,596 - mmseg - INFO - Iter [45750/400000] lr: 1.500e-04, eta: 1 day, 6:30:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2078, decode.acc_seg: 91.4734, loss: 0.2078 2023-03-02 15:48:53,892 - mmseg - INFO - Iter [45800/400000] lr: 1.500e-04, eta: 1 day, 6:30:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2051, decode.acc_seg: 91.6731, loss: 0.2051 2023-03-02 15:49:07,097 - mmseg - INFO - Iter [45850/400000] lr: 1.500e-04, eta: 1 day, 6:29:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2228, decode.acc_seg: 91.0960, loss: 0.2228 2023-03-02 15:49:20,413 - mmseg - INFO - Iter [45900/400000] lr: 1.500e-04, eta: 1 day, 6:29:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2071, decode.acc_seg: 91.6369, loss: 0.2071 2023-03-02 15:49:33,665 - mmseg - INFO - Iter [45950/400000] lr: 1.500e-04, eta: 1 day, 6:28:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2019, decode.acc_seg: 91.7341, loss: 0.2019 2023-03-02 15:49:47,105 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:49:47,106 - mmseg - INFO - Iter [46000/400000] lr: 1.500e-04, eta: 1 day, 6:27:59, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2021, decode.acc_seg: 91.6798, loss: 0.2021 2023-03-02 15:50:00,371 - mmseg - INFO - Iter [46050/400000] lr: 1.500e-04, eta: 1 day, 6:27:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2093, decode.acc_seg: 91.5477, loss: 0.2093 2023-03-02 15:50:16,070 - mmseg - INFO - Iter [46100/400000] lr: 1.500e-04, eta: 1 day, 6:27:12, time: 0.314, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2087, decode.acc_seg: 91.5209, loss: 0.2087 2023-03-02 15:50:29,518 - mmseg - INFO - Iter [46150/400000] lr: 1.500e-04, eta: 1 day, 6:26:41, time: 0.269, data_time: 0.006, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.5437, loss: 0.2103 2023-03-02 15:50:42,836 - mmseg - INFO - Iter [46200/400000] lr: 1.500e-04, eta: 1 day, 6:26:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2081, decode.acc_seg: 91.7471, loss: 0.2081 2023-03-02 15:50:56,200 - mmseg - INFO - Iter [46250/400000] lr: 1.500e-04, eta: 1 day, 6:25:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2128, decode.acc_seg: 91.2944, loss: 0.2128 2023-03-02 15:51:09,592 - mmseg - INFO - Iter [46300/400000] lr: 1.500e-04, eta: 1 day, 6:25:06, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.5539, loss: 0.2076 2023-03-02 15:51:22,842 - mmseg - INFO - Iter [46350/400000] lr: 1.500e-04, eta: 1 day, 6:24:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 91.9673, loss: 0.1956 2023-03-02 15:51:36,076 - mmseg - INFO - Iter [46400/400000] lr: 1.500e-04, eta: 1 day, 6:24:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2046, decode.acc_seg: 91.5550, loss: 0.2046 2023-03-02 15:51:49,428 - mmseg - INFO - Iter [46450/400000] lr: 1.500e-04, eta: 1 day, 6:23:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2004, decode.acc_seg: 91.7585, loss: 0.2004 2023-03-02 15:52:02,625 - mmseg - INFO - Iter [46500/400000] lr: 1.500e-04, eta: 1 day, 6:22:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2069, decode.acc_seg: 91.6676, loss: 0.2069 2023-03-02 15:52:15,969 - mmseg - INFO - Iter [46550/400000] lr: 1.500e-04, eta: 1 day, 6:22:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2039, decode.acc_seg: 91.7793, loss: 0.2039 2023-03-02 15:52:29,310 - mmseg - INFO - Iter [46600/400000] lr: 1.500e-04, eta: 1 day, 6:21:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2033, decode.acc_seg: 91.6651, loss: 0.2033 2023-03-02 15:52:42,521 - mmseg - INFO - Iter [46650/400000] lr: 1.500e-04, eta: 1 day, 6:21:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2131, decode.acc_seg: 91.5035, loss: 0.2131 2023-03-02 15:52:58,264 - mmseg - INFO - Iter [46700/400000] lr: 1.500e-04, eta: 1 day, 6:21:07, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2042, decode.acc_seg: 91.6086, loss: 0.2042 2023-03-02 15:53:11,690 - mmseg - INFO - Iter [46750/400000] lr: 1.500e-04, eta: 1 day, 6:20:36, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2043, decode.acc_seg: 91.7026, loss: 0.2043 2023-03-02 15:53:24,956 - mmseg - INFO - Iter [46800/400000] lr: 1.500e-04, eta: 1 day, 6:20:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.4734, loss: 0.2103 2023-03-02 15:53:38,263 - mmseg - INFO - Iter [46850/400000] lr: 1.500e-04, eta: 1 day, 6:19:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2037, decode.acc_seg: 91.6834, loss: 0.2037 2023-03-02 15:53:51,521 - mmseg - INFO - Iter [46900/400000] lr: 1.500e-04, eta: 1 day, 6:19:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2180, decode.acc_seg: 91.3716, loss: 0.2180 2023-03-02 15:54:04,776 - mmseg - INFO - Iter [46950/400000] lr: 1.500e-04, eta: 1 day, 6:18:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2020, decode.acc_seg: 91.6271, loss: 0.2020 2023-03-02 15:54:17,987 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:54:17,987 - mmseg - INFO - Iter [47000/400000] lr: 1.500e-04, eta: 1 day, 6:17:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2106, decode.acc_seg: 91.6283, loss: 0.2106 2023-03-02 15:54:31,294 - mmseg - INFO - Iter [47050/400000] lr: 1.500e-04, eta: 1 day, 6:17:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2069, decode.acc_seg: 91.5976, loss: 0.2069 2023-03-02 15:54:44,547 - mmseg - INFO - Iter [47100/400000] lr: 1.500e-04, eta: 1 day, 6:16:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.9332, loss: 0.1980 2023-03-02 15:54:57,736 - mmseg - INFO - Iter [47150/400000] lr: 1.500e-04, eta: 1 day, 6:16:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2034, decode.acc_seg: 91.8398, loss: 0.2034 2023-03-02 15:55:10,954 - mmseg - INFO - Iter [47200/400000] lr: 1.500e-04, eta: 1 day, 6:15:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2057, decode.acc_seg: 91.5684, loss: 0.2057 2023-03-02 15:55:24,358 - mmseg - INFO - Iter [47250/400000] lr: 1.500e-04, eta: 1 day, 6:15:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2032, decode.acc_seg: 91.6417, loss: 0.2032 2023-03-02 15:55:37,560 - mmseg - INFO - Iter [47300/400000] lr: 1.500e-04, eta: 1 day, 6:14:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2066, decode.acc_seg: 91.6720, loss: 0.2066 2023-03-02 15:55:53,537 - mmseg - INFO - Iter [47350/400000] lr: 1.500e-04, eta: 1 day, 6:14:34, time: 0.320, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2144, decode.acc_seg: 91.1998, loss: 0.2144 2023-03-02 15:56:06,791 - mmseg - INFO - Iter [47400/400000] lr: 1.500e-04, eta: 1 day, 6:14:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2071, decode.acc_seg: 91.5706, loss: 0.2071 2023-03-02 15:56:20,003 - mmseg - INFO - Iter [47450/400000] lr: 1.500e-04, eta: 1 day, 6:13:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2056, decode.acc_seg: 91.5592, loss: 0.2056 2023-03-02 15:56:33,255 - mmseg - INFO - Iter [47500/400000] lr: 1.500e-04, eta: 1 day, 6:12:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2104, decode.acc_seg: 91.5055, loss: 0.2104 2023-03-02 15:56:46,566 - mmseg - INFO - Iter [47550/400000] lr: 1.500e-04, eta: 1 day, 6:12:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 91.9630, loss: 0.1956 2023-03-02 15:56:59,866 - mmseg - INFO - Iter [47600/400000] lr: 1.500e-04, eta: 1 day, 6:11:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2001, decode.acc_seg: 92.0229, loss: 0.2001 2023-03-02 15:57:13,077 - mmseg - INFO - Iter [47650/400000] lr: 1.500e-04, eta: 1 day, 6:11:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2012, decode.acc_seg: 91.5692, loss: 0.2012 2023-03-02 15:57:26,350 - mmseg - INFO - Iter [47700/400000] lr: 1.500e-04, eta: 1 day, 6:10:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1978, decode.acc_seg: 91.8800, loss: 0.1978 2023-03-02 15:57:39,652 - mmseg - INFO - Iter [47750/400000] lr: 1.500e-04, eta: 1 day, 6:10:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2085, decode.acc_seg: 91.5545, loss: 0.2085 2023-03-02 15:57:53,081 - mmseg - INFO - Iter [47800/400000] lr: 1.500e-04, eta: 1 day, 6:09:52, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2049, decode.acc_seg: 91.5121, loss: 0.2049 2023-03-02 15:58:06,381 - mmseg - INFO - Iter [47850/400000] lr: 1.500e-04, eta: 1 day, 6:09:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2191, decode.acc_seg: 91.0670, loss: 0.2191 2023-03-02 15:58:19,588 - mmseg - INFO - Iter [47900/400000] lr: 1.500e-04, eta: 1 day, 6:08:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2119, decode.acc_seg: 91.4865, loss: 0.2119 2023-03-02 15:58:32,787 - mmseg - INFO - Iter [47950/400000] lr: 1.500e-04, eta: 1 day, 6:08:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2100, decode.acc_seg: 91.3589, loss: 0.2100 2023-03-02 15:58:48,651 - mmseg - INFO - Swap parameters (after train) after iter [48000] 2023-03-02 15:58:48,663 - mmseg - INFO - Saving checkpoint at 48000 iterations 2023-03-02 15:58:50,747 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 15:58:50,747 - mmseg - INFO - Iter [48000/400000] lr: 1.500e-04, eta: 1 day, 6:08:21, time: 0.359, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2113, decode.acc_seg: 91.4215, loss: 0.2113 2023-03-02 16:13:22,906 - mmseg - INFO - per class results: 2023-03-02 16:13:22,915 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.41,77.44,77.46,77.49,77.49,77.5,77.51,77.51,77.51,77.5 | | building | 81.67,81.67,81.68,81.67,81.68,81.69,81.69,81.7,81.7,81.73 | | sky | 94.55,94.56,94.56,94.56,94.57,94.57,94.58,94.58,94.58,94.59 | | floor | 81.88,81.9,81.9,81.92,81.92,81.92,81.93,81.95,81.94,81.92 | | tree | 74.11,74.12,74.12,74.12,74.13,74.13,74.15,74.14,74.13,74.14 | | ceiling | 85.28,85.3,85.3,85.32,85.29,85.29,85.27,85.25,85.22,85.22 | | road | 82.13,82.14,82.14,82.15,82.13,82.14,82.11,82.1,82.13,82.11 | | bed | 87.29,87.32,87.28,87.32,87.31,87.33,87.32,87.37,87.34,87.33 | | windowpane | 60.55,60.53,60.53,60.57,60.63,60.66,60.69,60.72,60.78,60.8 | | grass | 67.1,67.1,67.13,67.13,67.13,67.16,67.14,67.17,67.17,67.14 | | cabinet | 60.98,61.09,61.12,61.21,61.17,61.25,61.17,61.19,61.19,61.21 | | sidewalk | 64.16,64.17,64.14,64.17,64.13,64.15,64.16,64.17,64.22,64.2 | | person | 79.7,79.7,79.71,79.75,79.74,79.72,79.73,79.74,79.76,79.74 | | earth | 36.0,36.0,35.97,35.94,35.92,35.87,35.91,35.87,35.88,35.83 | | door | 45.7,45.75,45.76,45.8,45.86,45.88,45.86,45.87,45.94,45.99 | | table | 60.67,60.68,60.69,60.72,60.7,60.78,60.76,60.77,60.73,60.75 | | mountain | 56.83,56.87,56.88,56.99,56.99,57.04,57.0,56.99,56.94,56.92 | | plant | 50.3,50.31,50.32,50.29,50.31,50.29,50.27,50.27,50.25,50.22 | | curtain | 74.34,74.37,74.4,74.46,74.49,74.59,74.64,74.69,74.67,74.66 | | chair | 56.13,56.12,56.11,56.14,56.14,56.16,56.18,56.17,56.2,56.19 | | car | 82.01,81.95,81.97,81.94,81.89,81.87,81.86,81.82,81.77,81.75 | | water | 57.27,57.34,57.38,57.42,57.46,57.48,57.55,57.55,57.56,57.61 | | painting | 70.0,69.97,69.95,69.93,69.92,69.96,69.93,69.96,70.03,70.09 | | sofa | 63.95,64.06,64.03,64.1,64.16,64.21,64.2,64.27,64.3,64.3 | | shelf | 44.15,44.13,44.17,44.18,44.1,44.14,44.04,44.05,44.05,44.12 | | house | 43.22,43.22,43.21,43.21,43.31,43.33,43.26,43.33,43.34,43.56 | | sea | 60.06,60.09,60.1,60.16,60.2,60.2,60.21,60.19,60.22,60.21 | | mirror | 66.14,66.19,66.24,66.32,66.23,66.35,66.17,66.05,65.9,65.79 | | rug | 66.41,66.42,66.45,66.55,66.46,66.45,66.5,66.46,66.48,66.35 | | field | 30.73,30.75,30.76,30.75,30.78,30.8,30.83,30.84,30.91,30.88 | | armchair | 37.46,37.54,37.6,37.61,37.59,37.64,37.6,37.69,37.66,37.68 | | seat | 66.05,66.06,66.14,66.15,66.08,66.07,66.07,66.02,66.02,66.06 | | fence | 40.35,40.37,40.41,40.5,40.5,40.47,40.41,40.46,40.37,40.32 | | desk | 46.96,46.93,46.92,46.95,46.87,46.91,46.92,47.0,46.97,46.97 | | rock | 37.49,37.48,37.37,37.38,37.42,37.38,37.33,37.34,37.35,37.31 | | wardrobe | 57.72,57.81,57.83,57.92,57.85,57.76,57.61,57.58,57.49,57.47 | | lamp | 62.25,62.28,62.39,62.39,62.5,62.49,62.47,62.53,62.57,62.52 | | bathtub | 76.43,76.76,76.84,76.89,77.06,77.01,77.1,77.1,77.06,76.99 | | railing | 33.65,33.58,33.57,33.53,33.53,33.54,33.53,33.56,33.55,33.53 | | cushion | 56.5,56.65,56.55,56.63,56.82,56.57,56.59,56.59,56.55,56.46 | | base | 21.37,21.34,21.46,21.57,21.56,21.75,21.82,21.82,21.89,21.91 | | box | 23.47,23.49,23.5,23.48,23.46,23.45,23.46,23.41,23.41,23.47 | | column | 46.27,46.26,46.27,46.28,46.26,46.22,46.32,46.4,46.47,46.47 | | signboard | 38.56,38.6,38.54,38.63,38.59,38.64,38.72,38.63,38.54,38.53 | | chest of drawers | 36.64,36.78,36.75,36.75,36.87,36.88,36.88,37.03,37.08,37.09 | | counter | 29.85,29.89,29.88,30.1,30.0,30.02,30.14,30.05,30.12,30.13 | | sand | 41.39,41.4,41.33,41.26,41.27,41.19,41.2,41.18,41.11,41.1 | | sink | 67.98,67.99,67.98,68.01,68.0,68.05,67.99,68.1,68.07,68.11 | | skyscraper | 50.59,50.32,50.36,50.26,50.28,50.2,50.12,50.36,50.5,50.54 | | fireplace | 76.32,76.35,76.4,76.37,76.3,76.35,76.19,76.06,75.97,75.9 | | refrigerator | 73.33,73.48,73.81,73.74,73.94,73.98,74.12,74.02,73.92,73.76 | | grandstand | 51.08,51.21,51.09,51.05,50.96,51.07,51.01,51.07,50.97,50.99 | | path | 21.75,21.86,21.92,22.12,22.24,22.38,22.43,22.53,22.58,22.58 | | stairs | 33.59,33.52,33.44,33.46,33.3,33.09,33.04,32.92,32.8,32.69 | | runway | 68.48,68.57,68.63,68.75,68.84,68.88,68.91,68.97,69.04,69.06 | | case | 49.13,49.11,49.21,49.2,49.15,49.11,49.07,48.91,48.92,48.82 | | pool table | 91.86,91.88,91.87,91.9,91.93,91.97,91.99,91.98,91.99,92.0 | | pillow | 60.55,60.81,60.64,60.86,61.18,60.83,60.9,60.84,60.88,60.8 | | screen door | 68.24,68.3,68.4,68.07,68.02,67.89,68.02,68.02,68.13,68.13 | | stairway | 25.03,25.12,25.24,25.26,25.3,25.29,25.35,25.26,25.28,25.24 | | river | 11.35,11.34,11.33,11.32,11.35,11.33,11.31,11.27,11.28,11.25 | | bridge | 33.16,33.15,33.21,33.32,33.13,33.24,33.19,33.08,33.12,33.2 | | bookcase | 46.31,46.19,46.24,46.19,46.14,46.05,45.93,46.0,45.83,45.79 | | blind | 39.11,39.25,39.35,39.31,39.6,39.86,40.04,40.4,40.52,40.82 | | coffee table | 53.48,53.5,53.52,53.52,53.5,53.45,53.43,53.38,53.38,53.33 | | toilet | 83.93,83.94,83.99,84.0,84.01,83.95,83.97,83.95,83.91,83.91 | | flower | 39.01,39.0,39.0,39.07,39.11,39.13,38.99,39.09,39.07,39.03 | | book | 46.07,46.05,46.12,46.12,46.01,46.01,45.84,45.85,45.78,45.76 | | hill | 15.53,15.71,15.62,15.69,15.73,15.7,15.85,15.7,15.75,15.73 | | bench | 42.13,41.93,41.93,41.9,41.77,41.68,41.63,41.54,41.5,41.44 | | countertop | 54.97,54.93,54.78,54.85,54.81,54.88,54.74,54.69,54.52,54.51 | | stove | 70.85,70.94,70.88,71.03,71.07,71.09,71.13,71.25,71.22,71.19 | | palm | 48.48,48.42,48.51,48.5,48.52,48.53,48.59,48.67,48.62,48.67 | | kitchen island | 43.07,43.13,43.14,43.52,43.37,43.44,43.44,43.2,43.16,43.1 | | computer | 60.7,60.74,60.72,60.8,60.67,60.87,60.83,60.85,60.78,60.77 | | swivel chair | 43.99,43.87,43.98,44.04,44.08,44.11,44.09,44.14,44.17,44.16 | | boat | 71.6,71.47,71.59,71.5,71.64,71.58,71.59,71.77,71.77,71.8 | | bar | 23.64,23.72,23.74,23.71,23.75,23.77,23.78,23.77,23.77,23.77 | | arcade machine | 71.64,71.92,71.81,71.96,72.13,72.52,72.84,72.94,72.83,72.77 | | hovel | 34.31,33.85,33.58,32.88,33.11,32.41,32.17,31.44,30.82,30.4 | | bus | 79.4,79.21,79.23,79.11,79.1,79.05,78.96,78.95,78.94,78.81 | | towel | 62.97,62.97,62.92,62.96,63.09,63.07,62.97,63.06,63.16,63.12 | | light | 56.32,56.29,56.27,56.22,56.21,56.23,56.23,56.25,56.17,56.11 | | truck | 17.8,17.87,17.91,17.72,17.85,17.74,17.57,17.67,17.77,17.92 | | tower | 7.78,7.75,7.72,7.66,7.66,7.64,7.61,7.55,7.49,7.46 | | chandelier | 65.37,65.44,65.44,65.41,65.39,65.36,65.38,65.36,65.3,65.24 | | awning | 25.51,25.52,25.52,25.55,25.49,25.71,25.75,25.57,25.68,25.72 | | streetlight | 27.68,27.73,27.74,27.8,27.91,27.93,28.0,28.03,27.99,27.95 | | booth | 46.83,47.31,47.68,47.92,48.37,48.8,49.05,49.15,49.09,49.25 | | television receiver | 65.37,65.26,65.38,65.29,65.34,65.41,65.44,65.47,65.49,65.53 | | airplane | 57.33,57.24,57.29,57.29,57.22,57.2,57.25,57.28,57.25,57.24 | | dirt track | 20.85,20.86,20.83,20.91,20.89,20.89,21.42,21.53,21.37,21.36 | | apparel | 33.91,34.16,34.0,34.3,34.17,34.13,34.16,34.07,34.31,34.36 | | pole | 19.0,19.12,18.97,18.93,19.02,19.28,19.13,19.22,19.26,19.58 | | land | 3.61,3.74,3.73,3.73,3.72,3.85,3.8,3.81,3.8,3.83 | | bannister | 13.12,13.09,13.02,13.18,13.17,13.23,13.33,13.31,13.34,13.4 | | escalator | 24.81,24.89,24.89,24.9,24.98,25.02,25.04,25.06,25.11,25.14 | | ottoman | 41.78,41.7,41.69,41.62,41.69,41.38,41.31,41.4,41.48,41.45 | | bottle | 36.38,36.31,36.3,36.27,36.31,36.31,36.13,36.0,35.92,35.92 | | buffet | 38.7,39.48,40.59,41.68,41.79,43.04,43.28,43.63,43.83,43.99 | | poster | 23.12,23.2,23.17,23.17,23.2,23.33,23.22,23.03,23.0,22.98 | | stage | 14.41,14.5,14.51,14.58,14.47,14.53,14.51,14.45,14.5,14.49 | | van | 39.22,39.24,39.29,39.25,39.31,39.19,39.08,38.96,38.92,38.83 | | ship | 79.97,80.16,80.2,80.53,80.73,80.98,80.85,80.72,80.59,80.48 | | fountain | 19.89,20.27,20.93,21.4,21.59,21.69,21.92,22.02,22.37,22.75 | | conveyer belt | 84.33,84.24,84.21,84.29,84.23,84.02,84.0,83.92,83.97,83.9 | | canopy | 24.37,24.46,24.54,24.8,24.83,24.88,25.08,25.24,25.4,25.47 | | washer | 78.16,78.49,78.37,78.39,78.5,78.55,78.85,79.01,79.16,79.2 | | plaything | 22.47,22.48,22.48,22.37,22.36,22.24,22.24,22.26,22.22,22.25 | | swimming pool | 70.02,70.02,69.9,70.06,69.66,69.49,69.32,69.6,69.71,69.76 | | stool | 45.28,45.35,45.47,45.44,45.47,45.51,45.51,45.53,45.54,45.55 | | barrel | 42.5,42.02,42.63,42.24,42.6,42.41,42.73,42.55,42.42,42.26 | | basket | 23.97,23.92,23.87,23.94,23.89,23.91,23.91,23.9,23.93,23.92 | | waterfall | 43.63,43.97,44.05,44.12,43.83,43.83,44.94,45.11,45.25,45.44 | | tent | 95.68,95.65,95.68,95.73,95.68,95.73,95.69,95.74,95.77,95.76 | | bag | 15.13,15.1,14.99,15.16,15.16,15.09,15.09,15.13,15.09,15.15 | | minibike | 60.76,60.69,60.74,60.67,60.62,60.72,60.79,60.73,60.84,60.87 | | cradle | 84.28,84.33,84.35,84.4,84.43,84.54,84.55,84.61,84.63,84.65 | | oven | 41.18,41.43,41.5,41.61,41.72,41.74,41.8,41.9,41.96,42.1 | | ball | 47.82,47.93,47.94,48.07,48.17,48.39,48.31,48.82,48.93,49.1 | | food | 55.35,55.49,55.53,55.45,55.53,55.36,55.51,55.34,55.43,55.31 | | step | 5.51,5.69,5.65,5.66,5.57,5.65,5.62,5.84,5.88,6.15 | | tank | 52.49,52.56,52.58,52.65,52.81,52.91,53.07,53.06,53.13,53.19 | | trade name | 27.44,27.35,27.45,27.37,27.55,27.61,27.62,27.42,27.64,27.54 | | microwave | 67.9,68.08,68.3,68.3,68.38,68.55,68.65,68.7,68.83,69.01 | | pot | 31.01,31.09,31.13,31.01,31.03,31.07,31.15,31.17,31.17,31.2 | | animal | 54.4,54.37,54.48,54.46,54.53,54.54,54.55,54.54,54.58,54.67 | | bicycle | 53.4,53.44,53.65,53.48,53.68,53.51,53.75,53.64,53.44,53.43 | | lake | 57.18,57.3,57.33,57.35,57.42,57.41,57.41,57.43,57.49,57.5 | | dishwasher | 64.21,64.18,64.15,63.65,63.41,63.19,63.29,63.75,63.64,64.26 | | screen | 66.74,66.83,66.89,66.76,66.87,66.87,66.83,66.85,66.88,66.79 | | blanket | 16.36,16.46,16.28,16.17,16.14,16.14,15.99,16.0,15.9,15.87 | | sculpture | 57.83,57.98,57.86,57.79,57.78,57.65,57.35,57.29,57.17,56.97 | | hood | 59.06,58.68,59.17,58.44,59.09,58.61,58.58,58.36,58.41,58.47 | | sconce | 43.47,43.49,43.83,43.93,44.09,44.25,44.27,44.43,44.46,44.47 | | vase | 37.89,37.95,38.0,38.06,38.29,38.14,38.22,38.15,38.42,38.42 | | traffic light | 33.77,33.77,33.88,33.77,33.88,33.89,33.9,34.0,33.89,33.93 | | tray | 6.79,6.77,6.83,6.83,6.8,6.85,6.94,6.92,7.03,7.09 | | ashcan | 42.05,42.28,42.23,42.22,41.99,41.98,42.01,41.85,41.81,41.77 | | fan | 57.97,57.9,57.94,57.91,58.06,57.91,57.86,57.95,57.85,57.86 | | pier | 44.96,45.25,45.71,45.97,46.21,46.52,46.85,46.93,48.07,48.39 | | crt screen | 8.68,8.73,8.82,8.89,8.92,9.22,9.27,9.34,9.51,9.69 | | plate | 52.17,52.13,52.05,52.15,52.04,52.05,52.05,52.09,51.97,51.95 | | monitor | 19.17,19.28,19.45,19.56,19.64,19.72,20.05,20.11,20.29,20.37 | | bulletin board | 40.62,40.62,41.0,41.1,40.95,41.54,41.98,41.87,42.14,42.12 | | shower | 1.78,1.72,1.82,1.69,1.6,1.71,1.53,1.49,1.53,1.67 | | radiator | 61.96,62.09,61.97,62.22,62.37,62.54,62.59,62.81,62.93,62.89 | | glass | 13.62,13.59,13.57,13.66,13.64,13.63,13.74,13.7,13.72,13.65 | | clock | 36.74,36.76,36.68,36.76,36.83,36.76,36.69,36.79,36.9,36.7 | | flag | 35.14,35.1,35.33,35.37,35.45,35.48,35.4,35.4,35.47,35.64 | +---------------------+-------------------------------------------------------------+ 2023-03-02 16:13:22,915 - mmseg - INFO - Summary: 2023-03-02 16:13:22,915 - mmseg - INFO - +-----------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-----------------------------------------------------------+ | 48.6,48.64,48.68,48.71,48.73,48.75,48.78,48.79,48.8,48.81 | +-----------------------------------------------------------+ 2023-03-02 16:13:22,968 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100/best_mIoU_iter_32000.pth was removed 2023-03-02 16:13:24,879 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_48000.pth. 2023-03-02 16:13:24,879 - mmseg - INFO - Best mIoU is 0.4881 at 48000 iter. 2023-03-02 16:13:24,880 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:13:24,880 - mmseg - INFO - Iter(val) [250] mIoU: [0.486, 0.4864, 0.4868, 0.4871, 0.4873, 0.4875, 0.4878, 0.4879, 0.488, 0.4881], copy_paste: 48.6,48.64,48.68,48.71,48.73,48.75,48.78,48.79,48.8,48.81 2023-03-02 16:13:24,886 - mmseg - INFO - Swap parameters (before train) before iter [48001] 2023-03-02 16:13:38,392 - mmseg - INFO - Iter [48050/400000] lr: 1.500e-04, eta: 1 day, 7:54:35, time: 17.753, data_time: 17.490, memory: 39575, decode.loss_ce: 0.2057, decode.acc_seg: 91.6920, loss: 0.2057 2023-03-02 16:13:51,813 - mmseg - INFO - Iter [48100/400000] lr: 1.500e-04, eta: 1 day, 7:53:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2103, decode.acc_seg: 91.3975, loss: 0.2103 2023-03-02 16:14:05,024 - mmseg - INFO - Iter [48150/400000] lr: 1.500e-04, eta: 1 day, 7:53:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1995, decode.acc_seg: 92.0215, loss: 0.1995 2023-03-02 16:14:18,260 - mmseg - INFO - Iter [48200/400000] lr: 1.500e-04, eta: 1 day, 7:52:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2063, decode.acc_seg: 91.6557, loss: 0.2063 2023-03-02 16:14:31,499 - mmseg - INFO - Iter [48250/400000] lr: 1.500e-04, eta: 1 day, 7:52:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.5418, loss: 0.2074 2023-03-02 16:14:44,729 - mmseg - INFO - Iter [48300/400000] lr: 1.500e-04, eta: 1 day, 7:51:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2124, decode.acc_seg: 91.4148, loss: 0.2124 2023-03-02 16:14:58,042 - mmseg - INFO - Iter [48350/400000] lr: 1.500e-04, eta: 1 day, 7:50:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.5835, loss: 0.2076 2023-03-02 16:15:11,333 - mmseg - INFO - Iter [48400/400000] lr: 1.500e-04, eta: 1 day, 7:50:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2052, decode.acc_seg: 91.7936, loss: 0.2052 2023-03-02 16:15:24,662 - mmseg - INFO - Iter [48450/400000] lr: 1.500e-04, eta: 1 day, 7:49:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2081, decode.acc_seg: 91.5070, loss: 0.2081 2023-03-02 16:15:37,877 - mmseg - INFO - Iter [48500/400000] lr: 1.500e-04, eta: 1 day, 7:48:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2053, decode.acc_seg: 91.6651, loss: 0.2053 2023-03-02 16:15:51,213 - mmseg - INFO - Iter [48550/400000] lr: 1.500e-04, eta: 1 day, 7:48:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2060, decode.acc_seg: 91.7079, loss: 0.2060 2023-03-02 16:16:07,054 - mmseg - INFO - Iter [48600/400000] lr: 1.500e-04, eta: 1 day, 7:47:52, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2115, decode.acc_seg: 91.5443, loss: 0.2115 2023-03-02 16:16:20,358 - mmseg - INFO - Iter [48650/400000] lr: 1.500e-04, eta: 1 day, 7:47:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2072, decode.acc_seg: 91.6858, loss: 0.2072 2023-03-02 16:16:33,697 - mmseg - INFO - Iter [48700/400000] lr: 1.500e-04, eta: 1 day, 7:46:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2005, decode.acc_seg: 91.7131, loss: 0.2005 2023-03-02 16:16:47,154 - mmseg - INFO - Iter [48750/400000] lr: 1.500e-04, eta: 1 day, 7:46:00, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2106, decode.acc_seg: 91.6464, loss: 0.2106 2023-03-02 16:17:00,352 - mmseg - INFO - Iter [48800/400000] lr: 1.500e-04, eta: 1 day, 7:45:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2091, decode.acc_seg: 91.5182, loss: 0.2091 2023-03-02 16:17:13,598 - mmseg - INFO - Iter [48850/400000] lr: 1.500e-04, eta: 1 day, 7:44:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2023, decode.acc_seg: 91.8154, loss: 0.2023 2023-03-02 16:17:26,961 - mmseg - INFO - Iter [48900/400000] lr: 1.500e-04, eta: 1 day, 7:44:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.8511, loss: 0.1980 2023-03-02 16:17:40,278 - mmseg - INFO - Iter [48950/400000] lr: 1.500e-04, eta: 1 day, 7:43:29, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.4803, loss: 0.2076 2023-03-02 16:17:53,554 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:17:53,555 - mmseg - INFO - Iter [49000/400000] lr: 1.500e-04, eta: 1 day, 7:42:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2137, decode.acc_seg: 91.4994, loss: 0.2137 2023-03-02 16:18:06,776 - mmseg - INFO - Iter [49050/400000] lr: 1.500e-04, eta: 1 day, 7:42:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2076, decode.acc_seg: 91.5789, loss: 0.2076 2023-03-02 16:18:20,169 - mmseg - INFO - Iter [49100/400000] lr: 1.500e-04, eta: 1 day, 7:41:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2035, decode.acc_seg: 91.7330, loss: 0.2035 2023-03-02 16:18:33,483 - mmseg - INFO - Iter [49150/400000] lr: 1.500e-04, eta: 1 day, 7:40:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2113, decode.acc_seg: 91.3479, loss: 0.2113 2023-03-02 16:18:46,794 - mmseg - INFO - Iter [49200/400000] lr: 1.500e-04, eta: 1 day, 7:40:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2040, decode.acc_seg: 91.4674, loss: 0.2040 2023-03-02 16:19:02,591 - mmseg - INFO - Iter [49250/400000] lr: 1.500e-04, eta: 1 day, 7:40:02, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2086, decode.acc_seg: 91.6239, loss: 0.2086 2023-03-02 16:19:16,102 - mmseg - INFO - Iter [49300/400000] lr: 1.500e-04, eta: 1 day, 7:39:27, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1995, decode.acc_seg: 91.8778, loss: 0.1995 2023-03-02 16:19:29,334 - mmseg - INFO - Iter 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16:20:35,798 - mmseg - INFO - Iter [49600/400000] lr: 1.500e-04, eta: 1 day, 7:35:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2075, decode.acc_seg: 91.4099, loss: 0.2075 2023-03-02 16:20:49,033 - mmseg - INFO - Iter [49650/400000] lr: 1.500e-04, eta: 1 day, 7:35:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2123, decode.acc_seg: 91.4264, loss: 0.2123 2023-03-02 16:21:02,485 - mmseg - INFO - Iter [49700/400000] lr: 1.500e-04, eta: 1 day, 7:34:30, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2086, decode.acc_seg: 91.5590, loss: 0.2086 2023-03-02 16:21:15,702 - mmseg - INFO - Iter [49750/400000] lr: 1.500e-04, eta: 1 day, 7:33:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2102, decode.acc_seg: 91.4931, loss: 0.2102 2023-03-02 16:21:29,062 - mmseg - INFO - Iter [49800/400000] lr: 1.500e-04, eta: 1 day, 7:33:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2001, decode.acc_seg: 91.8835, loss: 0.2001 2023-03-02 16:21:44,847 - mmseg - INFO - Iter [49850/400000] lr: 1.500e-04, eta: 1 day, 7:32:57, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2109, decode.acc_seg: 91.4690, loss: 0.2109 2023-03-02 16:21:58,165 - mmseg - INFO - Iter [49900/400000] lr: 1.500e-04, eta: 1 day, 7:32:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2085, decode.acc_seg: 91.6029, loss: 0.2085 2023-03-02 16:22:11,445 - mmseg - INFO - Iter [49950/400000] lr: 1.500e-04, eta: 1 day, 7:31:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2029, decode.acc_seg: 91.6915, loss: 0.2029 2023-03-02 16:22:24,672 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:22:24,672 - mmseg - INFO - Iter [50000/400000] lr: 1.500e-04, eta: 1 day, 7:31:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2026, decode.acc_seg: 91.7575, loss: 0.2026 2023-03-02 16:22:37,988 - mmseg - INFO - Iter [50050/400000] lr: 7.500e-05, eta: 1 day, 7:30:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1989, decode.acc_seg: 92.0811, loss: 0.1989 2023-03-02 16:22:51,358 - mmseg - INFO - Iter [50100/400000] lr: 7.500e-05, eta: 1 day, 7:29:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2101, decode.acc_seg: 91.5536, loss: 0.2101 2023-03-02 16:23:04,594 - mmseg - INFO - Iter [50150/400000] lr: 7.500e-05, eta: 1 day, 7:29:17, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.2032, decode.acc_seg: 91.8247, loss: 0.2032 2023-03-02 16:23:17,861 - mmseg - INFO - Iter [50200/400000] lr: 7.500e-05, eta: 1 day, 7:28:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1947, decode.acc_seg: 91.9613, loss: 0.1947 2023-03-02 16:23:31,068 - mmseg - INFO - Iter [50250/400000] lr: 7.500e-05, eta: 1 day, 7:28:04, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2008, decode.acc_seg: 91.7783, loss: 0.2008 2023-03-02 16:23:44,360 - mmseg - INFO - Iter [50300/400000] lr: 7.500e-05, eta: 1 day, 7:27:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.8963, loss: 0.1980 2023-03-02 16:23:57,697 - mmseg - INFO - Iter [50350/400000] lr: 7.500e-05, eta: 1 day, 7:26:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1984, decode.acc_seg: 91.9165, loss: 0.1984 2023-03-02 16:24:10,891 - mmseg - INFO - Iter [50400/400000] lr: 7.500e-05, eta: 1 day, 7:26:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2074, decode.acc_seg: 91.4674, loss: 0.2074 2023-03-02 16:24:24,092 - mmseg - INFO - Iter [50450/400000] lr: 7.500e-05, eta: 1 day, 7:25:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.8772, loss: 0.2025 2023-03-02 16:24:39,973 - mmseg - INFO - Iter [50500/400000] lr: 7.500e-05, eta: 1 day, 7:25:19, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1984, decode.acc_seg: 91.8657, loss: 0.1984 2023-03-02 16:24:53,205 - mmseg - INFO - Iter [50550/400000] lr: 7.500e-05, eta: 1 day, 7:24:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1968, decode.acc_seg: 91.8602, loss: 0.1968 2023-03-02 16:25:06,462 - mmseg - INFO - Iter [50600/400000] lr: 7.500e-05, eta: 1 day, 7:24:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 92.0248, loss: 0.1956 2023-03-02 16:25:19,652 - mmseg - INFO - Iter [50650/400000] lr: 7.500e-05, eta: 1 day, 7:23:30, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1892, decode.acc_seg: 92.1784, loss: 0.1892 2023-03-02 16:25:33,257 - mmseg - INFO - Iter [50700/400000] lr: 7.500e-05, eta: 1 day, 7:22:56, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1969, decode.acc_seg: 91.9768, loss: 0.1969 2023-03-02 16:25:46,605 - mmseg - INFO - Iter [50750/400000] lr: 7.500e-05, eta: 1 day, 7:22:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1879, decode.acc_seg: 92.2402, loss: 0.1879 2023-03-02 16:25:59,807 - mmseg - INFO - Iter [50800/400000] lr: 7.500e-05, eta: 1 day, 7:21:43, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1962, decode.acc_seg: 92.1431, loss: 0.1962 2023-03-02 16:26:13,028 - mmseg - INFO - Iter [50850/400000] lr: 7.500e-05, eta: 1 day, 7:21:07, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2009, decode.acc_seg: 91.9809, loss: 0.2009 2023-03-02 16:26:26,256 - mmseg - INFO - Iter [50900/400000] lr: 7.500e-05, eta: 1 day, 7:20:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2041, decode.acc_seg: 91.6371, loss: 0.2041 2023-03-02 16:26:39,538 - mmseg - INFO - Iter [50950/400000] lr: 7.500e-05, eta: 1 day, 7:19:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1954, decode.acc_seg: 92.0003, loss: 0.1954 2023-03-02 16:26:53,008 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:26:53,008 - mmseg - INFO - Iter [51000/400000] lr: 7.500e-05, eta: 1 day, 7:19:20, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1932, decode.acc_seg: 92.0867, loss: 0.1932 2023-03-02 16:27:06,716 - mmseg - INFO - Iter [51050/400000] lr: 7.500e-05, eta: 1 day, 7:18:47, time: 0.274, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 92.0164, loss: 0.1952 2023-03-02 16:27:20,014 - mmseg - INFO - Iter [51100/400000] lr: 7.500e-05, eta: 1 day, 7:18:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 91.9374, loss: 0.1956 2023-03-02 16:27:35,890 - mmseg - INFO - Iter [51150/400000] lr: 7.500e-05, eta: 1 day, 7:17:54, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.1137, loss: 0.1908 2023-03-02 16:27:49,201 - mmseg - INFO - Iter 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16:28:56,020 - mmseg - INFO - Iter [51450/400000] lr: 7.500e-05, eta: 1 day, 7:14:23, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1890, decode.acc_seg: 92.2507, loss: 0.1890 2023-03-02 16:29:09,342 - mmseg - INFO - Iter [51500/400000] lr: 7.500e-05, eta: 1 day, 7:13:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1932, decode.acc_seg: 92.0127, loss: 0.1932 2023-03-02 16:29:22,604 - mmseg - INFO - Iter [51550/400000] lr: 7.500e-05, eta: 1 day, 7:13:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1972, decode.acc_seg: 91.9791, loss: 0.1972 2023-03-02 16:29:35,943 - mmseg - INFO - Iter [51600/400000] lr: 7.500e-05, eta: 1 day, 7:12:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2022, decode.acc_seg: 91.7562, loss: 0.2022 2023-03-02 16:29:49,149 - mmseg - INFO - Iter [51650/400000] lr: 7.500e-05, eta: 1 day, 7:12:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1882, decode.acc_seg: 92.1024, loss: 0.1882 2023-03-02 16:30:02,458 - mmseg - INFO - Iter [51700/400000] lr: 7.500e-05, eta: 1 day, 7:11:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1977, decode.acc_seg: 91.9205, loss: 0.1977 2023-03-02 16:30:18,232 - mmseg - INFO - Iter [51750/400000] lr: 7.500e-05, eta: 1 day, 7:11:08, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2007, decode.acc_seg: 91.9027, loss: 0.2007 2023-03-02 16:30:31,490 - mmseg - INFO - Iter [51800/400000] lr: 7.500e-05, eta: 1 day, 7:10:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.0292, loss: 0.1909 2023-03-02 16:30:44,975 - mmseg - INFO - Iter [51850/400000] lr: 7.500e-05, eta: 1 day, 7:09:59, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 92.0950, loss: 0.1925 2023-03-02 16:30:58,206 - mmseg - INFO - Iter [51900/400000] lr: 7.500e-05, eta: 1 day, 7:09:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1942, decode.acc_seg: 92.0462, loss: 0.1942 2023-03-02 16:31:11,412 - mmseg - INFO - Iter [51950/400000] lr: 7.500e-05, eta: 1 day, 7:08:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1869, decode.acc_seg: 92.2757, loss: 0.1869 2023-03-02 16:31:24,706 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:31:24,706 - mmseg - INFO - Iter [52000/400000] lr: 7.500e-05, eta: 1 day, 7:08:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.2685, loss: 0.1868 2023-03-02 16:31:38,008 - mmseg - INFO - Iter [52050/400000] lr: 7.500e-05, eta: 1 day, 7:07:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2023, decode.acc_seg: 91.8580, loss: 0.2023 2023-03-02 16:31:51,224 - mmseg - INFO - Iter [52100/400000] lr: 7.500e-05, eta: 1 day, 7:07:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2011, decode.acc_seg: 91.9243, loss: 0.2011 2023-03-02 16:32:04,549 - mmseg - INFO - Iter [52150/400000] lr: 7.500e-05, eta: 1 day, 7:06:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 92.1051, loss: 0.1961 2023-03-02 16:32:17,748 - mmseg - INFO - Iter [52200/400000] lr: 7.500e-05, eta: 1 day, 7:05:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 91.9205, loss: 0.1966 2023-03-02 16:32:30,992 - mmseg - INFO - Iter [52250/400000] lr: 7.500e-05, eta: 1 day, 7:05:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2036, decode.acc_seg: 91.6968, loss: 0.2036 2023-03-02 16:32:44,242 - mmseg - INFO - Iter [52300/400000] lr: 7.500e-05, eta: 1 day, 7:04:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2005, decode.acc_seg: 91.7610, loss: 0.2005 2023-03-02 16:32:57,428 - mmseg - INFO - Iter [52350/400000] lr: 7.500e-05, eta: 1 day, 7:04:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1927, decode.acc_seg: 92.0751, loss: 0.1927 2023-03-02 16:33:13,365 - mmseg - INFO - Iter [52400/400000] lr: 7.500e-05, eta: 1 day, 7:03:50, time: 0.319, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.0972, loss: 0.1909 2023-03-02 16:33:26,611 - mmseg - INFO - Iter [52450/400000] lr: 7.500e-05, eta: 1 day, 7:03:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.1112, loss: 0.1911 2023-03-02 16:33:40,131 - mmseg - INFO - Iter [52500/400000] lr: 7.500e-05, eta: 1 day, 7:02:43, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2002, decode.acc_seg: 91.9584, loss: 0.2002 2023-03-02 16:33:53,379 - mmseg - INFO - Iter [52550/400000] lr: 7.500e-05, eta: 1 day, 7:02:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.2704, loss: 0.1881 2023-03-02 16:34:06,617 - mmseg - INFO - Iter [52600/400000] lr: 7.500e-05, eta: 1 day, 7:01:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 91.9826, loss: 0.1937 2023-03-02 16:34:19,817 - mmseg - INFO - Iter [52650/400000] lr: 7.500e-05, eta: 1 day, 7:00:58, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1957, decode.acc_seg: 91.9283, loss: 0.1957 2023-03-02 16:34:33,145 - mmseg - INFO - Iter [52700/400000] lr: 7.500e-05, eta: 1 day, 7:00:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2026, decode.acc_seg: 91.7481, loss: 0.2026 2023-03-02 16:34:46,407 - mmseg - INFO - Iter [52750/400000] lr: 7.500e-05, eta: 1 day, 6:59:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1995, decode.acc_seg: 91.8052, loss: 0.1995 2023-03-02 16:34:59,625 - mmseg - INFO - Iter [52800/400000] lr: 7.500e-05, eta: 1 day, 6:59:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2013, decode.acc_seg: 91.8015, loss: 0.2013 2023-03-02 16:35:12,878 - mmseg - INFO - Iter [52850/400000] lr: 7.500e-05, eta: 1 day, 6:58:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1941, decode.acc_seg: 92.1009, loss: 0.1941 2023-03-02 16:35:26,312 - mmseg - INFO - Iter [52900/400000] lr: 7.500e-05, eta: 1 day, 6:58:06, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1988, decode.acc_seg: 91.8421, loss: 0.1988 2023-03-02 16:35:39,618 - mmseg - INFO - Iter [52950/400000] lr: 7.500e-05, eta: 1 day, 6:57:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.7102, loss: 0.2025 2023-03-02 16:35:52,901 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:35:52,901 - mmseg - INFO - Iter [53000/400000] lr: 7.500e-05, eta: 1 day, 6:56:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1941, decode.acc_seg: 92.2214, loss: 0.1941 2023-03-02 16:36:08,752 - mmseg - INFO - Iter [53050/400000] lr: 7.500e-05, eta: 1 day, 6:56:41, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.2104, loss: 0.1909 2023-03-02 16:36:22,134 - mmseg - INFO - Iter [53100/400000] lr: 7.500e-05, eta: 1 day, 6:56:07, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.2178, loss: 0.1868 2023-03-02 16:36:35,420 - mmseg - INFO - Iter [53150/400000] lr: 7.500e-05, eta: 1 day, 6:55:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0753, loss: 0.1938 2023-03-02 16:36:48,668 - mmseg - INFO - Iter [53200/400000] lr: 7.500e-05, eta: 1 day, 6:54:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.2347, loss: 0.1911 2023-03-02 16:37:01,950 - mmseg - INFO - Iter [53250/400000] lr: 7.500e-05, eta: 1 day, 6:54:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2033, decode.acc_seg: 91.7528, loss: 0.2033 2023-03-02 16:37:15,320 - mmseg - INFO - Iter [53300/400000] lr: 7.500e-05, eta: 1 day, 6:53:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1931, decode.acc_seg: 92.0157, loss: 0.1931 2023-03-02 16:37:28,608 - mmseg - INFO - Iter [53350/400000] lr: 7.500e-05, eta: 1 day, 6:53:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 92.0934, loss: 0.1956 2023-03-02 16:37:41,872 - mmseg - INFO - Iter [53400/400000] lr: 7.500e-05, eta: 1 day, 6:52:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.0777, loss: 0.1946 2023-03-02 16:37:55,166 - mmseg - INFO - Iter [53450/400000] lr: 7.500e-05, eta: 1 day, 6:52:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1949, decode.acc_seg: 92.0541, loss: 0.1949 2023-03-02 16:38:08,501 - mmseg - INFO - Iter [53500/400000] lr: 7.500e-05, eta: 1 day, 6:51:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.1883, loss: 0.1911 2023-03-02 16:38:21,870 - mmseg - INFO - Iter [53550/400000] lr: 7.500e-05, eta: 1 day, 6:51:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1753, loss: 0.1933 2023-03-02 16:38:35,128 - mmseg - INFO - Iter [53600/400000] lr: 7.500e-05, eta: 1 day, 6:50:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1954, decode.acc_seg: 91.8972, loss: 0.1954 2023-03-02 16:38:50,826 - mmseg - INFO - Iter [53650/400000] lr: 7.500e-05, eta: 1 day, 6:50:11, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1984, decode.acc_seg: 91.7428, loss: 0.1984 2023-03-02 16:39:04,040 - mmseg - INFO - Iter [53700/400000] lr: 7.500e-05, eta: 1 day, 6:49:36, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.2345, loss: 0.1904 2023-03-02 16:39:17,412 - mmseg - INFO - Iter [53750/400000] lr: 7.500e-05, eta: 1 day, 6:49:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.1825, loss: 0.1910 2023-03-02 16:39:30,618 - mmseg - INFO - Iter [53800/400000] lr: 7.500e-05, eta: 1 day, 6:48:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1969, decode.acc_seg: 91.8807, loss: 0.1969 2023-03-02 16:39:43,933 - mmseg - INFO - Iter [53850/400000] lr: 7.500e-05, eta: 1 day, 6:47:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1968, decode.acc_seg: 91.8573, loss: 0.1968 2023-03-02 16:39:57,183 - mmseg - INFO - Iter [53900/400000] lr: 7.500e-05, eta: 1 day, 6:47:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 91.9179, loss: 0.1961 2023-03-02 16:40:10,460 - mmseg - INFO - Iter [53950/400000] lr: 7.500e-05, eta: 1 day, 6:46:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 91.9756, loss: 0.1917 2023-03-02 16:40:23,707 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:40:23,707 - mmseg - INFO - Iter [54000/400000] lr: 7.500e-05, eta: 1 day, 6:46:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.1936, loss: 0.1908 2023-03-02 16:40:37,845 - mmseg - INFO - Iter [54050/400000] lr: 7.500e-05, eta: 1 day, 6:45:47, time: 0.283, data_time: 0.006, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.3104, loss: 0.1881 2023-03-02 16:40:51,249 - mmseg - INFO - Iter [54100/400000] lr: 7.500e-05, eta: 1 day, 6:45:14, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1999, decode.acc_seg: 91.8514, loss: 0.1999 2023-03-02 16:41:04,464 - mmseg - INFO - Iter [54150/400000] lr: 7.500e-05, eta: 1 day, 6:44:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.3699, loss: 0.1857 2023-03-02 16:41:17,935 - mmseg - INFO - Iter [54200/400000] lr: 7.500e-05, eta: 1 day, 6:44:08, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1991, decode.acc_seg: 91.8439, loss: 0.1991 2023-03-02 16:41:31,218 - mmseg - INFO - Iter [54250/400000] lr: 7.500e-05, eta: 1 day, 6:43:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1957, decode.acc_seg: 92.0726, loss: 0.1957 2023-03-02 16:41:47,145 - mmseg - INFO - Iter [54300/400000] lr: 7.500e-05, eta: 1 day, 6:43:18, time: 0.319, data_time: 0.057, memory: 39575, decode.loss_ce: 0.2012, decode.acc_seg: 91.7391, loss: 0.2012 2023-03-02 16:42:00,446 - mmseg - INFO - Iter [54350/400000] lr: 7.500e-05, eta: 1 day, 6:42:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2027, decode.acc_seg: 91.8131, loss: 0.2027 2023-03-02 16:42:13,658 - mmseg - INFO - Iter [54400/400000] lr: 7.500e-05, eta: 1 day, 6:42:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1970, decode.acc_seg: 91.8517, loss: 0.1970 2023-03-02 16:42:27,194 - mmseg - INFO - Iter [54450/400000] lr: 7.500e-05, eta: 1 day, 6:41:40, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.0996, loss: 0.1902 2023-03-02 16:42:40,489 - mmseg - INFO - Iter [54500/400000] lr: 7.500e-05, eta: 1 day, 6:41:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.2702, loss: 0.1889 2023-03-02 16:42:53,811 - mmseg - INFO - Iter [54550/400000] lr: 7.500e-05, eta: 1 day, 6:40:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 91.9730, loss: 0.1961 2023-03-02 16:43:07,155 - mmseg - INFO - Iter [54600/400000] lr: 7.500e-05, eta: 1 day, 6:40:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.2215, loss: 0.1933 2023-03-02 16:43:20,417 - mmseg - INFO - Iter [54650/400000] lr: 7.500e-05, eta: 1 day, 6:39:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.0710, loss: 0.1924 2023-03-02 16:43:33,771 - mmseg - INFO - Iter [54700/400000] lr: 7.500e-05, eta: 1 day, 6:38:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1947, decode.acc_seg: 92.1059, loss: 0.1947 2023-03-02 16:43:47,169 - mmseg - INFO - Iter [54750/400000] lr: 7.500e-05, eta: 1 day, 6:38:23, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.9524, loss: 0.1985 2023-03-02 16:44:00,468 - mmseg - INFO - Iter [54800/400000] lr: 7.500e-05, eta: 1 day, 6:37:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.1459, loss: 0.1924 2023-03-02 16:44:14,181 - mmseg - INFO - Iter [54850/400000] lr: 7.500e-05, eta: 1 day, 6:37:20, time: 0.274, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.2288, loss: 0.1881 2023-03-02 16:44:29,926 - mmseg - INFO - Iter [54900/400000] lr: 7.500e-05, eta: 1 day, 6:37:03, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1940, decode.acc_seg: 92.1323, loss: 0.1940 2023-03-02 16:44:43,244 - mmseg - INFO - Iter [54950/400000] lr: 7.500e-05, eta: 1 day, 6:36:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.0682, loss: 0.1908 2023-03-02 16:44:56,556 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:44:56,556 - mmseg - INFO - Iter [55000/400000] lr: 7.500e-05, eta: 1 day, 6:35:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1972, decode.acc_seg: 91.7300, loss: 0.1972 2023-03-02 16:45:09,799 - mmseg - INFO - Iter [55050/400000] lr: 7.500e-05, eta: 1 day, 6:35:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.3129, loss: 0.1915 2023-03-02 16:45:23,072 - mmseg - INFO - Iter [55100/400000] lr: 7.500e-05, eta: 1 day, 6:34:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1963, decode.acc_seg: 91.8232, loss: 0.1963 2023-03-02 16:45:36,288 - mmseg - INFO - Iter [55150/400000] lr: 7.500e-05, eta: 1 day, 6:34:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2046, decode.acc_seg: 91.7008, loss: 0.2046 2023-03-02 16:45:49,654 - mmseg - INFO - Iter [55200/400000] lr: 7.500e-05, eta: 1 day, 6:33:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 92.0667, loss: 0.1953 2023-03-02 16:46:02,918 - mmseg - INFO - Iter [55250/400000] lr: 7.500e-05, eta: 1 day, 6:33:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1928, decode.acc_seg: 92.2866, loss: 0.1928 2023-03-02 16:46:16,383 - mmseg - INFO - Iter [55300/400000] lr: 7.500e-05, eta: 1 day, 6:32:43, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1992, decode.acc_seg: 91.9465, loss: 0.1992 2023-03-02 16:46:30,038 - mmseg - INFO - Iter [55350/400000] lr: 7.500e-05, eta: 1 day, 6:32:12, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 92.0877, loss: 0.1925 2023-03-02 16:46:43,348 - mmseg - INFO - Iter [55400/400000] lr: 7.500e-05, eta: 1 day, 6:31:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1942, decode.acc_seg: 92.1004, loss: 0.1942 2023-03-02 16:46:56,687 - mmseg - INFO - Iter [55450/400000] lr: 7.500e-05, eta: 1 day, 6:31:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2012, decode.acc_seg: 91.7967, loss: 0.2012 2023-03-02 16:47:09,977 - mmseg - INFO - Iter [55500/400000] lr: 7.500e-05, eta: 1 day, 6:30:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1982, decode.acc_seg: 91.7879, loss: 0.1982 2023-03-02 16:47:25,691 - mmseg - INFO - Iter [55550/400000] lr: 7.500e-05, eta: 1 day, 6:30:18, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 92.0290, loss: 0.1980 2023-03-02 16:47:38,964 - mmseg - INFO - Iter [55600/400000] lr: 7.500e-05, eta: 1 day, 6:29:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1988, decode.acc_seg: 91.9932, loss: 0.1988 2023-03-02 16:47:52,155 - mmseg - INFO - Iter [55650/400000] lr: 7.500e-05, eta: 1 day, 6:29:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.1989, loss: 0.1915 2023-03-02 16:48:05,425 - mmseg - INFO - Iter [55700/400000] lr: 7.500e-05, eta: 1 day, 6:28:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.1915, loss: 0.1924 2023-03-02 16:48:18,750 - mmseg - INFO - Iter [55750/400000] lr: 7.500e-05, eta: 1 day, 6:28:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1949, decode.acc_seg: 92.0677, loss: 0.1949 2023-03-02 16:48:31,973 - mmseg - INFO - Iter [55800/400000] lr: 7.500e-05, eta: 1 day, 6:27:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2015, decode.acc_seg: 91.8580, loss: 0.2015 2023-03-02 16:48:45,160 - mmseg - INFO - Iter [55850/400000] lr: 7.500e-05, eta: 1 day, 6:27:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.0135, loss: 0.1946 2023-03-02 16:48:58,427 - mmseg - INFO - Iter [55900/400000] lr: 7.500e-05, eta: 1 day, 6:26:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.2006, loss: 0.1914 2023-03-02 16:49:11,643 - mmseg - INFO - Iter [55950/400000] lr: 7.500e-05, eta: 1 day, 6:25:58, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 91.9595, loss: 0.1958 2023-03-02 16:49:24,905 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:49:24,905 - mmseg - INFO - Iter [56000/400000] lr: 7.500e-05, eta: 1 day, 6:25:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 91.9092, loss: 0.1953 2023-03-02 16:49:38,109 - mmseg - INFO - Iter [56050/400000] lr: 7.500e-05, eta: 1 day, 6:24:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1978, decode.acc_seg: 92.0151, loss: 0.1978 2023-03-02 16:49:51,556 - mmseg - INFO - Iter [56100/400000] lr: 7.500e-05, eta: 1 day, 6:24:22, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1950, decode.acc_seg: 92.1778, loss: 0.1950 2023-03-02 16:50:05,066 - mmseg - INFO - Iter [56150/400000] lr: 7.500e-05, eta: 1 day, 6:23:51, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.2625, loss: 0.1896 2023-03-02 16:50:21,047 - mmseg - INFO - Iter [56200/400000] lr: 7.500e-05, eta: 1 day, 6:23:36, time: 0.320, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.2280, loss: 0.1916 2023-03-02 16:50:34,438 - mmseg - INFO - Iter [56250/400000] lr: 7.500e-05, eta: 1 day, 6:23:04, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.1366, loss: 0.1888 2023-03-02 16:50:47,661 - mmseg - INFO - Iter [56300/400000] lr: 7.500e-05, eta: 1 day, 6:22:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 92.0530, loss: 0.1936 2023-03-02 16:51:00,875 - mmseg - INFO - Iter [56350/400000] lr: 7.500e-05, eta: 1 day, 6:22:00, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.1526, loss: 0.1919 2023-03-02 16:51:14,356 - mmseg - INFO - Iter [56400/400000] lr: 7.500e-05, eta: 1 day, 6:21:29, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.2207, loss: 0.1908 2023-03-02 16:51:27,656 - mmseg - INFO - Iter [56450/400000] lr: 7.500e-05, eta: 1 day, 6:20:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2003, decode.acc_seg: 91.7988, loss: 0.2003 2023-03-02 16:51:41,051 - mmseg - INFO - Iter [56500/400000] lr: 7.500e-05, eta: 1 day, 6:20:26, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1940, decode.acc_seg: 92.0312, loss: 0.1940 2023-03-02 16:51:54,304 - mmseg - INFO - Iter [56550/400000] lr: 7.500e-05, eta: 1 day, 6:19:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.0344, loss: 0.1946 2023-03-02 16:52:07,716 - mmseg - INFO - Iter [56600/400000] lr: 7.500e-05, eta: 1 day, 6:19:23, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2020, decode.acc_seg: 91.6774, loss: 0.2020 2023-03-02 16:52:21,003 - mmseg - INFO - Iter [56650/400000] lr: 7.500e-05, eta: 1 day, 6:18:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 91.9424, loss: 0.1966 2023-03-02 16:52:34,211 - mmseg - INFO - Iter [56700/400000] lr: 7.500e-05, eta: 1 day, 6:18:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1976, decode.acc_seg: 91.8101, loss: 0.1976 2023-03-02 16:52:47,549 - mmseg - INFO - Iter [56750/400000] lr: 7.500e-05, eta: 1 day, 6:17:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1992, decode.acc_seg: 91.9759, loss: 0.1992 2023-03-02 16:53:03,346 - mmseg - INFO - Iter [56800/400000] lr: 7.500e-05, eta: 1 day, 6:17:32, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.2116, loss: 0.1912 2023-03-02 16:53:16,550 - mmseg - INFO - Iter [56850/400000] lr: 7.500e-05, eta: 1 day, 6:16:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.8833, loss: 0.1980 2023-03-02 16:53:29,896 - mmseg - INFO - Iter [56900/400000] lr: 7.500e-05, eta: 1 day, 6:16:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.3643, loss: 0.1873 2023-03-02 16:53:43,221 - mmseg - INFO - Iter [56950/400000] lr: 7.500e-05, eta: 1 day, 6:15:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1907, decode.acc_seg: 92.0475, loss: 0.1907 2023-03-02 16:53:56,442 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:53:56,443 - mmseg - INFO - Iter [57000/400000] lr: 7.500e-05, eta: 1 day, 6:15:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2011, decode.acc_seg: 91.8654, loss: 0.2011 2023-03-02 16:54:09,885 - mmseg - INFO - Iter [57050/400000] lr: 7.500e-05, eta: 1 day, 6:14:55, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 92.0169, loss: 0.1920 2023-03-02 16:54:23,292 - mmseg - INFO - Iter [57100/400000] lr: 7.500e-05, eta: 1 day, 6:14:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1928, decode.acc_seg: 92.0320, loss: 0.1928 2023-03-02 16:54:36,600 - mmseg - INFO - Iter [57150/400000] lr: 7.500e-05, eta: 1 day, 6:13:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1853, decode.acc_seg: 92.3243, loss: 0.1853 2023-03-02 16:54:49,827 - mmseg - INFO - Iter [57200/400000] lr: 7.500e-05, eta: 1 day, 6:13:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.1992, loss: 0.1904 2023-03-02 16:55:03,187 - mmseg - INFO - Iter [57250/400000] lr: 7.500e-05, eta: 1 day, 6:12:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1987, decode.acc_seg: 91.8697, loss: 0.1987 2023-03-02 16:55:16,606 - mmseg - INFO - Iter [57300/400000] lr: 7.500e-05, eta: 1 day, 6:12:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.2127, loss: 0.1874 2023-03-02 16:55:29,818 - mmseg - INFO - Iter [57350/400000] lr: 7.500e-05, eta: 1 day, 6:11:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 91.8993, loss: 0.1966 2023-03-02 16:55:43,024 - mmseg - INFO - Iter [57400/400000] lr: 7.500e-05, eta: 1 day, 6:11:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 92.0671, loss: 0.1960 2023-03-02 16:55:58,794 - mmseg - INFO - Iter [57450/400000] lr: 7.500e-05, eta: 1 day, 6:11:00, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.2247, loss: 0.1885 2023-03-02 16:56:12,066 - mmseg - INFO - Iter [57500/400000] lr: 7.500e-05, eta: 1 day, 6:10:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2012, decode.acc_seg: 91.7808, loss: 0.2012 2023-03-02 16:56:25,424 - mmseg - INFO - Iter [57550/400000] lr: 7.500e-05, eta: 1 day, 6:09:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1995, decode.acc_seg: 91.9985, loss: 0.1995 2023-03-02 16:56:38,725 - mmseg - INFO - Iter [57600/400000] lr: 7.500e-05, eta: 1 day, 6:09:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1900, decode.acc_seg: 92.2955, loss: 0.1900 2023-03-02 16:56:52,099 - mmseg - INFO - Iter [57650/400000] lr: 7.500e-05, eta: 1 day, 6:08:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.4157, loss: 0.1866 2023-03-02 16:57:05,313 - mmseg - INFO - Iter [57700/400000] lr: 7.500e-05, eta: 1 day, 6:08:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1982, decode.acc_seg: 91.8579, loss: 0.1982 2023-03-02 16:57:18,556 - mmseg - INFO - Iter [57750/400000] lr: 7.500e-05, eta: 1 day, 6:07:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1976, decode.acc_seg: 91.7964, loss: 0.1976 2023-03-02 16:57:31,785 - mmseg - INFO - Iter [57800/400000] lr: 7.500e-05, eta: 1 day, 6:07:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1992, decode.acc_seg: 91.7552, loss: 0.1992 2023-03-02 16:57:45,095 - mmseg - INFO - Iter [57850/400000] lr: 7.500e-05, eta: 1 day, 6:06:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.2857, loss: 0.1864 2023-03-02 16:57:58,533 - mmseg - INFO - Iter [57900/400000] lr: 7.500e-05, eta: 1 day, 6:06:21, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1927, decode.acc_seg: 91.9393, loss: 0.1927 2023-03-02 16:58:11,781 - mmseg - INFO - Iter [57950/400000] lr: 7.500e-05, eta: 1 day, 6:05:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1951, decode.acc_seg: 92.1221, loss: 0.1951 2023-03-02 16:58:24,989 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 16:58:24,990 - mmseg - INFO - Iter [58000/400000] lr: 7.500e-05, eta: 1 day, 6:05:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1886, decode.acc_seg: 92.2405, loss: 0.1886 2023-03-02 16:58:38,282 - mmseg - INFO - Iter [58050/400000] lr: 7.500e-05, eta: 1 day, 6:04:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 91.9273, loss: 0.1937 2023-03-02 16:58:54,231 - mmseg - INFO - Iter [58100/400000] lr: 7.500e-05, eta: 1 day, 6:04:32, time: 0.319, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1928, decode.acc_seg: 92.1607, loss: 0.1928 2023-03-02 16:59:07,447 - mmseg - INFO - Iter [58150/400000] lr: 7.500e-05, eta: 1 day, 6:04:01, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.1538, loss: 0.1924 2023-03-02 16:59:20,804 - mmseg - INFO - Iter [58200/400000] lr: 7.500e-05, eta: 1 day, 6:03:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1943, decode.acc_seg: 91.9214, loss: 0.1943 2023-03-02 16:59:34,205 - mmseg - INFO - Iter [58250/400000] lr: 7.500e-05, eta: 1 day, 6:03:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.2652, loss: 0.1904 2023-03-02 16:59:47,474 - mmseg - INFO - Iter [58300/400000] lr: 7.500e-05, eta: 1 day, 6:02:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.1879, loss: 0.1889 2023-03-02 17:00:00,755 - mmseg - INFO - Iter [58350/400000] lr: 7.500e-05, eta: 1 day, 6:01:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1965, decode.acc_seg: 91.8653, loss: 0.1965 2023-03-02 17:00:14,001 - mmseg - INFO - Iter [58400/400000] lr: 7.500e-05, eta: 1 day, 6:01:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1893, decode.acc_seg: 92.2056, loss: 0.1893 2023-03-02 17:00:27,279 - mmseg - INFO - Iter [58450/400000] lr: 7.500e-05, eta: 1 day, 6:00:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2017, decode.acc_seg: 91.7999, loss: 0.2017 2023-03-02 17:00:40,541 - mmseg - INFO - Iter [58500/400000] lr: 7.500e-05, eta: 1 day, 6:00:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1107, loss: 0.1933 2023-03-02 17:00:53,790 - mmseg - INFO - Iter [58550/400000] lr: 7.500e-05, eta: 1 day, 5:59:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.1422, loss: 0.1918 2023-03-02 17:01:07,152 - mmseg - INFO - Iter [58600/400000] lr: 7.500e-05, eta: 1 day, 5:59:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1962, decode.acc_seg: 91.9960, loss: 0.1962 2023-03-02 17:01:20,581 - mmseg - INFO - Iter [58650/400000] lr: 7.500e-05, eta: 1 day, 5:58:56, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1968, decode.acc_seg: 92.0144, loss: 0.1968 2023-03-02 17:01:36,318 - mmseg - INFO - Iter [58700/400000] lr: 7.500e-05, eta: 1 day, 5:58:40, time: 0.314, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1913, decode.acc_seg: 92.1671, loss: 0.1913 2023-03-02 17:01:49,648 - mmseg - INFO - Iter [58750/400000] lr: 7.500e-05, eta: 1 day, 5:58:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.1788, loss: 0.1884 2023-03-02 17:02:02,967 - mmseg - INFO - Iter [58800/400000] lr: 7.500e-05, eta: 1 day, 5:57:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1941, decode.acc_seg: 92.0236, loss: 0.1941 2023-03-02 17:02:16,193 - mmseg - INFO - Iter [58850/400000] lr: 7.500e-05, eta: 1 day, 5:57:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.2736, loss: 0.1871 2023-03-02 17:02:29,416 - mmseg - INFO - Iter [58900/400000] lr: 7.500e-05, eta: 1 day, 5:56:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1949, decode.acc_seg: 92.1507, loss: 0.1949 2023-03-02 17:02:42,712 - mmseg - INFO - Iter [58950/400000] lr: 7.500e-05, eta: 1 day, 5:56:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.2708, loss: 0.1877 2023-03-02 17:02:55,952 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:02:55,952 - mmseg - INFO - Iter [59000/400000] lr: 7.500e-05, eta: 1 day, 5:55:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1959, decode.acc_seg: 91.9249, loss: 0.1959 2023-03-02 17:03:09,282 - mmseg - INFO - Iter [59050/400000] lr: 7.500e-05, eta: 1 day, 5:55:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.1428, loss: 0.1908 2023-03-02 17:03:22,513 - mmseg - INFO - Iter [59100/400000] lr: 7.500e-05, eta: 1 day, 5:54:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2000, decode.acc_seg: 91.9521, loss: 0.2000 2023-03-02 17:03:35,734 - mmseg - INFO - Iter [59150/400000] lr: 7.500e-05, eta: 1 day, 5:54:06, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2028, decode.acc_seg: 91.6999, loss: 0.2028 2023-03-02 17:03:49,020 - mmseg - INFO - Iter [59200/400000] lr: 7.500e-05, eta: 1 day, 5:53:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1386, loss: 0.1933 2023-03-02 17:04:02,240 - mmseg - INFO - Iter [59250/400000] lr: 7.500e-05, eta: 1 day, 5:53:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.1772, loss: 0.1930 2023-03-02 17:04:15,490 - mmseg - INFO - Iter [59300/400000] lr: 7.500e-05, eta: 1 day, 5:52:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1989, decode.acc_seg: 91.8958, loss: 0.1989 2023-03-02 17:04:31,497 - mmseg - INFO - Iter [59350/400000] lr: 7.500e-05, eta: 1 day, 5:52:20, time: 0.320, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 92.0861, loss: 0.1953 2023-03-02 17:04:45,143 - mmseg - INFO - Iter [59400/400000] lr: 7.500e-05, eta: 1 day, 5:51:52, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1950, decode.acc_seg: 92.0624, loss: 0.1950 2023-03-02 17:04:58,413 - mmseg - INFO - Iter [59450/400000] lr: 7.500e-05, eta: 1 day, 5:51:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2006, decode.acc_seg: 91.8202, loss: 0.2006 2023-03-02 17:05:11,971 - mmseg - INFO - Iter [59500/400000] lr: 7.500e-05, eta: 1 day, 5:50:54, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1979, decode.acc_seg: 91.8969, loss: 0.1979 2023-03-02 17:05:25,282 - mmseg - INFO - Iter [59550/400000] lr: 7.500e-05, eta: 1 day, 5:50:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2036, decode.acc_seg: 91.7548, loss: 0.2036 2023-03-02 17:05:38,794 - mmseg - INFO - Iter [59600/400000] lr: 7.500e-05, eta: 1 day, 5:49:55, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.2151, loss: 0.1933 2023-03-02 17:05:52,022 - mmseg - INFO - Iter [59650/400000] lr: 7.500e-05, eta: 1 day, 5:49:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1947, decode.acc_seg: 92.0115, loss: 0.1947 2023-03-02 17:06:05,335 - mmseg - INFO - Iter [59700/400000] lr: 7.500e-05, eta: 1 day, 5:48:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1875, decode.acc_seg: 92.2056, loss: 0.1875 2023-03-02 17:06:18,603 - mmseg - INFO - Iter [59750/400000] lr: 7.500e-05, eta: 1 day, 5:48:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1948, decode.acc_seg: 92.0292, loss: 0.1948 2023-03-02 17:06:31,849 - mmseg - INFO - Iter [59800/400000] lr: 7.500e-05, eta: 1 day, 5:47:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 92.1213, loss: 0.1925 2023-03-02 17:06:45,118 - mmseg - INFO - Iter [59850/400000] lr: 7.500e-05, eta: 1 day, 5:47:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1928, decode.acc_seg: 92.0963, loss: 0.1928 2023-03-02 17:06:58,455 - mmseg - INFO - Iter [59900/400000] lr: 7.500e-05, eta: 1 day, 5:46:55, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 92.0499, loss: 0.1937 2023-03-02 17:07:14,496 - mmseg - INFO - Iter [59950/400000] lr: 7.500e-05, eta: 1 day, 5:46:41, time: 0.321, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1934, decode.acc_seg: 92.1190, loss: 0.1934 2023-03-02 17:07:27,768 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:07:27,768 - mmseg - INFO - Iter [60000/400000] lr: 7.500e-05, eta: 1 day, 5:46:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.1130, loss: 0.1910 2023-03-02 17:07:41,161 - mmseg - INFO - Iter [60050/400000] lr: 7.500e-05, eta: 1 day, 5:45:42, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.2442, loss: 0.1933 2023-03-02 17:07:54,453 - mmseg - INFO - Iter [60100/400000] lr: 7.500e-05, eta: 1 day, 5:45:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1944, decode.acc_seg: 92.2102, loss: 0.1944 2023-03-02 17:08:07,720 - mmseg - INFO - Iter [60150/400000] lr: 7.500e-05, eta: 1 day, 5:44:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1929, decode.acc_seg: 92.1518, loss: 0.1929 2023-03-02 17:08:21,267 - mmseg - INFO - Iter [60200/400000] lr: 7.500e-05, eta: 1 day, 5:44:14, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.1281, loss: 0.1918 2023-03-02 17:08:34,663 - mmseg - INFO - Iter [60250/400000] lr: 7.500e-05, eta: 1 day, 5:43:45, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 91.9506, loss: 0.1958 2023-03-02 17:08:48,002 - mmseg - INFO - Iter [60300/400000] lr: 7.500e-05, eta: 1 day, 5:43:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 92.0943, loss: 0.1958 2023-03-02 17:09:01,486 - mmseg - INFO - Iter [60350/400000] lr: 7.500e-05, eta: 1 day, 5:42:47, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1892, decode.acc_seg: 92.1285, loss: 0.1892 2023-03-02 17:09:14,867 - mmseg - INFO - Iter [60400/400000] lr: 7.500e-05, eta: 1 day, 5:42:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.1463, loss: 0.1917 2023-03-02 17:09:28,195 - mmseg - INFO - Iter [60450/400000] lr: 7.500e-05, eta: 1 day, 5:41:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1989, decode.acc_seg: 91.7987, loss: 0.1989 2023-03-02 17:09:41,565 - mmseg - INFO - Iter [60500/400000] lr: 7.500e-05, eta: 1 day, 5:41:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1983, decode.acc_seg: 91.9659, loss: 0.1983 2023-03-02 17:09:54,804 - mmseg - INFO - Iter [60550/400000] lr: 7.500e-05, eta: 1 day, 5:40:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2036, decode.acc_seg: 91.8533, loss: 0.2036 2023-03-02 17:10:10,528 - mmseg - INFO - Iter [60600/400000] lr: 7.500e-05, eta: 1 day, 5:40:34, time: 0.314, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 92.0171, loss: 0.1925 2023-03-02 17:10:24,003 - mmseg - INFO - Iter [60650/400000] lr: 7.500e-05, eta: 1 day, 5:40:06, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1970, decode.acc_seg: 91.8793, loss: 0.1970 2023-03-02 17:10:37,484 - mmseg - INFO - Iter [60700/400000] lr: 7.500e-05, eta: 1 day, 5:39:38, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.3976, loss: 0.1832 2023-03-02 17:10:50,715 - mmseg - INFO - Iter [60750/400000] lr: 7.500e-05, eta: 1 day, 5:39:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 91.9824, loss: 0.1912 2023-03-02 17:11:04,039 - mmseg - INFO - Iter [60800/400000] lr: 7.500e-05, eta: 1 day, 5:38:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1872, decode.acc_seg: 92.2633, loss: 0.1872 2023-03-02 17:11:17,317 - mmseg - INFO - Iter [60850/400000] lr: 7.500e-05, eta: 1 day, 5:38:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.1329, loss: 0.1915 2023-03-02 17:11:30,611 - mmseg - INFO - Iter [60900/400000] lr: 7.500e-05, eta: 1 day, 5:37:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1998, decode.acc_seg: 91.8383, loss: 0.1998 2023-03-02 17:11:43,795 - mmseg - INFO - Iter [60950/400000] lr: 7.500e-05, eta: 1 day, 5:37:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.1494, loss: 0.1916 2023-03-02 17:11:57,101 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:11:57,101 - mmseg - INFO - Iter [61000/400000] lr: 7.500e-05, eta: 1 day, 5:36:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 92.0244, loss: 0.1966 2023-03-02 17:12:10,380 - mmseg - INFO - Iter [61050/400000] lr: 7.500e-05, eta: 1 day, 5:36:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1945, decode.acc_seg: 91.9686, loss: 0.1945 2023-03-02 17:12:23,701 - mmseg - INFO - Iter [61100/400000] lr: 7.500e-05, eta: 1 day, 5:35:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2005, decode.acc_seg: 91.8336, loss: 0.2005 2023-03-02 17:12:36,998 - mmseg - INFO - Iter [61150/400000] lr: 7.500e-05, eta: 1 day, 5:35:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.2757, loss: 0.1923 2023-03-02 17:12:50,356 - mmseg - INFO - Iter 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17:13:59,220 - mmseg - INFO - Iter [61450/400000] lr: 7.500e-05, eta: 1 day, 5:32:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2011, decode.acc_seg: 91.8212, loss: 0.2011 2023-03-02 17:14:13,032 - mmseg - INFO - Iter [61500/400000] lr: 7.500e-05, eta: 1 day, 5:32:06, time: 0.276, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.1530, loss: 0.1911 2023-03-02 17:14:26,551 - mmseg - INFO - Iter [61550/400000] lr: 7.500e-05, eta: 1 day, 5:31:39, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.1255, loss: 0.1904 2023-03-02 17:14:39,861 - mmseg - INFO - Iter [61600/400000] lr: 7.500e-05, eta: 1 day, 5:31:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1991, decode.acc_seg: 91.9260, loss: 0.1991 2023-03-02 17:14:53,181 - mmseg - INFO - Iter [61650/400000] lr: 7.500e-05, eta: 1 day, 5:30:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2039, decode.acc_seg: 91.5896, loss: 0.2039 2023-03-02 17:15:06,449 - mmseg - INFO - Iter [61700/400000] lr: 7.500e-05, eta: 1 day, 5:30:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.4452, loss: 0.1857 2023-03-02 17:15:19,769 - mmseg - INFO - Iter [61750/400000] lr: 7.500e-05, eta: 1 day, 5:29:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.3792, loss: 0.1903 2023-03-02 17:15:33,103 - mmseg - INFO - Iter [61800/400000] lr: 7.500e-05, eta: 1 day, 5:29:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1986, decode.acc_seg: 91.9206, loss: 0.1986 2023-03-02 17:15:48,976 - mmseg - INFO - Iter [61850/400000] lr: 7.500e-05, eta: 1 day, 5:29:00, time: 0.317, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.2382, loss: 0.1902 2023-03-02 17:16:02,264 - mmseg - INFO - Iter [61900/400000] lr: 7.500e-05, eta: 1 day, 5:28:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1993, decode.acc_seg: 91.9261, loss: 0.1993 2023-03-02 17:16:15,682 - mmseg - INFO - Iter [61950/400000] lr: 7.500e-05, eta: 1 day, 5:28:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2003, decode.acc_seg: 91.8753, loss: 0.2003 2023-03-02 17:16:28,953 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:16:28,953 - mmseg - INFO - Iter [62000/400000] lr: 7.500e-05, eta: 1 day, 5:27:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1907, decode.acc_seg: 92.2743, loss: 0.1907 2023-03-02 17:16:42,330 - mmseg - INFO - Iter [62050/400000] lr: 7.500e-05, eta: 1 day, 5:27:06, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.2914, loss: 0.1883 2023-03-02 17:16:55,594 - mmseg - INFO - Iter [62100/400000] lr: 7.500e-05, eta: 1 day, 5:26:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 91.9766, loss: 0.1924 2023-03-02 17:17:08,892 - mmseg - INFO - Iter [62150/400000] lr: 7.500e-05, eta: 1 day, 5:26:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.1072, loss: 0.1917 2023-03-02 17:17:22,187 - mmseg - INFO - Iter [62200/400000] lr: 7.500e-05, eta: 1 day, 5:25:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1973, decode.acc_seg: 91.9725, loss: 0.1973 2023-03-02 17:17:35,530 - mmseg - INFO - Iter [62250/400000] lr: 7.500e-05, eta: 1 day, 5:25:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1969, decode.acc_seg: 91.9242, loss: 0.1969 2023-03-02 17:17:48,769 - mmseg - INFO - Iter [62300/400000] lr: 7.500e-05, eta: 1 day, 5:24:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1927, decode.acc_seg: 91.8628, loss: 0.1927 2023-03-02 17:18:02,071 - mmseg - INFO - Iter [62350/400000] lr: 7.500e-05, eta: 1 day, 5:24:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.2271, loss: 0.1887 2023-03-02 17:18:15,468 - mmseg - INFO - Iter [62400/400000] lr: 7.500e-05, eta: 1 day, 5:23:46, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1932, decode.acc_seg: 91.8815, loss: 0.1932 2023-03-02 17:18:28,777 - mmseg - INFO - Iter [62450/400000] lr: 7.500e-05, eta: 1 day, 5:23:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1893, decode.acc_seg: 92.1370, loss: 0.1893 2023-03-02 17:18:44,721 - mmseg - INFO - Iter [62500/400000] lr: 7.500e-05, eta: 1 day, 5:23:03, time: 0.319, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.2444, loss: 0.1915 2023-03-02 17:18:57,995 - mmseg - INFO - Iter [62550/400000] lr: 7.500e-05, eta: 1 day, 5:22:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1947, decode.acc_seg: 91.9912, loss: 0.1947 2023-03-02 17:19:11,223 - mmseg - INFO - Iter [62600/400000] lr: 7.500e-05, eta: 1 day, 5:22:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2065, decode.acc_seg: 91.7196, loss: 0.2065 2023-03-02 17:19:24,487 - mmseg - INFO - Iter [62650/400000] lr: 7.500e-05, eta: 1 day, 5:21:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1890, decode.acc_seg: 92.1705, loss: 0.1890 2023-03-02 17:19:37,790 - mmseg - INFO - Iter [62700/400000] lr: 7.500e-05, eta: 1 day, 5:21:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2057, decode.acc_seg: 91.7034, loss: 0.2057 2023-03-02 17:19:51,008 - mmseg - INFO - Iter [62750/400000] lr: 7.500e-05, eta: 1 day, 5:20:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1981, decode.acc_seg: 91.9537, loss: 0.1981 2023-03-02 17:20:04,373 - mmseg - INFO - Iter [62800/400000] lr: 7.500e-05, eta: 1 day, 5:20:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.1329, loss: 0.1903 2023-03-02 17:20:17,642 - mmseg - INFO - Iter [62850/400000] lr: 7.500e-05, eta: 1 day, 5:19:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 92.0516, loss: 0.1960 2023-03-02 17:20:30,872 - mmseg - INFO - Iter [62900/400000] lr: 7.500e-05, eta: 1 day, 5:19:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.0443, loss: 0.1933 2023-03-02 17:20:44,078 - mmseg - INFO - Iter [62950/400000] lr: 7.500e-05, eta: 1 day, 5:18:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.2984, loss: 0.1919 2023-03-02 17:20:57,337 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:20:57,337 - mmseg - INFO - Iter [63000/400000] lr: 7.500e-05, eta: 1 day, 5:18:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 91.9585, loss: 0.1923 2023-03-02 17:21:10,524 - mmseg - INFO - Iter [63050/400000] lr: 7.500e-05, eta: 1 day, 5:17:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.2696, loss: 0.1866 2023-03-02 17:21:23,759 - mmseg - INFO - Iter [63100/400000] lr: 7.500e-05, eta: 1 day, 5:17:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1957, decode.acc_seg: 91.9258, loss: 0.1957 2023-03-02 17:21:39,576 - mmseg - INFO - Iter [63150/400000] lr: 7.500e-05, eta: 1 day, 5:17:05, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 91.8662, loss: 0.1953 2023-03-02 17:21:52,826 - mmseg - INFO - Iter [63200/400000] lr: 7.500e-05, eta: 1 day, 5:16:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1971, decode.acc_seg: 91.8278, loss: 0.1971 2023-03-02 17:22:06,027 - mmseg - INFO - Iter [63250/400000] lr: 7.500e-05, eta: 1 day, 5:16:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2006, decode.acc_seg: 91.8828, loss: 0.2006 2023-03-02 17:22:19,242 - mmseg - INFO - Iter [63300/400000] lr: 7.500e-05, eta: 1 day, 5:15:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.2503, loss: 0.1894 2023-03-02 17:22:32,527 - mmseg - INFO - Iter [63350/400000] lr: 7.500e-05, eta: 1 day, 5:15:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1949, decode.acc_seg: 92.0107, loss: 0.1949 2023-03-02 17:22:45,910 - mmseg - INFO - Iter [63400/400000] lr: 7.500e-05, eta: 1 day, 5:14:44, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1951, decode.acc_seg: 92.0235, loss: 0.1951 2023-03-02 17:22:59,134 - mmseg - INFO - Iter [63450/400000] lr: 7.500e-05, eta: 1 day, 5:14:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.3265, loss: 0.1904 2023-03-02 17:23:12,380 - mmseg - INFO - Iter [63500/400000] lr: 7.500e-05, eta: 1 day, 5:13:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1935, decode.acc_seg: 91.9799, loss: 0.1935 2023-03-02 17:23:25,656 - mmseg - INFO - Iter [63550/400000] lr: 7.500e-05, eta: 1 day, 5:13:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1935, decode.acc_seg: 92.2086, loss: 0.1935 2023-03-02 17:23:38,900 - mmseg - INFO - Iter [63600/400000] lr: 7.500e-05, eta: 1 day, 5:12:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1982, decode.acc_seg: 91.9797, loss: 0.1982 2023-03-02 17:23:52,188 - mmseg - INFO - Iter [63650/400000] lr: 7.500e-05, eta: 1 day, 5:12:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1975, decode.acc_seg: 91.8270, loss: 0.1975 2023-03-02 17:24:05,508 - mmseg - INFO - Iter [63700/400000] lr: 7.500e-05, eta: 1 day, 5:11:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.2877, loss: 0.1901 2023-03-02 17:24:21,284 - mmseg - INFO - Iter [63750/400000] lr: 7.500e-05, eta: 1 day, 5:11:40, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.2946, loss: 0.1876 2023-03-02 17:24:34,509 - mmseg - INFO - Iter [63800/400000] lr: 7.500e-05, eta: 1 day, 5:11:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1872, decode.acc_seg: 92.2963, loss: 0.1872 2023-03-02 17:24:47,727 - mmseg - INFO - Iter [63850/400000] lr: 7.500e-05, eta: 1 day, 5:10:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.4297, loss: 0.1877 2023-03-02 17:25:01,007 - mmseg - INFO - Iter [63900/400000] lr: 7.500e-05, eta: 1 day, 5:10:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1964, decode.acc_seg: 92.0301, loss: 0.1964 2023-03-02 17:25:14,379 - mmseg - INFO - Iter [63950/400000] lr: 7.500e-05, eta: 1 day, 5:09:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.2628, loss: 0.1891 2023-03-02 17:25:27,661 - mmseg - INFO - Swap parameters (after train) after iter [64000] 2023-03-02 17:25:27,673 - mmseg - INFO - Saving checkpoint at 64000 iterations 2023-03-02 17:25:29,696 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:25:29,696 - mmseg - INFO - Iter [64000/400000] lr: 7.500e-05, eta: 1 day, 5:09:31, time: 0.306, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.3994, loss: 0.1850 2023-03-02 17:40:01,596 - mmseg - INFO - per class results: 2023-03-02 17:40:01,605 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.61,77.63,77.67,77.68,77.71,77.73,77.74,77.75,77.78,77.79 | | building | 81.75,81.76,81.77,81.77,81.78,81.79,81.79,81.8,81.79,81.79 | | sky | 94.59,94.6,94.62,94.61,94.62,94.62,94.63,94.64,94.64,94.64 | | floor | 81.87,81.88,81.89,81.92,81.92,81.92,81.95,81.96,81.97,81.98 | | tree | 74.24,74.26,74.29,74.28,74.31,74.33,74.33,74.33,74.32,74.31 | | ceiling | 85.48,85.49,85.53,85.51,85.53,85.54,85.56,85.57,85.57,85.6 | | road | 82.21,82.21,82.24,82.21,82.23,82.21,82.21,82.2,82.2,82.2 | | bed | 87.46,87.42,87.42,87.39,87.4,87.41,87.37,87.41,87.41,87.42 | | windowpane | 60.94,60.96,61.03,61.04,61.05,61.09,61.11,61.12,61.16,61.17 | | grass | 67.09,67.11,67.11,67.16,67.14,67.16,67.14,67.16,67.15,67.17 | | cabinet | 61.33,61.43,61.52,61.45,61.47,61.56,61.58,61.58,61.57,61.6 | | sidewalk | 64.46,64.46,64.5,64.45,64.53,64.5,64.54,64.53,64.54,64.54 | | person | 79.94,79.95,79.97,79.96,79.98,80.0,79.98,80.0,80.0,80.0 | | earth | 35.9,35.97,36.02,36.06,36.1,36.19,36.24,36.24,36.26,36.26 | | door | 46.25,46.3,46.37,46.38,46.43,46.42,46.43,46.43,46.62,46.56 | | table | 61.2,61.21,61.26,61.2,61.3,61.3,61.31,61.28,61.25,61.23 | | mountain | 57.55,57.63,57.73,57.68,57.71,57.76,57.74,57.73,57.78,57.78 | | plant | 50.37,50.43,50.45,50.46,50.45,50.5,50.54,50.56,50.56,50.57 | | curtain | 74.35,74.41,74.42,74.47,74.46,74.54,74.56,74.63,74.62,74.67 | | chair | 56.58,56.6,56.61,56.64,56.69,56.64,56.66,56.65,56.64,56.67 | | car | 82.1,82.11,82.08,82.09,82.09,82.08,82.07,82.05,82.01,81.98 | | water | 56.82,56.83,56.9,56.87,56.94,56.96,57.01,57.06,57.1,57.12 | | painting | 70.27,70.34,70.3,70.31,70.31,70.36,70.41,70.38,70.35,70.35 | | sofa | 64.48,64.61,64.61,64.64,64.53,64.53,64.57,64.53,64.49,64.48 | | shelf | 44.32,44.3,44.36,44.36,44.45,44.48,44.56,44.55,44.53,44.51 | | house | 42.62,42.71,42.74,42.76,42.91,42.9,43.04,43.08,42.98,43.04 | | sea | 59.66,59.67,59.73,59.73,59.79,59.87,59.97,60.02,60.1,60.14 | | mirror | 66.61,66.76,66.76,66.82,66.91,66.97,67.06,67.08,67.13,67.13 | | rug | 65.97,66.04,66.1,66.22,66.12,66.11,66.22,66.29,66.21,66.25 | | field | 30.66,30.62,30.64,30.63,30.58,30.57,30.58,30.6,30.59,30.64 | | armchair | 37.41,37.47,37.42,37.48,37.4,37.37,37.46,37.53,37.7,37.74 | | seat | 66.73,66.74,66.8,66.74,66.72,66.7,66.63,66.61,66.59,66.57 | | fence | 41.07,41.09,41.05,41.01,41.07,41.05,41.02,40.91,40.86,40.91 | | desk | 47.4,47.41,47.54,47.39,47.48,47.51,47.51,47.5,47.47,47.47 | | rock | 37.29,37.29,37.31,37.25,37.25,37.22,37.18,37.21,37.23,37.23 | | wardrobe | 58.01,58.1,58.09,58.11,58.13,58.11,58.05,57.99,57.99,57.95 | | lamp | 63.06,63.12,63.2,63.23,63.27,63.29,63.31,63.38,63.38,63.38 | | bathtub | 75.78,75.99,75.95,76.0,76.52,76.67,76.76,76.76,76.93,76.95 | | railing | 33.64,33.67,33.68,33.66,33.77,33.74,33.74,33.75,33.77,33.76 | | cushion | 55.86,55.73,55.8,55.67,56.08,56.23,56.15,56.28,56.33,56.36 | | base | 21.19,21.33,21.29,21.51,21.69,21.78,21.83,21.85,21.91,21.9 | | box | 23.56,23.64,23.61,23.62,23.63,23.58,23.62,23.57,23.55,23.61 | | column | 46.69,46.78,46.89,46.94,47.06,47.05,47.06,47.04,47.05,47.06 | | signboard | 38.8,38.86,38.83,38.94,38.86,38.94,38.86,38.88,38.87,38.85 | | chest of drawers | 37.26,37.3,37.33,37.26,37.37,37.41,37.65,37.52,37.68,37.97 | | counter | 30.77,30.86,30.91,30.89,31.01,30.96,31.12,31.23,31.19,31.3 | | sand | 41.01,41.04,40.91,40.91,40.87,40.87,40.83,40.81,40.8,40.78 | | sink | 68.46,68.52,68.49,68.46,68.43,68.41,68.39,68.34,68.39,68.33 | | skyscraper | 49.08,48.83,48.71,48.62,48.61,48.58,48.58,48.56,48.55,48.59 | | fireplace | 75.92,76.08,76.13,76.22,76.35,76.37,76.29,76.29,76.29,76.24 | | refrigerator | 74.4,74.48,74.68,74.87,74.84,75.05,75.33,75.29,75.4,75.4 | | grandstand | 52.27,52.3,52.46,52.43,52.34,52.48,52.43,52.52,52.58,52.7 | | path | 21.7,21.67,21.72,21.93,21.96,21.94,21.88,21.96,21.95,22.08 | | stairs | 34.57,34.56,34.56,34.29,34.25,34.13,34.16,34.07,33.97,33.97 | | runway | 68.77,68.82,68.88,68.92,68.99,68.98,69.03,69.05,69.04,69.02 | | case | 48.03,48.06,48.15,48.19,48.34,48.58,48.65,48.68,48.79,48.88 | | pool table | 91.93,91.96,92.01,91.97,92.04,92.06,92.12,92.11,92.13,92.17 | | pillow | 60.58,60.36,60.29,60.49,60.76,61.16,61.15,61.23,61.28,61.22 | | screen door | 69.73,69.86,70.01,70.17,70.41,70.25,70.55,70.44,70.56,70.58 | | stairway | 23.77,23.57,23.64,23.72,23.77,23.71,23.65,23.7,23.72,23.77 | | river | 11.37,11.36,11.39,11.43,11.4,11.46,11.47,11.48,11.49,11.48 | | bridge | 33.6,33.5,33.61,33.62,33.48,33.46,33.42,33.54,33.61,33.62 | | bookcase | 46.03,45.95,45.89,45.85,45.77,45.62,45.73,45.61,45.54,45.43 | | blind | 42.91,42.8,42.89,43.03,42.87,42.85,42.85,42.9,42.7,42.8 | | coffee table | 54.24,54.27,54.24,54.17,54.09,54.15,54.16,54.15,54.1,54.01 | | toilet | 84.11,84.09,84.02,84.07,84.0,83.91,83.9,83.88,83.83,83.79 | | flower | 39.26,39.31,39.26,39.22,39.23,39.3,39.31,39.31,39.19,39.13 | | book | 46.26,46.3,46.22,46.13,46.08,45.97,45.96,45.91,45.83,45.76 | | hill | 15.53,15.56,15.73,15.81,15.86,15.95,16.1,16.04,16.09,16.13 | | bench | 42.85,42.73,42.55,42.34,42.15,42.05,41.95,41.83,41.74,41.65 | | countertop | 54.67,54.88,54.94,54.95,54.97,55.01,54.89,54.69,54.63,54.54 | | stove | 70.73,70.84,70.73,70.85,70.79,70.87,70.85,70.92,70.85,70.89 | | palm | 47.92,48.0,47.95,48.0,47.99,48.05,48.03,47.98,48.07,48.1 | | kitchen island | 45.76,45.93,45.96,45.21,44.95,44.91,44.74,44.63,44.51,44.3 | | computer | 60.66,60.68,60.78,60.76,60.79,60.86,60.91,60.93,60.9,60.98 | | swivel chair | 44.37,44.29,44.37,44.35,44.35,44.46,44.39,44.53,44.44,44.44 | | boat | 71.02,70.94,71.04,71.26,71.14,71.13,71.2,71.27,71.27,71.3 | | bar | 23.54,23.53,23.56,23.54,23.54,23.52,23.48,23.48,23.44,23.42 | | arcade machine | 71.83,71.95,71.98,72.12,71.96,72.32,72.1,72.23,72.21,71.83 | | hovel | 32.14,31.94,31.84,31.25,31.01,30.89,30.8,30.52,30.39,29.95 | | bus | 79.24,79.29,79.18,79.12,79.08,79.13,79.06,79.04,78.99,78.94 | | towel | 62.62,62.54,62.74,62.66,62.88,62.99,63.12,63.13,63.14,63.12 | | light | 56.57,56.73,56.69,56.73,56.9,56.9,56.94,57.02,57.06,57.17 | | truck | 19.09,19.32,19.0,19.38,19.43,19.49,19.38,19.46,19.52,19.56 | | tower | 9.17,9.16,9.17,9.1,9.06,9.14,9.14,9.15,9.13,9.09 | | chandelier | 65.41,65.44,65.38,65.4,65.47,65.49,65.44,65.38,65.28,65.29 | | awning | 25.36,25.26,25.39,25.5,25.35,25.32,25.32,25.37,25.44,25.36 | | streetlight | 28.8,28.83,28.87,28.8,28.98,28.97,28.99,29.09,29.05,29.06 | | booth | 47.18,48.02,48.21,48.67,48.69,48.89,49.19,49.22,49.28,49.3 | | television receiver | 64.87,64.79,64.84,64.82,64.69,64.72,64.85,64.91,64.9,64.95 | | airplane | 58.08,58.1,58.13,58.07,58.05,57.96,57.98,57.85,57.88,57.81 | | dirt track | 22.02,22.14,22.05,22.13,22.5,22.97,23.0,22.92,22.86,22.77 | | apparel | 33.91,34.09,34.1,34.05,34.05,33.99,33.95,34.09,34.19,34.2 | | pole | 20.59,20.57,20.58,20.52,20.46,20.53,20.31,20.55,20.34,20.2 | | land | 3.71,3.65,3.66,3.62,3.73,3.71,3.63,3.57,3.6,3.62 | | bannister | 12.85,12.97,12.83,13.01,13.0,13.17,13.14,13.19,13.18,13.27 | | escalator | 24.51,24.54,24.55,24.55,24.6,24.62,24.62,24.64,24.68,24.72 | | ottoman | 40.88,40.53,40.44,40.08,39.91,39.85,39.64,39.57,39.55,39.48 | | bottle | 36.31,36.33,36.25,36.32,36.31,36.24,36.37,36.27,36.31,36.2 | | buffet | 39.61,40.8,42.79,44.68,45.2,46.1,46.33,46.65,46.87,47.01 | | poster | 23.93,23.86,24.02,24.07,24.21,24.05,24.12,24.25,24.22,24.28 | | stage | 13.84,13.83,13.9,14.05,14.03,14.04,13.94,13.96,13.9,13.87 | | van | 38.71,38.84,38.64,38.66,38.76,38.86,38.89,38.98,38.89,38.87 | | ship | 78.81,79.06,79.2,79.39,79.29,79.46,79.46,79.51,79.23,79.09 | | fountain | 21.3,21.55,21.68,21.81,22.04,22.14,22.49,22.87,23.05,23.3 | | conveyer belt | 85.39,85.26,85.37,84.97,85.05,84.9,84.89,84.74,84.63,84.37 | | canopy | 24.66,24.98,25.32,25.45,25.59,25.7,25.68,25.78,25.87,25.8 | | washer | 76.99,76.94,76.88,77.05,77.17,77.15,77.06,77.17,77.14,77.26 | | plaything | 23.03,23.08,23.03,22.89,22.91,22.88,22.69,22.78,22.63,22.63 | | swimming pool | 70.43,70.52,70.17,69.94,69.32,69.09,68.98,68.79,69.03,68.79 | | stool | 46.06,46.28,46.27,46.32,46.36,46.34,46.3,46.45,46.41,46.61 | | barrel | 49.47,48.27,49.4,49.63,49.18,49.51,49.96,50.25,50.15,50.09 | | basket | 25.07,25.02,25.04,25.11,25.08,25.11,25.03,25.08,25.12,25.1 | | waterfall | 46.02,45.79,46.27,45.87,46.59,46.77,48.34,48.84,49.41,49.61 | | tent | 95.39,95.43,95.43,95.49,95.45,95.47,95.49,95.53,95.52,95.54 | | bag | 17.47,17.46,17.62,17.64,17.62,17.69,17.85,17.89,17.88,17.89 | | minibike | 62.24,62.25,62.38,62.38,62.28,62.32,62.22,62.48,62.43,62.41 | | cradle | 84.51,84.62,84.69,84.58,84.81,84.87,84.9,85.05,85.18,85.2 | | oven | 45.07,45.14,45.32,45.32,45.39,45.68,45.73,45.75,45.86,46.05 | | ball | 48.8,48.52,48.69,48.46,48.34,48.2,48.01,48.07,47.92,47.73 | | food | 56.38,56.26,56.23,56.15,56.1,56.04,55.76,55.87,55.75,55.64 | | step | 4.17,4.14,4.44,4.46,4.76,4.59,4.75,4.9,4.84,4.92 | | tank | 50.34,50.19,50.05,50.22,49.86,49.76,49.5,49.54,49.67,49.36 | | trade name | 29.74,29.57,29.69,29.84,29.73,29.72,29.66,29.59,29.6,29.49 | | microwave | 70.93,71.17,71.32,71.23,71.58,71.8,71.73,71.68,71.9,71.82 | | pot | 30.75,30.76,30.74,30.61,30.66,30.62,30.6,30.53,30.54,30.55 | | animal | 53.94,54.03,54.15,54.07,54.1,54.08,54.16,54.28,54.27,54.29 | | bicycle | 53.95,54.11,54.27,54.25,54.31,54.39,54.58,54.52,54.69,54.71 | | lake | 58.75,58.75,58.84,58.88,58.95,59.01,59.0,59.04,59.06,59.13 | | dishwasher | 64.65,64.8,64.91,64.65,64.67,64.85,64.66,64.51,64.34,64.31 | | screen | 66.43,66.06,66.05,65.98,65.72,65.63,65.56,65.43,65.26,65.12 | | blanket | 16.46,16.62,16.64,16.55,16.66,16.68,16.7,16.78,16.79,16.79 | | sculpture | 57.29,57.19,56.89,56.94,56.93,56.82,56.55,56.63,56.47,55.96 | | hood | 57.24,56.91,56.52,56.15,55.99,56.17,55.89,56.07,56.21,56.39 | | sconce | 43.63,43.68,43.81,44.02,44.24,44.09,44.14,44.49,44.94,44.93 | | vase | 38.88,39.02,39.09,38.98,39.06,39.15,39.22,39.18,39.27,39.33 | | traffic light | 33.53,33.59,33.66,33.64,33.63,33.73,33.83,33.85,33.77,33.81 | | tray | 6.9,7.11,6.98,7.04,7.14,7.07,7.25,7.25,7.41,7.3 | | ashcan | 42.11,41.97,41.92,41.76,41.97,42.02,41.98,41.76,41.8,41.86 | | fan | 58.28,58.22,58.31,58.32,58.45,58.28,58.34,58.38,58.3,58.32 | | pier | 46.99,47.44,47.87,47.99,48.48,48.59,48.47,48.64,48.63,49.15 | | crt screen | 9.94,9.87,10.04,10.07,10.04,10.05,10.0,9.98,10.02,9.95 | | plate | 52.59,52.47,52.66,52.66,52.56,52.53,52.49,52.47,52.39,52.41 | | monitor | 21.57,21.65,21.65,21.3,21.47,21.47,21.26,21.27,21.2,21.14 | | bulletin board | 37.09,37.16,37.24,37.19,37.48,37.75,37.69,37.91,38.02,38.16 | | shower | 2.1,2.07,2.05,2.09,1.98,2.06,2.01,2.02,2.03,1.99 | | radiator | 62.19,62.42,62.23,62.4,62.72,62.59,62.68,63.17,63.22,63.1 | | glass | 14.23,14.23,14.18,14.28,14.37,14.27,14.28,14.32,14.34,14.37 | | clock | 39.04,39.46,39.31,39.69,39.51,39.65,39.58,39.56,39.57,39.63 | | flag | 36.52,36.49,36.79,36.7,36.84,36.96,36.69,36.8,37.02,37.06 | +---------------------+-------------------------------------------------------------+ 2023-03-02 17:40:01,605 - mmseg - INFO - Summary: 2023-03-02 17:40:01,605 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 48.95,48.98,49.03,49.04,49.07,49.11,49.12,49.15,49.15,49.15 | +-------------------------------------------------------------+ 2023-03-02 17:40:01,660 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100/best_mIoU_iter_48000.pth was removed 2023-03-02 17:40:03,691 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_64000.pth. 2023-03-02 17:40:03,692 - mmseg - INFO - Best mIoU is 0.4915 at 64000 iter. 2023-03-02 17:40:03,692 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:40:03,692 - mmseg - INFO - Iter(val) [250] mIoU: [0.4895, 0.4898, 0.4903, 0.4904, 0.4907, 0.4911, 0.4912, 0.4915, 0.4915, 0.4915], copy_paste: 48.95,48.98,49.03,49.04,49.07,49.11,49.12,49.15,49.15,49.15 2023-03-02 17:40:03,698 - mmseg - INFO - Swap parameters (before train) before iter [64001] 2023-03-02 17:40:17,208 - mmseg - INFO - Iter [64050/400000] lr: 7.500e-05, eta: 1 day, 6:25:28, time: 17.750, data_time: 17.488, memory: 39575, decode.loss_ce: 0.1978, decode.acc_seg: 91.9312, loss: 0.1978 2023-03-02 17:40:30,614 - mmseg - INFO - Iter [64100/400000] lr: 7.500e-05, eta: 1 day, 6:24:57, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 92.1206, loss: 0.1961 2023-03-02 17:40:44,109 - mmseg - INFO - Iter [64150/400000] lr: 7.500e-05, eta: 1 day, 6:24:26, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1886, decode.acc_seg: 92.2117, loss: 0.1886 2023-03-02 17:40:57,559 - mmseg - INFO - Iter [64200/400000] lr: 7.500e-05, eta: 1 day, 6:23:55, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1949, decode.acc_seg: 92.0215, loss: 0.1949 2023-03-02 17:41:10,894 - mmseg - INFO - Iter [64250/400000] lr: 7.500e-05, eta: 1 day, 6:23:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 91.9171, loss: 0.1930 2023-03-02 17:41:24,170 - mmseg - INFO - Iter [64300/400000] lr: 7.500e-05, eta: 1 day, 6:22:51, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.2029, decode.acc_seg: 91.7228, loss: 0.2029 2023-03-02 17:41:37,487 - mmseg - INFO - Iter [64350/400000] lr: 7.500e-05, eta: 1 day, 6:22:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1907, decode.acc_seg: 92.1214, loss: 0.1907 2023-03-02 17:41:53,282 - mmseg - INFO - Iter [64400/400000] lr: 7.500e-05, eta: 1 day, 6:22:00, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1967, decode.acc_seg: 92.1265, loss: 0.1967 2023-03-02 17:42:06,570 - mmseg - INFO - Iter [64450/400000] lr: 7.500e-05, eta: 1 day, 6:21:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1986, decode.acc_seg: 91.8791, loss: 0.1986 2023-03-02 17:42:19,793 - mmseg - INFO - Iter [64500/400000] lr: 7.500e-05, eta: 1 day, 6:20:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1977, decode.acc_seg: 91.9175, loss: 0.1977 2023-03-02 17:42:33,214 - mmseg - INFO - Iter [64550/400000] lr: 7.500e-05, eta: 1 day, 6:20:25, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1929, decode.acc_seg: 92.1349, loss: 0.1929 2023-03-02 17:42:46,469 - mmseg - INFO - Iter [64600/400000] lr: 7.500e-05, eta: 1 day, 6:19:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 91.9087, loss: 0.1956 2023-03-02 17:42:59,751 - mmseg - INFO - Iter [64650/400000] lr: 7.500e-05, eta: 1 day, 6:19:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.1475, loss: 0.1906 2023-03-02 17:43:12,979 - mmseg - INFO - Iter [64700/400000] lr: 7.500e-05, eta: 1 day, 6:18:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.1792, loss: 0.1916 2023-03-02 17:43:26,327 - mmseg - INFO - Iter [64750/400000] lr: 7.500e-05, eta: 1 day, 6:18:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1845, decode.acc_seg: 92.4267, loss: 0.1845 2023-03-02 17:43:39,664 - mmseg - INFO - Iter [64800/400000] lr: 7.500e-05, eta: 1 day, 6:17:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1970, decode.acc_seg: 91.7857, loss: 0.1970 2023-03-02 17:43:52,905 - mmseg - INFO - Iter [64850/400000] lr: 7.500e-05, eta: 1 day, 6:17:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1837, decode.acc_seg: 92.4569, loss: 0.1837 2023-03-02 17:44:06,242 - mmseg - INFO - Iter [64900/400000] lr: 7.500e-05, eta: 1 day, 6:16:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1955, decode.acc_seg: 91.9130, loss: 0.1955 2023-03-02 17:44:19,549 - mmseg - INFO - Iter [64950/400000] lr: 7.500e-05, eta: 1 day, 6:16:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.2154, loss: 0.1873 2023-03-02 17:44:35,354 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:44:35,355 - mmseg - INFO - Iter [65000/400000] lr: 7.500e-05, eta: 1 day, 6:15:53, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.2708, loss: 0.1871 2023-03-02 17:44:48,594 - mmseg - INFO - Iter [65050/400000] lr: 7.500e-05, eta: 1 day, 6:15:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.2320, loss: 0.1916 2023-03-02 17:45:01,964 - mmseg - INFO - Iter [65100/400000] lr: 7.500e-05, eta: 1 day, 6:14:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1949, decode.acc_seg: 91.9644, loss: 0.1949 2023-03-02 17:45:15,261 - mmseg - INFO - Iter [65150/400000] lr: 7.500e-05, eta: 1 day, 6:14:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.1276, loss: 0.1904 2023-03-02 17:45:28,724 - mmseg - INFO - Iter [65200/400000] lr: 7.500e-05, eta: 1 day, 6:13:48, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.9998, loss: 0.1980 2023-03-02 17:45:41,991 - mmseg - INFO - Iter [65250/400000] lr: 7.500e-05, eta: 1 day, 6:13:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1951, decode.acc_seg: 91.9662, loss: 0.1951 2023-03-02 17:45:55,309 - mmseg - INFO - Iter [65300/400000] lr: 7.500e-05, eta: 1 day, 6:12:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0783, loss: 0.1938 2023-03-02 17:46:08,690 - mmseg - INFO - Iter [65350/400000] lr: 7.500e-05, eta: 1 day, 6:12:14, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1927, decode.acc_seg: 91.9557, loss: 0.1927 2023-03-02 17:46:22,037 - mmseg - INFO - Iter [65400/400000] lr: 7.500e-05, eta: 1 day, 6:11:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 91.9920, loss: 0.1960 2023-03-02 17:46:35,386 - mmseg - INFO - Iter [65450/400000] lr: 7.500e-05, eta: 1 day, 6:11:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.0921, loss: 0.1923 2023-03-02 17:46:48,634 - mmseg - INFO - Iter [65500/400000] lr: 7.500e-05, eta: 1 day, 6:10:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 92.0017, loss: 0.1936 2023-03-02 17:47:01,950 - mmseg - INFO - Iter [65550/400000] lr: 7.500e-05, eta: 1 day, 6:10:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1882, decode.acc_seg: 92.1953, loss: 0.1882 2023-03-02 17:47:15,188 - mmseg - INFO - Iter [65600/400000] lr: 7.500e-05, eta: 1 day, 6:09:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.2675, loss: 0.1894 2023-03-02 17:47:31,024 - mmseg - INFO - Iter [65650/400000] lr: 7.500e-05, eta: 1 day, 6:09:19, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.2062, loss: 0.1903 2023-03-02 17:47:44,342 - mmseg - INFO - Iter [65700/400000] lr: 7.500e-05, eta: 1 day, 6:08:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1968, decode.acc_seg: 92.0213, loss: 0.1968 2023-03-02 17:47:57,819 - mmseg - INFO - Iter [65750/400000] lr: 7.500e-05, eta: 1 day, 6:08:18, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1944, decode.acc_seg: 92.0510, loss: 0.1944 2023-03-02 17:48:11,084 - mmseg - INFO - Iter [65800/400000] lr: 7.500e-05, eta: 1 day, 6:07:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 92.0297, loss: 0.1920 2023-03-02 17:48:24,329 - mmseg - INFO - Iter [65850/400000] lr: 7.500e-05, eta: 1 day, 6:07:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1988, decode.acc_seg: 91.9870, loss: 0.1988 2023-03-02 17:48:37,611 - mmseg - INFO - Iter [65900/400000] lr: 7.500e-05, eta: 1 day, 6:06:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.3045, loss: 0.1902 2023-03-02 17:48:50,926 - mmseg - INFO - Iter [65950/400000] lr: 7.500e-05, eta: 1 day, 6:06:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 91.9738, loss: 0.1909 2023-03-02 17:49:04,456 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:49:04,456 - mmseg - INFO - Iter [66000/400000] lr: 7.500e-05, eta: 1 day, 6:05:43, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.2550, loss: 0.1855 2023-03-02 17:49:17,696 - mmseg - INFO - Iter [66050/400000] lr: 7.500e-05, eta: 1 day, 6:05:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1922, decode.acc_seg: 92.0866, loss: 0.1922 2023-03-02 17:49:31,070 - mmseg - INFO - Iter [66100/400000] lr: 7.500e-05, eta: 1 day, 6:04:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1981, decode.acc_seg: 91.8989, loss: 0.1981 2023-03-02 17:49:44,298 - mmseg - INFO - Iter [66150/400000] lr: 7.500e-05, eta: 1 day, 6:04:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2000, decode.acc_seg: 91.8405, loss: 0.2000 2023-03-02 17:49:57,629 - mmseg - INFO - Iter [66200/400000] lr: 7.500e-05, eta: 1 day, 6:03:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.0885, loss: 0.1912 2023-03-02 17:50:10,927 - mmseg - INFO - Iter [66250/400000] lr: 7.500e-05, eta: 1 day, 6:03:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.2812, loss: 0.1888 2023-03-02 17:50:26,723 - mmseg - INFO - Iter [66300/400000] lr: 7.500e-05, eta: 1 day, 6:02:50, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1880, decode.acc_seg: 92.2499, loss: 0.1880 2023-03-02 17:50:39,968 - mmseg - INFO - Iter [66350/400000] lr: 7.500e-05, eta: 1 day, 6:02:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.9349, loss: 0.1980 2023-03-02 17:50:53,468 - mmseg - INFO - Iter [66400/400000] lr: 7.500e-05, eta: 1 day, 6:01:50, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2013, decode.acc_seg: 91.7439, loss: 0.2013 2023-03-02 17:51:06,762 - mmseg - INFO - Iter [66450/400000] lr: 7.500e-05, eta: 1 day, 6:01:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1974, decode.acc_seg: 91.9891, loss: 0.1974 2023-03-02 17:51:20,075 - mmseg - INFO - Iter [66500/400000] lr: 7.500e-05, eta: 1 day, 6:00:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2003, decode.acc_seg: 91.7222, loss: 0.2003 2023-03-02 17:51:33,481 - mmseg - INFO - Iter [66550/400000] lr: 7.500e-05, eta: 1 day, 6:00:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.1274, loss: 0.1915 2023-03-02 17:51:46,690 - mmseg - INFO - Iter [66600/400000] lr: 7.500e-05, eta: 1 day, 5:59:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.3204, loss: 0.1883 2023-03-02 17:52:00,010 - mmseg - INFO - Iter [66650/400000] lr: 7.500e-05, eta: 1 day, 5:59:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.9159, loss: 0.1980 2023-03-02 17:52:13,287 - mmseg - INFO - Iter [66700/400000] lr: 7.500e-05, eta: 1 day, 5:58:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0255, loss: 0.1938 2023-03-02 17:52:26,621 - mmseg - INFO - Iter [66750/400000] lr: 7.500e-05, eta: 1 day, 5:58:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1856, decode.acc_seg: 92.4070, loss: 0.1856 2023-03-02 17:52:39,924 - mmseg - INFO - Iter 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17:54:42,276 - mmseg - INFO - Iter [67250/400000] lr: 7.500e-05, eta: 1 day, 5:53:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2039, decode.acc_seg: 91.8387, loss: 0.2039 2023-03-02 17:54:55,612 - mmseg - INFO - Iter [67300/400000] lr: 7.500e-05, eta: 1 day, 5:52:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1890, decode.acc_seg: 92.4600, loss: 0.1890 2023-03-02 17:55:08,920 - mmseg - INFO - Iter [67350/400000] lr: 7.500e-05, eta: 1 day, 5:52:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.1800, loss: 0.1871 2023-03-02 17:55:22,129 - mmseg - INFO - Iter [67400/400000] lr: 7.500e-05, eta: 1 day, 5:51:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1833, decode.acc_seg: 92.3599, loss: 0.1833 2023-03-02 17:55:35,523 - mmseg - INFO - Iter [67450/400000] lr: 7.500e-05, eta: 1 day, 5:51:22, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 92.0480, loss: 0.1936 2023-03-02 17:55:48,845 - mmseg - INFO - Iter [67500/400000] lr: 7.500e-05, eta: 1 day, 5:50:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.0481, loss: 0.1918 2023-03-02 17:56:04,796 - mmseg - INFO - Iter [67550/400000] lr: 7.500e-05, eta: 1 day, 5:50:35, time: 0.319, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1945, decode.acc_seg: 92.0386, loss: 0.1945 2023-03-02 17:56:18,044 - mmseg - INFO - Iter [67600/400000] lr: 7.500e-05, eta: 1 day, 5:50:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1955, decode.acc_seg: 91.9569, loss: 0.1955 2023-03-02 17:56:31,314 - mmseg - INFO - Iter [67650/400000] lr: 7.500e-05, eta: 1 day, 5:49:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 91.9574, loss: 0.1938 2023-03-02 17:56:44,596 - mmseg - INFO - Iter [67700/400000] lr: 7.500e-05, eta: 1 day, 5:49:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.0985, loss: 0.1881 2023-03-02 17:56:57,818 - mmseg - INFO - Iter [67750/400000] lr: 7.500e-05, eta: 1 day, 5:48:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.4942, loss: 0.1821 2023-03-02 17:57:11,050 - mmseg - INFO - Iter [67800/400000] lr: 7.500e-05, eta: 1 day, 5:48:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.1454, loss: 0.1917 2023-03-02 17:57:24,372 - mmseg - INFO - Iter [67850/400000] lr: 7.500e-05, eta: 1 day, 5:47:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.0961, loss: 0.1923 2023-03-02 17:57:37,687 - mmseg - INFO - Iter [67900/400000] lr: 7.500e-05, eta: 1 day, 5:47:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2044, decode.acc_seg: 91.6997, loss: 0.2044 2023-03-02 17:57:50,978 - mmseg - INFO - Iter [67950/400000] lr: 7.500e-05, eta: 1 day, 5:46:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.1471, loss: 0.1888 2023-03-02 17:58:04,375 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 17:58:04,376 - mmseg - INFO - Iter [68000/400000] lr: 7.500e-05, eta: 1 day, 5:46:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1963, decode.acc_seg: 92.0544, loss: 0.1963 2023-03-02 17:58:17,671 - mmseg - INFO - Iter [68050/400000] lr: 7.500e-05, eta: 1 day, 5:45:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.5327, loss: 0.1809 2023-03-02 17:58:30,887 - mmseg - INFO - Iter [68100/400000] lr: 7.500e-05, eta: 1 day, 5:45:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2039, decode.acc_seg: 91.6791, loss: 0.2039 2023-03-02 17:58:46,587 - mmseg - INFO - Iter [68150/400000] lr: 7.500e-05, eta: 1 day, 5:44:45, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1998, decode.acc_seg: 91.9492, loss: 0.1998 2023-03-02 17:59:00,025 - mmseg - INFO - Iter [68200/400000] lr: 7.500e-05, eta: 1 day, 5:44:15, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 91.9214, loss: 0.1946 2023-03-02 17:59:13,301 - mmseg - INFO - Iter [68250/400000] lr: 7.500e-05, eta: 1 day, 5:43:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.3332, loss: 0.1885 2023-03-02 17:59:26,609 - mmseg - INFO - Iter [68300/400000] lr: 7.500e-05, eta: 1 day, 5:43:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.1051, loss: 0.1912 2023-03-02 17:59:39,963 - mmseg - INFO - Iter [68350/400000] lr: 7.500e-05, eta: 1 day, 5:42:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.8626, loss: 0.1985 2023-03-02 17:59:53,235 - mmseg - INFO - Iter [68400/400000] lr: 7.500e-05, eta: 1 day, 5:42:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 91.9274, loss: 0.1961 2023-03-02 18:00:06,468 - mmseg - INFO - Iter [68450/400000] lr: 7.500e-05, eta: 1 day, 5:41:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1890, decode.acc_seg: 92.3333, loss: 0.1890 2023-03-02 18:00:19,903 - mmseg - INFO - Iter [68500/400000] lr: 7.500e-05, eta: 1 day, 5:41:17, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.1289, loss: 0.1938 2023-03-02 18:00:33,204 - mmseg - INFO - Iter [68550/400000] lr: 7.500e-05, eta: 1 day, 5:40:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.0580, loss: 0.1911 2023-03-02 18:00:46,422 - mmseg - INFO - Iter [68600/400000] lr: 7.500e-05, eta: 1 day, 5:40:17, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1935, decode.acc_seg: 92.1001, loss: 0.1935 2023-03-02 18:00:59,651 - mmseg - INFO - Iter [68650/400000] lr: 7.500e-05, eta: 1 day, 5:39:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.2702, loss: 0.1884 2023-03-02 18:01:13,230 - mmseg - INFO - Iter [68700/400000] lr: 7.500e-05, eta: 1 day, 5:39:18, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.3251, loss: 0.1857 2023-03-02 18:01:27,138 - mmseg - INFO - Iter [68750/400000] lr: 7.500e-05, eta: 1 day, 5:38:52, time: 0.278, data_time: 0.006, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 91.9584, loss: 0.1966 2023-03-02 18:01:42,869 - mmseg - INFO - Iter [68800/400000] lr: 7.500e-05, eta: 1 day, 5:38:34, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1951, decode.acc_seg: 92.1071, loss: 0.1951 2023-03-02 18:01:56,168 - mmseg - INFO - Iter [68850/400000] lr: 7.500e-05, eta: 1 day, 5:38:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.2588, loss: 0.1865 2023-03-02 18:02:09,434 - mmseg - INFO - Iter 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18:04:09,509 - mmseg - INFO - Iter [69350/400000] lr: 7.500e-05, eta: 1 day, 5:33:11, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 92.1235, loss: 0.1920 2023-03-02 18:04:22,839 - mmseg - INFO - Iter [69400/400000] lr: 7.500e-05, eta: 1 day, 5:32:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.1351, loss: 0.1909 2023-03-02 18:04:38,737 - mmseg - INFO - Iter [69450/400000] lr: 7.500e-05, eta: 1 day, 5:32:24, time: 0.318, data_time: 0.059, memory: 39575, decode.loss_ce: 0.1935, decode.acc_seg: 92.1503, loss: 0.1935 2023-03-02 18:04:52,017 - mmseg - INFO - Iter [69500/400000] lr: 7.500e-05, eta: 1 day, 5:31:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.2258, loss: 0.1889 2023-03-02 18:05:05,309 - mmseg - INFO - Iter [69550/400000] lr: 7.500e-05, eta: 1 day, 5:31:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 92.0146, loss: 0.1966 2023-03-02 18:05:18,565 - mmseg - INFO - Iter [69600/400000] lr: 7.500e-05, eta: 1 day, 5:30:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.2731, loss: 0.1912 2023-03-02 18:05:31,999 - mmseg - INFO - Iter [69650/400000] lr: 7.500e-05, eta: 1 day, 5:30:28, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1837, decode.acc_seg: 92.3515, loss: 0.1837 2023-03-02 18:05:45,317 - mmseg - INFO - Iter [69700/400000] lr: 7.500e-05, eta: 1 day, 5:29:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.2268, loss: 0.1865 2023-03-02 18:05:58,627 - mmseg - INFO - Iter [69750/400000] lr: 7.500e-05, eta: 1 day, 5:29:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1853, decode.acc_seg: 92.3875, loss: 0.1853 2023-03-02 18:06:11,962 - mmseg - INFO - Iter [69800/400000] lr: 7.500e-05, eta: 1 day, 5:29:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1897, decode.acc_seg: 92.2956, loss: 0.1897 2023-03-02 18:06:25,351 - mmseg - INFO - Iter [69850/400000] lr: 7.500e-05, eta: 1 day, 5:28:31, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.2537, loss: 0.1896 2023-03-02 18:06:38,736 - mmseg - INFO - Iter [69900/400000] lr: 7.500e-05, eta: 1 day, 5:28:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1921, decode.acc_seg: 92.0229, loss: 0.1921 2023-03-02 18:06:51,984 - mmseg - INFO - Iter [69950/400000] lr: 7.500e-05, eta: 1 day, 5:27:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 92.0018, loss: 0.1956 2023-03-02 18:07:05,399 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:07:05,399 - mmseg - INFO - Iter [70000/400000] lr: 7.500e-05, eta: 1 day, 5:27:05, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 92.0153, loss: 0.1958 2023-03-02 18:07:21,090 - mmseg - INFO - Iter [70050/400000] lr: 7.500e-05, eta: 1 day, 5:26:47, time: 0.314, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.2207, loss: 0.1885 2023-03-02 18:07:34,365 - mmseg - INFO - Iter [70100/400000] lr: 7.500e-05, eta: 1 day, 5:26:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.3261, loss: 0.1864 2023-03-02 18:07:47,721 - mmseg - INFO - Iter [70150/400000] lr: 7.500e-05, eta: 1 day, 5:25:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1858, decode.acc_seg: 92.2884, loss: 0.1858 2023-03-02 18:08:00,973 - mmseg - INFO - Iter [70200/400000] lr: 7.500e-05, eta: 1 day, 5:25:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1994, decode.acc_seg: 92.0290, loss: 0.1994 2023-03-02 18:08:14,253 - mmseg - INFO - Iter [70250/400000] lr: 7.500e-05, eta: 1 day, 5:24:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1944, decode.acc_seg: 91.7989, loss: 0.1944 2023-03-02 18:08:27,724 - mmseg - INFO - Iter [70300/400000] lr: 7.500e-05, eta: 1 day, 5:24:22, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1996, decode.acc_seg: 91.8015, loss: 0.1996 2023-03-02 18:08:40,935 - mmseg - INFO - Iter [70350/400000] lr: 7.500e-05, eta: 1 day, 5:23:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1934, decode.acc_seg: 92.0063, loss: 0.1934 2023-03-02 18:08:54,174 - mmseg - INFO - Iter [70400/400000] lr: 7.500e-05, eta: 1 day, 5:23:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.0863, loss: 0.1909 2023-03-02 18:09:07,384 - mmseg - INFO - Iter [70450/400000] lr: 7.500e-05, eta: 1 day, 5:22:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2041, decode.acc_seg: 91.7335, loss: 0.2041 2023-03-02 18:09:20,720 - mmseg - INFO - Iter [70500/400000] lr: 7.500e-05, eta: 1 day, 5:22:26, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.1998, loss: 0.1902 2023-03-02 18:09:34,008 - mmseg - INFO - Iter [70550/400000] lr: 7.500e-05, eta: 1 day, 5:21:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1973, decode.acc_seg: 91.8440, loss: 0.1973 2023-03-02 18:09:47,250 - mmseg - INFO - Iter [70600/400000] lr: 7.500e-05, eta: 1 day, 5:21:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1973, decode.acc_seg: 91.9168, loss: 0.1973 2023-03-02 18:10:00,630 - mmseg - INFO - Iter [70650/400000] lr: 7.500e-05, eta: 1 day, 5:20:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 92.0519, loss: 0.1956 2023-03-02 18:10:16,380 - mmseg - INFO - Iter [70700/400000] lr: 7.500e-05, eta: 1 day, 5:20:42, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1976, decode.acc_seg: 91.9024, loss: 0.1976 2023-03-02 18:10:29,686 - mmseg - INFO - Iter [70750/400000] lr: 7.500e-05, eta: 1 day, 5:20:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.1073, loss: 0.1917 2023-03-02 18:10:42,998 - mmseg - INFO - Iter [70800/400000] lr: 7.500e-05, eta: 1 day, 5:19:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.1342, loss: 0.1912 2023-03-02 18:10:56,252 - mmseg - INFO - Iter [70850/400000] lr: 7.500e-05, eta: 1 day, 5:19:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 92.0523, loss: 0.1960 2023-03-02 18:11:09,697 - mmseg - INFO - Iter [70900/400000] lr: 7.500e-05, eta: 1 day, 5:18:47, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1940, decode.acc_seg: 91.9956, loss: 0.1940 2023-03-02 18:11:22,962 - mmseg - INFO - Iter [70950/400000] lr: 7.500e-05, eta: 1 day, 5:18:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 91.9382, loss: 0.1924 2023-03-02 18:11:36,314 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:11:36,314 - mmseg - INFO - Iter [71000/400000] lr: 7.500e-05, eta: 1 day, 5:17:50, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.0553, loss: 0.1930 2023-03-02 18:11:49,636 - mmseg - INFO - Iter [71050/400000] lr: 7.500e-05, eta: 1 day, 5:17:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1941, decode.acc_seg: 92.0253, loss: 0.1941 2023-03-02 18:12:02,880 - mmseg - INFO - Iter [71100/400000] lr: 7.500e-05, eta: 1 day, 5:16:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1926, decode.acc_seg: 92.0967, loss: 0.1926 2023-03-02 18:12:16,094 - mmseg - INFO - Iter [71150/400000] lr: 7.500e-05, eta: 1 day, 5:16:24, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 91.8777, loss: 0.1958 2023-03-02 18:12:29,318 - mmseg - INFO - Iter [71200/400000] lr: 7.500e-05, eta: 1 day, 5:15:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1977, decode.acc_seg: 91.9064, loss: 0.1977 2023-03-02 18:12:42,586 - mmseg - INFO - Iter [71250/400000] lr: 7.500e-05, eta: 1 day, 5:15:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1913, decode.acc_seg: 92.2505, loss: 0.1913 2023-03-02 18:12:55,889 - mmseg - INFO - Iter [71300/400000] lr: 7.500e-05, eta: 1 day, 5:14:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.3611, loss: 0.1877 2023-03-02 18:13:11,782 - mmseg - INFO - Iter [71350/400000] lr: 7.500e-05, eta: 1 day, 5:14:41, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 92.1493, loss: 0.1952 2023-03-02 18:13:25,167 - mmseg - INFO - Iter [71400/400000] lr: 7.500e-05, eta: 1 day, 5:14:13, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 91.9848, loss: 0.1919 2023-03-02 18:13:38,684 - mmseg - INFO - Iter [71450/400000] lr: 7.500e-05, eta: 1 day, 5:13:45, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.0118, loss: 0.1919 2023-03-02 18:13:51,998 - mmseg - INFO - Iter [71500/400000] lr: 7.500e-05, eta: 1 day, 5:13:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.2902, loss: 0.1888 2023-03-02 18:14:05,328 - mmseg - INFO - Iter [71550/400000] lr: 7.500e-05, eta: 1 day, 5:12:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.1654, loss: 0.1877 2023-03-02 18:14:18,558 - mmseg - INFO - Iter [71600/400000] lr: 7.500e-05, eta: 1 day, 5:12:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 91.9960, loss: 0.1953 2023-03-02 18:14:31,959 - mmseg - INFO - Iter [71650/400000] lr: 7.500e-05, eta: 1 day, 5:11:52, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2025, decode.acc_seg: 91.7305, loss: 0.2025 2023-03-02 18:14:45,224 - mmseg - INFO - Iter [71700/400000] lr: 7.500e-05, eta: 1 day, 5:11:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.3377, loss: 0.1871 2023-03-02 18:14:58,475 - mmseg - INFO - Iter [71750/400000] lr: 7.500e-05, eta: 1 day, 5:10:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1979, decode.acc_seg: 91.8361, loss: 0.1979 2023-03-02 18:15:11,781 - mmseg - INFO - Iter [71800/400000] lr: 7.500e-05, eta: 1 day, 5:10:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.3784, loss: 0.1888 2023-03-02 18:15:25,266 - mmseg - INFO - Iter [71850/400000] lr: 7.500e-05, eta: 1 day, 5:09:59, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.0226, loss: 0.1933 2023-03-02 18:15:38,538 - mmseg - INFO - Iter [71900/400000] lr: 7.500e-05, eta: 1 day, 5:09:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 92.0905, loss: 0.1952 2023-03-02 18:15:54,277 - mmseg - INFO - Iter [71950/400000] lr: 7.500e-05, eta: 1 day, 5:09:13, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.2033, decode.acc_seg: 91.7301, loss: 0.2033 2023-03-02 18:16:07,785 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:16:07,785 - mmseg - INFO - Iter [72000/400000] lr: 7.500e-05, eta: 1 day, 5:08:46, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 91.9297, loss: 0.1952 2023-03-02 18:16:21,165 - mmseg - INFO - Iter [72050/400000] lr: 7.500e-05, eta: 1 day, 5:08:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.2442, loss: 0.1848 2023-03-02 18:16:34,548 - mmseg - INFO - Iter [72100/400000] lr: 7.500e-05, eta: 1 day, 5:07:50, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1981, decode.acc_seg: 91.9665, loss: 0.1981 2023-03-02 18:16:47,873 - mmseg - INFO - Iter [72150/400000] lr: 7.500e-05, eta: 1 day, 5:07:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.3167, loss: 0.1859 2023-03-02 18:17:01,118 - mmseg - INFO - Iter [72200/400000] lr: 7.500e-05, eta: 1 day, 5:06:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.2692, loss: 0.1938 2023-03-02 18:17:14,482 - mmseg - INFO - Iter [72250/400000] lr: 7.500e-05, eta: 1 day, 5:06:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1940, decode.acc_seg: 92.0447, loss: 0.1940 2023-03-02 18:17:27,863 - mmseg - INFO - Iter [72300/400000] lr: 7.500e-05, eta: 1 day, 5:05:58, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.7246, loss: 0.1787 2023-03-02 18:17:41,431 - mmseg - INFO - Iter [72350/400000] lr: 7.500e-05, eta: 1 day, 5:05:31, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.0505, loss: 0.1908 2023-03-02 18:17:54,673 - mmseg - INFO - Iter [72400/400000] lr: 7.500e-05, eta: 1 day, 5:05:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.0384, loss: 0.1930 2023-03-02 18:18:07,864 - mmseg - INFO - Iter [72450/400000] lr: 7.500e-05, eta: 1 day, 5:04:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.3495, loss: 0.1894 2023-03-02 18:18:21,178 - mmseg - INFO - Iter [72500/400000] lr: 7.500e-05, eta: 1 day, 5:04:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1981, decode.acc_seg: 91.8408, loss: 0.1981 2023-03-02 18:18:34,502 - mmseg - INFO - Iter [72550/400000] lr: 7.500e-05, eta: 1 day, 5:03:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1931, decode.acc_seg: 92.1445, loss: 0.1931 2023-03-02 18:18:50,481 - mmseg - INFO - Iter [72600/400000] lr: 7.500e-05, eta: 1 day, 5:03:22, time: 0.320, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1921, decode.acc_seg: 92.0772, loss: 0.1921 2023-03-02 18:19:03,768 - mmseg - INFO - Iter [72650/400000] lr: 7.500e-05, eta: 1 day, 5:02:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1839, decode.acc_seg: 92.3874, loss: 0.1839 2023-03-02 18:19:17,167 - mmseg - INFO - Iter [72700/400000] lr: 7.500e-05, eta: 1 day, 5:02:26, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2001, decode.acc_seg: 91.8819, loss: 0.2001 2023-03-02 18:19:30,430 - mmseg - INFO - Iter [72750/400000] lr: 7.500e-05, eta: 1 day, 5:01:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2030, decode.acc_seg: 91.7226, loss: 0.2030 2023-03-02 18:19:43,771 - mmseg - INFO - Iter [72800/400000] lr: 7.500e-05, eta: 1 day, 5:01:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 92.0792, loss: 0.1952 2023-03-02 18:19:57,176 - mmseg - INFO - Iter [72850/400000] lr: 7.500e-05, eta: 1 day, 5:01:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1969, decode.acc_seg: 91.9734, loss: 0.1969 2023-03-02 18:20:10,601 - mmseg - INFO - Iter [72900/400000] lr: 7.500e-05, eta: 1 day, 5:00:35, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1955, decode.acc_seg: 92.1021, loss: 0.1955 2023-03-02 18:20:23,855 - mmseg - INFO - Iter [72950/400000] lr: 7.500e-05, eta: 1 day, 5:00:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1899, decode.acc_seg: 92.1269, loss: 0.1899 2023-03-02 18:20:37,189 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:20:37,190 - mmseg - INFO - Iter [73000/400000] lr: 7.500e-05, eta: 1 day, 4:59:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.2827, loss: 0.1904 2023-03-02 18:20:50,443 - mmseg - INFO - Iter [73050/400000] lr: 7.500e-05, eta: 1 day, 4:59:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1932, decode.acc_seg: 92.1250, loss: 0.1932 2023-03-02 18:21:03,698 - mmseg - INFO - Iter [73100/400000] lr: 7.500e-05, eta: 1 day, 4:58:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.9606, loss: 0.1985 2023-03-02 18:21:17,036 - mmseg - INFO - Iter [73150/400000] lr: 7.500e-05, eta: 1 day, 4:58:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1905, decode.acc_seg: 92.1187, loss: 0.1905 2023-03-02 18:21:32,717 - mmseg - INFO - Iter [73200/400000] lr: 7.500e-05, eta: 1 day, 4:57:59, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1983, decode.acc_seg: 91.8282, loss: 0.1983 2023-03-02 18:21:46,000 - mmseg - INFO - Iter [73250/400000] lr: 7.500e-05, eta: 1 day, 4:57:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.2945, loss: 0.1904 2023-03-02 18:21:59,393 - mmseg - INFO - Iter [73300/400000] lr: 7.500e-05, eta: 1 day, 4:57:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.2998, loss: 0.1867 2023-03-02 18:22:12,723 - mmseg - INFO - Iter [73350/400000] lr: 7.500e-05, eta: 1 day, 4:56:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.2016, loss: 0.1904 2023-03-02 18:22:25,964 - mmseg - INFO - Iter [73400/400000] lr: 7.500e-05, eta: 1 day, 4:56:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1977, decode.acc_seg: 91.9061, loss: 0.1977 2023-03-02 18:22:39,181 - mmseg - INFO - Iter [73450/400000] lr: 7.500e-05, eta: 1 day, 4:55:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.0638, loss: 0.1946 2023-03-02 18:22:52,562 - mmseg - INFO - Iter [73500/400000] lr: 7.500e-05, eta: 1 day, 4:55:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.1414, loss: 0.1918 2023-03-02 18:23:05,878 - mmseg - INFO - Iter [73550/400000] lr: 7.500e-05, eta: 1 day, 4:54:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1971, decode.acc_seg: 91.9195, loss: 0.1971 2023-03-02 18:23:19,099 - mmseg - INFO - Iter [73600/400000] lr: 7.500e-05, eta: 1 day, 4:54:17, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1968, decode.acc_seg: 91.7080, loss: 0.1968 2023-03-02 18:23:32,295 - mmseg - INFO - Iter [73650/400000] lr: 7.500e-05, eta: 1 day, 4:53:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1989, decode.acc_seg: 91.7801, loss: 0.1989 2023-03-02 18:23:45,552 - mmseg - INFO - Iter [73700/400000] lr: 7.500e-05, eta: 1 day, 4:53:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 92.0100, loss: 0.1960 2023-03-02 18:23:58,763 - mmseg - INFO - Iter [73750/400000] lr: 7.500e-05, eta: 1 day, 4:52:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.1821, loss: 0.1923 2023-03-02 18:24:11,989 - mmseg - INFO - Iter [73800/400000] lr: 7.500e-05, eta: 1 day, 4:52:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1943, decode.acc_seg: 92.2840, loss: 0.1943 2023-03-02 18:24:27,969 - mmseg - INFO - Iter [73850/400000] lr: 7.500e-05, eta: 1 day, 4:52:09, time: 0.320, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.0608, loss: 0.1908 2023-03-02 18:24:41,221 - mmseg - INFO - Iter [73900/400000] lr: 7.500e-05, eta: 1 day, 4:51:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1921, decode.acc_seg: 92.1031, loss: 0.1921 2023-03-02 18:24:54,429 - mmseg - INFO - Iter [73950/400000] lr: 7.500e-05, eta: 1 day, 4:51:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.9798, loss: 0.1985 2023-03-02 18:25:07,692 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:25:07,692 - mmseg - INFO - Iter [74000/400000] lr: 7.500e-05, eta: 1 day, 4:50:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1975, decode.acc_seg: 91.8427, loss: 0.1975 2023-03-02 18:25:20,990 - mmseg - INFO - Iter [74050/400000] lr: 7.500e-05, eta: 1 day, 4:50:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.2349, loss: 0.1916 2023-03-02 18:25:34,308 - mmseg - INFO - Iter [74100/400000] lr: 7.500e-05, eta: 1 day, 4:49:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1964, decode.acc_seg: 92.1929, loss: 0.1964 2023-03-02 18:25:47,597 - mmseg - INFO - Iter [74150/400000] lr: 7.500e-05, eta: 1 day, 4:49:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.2633, loss: 0.1903 2023-03-02 18:26:00,854 - mmseg - INFO - Iter [74200/400000] lr: 7.500e-05, eta: 1 day, 4:48:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1879, decode.acc_seg: 92.3340, loss: 0.1879 2023-03-02 18:26:14,114 - mmseg - INFO - Iter [74250/400000] lr: 7.500e-05, eta: 1 day, 4:48:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.2504, loss: 0.1915 2023-03-02 18:26:27,409 - mmseg - INFO - Iter [74300/400000] lr: 7.500e-05, eta: 1 day, 4:48:01, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1900, decode.acc_seg: 92.1168, loss: 0.1900 2023-03-02 18:26:40,807 - mmseg - INFO - Iter [74350/400000] lr: 7.500e-05, eta: 1 day, 4:47:34, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1981, decode.acc_seg: 91.7909, loss: 0.1981 2023-03-02 18:26:54,171 - mmseg - INFO - Iter [74400/400000] lr: 7.500e-05, eta: 1 day, 4:47:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1900, decode.acc_seg: 92.2278, loss: 0.1900 2023-03-02 18:27:07,409 - mmseg - INFO - Iter [74450/400000] lr: 7.500e-05, eta: 1 day, 4:46:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.0750, loss: 0.1923 2023-03-02 18:27:23,177 - mmseg - INFO - Iter [74500/400000] lr: 7.500e-05, eta: 1 day, 4:46:23, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 92.0479, loss: 0.1920 2023-03-02 18:27:36,437 - mmseg - INFO - Iter [74550/400000] lr: 7.500e-05, eta: 1 day, 4:45:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.3057, loss: 0.1896 2023-03-02 18:27:49,683 - mmseg - INFO - Iter [74600/400000] lr: 7.500e-05, eta: 1 day, 4:45:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 91.9976, loss: 0.1966 2023-03-02 18:28:03,210 - mmseg - INFO - Iter [74650/400000] lr: 7.500e-05, eta: 1 day, 4:45:01, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1372, loss: 0.1933 2023-03-02 18:28:16,444 - mmseg - INFO - Iter [74700/400000] lr: 7.500e-05, eta: 1 day, 4:44:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1913, decode.acc_seg: 92.1887, loss: 0.1913 2023-03-02 18:28:29,687 - mmseg - INFO - Iter [74750/400000] lr: 7.500e-05, eta: 1 day, 4:44:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.4010, loss: 0.1836 2023-03-02 18:28:43,058 - mmseg - INFO - Iter [74800/400000] lr: 7.500e-05, eta: 1 day, 4:43:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.1149, loss: 0.1919 2023-03-02 18:28:56,440 - mmseg - INFO - Iter [74850/400000] lr: 7.500e-05, eta: 1 day, 4:43:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.0046, loss: 0.1909 2023-03-02 18:29:09,813 - mmseg - INFO - Iter [74900/400000] lr: 7.500e-05, eta: 1 day, 4:42:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.2619, loss: 0.1871 2023-03-02 18:29:23,137 - mmseg - INFO - Iter [74950/400000] lr: 7.500e-05, eta: 1 day, 4:42:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.2339, loss: 0.1881 2023-03-02 18:29:36,475 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:29:36,475 - mmseg - INFO - Iter [75000/400000] lr: 7.500e-05, eta: 1 day, 4:41:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.2109, loss: 0.1896 2023-03-02 18:29:49,708 - mmseg - INFO - Iter [75050/400000] lr: 7.500e-05, eta: 1 day, 4:41:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1981, decode.acc_seg: 91.9732, loss: 0.1981 2023-03-02 18:30:05,548 - mmseg - INFO - Iter [75100/400000] lr: 7.500e-05, eta: 1 day, 4:41:08, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.3450, loss: 0.1850 2023-03-02 18:30:18,769 - mmseg - INFO - Iter [75150/400000] lr: 7.500e-05, eta: 1 day, 4:40:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.3363, loss: 0.1866 2023-03-02 18:30:32,019 - mmseg - INFO - Iter [75200/400000] lr: 7.500e-05, eta: 1 day, 4:40:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 91.9632, loss: 0.1958 2023-03-02 18:30:45,302 - mmseg - INFO - Iter [75250/400000] lr: 7.500e-05, eta: 1 day, 4:39:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.3799, loss: 0.1888 2023-03-02 18:30:58,541 - mmseg - INFO - Iter [75300/400000] lr: 7.500e-05, eta: 1 day, 4:39:19, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.0016, loss: 0.1933 2023-03-02 18:31:11,790 - mmseg - INFO - Iter [75350/400000] lr: 7.500e-05, eta: 1 day, 4:38:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.2046, loss: 0.1946 2023-03-02 18:31:25,039 - mmseg - INFO - Iter [75400/400000] lr: 7.500e-05, eta: 1 day, 4:38:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.1321, loss: 0.1916 2023-03-02 18:31:38,268 - mmseg - INFO - Iter [75450/400000] lr: 7.500e-05, eta: 1 day, 4:37:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 91.7573, loss: 0.1966 2023-03-02 18:31:51,595 - mmseg - INFO - Iter [75500/400000] lr: 7.500e-05, eta: 1 day, 4:37:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.1531, loss: 0.1906 2023-03-02 18:32:04,821 - mmseg - INFO - Iter [75550/400000] lr: 7.500e-05, eta: 1 day, 4:37:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2018, decode.acc_seg: 91.8753, loss: 0.2018 2023-03-02 18:32:18,147 - mmseg - INFO - Iter [75600/400000] lr: 7.500e-05, eta: 1 day, 4:36:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1895, decode.acc_seg: 92.2924, loss: 0.1895 2023-03-02 18:32:31,416 - mmseg - INFO - Iter [75650/400000] lr: 7.500e-05, eta: 1 day, 4:36:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1875, decode.acc_seg: 92.1418, loss: 0.1875 2023-03-02 18:32:44,707 - mmseg - INFO - Iter [75700/400000] lr: 7.500e-05, eta: 1 day, 4:35:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.3109, loss: 0.1906 2023-03-02 18:33:00,444 - mmseg - INFO - Iter [75750/400000] lr: 7.500e-05, eta: 1 day, 4:35:26, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 91.9198, loss: 0.1946 2023-03-02 18:33:13,763 - mmseg - INFO - Iter [75800/400000] lr: 7.500e-05, eta: 1 day, 4:34:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1959, decode.acc_seg: 92.1253, loss: 0.1959 2023-03-02 18:33:27,040 - mmseg - INFO - Iter [75850/400000] lr: 7.500e-05, eta: 1 day, 4:34:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1934, decode.acc_seg: 92.1683, loss: 0.1934 2023-03-02 18:33:40,405 - mmseg - INFO - Iter [75900/400000] lr: 7.500e-05, eta: 1 day, 4:34:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1915, loss: 0.1933 2023-03-02 18:33:53,864 - mmseg - INFO - Iter [75950/400000] lr: 7.500e-05, eta: 1 day, 4:33:39, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1882, decode.acc_seg: 92.3114, loss: 0.1882 2023-03-02 18:34:07,053 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:34:07,053 - mmseg - INFO - Iter [76000/400000] lr: 7.500e-05, eta: 1 day, 4:33:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.2525, loss: 0.1909 2023-03-02 18:34:20,258 - mmseg - INFO - Iter [76050/400000] lr: 7.500e-05, eta: 1 day, 4:32:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1875, decode.acc_seg: 92.3249, loss: 0.1875 2023-03-02 18:34:33,504 - mmseg - INFO - Iter [76100/400000] lr: 7.500e-05, eta: 1 day, 4:32:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.1821, loss: 0.1901 2023-03-02 18:34:46,881 - mmseg - INFO - Iter [76150/400000] lr: 7.500e-05, eta: 1 day, 4:31:51, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.9550, loss: 0.1985 2023-03-02 18:35:00,143 - mmseg - INFO - Iter [76200/400000] lr: 7.500e-05, eta: 1 day, 4:31:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1942, decode.acc_seg: 92.1843, loss: 0.1942 2023-03-02 18:35:13,349 - mmseg - INFO - Iter [76250/400000] lr: 7.500e-05, eta: 1 day, 4:30:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.2890, loss: 0.1866 2023-03-02 18:35:26,625 - mmseg - INFO - Iter [76300/400000] lr: 7.500e-05, eta: 1 day, 4:30:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.2971, loss: 0.1887 2023-03-02 18:35:39,924 - mmseg - INFO - Iter [76350/400000] lr: 7.500e-05, eta: 1 day, 4:30:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.0711, loss: 0.1909 2023-03-02 18:35:55,789 - mmseg - INFO - Iter [76400/400000] lr: 7.500e-05, eta: 1 day, 4:29:48, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1860, decode.acc_seg: 92.3716, loss: 0.1860 2023-03-02 18:36:09,230 - mmseg - INFO - Iter [76450/400000] lr: 7.500e-05, eta: 1 day, 4:29:22, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.3990, loss: 0.1874 2023-03-02 18:36:22,478 - mmseg - INFO - Iter [76500/400000] lr: 7.500e-05, eta: 1 day, 4:28:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.2141, loss: 0.1912 2023-03-02 18:36:35,776 - mmseg - INFO - Iter [76550/400000] lr: 7.500e-05, eta: 1 day, 4:28:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 91.8824, loss: 0.1960 2023-03-02 18:36:49,166 - mmseg - INFO - Iter [76600/400000] lr: 7.500e-05, eta: 1 day, 4:28:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 92.3710, loss: 0.1920 2023-03-02 18:37:02,489 - mmseg - INFO - Iter [76650/400000] lr: 7.500e-05, eta: 1 day, 4:27:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1886, decode.acc_seg: 92.2589, loss: 0.1886 2023-03-02 18:37:15,826 - mmseg - INFO - Iter [76700/400000] lr: 7.500e-05, eta: 1 day, 4:27:09, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 91.9720, loss: 0.1953 2023-03-02 18:37:29,196 - mmseg - INFO - Iter [76750/400000] lr: 7.500e-05, eta: 1 day, 4:26:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 92.0351, loss: 0.1960 2023-03-02 18:37:42,559 - mmseg - INFO - Iter [76800/400000] lr: 7.500e-05, eta: 1 day, 4:26:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.2579, loss: 0.1933 2023-03-02 18:37:55,849 - mmseg - INFO - Iter [76850/400000] lr: 7.500e-05, eta: 1 day, 4:25:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 91.9674, loss: 0.1925 2023-03-02 18:38:09,060 - mmseg - INFO - Iter [76900/400000] lr: 7.500e-05, eta: 1 day, 4:25:24, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.1813, loss: 0.1864 2023-03-02 18:38:22,323 - mmseg - INFO - Iter [76950/400000] lr: 7.500e-05, eta: 1 day, 4:24:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.0557, loss: 0.1946 2023-03-02 18:38:38,315 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:38:38,315 - mmseg - INFO - Iter [77000/400000] lr: 7.500e-05, eta: 1 day, 4:24:42, time: 0.320, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.0541, loss: 0.1915 2023-03-02 18:38:51,712 - mmseg - INFO - Iter [77050/400000] lr: 7.500e-05, eta: 1 day, 4:24:16, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.1538, loss: 0.1919 2023-03-02 18:39:04,949 - mmseg - INFO - Iter [77100/400000] lr: 7.500e-05, eta: 1 day, 4:23:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.3471, loss: 0.1867 2023-03-02 18:39:18,264 - mmseg - INFO - Iter [77150/400000] lr: 7.500e-05, eta: 1 day, 4:23:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.3470, loss: 0.1868 2023-03-02 18:39:31,501 - mmseg - INFO - Iter [77200/400000] lr: 7.500e-05, eta: 1 day, 4:22:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.3361, loss: 0.1883 2023-03-02 18:39:44,800 - mmseg - INFO - Iter [77250/400000] lr: 7.500e-05, eta: 1 day, 4:22:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.1677, loss: 0.1884 2023-03-02 18:39:58,054 - mmseg - INFO - Iter [77300/400000] lr: 7.500e-05, eta: 1 day, 4:22:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1987, decode.acc_seg: 91.9135, loss: 0.1987 2023-03-02 18:40:11,481 - mmseg - INFO - Iter [77350/400000] lr: 7.500e-05, eta: 1 day, 4:21:37, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 92.1331, loss: 0.1953 2023-03-02 18:40:24,834 - mmseg - INFO - Iter [77400/400000] lr: 7.500e-05, eta: 1 day, 4:21:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1942, decode.acc_seg: 92.1129, loss: 0.1942 2023-03-02 18:40:38,097 - mmseg - INFO - Iter [77450/400000] lr: 7.500e-05, eta: 1 day, 4:20:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1948, decode.acc_seg: 91.9557, loss: 0.1948 2023-03-02 18:40:51,454 - mmseg - INFO - Iter [77500/400000] lr: 7.500e-05, eta: 1 day, 4:20:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1899, decode.acc_seg: 92.1886, loss: 0.1899 2023-03-02 18:41:04,682 - mmseg - INFO - Iter [77550/400000] lr: 7.500e-05, eta: 1 day, 4:19:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.1642, loss: 0.1902 2023-03-02 18:41:17,920 - mmseg - INFO - Iter [77600/400000] lr: 7.500e-05, eta: 1 day, 4:19:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2017, decode.acc_seg: 91.9708, loss: 0.2017 2023-03-02 18:41:33,639 - mmseg - INFO - Iter [77650/400000] lr: 7.500e-05, eta: 1 day, 4:19:09, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1973, decode.acc_seg: 92.0990, loss: 0.1973 2023-03-02 18:41:46,935 - mmseg - INFO - Iter [77700/400000] lr: 7.500e-05, eta: 1 day, 4:18:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 92.0630, loss: 0.1953 2023-03-02 18:42:00,311 - mmseg - INFO - Iter [77750/400000] lr: 7.500e-05, eta: 1 day, 4:18:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1976, decode.acc_seg: 92.0136, loss: 0.1976 2023-03-02 18:42:13,708 - mmseg - INFO - Iter [77800/400000] lr: 7.500e-05, eta: 1 day, 4:17:51, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 92.0538, loss: 0.1961 2023-03-02 18:42:26,933 - mmseg - INFO - Iter [77850/400000] lr: 7.500e-05, eta: 1 day, 4:17:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 92.1456, loss: 0.1936 2023-03-02 18:42:40,312 - mmseg - INFO - Iter [77900/400000] lr: 7.500e-05, eta: 1 day, 4:16:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1988, decode.acc_seg: 91.9828, loss: 0.1988 2023-03-02 18:42:53,812 - mmseg - INFO - Iter [77950/400000] lr: 7.500e-05, eta: 1 day, 4:16:34, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1994, decode.acc_seg: 91.8226, loss: 0.1994 2023-03-02 18:43:07,115 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:43:07,115 - mmseg - INFO - Iter [78000/400000] lr: 7.500e-05, eta: 1 day, 4:16:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.0324, loss: 0.1912 2023-03-02 18:43:20,362 - mmseg - INFO - Iter [78050/400000] lr: 7.500e-05, eta: 1 day, 4:15:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.7429, loss: 0.1980 2023-03-02 18:43:33,547 - mmseg - INFO - Iter [78100/400000] lr: 7.500e-05, eta: 1 day, 4:15:15, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.5321, loss: 0.1865 2023-03-02 18:43:46,828 - mmseg - INFO - Iter [78150/400000] lr: 7.500e-05, eta: 1 day, 4:14:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.4793, loss: 0.1828 2023-03-02 18:44:00,117 - mmseg - INFO - Iter [78200/400000] lr: 7.500e-05, eta: 1 day, 4:14:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.2479, loss: 0.1857 2023-03-02 18:44:15,962 - mmseg - INFO - Iter [78250/400000] lr: 7.500e-05, eta: 1 day, 4:14:07, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.1322, loss: 0.1939 2023-03-02 18:44:29,199 - mmseg - INFO - Iter [78300/400000] lr: 7.500e-05, eta: 1 day, 4:13:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1998, decode.acc_seg: 91.8195, loss: 0.1998 2023-03-02 18:44:42,426 - mmseg - INFO - Iter [78350/400000] lr: 7.500e-05, eta: 1 day, 4:13:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.2806, loss: 0.1887 2023-03-02 18:44:55,642 - mmseg - INFO - Iter [78400/400000] lr: 7.500e-05, eta: 1 day, 4:12:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1976, decode.acc_seg: 92.1796, loss: 0.1976 2023-03-02 18:45:09,100 - mmseg - INFO - Iter [78450/400000] lr: 7.500e-05, eta: 1 day, 4:12:22, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.1321, loss: 0.1909 2023-03-02 18:45:22,408 - mmseg - INFO - Iter [78500/400000] lr: 7.500e-05, eta: 1 day, 4:11:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0012, loss: 0.1938 2023-03-02 18:45:35,609 - mmseg - INFO - Iter [78550/400000] lr: 7.500e-05, eta: 1 day, 4:11:30, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.1909, loss: 0.1919 2023-03-02 18:45:48,851 - mmseg - INFO - Iter [78600/400000] lr: 7.500e-05, eta: 1 day, 4:11:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1945, decode.acc_seg: 92.0965, loss: 0.1945 2023-03-02 18:46:02,097 - mmseg - INFO - Iter [78650/400000] lr: 7.500e-05, eta: 1 day, 4:10:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2005, decode.acc_seg: 91.8590, loss: 0.2005 2023-03-02 18:46:15,327 - mmseg - INFO - Iter [78700/400000] lr: 7.500e-05, eta: 1 day, 4:10:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.2659, loss: 0.1848 2023-03-02 18:46:28,681 - mmseg - INFO - Iter [78750/400000] lr: 7.500e-05, eta: 1 day, 4:09:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.2097, loss: 0.1906 2023-03-02 18:46:41,882 - mmseg - INFO - Iter [78800/400000] lr: 7.500e-05, eta: 1 day, 4:09:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.1881, loss: 0.1884 2023-03-02 18:46:55,143 - mmseg - INFO - Iter [78850/400000] lr: 7.500e-05, eta: 1 day, 4:08:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1895, decode.acc_seg: 92.1779, loss: 0.1895 2023-03-02 18:47:10,930 - mmseg - INFO - Iter [78900/400000] lr: 7.500e-05, eta: 1 day, 4:08:38, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.2547, loss: 0.1909 2023-03-02 18:47:24,265 - mmseg - INFO - Iter [78950/400000] lr: 7.500e-05, eta: 1 day, 4:08:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1941, decode.acc_seg: 92.0018, loss: 0.1941 2023-03-02 18:47:37,565 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:47:37,565 - mmseg - INFO - Iter [79000/400000] lr: 7.500e-05, eta: 1 day, 4:07:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.1865, loss: 0.1915 2023-03-02 18:47:50,780 - mmseg - INFO - Iter [79050/400000] lr: 7.500e-05, eta: 1 day, 4:07:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.4392, loss: 0.1836 2023-03-02 18:48:03,991 - mmseg - INFO - Iter [79100/400000] lr: 7.500e-05, eta: 1 day, 4:06:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2010, decode.acc_seg: 91.8888, loss: 0.2010 2023-03-02 18:48:17,223 - mmseg - INFO - Iter [79150/400000] lr: 7.500e-05, eta: 1 day, 4:06:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.1046, loss: 0.1911 2023-03-02 18:48:30,488 - mmseg - INFO - Iter [79200/400000] lr: 7.500e-05, eta: 1 day, 4:06:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1921, decode.acc_seg: 92.1729, loss: 0.1921 2023-03-02 18:48:43,870 - mmseg - INFO - Iter [79250/400000] lr: 7.500e-05, eta: 1 day, 4:05:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.2838, loss: 0.1865 2023-03-02 18:48:57,171 - mmseg - INFO - Iter [79300/400000] lr: 7.500e-05, eta: 1 day, 4:05:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.2325, loss: 0.1919 2023-03-02 18:49:10,392 - mmseg - INFO - Iter [79350/400000] lr: 7.500e-05, eta: 1 day, 4:04:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.2541, loss: 0.1876 2023-03-02 18:49:23,630 - mmseg - INFO - Iter [79400/400000] lr: 7.500e-05, eta: 1 day, 4:04:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1960, decode.acc_seg: 91.9387, loss: 0.1960 2023-03-02 18:49:36,814 - mmseg - INFO - Iter [79450/400000] lr: 7.500e-05, eta: 1 day, 4:03:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1966, decode.acc_seg: 92.0296, loss: 0.1966 2023-03-02 18:49:50,099 - mmseg - INFO - Iter [79500/400000] lr: 7.500e-05, eta: 1 day, 4:03:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1862, decode.acc_seg: 92.4059, loss: 0.1862 2023-03-02 18:50:06,004 - mmseg - INFO - Iter [79550/400000] lr: 7.500e-05, eta: 1 day, 4:03:12, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.2038, decode.acc_seg: 91.9950, loss: 0.2038 2023-03-02 18:50:19,271 - mmseg - INFO - Iter [79600/400000] lr: 7.500e-05, eta: 1 day, 4:02:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.2456, loss: 0.1917 2023-03-02 18:50:32,553 - mmseg - INFO - Iter [79650/400000] lr: 7.500e-05, eta: 1 day, 4:02:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1987, decode.acc_seg: 91.9549, loss: 0.1987 2023-03-02 18:50:45,871 - mmseg - INFO - Iter [79700/400000] lr: 7.500e-05, eta: 1 day, 4:01:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1976, decode.acc_seg: 91.8865, loss: 0.1976 2023-03-02 18:50:59,121 - mmseg - INFO - Iter [79750/400000] lr: 7.500e-05, eta: 1 day, 4:01:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.3300, loss: 0.1865 2023-03-02 18:51:12,459 - mmseg - INFO - Iter [79800/400000] lr: 7.500e-05, eta: 1 day, 4:01:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 92.1759, loss: 0.1936 2023-03-02 18:51:25,745 - mmseg - INFO - Iter [79850/400000] lr: 7.500e-05, eta: 1 day, 4:00:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.3418, loss: 0.1865 2023-03-02 18:51:38,979 - mmseg - INFO - Iter [79900/400000] lr: 7.500e-05, eta: 1 day, 4:00:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.1380, loss: 0.1939 2023-03-02 18:51:52,270 - mmseg - INFO - Iter [79950/400000] lr: 7.500e-05, eta: 1 day, 3:59:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1860, decode.acc_seg: 92.3471, loss: 0.1860 2023-03-02 18:52:05,568 - mmseg - INFO - Swap parameters (after train) after iter [80000] 2023-03-02 18:52:05,580 - mmseg - INFO - Saving checkpoint at 80000 iterations 2023-03-02 18:52:07,601 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 18:52:07,601 - mmseg - INFO - Iter [80000/400000] lr: 7.500e-05, eta: 1 day, 3:59:29, time: 0.307, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1974, decode.acc_seg: 92.0940, loss: 0.1974 2023-03-02 19:06:40,006 - mmseg - INFO - per class results: 2023-03-02 19:06:40,014 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.65,77.67,77.69,77.72,77.74,77.76,77.77,77.8,77.8,77.8 | | building | 81.84,81.84,81.84,81.85,81.84,81.84,81.85,81.85,81.86,81.86 | | sky | 94.56,94.57,94.58,94.58,94.6,94.6,94.6,94.6,94.6,94.6 | | floor | 81.81,81.85,81.88,81.89,81.9,81.91,81.92,81.93,81.95,81.97 | | tree | 74.33,74.35,74.38,74.38,74.4,74.4,74.4,74.41,74.4,74.4 | | ceiling | 85.45,85.47,85.52,85.53,85.56,85.56,85.54,85.54,85.52,85.53 | | road | 82.29,82.3,82.31,82.24,82.25,82.22,82.22,82.24,82.22,82.21 | | bed | 87.48,87.49,87.48,87.5,87.45,87.49,87.47,87.5,87.5,87.48 | | windowpane | 61.08,61.15,61.19,61.25,61.27,61.27,61.31,61.34,61.35,61.39 | | grass | 67.3,67.3,67.33,67.33,67.33,67.35,67.35,67.37,67.37,67.37 | | cabinet | 61.48,61.54,61.63,61.56,61.57,61.63,61.66,61.68,61.63,61.66 | | sidewalk | 64.9,64.93,64.94,64.83,64.86,64.83,64.83,64.88,64.84,64.8 | | person | 80.02,80.04,80.05,80.06,80.08,80.09,80.13,80.14,80.13,80.14 | | earth | 35.9,35.87,35.92,35.9,35.9,35.91,35.92,35.91,35.88,35.87 | | door | 46.52,46.57,46.61,46.57,46.61,46.65,46.65,46.65,46.71,46.75 | | table | 61.57,61.63,61.66,61.71,61.71,61.69,61.66,61.67,61.59,61.62 | | mountain | 57.0,57.07,57.11,57.26,57.27,57.23,57.34,57.34,57.3,57.26 | | plant | 50.33,50.32,50.34,50.4,50.41,50.44,50.43,50.44,50.39,50.41 | | curtain | 74.57,74.61,74.66,74.75,74.84,74.8,74.83,74.91,74.91,74.93 | | chair | 56.64,56.65,56.72,56.71,56.71,56.65,56.67,56.65,56.65,56.63 | | car | 82.18,82.15,82.16,82.14,82.13,82.13,82.1,82.08,82.09,82.06 | | water | 57.05,57.12,57.19,57.21,57.29,57.29,57.33,57.4,57.43,57.49 | | painting | 70.26,70.17,70.2,70.25,70.32,70.34,70.31,70.37,70.37,70.39 | | sofa | 64.87,64.92,65.0,65.1,65.16,65.2,65.27,65.21,65.14,65.2 | | shelf | 44.22,44.17,44.2,44.19,44.18,44.26,44.32,44.3,44.35,44.37 | | house | 43.9,43.88,43.86,43.8,43.73,43.75,43.79,43.95,44.01,44.0 | | sea | 59.85,59.91,59.94,60.02,60.07,60.13,60.17,60.22,60.24,60.28 | | mirror | 66.73,66.84,66.98,67.07,67.14,67.22,67.27,67.33,67.33,67.31 | | rug | 65.08,65.28,65.44,65.54,65.66,65.73,65.76,65.78,65.81,65.91 | | field | 31.11,31.12,31.06,31.07,31.03,31.04,31.07,31.07,31.11,31.14 | | armchair | 37.27,37.36,37.4,37.49,37.56,37.64,37.66,37.66,37.63,37.7 | | seat | 66.67,66.7,66.67,66.73,66.77,66.76,66.76,66.77,66.79,66.77 | | fence | 41.31,41.2,41.25,41.33,41.28,41.29,41.32,41.3,41.26,41.27 | | desk | 47.95,48.0,48.09,48.11,48.15,48.09,48.13,48.07,48.11,48.05 | | rock | 37.33,37.31,37.26,37.28,37.16,37.15,37.11,37.08,37.1,37.09 | | wardrobe | 57.75,57.76,57.74,57.7,57.72,57.88,57.94,58.13,58.12,58.1 | | lamp | 63.44,63.57,63.6,63.66,63.69,63.74,63.8,63.78,63.8,63.75 | | bathtub | 75.67,75.85,76.25,76.45,76.81,77.02,77.24,77.45,77.73,77.87 | | railing | 33.67,33.63,33.67,33.6,33.64,33.62,33.59,33.58,33.63,33.59 | | cushion | 56.33,56.28,56.48,56.34,56.2,56.43,56.34,56.51,56.48,56.62 | | base | 21.99,22.06,22.12,22.07,22.12,22.13,22.24,22.2,22.26,22.23 | | box | 23.5,23.61,23.65,23.68,23.68,23.79,23.72,23.8,23.76,23.72 | | column | 47.02,47.21,47.32,47.47,47.59,47.58,47.7,47.7,47.67,47.62 | | signboard | 38.5,38.68,38.74,38.7,38.74,38.69,38.71,38.7,38.66,38.67 | | chest of drawers | 37.19,37.1,37.11,36.97,37.02,37.06,37.14,37.2,37.29,37.41 | | counter | 30.59,30.69,30.68,30.85,30.94,31.0,31.09,31.15,31.16,31.28 | | sand | 40.86,40.81,40.81,40.84,40.8,40.78,40.75,40.76,40.69,40.73 | | sink | 68.68,68.71,68.65,68.62,68.49,68.51,68.51,68.45,68.47,68.44 | | skyscraper | 49.55,49.49,49.23,48.95,48.91,48.65,48.58,48.64,48.69,48.63 | | fireplace | 76.66,76.73,77.11,77.07,77.16,77.28,77.14,77.19,77.08,76.92 | | refrigerator | 75.23,75.31,75.52,75.7,75.97,76.07,76.04,75.89,75.76,75.76 | | grandstand | 51.65,51.48,51.75,51.78,51.85,51.8,52.04,52.13,52.08,52.31 | | path | 21.62,21.83,22.01,22.2,22.23,22.32,22.4,22.43,22.58,22.73 | | stairs | 31.94,31.79,31.88,31.85,31.89,31.81,31.71,31.68,31.65,31.66 | | runway | 67.84,68.09,68.18,68.21,68.25,68.21,68.16,68.11,68.11,68.11 | | case | 48.6,48.74,48.99,49.28,49.49,49.64,50.04,50.21,50.36,50.35 | | pool table | 91.94,91.98,91.98,91.96,91.98,91.99,92.05,92.03,92.04,92.07 | | pillow | 61.71,61.66,62.09,61.82,61.85,62.03,62.0,62.1,61.91,62.0 | | screen door | 68.15,68.2,68.14,68.19,68.35,68.56,68.73,68.77,68.82,68.82 | | stairway | 22.45,22.47,22.48,22.53,22.59,22.49,22.69,22.71,22.81,22.79 | | river | 11.42,11.44,11.45,11.44,11.46,11.49,11.48,11.5,11.48,11.49 | | bridge | 32.38,32.27,32.21,32.34,32.26,32.33,32.16,32.19,32.18,32.17 | | bookcase | 46.53,46.6,46.41,46.39,46.27,46.26,46.29,46.16,46.07,45.96 | | blind | 41.75,41.87,42.07,42.15,42.12,42.29,42.37,42.56,42.54,42.81 | | coffee table | 54.52,54.5,54.32,54.38,54.31,54.19,54.12,54.07,53.92,53.88 | | toilet | 84.14,84.14,84.06,84.06,84.02,84.05,84.01,83.92,83.94,83.89 | | flower | 39.6,39.72,39.62,39.76,39.82,39.78,39.85,39.84,39.93,39.92 | | book | 46.46,46.33,46.23,46.13,46.02,45.95,45.9,45.8,45.69,45.67 | | hill | 16.18,16.13,16.31,16.37,16.34,16.46,16.54,16.56,16.62,16.7 | | bench | 42.99,42.99,42.91,42.78,42.79,42.62,42.65,42.59,42.49,42.43 | | countertop | 55.8,55.65,55.47,55.58,55.54,55.37,55.28,55.08,55.15,55.07 | | stove | 72.26,72.32,72.46,72.52,72.58,72.55,72.71,72.74,72.78,72.84 | | palm | 48.22,48.27,48.33,48.46,48.51,48.57,48.54,48.59,48.68,48.64 | | kitchen island | 45.74,45.86,45.77,44.87,44.32,43.96,44.09,43.7,43.19,43.18 | | computer | 60.27,60.27,60.26,60.31,60.33,60.38,60.39,60.42,60.47,60.47 | | swivel chair | 43.98,44.01,44.13,44.29,44.38,44.29,44.42,44.42,44.53,44.59 | | boat | 70.62,70.53,70.43,70.52,70.44,70.29,70.23,70.12,69.99,69.99 | | bar | 23.37,23.4,23.44,23.43,23.41,23.48,23.49,23.47,23.45,23.43 | | arcade machine | 71.0,71.01,71.07,71.12,71.33,71.01,71.19,71.11,70.81,70.72 | | hovel | 32.08,32.28,31.64,31.44,30.88,30.57,30.24,29.98,29.71,29.5 | | bus | 79.23,79.22,79.22,79.2,79.18,79.17,79.14,79.13,79.06,79.1 | | towel | 62.26,62.37,62.52,62.56,62.57,62.79,62.88,62.9,62.91,62.92 | | light | 56.97,57.11,57.15,57.23,57.19,57.32,57.29,57.46,57.46,57.5 | | truck | 18.29,18.05,18.16,18.39,18.26,18.24,18.27,18.38,18.21,18.2 | | tower | 8.07,8.13,8.09,8.22,8.28,8.07,7.97,8.01,7.93,7.87 | | chandelier | 66.03,66.13,66.17,66.2,66.1,66.13,66.08,66.05,66.04,65.94 | | awning | 24.93,24.88,24.95,24.94,24.91,24.9,24.93,24.98,24.95,24.92 | | streetlight | 28.68,28.72,28.85,28.91,28.96,29.06,29.1,29.15,29.36,29.36 | | booth | 49.88,50.21,50.3,50.29,50.54,50.55,50.77,50.81,50.74,50.75 | | television receiver | 65.28,65.27,65.41,65.46,65.44,65.41,65.54,65.5,65.51,65.43 | | airplane | 58.21,58.4,58.34,58.32,58.3,58.4,58.33,58.36,58.29,58.29 | | dirt track | 20.75,20.59,20.55,20.39,20.3,20.05,20.07,19.89,19.76,19.64 | | apparel | 33.81,33.7,33.77,33.73,33.85,34.09,34.17,34.14,34.14,34.16 | | pole | 21.14,21.24,20.97,20.97,20.9,20.78,20.66,20.73,20.59,20.51 | | land | 4.14,4.13,4.17,4.1,4.17,4.11,4.09,4.13,4.12,4.07 | | bannister | 12.57,12.8,12.61,12.87,12.86,12.86,12.94,13.07,13.08,13.15 | | escalator | 24.4,24.53,24.57,24.58,24.58,24.64,24.69,24.71,24.73,24.79 | | ottoman | 41.93,41.9,41.69,41.63,41.6,41.59,41.42,41.79,41.72,41.5 | | bottle | 36.64,36.65,36.75,36.77,36.84,36.86,36.86,36.86,36.93,36.89 | | buffet | 42.34,43.48,45.09,45.79,46.09,46.56,46.73,46.9,47.07,47.16 | | poster | 24.6,24.64,24.84,24.73,24.87,24.95,24.9,25.15,25.06,25.16 | | stage | 14.16,14.05,14.13,14.04,14.06,14.06,13.99,13.95,13.91,13.89 | | van | 38.85,38.81,38.85,38.9,39.04,39.0,39.27,39.5,39.58,39.59 | | ship | 80.67,80.88,81.41,81.61,81.54,81.95,81.94,82.05,82.14,82.41 | | fountain | 19.63,19.75,19.77,19.7,19.84,19.7,19.81,19.83,19.8,19.81 | | conveyer belt | 85.32,85.11,84.9,84.9,84.66,84.41,84.21,84.15,84.03,83.86 | | canopy | 27.2,27.28,27.63,27.85,28.08,28.1,28.02,28.34,28.43,28.41 | | washer | 73.95,73.92,74.03,74.08,74.13,73.93,74.14,74.23,74.17,74.29 | | plaything | 22.09,22.04,22.01,22.06,21.99,21.94,21.89,21.97,21.81,21.79 | | swimming pool | 72.36,71.81,71.66,71.4,71.03,71.26,71.04,70.98,71.08,71.27 | | stool | 46.89,47.03,46.95,47.04,47.06,47.18,47.04,47.28,47.27,47.2 | | barrel | 45.04,45.72,45.79,46.16,46.75,46.78,47.39,47.56,48.04,48.01 | | basket | 24.32,24.41,24.45,24.42,24.53,24.54,24.52,24.5,24.45,24.47 | | waterfall | 44.17,44.24,44.29,44.17,44.81,44.55,44.99,45.59,45.9,46.38 | | tent | 95.3,95.27,95.32,95.29,95.28,95.18,95.23,95.2,95.13,95.12 | | bag | 16.56,16.63,16.73,16.81,16.91,16.89,16.94,17.13,17.23,17.27 | | minibike | 60.27,60.29,60.33,60.35,60.5,60.44,60.34,60.5,60.45,60.47 | | cradle | 83.97,84.02,84.08,84.18,84.33,84.47,84.56,84.65,84.83,84.97 | | oven | 44.96,45.15,45.36,45.69,46.13,46.25,46.35,46.69,46.91,47.16 | | ball | 49.06,48.82,48.74,48.73,48.49,48.41,48.4,48.25,48.19,48.04 | | food | 58.01,57.89,57.89,57.9,57.74,57.7,57.61,57.59,57.58,57.46 | | step | 5.66,5.79,5.76,5.73,5.81,5.92,5.78,5.86,5.97,6.11 | | tank | 52.6,52.9,52.78,53.01,53.22,53.05,53.22,53.32,53.44,53.44 | | trade name | 30.3,30.28,30.49,30.38,30.54,30.23,30.21,30.23,30.13,30.06 | | microwave | 69.54,70.11,70.48,70.88,71.36,71.56,71.81,71.93,72.2,72.36 | | pot | 30.7,30.78,30.77,30.84,30.9,30.95,30.96,30.93,30.89,30.97 | | animal | 54.01,54.15,54.13,54.16,54.16,54.25,54.17,54.28,54.32,54.34 | | bicycle | 54.79,54.94,54.99,54.9,55.18,54.93,54.96,54.9,54.92,54.96 | | lake | 58.29,58.38,58.46,58.49,58.6,58.67,58.73,58.79,58.85,58.9 | | dishwasher | 65.98,66.08,66.37,66.04,65.86,66.11,66.2,66.04,65.94,65.95 | | screen | 68.28,67.86,66.92,66.68,66.3,66.19,66.5,66.6,66.73,66.98 | | blanket | 16.52,16.51,16.82,16.76,16.68,16.64,16.58,16.76,16.77,16.87 | | sculpture | 56.81,56.76,56.77,56.98,56.84,56.68,56.6,56.55,56.3,56.43 | | hood | 60.99,60.91,60.24,60.09,59.3,59.29,58.96,59.21,58.83,59.05 | | sconce | 44.03,44.33,44.36,44.47,44.88,45.0,45.16,44.97,45.22,45.43 | | vase | 38.4,38.53,38.74,38.72,38.87,39.07,38.96,39.27,39.33,39.5 | | traffic light | 33.98,34.08,34.05,34.0,33.95,34.05,34.09,34.07,34.1,34.11 | | tray | 6.65,6.74,6.86,6.86,6.98,6.88,6.97,7.06,7.09,7.03 | | ashcan | 41.74,41.88,41.83,41.85,41.77,41.87,42.03,41.93,42.0,42.11 | | fan | 57.92,58.04,57.94,58.13,58.0,58.19,58.18,58.15,58.31,58.34 | | pier | 53.55,53.6,53.77,54.38,54.24,54.56,54.62,54.74,54.75,54.49 | | crt screen | 10.32,10.22,10.23,10.19,10.21,10.15,10.05,10.08,10.02,9.95 | | plate | 52.63,52.68,52.71,52.82,52.73,52.84,52.88,52.77,52.76,52.74 | | monitor | 23.0,23.14,23.06,23.18,23.19,23.09,23.13,23.15,23.17,23.12 | | bulletin board | 37.59,37.94,38.3,38.34,38.57,38.74,39.01,39.48,39.85,40.03 | | shower | 1.71,1.74,1.73,1.74,1.72,1.73,1.75,1.7,1.74,1.77 | | radiator | 61.21,61.06,61.63,61.83,61.89,61.83,61.95,62.01,62.21,62.23 | | glass | 13.91,14.01,13.99,13.97,14.02,14.05,14.04,14.05,14.04,14.08 | | clock | 38.86,38.51,38.74,38.66,38.82,38.74,38.51,38.73,38.48,38.58 | | flag | 35.31,35.19,35.46,35.46,35.24,35.45,35.12,35.3,35.25,35.16 | +---------------------+-------------------------------------------------------------+ 2023-03-02 19:06:40,014 - mmseg - INFO - Summary: 2023-03-02 19:06:40,014 - mmseg - INFO - +-----------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-----------------------------------------------------------+ | 49.06,49.1,49.15,49.18,49.2,49.21,49.23,49.27,49.27,49.29 | +-----------------------------------------------------------+ 2023-03-02 19:06:40,072 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100/best_mIoU_iter_64000.pth was removed 2023-03-02 19:06:42,208 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_80000.pth. 2023-03-02 19:06:42,208 - mmseg - INFO - Best mIoU is 0.4929 at 80000 iter. 2023-03-02 19:06:42,209 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:06:42,209 - mmseg - INFO - Iter(val) [250] mIoU: [0.4906, 0.491, 0.4915, 0.4918, 0.492, 0.4921, 0.4923, 0.4927, 0.4927, 0.4929], copy_paste: 49.06,49.1,49.15,49.18,49.2,49.21,49.23,49.27,49.27,49.29 2023-03-02 19:06:42,215 - mmseg - INFO - Swap parameters (before train) before iter [80001] 2023-03-02 19:06:55,717 - mmseg - INFO - Iter [80050/400000] lr: 7.500e-05, eta: 1 day, 4:57:20, time: 17.762, data_time: 17.500, memory: 39575, decode.loss_ce: 0.1969, decode.acc_seg: 91.8455, loss: 0.1969 2023-03-02 19:07:09,151 - mmseg - INFO - Iter [80100/400000] lr: 7.500e-05, eta: 1 day, 4:56:52, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1895, decode.acc_seg: 92.2616, loss: 0.1895 2023-03-02 19:07:25,004 - mmseg - INFO - Iter [80150/400000] lr: 7.500e-05, eta: 1 day, 4:56:34, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1945, decode.acc_seg: 91.8022, loss: 0.1945 2023-03-02 19:07:38,288 - mmseg - INFO - Iter [80200/400000] lr: 7.500e-05, eta: 1 day, 4:56:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1929, decode.acc_seg: 92.0940, loss: 0.1929 2023-03-02 19:07:51,880 - mmseg - INFO - Iter [80250/400000] lr: 7.500e-05, eta: 1 day, 4:55:39, time: 0.272, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1905, decode.acc_seg: 92.1751, loss: 0.1905 2023-03-02 19:08:05,210 - mmseg - INFO - Iter [80300/400000] lr: 7.500e-05, eta: 1 day, 4:55:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.2925, loss: 0.1874 2023-03-02 19:08:18,463 - mmseg - INFO - Iter [80350/400000] lr: 7.500e-05, eta: 1 day, 4:54:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 91.9808, loss: 0.1961 2023-03-02 19:08:31,684 - mmseg - INFO - Iter [80400/400000] lr: 7.500e-05, eta: 1 day, 4:54:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.3070, loss: 0.1914 2023-03-02 19:08:44,931 - mmseg - INFO - Iter [80450/400000] lr: 7.500e-05, eta: 1 day, 4:53:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.1111, loss: 0.1914 2023-03-02 19:08:58,198 - mmseg - INFO - Iter [80500/400000] lr: 7.500e-05, eta: 1 day, 4:53:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1963, decode.acc_seg: 91.9345, loss: 0.1963 2023-03-02 19:09:11,479 - mmseg - INFO - Iter [80550/400000] lr: 7.500e-05, eta: 1 day, 4:52:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.1811, loss: 0.1904 2023-03-02 19:09:24,759 - mmseg - INFO - Iter [80600/400000] lr: 7.500e-05, eta: 1 day, 4:52:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 92.0455, loss: 0.1953 2023-03-02 19:09:37,961 - mmseg - INFO - Iter [80650/400000] lr: 7.500e-05, eta: 1 day, 4:51:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.1872, loss: 0.1906 2023-03-02 19:09:51,270 - mmseg - INFO - Iter [80700/400000] lr: 7.500e-05, eta: 1 day, 4:51:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.2425, loss: 0.1878 2023-03-02 19:10:04,650 - mmseg - INFO - Iter [80750/400000] lr: 7.500e-05, eta: 1 day, 4:50:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1907, decode.acc_seg: 92.1195, loss: 0.1907 2023-03-02 19:10:20,566 - mmseg - INFO - Iter [80800/400000] lr: 7.500e-05, eta: 1 day, 4:50:39, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1963, decode.acc_seg: 91.8619, loss: 0.1963 2023-03-02 19:10:33,841 - mmseg - INFO - Iter [80850/400000] lr: 7.500e-05, eta: 1 day, 4:50:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1962, decode.acc_seg: 91.8834, loss: 0.1962 2023-03-02 19:10:47,132 - mmseg - INFO - Iter [80900/400000] lr: 7.500e-05, eta: 1 day, 4:49:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.1894, loss: 0.1911 2023-03-02 19:11:00,372 - mmseg - INFO - Iter [80950/400000] lr: 7.500e-05, eta: 1 day, 4:49:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1955, decode.acc_seg: 92.0326, loss: 0.1955 2023-03-02 19:11:13,728 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:11:13,728 - mmseg - INFO - Iter [81000/400000] lr: 7.500e-05, eta: 1 day, 4:48:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.3183, loss: 0.1901 2023-03-02 19:11:26,986 - mmseg - INFO - Iter [81050/400000] lr: 7.500e-05, eta: 1 day, 4:48:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.1337, loss: 0.1910 2023-03-02 19:11:40,407 - mmseg - INFO - Iter [81100/400000] lr: 7.500e-05, eta: 1 day, 4:47:52, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1934, decode.acc_seg: 92.0257, loss: 0.1934 2023-03-02 19:11:53,760 - mmseg - INFO - Iter [81150/400000] lr: 7.500e-05, eta: 1 day, 4:47:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1907, decode.acc_seg: 92.1128, loss: 0.1907 2023-03-02 19:12:07,027 - mmseg - INFO - Iter [81200/400000] lr: 7.500e-05, eta: 1 day, 4:46:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.0160, loss: 0.1930 2023-03-02 19:12:20,266 - mmseg - INFO - Iter [81250/400000] lr: 7.500e-05, eta: 1 day, 4:46:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 92.1113, loss: 0.1920 2023-03-02 19:12:33,512 - mmseg - INFO - Iter [81300/400000] lr: 7.500e-05, eta: 1 day, 4:46:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1977, decode.acc_seg: 91.9317, loss: 0.1977 2023-03-02 19:12:46,765 - mmseg - INFO - Iter [81350/400000] lr: 7.500e-05, eta: 1 day, 4:45:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1931, decode.acc_seg: 92.1762, loss: 0.1931 2023-03-02 19:13:02,494 - mmseg - INFO - Iter [81400/400000] lr: 7.500e-05, eta: 1 day, 4:45:14, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1907, decode.acc_seg: 92.1596, loss: 0.1907 2023-03-02 19:13:15,711 - mmseg - INFO - Iter [81450/400000] lr: 7.500e-05, eta: 1 day, 4:44:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.0320, loss: 0.1946 2023-03-02 19:13:29,134 - mmseg - INFO - Iter [81500/400000] lr: 7.500e-05, eta: 1 day, 4:44:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.4871, loss: 0.1819 2023-03-02 19:13:42,498 - mmseg - INFO - Iter [81550/400000] lr: 7.500e-05, eta: 1 day, 4:43:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1863, decode.acc_seg: 92.4112, loss: 0.1863 2023-03-02 19:13:55,757 - mmseg - INFO - Iter [81600/400000] lr: 7.500e-05, eta: 1 day, 4:43:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.2827, loss: 0.1902 2023-03-02 19:14:09,167 - mmseg - INFO - Iter [81650/400000] lr: 7.500e-05, eta: 1 day, 4:42:56, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.0476, loss: 0.1918 2023-03-02 19:14:22,378 - mmseg - INFO - Iter [81700/400000] lr: 7.500e-05, eta: 1 day, 4:42:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1992, decode.acc_seg: 91.9886, loss: 0.1992 2023-03-02 19:14:35,765 - mmseg - INFO - Iter [81750/400000] lr: 7.500e-05, eta: 1 day, 4:42:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1897, decode.acc_seg: 92.2697, loss: 0.1897 2023-03-02 19:14:49,028 - mmseg - INFO - Iter [81800/400000] lr: 7.500e-05, eta: 1 day, 4:41:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2016, decode.acc_seg: 91.7721, loss: 0.2016 2023-03-02 19:15:02,252 - mmseg - INFO - Iter [81850/400000] lr: 7.500e-05, eta: 1 day, 4:41:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1982, decode.acc_seg: 91.9847, loss: 0.1982 2023-03-02 19:15:15,624 - mmseg - INFO - Iter [81900/400000] lr: 7.500e-05, eta: 1 day, 4:40:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1971, decode.acc_seg: 91.8530, loss: 0.1971 2023-03-02 19:15:28,912 - mmseg - INFO - Iter [81950/400000] lr: 7.500e-05, eta: 1 day, 4:40:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2003, decode.acc_seg: 91.9706, loss: 0.2003 2023-03-02 19:15:42,258 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:15:42,259 - mmseg - INFO - Iter [82000/400000] lr: 7.500e-05, eta: 1 day, 4:39:43, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1951, decode.acc_seg: 92.0382, loss: 0.1951 2023-03-02 19:15:58,051 - mmseg - INFO - Iter [82050/400000] lr: 7.500e-05, eta: 1 day, 4:39:25, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1880, decode.acc_seg: 92.2539, loss: 0.1880 2023-03-02 19:16:11,268 - mmseg - INFO - Iter [82100/400000] lr: 7.500e-05, eta: 1 day, 4:38:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1875, decode.acc_seg: 92.3184, loss: 0.1875 2023-03-02 19:16:24,604 - mmseg - INFO - Iter [82150/400000] lr: 7.500e-05, eta: 1 day, 4:38:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 92.0736, loss: 0.1937 2023-03-02 19:16:37,867 - mmseg - INFO - Iter [82200/400000] lr: 7.500e-05, eta: 1 day, 4:38:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1957, decode.acc_seg: 92.0555, loss: 0.1957 2023-03-02 19:16:51,103 - mmseg - INFO - Iter [82250/400000] lr: 7.500e-05, eta: 1 day, 4:37:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1897, decode.acc_seg: 92.3664, loss: 0.1897 2023-03-02 19:17:04,369 - mmseg - INFO - Iter [82300/400000] lr: 7.500e-05, eta: 1 day, 4:37:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.4285, loss: 0.1836 2023-03-02 19:17:17,732 - mmseg - INFO - Iter [82350/400000] lr: 7.500e-05, eta: 1 day, 4:36:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1852, decode.acc_seg: 92.4409, loss: 0.1852 2023-03-02 19:17:30,947 - mmseg - INFO - Iter [82400/400000] lr: 7.500e-05, eta: 1 day, 4:36:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.2072, loss: 0.1864 2023-03-02 19:17:44,151 - mmseg - INFO - Iter [82450/400000] lr: 7.500e-05, eta: 1 day, 4:35:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1977, decode.acc_seg: 91.9701, loss: 0.1977 2023-03-02 19:17:57,367 - mmseg - INFO - Iter [82500/400000] lr: 7.500e-05, eta: 1 day, 4:35:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2017, decode.acc_seg: 91.6361, loss: 0.2017 2023-03-02 19:18:10,842 - mmseg - INFO - Iter [82550/400000] lr: 7.500e-05, eta: 1 day, 4:34:49, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.1639, loss: 0.1901 2023-03-02 19:18:24,056 - mmseg - INFO - Iter [82600/400000] lr: 7.500e-05, eta: 1 day, 4:34:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.3818, loss: 0.1865 2023-03-02 19:18:37,505 - mmseg - INFO - Iter [82650/400000] lr: 7.500e-05, eta: 1 day, 4:33:55, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1816, decode.acc_seg: 92.3430, loss: 0.1816 2023-03-02 19:18:53,329 - mmseg - INFO - Iter [82700/400000] lr: 7.500e-05, eta: 1 day, 4:33:37, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.5319, loss: 0.1830 2023-03-02 19:19:06,614 - mmseg - INFO - Iter [82750/400000] lr: 7.500e-05, eta: 1 day, 4:33:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1892, decode.acc_seg: 92.2774, loss: 0.1892 2023-03-02 19:19:19,895 - mmseg - INFO - Iter [82800/400000] lr: 7.500e-05, eta: 1 day, 4:32:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1922, decode.acc_seg: 92.0846, loss: 0.1922 2023-03-02 19:19:33,259 - mmseg - INFO - Iter [82850/400000] lr: 7.500e-05, eta: 1 day, 4:32:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.3035, loss: 0.1873 2023-03-02 19:19:46,539 - mmseg - INFO - Iter [82900/400000] lr: 7.500e-05, eta: 1 day, 4:31:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2029, decode.acc_seg: 91.8757, loss: 0.2029 2023-03-02 19:19:59,798 - mmseg - INFO - Iter [82950/400000] lr: 7.500e-05, eta: 1 day, 4:31:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1427, loss: 0.1933 2023-03-02 19:20:13,111 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:20:13,112 - mmseg - INFO - Iter [83000/400000] lr: 7.500e-05, eta: 1 day, 4:30:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2008, decode.acc_seg: 91.8318, loss: 0.2008 2023-03-02 19:20:26,384 - mmseg - INFO - Iter [83050/400000] lr: 7.500e-05, eta: 1 day, 4:30:26, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 92.0485, loss: 0.1925 2023-03-02 19:20:39,643 - mmseg - INFO - Iter [83100/400000] lr: 7.500e-05, eta: 1 day, 4:29:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1833, decode.acc_seg: 92.4767, loss: 0.1833 2023-03-02 19:20:52,863 - mmseg - INFO - Iter [83150/400000] lr: 7.500e-05, eta: 1 day, 4:29:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 91.9737, loss: 0.1956 2023-03-02 19:21:06,152 - mmseg - INFO - Iter [83200/400000] lr: 7.500e-05, eta: 1 day, 4:29:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.0149, loss: 0.1939 2023-03-02 19:21:19,713 - mmseg - INFO - Iter [83250/400000] lr: 7.500e-05, eta: 1 day, 4:28:38, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1879, decode.acc_seg: 92.3042, loss: 0.1879 2023-03-02 19:21:35,634 - mmseg - INFO - Iter [83300/400000] lr: 7.500e-05, eta: 1 day, 4:28:21, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.2011, loss: 0.1923 2023-03-02 19:21:49,009 - mmseg - INFO - Iter [83350/400000] lr: 7.500e-05, eta: 1 day, 4:27:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1962, decode.acc_seg: 91.9175, loss: 0.1962 2023-03-02 19:22:02,252 - mmseg - INFO - Iter [83400/400000] lr: 7.500e-05, eta: 1 day, 4:27:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1929, decode.acc_seg: 92.1022, loss: 0.1929 2023-03-02 19:22:15,619 - mmseg - INFO - Iter [83450/400000] lr: 7.500e-05, eta: 1 day, 4:27:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1905, decode.acc_seg: 92.3062, loss: 0.1905 2023-03-02 19:22:28,867 - mmseg - INFO - Iter [83500/400000] lr: 7.500e-05, eta: 1 day, 4:26:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.1090, loss: 0.1923 2023-03-02 19:22:42,099 - mmseg - INFO - Iter [83550/400000] lr: 7.500e-05, eta: 1 day, 4:26:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1967, decode.acc_seg: 92.0380, loss: 0.1967 2023-03-02 19:22:55,339 - mmseg - INFO - Iter [83600/400000] lr: 7.500e-05, eta: 1 day, 4:25:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1943, decode.acc_seg: 92.1427, loss: 0.1943 2023-03-02 19:23:08,726 - mmseg - INFO - Iter [83650/400000] lr: 7.500e-05, eta: 1 day, 4:25:11, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1841, decode.acc_seg: 92.4479, loss: 0.1841 2023-03-02 19:23:21,937 - mmseg - INFO - Iter [83700/400000] lr: 7.500e-05, eta: 1 day, 4:24:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1875, decode.acc_seg: 92.2169, loss: 0.1875 2023-03-02 19:23:35,655 - mmseg - INFO - Iter [83750/400000] lr: 7.500e-05, eta: 1 day, 4:24:18, time: 0.274, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1959, decode.acc_seg: 92.1825, loss: 0.1959 2023-03-02 19:23:48,845 - mmseg - INFO - Iter [83800/400000] lr: 7.500e-05, eta: 1 day, 4:23:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1860, decode.acc_seg: 92.3893, loss: 0.1860 2023-03-02 19:24:02,150 - mmseg - INFO - Iter [83850/400000] lr: 7.500e-05, eta: 1 day, 4:23:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1931, decode.acc_seg: 92.0674, loss: 0.1931 2023-03-02 19:24:15,379 - mmseg - INFO - Iter [83900/400000] lr: 7.500e-05, eta: 1 day, 4:22:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1886, decode.acc_seg: 92.3864, loss: 0.1886 2023-03-02 19:24:31,097 - mmseg - INFO - Iter [83950/400000] lr: 7.500e-05, eta: 1 day, 4:22:39, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.3263, loss: 0.1871 2023-03-02 19:24:44,360 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:24:44,360 - mmseg - INFO - Iter [84000/400000] lr: 7.500e-05, eta: 1 day, 4:22:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.0869, loss: 0.1910 2023-03-02 19:24:57,663 - mmseg - INFO - Iter [84050/400000] lr: 7.500e-05, eta: 1 day, 4:21:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.1230, loss: 0.1939 2023-03-02 19:25:10,959 - mmseg - INFO - Iter [84100/400000] lr: 7.500e-05, eta: 1 day, 4:21:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.1542, loss: 0.1914 2023-03-02 19:25:24,402 - mmseg - INFO - Iter [84150/400000] lr: 7.500e-05, eta: 1 day, 4:20:52, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.0734, loss: 0.1939 2023-03-02 19:25:37,712 - mmseg - INFO - Iter [84200/400000] lr: 7.500e-05, eta: 1 day, 4:20:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.3279, loss: 0.1848 2023-03-02 19:25:51,022 - mmseg - INFO - Iter [84250/400000] lr: 7.500e-05, eta: 1 day, 4:19:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.2062, loss: 0.1902 2023-03-02 19:26:04,251 - mmseg - INFO - Iter [84300/400000] lr: 7.500e-05, eta: 1 day, 4:19:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1950, decode.acc_seg: 91.9732, loss: 0.1950 2023-03-02 19:26:17,564 - mmseg - INFO - Iter [84350/400000] lr: 7.500e-05, eta: 1 day, 4:19:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1970, decode.acc_seg: 91.9988, loss: 0.1970 2023-03-02 19:26:30,786 - mmseg - INFO - Iter [84400/400000] lr: 7.500e-05, eta: 1 day, 4:18:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 92.0047, loss: 0.1985 2023-03-02 19:26:44,095 - mmseg - INFO - Iter [84450/400000] lr: 7.500e-05, eta: 1 day, 4:18:10, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.3123, loss: 0.1864 2023-03-02 19:26:57,381 - mmseg - INFO - Iter [84500/400000] lr: 7.500e-05, eta: 1 day, 4:17:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.2724, loss: 0.1914 2023-03-02 19:27:10,663 - mmseg - INFO - Iter [84550/400000] lr: 7.500e-05, eta: 1 day, 4:17:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1926, decode.acc_seg: 92.2414, loss: 0.1926 2023-03-02 19:27:26,492 - mmseg - INFO - Iter [84600/400000] lr: 7.500e-05, eta: 1 day, 4:16:59, time: 0.317, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.2641, loss: 0.1874 2023-03-02 19:27:39,763 - mmseg - INFO - Iter [84650/400000] lr: 7.500e-05, eta: 1 day, 4:16:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1870, decode.acc_seg: 92.2340, loss: 0.1870 2023-03-02 19:27:52,994 - mmseg - INFO - Iter [84700/400000] lr: 7.500e-05, eta: 1 day, 4:16:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.2843, loss: 0.1884 2023-03-02 19:28:06,237 - mmseg - INFO - Iter [84750/400000] lr: 7.500e-05, eta: 1 day, 4:15:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1949, decode.acc_seg: 91.9756, loss: 0.1949 2023-03-02 19:28:19,491 - mmseg - INFO - Iter [84800/400000] lr: 7.500e-05, eta: 1 day, 4:15:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.4093, loss: 0.1877 2023-03-02 19:28:32,802 - mmseg - INFO - Iter [84850/400000] lr: 7.500e-05, eta: 1 day, 4:14:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1860, decode.acc_seg: 92.3501, loss: 0.1860 2023-03-02 19:28:46,193 - mmseg - INFO - Iter [84900/400000] lr: 7.500e-05, eta: 1 day, 4:14:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.1678, loss: 0.1939 2023-03-02 19:28:59,560 - mmseg - INFO - Iter [84950/400000] lr: 7.500e-05, eta: 1 day, 4:13:52, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1879, decode.acc_seg: 92.0601, loss: 0.1879 2023-03-02 19:29:12,824 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:29:12,824 - mmseg - INFO - Iter [85000/400000] lr: 7.500e-05, eta: 1 day, 4:13:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.1353, loss: 0.1924 2023-03-02 19:29:26,081 - mmseg - INFO - Iter [85050/400000] lr: 7.500e-05, eta: 1 day, 4:12:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.1916, loss: 0.1930 2023-03-02 19:29:39,458 - mmseg - INFO - Iter [85100/400000] lr: 7.500e-05, eta: 1 day, 4:12:33, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.3027, loss: 0.1894 2023-03-02 19:29:52,868 - mmseg - INFO - Iter [85150/400000] lr: 7.500e-05, eta: 1 day, 4:12:06, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1971, decode.acc_seg: 92.0424, loss: 0.1971 2023-03-02 19:30:08,842 - mmseg - INFO - Iter [85200/400000] lr: 7.500e-05, eta: 1 day, 4:11:50, time: 0.319, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.3260, loss: 0.1885 2023-03-02 19:30:22,050 - mmseg - INFO - Iter [85250/400000] lr: 7.500e-05, eta: 1 day, 4:11:23, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.1935, loss: 0.1909 2023-03-02 19:30:35,460 - mmseg - INFO - Iter [85300/400000] lr: 7.500e-05, eta: 1 day, 4:10:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1843, decode.acc_seg: 92.3235, loss: 0.1843 2023-03-02 19:30:48,711 - mmseg - INFO - Iter [85350/400000] lr: 7.500e-05, eta: 1 day, 4:10:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.4815, loss: 0.1825 2023-03-02 19:31:02,003 - mmseg - INFO - Iter [85400/400000] lr: 7.500e-05, eta: 1 day, 4:10:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.2046, loss: 0.1891 2023-03-02 19:31:15,558 - mmseg - INFO - Iter [85450/400000] lr: 7.500e-05, eta: 1 day, 4:09:38, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.1586, loss: 0.1906 2023-03-02 19:31:28,999 - mmseg - INFO - Iter [85500/400000] lr: 7.500e-05, eta: 1 day, 4:09:12, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1961, decode.acc_seg: 91.9902, loss: 0.1961 2023-03-02 19:31:42,331 - mmseg - INFO - Iter [85550/400000] lr: 7.500e-05, eta: 1 day, 4:08:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1890, decode.acc_seg: 92.3023, loss: 0.1890 2023-03-02 19:31:55,728 - mmseg - INFO - Iter [85600/400000] lr: 7.500e-05, eta: 1 day, 4:08:20, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 92.0754, loss: 0.1925 2023-03-02 19:32:09,014 - mmseg - INFO - Iter [85650/400000] lr: 7.500e-05, eta: 1 day, 4:07:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1886, decode.acc_seg: 92.1645, loss: 0.1886 2023-03-02 19:32:22,330 - mmseg - INFO - Iter [85700/400000] lr: 7.500e-05, eta: 1 day, 4:07:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.3943, loss: 0.1850 2023-03-02 19:32:35,533 - mmseg - INFO - Iter [85750/400000] lr: 7.500e-05, eta: 1 day, 4:07:00, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.4175, loss: 0.1850 2023-03-02 19:32:48,783 - mmseg - INFO - Iter [85800/400000] lr: 7.500e-05, eta: 1 day, 4:06:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1983, decode.acc_seg: 91.8837, loss: 0.1983 2023-03-02 19:33:04,668 - mmseg - INFO - Iter [85850/400000] lr: 7.500e-05, eta: 1 day, 4:06:17, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1975, decode.acc_seg: 91.8847, loss: 0.1975 2023-03-02 19:33:17,917 - mmseg - INFO - Iter [85900/400000] lr: 7.500e-05, eta: 1 day, 4:05:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.2134, loss: 0.1891 2023-03-02 19:33:31,219 - mmseg - INFO - Iter [85950/400000] lr: 7.500e-05, eta: 1 day, 4:05:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.4090, loss: 0.1823 2023-03-02 19:33:44,506 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:33:44,506 - mmseg - INFO - Iter [86000/400000] lr: 7.500e-05, eta: 1 day, 4:04:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1921, decode.acc_seg: 92.1840, loss: 0.1921 2023-03-02 19:33:57,855 - mmseg - INFO - Iter [86050/400000] lr: 7.500e-05, eta: 1 day, 4:04:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0712, loss: 0.1938 2023-03-02 19:34:11,089 - mmseg - INFO - Iter [86100/400000] lr: 7.500e-05, eta: 1 day, 4:04:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1982, decode.acc_seg: 91.9140, loss: 0.1982 2023-03-02 19:34:24,332 - mmseg - INFO - Iter [86150/400000] lr: 7.500e-05, eta: 1 day, 4:03:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1880, decode.acc_seg: 92.2488, loss: 0.1880 2023-03-02 19:34:37,706 - mmseg - INFO - Iter [86200/400000] lr: 7.500e-05, eta: 1 day, 4:03:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1950, decode.acc_seg: 92.0858, loss: 0.1950 2023-03-02 19:34:51,015 - mmseg - INFO - Iter [86250/400000] lr: 7.500e-05, eta: 1 day, 4:02:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.0892, loss: 0.1909 2023-03-02 19:35:04,375 - mmseg - INFO - Iter [86300/400000] lr: 7.500e-05, eta: 1 day, 4:02:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1897, decode.acc_seg: 92.2610, loss: 0.1897 2023-03-02 19:35:17,783 - mmseg - INFO - Iter [86350/400000] lr: 7.500e-05, eta: 1 day, 4:01:54, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.2394, loss: 0.1878 2023-03-02 19:35:31,103 - mmseg - INFO - Iter [86400/400000] lr: 7.500e-05, eta: 1 day, 4:01:28, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.2689, loss: 0.1906 2023-03-02 19:35:47,027 - mmseg - INFO - Iter [86450/400000] lr: 7.500e-05, eta: 1 day, 4:01:11, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.2249, loss: 0.1883 2023-03-02 19:36:00,297 - mmseg - INFO - Iter [86500/400000] lr: 7.500e-05, eta: 1 day, 4:00:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1985, decode.acc_seg: 91.8960, loss: 0.1985 2023-03-02 19:36:13,513 - mmseg - INFO - Iter [86550/400000] lr: 7.500e-05, eta: 1 day, 4:00:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.0482, loss: 0.1918 2023-03-02 19:36:26,861 - mmseg - INFO - Iter [86600/400000] lr: 7.500e-05, eta: 1 day, 3:59:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.0241, loss: 0.1916 2023-03-02 19:36:40,256 - mmseg - INFO - Iter [86650/400000] lr: 7.500e-05, eta: 1 day, 3:59:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.2648, loss: 0.1885 2023-03-02 19:36:53,535 - mmseg - INFO - Iter [86700/400000] lr: 7.500e-05, eta: 1 day, 3:59:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.2875, loss: 0.1883 2023-03-02 19:37:06,865 - mmseg - INFO - Iter [86750/400000] lr: 7.500e-05, eta: 1 day, 3:58:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.1068, loss: 0.1887 2023-03-02 19:37:20,128 - mmseg - INFO - Iter [86800/400000] lr: 7.500e-05, eta: 1 day, 3:58:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.2274, loss: 0.1903 2023-03-02 19:37:33,480 - mmseg - INFO - Iter [86850/400000] lr: 7.500e-05, eta: 1 day, 3:57:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 91.9671, loss: 0.1946 2023-03-02 19:37:46,820 - mmseg - INFO - Iter [86900/400000] lr: 7.500e-05, eta: 1 day, 3:57:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.2042, loss: 0.1924 2023-03-02 19:38:00,108 - mmseg - INFO - Iter [86950/400000] lr: 7.500e-05, eta: 1 day, 3:56:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1837, decode.acc_seg: 92.4021, loss: 0.1837 2023-03-02 19:38:13,336 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:38:13,336 - mmseg - INFO - Iter [87000/400000] lr: 7.500e-05, eta: 1 day, 3:56:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.1694, loss: 0.1915 2023-03-02 19:38:26,573 - mmseg - INFO - Iter [87050/400000] lr: 7.500e-05, eta: 1 day, 3:55:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1975, decode.acc_seg: 92.0932, loss: 0.1975 2023-03-02 19:38:42,429 - mmseg - INFO - Iter [87100/400000] lr: 7.500e-05, eta: 1 day, 3:55:41, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.3642, loss: 0.1912 2023-03-02 19:38:55,764 - mmseg - INFO - Iter [87150/400000] lr: 7.500e-05, eta: 1 day, 3:55:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.2885, loss: 0.1871 2023-03-02 19:39:09,109 - mmseg - INFO - Iter [87200/400000] lr: 7.500e-05, eta: 1 day, 3:54:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1905, decode.acc_seg: 92.3575, loss: 0.1905 2023-03-02 19:39:22,350 - mmseg - INFO - Iter [87250/400000] lr: 7.500e-05, eta: 1 day, 3:54:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.4863, loss: 0.1813 2023-03-02 19:39:35,644 - mmseg - INFO - Iter [87300/400000] lr: 7.500e-05, eta: 1 day, 3:53:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.2803, loss: 0.1876 2023-03-02 19:39:49,065 - mmseg - INFO - Iter [87350/400000] lr: 7.500e-05, eta: 1 day, 3:53:32, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1845, decode.acc_seg: 92.3641, loss: 0.1845 2023-03-02 19:40:02,298 - mmseg - INFO - Iter [87400/400000] lr: 7.500e-05, eta: 1 day, 3:53:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.2574, loss: 0.1930 2023-03-02 19:40:15,691 - mmseg - INFO - Iter [87450/400000] lr: 7.500e-05, eta: 1 day, 3:52:40, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1856, decode.acc_seg: 92.4424, loss: 0.1856 2023-03-02 19:40:28,938 - mmseg - INFO - Iter [87500/400000] lr: 7.500e-05, eta: 1 day, 3:52:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.3808, loss: 0.1887 2023-03-02 19:40:42,397 - mmseg - INFO - Iter [87550/400000] lr: 7.500e-05, eta: 1 day, 3:51:49, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1925, decode.acc_seg: 92.1865, loss: 0.1925 2023-03-02 19:40:55,690 - mmseg - INFO - Iter [87600/400000] lr: 7.500e-05, eta: 1 day, 3:51:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 91.9958, loss: 0.1923 2023-03-02 19:41:09,033 - mmseg - INFO - Iter [87650/400000] lr: 7.500e-05, eta: 1 day, 3:50:57, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.0339, loss: 0.1902 2023-03-02 19:41:22,254 - mmseg - INFO - Iter [87700/400000] lr: 7.500e-05, eta: 1 day, 3:50:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1967, decode.acc_seg: 91.8710, loss: 0.1967 2023-03-02 19:41:38,164 - mmseg - INFO - Iter [87750/400000] lr: 7.500e-05, eta: 1 day, 3:50:14, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.1148, loss: 0.1903 2023-03-02 19:41:51,500 - mmseg - INFO - Iter [87800/400000] lr: 7.500e-05, eta: 1 day, 3:49:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.2501, loss: 0.1873 2023-03-02 19:42:04,856 - mmseg - INFO - Iter [87850/400000] lr: 7.500e-05, eta: 1 day, 3:49:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.5606, loss: 0.1829 2023-03-02 19:42:18,145 - mmseg - INFO - Iter [87900/400000] lr: 7.500e-05, eta: 1 day, 3:48:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.2447, loss: 0.1908 2023-03-02 19:42:31,486 - mmseg - INFO - Iter [87950/400000] lr: 7.500e-05, eta: 1 day, 3:48:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.2699, loss: 0.1889 2023-03-02 19:42:44,691 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:42:44,692 - mmseg - INFO - Iter [88000/400000] lr: 7.500e-05, eta: 1 day, 3:48:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.5928, loss: 0.1842 2023-03-02 19:42:57,899 - mmseg - INFO - Iter [88050/400000] lr: 7.500e-05, eta: 1 day, 3:47:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.1558, loss: 0.1906 2023-03-02 19:43:11,109 - mmseg - INFO - Iter [88100/400000] lr: 7.500e-05, eta: 1 day, 3:47:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1946, decode.acc_seg: 92.1312, loss: 0.1946 2023-03-02 19:43:24,363 - mmseg - INFO - Iter [88150/400000] lr: 7.500e-05, eta: 1 day, 3:46:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.0613, loss: 0.1896 2023-03-02 19:43:37,686 - mmseg - INFO - Iter [88200/400000] lr: 7.500e-05, eta: 1 day, 3:46:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.4278, loss: 0.1846 2023-03-02 19:43:50,938 - mmseg - INFO - Iter [88250/400000] lr: 7.500e-05, eta: 1 day, 3:45:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.1124, loss: 0.1919 2023-03-02 19:44:04,198 - mmseg - INFO - Iter [88300/400000] lr: 7.500e-05, eta: 1 day, 3:45:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.2096, loss: 0.1867 2023-03-02 19:44:20,037 - mmseg - INFO - Iter [88350/400000] lr: 7.500e-05, eta: 1 day, 3:45:13, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1897, decode.acc_seg: 92.2775, loss: 0.1897 2023-03-02 19:44:33,321 - mmseg - INFO - Iter [88400/400000] lr: 7.500e-05, eta: 1 day, 3:44:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.1750, loss: 0.1894 2023-03-02 19:44:46,579 - mmseg - INFO - Iter [88450/400000] lr: 7.500e-05, eta: 1 day, 3:44:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1880, decode.acc_seg: 92.1106, loss: 0.1880 2023-03-02 19:44:59,865 - mmseg - INFO - Iter [88500/400000] lr: 7.500e-05, eta: 1 day, 3:43:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.2606, loss: 0.1930 2023-03-02 19:45:13,252 - mmseg - INFO - Iter [88550/400000] lr: 7.500e-05, eta: 1 day, 3:43:31, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.2036, loss: 0.1891 2023-03-02 19:45:26,492 - mmseg - INFO - Iter [88600/400000] lr: 7.500e-05, eta: 1 day, 3:43:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.6074, loss: 0.1797 2023-03-02 19:45:39,814 - mmseg - INFO - Iter [88650/400000] lr: 7.500e-05, eta: 1 day, 3:42:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 91.9786, loss: 0.1938 2023-03-02 19:45:53,164 - mmseg - INFO - Iter [88700/400000] lr: 7.500e-05, eta: 1 day, 3:42:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5359, loss: 0.1819 2023-03-02 19:46:06,428 - mmseg - INFO - Iter [88750/400000] lr: 7.500e-05, eta: 1 day, 3:41:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.1451, loss: 0.1901 2023-03-02 19:46:19,704 - mmseg - INFO - Iter [88800/400000] lr: 7.500e-05, eta: 1 day, 3:41:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.2262, loss: 0.1906 2023-03-02 19:46:33,074 - mmseg - INFO - Iter [88850/400000] lr: 7.500e-05, eta: 1 day, 3:40:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 92.2065, loss: 0.1953 2023-03-02 19:46:46,427 - mmseg - INFO - Iter [88900/400000] lr: 7.500e-05, eta: 1 day, 3:40:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 91.9586, loss: 0.1980 2023-03-02 19:46:59,765 - mmseg - INFO - Iter [88950/400000] lr: 7.500e-05, eta: 1 day, 3:40:07, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.3219, loss: 0.1868 2023-03-02 19:47:15,536 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:47:15,536 - mmseg - INFO - Iter [89000/400000] lr: 7.500e-05, eta: 1 day, 3:39:50, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1880, decode.acc_seg: 92.4870, loss: 0.1880 2023-03-02 19:47:28,770 - mmseg - INFO - Iter [89050/400000] lr: 7.500e-05, eta: 1 day, 3:39:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1959, decode.acc_seg: 92.0918, loss: 0.1959 2023-03-02 19:47:42,043 - mmseg - INFO - Iter [89100/400000] lr: 7.500e-05, eta: 1 day, 3:38:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1880, decode.acc_seg: 92.1915, loss: 0.1880 2023-03-02 19:47:55,417 - mmseg - INFO - Iter [89150/400000] lr: 7.500e-05, eta: 1 day, 3:38:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.2466, loss: 0.1912 2023-03-02 19:48:08,682 - mmseg - INFO - Iter [89200/400000] lr: 7.500e-05, eta: 1 day, 3:38:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.2224, loss: 0.1919 2023-03-02 19:48:21,909 - mmseg - INFO - Iter [89250/400000] lr: 7.500e-05, eta: 1 day, 3:37:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1972, decode.acc_seg: 91.8843, loss: 0.1972 2023-03-02 19:48:35,230 - mmseg - INFO - Iter [89300/400000] lr: 7.500e-05, eta: 1 day, 3:37:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.3695, loss: 0.1857 2023-03-02 19:48:48,537 - mmseg - INFO - Iter [89350/400000] lr: 7.500e-05, eta: 1 day, 3:36:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1953, decode.acc_seg: 92.0103, loss: 0.1953 2023-03-02 19:49:01,851 - mmseg - INFO - Iter [89400/400000] lr: 7.500e-05, eta: 1 day, 3:36:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1928, decode.acc_seg: 92.0939, loss: 0.1928 2023-03-02 19:49:15,277 - mmseg - INFO - Iter [89450/400000] lr: 7.500e-05, eta: 1 day, 3:36:01, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1898, decode.acc_seg: 92.2254, loss: 0.1898 2023-03-02 19:49:28,637 - mmseg - INFO - Iter [89500/400000] lr: 7.500e-05, eta: 1 day, 3:35:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2016, decode.acc_seg: 91.7528, loss: 0.2016 2023-03-02 19:49:41,946 - mmseg - INFO - Iter [89550/400000] lr: 7.500e-05, eta: 1 day, 3:35:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.3196, loss: 0.1873 2023-03-02 19:49:55,223 - mmseg - INFO - Iter [89600/400000] lr: 7.500e-05, eta: 1 day, 3:34:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.3822, loss: 0.1878 2023-03-02 19:50:11,254 - mmseg - INFO - Iter [89650/400000] lr: 7.500e-05, eta: 1 day, 3:34:30, time: 0.321, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.0444, loss: 0.1914 2023-03-02 19:50:24,542 - mmseg - INFO - Iter [89700/400000] lr: 7.500e-05, eta: 1 day, 3:34:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1941, decode.acc_seg: 92.1769, loss: 0.1941 2023-03-02 19:50:37,782 - mmseg - INFO - Iter [89750/400000] lr: 7.500e-05, eta: 1 day, 3:33:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 91.9520, loss: 0.1958 2023-03-02 19:50:51,087 - mmseg - INFO - Iter [89800/400000] lr: 7.500e-05, eta: 1 day, 3:33:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 91.9915, loss: 0.1911 2023-03-02 19:51:04,600 - mmseg - INFO - Iter [89850/400000] lr: 7.500e-05, eta: 1 day, 3:32:49, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.3439, loss: 0.1884 2023-03-02 19:51:17,899 - mmseg - INFO - Iter [89900/400000] lr: 7.500e-05, eta: 1 day, 3:32:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1861, decode.acc_seg: 92.3025, loss: 0.1861 2023-03-02 19:51:31,257 - mmseg - INFO - Iter [89950/400000] lr: 7.500e-05, eta: 1 day, 3:31:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1986, decode.acc_seg: 91.7988, loss: 0.1986 2023-03-02 19:51:44,788 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:51:44,789 - mmseg - INFO - Iter [90000/400000] lr: 7.500e-05, eta: 1 day, 3:31:34, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1892, decode.acc_seg: 92.2283, loss: 0.1892 2023-03-02 19:51:58,061 - mmseg - INFO - Iter [90050/400000] lr: 7.500e-05, eta: 1 day, 3:31:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1838, decode.acc_seg: 92.3962, loss: 0.1838 2023-03-02 19:52:11,410 - mmseg - INFO - Iter [90100/400000] lr: 7.500e-05, eta: 1 day, 3:30:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1899, decode.acc_seg: 92.2114, loss: 0.1899 2023-03-02 19:52:24,774 - mmseg - INFO - Iter [90150/400000] lr: 7.500e-05, eta: 1 day, 3:30:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1841, decode.acc_seg: 92.3969, loss: 0.1841 2023-03-02 19:52:38,570 - mmseg - INFO - Iter [90200/400000] lr: 7.500e-05, eta: 1 day, 3:29:55, time: 0.276, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1978, decode.acc_seg: 92.0148, loss: 0.1978 2023-03-02 19:52:54,429 - mmseg - INFO - Iter [90250/400000] lr: 7.500e-05, eta: 1 day, 3:29:39, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.2839, loss: 0.1859 2023-03-02 19:53:07,759 - mmseg - INFO - Iter [90300/400000] lr: 7.500e-05, eta: 1 day, 3:29:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.2010, loss: 0.1914 2023-03-02 19:53:21,002 - mmseg - INFO - Iter [90350/400000] lr: 7.500e-05, eta: 1 day, 3:28:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0706, loss: 0.1938 2023-03-02 19:53:34,298 - mmseg - INFO - Iter [90400/400000] lr: 7.500e-05, eta: 1 day, 3:28:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1892, decode.acc_seg: 92.2296, loss: 0.1892 2023-03-02 19:53:47,600 - mmseg - INFO - Iter [90450/400000] lr: 7.500e-05, eta: 1 day, 3:27:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.2019, loss: 0.1902 2023-03-02 19:54:00,953 - mmseg - INFO - Iter [90500/400000] lr: 7.500e-05, eta: 1 day, 3:27:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1972, decode.acc_seg: 91.9534, loss: 0.1972 2023-03-02 19:54:14,355 - mmseg - INFO - Iter [90550/400000] lr: 7.500e-05, eta: 1 day, 3:27:09, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 92.1045, loss: 0.1937 2023-03-02 19:54:27,764 - mmseg - INFO - Iter [90600/400000] lr: 7.500e-05, eta: 1 day, 3:26:44, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1899, decode.acc_seg: 92.2237, loss: 0.1899 2023-03-02 19:54:41,020 - mmseg - INFO - Iter [90650/400000] lr: 7.500e-05, eta: 1 day, 3:26:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1989, decode.acc_seg: 91.9782, loss: 0.1989 2023-03-02 19:54:54,230 - mmseg - INFO - Iter [90700/400000] lr: 7.500e-05, eta: 1 day, 3:25:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.2315, loss: 0.1908 2023-03-02 19:55:07,454 - mmseg - INFO - Iter [90750/400000] lr: 7.500e-05, eta: 1 day, 3:25:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2005, decode.acc_seg: 91.9635, loss: 0.2005 2023-03-02 19:55:20,671 - mmseg - INFO - Iter [90800/400000] lr: 7.500e-05, eta: 1 day, 3:25:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.3685, loss: 0.1866 2023-03-02 19:55:33,887 - mmseg - INFO - Iter [90850/400000] lr: 7.500e-05, eta: 1 day, 3:24:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.4063, loss: 0.1867 2023-03-02 19:55:49,775 - mmseg - INFO - Iter [90900/400000] lr: 7.500e-05, eta: 1 day, 3:24:21, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1973, decode.acc_seg: 92.1016, loss: 0.1973 2023-03-02 19:56:03,081 - mmseg - INFO - Iter [90950/400000] lr: 7.500e-05, eta: 1 day, 3:23:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1951, decode.acc_seg: 91.9259, loss: 0.1951 2023-03-02 19:56:16,390 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 19:56:16,390 - mmseg - INFO - Iter [91000/400000] lr: 7.500e-05, eta: 1 day, 3:23:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1886, decode.acc_seg: 92.3108, loss: 0.1886 2023-03-02 19:56:29,765 - mmseg - INFO - Iter [91050/400000] lr: 7.500e-05, eta: 1 day, 3:23:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.2133, loss: 0.1909 2023-03-02 19:56:43,213 - mmseg - INFO - Iter [91100/400000] lr: 7.500e-05, eta: 1 day, 3:22:42, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.3997, loss: 0.1859 2023-03-02 19:56:56,563 - mmseg - INFO - Iter [91150/400000] lr: 7.500e-05, eta: 1 day, 3:22:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.2266, loss: 0.1887 2023-03-02 19:57:09,795 - mmseg - INFO - Iter [91200/400000] lr: 7.500e-05, eta: 1 day, 3:21:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.3755, loss: 0.1846 2023-03-02 19:57:23,144 - mmseg - INFO - Iter [91250/400000] lr: 7.500e-05, eta: 1 day, 3:21:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.3796, loss: 0.1876 2023-03-02 19:57:36,395 - mmseg - INFO - Iter [91300/400000] lr: 7.500e-05, eta: 1 day, 3:21:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 92.0720, loss: 0.1920 2023-03-02 19:57:49,646 - mmseg - INFO - Iter [91350/400000] lr: 7.500e-05, eta: 1 day, 3:20:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.2709, loss: 0.1877 2023-03-02 19:58:02,893 - mmseg - INFO - Iter [91400/400000] lr: 7.500e-05, eta: 1 day, 3:20:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1984, decode.acc_seg: 91.9082, loss: 0.1984 2023-03-02 19:58:16,150 - mmseg - INFO - Iter [91450/400000] lr: 7.500e-05, eta: 1 day, 3:19:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.0416, loss: 0.1919 2023-03-02 19:58:31,992 - mmseg - INFO - Iter [91500/400000] lr: 7.500e-05, eta: 1 day, 3:19:31, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1870, decode.acc_seg: 92.2706, loss: 0.1870 2023-03-02 19:58:45,319 - mmseg - INFO - Iter [91550/400000] lr: 7.500e-05, eta: 1 day, 3:19:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1927, decode.acc_seg: 92.1561, loss: 0.1927 2023-03-02 19:58:58,783 - mmseg - INFO - Iter [91600/400000] lr: 7.500e-05, eta: 1 day, 3:18:42, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1944, decode.acc_seg: 92.1046, loss: 0.1944 2023-03-02 19:59:12,031 - mmseg - INFO - Iter [91650/400000] lr: 7.500e-05, eta: 1 day, 3:18:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.2005, loss: 0.1883 2023-03-02 19:59:25,326 - mmseg - INFO - Iter [91700/400000] lr: 7.500e-05, eta: 1 day, 3:17:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.2429, loss: 0.1876 2023-03-02 19:59:38,728 - mmseg - INFO - Iter [91750/400000] lr: 7.500e-05, eta: 1 day, 3:17:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1970, decode.acc_seg: 91.8943, loss: 0.1970 2023-03-02 19:59:52,393 - mmseg - INFO - Iter [91800/400000] lr: 7.500e-05, eta: 1 day, 3:17:04, time: 0.273, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.0250, loss: 0.1918 2023-03-02 20:00:05,609 - mmseg - INFO - Iter [91850/400000] lr: 7.500e-05, eta: 1 day, 3:16:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1934, decode.acc_seg: 92.1294, loss: 0.1934 2023-03-02 20:00:18,852 - mmseg - INFO - Iter [91900/400000] lr: 7.500e-05, eta: 1 day, 3:16:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 92.1000, loss: 0.1937 2023-03-02 20:00:32,209 - mmseg - INFO - Iter [91950/400000] lr: 7.500e-05, eta: 1 day, 3:15:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1860, decode.acc_seg: 92.4344, loss: 0.1860 2023-03-02 20:00:45,519 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:00:45,520 - mmseg - INFO - Iter [92000/400000] lr: 7.500e-05, eta: 1 day, 3:15:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.2943, loss: 0.1850 2023-03-02 20:00:58,763 - mmseg - INFO - Iter [92050/400000] lr: 7.500e-05, eta: 1 day, 3:15:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1972, decode.acc_seg: 92.0195, loss: 0.1972 2023-03-02 20:01:12,113 - mmseg - INFO - Iter [92100/400000] lr: 7.500e-05, eta: 1 day, 3:14:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1837, decode.acc_seg: 92.5161, loss: 0.1837 2023-03-02 20:01:27,884 - mmseg - INFO - Iter [92150/400000] lr: 7.500e-05, eta: 1 day, 3:14:19, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.1825, loss: 0.1916 2023-03-02 20:01:41,112 - mmseg - INFO - Iter [92200/400000] lr: 7.500e-05, eta: 1 day, 3:13:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.4650, loss: 0.1874 2023-03-02 20:01:54,376 - mmseg - INFO - Iter [92250/400000] lr: 7.500e-05, eta: 1 day, 3:13:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.1137, loss: 0.1924 2023-03-02 20:02:07,774 - mmseg - INFO - Iter [92300/400000] lr: 7.500e-05, eta: 1 day, 3:13:05, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2000, decode.acc_seg: 91.8158, loss: 0.2000 2023-03-02 20:02:21,110 - mmseg - INFO - Iter [92350/400000] lr: 7.500e-05, eta: 1 day, 3:12:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1935, decode.acc_seg: 92.0874, loss: 0.1935 2023-03-02 20:02:34,783 - mmseg - INFO - Iter [92400/400000] lr: 7.500e-05, eta: 1 day, 3:12:17, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.4014, loss: 0.1867 2023-03-02 20:02:47,995 - mmseg - INFO - Iter [92450/400000] lr: 7.500e-05, eta: 1 day, 3:11:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.1144, loss: 0.1903 2023-03-02 20:03:01,228 - mmseg - INFO - Iter [92500/400000] lr: 7.500e-05, eta: 1 day, 3:11:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1969, decode.acc_seg: 92.1545, loss: 0.1969 2023-03-02 20:03:14,490 - mmseg - INFO - Iter [92550/400000] lr: 7.500e-05, eta: 1 day, 3:11:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.4007, loss: 0.1871 2023-03-02 20:03:27,868 - mmseg - INFO - Iter [92600/400000] lr: 7.500e-05, eta: 1 day, 3:10:38, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1862, decode.acc_seg: 92.4395, loss: 0.1862 2023-03-02 20:03:41,247 - mmseg - INFO - Iter [92650/400000] lr: 7.500e-05, eta: 1 day, 3:10:14, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1957, decode.acc_seg: 92.0656, loss: 0.1957 2023-03-02 20:03:54,445 - mmseg - INFO - Iter [92700/400000] lr: 7.500e-05, eta: 1 day, 3:09:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.0825, loss: 0.1924 2023-03-02 20:04:07,743 - mmseg - INFO - Iter [92750/400000] lr: 7.500e-05, eta: 1 day, 3:09:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1875, decode.acc_seg: 92.2831, loss: 0.1875 2023-03-02 20:04:23,461 - mmseg - INFO - Iter [92800/400000] lr: 7.500e-05, eta: 1 day, 3:09:08, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1922, decode.acc_seg: 92.0606, loss: 0.1922 2023-03-02 20:04:36,874 - mmseg - INFO - Iter [92850/400000] lr: 7.500e-05, eta: 1 day, 3:08:44, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1913, decode.acc_seg: 92.2224, loss: 0.1913 2023-03-02 20:04:50,131 - mmseg - INFO - Iter [92900/400000] lr: 7.500e-05, eta: 1 day, 3:08:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.0996, loss: 0.1904 2023-03-02 20:05:03,456 - mmseg - INFO - Iter [92950/400000] lr: 7.500e-05, eta: 1 day, 3:07:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.1985, loss: 0.1896 2023-03-02 20:05:16,678 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:05:16,678 - mmseg - INFO - Iter [93000/400000] lr: 7.500e-05, eta: 1 day, 3:07:30, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.3923, loss: 0.1874 2023-03-02 20:05:30,013 - mmseg - INFO - Iter [93050/400000] lr: 7.500e-05, eta: 1 day, 3:07:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5849, loss: 0.1814 2023-03-02 20:05:43,262 - mmseg - INFO - Iter [93100/400000] lr: 7.500e-05, eta: 1 day, 3:06:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5653, loss: 0.1822 2023-03-02 20:05:56,529 - mmseg - INFO - Iter [93150/400000] lr: 7.500e-05, eta: 1 day, 3:06:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1912, decode.acc_seg: 92.1083, loss: 0.1912 2023-03-02 20:06:09,818 - mmseg - INFO - Iter [93200/400000] lr: 7.500e-05, eta: 1 day, 3:05:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2003, decode.acc_seg: 91.8881, loss: 0.2003 2023-03-02 20:06:23,152 - mmseg - INFO - Iter [93250/400000] lr: 7.500e-05, eta: 1 day, 3:05:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1965, decode.acc_seg: 92.0807, loss: 0.1965 2023-03-02 20:06:36,512 - mmseg - INFO - Iter [93300/400000] lr: 7.500e-05, eta: 1 day, 3:05:03, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.2047, decode.acc_seg: 91.5771, loss: 0.2047 2023-03-02 20:06:49,954 - mmseg - INFO - Iter [93350/400000] lr: 7.500e-05, eta: 1 day, 3:04:39, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1952, decode.acc_seg: 92.0064, loss: 0.1952 2023-03-02 20:07:05,833 - mmseg - INFO - Iter [93400/400000] lr: 7.500e-05, eta: 1 day, 3:04:23, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1929, decode.acc_seg: 92.0530, loss: 0.1929 2023-03-02 20:07:19,210 - mmseg - INFO - Iter [93450/400000] lr: 7.500e-05, eta: 1 day, 3:03:59, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.3083, loss: 0.1857 2023-03-02 20:07:32,465 - mmseg - INFO - Iter [93500/400000] lr: 7.500e-05, eta: 1 day, 3:03:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.2472, loss: 0.1901 2023-03-02 20:07:45,887 - mmseg - INFO - Iter [93550/400000] lr: 7.500e-05, eta: 1 day, 3:03:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.4613, loss: 0.1855 2023-03-02 20:07:59,224 - mmseg - INFO - Iter [93600/400000] lr: 7.500e-05, eta: 1 day, 3:02:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1983, decode.acc_seg: 91.9910, loss: 0.1983 2023-03-02 20:08:12,515 - mmseg - INFO - Iter [93650/400000] lr: 7.500e-05, eta: 1 day, 3:02:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.2180, loss: 0.1896 2023-03-02 20:08:25,779 - mmseg - INFO - Iter [93700/400000] lr: 7.500e-05, eta: 1 day, 3:01:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1886, decode.acc_seg: 92.2618, loss: 0.1886 2023-03-02 20:08:39,058 - mmseg - INFO - Iter [93750/400000] lr: 7.500e-05, eta: 1 day, 3:01:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1911, decode.acc_seg: 92.0211, loss: 0.1911 2023-03-02 20:08:52,407 - mmseg - INFO - Iter [93800/400000] lr: 7.500e-05, eta: 1 day, 3:01:09, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1934, decode.acc_seg: 92.2548, loss: 0.1934 2023-03-02 20:09:05,656 - mmseg - INFO - Iter [93850/400000] lr: 7.500e-05, eta: 1 day, 3:00:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1958, decode.acc_seg: 91.9566, loss: 0.1958 2023-03-02 20:09:18,931 - mmseg - INFO - Iter [93900/400000] lr: 7.500e-05, eta: 1 day, 3:00:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1955, decode.acc_seg: 92.0922, loss: 0.1955 2023-03-02 20:09:32,141 - mmseg - INFO - Iter [93950/400000] lr: 7.500e-05, eta: 1 day, 2:59:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.1075, loss: 0.1903 2023-03-02 20:09:45,561 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:09:45,561 - mmseg - INFO - Iter [94000/400000] lr: 7.500e-05, eta: 1 day, 2:59:31, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1899, decode.acc_seg: 92.1887, loss: 0.1899 2023-03-02 20:10:01,540 - mmseg - INFO - Iter [94050/400000] lr: 7.500e-05, eta: 1 day, 2:59:16, time: 0.320, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.3972, loss: 0.1844 2023-03-02 20:10:14,839 - mmseg - INFO - Iter [94100/400000] lr: 7.500e-05, eta: 1 day, 2:58:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.1025, loss: 0.1916 2023-03-02 20:10:28,217 - mmseg - INFO - Iter [94150/400000] lr: 7.500e-05, eta: 1 day, 2:58:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5069, loss: 0.1827 2023-03-02 20:10:41,408 - mmseg - INFO - Iter [94200/400000] lr: 7.500e-05, eta: 1 day, 2:58:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1892, decode.acc_seg: 92.2138, loss: 0.1892 2023-03-02 20:10:54,774 - mmseg - INFO - Iter [94250/400000] lr: 7.500e-05, eta: 1 day, 2:57:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1905, decode.acc_seg: 92.0863, loss: 0.1905 2023-03-02 20:11:08,034 - mmseg - INFO - Iter [94300/400000] lr: 7.500e-05, eta: 1 day, 2:57:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.6895, loss: 0.1800 2023-03-02 20:11:21,328 - mmseg - INFO - Iter [94350/400000] lr: 7.500e-05, eta: 1 day, 2:56:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0237, loss: 0.1938 2023-03-02 20:11:34,615 - mmseg - INFO - Iter [94400/400000] lr: 7.500e-05, eta: 1 day, 2:56:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2011, decode.acc_seg: 91.7417, loss: 0.2011 2023-03-02 20:11:47,838 - mmseg - INFO - Iter [94450/400000] lr: 7.500e-05, eta: 1 day, 2:56:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.2253, loss: 0.1878 2023-03-02 20:12:01,066 - mmseg - INFO - Iter [94500/400000] lr: 7.500e-05, eta: 1 day, 2:55:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 91.9755, loss: 0.1936 2023-03-02 20:12:14,320 - mmseg - INFO - Iter [94550/400000] lr: 7.500e-05, eta: 1 day, 2:55:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1959, decode.acc_seg: 92.1044, loss: 0.1959 2023-03-02 20:12:27,688 - mmseg - INFO - Iter [94600/400000] lr: 7.500e-05, eta: 1 day, 2:54:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.1304, loss: 0.1876 2023-03-02 20:12:41,028 - mmseg - INFO - Iter [94650/400000] lr: 7.500e-05, eta: 1 day, 2:54:25, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1899, decode.acc_seg: 92.1572, loss: 0.1899 2023-03-02 20:12:56,883 - mmseg - INFO - Iter [94700/400000] lr: 7.500e-05, eta: 1 day, 2:54:09, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.2280, loss: 0.1867 2023-03-02 20:13:10,208 - mmseg - INFO - Iter [94750/400000] lr: 7.500e-05, eta: 1 day, 2:53:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.3381, loss: 0.1883 2023-03-02 20:13:23,584 - mmseg - INFO - Iter [94800/400000] lr: 7.500e-05, eta: 1 day, 2:53:21, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1971, decode.acc_seg: 91.9009, loss: 0.1971 2023-03-02 20:13:36,875 - mmseg - INFO - Iter [94850/400000] lr: 7.500e-05, eta: 1 day, 2:52:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1979, decode.acc_seg: 92.0911, loss: 0.1979 2023-03-02 20:13:50,458 - mmseg - INFO - Iter [94900/400000] lr: 7.500e-05, eta: 1 day, 2:52:34, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.3054, loss: 0.1883 2023-03-02 20:14:03,728 - mmseg - INFO - Iter [94950/400000] lr: 7.500e-05, eta: 1 day, 2:52:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1854, decode.acc_seg: 92.3802, loss: 0.1854 2023-03-02 20:14:17,006 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:14:17,006 - mmseg - INFO - Iter [95000/400000] lr: 7.500e-05, eta: 1 day, 2:51:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.3332, loss: 0.1883 2023-03-02 20:14:30,380 - mmseg - INFO - Iter [95050/400000] lr: 7.500e-05, eta: 1 day, 2:51:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.2045, loss: 0.1888 2023-03-02 20:14:43,628 - mmseg - INFO - Iter [95100/400000] lr: 7.500e-05, eta: 1 day, 2:50:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.2714, loss: 0.1877 2023-03-02 20:14:56,843 - mmseg - INFO - Iter [95150/400000] lr: 7.500e-05, eta: 1 day, 2:50:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.1045, loss: 0.1910 2023-03-02 20:15:10,005 - mmseg - INFO - Iter [95200/400000] lr: 7.500e-05, eta: 1 day, 2:50:09, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.0192, loss: 0.1917 2023-03-02 20:15:23,217 - mmseg - INFO - Iter [95250/400000] lr: 7.500e-05, eta: 1 day, 2:49:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.2643, loss: 0.1885 2023-03-02 20:15:38,963 - mmseg - INFO - Iter [95300/400000] lr: 7.500e-05, eta: 1 day, 2:49:29, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1893, decode.acc_seg: 92.1972, loss: 0.1893 2023-03-02 20:15:52,269 - mmseg - INFO - Iter [95350/400000] lr: 7.500e-05, eta: 1 day, 2:49:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1838, decode.acc_seg: 92.4135, loss: 0.1838 2023-03-02 20:16:05,564 - mmseg - INFO - Iter [95400/400000] lr: 7.500e-05, eta: 1 day, 2:48:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1908, decode.acc_seg: 92.1460, loss: 0.1908 2023-03-02 20:16:18,835 - mmseg - INFO - Iter [95450/400000] lr: 7.500e-05, eta: 1 day, 2:48:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.2975, loss: 0.1889 2023-03-02 20:16:32,136 - mmseg - INFO - Iter [95500/400000] lr: 7.500e-05, eta: 1 day, 2:47:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1903, decode.acc_seg: 92.3272, loss: 0.1903 2023-03-02 20:16:45,464 - mmseg - INFO - Iter [95550/400000] lr: 7.500e-05, eta: 1 day, 2:47:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.1402, loss: 0.1888 2023-03-02 20:16:58,820 - mmseg - INFO - Iter [95600/400000] lr: 7.500e-05, eta: 1 day, 2:47:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1926, decode.acc_seg: 92.2400, loss: 0.1926 2023-03-02 20:17:12,106 - mmseg - INFO - Iter [95650/400000] lr: 7.500e-05, eta: 1 day, 2:46:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.2383, loss: 0.1894 2023-03-02 20:17:25,412 - mmseg - INFO - Iter [95700/400000] lr: 7.500e-05, eta: 1 day, 2:46:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.4333, loss: 0.1836 2023-03-02 20:17:38,691 - mmseg - INFO - Iter [95750/400000] lr: 7.500e-05, eta: 1 day, 2:45:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.3022, loss: 0.1881 2023-03-02 20:17:52,044 - mmseg - INFO - Iter [95800/400000] lr: 7.500e-05, eta: 1 day, 2:45:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.4687, loss: 0.1829 2023-03-02 20:18:05,370 - mmseg - INFO - Iter [95850/400000] lr: 7.500e-05, eta: 1 day, 2:45:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.4083, loss: 0.1891 2023-03-02 20:18:18,642 - mmseg - INFO - Iter [95900/400000] lr: 7.500e-05, eta: 1 day, 2:44:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.4195, loss: 0.1847 2023-03-02 20:18:34,484 - mmseg - INFO - Iter [95950/400000] lr: 7.500e-05, eta: 1 day, 2:44:26, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1980, decode.acc_seg: 92.0820, loss: 0.1980 2023-03-02 20:18:47,785 - mmseg - INFO - Swap parameters (after train) after iter [96000] 2023-03-02 20:18:47,798 - mmseg - INFO - Saving checkpoint at 96000 iterations 2023-03-02 20:18:49,895 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:18:49,895 - mmseg - INFO - Iter [96000/400000] lr: 7.500e-05, eta: 1 day, 2:44:09, time: 0.308, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.0848, loss: 0.1933 2023-03-02 20:33:21,718 - mmseg - INFO - per class results: 2023-03-02 20:33:21,726 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.68,77.71,77.71,77.72,77.74,77.77,77.78,77.8,77.8,77.8 | | building | 81.81,81.83,81.83,81.85,81.85,81.83,81.82,81.81,81.8,81.8 | | sky | 94.61,94.62,94.63,94.63,94.64,94.65,94.65,94.65,94.64,94.64 | | floor | 82.05,82.08,82.12,82.14,82.17,82.15,82.16,82.15,82.16,82.16 | | tree | 74.51,74.54,74.56,74.57,74.59,74.63,74.63,74.64,74.65,74.65 | | ceiling | 85.34,85.39,85.39,85.41,85.44,85.46,85.48,85.48,85.47,85.47 | | road | 82.26,82.25,82.24,82.23,82.23,82.19,82.2,82.17,82.16,82.15 | | bed | 87.6,87.64,87.65,87.64,87.62,87.63,87.61,87.59,87.6,87.58 | | windowpane | 60.9,60.95,60.96,61.01,61.08,61.1,61.13,61.16,61.19,61.21 | | grass | 67.34,67.32,67.39,67.41,67.43,67.44,67.45,67.43,67.45,67.42 | | cabinet | 61.17,61.28,61.35,61.36,61.48,61.46,61.47,61.45,61.45,61.44 | | sidewalk | 64.65,64.63,64.61,64.61,64.64,64.59,64.6,64.52,64.52,64.47 | | person | 79.96,79.98,79.98,80.02,80.02,80.04,80.07,80.07,80.11,80.15 | | earth | 36.25,36.32,36.3,36.36,36.3,36.29,36.25,36.25,36.2,36.18 | | door | 46.32,46.32,46.3,46.31,46.36,46.4,46.41,46.4,46.41,46.41 | | table | 61.5,61.57,61.59,61.68,61.67,61.71,61.75,61.72,61.73,61.71 | | mountain | 57.79,57.82,57.88,57.91,57.9,57.89,57.86,57.87,57.85,57.85 | | plant | 50.55,50.55,50.49,50.51,50.58,50.61,50.61,50.62,50.62,50.65 | | curtain | 74.55,74.6,74.6,74.66,74.73,74.79,74.83,74.88,74.93,74.96 | | chair | 56.71,56.77,56.77,56.8,56.78,56.76,56.75,56.8,56.79,56.79 | | car | 82.36,82.35,82.34,82.29,82.26,82.25,82.2,82.14,82.12,82.12 | | water | 57.39,57.42,57.5,57.55,57.63,57.82,57.95,58.05,58.04,58.04 | | painting | 70.6,70.52,70.48,70.35,70.34,70.26,70.25,70.24,70.28,70.31 | | sofa | 64.35,64.5,64.43,64.43,64.46,64.55,64.51,64.49,64.54,64.52 | | shelf | 44.13,44.08,44.06,44.15,44.09,44.14,44.21,44.34,44.39,44.38 | | house | 42.19,42.45,42.52,42.76,42.78,42.79,42.71,42.63,42.62,42.55 | | sea | 60.1,60.12,60.21,60.21,60.33,60.39,60.5,60.57,60.66,60.72 | | mirror | 67.27,67.36,67.4,67.42,67.64,67.54,67.67,67.69,67.62,67.46 | | rug | 66.25,66.5,66.6,66.88,67.02,67.07,67.15,67.08,67.06,67.08 | | field | 30.91,30.9,30.93,30.93,30.93,30.93,30.97,31.01,31.11,31.16 | | armchair | 38.2,38.24,38.28,38.18,38.05,38.15,38.21,38.27,38.29,38.29 | | seat | 66.52,66.61,66.66,66.7,66.69,66.73,66.79,66.81,66.75,66.66 | | fence | 40.79,40.77,40.91,40.94,41.09,41.18,41.27,41.3,41.37,41.39 | | desk | 47.09,47.13,47.15,47.22,47.28,47.23,47.32,47.23,47.21,47.25 | | rock | 37.43,37.42,37.44,37.44,37.45,37.41,37.44,37.47,37.48,37.49 | | wardrobe | 58.29,58.33,58.41,58.41,58.42,58.39,58.33,58.22,58.31,58.2 | | lamp | 63.69,63.72,63.81,63.87,63.8,63.79,63.73,63.73,63.59,63.48 | | bathtub | 76.06,76.45,76.58,76.62,76.53,76.55,76.44,76.55,76.85,77.07 | | railing | 33.55,33.67,33.74,33.74,33.8,33.9,34.03,34.09,34.02,34.03 | | cushion | 55.9,56.06,56.28,56.13,56.49,56.43,56.49,56.4,56.28,56.23 | | base | 21.95,21.98,22.03,21.89,21.9,21.86,21.94,21.89,21.92,21.98 | | box | 23.2,23.15,23.25,23.3,23.27,23.32,23.34,23.3,23.35,23.27 | | column | 46.58,46.74,46.78,46.9,46.99,46.99,47.06,47.1,47.08,47.12 | | signboard | 38.58,38.63,38.69,38.73,38.75,38.82,38.78,38.8,38.79,38.75 | | chest of drawers | 37.14,37.27,37.12,37.07,37.22,37.22,37.37,37.48,37.53,37.61 | | counter | 29.77,29.82,29.86,29.98,29.98,29.98,30.07,30.16,30.22,30.38 | | sand | 41.16,41.08,41.01,41.0,40.95,40.96,40.97,40.93,40.92,40.91 | | sink | 68.82,68.77,68.73,68.74,68.78,68.67,68.71,68.68,68.66,68.69 | | skyscraper | 50.07,50.01,50.13,50.09,49.94,49.76,49.52,49.51,49.34,49.37 | | fireplace | 76.59,76.71,76.75,77.01,76.92,77.09,77.19,77.2,77.26,77.26 | | refrigerator | 76.42,76.42,76.66,76.61,76.6,76.75,76.86,76.94,76.96,77.07 | | grandstand | 50.3,50.39,50.47,50.59,50.87,50.77,51.06,51.0,51.03,51.22 | | path | 22.19,22.31,22.58,22.65,22.83,23.02,23.06,23.03,23.16,23.22 | | stairs | 31.65,31.7,31.56,31.65,31.65,31.56,31.62,31.51,31.52,31.57 | | runway | 68.47,68.48,68.63,68.75,68.81,68.85,68.8,68.95,68.95,69.07 | | case | 46.3,46.58,46.81,46.76,47.21,47.22,47.35,47.73,48.0,48.22 | | pool table | 92.12,92.14,92.17,92.19,92.19,92.16,92.19,92.17,92.18,92.21 | | pillow | 61.11,61.88,62.03,62.2,62.37,62.35,62.27,62.27,62.27,62.33 | | screen door | 68.84,69.26,69.32,69.44,69.59,69.81,69.89,70.1,70.0,69.94 | | stairway | 23.36,23.37,23.22,23.2,23.2,23.16,23.13,23.22,23.15,23.19 | | river | 11.45,11.36,11.3,11.28,11.28,11.34,11.42,11.45,11.47,11.48 | | bridge | 34.31,34.79,34.89,35.09,35.35,35.46,35.58,35.51,35.48,35.54 | | bookcase | 46.56,46.44,46.39,46.34,46.3,46.17,46.24,46.24,46.04,45.97 | | blind | 41.56,41.69,41.55,41.68,41.89,42.15,42.18,42.45,42.4,42.45 | | coffee table | 54.27,54.3,54.18,54.22,54.23,54.35,54.35,54.26,54.21,54.25 | | toilet | 84.05,84.02,83.95,83.91,83.9,83.83,83.81,83.77,83.73,83.69 | | flower | 39.48,39.55,39.62,39.7,39.61,39.74,39.68,39.72,39.72,39.73 | | book | 47.15,47.14,47.08,46.97,46.9,46.92,46.87,46.76,46.73,46.69 | | hill | 15.39,15.4,15.53,15.71,15.51,15.56,15.53,15.47,15.47,15.33 | | bench | 43.08,43.21,43.24,43.19,42.93,42.87,42.68,42.61,42.56,42.49 | | countertop | 55.49,55.19,54.97,54.65,54.8,54.75,54.56,54.6,54.53,54.6 | | stove | 72.03,72.2,72.22,72.26,72.28,72.29,72.23,72.11,72.2,72.15 | | palm | 48.15,48.24,48.3,48.28,48.37,48.39,48.38,48.49,48.61,48.65 | | kitchen island | 45.3,45.69,45.94,45.9,46.08,46.51,46.52,46.54,46.57,46.53 | | computer | 60.62,60.65,60.72,60.8,60.8,60.74,60.76,60.82,60.85,60.82 | | swivel chair | 44.72,44.92,45.0,44.98,45.02,44.98,45.0,45.07,45.14,45.19 | | boat | 72.22,72.31,72.23,72.36,72.43,72.42,72.56,72.67,72.73,72.61 | | bar | 23.77,23.81,23.81,23.79,23.82,23.8,23.82,23.8,23.82,23.8 | | arcade machine | 69.96,70.12,70.35,70.37,70.39,70.66,70.73,70.75,71.01,70.94 | | hovel | 31.8,31.64,31.4,31.27,30.83,30.77,30.4,30.2,30.06,29.93 | | bus | 79.47,79.45,79.34,79.31,79.25,79.16,79.19,79.08,79.02,79.0 | | towel | 62.63,62.73,62.84,62.87,62.96,62.78,62.79,62.98,62.89,62.89 | | light | 57.26,57.34,57.35,57.42,57.41,57.46,57.52,57.49,57.51,57.51 | | truck | 17.65,18.14,18.18,18.12,18.33,18.24,18.29,18.52,18.45,18.51 | | tower | 8.39,8.33,8.3,8.32,8.39,8.35,8.28,8.21,8.16,8.1 | | chandelier | 65.76,65.8,65.67,65.76,65.75,65.56,65.54,65.5,65.37,65.26 | | awning | 25.39,25.36,25.53,25.52,25.59,25.74,25.68,25.72,25.79,25.85 | | streetlight | 28.9,29.01,29.05,29.2,29.27,29.33,29.37,29.43,29.38,29.55 | | booth | 50.42,50.63,50.69,50.72,50.91,50.94,51.02,50.9,50.97,50.97 | | television receiver | 64.73,64.82,64.61,64.62,64.59,64.69,64.62,64.56,64.43,64.47 | | airplane | 58.24,58.29,58.33,58.35,58.53,58.5,58.54,58.53,58.61,58.62 | | dirt track | 22.03,22.29,22.11,22.51,22.51,22.37,22.42,22.05,22.18,21.76 | | apparel | 33.09,33.25,33.06,33.11,33.17,33.28,33.21,33.24,33.21,33.21 | | pole | 21.3,21.32,21.36,21.31,21.19,21.28,21.1,21.36,21.25,21.36 | | land | 4.35,4.35,4.35,4.33,4.27,4.22,4.26,4.27,4.21,4.19 | | bannister | 13.58,13.56,13.72,13.8,13.92,14.17,14.32,14.35,14.68,14.68 | | escalator | 24.91,25.01,24.99,25.14,25.15,25.26,25.32,25.32,25.33,25.38 | | ottoman | 42.59,42.38,42.44,42.21,42.04,41.98,41.99,41.88,41.71,41.48 | | bottle | 36.17,36.04,36.17,36.16,36.06,35.99,35.97,35.81,35.91,35.83 | | buffet | 45.08,45.5,45.83,46.15,46.49,46.49,46.61,46.67,46.67,46.55 | | poster | 23.53,23.55,23.58,23.48,23.44,23.3,23.43,23.36,23.37,23.3 | | stage | 12.54,12.7,12.7,12.56,12.79,12.38,12.26,12.45,12.49,12.58 | | van | 39.2,39.26,39.34,39.51,39.38,39.41,39.46,39.27,39.29,39.23 | | ship | 78.34,78.1,77.34,76.81,76.57,76.24,76.23,75.99,75.99,75.79 | | fountain | 20.77,20.96,20.87,21.0,20.93,21.01,20.93,21.07,20.95,20.8 | | conveyer belt | 84.18,84.2,84.1,84.08,84.17,84.11,84.2,84.02,83.92,83.79 | | canopy | 26.57,26.69,26.7,27.15,27.38,27.44,27.61,27.77,27.84,27.99 | | washer | 74.9,74.89,74.94,74.91,74.86,74.94,75.01,75.0,75.02,75.1 | | plaything | 21.75,21.65,21.64,21.65,21.59,21.6,21.5,21.51,21.41,21.41 | | swimming pool | 74.34,73.79,73.91,73.93,73.77,73.48,73.73,73.0,73.2,73.26 | | stool | 46.08,46.21,46.2,46.02,46.11,46.1,46.14,46.15,46.01,46.17 | | barrel | 50.59,50.66,50.44,50.76,50.36,50.39,50.57,50.61,50.51,50.32 | | basket | 24.77,24.75,24.82,24.75,24.83,24.92,24.83,24.95,24.91,24.9 | | waterfall | 42.86,42.79,42.76,42.73,43.03,43.09,43.07,43.14,43.5,43.33 | | tent | 95.63,95.63,95.61,95.6,95.6,95.55,95.53,95.52,95.39,95.34 | | bag | 17.45,17.62,17.71,17.73,17.94,18.05,18.21,18.31,18.42,18.51 | | minibike | 60.5,60.47,60.56,60.46,60.49,60.61,60.47,60.55,60.52,60.49 | | cradle | 84.02,83.99,84.13,84.22,84.32,84.39,84.39,84.53,84.62,84.67 | | oven | 41.05,41.23,41.64,42.23,42.46,42.79,43.12,43.65,43.79,44.16 | | ball | 48.84,48.69,48.63,48.4,48.37,48.21,48.08,47.99,47.71,47.72 | | food | 57.84,57.92,57.76,57.76,57.68,57.58,57.42,57.13,57.2,57.08 | | step | 4.62,4.57,4.47,4.43,4.34,4.24,4.27,4.31,4.26,4.35 | | tank | 55.72,55.77,55.87,55.97,55.98,56.06,56.08,56.11,56.26,56.26 | | trade name | 29.67,29.8,29.44,29.76,30.04,30.2,30.17,30.1,30.23,30.23 | | microwave | 66.58,66.82,67.48,68.13,68.43,68.86,69.25,69.84,70.09,70.25 | | pot | 30.81,30.81,30.81,30.73,30.74,30.74,30.65,30.72,30.56,30.65 | | animal | 53.78,53.9,53.85,53.92,53.95,54.06,54.06,54.1,54.25,54.27 | | bicycle | 55.37,55.42,55.47,55.42,55.45,55.55,55.31,55.39,55.27,55.25 | | lake | 57.91,58.01,58.12,58.14,58.24,58.32,58.39,58.47,58.49,58.57 | | dishwasher | 66.38,66.43,66.17,66.08,66.23,66.13,66.08,65.94,65.93,66.0 | | screen | 65.11,64.61,63.74,63.36,63.42,63.21,63.06,62.91,62.89,62.73 | | blanket | 17.13,17.23,17.37,17.29,17.63,17.58,17.49,17.61,17.82,17.78 | | sculpture | 56.06,56.27,56.23,55.97,56.16,56.1,55.85,56.0,55.73,55.86 | | hood | 59.55,59.02,58.83,58.17,58.13,58.01,57.83,58.0,57.65,57.74 | | sconce | 44.3,44.55,44.55,44.67,44.7,44.9,44.88,45.04,44.86,44.86 | | vase | 38.44,38.37,38.54,38.57,38.63,38.77,38.74,38.96,39.07,38.99 | | traffic light | 34.38,34.31,34.46,34.47,34.49,34.73,34.65,34.67,34.57,34.54 | | tray | 8.53,8.7,9.14,8.94,9.35,9.44,9.61,9.7,9.91,10.1 | | ashcan | 42.53,42.53,42.56,42.72,42.68,42.84,42.79,42.74,42.67,42.57 | | fan | 58.58,58.51,58.65,58.6,58.84,58.85,59.03,59.09,59.08,59.12 | | pier | 47.83,47.92,47.97,48.26,48.98,48.94,49.23,49.11,49.48,49.64 | | crt screen | 9.69,9.64,9.51,9.53,9.52,9.36,9.34,9.25,9.13,9.17 | | plate | 53.31,53.31,53.38,53.34,53.27,53.31,53.27,53.3,53.16,53.05 | | monitor | 19.69,19.6,19.57,19.45,19.26,19.18,19.15,18.95,18.83,18.71 | | bulletin board | 40.1,39.89,39.76,40.04,40.26,40.19,40.49,40.53,40.79,40.92 | | shower | 1.93,1.9,1.91,1.93,1.97,1.97,2.0,1.98,2.04,2.01 | | radiator | 62.49,62.72,62.85,62.9,62.96,63.09,63.14,63.05,63.18,63.25 | | glass | 13.86,13.85,13.88,13.98,13.9,14.07,14.01,14.04,14.09,14.01 | | clock | 38.36,38.35,38.25,38.19,38.02,38.1,38.02,38.05,37.74,37.7 | | flag | 34.94,35.01,34.88,34.92,35.1,35.16,34.94,34.81,34.97,34.97 | +---------------------+-------------------------------------------------------------+ 2023-03-02 20:33:21,726 - mmseg - INFO - Summary: 2023-03-02 20:33:21,727 - mmseg - INFO - +-----------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-----------------------------------------------------------+ | 49.05,49.1,49.12,49.14,49.18,49.2,49.21,49.22,49.23,49.23 | +-----------------------------------------------------------+ 2023-03-02 20:33:21,727 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:33:21,727 - mmseg - INFO - Iter(val) [250] mIoU: [0.4905, 0.491, 0.4912, 0.4914, 0.4918, 0.492, 0.4921, 0.4922, 0.4923, 0.4923], copy_paste: 49.05,49.1,49.12,49.14,49.18,49.2,49.21,49.22,49.23,49.23 2023-03-02 20:33:21,735 - mmseg - INFO - Swap parameters (before train) before iter [96001] 2023-03-02 20:33:35,210 - mmseg - INFO - Iter [96050/400000] lr: 7.500e-05, eta: 1 day, 3:29:44, time: 17.706, data_time: 17.445, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.3611, loss: 0.1846 2023-03-02 20:33:48,616 - mmseg - INFO - Iter [96100/400000] lr: 7.500e-05, eta: 1 day, 3:29:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0746, loss: 0.1938 2023-03-02 20:34:01,866 - mmseg - INFO - Iter [96150/400000] lr: 7.500e-05, eta: 1 day, 3:28:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 91.9999, loss: 0.1923 2023-03-02 20:34:15,118 - mmseg - INFO - Iter [96200/400000] lr: 7.500e-05, eta: 1 day, 3:28:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1863, decode.acc_seg: 92.2954, loss: 0.1863 2023-03-02 20:34:28,459 - mmseg - INFO - Iter [96250/400000] lr: 7.500e-05, eta: 1 day, 3:28:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1870, decode.acc_seg: 92.3978, loss: 0.1870 2023-03-02 20:34:41,722 - mmseg - INFO - Iter [96300/400000] lr: 7.500e-05, eta: 1 day, 3:27:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.3711, loss: 0.1874 2023-03-02 20:34:54,988 - mmseg - INFO - Iter [96350/400000] lr: 7.500e-05, eta: 1 day, 3:27:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5207, loss: 0.1818 2023-03-02 20:35:08,236 - mmseg - INFO - Iter [96400/400000] lr: 7.500e-05, eta: 1 day, 3:26:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1899, decode.acc_seg: 92.2708, loss: 0.1899 2023-03-02 20:35:21,584 - mmseg - INFO - Iter [96450/400000] lr: 7.500e-05, eta: 1 day, 3:26:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.0792, loss: 0.1902 2023-03-02 20:35:34,837 - mmseg - INFO - Iter [96500/400000] lr: 7.500e-05, eta: 1 day, 3:25:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1959, decode.acc_seg: 91.8134, loss: 0.1959 2023-03-02 20:35:50,608 - mmseg - INFO - Iter [96550/400000] lr: 7.500e-05, eta: 1 day, 3:25:35, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1955, decode.acc_seg: 91.9177, loss: 0.1955 2023-03-02 20:36:03,834 - mmseg - INFO - Iter [96600/400000] lr: 7.500e-05, eta: 1 day, 3:25:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.1442, loss: 0.1888 2023-03-02 20:36:17,047 - mmseg - INFO - Iter [96650/400000] lr: 7.500e-05, eta: 1 day, 3:24:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.5372, loss: 0.1832 2023-03-02 20:36:30,337 - mmseg - INFO - Iter [96700/400000] lr: 7.500e-05, eta: 1 day, 3:24:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1089, loss: 0.1933 2023-03-02 20:36:43,792 - mmseg - INFO - Iter [96750/400000] lr: 7.500e-05, eta: 1 day, 3:23:53, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 92.1769, loss: 0.1937 2023-03-02 20:36:57,330 - mmseg - INFO - Iter [96800/400000] lr: 7.500e-05, eta: 1 day, 3:23:28, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1942, decode.acc_seg: 92.1406, loss: 0.1942 2023-03-02 20:37:10,720 - mmseg - INFO - Iter [96850/400000] lr: 7.500e-05, eta: 1 day, 3:23:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.2238, loss: 0.1918 2023-03-02 20:37:24,019 - mmseg - INFO - Iter [96900/400000] lr: 7.500e-05, eta: 1 day, 3:22:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.1810, loss: 0.1904 2023-03-02 20:37:37,305 - mmseg - INFO - Iter [96950/400000] lr: 7.500e-05, eta: 1 day, 3:22:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1940, decode.acc_seg: 92.0915, loss: 0.1940 2023-03-02 20:37:50,606 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:37:50,606 - mmseg - INFO - Iter [97000/400000] lr: 7.500e-05, eta: 1 day, 3:21:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1906, decode.acc_seg: 92.3131, loss: 0.1906 2023-03-02 20:38:03,942 - mmseg - INFO - Iter [97050/400000] lr: 7.500e-05, eta: 1 day, 3:21:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.2006, decode.acc_seg: 91.8774, loss: 0.2006 2023-03-02 20:38:17,234 - mmseg - INFO - Iter [97100/400000] lr: 7.500e-05, eta: 1 day, 3:20:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.4234, loss: 0.1867 2023-03-02 20:38:30,588 - mmseg - INFO - Iter [97150/400000] lr: 7.500e-05, eta: 1 day, 3:20:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1870, decode.acc_seg: 92.3097, loss: 0.1870 2023-03-02 20:38:46,511 - mmseg - INFO - Iter [97200/400000] lr: 7.500e-05, eta: 1 day, 3:20:13, time: 0.318, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1956, decode.acc_seg: 91.9116, loss: 0.1956 2023-03-02 20:38:59,819 - mmseg - INFO - Iter [97250/400000] lr: 7.500e-05, eta: 1 day, 3:19:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.1600, loss: 0.1887 2023-03-02 20:39:13,055 - mmseg - INFO - Iter [97300/400000] lr: 7.500e-05, eta: 1 day, 3:19:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 92.0650, loss: 0.1936 2023-03-02 20:39:26,350 - mmseg - INFO - Iter [97350/400000] lr: 7.500e-05, eta: 1 day, 3:18:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.4764, loss: 0.1881 2023-03-02 20:39:39,662 - mmseg - INFO - Iter [97400/400000] lr: 7.500e-05, eta: 1 day, 3:18:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1942, decode.acc_seg: 92.1565, loss: 0.1942 2023-03-02 20:39:52,979 - mmseg - INFO - Iter [97450/400000] lr: 7.500e-05, eta: 1 day, 3:18:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1977, decode.acc_seg: 91.8381, loss: 0.1977 2023-03-02 20:40:06,431 - mmseg - INFO - Iter [97500/400000] lr: 7.500e-05, eta: 1 day, 3:17:41, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1933, decode.acc_seg: 92.1214, loss: 0.1933 2023-03-02 20:40:19,706 - mmseg - INFO - Iter [97550/400000] lr: 7.500e-05, eta: 1 day, 3:17:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1989, decode.acc_seg: 91.9373, loss: 0.1989 2023-03-02 20:40:32,984 - mmseg - INFO - Iter [97600/400000] lr: 7.500e-05, eta: 1 day, 3:16:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.2005, loss: 0.1894 2023-03-02 20:40:46,337 - mmseg - INFO - Iter [97650/400000] lr: 7.500e-05, eta: 1 day, 3:16:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1897, decode.acc_seg: 91.9463, loss: 0.1897 2023-03-02 20:40:59,602 - mmseg - INFO - Iter [97700/400000] lr: 7.500e-05, eta: 1 day, 3:15:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1981, decode.acc_seg: 91.8982, loss: 0.1981 2023-03-02 20:41:12,917 - mmseg - INFO - Iter [97750/400000] lr: 7.500e-05, eta: 1 day, 3:15:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1974, decode.acc_seg: 91.9467, loss: 0.1974 2023-03-02 20:41:26,166 - mmseg - INFO - Iter [97800/400000] lr: 7.500e-05, eta: 1 day, 3:15:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1936, decode.acc_seg: 92.1365, loss: 0.1936 2023-03-02 20:41:42,001 - mmseg - INFO - Iter [97850/400000] lr: 7.500e-05, eta: 1 day, 3:14:51, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.4488, loss: 0.1865 2023-03-02 20:41:55,270 - mmseg - INFO - Iter [97900/400000] lr: 7.500e-05, eta: 1 day, 3:14:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0577, loss: 0.1938 2023-03-02 20:42:08,571 - mmseg - INFO - Iter [97950/400000] lr: 7.500e-05, eta: 1 day, 3:14:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.2955, loss: 0.1855 2023-03-02 20:42:21,841 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:42:21,841 - mmseg - INFO - Iter [98000/400000] lr: 7.500e-05, eta: 1 day, 3:13:35, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1986, decode.acc_seg: 91.9976, loss: 0.1986 2023-03-02 20:42:35,111 - mmseg - INFO - Iter [98050/400000] lr: 7.500e-05, eta: 1 day, 3:13:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 91.9656, loss: 0.1939 2023-03-02 20:42:48,412 - mmseg - INFO - Iter [98100/400000] lr: 7.500e-05, eta: 1 day, 3:12:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.1742, loss: 0.1884 2023-03-02 20:43:01,960 - mmseg - INFO - Iter [98150/400000] lr: 7.500e-05, eta: 1 day, 3:12:20, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.3246, loss: 0.1829 2023-03-02 20:43:15,272 - mmseg - INFO - Iter [98200/400000] lr: 7.500e-05, eta: 1 day, 3:11:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1931, decode.acc_seg: 92.0748, loss: 0.1931 2023-03-02 20:43:28,512 - mmseg - INFO - Iter [98250/400000] lr: 7.500e-05, eta: 1 day, 3:11:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.2194, loss: 0.1884 2023-03-02 20:43:41,842 - mmseg - INFO - Iter [98300/400000] lr: 7.500e-05, eta: 1 day, 3:11:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.1300, loss: 0.1915 2023-03-02 20:43:55,221 - mmseg - INFO - Iter [98350/400000] lr: 7.500e-05, eta: 1 day, 3:10:40, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.2648, loss: 0.1889 2023-03-02 20:44:08,533 - mmseg - INFO - Iter [98400/400000] lr: 7.500e-05, eta: 1 day, 3:10:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1875, decode.acc_seg: 92.2602, loss: 0.1875 2023-03-02 20:44:24,295 - mmseg - INFO - Iter [98450/400000] lr: 7.500e-05, eta: 1 day, 3:09:57, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.3119, loss: 0.1873 2023-03-02 20:44:37,569 - mmseg - INFO - Iter [98500/400000] lr: 7.500e-05, eta: 1 day, 3:09:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1964, decode.acc_seg: 91.9881, loss: 0.1964 2023-03-02 20:44:50,815 - mmseg - INFO - Iter [98550/400000] lr: 7.500e-05, eta: 1 day, 3:09:06, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5306, loss: 0.1814 2023-03-02 20:45:04,021 - mmseg - INFO - Iter [98600/400000] lr: 7.500e-05, eta: 1 day, 3:08:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.3958, loss: 0.1844 2023-03-02 20:45:17,325 - mmseg - INFO - Iter [98650/400000] lr: 7.500e-05, eta: 1 day, 3:08:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1943, decode.acc_seg: 91.8348, loss: 0.1943 2023-03-02 20:45:30,643 - mmseg - INFO - Iter [98700/400000] lr: 7.500e-05, eta: 1 day, 3:07:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.2415, loss: 0.1887 2023-03-02 20:45:43,906 - mmseg - INFO - Iter [98750/400000] lr: 7.500e-05, eta: 1 day, 3:07:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1834, decode.acc_seg: 92.3821, loss: 0.1834 2023-03-02 20:45:57,144 - mmseg - INFO - Iter [98800/400000] lr: 7.500e-05, eta: 1 day, 3:07:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1888, decode.acc_seg: 92.2575, loss: 0.1888 2023-03-02 20:46:10,489 - mmseg - INFO - Iter [98850/400000] lr: 7.500e-05, eta: 1 day, 3:06:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.3298, loss: 0.1873 2023-03-02 20:46:23,710 - mmseg - INFO - Iter [98900/400000] lr: 7.500e-05, eta: 1 day, 3:06:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1943, decode.acc_seg: 92.1761, loss: 0.1943 2023-03-02 20:46:37,013 - mmseg - INFO - Iter [98950/400000] lr: 7.500e-05, eta: 1 day, 3:05:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1998, decode.acc_seg: 91.8517, loss: 0.1998 2023-03-02 20:46:50,238 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:46:50,238 - mmseg - INFO - Iter [99000/400000] lr: 7.500e-05, eta: 1 day, 3:05:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.4062, loss: 0.1828 2023-03-02 20:47:03,465 - mmseg - INFO - Iter [99050/400000] lr: 7.500e-05, eta: 1 day, 3:04:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1890, decode.acc_seg: 92.2423, loss: 0.1890 2023-03-02 20:47:19,326 - mmseg - INFO - Iter [99100/400000] lr: 7.500e-05, eta: 1 day, 3:04:38, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1972, decode.acc_seg: 91.9545, loss: 0.1972 2023-03-02 20:47:32,566 - mmseg - INFO - Iter [99150/400000] lr: 7.500e-05, eta: 1 day, 3:04:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.4584, loss: 0.1832 2023-03-02 20:47:45,812 - mmseg - INFO - Iter [99200/400000] lr: 7.500e-05, eta: 1 day, 3:03:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.2411, loss: 0.1871 2023-03-02 20:47:59,191 - mmseg - INFO - Iter [99250/400000] lr: 7.500e-05, eta: 1 day, 3:03:22, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1940, decode.acc_seg: 92.1103, loss: 0.1940 2023-03-02 20:48:12,487 - mmseg - INFO - Iter [99300/400000] lr: 7.500e-05, eta: 1 day, 3:02:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.2726, loss: 0.1877 2023-03-02 20:48:25,723 - mmseg - INFO - Iter [99350/400000] lr: 7.500e-05, eta: 1 day, 3:02:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1951, decode.acc_seg: 92.1085, loss: 0.1951 2023-03-02 20:48:38,947 - mmseg - INFO - Iter [99400/400000] lr: 7.500e-05, eta: 1 day, 3:02:07, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1954, decode.acc_seg: 92.0821, loss: 0.1954 2023-03-02 20:48:52,182 - mmseg - INFO - Iter [99450/400000] lr: 7.500e-05, eta: 1 day, 3:01:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1840, decode.acc_seg: 92.4864, loss: 0.1840 2023-03-02 20:49:05,435 - mmseg - INFO - Iter [99500/400000] lr: 7.500e-05, eta: 1 day, 3:01:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.5380, loss: 0.1809 2023-03-02 20:49:18,717 - mmseg - INFO - Iter [99550/400000] lr: 7.500e-05, eta: 1 day, 3:00:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.1786, loss: 0.1914 2023-03-02 20:49:32,290 - mmseg - INFO - Iter [99600/400000] lr: 7.500e-05, eta: 1 day, 3:00:28, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.4204, loss: 0.1828 2023-03-02 20:49:45,555 - mmseg - INFO - Iter [99650/400000] lr: 7.500e-05, eta: 1 day, 3:00:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1834, decode.acc_seg: 92.4739, loss: 0.1834 2023-03-02 20:50:01,356 - mmseg - INFO - Iter [99700/400000] lr: 7.500e-05, eta: 1 day, 2:59:46, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.2584, loss: 0.1915 2023-03-02 20:50:14,698 - mmseg - INFO - Iter [99750/400000] lr: 7.500e-05, eta: 1 day, 2:59:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1856, decode.acc_seg: 92.4168, loss: 0.1856 2023-03-02 20:50:28,001 - mmseg - INFO - Iter [99800/400000] lr: 7.500e-05, eta: 1 day, 2:58:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1987, decode.acc_seg: 91.9925, loss: 0.1987 2023-03-02 20:50:41,415 - mmseg - INFO - Iter [99850/400000] lr: 7.500e-05, eta: 1 day, 2:58:32, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1971, decode.acc_seg: 91.9822, loss: 0.1971 2023-03-02 20:50:54,824 - mmseg - INFO - Iter [99900/400000] lr: 7.500e-05, eta: 1 day, 2:58:07, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.3196, loss: 0.1910 2023-03-02 20:51:08,092 - mmseg - INFO - Iter [99950/400000] lr: 7.500e-05, eta: 1 day, 2:57:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1898, decode.acc_seg: 92.3446, loss: 0.1898 2023-03-02 20:51:21,374 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:51:21,374 - mmseg - INFO - Iter [100000/400000] lr: 7.500e-05, eta: 1 day, 2:57:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1896, decode.acc_seg: 92.1084, loss: 0.1896 2023-03-02 20:51:34,727 - mmseg - INFO - Iter [100050/400000] lr: 3.750e-05, eta: 1 day, 2:56:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1948, decode.acc_seg: 92.0675, loss: 0.1948 2023-03-02 20:51:47,942 - mmseg - INFO - Iter [100100/400000] lr: 3.750e-05, eta: 1 day, 2:56:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1909, decode.acc_seg: 92.1287, loss: 0.1909 2023-03-02 20:52:01,194 - mmseg - INFO - Iter [100150/400000] lr: 3.750e-05, eta: 1 day, 2:56:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.6584, loss: 0.1763 2023-03-02 20:52:14,536 - mmseg - INFO - Iter [100200/400000] lr: 3.750e-05, eta: 1 day, 2:55:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.4697, loss: 0.1842 2023-03-02 20:52:27,836 - mmseg - INFO - Iter [100250/400000] lr: 3.750e-05, eta: 1 day, 2:55:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5606, loss: 0.1814 2023-03-02 20:52:41,201 - mmseg - INFO - Iter [100300/400000] lr: 3.750e-05, eta: 1 day, 2:54:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.3531, loss: 0.1810 2023-03-02 20:52:57,043 - mmseg - INFO - Iter [100350/400000] lr: 3.750e-05, eta: 1 day, 2:54:32, time: 0.317, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.5240, loss: 0.1832 2023-03-02 20:53:10,353 - mmseg - INFO - Iter [100400/400000] lr: 3.750e-05, eta: 1 day, 2:54:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1817, decode.acc_seg: 92.5876, loss: 0.1817 2023-03-02 20:53:23,612 - mmseg - INFO - Iter [100450/400000] lr: 3.750e-05, eta: 1 day, 2:53:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.5732, loss: 0.1815 2023-03-02 20:53:36,852 - mmseg - INFO - Iter [100500/400000] lr: 3.750e-05, eta: 1 day, 2:53:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5379, loss: 0.1827 2023-03-02 20:53:50,067 - mmseg - INFO - Iter [100550/400000] lr: 3.750e-05, eta: 1 day, 2:52:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1860, decode.acc_seg: 92.3150, loss: 0.1860 2023-03-02 20:54:03,393 - mmseg - INFO - Iter [100600/400000] lr: 3.750e-05, eta: 1 day, 2:52:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.1167, loss: 0.1918 2023-03-02 20:54:16,708 - mmseg - INFO - Iter [100650/400000] lr: 3.750e-05, eta: 1 day, 2:52:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.3986, loss: 0.1871 2023-03-02 20:54:29,964 - mmseg - INFO - Iter [100700/400000] lr: 3.750e-05, eta: 1 day, 2:51:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1803, decode.acc_seg: 92.6211, loss: 0.1803 2023-03-02 20:54:43,284 - mmseg - INFO - Iter [100750/400000] lr: 3.750e-05, eta: 1 day, 2:51:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1895, decode.acc_seg: 92.3052, loss: 0.1895 2023-03-02 20:54:56,516 - mmseg - INFO - Iter [100800/400000] lr: 3.750e-05, eta: 1 day, 2:50:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1931, decode.acc_seg: 92.1429, loss: 0.1931 2023-03-02 20:55:09,713 - mmseg - INFO - Iter [100850/400000] lr: 3.750e-05, eta: 1 day, 2:50:24, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.3020, loss: 0.1876 2023-03-02 20:55:23,087 - mmseg - INFO - Iter [100900/400000] lr: 3.750e-05, eta: 1 day, 2:50:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.2804, loss: 0.1889 2023-03-02 20:55:36,338 - mmseg - INFO - Iter [100950/400000] lr: 3.750e-05, eta: 1 day, 2:49:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.6886, loss: 0.1769 2023-03-02 20:55:52,137 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 20:55:52,138 - mmseg - INFO - Iter [101000/400000] lr: 3.750e-05, eta: 1 day, 2:49:18, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.4175, loss: 0.1827 2023-03-02 20:56:05,416 - mmseg - INFO - Iter [101050/400000] lr: 3.750e-05, eta: 1 day, 2:48:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5264, loss: 0.1822 2023-03-02 20:56:18,696 - mmseg - INFO - Iter [101100/400000] lr: 3.750e-05, eta: 1 day, 2:48:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.7786, loss: 0.1801 2023-03-02 20:56:31,927 - mmseg - INFO - Iter [101150/400000] lr: 3.750e-05, eta: 1 day, 2:48:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.7262, loss: 0.1783 2023-03-02 20:56:45,196 - mmseg - INFO - Iter [101200/400000] lr: 3.750e-05, eta: 1 day, 2:47:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.5083, loss: 0.1790 2023-03-02 20:56:58,434 - mmseg - INFO - Iter [101250/400000] lr: 3.750e-05, eta: 1 day, 2:47:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.5754, loss: 0.1809 2023-03-02 20:57:11,687 - mmseg - INFO - Iter [101300/400000] lr: 3.750e-05, eta: 1 day, 2:46:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.2734, loss: 0.1874 2023-03-02 20:57:25,098 - mmseg - INFO - Iter [101350/400000] lr: 3.750e-05, eta: 1 day, 2:46:26, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1789, decode.acc_seg: 92.6872, loss: 0.1789 2023-03-02 20:57:38,325 - mmseg - INFO - Iter [101400/400000] lr: 3.750e-05, eta: 1 day, 2:46:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1854, decode.acc_seg: 92.3577, loss: 0.1854 2023-03-02 20:57:51,723 - mmseg - INFO - Iter [101450/400000] lr: 3.750e-05, eta: 1 day, 2:45:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.2074, loss: 0.1878 2023-03-02 20:58:05,003 - mmseg - INFO - Iter [101500/400000] lr: 3.750e-05, eta: 1 day, 2:45:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.5884, loss: 0.1768 2023-03-02 20:58:18,237 - mmseg - INFO - Iter [101550/400000] lr: 3.750e-05, eta: 1 day, 2:44:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.3654, loss: 0.1874 2023-03-02 20:58:34,051 - mmseg - INFO - Iter [101600/400000] lr: 3.750e-05, eta: 1 day, 2:44:31, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.6518, loss: 0.1790 2023-03-02 20:58:47,317 - mmseg - INFO - Iter [101650/400000] lr: 3.750e-05, eta: 1 day, 2:44:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.3880, loss: 0.1826 2023-03-02 20:59:00,602 - mmseg - INFO - Iter [101700/400000] lr: 3.750e-05, eta: 1 day, 2:43:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.6353, loss: 0.1805 2023-03-02 20:59:13,989 - mmseg - INFO - Iter [101750/400000] lr: 3.750e-05, eta: 1 day, 2:43:17, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1817, decode.acc_seg: 92.5088, loss: 0.1817 2023-03-02 20:59:27,217 - mmseg - INFO - Iter [101800/400000] lr: 3.750e-05, eta: 1 day, 2:42:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.5850, loss: 0.1792 2023-03-02 20:59:40,496 - mmseg - INFO - Iter [101850/400000] lr: 3.750e-05, eta: 1 day, 2:42:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.4086, loss: 0.1819 2023-03-02 20:59:53,841 - mmseg - INFO - Iter [101900/400000] lr: 3.750e-05, eta: 1 day, 2:42:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6793, loss: 0.1791 2023-03-02 21:00:07,073 - mmseg - INFO - Iter [101950/400000] lr: 3.750e-05, eta: 1 day, 2:41:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.4890, loss: 0.1821 2023-03-02 21:00:20,383 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:00:20,383 - mmseg - INFO - Iter [102000/400000] lr: 3.750e-05, eta: 1 day, 2:41:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.6044, loss: 0.1819 2023-03-02 21:00:33,604 - mmseg - INFO - Iter [102050/400000] lr: 3.750e-05, eta: 1 day, 2:40:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.3003, loss: 0.1846 2023-03-02 21:00:46,831 - mmseg - INFO - Iter [102100/400000] lr: 3.750e-05, eta: 1 day, 2:40:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8838, loss: 0.1752 2023-03-02 21:01:00,300 - mmseg - INFO - Iter [102150/400000] lr: 3.750e-05, eta: 1 day, 2:40:02, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.4318, loss: 0.1800 2023-03-02 21:01:13,523 - mmseg - INFO - Iter [102200/400000] lr: 3.750e-05, eta: 1 day, 2:39:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1854, decode.acc_seg: 92.5724, loss: 0.1854 2023-03-02 21:01:29,341 - mmseg - INFO - Iter [102250/400000] lr: 3.750e-05, eta: 1 day, 2:39:21, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1863, decode.acc_seg: 92.3842, loss: 0.1863 2023-03-02 21:01:42,604 - mmseg - INFO - Iter [102300/400000] lr: 3.750e-05, eta: 1 day, 2:38:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.2680, loss: 0.1891 2023-03-02 21:01:56,054 - mmseg - INFO - Iter [102350/400000] lr: 3.750e-05, eta: 1 day, 2:38:32, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.2156, loss: 0.1883 2023-03-02 21:02:09,543 - mmseg - INFO - Iter [102400/400000] lr: 3.750e-05, eta: 1 day, 2:38:09, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1817, decode.acc_seg: 92.4966, loss: 0.1817 2023-03-02 21:02:22,837 - mmseg - INFO - Iter [102450/400000] lr: 3.750e-05, eta: 1 day, 2:37:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.6293, loss: 0.1785 2023-03-02 21:02:36,085 - mmseg - INFO - Iter [102500/400000] lr: 3.750e-05, eta: 1 day, 2:37:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.0942, loss: 0.1916 2023-03-02 21:02:49,371 - mmseg - INFO - Iter [102550/400000] lr: 3.750e-05, eta: 1 day, 2:36:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1860, decode.acc_seg: 92.3640, loss: 0.1860 2023-03-02 21:03:02,687 - mmseg - INFO - Iter [102600/400000] lr: 3.750e-05, eta: 1 day, 2:36:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.4081, loss: 0.1809 2023-03-02 21:03:15,998 - mmseg - INFO - Iter [102650/400000] lr: 3.750e-05, eta: 1 day, 2:36:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.6667, loss: 0.1765 2023-03-02 21:03:29,354 - mmseg - INFO - Iter [102700/400000] lr: 3.750e-05, eta: 1 day, 2:35:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1898, decode.acc_seg: 92.2369, loss: 0.1898 2023-03-02 21:03:42,665 - mmseg - INFO - Iter [102750/400000] lr: 3.750e-05, eta: 1 day, 2:35:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5280, loss: 0.1814 2023-03-02 21:03:55,870 - mmseg - INFO - Iter [102800/400000] lr: 3.750e-05, eta: 1 day, 2:34:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1856, decode.acc_seg: 92.4528, loss: 0.1856 2023-03-02 21:04:09,142 - mmseg - INFO - Iter [102850/400000] lr: 3.750e-05, eta: 1 day, 2:34:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.7813, loss: 0.1796 2023-03-02 21:04:24,901 - mmseg - INFO - Iter [102900/400000] lr: 3.750e-05, eta: 1 day, 2:34:13, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.6875, loss: 0.1811 2023-03-02 21:04:38,153 - mmseg - INFO - Iter [102950/400000] lr: 3.750e-05, eta: 1 day, 2:33:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1882, decode.acc_seg: 92.3357, loss: 0.1882 2023-03-02 21:04:51,423 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:04:51,423 - mmseg - INFO - Iter [103000/400000] lr: 3.750e-05, eta: 1 day, 2:33:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.4724, loss: 0.1825 2023-03-02 21:05:04,701 - mmseg - INFO - Iter [103050/400000] lr: 3.750e-05, eta: 1 day, 2:33:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.3896, loss: 0.1811 2023-03-02 21:05:17,951 - mmseg - INFO - Iter [103100/400000] lr: 3.750e-05, eta: 1 day, 2:32:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.6172, loss: 0.1768 2023-03-02 21:05:31,152 - mmseg - INFO - Iter [103150/400000] lr: 3.750e-05, eta: 1 day, 2:32:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.5578, loss: 0.1836 2023-03-02 21:05:44,374 - mmseg - INFO - Iter [103200/400000] lr: 3.750e-05, eta: 1 day, 2:31:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5511, loss: 0.1823 2023-03-02 21:05:57,702 - mmseg - INFO - Iter [103250/400000] lr: 3.750e-05, eta: 1 day, 2:31:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1831, decode.acc_seg: 92.4621, loss: 0.1831 2023-03-02 21:06:11,157 - mmseg - INFO - Iter [103300/400000] lr: 3.750e-05, eta: 1 day, 2:31:00, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.6494, loss: 0.1793 2023-03-02 21:06:24,534 - mmseg - INFO - Iter [103350/400000] lr: 3.750e-05, eta: 1 day, 2:30:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5359, loss: 0.1822 2023-03-02 21:06:37,851 - mmseg - INFO - Iter [103400/400000] lr: 3.750e-05, eta: 1 day, 2:30:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.4847, loss: 0.1823 2023-03-02 21:06:51,083 - mmseg - INFO - Iter [103450/400000] lr: 3.750e-05, eta: 1 day, 2:29:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.0705, loss: 0.1916 2023-03-02 21:07:06,868 - mmseg - INFO - Iter [103500/400000] lr: 3.750e-05, eta: 1 day, 2:29:31, time: 0.316, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.4514, loss: 0.1850 2023-03-02 21:07:20,124 - mmseg - INFO - Iter [103550/400000] lr: 3.750e-05, eta: 1 day, 2:29:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.3057, loss: 0.1859 2023-03-02 21:07:33,484 - mmseg - INFO - Iter [103600/400000] lr: 3.750e-05, eta: 1 day, 2:28:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.7942, loss: 0.1762 2023-03-02 21:07:46,788 - mmseg - INFO - Iter [103650/400000] lr: 3.750e-05, eta: 1 day, 2:28:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1861, decode.acc_seg: 92.4888, loss: 0.1861 2023-03-02 21:08:00,246 - mmseg - INFO - Iter [103700/400000] lr: 3.750e-05, eta: 1 day, 2:27:55, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1841, decode.acc_seg: 92.5853, loss: 0.1841 2023-03-02 21:08:13,570 - mmseg - INFO - Iter [103750/400000] lr: 3.750e-05, eta: 1 day, 2:27:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6412, loss: 0.1795 2023-03-02 21:08:26,876 - mmseg - INFO - Iter [103800/400000] lr: 3.750e-05, eta: 1 day, 2:27:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.3781, loss: 0.1823 2023-03-02 21:08:40,140 - mmseg - INFO - Iter [103850/400000] lr: 3.750e-05, eta: 1 day, 2:26:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.7580, loss: 0.1794 2023-03-02 21:08:53,446 - mmseg - INFO - Iter [103900/400000] lr: 3.750e-05, eta: 1 day, 2:26:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.3423, loss: 0.1874 2023-03-02 21:09:06,775 - mmseg - INFO - Iter [103950/400000] lr: 3.750e-05, eta: 1 day, 2:25:55, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.6079, loss: 0.1797 2023-03-02 21:09:20,007 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:09:20,007 - mmseg - INFO - Iter [104000/400000] lr: 3.750e-05, eta: 1 day, 2:25:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.4094, loss: 0.1859 2023-03-02 21:09:33,228 - mmseg - INFO - Iter 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21:10:42,357 - mmseg - INFO - Iter [104300/400000] lr: 3.750e-05, eta: 1 day, 2:23:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.6298, loss: 0.1805 2023-03-02 21:10:55,744 - mmseg - INFO - Iter [104350/400000] lr: 3.750e-05, eta: 1 day, 2:22:51, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.6599, loss: 0.1770 2023-03-02 21:11:09,053 - mmseg - INFO - Iter [104400/400000] lr: 3.750e-05, eta: 1 day, 2:22:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.8084, loss: 0.1767 2023-03-02 21:11:22,441 - mmseg - INFO - Iter [104450/400000] lr: 3.750e-05, eta: 1 day, 2:22:04, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.3815, loss: 0.1901 2023-03-02 21:11:35,672 - mmseg - INFO - Iter [104500/400000] lr: 3.750e-05, eta: 1 day, 2:21:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1803, decode.acc_seg: 92.4923, loss: 0.1803 2023-03-02 21:11:49,017 - mmseg - INFO - Iter [104550/400000] lr: 3.750e-05, eta: 1 day, 2:21:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.9085, loss: 0.1731 2023-03-02 21:12:02,276 - mmseg - INFO - Iter [104600/400000] lr: 3.750e-05, eta: 1 day, 2:20:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1841, decode.acc_seg: 92.4592, loss: 0.1841 2023-03-02 21:12:15,477 - mmseg - INFO - Iter [104650/400000] lr: 3.750e-05, eta: 1 day, 2:20:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.4491, loss: 0.1844 2023-03-02 21:12:28,765 - mmseg - INFO - Iter [104700/400000] lr: 3.750e-05, eta: 1 day, 2:20:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.3601, loss: 0.1885 2023-03-02 21:12:44,518 - mmseg - INFO - Iter [104750/400000] lr: 3.750e-05, eta: 1 day, 2:19:47, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.6897, loss: 0.1778 2023-03-02 21:12:57,744 - mmseg - INFO - Iter [104800/400000] lr: 3.750e-05, eta: 1 day, 2:19:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.6310, loss: 0.1815 2023-03-02 21:13:10,961 - mmseg - INFO - Iter [104850/400000] lr: 3.750e-05, eta: 1 day, 2:18:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.3541, loss: 0.1850 2023-03-02 21:13:24,263 - mmseg - INFO - Iter [104900/400000] lr: 3.750e-05, eta: 1 day, 2:18:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1838, decode.acc_seg: 92.5514, loss: 0.1838 2023-03-02 21:13:37,606 - mmseg - INFO - Iter [104950/400000] lr: 3.750e-05, eta: 1 day, 2:18:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.5256, loss: 0.1857 2023-03-02 21:13:50,885 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:13:50,885 - mmseg - INFO - Iter [105000/400000] lr: 3.750e-05, eta: 1 day, 2:17:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1833, decode.acc_seg: 92.4951, loss: 0.1833 2023-03-02 21:14:04,186 - mmseg - INFO - Iter [105050/400000] lr: 3.750e-05, eta: 1 day, 2:17:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5531, loss: 0.1827 2023-03-02 21:14:17,446 - mmseg - INFO - Iter [105100/400000] lr: 3.750e-05, eta: 1 day, 2:17:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.3576, loss: 0.1829 2023-03-02 21:14:31,010 - mmseg - INFO - Iter [105150/400000] lr: 3.750e-05, eta: 1 day, 2:16:37, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.5418, loss: 0.1791 2023-03-02 21:14:44,470 - mmseg - INFO - Iter [105200/400000] lr: 3.750e-05, eta: 1 day, 2:16:14, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.3731, loss: 0.1847 2023-03-02 21:14:57,806 - mmseg - INFO - Iter [105250/400000] lr: 3.750e-05, eta: 1 day, 2:15:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.6807, loss: 0.1765 2023-03-02 21:15:11,109 - mmseg - INFO - Iter [105300/400000] lr: 3.750e-05, eta: 1 day, 2:15:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.5185, loss: 0.1825 2023-03-02 21:15:24,330 - mmseg - INFO - Iter [105350/400000] lr: 3.750e-05, eta: 1 day, 2:15:03, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.5081, loss: 0.1828 2023-03-02 21:15:40,073 - mmseg - INFO - Iter [105400/400000] lr: 3.750e-05, eta: 1 day, 2:14:46, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.5404, loss: 0.1857 2023-03-02 21:15:53,431 - mmseg - INFO - Iter [105450/400000] lr: 3.750e-05, eta: 1 day, 2:14:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.5559, loss: 0.1810 2023-03-02 21:16:06,705 - mmseg - INFO - Iter [105500/400000] lr: 3.750e-05, eta: 1 day, 2:13:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.6516, loss: 0.1774 2023-03-02 21:16:19,994 - mmseg - INFO - Iter [105550/400000] lr: 3.750e-05, eta: 1 day, 2:13:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.7490, loss: 0.1764 2023-03-02 21:16:33,273 - mmseg - INFO - Iter [105600/400000] lr: 3.750e-05, eta: 1 day, 2:13:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.4668, loss: 0.1826 2023-03-02 21:16:46,637 - mmseg - INFO - Iter [105650/400000] lr: 3.750e-05, eta: 1 day, 2:12:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1870, decode.acc_seg: 92.3196, loss: 0.1870 2023-03-02 21:16:59,948 - mmseg - INFO - Iter [105700/400000] lr: 3.750e-05, eta: 1 day, 2:12:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5454, loss: 0.1827 2023-03-02 21:17:13,313 - mmseg - INFO - Iter [105750/400000] lr: 3.750e-05, eta: 1 day, 2:12:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7906, loss: 0.1769 2023-03-02 21:17:26,602 - mmseg - INFO - Iter [105800/400000] lr: 3.750e-05, eta: 1 day, 2:11:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1845, decode.acc_seg: 92.4266, loss: 0.1845 2023-03-02 21:17:40,063 - mmseg - INFO - Iter [105850/400000] lr: 3.750e-05, eta: 1 day, 2:11:14, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.3573, loss: 0.1891 2023-03-02 21:17:53,311 - mmseg - INFO - Iter [105900/400000] lr: 3.750e-05, eta: 1 day, 2:10:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.6513, loss: 0.1798 2023-03-02 21:18:06,759 - mmseg - INFO - Iter [105950/400000] lr: 3.750e-05, eta: 1 day, 2:10:27, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.2166, loss: 0.1887 2023-03-02 21:18:19,992 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:18:19,992 - mmseg - INFO - Iter [106000/400000] lr: 3.750e-05, eta: 1 day, 2:10:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.2859, loss: 0.1874 2023-03-02 21:18:36,167 - mmseg - INFO - Iter [106050/400000] lr: 3.750e-05, eta: 1 day, 2:09:47, time: 0.323, data_time: 0.059, memory: 39575, decode.loss_ce: 0.1816, decode.acc_seg: 92.5749, loss: 0.1816 2023-03-02 21:18:49,488 - mmseg - INFO - Iter [106100/400000] lr: 3.750e-05, eta: 1 day, 2:09:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1812, decode.acc_seg: 92.6696, loss: 0.1812 2023-03-02 21:19:02,871 - mmseg - INFO - Iter [106150/400000] lr: 3.750e-05, eta: 1 day, 2:09:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1856, decode.acc_seg: 92.2052, loss: 0.1856 2023-03-02 21:19:16,332 - mmseg - INFO - Iter [106200/400000] lr: 3.750e-05, eta: 1 day, 2:08:38, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.2219, loss: 0.1894 2023-03-02 21:19:29,663 - mmseg - INFO - Iter [106250/400000] lr: 3.750e-05, eta: 1 day, 2:08:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.4048, loss: 0.1846 2023-03-02 21:19:42,983 - mmseg - INFO - Iter [106300/400000] lr: 3.750e-05, eta: 1 day, 2:07:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1851, decode.acc_seg: 92.4081, loss: 0.1851 2023-03-02 21:19:56,288 - mmseg - INFO - Iter [106350/400000] lr: 3.750e-05, eta: 1 day, 2:07:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.7569, loss: 0.1751 2023-03-02 21:20:09,540 - mmseg - INFO - Iter [106400/400000] lr: 3.750e-05, eta: 1 day, 2:07:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.4960, loss: 0.1847 2023-03-02 21:20:22,901 - mmseg - INFO - Iter [106450/400000] lr: 3.750e-05, eta: 1 day, 2:06:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.4771, loss: 0.1878 2023-03-02 21:20:36,194 - mmseg - INFO - Iter [106500/400000] lr: 3.750e-05, eta: 1 day, 2:06:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.5737, loss: 0.1799 2023-03-02 21:20:49,568 - mmseg - INFO - Iter [106550/400000] lr: 3.750e-05, eta: 1 day, 2:05:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1843, decode.acc_seg: 92.4832, loss: 0.1843 2023-03-02 21:21:02,898 - mmseg - INFO - Iter [106600/400000] lr: 3.750e-05, eta: 1 day, 2:05:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.6964, loss: 0.1724 2023-03-02 21:21:18,611 - mmseg - INFO - Iter [106650/400000] lr: 3.750e-05, eta: 1 day, 2:05:13, time: 0.314, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.4220, loss: 0.1835 2023-03-02 21:21:31,843 - mmseg - INFO - Iter [106700/400000] lr: 3.750e-05, eta: 1 day, 2:04:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.4888, loss: 0.1832 2023-03-02 21:21:45,158 - mmseg - INFO - Iter [106750/400000] lr: 3.750e-05, eta: 1 day, 2:04:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.6695, loss: 0.1782 2023-03-02 21:21:58,510 - mmseg - INFO - Iter [106800/400000] lr: 3.750e-05, eta: 1 day, 2:04:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5311, loss: 0.1819 2023-03-02 21:22:12,029 - mmseg - INFO - Iter 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21:24:14,200 - mmseg - INFO - Iter [107300/400000] lr: 3.750e-05, eta: 1 day, 2:00:16, time: 0.316, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5918, loss: 0.1811 2023-03-02 21:24:27,434 - mmseg - INFO - Iter [107350/400000] lr: 3.750e-05, eta: 1 day, 1:59:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.4381, loss: 0.1798 2023-03-02 21:24:40,705 - mmseg - INFO - Iter [107400/400000] lr: 3.750e-05, eta: 1 day, 1:59:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.7885, loss: 0.1736 2023-03-02 21:24:54,111 - mmseg - INFO - Iter [107450/400000] lr: 3.750e-05, eta: 1 day, 1:59:07, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.2549, loss: 0.1848 2023-03-02 21:25:07,400 - mmseg - INFO - Iter [107500/400000] lr: 3.750e-05, eta: 1 day, 1:58:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.3585, loss: 0.1842 2023-03-02 21:25:20,707 - mmseg - INFO - Iter [107550/400000] lr: 3.750e-05, eta: 1 day, 1:58:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1772, decode.acc_seg: 92.6961, loss: 0.1772 2023-03-02 21:25:34,193 - mmseg - INFO - Iter [107600/400000] lr: 3.750e-05, eta: 1 day, 1:57:57, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.4740, loss: 0.1829 2023-03-02 21:25:47,399 - mmseg - INFO - Iter [107650/400000] lr: 3.750e-05, eta: 1 day, 1:57:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.4212, loss: 0.1859 2023-03-02 21:26:00,806 - mmseg - INFO - Iter [107700/400000] lr: 3.750e-05, eta: 1 day, 1:57:11, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1854, decode.acc_seg: 92.2814, loss: 0.1854 2023-03-02 21:26:14,144 - mmseg - INFO - Iter [107750/400000] lr: 3.750e-05, eta: 1 day, 1:56:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.6138, loss: 0.1780 2023-03-02 21:26:27,460 - mmseg - INFO - Iter [107800/400000] lr: 3.750e-05, eta: 1 day, 1:56:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5626, loss: 0.1818 2023-03-02 21:26:40,843 - mmseg - INFO - Iter [107850/400000] lr: 3.750e-05, eta: 1 day, 1:56:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.6195, loss: 0.1782 2023-03-02 21:26:54,171 - mmseg - INFO - Iter [107900/400000] lr: 3.750e-05, eta: 1 day, 1:55:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1861, decode.acc_seg: 92.2257, loss: 0.1861 2023-03-02 21:27:10,089 - mmseg - INFO - Iter [107950/400000] lr: 3.750e-05, eta: 1 day, 1:55:22, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.6441, loss: 0.1790 2023-03-02 21:27:23,475 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:27:23,475 - mmseg - INFO - Iter [108000/400000] lr: 3.750e-05, eta: 1 day, 1:54:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.0460, loss: 0.1939 2023-03-02 21:27:36,744 - mmseg - INFO - Iter [108050/400000] lr: 3.750e-05, eta: 1 day, 1:54:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.5898, loss: 0.1798 2023-03-02 21:27:50,076 - mmseg - INFO - Iter [108100/400000] lr: 3.750e-05, eta: 1 day, 1:54:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.6229, loss: 0.1777 2023-03-02 21:28:03,407 - mmseg - INFO - Iter [108150/400000] lr: 3.750e-05, eta: 1 day, 1:53:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.4965, loss: 0.1826 2023-03-02 21:28:16,693 - mmseg - INFO - Iter [108200/400000] lr: 3.750e-05, eta: 1 day, 1:53:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.5301, loss: 0.1821 2023-03-02 21:28:30,186 - mmseg - INFO - Iter [108250/400000] lr: 3.750e-05, eta: 1 day, 1:53:04, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.4225, loss: 0.1887 2023-03-02 21:28:43,441 - mmseg - INFO - Iter [108300/400000] lr: 3.750e-05, eta: 1 day, 1:52:40, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.7816, loss: 0.1755 2023-03-02 21:28:56,825 - mmseg - INFO - Iter [108350/400000] lr: 3.750e-05, eta: 1 day, 1:52:17, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.3520, loss: 0.1847 2023-03-02 21:29:10,033 - mmseg - INFO - Iter [108400/400000] lr: 3.750e-05, eta: 1 day, 1:51:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.5364, loss: 0.1821 2023-03-02 21:29:23,263 - mmseg - INFO - Iter [108450/400000] lr: 3.750e-05, eta: 1 day, 1:51:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1841, decode.acc_seg: 92.4110, loss: 0.1841 2023-03-02 21:29:36,512 - mmseg - INFO - Iter [108500/400000] lr: 3.750e-05, eta: 1 day, 1:51:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1862, decode.acc_seg: 92.4807, loss: 0.1862 2023-03-02 21:29:52,360 - mmseg - INFO - Iter [108550/400000] lr: 3.750e-05, eta: 1 day, 1:50:51, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.5439, loss: 0.1778 2023-03-02 21:30:05,624 - mmseg - INFO - Iter [108600/400000] lr: 3.750e-05, eta: 1 day, 1:50:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.3583, loss: 0.1887 2023-03-02 21:30:18,919 - mmseg - INFO - Iter [108650/400000] lr: 3.750e-05, eta: 1 day, 1:50:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.5307, loss: 0.1807 2023-03-02 21:30:32,325 - mmseg - INFO - Iter [108700/400000] lr: 3.750e-05, eta: 1 day, 1:49:42, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.4923, loss: 0.1805 2023-03-02 21:30:45,568 - mmseg - INFO - Iter [108750/400000] lr: 3.750e-05, eta: 1 day, 1:49:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.6171, loss: 0.1827 2023-03-02 21:30:58,785 - mmseg - INFO - Iter [108800/400000] lr: 3.750e-05, eta: 1 day, 1:48:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1862, decode.acc_seg: 92.2769, loss: 0.1862 2023-03-02 21:31:12,255 - mmseg - INFO - Iter [108850/400000] lr: 3.750e-05, eta: 1 day, 1:48:33, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1872, decode.acc_seg: 92.2239, loss: 0.1872 2023-03-02 21:31:25,545 - mmseg - INFO - Iter [108900/400000] lr: 3.750e-05, eta: 1 day, 1:48:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1838, decode.acc_seg: 92.5303, loss: 0.1838 2023-03-02 21:31:38,907 - mmseg - INFO - Iter [108950/400000] lr: 3.750e-05, eta: 1 day, 1:47:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.3163, loss: 0.1835 2023-03-02 21:31:52,154 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:31:52,154 - mmseg - INFO - Iter [109000/400000] lr: 3.750e-05, eta: 1 day, 1:47:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.7712, loss: 0.1749 2023-03-02 21:32:05,514 - mmseg - INFO - Iter [109050/400000] lr: 3.750e-05, eta: 1 day, 1:47:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.2913, loss: 0.1917 2023-03-02 21:32:18,754 - mmseg - INFO - Iter [109100/400000] lr: 3.750e-05, eta: 1 day, 1:46:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.6620, loss: 0.1819 2023-03-02 21:32:32,061 - mmseg - INFO - Iter [109150/400000] lr: 3.750e-05, eta: 1 day, 1:46:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.5849, loss: 0.1791 2023-03-02 21:32:47,770 - mmseg - INFO - Iter [109200/400000] lr: 3.750e-05, eta: 1 day, 1:45:58, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.7851, loss: 0.1774 2023-03-02 21:33:01,151 - mmseg - INFO - Iter [109250/400000] lr: 3.750e-05, eta: 1 day, 1:45:35, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1887, decode.acc_seg: 92.2628, loss: 0.1887 2023-03-02 21:33:14,432 - mmseg - INFO - Iter [109300/400000] lr: 3.750e-05, eta: 1 day, 1:45:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.5452, loss: 0.1813 2023-03-02 21:33:27,748 - mmseg - INFO - Iter [109350/400000] lr: 3.750e-05, eta: 1 day, 1:44:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1803, decode.acc_seg: 92.5237, loss: 0.1803 2023-03-02 21:33:41,115 - mmseg - INFO - Iter [109400/400000] lr: 3.750e-05, eta: 1 day, 1:44:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.4997, loss: 0.1830 2023-03-02 21:33:54,343 - mmseg - INFO - Iter [109450/400000] lr: 3.750e-05, eta: 1 day, 1:44:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.4622, loss: 0.1836 2023-03-02 21:34:07,556 - mmseg - INFO - Iter [109500/400000] lr: 3.750e-05, eta: 1 day, 1:43:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1853, decode.acc_seg: 92.4775, loss: 0.1853 2023-03-02 21:34:20,901 - mmseg - INFO - Iter [109550/400000] lr: 3.750e-05, eta: 1 day, 1:43:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.4519, loss: 0.1835 2023-03-02 21:34:34,137 - mmseg - INFO - Iter [109600/400000] lr: 3.750e-05, eta: 1 day, 1:42:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1930, decode.acc_seg: 92.1885, loss: 0.1930 2023-03-02 21:34:47,398 - mmseg - INFO - Iter [109650/400000] lr: 3.750e-05, eta: 1 day, 1:42:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.3404, loss: 0.1878 2023-03-02 21:35:00,621 - mmseg - INFO - Iter [109700/400000] lr: 3.750e-05, eta: 1 day, 1:42:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1851, decode.acc_seg: 92.3995, loss: 0.1851 2023-03-02 21:35:13,861 - mmseg - INFO - Iter [109750/400000] lr: 3.750e-05, eta: 1 day, 1:41:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6339, loss: 0.1787 2023-03-02 21:35:29,721 - mmseg - INFO - Iter [109800/400000] lr: 3.750e-05, eta: 1 day, 1:41:29, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1789, decode.acc_seg: 92.6836, loss: 0.1789 2023-03-02 21:35:42,975 - mmseg - INFO - Iter [109850/400000] lr: 3.750e-05, eta: 1 day, 1:41:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5829, loss: 0.1819 2023-03-02 21:35:56,276 - mmseg - INFO - Iter [109900/400000] lr: 3.750e-05, eta: 1 day, 1:40:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.5820, loss: 0.1809 2023-03-02 21:36:09,561 - mmseg - INFO - Iter [109950/400000] lr: 3.750e-05, eta: 1 day, 1:40:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 93.0144, loss: 0.1734 2023-03-02 21:36:22,778 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:36:22,779 - mmseg - INFO - Iter [110000/400000] lr: 3.750e-05, eta: 1 day, 1:39:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1853, decode.acc_seg: 92.3371, loss: 0.1853 2023-03-02 21:36:36,046 - mmseg - INFO - Iter 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21:37:42,463 - mmseg - INFO - Iter [110300/400000] lr: 3.750e-05, eta: 1 day, 1:37:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.5193, loss: 0.1830 2023-03-02 21:37:55,708 - mmseg - INFO - Iter [110350/400000] lr: 3.750e-05, eta: 1 day, 1:37:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.6020, loss: 0.1764 2023-03-02 21:38:08,950 - mmseg - INFO - Iter [110400/400000] lr: 3.750e-05, eta: 1 day, 1:36:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.4249, loss: 0.1826 2023-03-02 21:38:24,777 - mmseg - INFO - Iter [110450/400000] lr: 3.750e-05, eta: 1 day, 1:36:38, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.4086, loss: 0.1865 2023-03-02 21:38:37,976 - mmseg - INFO - Iter [110500/400000] lr: 3.750e-05, eta: 1 day, 1:36:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.6278, loss: 0.1813 2023-03-02 21:38:51,288 - mmseg - INFO - Iter [110550/400000] lr: 3.750e-05, eta: 1 day, 1:35:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5256, loss: 0.1823 2023-03-02 21:39:04,606 - mmseg - INFO - Iter [110600/400000] lr: 3.750e-05, eta: 1 day, 1:35:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.5803, loss: 0.1806 2023-03-02 21:39:18,060 - mmseg - INFO - Iter [110650/400000] lr: 3.750e-05, eta: 1 day, 1:35:07, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.6290, loss: 0.1796 2023-03-02 21:39:31,378 - mmseg - INFO - Iter [110700/400000] lr: 3.750e-05, eta: 1 day, 1:34:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.4433, loss: 0.1827 2023-03-02 21:39:44,631 - mmseg - INFO - Iter [110750/400000] lr: 3.750e-05, eta: 1 day, 1:34:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.6594, loss: 0.1747 2023-03-02 21:39:57,912 - mmseg - INFO - Iter [110800/400000] lr: 3.750e-05, eta: 1 day, 1:33:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.5957, loss: 0.1788 2023-03-02 21:40:11,221 - mmseg - INFO - Iter [110850/400000] lr: 3.750e-05, eta: 1 day, 1:33:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.4093, loss: 0.1844 2023-03-02 21:40:24,719 - mmseg - INFO - Iter [110900/400000] lr: 3.750e-05, eta: 1 day, 1:33:13, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.6276, loss: 0.1794 2023-03-02 21:40:37,947 - mmseg - INFO - Iter [110950/400000] lr: 3.750e-05, eta: 1 day, 1:32:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1904, decode.acc_seg: 92.3481, loss: 0.1904 2023-03-02 21:40:51,198 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:40:51,198 - mmseg - INFO - Iter [111000/400000] lr: 3.750e-05, eta: 1 day, 1:32:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8892, loss: 0.1740 2023-03-02 21:41:04,521 - mmseg - INFO - Iter [111050/400000] lr: 3.750e-05, eta: 1 day, 1:32:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.6768, loss: 0.1783 2023-03-02 21:41:20,402 - mmseg - INFO - Iter [111100/400000] lr: 3.750e-05, eta: 1 day, 1:31:49, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.8643, loss: 0.1742 2023-03-02 21:41:33,665 - mmseg - INFO - Iter [111150/400000] lr: 3.750e-05, eta: 1 day, 1:31:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.4088, loss: 0.1804 2023-03-02 21:41:46,942 - mmseg - INFO - Iter [111200/400000] lr: 3.750e-05, eta: 1 day, 1:31:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1900, decode.acc_seg: 92.3422, loss: 0.1900 2023-03-02 21:42:00,161 - mmseg - INFO - Iter [111250/400000] lr: 3.750e-05, eta: 1 day, 1:30:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.7106, loss: 0.1800 2023-03-02 21:42:13,382 - mmseg - INFO - Iter [111300/400000] lr: 3.750e-05, eta: 1 day, 1:30:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.6461, loss: 0.1808 2023-03-02 21:42:26,641 - mmseg - INFO - Iter [111350/400000] lr: 3.750e-05, eta: 1 day, 1:29:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.6371, loss: 0.1801 2023-03-02 21:42:39,934 - mmseg - INFO - Iter [111400/400000] lr: 3.750e-05, eta: 1 day, 1:29:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1865, decode.acc_seg: 92.4668, loss: 0.1865 2023-03-02 21:42:53,299 - mmseg - INFO - Iter [111450/400000] lr: 3.750e-05, eta: 1 day, 1:29:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1833, decode.acc_seg: 92.3874, loss: 0.1833 2023-03-02 21:43:06,536 - mmseg - INFO - Iter [111500/400000] lr: 3.750e-05, eta: 1 day, 1:28:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5123, loss: 0.1823 2023-03-02 21:43:19,773 - mmseg - INFO - Iter [111550/400000] lr: 3.750e-05, eta: 1 day, 1:28:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.3370, loss: 0.1855 2023-03-02 21:43:32,994 - mmseg - INFO - Iter [111600/400000] lr: 3.750e-05, eta: 1 day, 1:28:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1939, decode.acc_seg: 92.0530, loss: 0.1939 2023-03-02 21:43:46,375 - mmseg - INFO - Iter [111650/400000] lr: 3.750e-05, eta: 1 day, 1:27:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1867, decode.acc_seg: 92.3906, loss: 0.1867 2023-03-02 21:44:02,101 - mmseg - INFO - Iter [111700/400000] lr: 3.750e-05, eta: 1 day, 1:27:23, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.7051, loss: 0.1792 2023-03-02 21:44:15,333 - mmseg - INFO - Iter [111750/400000] lr: 3.750e-05, eta: 1 day, 1:27:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.4315, loss: 0.1810 2023-03-02 21:44:28,624 - mmseg - INFO - Iter [111800/400000] lr: 3.750e-05, eta: 1 day, 1:26:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6145, loss: 0.1795 2023-03-02 21:44:41,870 - mmseg - INFO - Iter [111850/400000] lr: 3.750e-05, eta: 1 day, 1:26:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.7392, loss: 0.1767 2023-03-02 21:44:55,066 - mmseg - INFO - Iter [111900/400000] lr: 3.750e-05, eta: 1 day, 1:25:52, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.6701, loss: 0.1821 2023-03-02 21:45:08,286 - mmseg - INFO - Iter [111950/400000] lr: 3.750e-05, eta: 1 day, 1:25:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.3560, loss: 0.1878 2023-03-02 21:45:21,639 - mmseg - INFO - Swap parameters (after train) after iter [112000] 2023-03-02 21:45:21,651 - mmseg - INFO - Saving checkpoint at 112000 iterations 2023-03-02 21:45:23,877 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:45:23,877 - mmseg - INFO - Iter [112000/400000] lr: 3.750e-05, eta: 1 day, 1:25:13, time: 0.312, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.6335, loss: 0.1804 2023-03-02 21:59:56,735 - mmseg - INFO - per class results: 2023-03-02 21:59:56,744 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.75,77.78,77.8,77.82,77.84,77.86,77.86,77.87,77.87,77.87 | | building | 81.85,81.85,81.85,81.85,81.85,81.85,81.86,81.86,81.88,81.87 | | sky | 94.54,94.54,94.55,94.55,94.56,94.55,94.57,94.56,94.56,94.56 | | floor | 81.9,81.9,81.92,81.97,82.01,82.03,82.06,82.07,82.09,82.09 | | tree | 74.46,74.48,74.51,74.53,74.55,74.57,74.61,74.61,74.63,74.63 | | ceiling | 85.15,85.18,85.17,85.17,85.19,85.22,85.2,85.2,85.2,85.16 | | road | 82.27,82.29,82.24,82.23,82.23,82.22,82.22,82.22,82.21,82.18 | | bed | 87.79,87.79,87.8,87.8,87.79,87.79,87.81,87.8,87.84,87.81 | | windowpane | 61.14,61.17,61.3,61.33,61.39,61.47,61.46,61.49,61.49,61.49 | | grass | 67.27,67.33,67.41,67.44,67.49,67.48,67.53,67.52,67.53,67.55 | | cabinet | 61.36,61.4,61.39,61.41,61.46,61.39,61.37,61.38,61.38,61.37 | | sidewalk | 64.83,64.91,64.87,64.9,64.85,64.87,64.85,64.86,64.87,64.87 | | person | 80.23,80.27,80.31,80.3,80.34,80.37,80.39,80.41,80.43,80.43 | | earth | 36.16,36.13,36.18,36.21,36.26,36.3,36.3,36.22,36.23,36.23 | | door | 46.75,46.77,46.84,46.79,46.8,46.8,46.79,46.79,46.87,46.85 | | table | 61.86,61.82,61.91,62.03,62.05,62.03,62.09,62.14,62.16,62.15 | | mountain | 57.84,57.83,57.88,57.84,57.87,57.78,57.79,57.75,57.71,57.69 | | plant | 50.32,50.27,50.34,50.36,50.4,50.42,50.45,50.44,50.44,50.45 | | curtain | 74.77,74.88,74.99,75.09,75.09,75.16,75.19,75.17,75.15,75.15 | | chair | 56.87,56.95,56.99,57.04,57.08,57.13,57.17,57.13,57.17,57.17 | | car | 82.27,82.33,82.33,82.31,82.34,82.32,82.32,82.28,82.24,82.22 | | water | 56.88,57.02,57.13,57.32,57.36,57.51,57.58,57.7,57.75,57.8 | | painting | 70.31,70.25,70.19,70.23,70.26,70.28,70.38,70.52,70.6,70.73 | | sofa | 64.7,64.75,64.65,64.71,64.7,64.73,64.73,64.71,64.73,64.79 | | shelf | 44.21,44.3,44.3,44.36,44.43,44.45,44.5,44.45,44.4,44.46 | | house | 43.91,43.93,43.87,43.85,43.77,43.74,43.75,43.8,43.84,43.9 | | sea | 59.52,59.6,59.66,59.71,59.77,59.78,59.88,59.93,59.95,60.0 | | mirror | 67.68,67.7,67.76,68.03,68.05,68.17,68.31,68.27,68.26,68.28 | | rug | 65.12,65.16,65.3,65.5,65.71,65.88,65.95,65.9,65.87,65.71 | | field | 30.89,30.89,30.85,30.87,30.82,30.82,30.8,30.8,30.82,30.83 | | armchair | 37.94,37.92,37.86,37.96,37.99,38.05,38.01,38.04,38.1,38.09 | | seat | 67.06,67.04,67.14,67.2,67.2,67.24,67.23,67.29,67.25,67.24 | | fence | 41.86,41.8,41.93,42.0,41.97,42.02,42.03,41.93,41.97,41.96 | | desk | 46.91,46.81,46.95,46.95,46.94,46.98,46.98,47.03,47.0,46.89 | | rock | 37.87,37.82,37.88,37.81,37.89,37.79,37.78,37.75,37.74,37.74 | | wardrobe | 57.86,57.81,57.75,57.63,57.67,57.44,57.35,57.26,57.24,57.26 | | lamp | 64.0,64.02,64.1,64.04,64.08,64.1,64.08,64.06,64.03,64.0 | | bathtub | 75.77,75.74,75.79,76.06,76.08,76.12,76.51,76.77,77.01,77.26 | | railing | 33.71,33.83,33.85,33.91,33.92,33.96,34.1,34.09,34.03,34.08 | | cushion | 57.3,57.27,57.42,57.34,57.48,57.47,57.55,57.57,57.76,57.57 | | base | 21.11,21.33,21.49,21.75,21.83,21.92,21.87,21.94,21.86,21.94 | | box | 23.42,23.54,23.59,23.67,23.74,23.71,23.92,23.91,24.05,24.07 | | column | 46.48,46.61,46.72,46.76,46.85,46.76,46.83,46.76,46.78,46.8 | | signboard | 38.8,38.9,38.97,38.94,38.99,38.97,38.95,38.83,38.84,38.77 | | chest of drawers | 36.92,36.86,36.69,36.8,36.78,36.75,36.77,36.82,36.96,37.08 | | counter | 30.57,30.65,30.69,30.67,30.64,30.63,30.64,30.77,30.73,30.89 | | sand | 41.45,41.46,41.51,41.55,41.61,41.65,41.72,41.73,41.75,41.72 | | sink | 68.67,68.59,68.59,68.54,68.59,68.61,68.56,68.55,68.54,68.5 | | skyscraper | 50.05,49.67,49.43,49.49,49.29,49.46,49.9,50.06,50.24,50.2 | | fireplace | 76.98,76.88,76.92,77.02,77.04,76.86,76.91,76.82,76.82,76.77 | | refrigerator | 76.74,76.78,76.93,77.1,77.27,77.26,77.52,77.48,77.48,77.4 | | grandstand | 52.56,52.76,52.83,53.07,53.06,53.24,53.31,53.49,53.47,53.47 | | path | 22.34,22.45,22.51,22.73,22.82,22.86,22.85,22.79,22.71,22.68 | | stairs | 33.29,33.1,33.23,33.23,33.23,33.26,33.32,33.37,33.33,33.33 | | runway | 68.56,68.56,68.59,68.67,68.73,68.77,68.79,68.8,68.83,68.82 | | case | 45.17,45.22,45.33,45.25,45.54,45.79,45.95,46.14,46.37,46.49 | | pool table | 92.12,92.13,92.12,92.21,92.24,92.23,92.25,92.25,92.29,92.33 | | pillow | 62.97,62.98,63.15,63.0,63.25,63.08,63.07,63.16,63.13,63.19 | | screen door | 68.9,68.86,68.84,68.85,68.84,68.8,68.69,68.73,68.75,68.69 | | stairway | 22.6,22.53,22.63,22.57,22.55,22.45,22.57,22.66,22.61,22.64 | | river | 11.62,11.67,11.64,11.66,11.65,11.66,11.67,11.66,11.63,11.63 | | bridge | 33.91,34.08,34.63,34.55,34.66,34.92,34.98,35.08,35.36,35.37 | | bookcase | 46.1,46.16,46.19,46.21,46.13,46.24,46.15,46.09,46.08,46.05 | | blind | 40.28,40.12,40.69,40.65,40.75,41.04,40.76,41.03,41.06,41.0 | | coffee table | 54.08,53.85,53.88,53.95,53.89,53.78,53.85,53.83,53.84,53.73 | | toilet | 84.33,84.27,84.24,84.22,84.17,84.15,84.17,84.07,84.05,84.06 | | flower | 39.77,39.8,39.79,39.76,39.86,39.91,39.87,39.97,40.04,40.06 | | book | 46.91,46.92,46.85,46.8,46.68,46.7,46.61,46.53,46.51,46.36 | | hill | 16.12,16.18,16.29,16.19,16.22,16.15,16.21,16.23,16.2,16.23 | | bench | 42.75,42.48,42.38,42.29,42.09,41.95,41.95,41.93,41.94,41.9 | | countertop | 55.32,55.35,55.53,55.81,55.5,55.79,55.61,55.62,55.66,55.63 | | stove | 72.61,72.62,72.71,72.68,72.76,72.61,72.56,72.67,72.83,72.8 | | palm | 48.27,48.2,48.23,48.3,48.3,48.28,48.35,48.31,48.31,48.28 | | kitchen island | 47.81,48.02,48.43,48.25,48.2,48.49,48.26,48.42,48.55,48.33 | | computer | 60.77,60.81,60.85,60.91,60.86,60.86,60.89,60.87,60.89,60.95 | | swivel chair | 43.3,43.32,43.34,43.43,43.49,43.32,43.33,43.29,43.35,43.51 | | boat | 71.23,71.42,71.5,71.52,71.61,71.59,71.53,71.47,71.49,71.4 | | bar | 23.83,23.79,23.83,23.83,23.82,23.84,23.8,23.84,23.82,23.84 | | arcade machine | 71.11,71.17,71.22,71.18,71.47,71.84,71.83,71.85,71.75,71.83 | | hovel | 33.63,33.58,33.34,32.98,32.6,32.23,31.98,31.67,31.37,31.33 | | bus | 79.49,79.52,79.47,79.5,79.45,79.48,79.31,79.29,79.37,79.46 | | towel | 62.55,62.6,62.64,62.76,62.81,62.61,62.72,62.85,62.96,62.97 | | light | 57.08,57.36,57.4,57.49,57.57,57.58,57.56,57.67,57.65,57.69 | | truck | 17.25,17.37,17.26,17.26,17.43,17.28,17.24,17.5,17.52,17.65 | | tower | 8.5,8.44,8.38,8.37,8.33,8.34,8.29,8.28,8.24,8.2 | | chandelier | 66.71,66.68,66.7,66.64,66.75,66.77,66.63,66.7,66.69,66.67 | | awning | 25.35,25.32,25.6,25.45,25.35,25.47,25.54,25.48,25.68,25.69 | | streetlight | 29.1,29.3,29.26,29.26,29.41,29.45,29.4,29.48,29.6,29.53 | | booth | 47.56,47.91,47.99,48.43,48.57,48.62,48.8,48.93,48.92,48.97 | | television receiver | 64.55,64.63,64.7,64.75,64.68,64.75,64.78,64.7,64.97,64.98 | | airplane | 58.63,58.65,58.73,58.74,58.83,58.87,58.87,58.85,58.9,58.93 | | dirt track | 22.77,22.81,22.75,22.52,22.63,22.52,22.49,22.38,22.69,23.0 | | apparel | 32.55,32.51,32.44,32.42,32.26,31.7,31.69,31.39,31.25,31.16 | | pole | 21.2,21.19,21.14,21.28,21.18,21.34,21.42,21.3,21.35,21.28 | | land | 4.15,4.14,4.23,4.15,4.22,4.21,4.18,4.13,4.11,4.1 | | bannister | 13.5,13.7,13.76,13.96,14.07,14.24,14.21,14.33,14.48,14.49 | | escalator | 24.23,24.42,24.36,24.55,24.48,24.5,24.61,24.64,24.77,24.84 | | ottoman | 42.77,42.87,42.49,42.29,42.27,41.89,42.06,42.01,42.17,42.06 | | bottle | 36.81,36.8,36.88,36.78,36.89,36.87,36.89,36.89,36.74,36.63 | | buffet | 39.47,40.63,42.13,43.05,43.56,43.79,43.07,43.25,43.29,42.98 | | poster | 22.55,22.56,22.68,22.58,22.65,22.79,22.89,22.92,22.9,23.01 | | stage | 13.09,13.05,13.0,12.35,12.23,12.01,11.98,12.04,11.95,11.99 | | van | 38.62,38.66,38.61,38.58,38.68,38.55,38.69,38.69,38.75,38.71 | | ship | 78.24,77.71,76.86,76.15,75.98,75.83,75.76,75.94,76.02,75.97 | | fountain | 12.52,12.36,12.34,13.0,12.61,13.93,14.95,15.17,15.34,15.55 | | conveyer belt | 84.14,84.34,84.25,83.86,83.65,83.37,83.25,82.85,82.85,82.62 | | canopy | 26.88,27.14,27.47,27.34,27.69,27.91,27.98,28.14,28.23,28.65 | | washer | 73.01,72.86,73.04,72.96,72.77,72.9,72.82,72.77,72.69,72.64 | | plaything | 21.47,21.53,21.5,21.53,21.44,21.47,21.32,21.27,21.26,21.2 | | swimming pool | 73.65,73.53,73.71,73.72,73.87,74.12,73.76,73.7,74.05,74.3 | | stool | 46.68,46.68,46.73,46.65,46.82,46.71,46.68,46.74,46.59,46.61 | | barrel | 52.86,52.98,53.1,53.6,53.43,53.42,53.73,53.71,53.76,53.87 | | basket | 25.12,25.25,25.19,25.37,25.31,25.36,25.38,25.41,25.35,25.42 | | waterfall | 45.4,46.44,45.44,46.07,47.22,47.86,47.76,49.11,50.47,51.22 | | tent | 95.93,95.94,96.0,96.04,96.02,96.05,96.11,96.14,96.11,96.11 | | bag | 17.95,17.96,18.18,18.15,18.3,18.45,18.57,18.6,18.76,18.72 | | minibike | 60.38,60.43,60.51,60.55,60.39,60.61,60.51,60.71,60.57,60.68 | | cradle | 85.2,85.32,85.7,85.8,85.99,86.03,86.1,86.29,86.39,86.47 | | oven | 40.94,41.24,41.56,41.71,42.26,42.21,42.64,43.27,43.65,43.81 | | ball | 50.84,50.64,50.73,50.53,50.56,50.26,50.24,50.18,50.08,49.97 | | food | 56.64,56.54,56.7,56.59,56.65,56.53,56.34,56.17,56.01,55.96 | | step | 6.05,6.43,6.46,6.6,6.74,6.36,6.64,7.39,7.53,7.44 | | tank | 53.95,53.99,54.07,54.35,54.44,54.41,54.65,54.74,54.83,54.85 | | trade name | 30.73,30.76,30.79,30.75,31.07,31.2,31.26,31.3,31.32,31.3 | | microwave | 65.31,65.84,66.4,66.63,67.47,67.57,68.23,68.72,69.03,69.1 | | pot | 31.21,31.14,31.16,31.11,31.17,31.16,31.22,31.18,31.18,31.17 | | animal | 53.36,53.36,53.37,53.4,53.37,53.47,53.42,53.39,53.51,53.5 | | bicycle | 56.27,56.51,56.31,56.36,56.23,56.25,56.16,56.4,56.36,56.66 | | lake | 58.82,58.85,58.93,58.95,59.02,59.02,59.1,59.13,59.17,59.18 | | dishwasher | 66.53,66.19,66.35,66.16,66.25,66.01,66.44,66.35,66.42,66.45 | | screen | 64.21,64.01,63.86,63.93,63.86,63.8,63.85,63.79,63.8,63.69 | | blanket | 17.68,17.8,17.83,18.1,18.09,18.16,18.29,18.46,18.55,18.59 | | sculpture | 57.85,57.76,57.87,57.53,57.43,57.13,57.37,57.26,57.03,57.04 | | hood | 60.82,60.83,61.17,60.66,60.23,59.71,59.76,59.02,58.9,58.82 | | sconce | 43.58,43.73,44.07,44.24,44.4,44.63,44.53,44.73,44.69,44.76 | | vase | 38.86,39.0,38.94,39.05,39.07,39.27,39.22,39.3,39.42,39.39 | | traffic light | 34.17,34.15,34.16,34.35,34.36,34.43,34.34,34.44,34.37,34.35 | | tray | 7.63,7.83,8.0,8.18,8.43,8.41,8.44,8.56,8.66,8.88 | | ashcan | 42.42,42.58,42.67,42.74,42.66,42.59,42.58,42.44,42.41,42.41 | | fan | 59.24,59.35,59.35,59.57,59.48,59.58,59.44,59.65,59.6,59.65 | | pier | 45.27,46.17,46.56,47.33,47.35,48.37,47.6,48.05,48.67,49.02 | | crt screen | 9.69,9.53,9.52,9.46,9.34,9.3,9.23,9.05,8.98,9.01 | | plate | 53.05,53.09,53.16,53.1,53.25,53.22,53.25,53.25,53.26,53.2 | | monitor | 17.04,16.91,16.73,16.54,16.46,16.52,16.3,16.15,16.05,15.91 | | bulletin board | 39.05,38.46,38.82,38.97,38.65,39.14,38.91,38.98,39.14,39.29 | | shower | 1.98,1.91,1.95,1.97,1.91,2.05,1.96,1.99,1.95,1.96 | | radiator | 62.4,62.56,62.68,62.67,62.65,62.75,62.89,62.98,62.88,63.0 | | glass | 14.83,14.77,14.77,14.69,14.73,14.71,14.75,14.73,14.63,14.68 | | clock | 38.52,38.64,38.94,38.75,38.85,38.93,38.85,38.92,39.04,39.03 | | flag | 35.04,35.18,35.11,35.39,35.22,35.05,35.14,35.18,35.22,35.27 | +---------------------+-------------------------------------------------------------+ 2023-03-02 21:59:56,744 - mmseg - INFO - Summary: 2023-03-02 21:59:56,744 - mmseg - INFO - +------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +------------------------------------------------------------+ | 49.04,49.08,49.14,49.17,49.2,49.23,49.25,49.28,49.32,49.34 | +------------------------------------------------------------+ 2023-03-02 21:59:56,750 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100/best_mIoU_iter_80000.pth was removed 2023-03-02 21:59:58,666 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_112000.pth. 2023-03-02 21:59:58,667 - mmseg - INFO - Best mIoU is 0.4934 at 112000 iter. 2023-03-02 21:59:58,667 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 21:59:58,667 - mmseg - INFO - Iter(val) [250] mIoU: [0.4904, 0.4908, 0.4914, 0.4917, 0.492, 0.4923, 0.4925, 0.4928, 0.4932, 0.4934], copy_paste: 49.04,49.08,49.14,49.17,49.2,49.23,49.25,49.28,49.32,49.34 2023-03-02 21:59:58,674 - mmseg - INFO - Swap parameters (before train) before iter [112001] 2023-03-02 22:00:12,203 - mmseg - INFO - Iter [112050/400000] lr: 3.750e-05, eta: 1 day, 2:02:19, time: 17.767, data_time: 17.504, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.5695, loss: 0.1783 2023-03-02 22:00:25,537 - mmseg - INFO - Iter [112100/400000] lr: 3.750e-05, eta: 1 day, 2:01:55, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6300, loss: 0.1787 2023-03-02 22:00:39,029 - mmseg - INFO - Iter [112150/400000] lr: 3.750e-05, eta: 1 day, 2:01:31, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.5151, loss: 0.1848 2023-03-02 22:00:52,309 - mmseg - INFO - Iter [112200/400000] lr: 3.750e-05, eta: 1 day, 2:01:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.4090, loss: 0.1848 2023-03-02 22:01:05,581 - mmseg - INFO - Iter [112250/400000] lr: 3.750e-05, eta: 1 day, 2:00:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.3953, loss: 0.1848 2023-03-02 22:01:19,039 - mmseg - INFO - Iter [112300/400000] lr: 3.750e-05, eta: 1 day, 2:00:20, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.3275, loss: 0.1885 2023-03-02 22:01:34,896 - mmseg - INFO - Iter [112350/400000] lr: 3.750e-05, eta: 1 day, 2:00:03, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.3367, loss: 0.1866 2023-03-02 22:01:48,158 - mmseg - INFO - Iter [112400/400000] lr: 3.750e-05, eta: 1 day, 1:59:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.7431, loss: 0.1766 2023-03-02 22:02:01,681 - mmseg - INFO - Iter [112450/400000] lr: 3.750e-05, eta: 1 day, 1:59:15, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1841, decode.acc_seg: 92.4948, loss: 0.1841 2023-03-02 22:02:14,970 - mmseg - INFO - Iter [112500/400000] lr: 3.750e-05, eta: 1 day, 1:58:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.5952, loss: 0.1793 2023-03-02 22:02:28,213 - mmseg - INFO - Iter [112550/400000] lr: 3.750e-05, eta: 1 day, 1:58:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1831, decode.acc_seg: 92.3307, loss: 0.1831 2023-03-02 22:02:41,452 - mmseg - INFO - Iter [112600/400000] lr: 3.750e-05, eta: 1 day, 1:58:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.6613, loss: 0.1782 2023-03-02 22:02:54,723 - mmseg - INFO - Iter [112650/400000] lr: 3.750e-05, eta: 1 day, 1:57:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.5552, loss: 0.1777 2023-03-02 22:03:08,011 - mmseg - INFO - Iter [112700/400000] lr: 3.750e-05, eta: 1 day, 1:57:16, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6855, loss: 0.1787 2023-03-02 22:03:21,268 - mmseg - INFO - Iter [112750/400000] lr: 3.750e-05, eta: 1 day, 1:56:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.3555, loss: 0.1842 2023-03-02 22:03:34,536 - mmseg - INFO - Iter [112800/400000] lr: 3.750e-05, eta: 1 day, 1:56:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6464, loss: 0.1787 2023-03-02 22:03:47,809 - mmseg - INFO - Iter [112850/400000] lr: 3.750e-05, eta: 1 day, 1:56:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.4867, loss: 0.1835 2023-03-02 22:04:01,105 - mmseg - INFO - Iter [112900/400000] lr: 3.750e-05, eta: 1 day, 1:55:40, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1881, decode.acc_seg: 92.3002, loss: 0.1881 2023-03-02 22:04:17,183 - mmseg - INFO - Iter [112950/400000] lr: 3.750e-05, eta: 1 day, 1:55:24, time: 0.322, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.8238, loss: 0.1761 2023-03-02 22:04:30,430 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:04:30,430 - mmseg - INFO - Iter [113000/400000] lr: 3.750e-05, eta: 1 day, 1:55:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 92.8176, loss: 0.1679 2023-03-02 22:04:43,650 - mmseg - INFO - Iter [113050/400000] lr: 3.750e-05, eta: 1 day, 1:54:36, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.4470, loss: 0.1864 2023-03-02 22:04:56,904 - mmseg - INFO - Iter [113100/400000] lr: 3.750e-05, eta: 1 day, 1:54:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1863, decode.acc_seg: 92.4371, loss: 0.1863 2023-03-02 22:05:10,320 - mmseg - INFO - Iter [113150/400000] lr: 3.750e-05, eta: 1 day, 1:53:48, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.3813, loss: 0.1855 2023-03-02 22:05:23,639 - mmseg - INFO - Iter [113200/400000] lr: 3.750e-05, eta: 1 day, 1:53:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.5845, loss: 0.1759 2023-03-02 22:05:36,889 - mmseg - INFO - Iter [113250/400000] lr: 3.750e-05, eta: 1 day, 1:53:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.4658, loss: 0.1827 2023-03-02 22:05:50,129 - mmseg - INFO - Iter [113300/400000] lr: 3.750e-05, eta: 1 day, 1:52:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.6046, loss: 0.1824 2023-03-02 22:06:03,437 - mmseg - INFO - Iter [113350/400000] lr: 3.750e-05, eta: 1 day, 1:52:13, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.6682, loss: 0.1775 2023-03-02 22:06:16,656 - mmseg - INFO - Iter [113400/400000] lr: 3.750e-05, eta: 1 day, 1:51:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.5966, loss: 0.1799 2023-03-02 22:06:30,040 - mmseg - INFO - Iter [113450/400000] lr: 3.750e-05, eta: 1 day, 1:51:26, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.6278, loss: 0.1781 2023-03-02 22:06:43,354 - mmseg - INFO - Iter [113500/400000] lr: 3.750e-05, eta: 1 day, 1:51:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5344, loss: 0.1814 2023-03-02 22:06:56,741 - mmseg - INFO - Iter [113550/400000] lr: 3.750e-05, eta: 1 day, 1:50:39, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.5573, loss: 0.1777 2023-03-02 22:07:12,409 - mmseg - INFO - Iter [113600/400000] lr: 3.750e-05, eta: 1 day, 1:50:21, time: 0.313, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5551, loss: 0.1818 2023-03-02 22:07:25,644 - mmseg - INFO - Iter [113650/400000] lr: 3.750e-05, eta: 1 day, 1:49:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.6312, loss: 0.1775 2023-03-02 22:07:38,895 - mmseg - INFO - Iter [113700/400000] lr: 3.750e-05, eta: 1 day, 1:49:34, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1917, decode.acc_seg: 92.3356, loss: 0.1917 2023-03-02 22:07:52,444 - mmseg - INFO - Iter [113750/400000] lr: 3.750e-05, eta: 1 day, 1:49:11, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5576, loss: 0.1822 2023-03-02 22:08:05,669 - mmseg - INFO - Iter [113800/400000] lr: 3.750e-05, eta: 1 day, 1:48:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.3664, loss: 0.1848 2023-03-02 22:08:18,902 - mmseg - INFO - Iter [113850/400000] lr: 3.750e-05, eta: 1 day, 1:48:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.6040, loss: 0.1824 2023-03-02 22:08:32,200 - mmseg - INFO - Iter [113900/400000] lr: 3.750e-05, eta: 1 day, 1:48:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.5266, loss: 0.1842 2023-03-02 22:08:45,553 - mmseg - INFO - Iter [113950/400000] lr: 3.750e-05, eta: 1 day, 1:47:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.6058, loss: 0.1762 2023-03-02 22:08:58,902 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:08:58,902 - mmseg - INFO - Iter [114000/400000] lr: 3.750e-05, eta: 1 day, 1:47:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5253, loss: 0.1811 2023-03-02 22:09:12,200 - mmseg - INFO - Iter [114050/400000] lr: 3.750e-05, eta: 1 day, 1:46:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.4339, loss: 0.1844 2023-03-02 22:09:25,606 - mmseg - INFO - Iter [114100/400000] lr: 3.750e-05, eta: 1 day, 1:46:26, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1817, decode.acc_seg: 92.5938, loss: 0.1817 2023-03-02 22:09:38,826 - mmseg - INFO - Iter [114150/400000] lr: 3.750e-05, eta: 1 day, 1:46:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.4004, loss: 0.1868 2023-03-02 22:09:52,069 - mmseg - INFO - Iter [114200/400000] lr: 3.750e-05, eta: 1 day, 1:45:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8432, loss: 0.1739 2023-03-02 22:10:07,917 - mmseg - INFO - Iter [114250/400000] lr: 3.750e-05, eta: 1 day, 1:45:21, time: 0.317, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.5230, loss: 0.1832 2023-03-02 22:10:21,151 - mmseg - INFO - Iter [114300/400000] lr: 3.750e-05, eta: 1 day, 1:44:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.6592, loss: 0.1814 2023-03-02 22:10:34,579 - mmseg - INFO - Iter [114350/400000] lr: 3.750e-05, eta: 1 day, 1:44:34, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.4006, loss: 0.1844 2023-03-02 22:10:47,809 - mmseg - INFO - Iter [114400/400000] lr: 3.750e-05, eta: 1 day, 1:44:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1918, decode.acc_seg: 92.2201, loss: 0.1918 2023-03-02 22:11:01,325 - mmseg - INFO - Iter [114450/400000] lr: 3.750e-05, eta: 1 day, 1:43:48, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.4988, loss: 0.1842 2023-03-02 22:11:14,776 - mmseg - INFO - Iter [114500/400000] lr: 3.750e-05, eta: 1 day, 1:43:24, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.6180, loss: 0.1778 2023-03-02 22:11:28,096 - mmseg - INFO - Iter [114550/400000] lr: 3.750e-05, eta: 1 day, 1:43:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1839, decode.acc_seg: 92.5540, loss: 0.1839 2023-03-02 22:11:41,381 - mmseg - INFO - Iter [114600/400000] lr: 3.750e-05, eta: 1 day, 1:42:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.4340, loss: 0.1813 2023-03-02 22:11:54,632 - mmseg - INFO - Iter [114650/400000] lr: 3.750e-05, eta: 1 day, 1:42:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.7182, loss: 0.1780 2023-03-02 22:12:07,922 - mmseg - INFO - Iter [114700/400000] lr: 3.750e-05, eta: 1 day, 1:41:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6279, loss: 0.1791 2023-03-02 22:12:21,306 - mmseg - INFO - Iter [114750/400000] lr: 3.750e-05, eta: 1 day, 1:41:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1820, decode.acc_seg: 92.4720, loss: 0.1820 2023-03-02 22:12:34,730 - mmseg - INFO - Iter [114800/400000] lr: 3.750e-05, eta: 1 day, 1:41:04, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.1156, loss: 0.1915 2023-03-02 22:12:50,427 - mmseg - INFO - Iter [114850/400000] lr: 3.750e-05, eta: 1 day, 1:40:46, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1803, decode.acc_seg: 92.5498, loss: 0.1803 2023-03-02 22:13:03,707 - mmseg - INFO - Iter [114900/400000] lr: 3.750e-05, eta: 1 day, 1:40:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.5349, loss: 0.1808 2023-03-02 22:13:17,029 - mmseg - INFO - Iter [114950/400000] lr: 3.750e-05, eta: 1 day, 1:40:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1838, decode.acc_seg: 92.2377, loss: 0.1838 2023-03-02 22:13:30,385 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:13:30,385 - mmseg - INFO - Iter [115000/400000] lr: 3.750e-05, eta: 1 day, 1:39:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1879, decode.acc_seg: 92.2924, loss: 0.1879 2023-03-02 22:13:43,624 - mmseg - INFO - Iter [115050/400000] lr: 3.750e-05, eta: 1 day, 1:39:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5760, loss: 0.1818 2023-03-02 22:13:56,885 - mmseg - INFO - Iter [115100/400000] lr: 3.750e-05, eta: 1 day, 1:38:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.4480, loss: 0.1813 2023-03-02 22:14:10,167 - mmseg - INFO - Iter [115150/400000] lr: 3.750e-05, eta: 1 day, 1:38:26, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.5013, loss: 0.1824 2023-03-02 22:14:23,456 - mmseg - INFO - Iter [115200/400000] lr: 3.750e-05, eta: 1 day, 1:38:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.3445, loss: 0.1901 2023-03-02 22:14:36,731 - mmseg - INFO - Iter [115250/400000] lr: 3.750e-05, eta: 1 day, 1:37:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.5672, loss: 0.1795 2023-03-02 22:14:50,133 - mmseg - INFO - Iter [115300/400000] lr: 3.750e-05, eta: 1 day, 1:37:16, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1831, decode.acc_seg: 92.5245, loss: 0.1831 2023-03-02 22:15:03,444 - mmseg - INFO - Iter [115350/400000] lr: 3.750e-05, eta: 1 day, 1:36:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1816, decode.acc_seg: 92.6255, loss: 0.1816 2023-03-02 22:15:16,790 - mmseg - INFO - Iter [115400/400000] lr: 3.750e-05, eta: 1 day, 1:36:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.5442, loss: 0.1808 2023-03-02 22:15:30,144 - mmseg - INFO - Iter [115450/400000] lr: 3.750e-05, eta: 1 day, 1:36:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1851, decode.acc_seg: 92.5813, loss: 0.1851 2023-03-02 22:15:45,975 - mmseg - INFO - Iter [115500/400000] lr: 3.750e-05, eta: 1 day, 1:35:49, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.6852, loss: 0.1763 2023-03-02 22:15:59,262 - mmseg - INFO - Iter [115550/400000] lr: 3.750e-05, eta: 1 day, 1:35:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.4427, loss: 0.1807 2023-03-02 22:16:12,438 - mmseg - INFO - Iter [115600/400000] lr: 3.750e-05, eta: 1 day, 1:35:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.6338, loss: 0.1783 2023-03-02 22:16:25,710 - mmseg - INFO - Iter [115650/400000] lr: 3.750e-05, eta: 1 day, 1:34:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.3586, loss: 0.1889 2023-03-02 22:16:39,009 - mmseg - INFO - Iter [115700/400000] lr: 3.750e-05, eta: 1 day, 1:34:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1831, decode.acc_seg: 92.4679, loss: 0.1831 2023-03-02 22:16:52,265 - mmseg - INFO - Iter [115750/400000] lr: 3.750e-05, eta: 1 day, 1:33:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.0696, loss: 0.1696 2023-03-02 22:17:05,548 - mmseg - INFO - Iter [115800/400000] lr: 3.750e-05, eta: 1 day, 1:33:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.5028, loss: 0.1855 2023-03-02 22:17:18,796 - mmseg - INFO - Iter [115850/400000] lr: 3.750e-05, eta: 1 day, 1:33:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6521, loss: 0.1791 2023-03-02 22:17:31,999 - mmseg - INFO - Iter [115900/400000] lr: 3.750e-05, eta: 1 day, 1:32:42, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1924, decode.acc_seg: 92.1446, loss: 0.1924 2023-03-02 22:17:45,400 - mmseg - INFO - Iter [115950/400000] lr: 3.750e-05, eta: 1 day, 1:32:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1879, decode.acc_seg: 92.5558, loss: 0.1879 2023-03-02 22:17:58,720 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:17:58,720 - mmseg - INFO - Iter [116000/400000] lr: 3.750e-05, eta: 1 day, 1:31:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.5416, loss: 0.1793 2023-03-02 22:18:12,086 - mmseg - INFO - Iter [116050/400000] lr: 3.750e-05, eta: 1 day, 1:31:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.4056, loss: 0.1885 2023-03-02 22:18:25,290 - mmseg - INFO - Iter [116100/400000] lr: 3.750e-05, eta: 1 day, 1:31:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.5442, loss: 0.1828 2023-03-02 22:18:41,252 - mmseg - INFO - Iter [116150/400000] lr: 3.750e-05, eta: 1 day, 1:30:52, time: 0.319, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.4659, loss: 0.1800 2023-03-02 22:18:54,575 - mmseg - INFO - Iter [116200/400000] lr: 3.750e-05, eta: 1 day, 1:30:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6750, loss: 0.1791 2023-03-02 22:19:07,864 - mmseg - INFO - Iter [116250/400000] lr: 3.750e-05, eta: 1 day, 1:30:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5341, loss: 0.1822 2023-03-02 22:19:21,128 - mmseg - INFO - Iter [116300/400000] lr: 3.750e-05, eta: 1 day, 1:29:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.4925, loss: 0.1813 2023-03-02 22:19:34,401 - mmseg - INFO - Iter [116350/400000] lr: 3.750e-05, eta: 1 day, 1:29:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1858, decode.acc_seg: 92.4254, loss: 0.1858 2023-03-02 22:19:47,728 - mmseg - INFO - Iter [116400/400000] lr: 3.750e-05, eta: 1 day, 1:28:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1863, decode.acc_seg: 92.4182, loss: 0.1863 2023-03-02 22:20:00,969 - mmseg - INFO - Iter [116450/400000] lr: 3.750e-05, eta: 1 day, 1:28:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.6310, loss: 0.1752 2023-03-02 22:20:14,351 - mmseg - INFO - Iter [116500/400000] lr: 3.750e-05, eta: 1 day, 1:28:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8661, loss: 0.1739 2023-03-02 22:20:27,677 - mmseg - INFO - Iter [116550/400000] lr: 3.750e-05, eta: 1 day, 1:27:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.5131, loss: 0.1813 2023-03-02 22:20:40,971 - mmseg - INFO - Iter [116600/400000] lr: 3.750e-05, eta: 1 day, 1:27:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7363, loss: 0.1763 2023-03-02 22:20:54,293 - mmseg - INFO - Iter [116650/400000] lr: 3.750e-05, eta: 1 day, 1:27:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.6406, loss: 0.1773 2023-03-02 22:21:07,511 - mmseg - INFO - Iter [116700/400000] lr: 3.750e-05, eta: 1 day, 1:26:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.4110, loss: 0.1824 2023-03-02 22:21:23,423 - mmseg - INFO - Iter [116750/400000] lr: 3.750e-05, eta: 1 day, 1:26:21, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.5934, loss: 0.1768 2023-03-02 22:21:36,754 - mmseg - INFO - Iter [116800/400000] lr: 3.750e-05, eta: 1 day, 1:25:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.6949, loss: 0.1776 2023-03-02 22:21:49,957 - mmseg - INFO - Iter [116850/400000] lr: 3.750e-05, eta: 1 day, 1:25:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.7410, loss: 0.1761 2023-03-02 22:22:03,251 - mmseg - INFO - Iter [116900/400000] lr: 3.750e-05, eta: 1 day, 1:25:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6866, loss: 0.1791 2023-03-02 22:22:16,594 - mmseg - INFO - Iter [116950/400000] lr: 3.750e-05, eta: 1 day, 1:24:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5049, loss: 0.1818 2023-03-02 22:22:29,849 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:22:29,849 - mmseg - INFO - Iter [117000/400000] lr: 3.750e-05, eta: 1 day, 1:24:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6219, loss: 0.1791 2023-03-02 22:22:43,134 - mmseg - INFO - Iter [117050/400000] lr: 3.750e-05, eta: 1 day, 1:24:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.6728, loss: 0.1807 2023-03-02 22:22:56,506 - mmseg - INFO - Iter [117100/400000] lr: 3.750e-05, eta: 1 day, 1:23:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1851, decode.acc_seg: 92.4983, loss: 0.1851 2023-03-02 22:23:09,798 - mmseg - INFO - Iter [117150/400000] lr: 3.750e-05, eta: 1 day, 1:23:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1856, decode.acc_seg: 92.3602, loss: 0.1856 2023-03-02 22:23:23,013 - mmseg - INFO - Iter [117200/400000] lr: 3.750e-05, eta: 1 day, 1:22:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1914, decode.acc_seg: 92.2077, loss: 0.1914 2023-03-02 22:23:36,230 - mmseg - INFO - Iter [117250/400000] lr: 3.750e-05, eta: 1 day, 1:22:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1873, decode.acc_seg: 92.3358, loss: 0.1873 2023-03-02 22:23:49,509 - mmseg - INFO - Iter [117300/400000] lr: 3.750e-05, eta: 1 day, 1:22:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.7218, loss: 0.1784 2023-03-02 22:24:02,768 - mmseg - INFO - Iter [117350/400000] lr: 3.750e-05, eta: 1 day, 1:21:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.5131, loss: 0.1821 2023-03-02 22:24:18,620 - mmseg - INFO - Iter [117400/400000] lr: 3.750e-05, eta: 1 day, 1:21:26, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.6479, loss: 0.1815 2023-03-02 22:24:32,121 - mmseg - INFO - Iter [117450/400000] lr: 3.750e-05, eta: 1 day, 1:21:04, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.4769, loss: 0.1868 2023-03-02 22:24:45,464 - mmseg - INFO - Iter [117500/400000] lr: 3.750e-05, eta: 1 day, 1:20:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.6898, loss: 0.1766 2023-03-02 22:24:58,757 - mmseg - INFO - Iter [117550/400000] lr: 3.750e-05, eta: 1 day, 1:20:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.3676, loss: 0.1823 2023-03-02 22:25:12,041 - mmseg - INFO - Iter [117600/400000] lr: 3.750e-05, eta: 1 day, 1:19:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.3379, loss: 0.1859 2023-03-02 22:25:25,447 - mmseg - INFO - Iter [117650/400000] lr: 3.750e-05, eta: 1 day, 1:19:32, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.5872, loss: 0.1795 2023-03-02 22:25:38,806 - mmseg - INFO - Iter [117700/400000] lr: 3.750e-05, eta: 1 day, 1:19:09, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.4993, loss: 0.1802 2023-03-02 22:25:52,111 - mmseg - INFO - Iter [117750/400000] lr: 3.750e-05, eta: 1 day, 1:18:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.8595, loss: 0.1704 2023-03-02 22:26:05,499 - mmseg - INFO - Iter [117800/400000] lr: 3.750e-05, eta: 1 day, 1:18:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1834, decode.acc_seg: 92.3219, loss: 0.1834 2023-03-02 22:26:18,902 - mmseg - INFO - Iter [117850/400000] lr: 3.750e-05, eta: 1 day, 1:18:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.6877, loss: 0.1798 2023-03-02 22:26:32,114 - mmseg - INFO - Iter [117900/400000] lr: 3.750e-05, eta: 1 day, 1:17:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8484, loss: 0.1752 2023-03-02 22:26:45,427 - mmseg - INFO - Iter [117950/400000] lr: 3.750e-05, eta: 1 day, 1:17:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1895, decode.acc_seg: 92.2035, loss: 0.1895 2023-03-02 22:27:01,186 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:27:01,187 - mmseg - INFO - Iter [118000/400000] lr: 3.750e-05, eta: 1 day, 1:16:58, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.3600, loss: 0.1878 2023-03-02 22:27:14,430 - mmseg - INFO - Iter [118050/400000] lr: 3.750e-05, eta: 1 day, 1:16:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.4555, loss: 0.1826 2023-03-02 22:27:27,705 - mmseg - INFO - Iter [118100/400000] lr: 3.750e-05, eta: 1 day, 1:16:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1852, decode.acc_seg: 92.5008, loss: 0.1852 2023-03-02 22:27:40,963 - mmseg - INFO - Iter [118150/400000] lr: 3.750e-05, eta: 1 day, 1:15:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.7763, loss: 0.1740 2023-03-02 22:27:54,255 - mmseg - INFO - Iter [118200/400000] lr: 3.750e-05, eta: 1 day, 1:15:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.6066, loss: 0.1828 2023-03-02 22:28:07,554 - mmseg - INFO - Iter [118250/400000] lr: 3.750e-05, eta: 1 day, 1:15:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.7041, loss: 0.1784 2023-03-02 22:28:20,912 - mmseg - INFO - Iter [118300/400000] lr: 3.750e-05, eta: 1 day, 1:14:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1879, decode.acc_seg: 92.3216, loss: 0.1879 2023-03-02 22:28:34,467 - mmseg - INFO - Iter [118350/400000] lr: 3.750e-05, eta: 1 day, 1:14:18, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.5892, loss: 0.1800 2023-03-02 22:28:47,690 - mmseg - INFO - Iter [118400/400000] lr: 3.750e-05, eta: 1 day, 1:13:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.6276, loss: 0.1771 2023-03-02 22:29:00,919 - mmseg - INFO - Iter [118450/400000] lr: 3.750e-05, eta: 1 day, 1:13:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.8912, loss: 0.1759 2023-03-02 22:29:14,186 - mmseg - INFO - Iter [118500/400000] lr: 3.750e-05, eta: 1 day, 1:13:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.4764, loss: 0.1844 2023-03-02 22:29:27,651 - mmseg - INFO - Iter [118550/400000] lr: 3.750e-05, eta: 1 day, 1:12:47, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.4645, loss: 0.1842 2023-03-02 22:29:41,076 - mmseg - INFO - Iter [118600/400000] lr: 3.750e-05, eta: 1 day, 1:12:24, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.8078, loss: 0.1751 2023-03-02 22:29:56,805 - mmseg - INFO - Iter [118650/400000] lr: 3.750e-05, eta: 1 day, 1:12:07, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8092, loss: 0.1752 2023-03-02 22:30:10,101 - mmseg - INFO - Iter [118700/400000] lr: 3.750e-05, eta: 1 day, 1:11:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5753, loss: 0.1827 2023-03-02 22:30:23,369 - mmseg - INFO - Iter [118750/400000] lr: 3.750e-05, eta: 1 day, 1:11:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1885, decode.acc_seg: 92.3425, loss: 0.1885 2023-03-02 22:30:36,637 - mmseg - INFO - Iter [118800/400000] lr: 3.750e-05, eta: 1 day, 1:10:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.6661, loss: 0.1830 2023-03-02 22:30:50,030 - mmseg - INFO - Iter [118850/400000] lr: 3.750e-05, eta: 1 day, 1:10:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.7163, loss: 0.1760 2023-03-02 22:31:03,486 - mmseg - INFO - Iter [118900/400000] lr: 3.750e-05, eta: 1 day, 1:10:13, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.8173, loss: 0.1745 2023-03-02 22:31:16,784 - mmseg - INFO - Iter [118950/400000] lr: 3.750e-05, eta: 1 day, 1:09:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.7600, loss: 0.1795 2023-03-02 22:31:30,038 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:31:30,038 - mmseg - INFO - Iter [119000/400000] lr: 3.750e-05, eta: 1 day, 1:09:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.6766, loss: 0.1768 2023-03-02 22:31:43,339 - mmseg - INFO - Iter [119050/400000] lr: 3.750e-05, eta: 1 day, 1:09:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1851, decode.acc_seg: 92.3280, loss: 0.1851 2023-03-02 22:31:56,686 - mmseg - INFO - Iter [119100/400000] lr: 3.750e-05, eta: 1 day, 1:08:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1812, decode.acc_seg: 92.4125, loss: 0.1812 2023-03-02 22:32:10,067 - mmseg - INFO - Iter [119150/400000] lr: 3.750e-05, eta: 1 day, 1:08:20, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1772, decode.acc_seg: 92.6592, loss: 0.1772 2023-03-02 22:32:23,353 - mmseg - INFO - Iter [119200/400000] lr: 3.750e-05, eta: 1 day, 1:07:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.7540, loss: 0.1760 2023-03-02 22:32:36,625 - mmseg - INFO - Iter [119250/400000] lr: 3.750e-05, eta: 1 day, 1:07:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.8192, loss: 0.1751 2023-03-02 22:32:52,677 - mmseg - INFO - Iter [119300/400000] lr: 3.750e-05, eta: 1 day, 1:07:18, time: 0.321, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5146, loss: 0.1811 2023-03-02 22:33:06,070 - mmseg - INFO - Iter [119350/400000] lr: 3.750e-05, eta: 1 day, 1:06:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.7014, loss: 0.1785 2023-03-02 22:33:19,306 - mmseg - INFO - Iter [119400/400000] lr: 3.750e-05, eta: 1 day, 1:06:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.6351, loss: 0.1769 2023-03-02 22:33:32,532 - mmseg - INFO - Iter [119450/400000] lr: 3.750e-05, eta: 1 day, 1:06:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5686, loss: 0.1822 2023-03-02 22:33:45,880 - mmseg - INFO - Iter [119500/400000] lr: 3.750e-05, eta: 1 day, 1:05:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.6992, loss: 0.1752 2023-03-02 22:33:59,224 - mmseg - INFO - Iter [119550/400000] lr: 3.750e-05, eta: 1 day, 1:05:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.5375, loss: 0.1829 2023-03-02 22:34:12,613 - mmseg - INFO - Iter [119600/400000] lr: 3.750e-05, eta: 1 day, 1:05:02, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1893, decode.acc_seg: 92.5214, loss: 0.1893 2023-03-02 22:34:25,857 - mmseg - INFO - Iter [119650/400000] lr: 3.750e-05, eta: 1 day, 1:04:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1843, decode.acc_seg: 92.2458, loss: 0.1843 2023-03-02 22:34:39,104 - mmseg - INFO - Iter [119700/400000] lr: 3.750e-05, eta: 1 day, 1:04:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.4588, loss: 0.1842 2023-03-02 22:34:52,368 - mmseg - INFO - Iter [119750/400000] lr: 3.750e-05, eta: 1 day, 1:03:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.5269, loss: 0.1824 2023-03-02 22:35:05,662 - mmseg - INFO - Iter [119800/400000] lr: 3.750e-05, eta: 1 day, 1:03:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.6814, loss: 0.1769 2023-03-02 22:35:18,922 - mmseg - INFO - Iter [119850/400000] lr: 3.750e-05, eta: 1 day, 1:03:08, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.6381, loss: 0.1801 2023-03-02 22:35:34,652 - mmseg - INFO - Iter [119900/400000] lr: 3.750e-05, eta: 1 day, 1:02:51, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.7026, loss: 0.1782 2023-03-02 22:35:47,910 - mmseg - INFO - Iter [119950/400000] lr: 3.750e-05, eta: 1 day, 1:02:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.3855, loss: 0.1847 2023-03-02 22:36:01,212 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:36:01,212 - mmseg - INFO - Iter [120000/400000] lr: 3.750e-05, eta: 1 day, 1:02:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.5079, loss: 0.1791 2023-03-02 22:36:14,578 - mmseg - INFO - Iter [120050/400000] lr: 3.750e-05, eta: 1 day, 1:01:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.6498, loss: 0.1827 2023-03-02 22:36:27,839 - mmseg - INFO - Iter [120100/400000] lr: 3.750e-05, eta: 1 day, 1:01:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6240, loss: 0.1791 2023-03-02 22:36:41,066 - mmseg - INFO - Iter [120150/400000] lr: 3.750e-05, eta: 1 day, 1:00:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.7832, loss: 0.1743 2023-03-02 22:36:54,416 - mmseg - INFO 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2023-03-02 22:38:01,174 - mmseg - INFO - Iter [120450/400000] lr: 3.750e-05, eta: 1 day, 0:58:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.4306, loss: 0.1864 2023-03-02 22:38:14,424 - mmseg - INFO - Iter [120500/400000] lr: 3.750e-05, eta: 1 day, 0:58:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.4932, loss: 0.1785 2023-03-02 22:38:30,212 - mmseg - INFO - Iter [120550/400000] lr: 3.750e-05, eta: 1 day, 0:58:04, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.5077, loss: 0.1877 2023-03-02 22:38:43,399 - mmseg - INFO - Iter [120600/400000] lr: 3.750e-05, eta: 1 day, 0:57:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.2701, loss: 0.1871 2023-03-02 22:38:56,786 - mmseg - INFO - Iter [120650/400000] lr: 3.750e-05, eta: 1 day, 0:57:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.5642, loss: 0.1787 2023-03-02 22:39:10,335 - mmseg - INFO - Iter [120700/400000] lr: 3.750e-05, eta: 1 day, 0:56:57, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5388, loss: 0.1814 2023-03-02 22:39:23,817 - mmseg - INFO - Iter [120750/400000] lr: 3.750e-05, eta: 1 day, 0:56:35, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.4316, loss: 0.1815 2023-03-02 22:39:37,297 - mmseg - INFO - Iter [120800/400000] lr: 3.750e-05, eta: 1 day, 0:56:13, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.6743, loss: 0.1790 2023-03-02 22:39:50,638 - mmseg - INFO - Iter [120850/400000] lr: 3.750e-05, eta: 1 day, 0:55:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.5634, loss: 0.1807 2023-03-02 22:40:04,178 - mmseg - INFO - Iter [120900/400000] lr: 3.750e-05, eta: 1 day, 0:55:28, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1837, decode.acc_seg: 92.2913, loss: 0.1837 2023-03-02 22:40:17,511 - mmseg - INFO - Iter [120950/400000] lr: 3.750e-05, eta: 1 day, 0:55:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.7351, loss: 0.1764 2023-03-02 22:40:30,754 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:40:30,754 - mmseg - INFO - Iter [121000/400000] lr: 3.750e-05, eta: 1 day, 0:54:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.4478, loss: 0.1821 2023-03-02 22:40:44,006 - mmseg - INFO - Iter [121050/400000] lr: 3.750e-05, eta: 1 day, 0:54:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.6498, loss: 0.1777 2023-03-02 22:40:57,272 - mmseg - INFO - Iter [121100/400000] lr: 3.750e-05, eta: 1 day, 0:53:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1884, decode.acc_seg: 92.3367, loss: 0.1884 2023-03-02 22:41:10,543 - mmseg - INFO - Iter [121150/400000] lr: 3.750e-05, eta: 1 day, 0:53:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.5862, loss: 0.1797 2023-03-02 22:41:26,327 - mmseg - INFO - Iter [121200/400000] lr: 3.750e-05, eta: 1 day, 0:53:19, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.6350, loss: 0.1805 2023-03-02 22:41:39,883 - mmseg - INFO - Iter [121250/400000] lr: 3.750e-05, eta: 1 day, 0:52:57, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.5151, loss: 0.1829 2023-03-02 22:41:53,224 - mmseg - INFO - Iter [121300/400000] lr: 3.750e-05, eta: 1 day, 0:52:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.5623, loss: 0.1808 2023-03-02 22:42:06,486 - mmseg - INFO - Iter [121350/400000] lr: 3.750e-05, eta: 1 day, 0:52:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.6604, loss: 0.1800 2023-03-02 22:42:19,964 - mmseg - INFO - Iter [121400/400000] lr: 3.750e-05, eta: 1 day, 0:51:50, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1938, decode.acc_seg: 92.0788, loss: 0.1938 2023-03-02 22:42:33,247 - mmseg - INFO - Iter [121450/400000] lr: 3.750e-05, eta: 1 day, 0:51:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.7214, loss: 0.1804 2023-03-02 22:42:46,508 - mmseg - INFO - Iter [121500/400000] lr: 3.750e-05, eta: 1 day, 0:51:06, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.4345, loss: 0.1825 2023-03-02 22:42:59,819 - mmseg - INFO - Iter [121550/400000] lr: 3.750e-05, eta: 1 day, 0:50:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1816, decode.acc_seg: 92.4734, loss: 0.1816 2023-03-02 22:43:13,190 - mmseg - INFO - Iter [121600/400000] lr: 3.750e-05, eta: 1 day, 0:50:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.7022, loss: 0.1744 2023-03-02 22:43:26,517 - mmseg - INFO - Iter [121650/400000] lr: 3.750e-05, eta: 1 day, 0:49:59, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1849, decode.acc_seg: 92.4961, loss: 0.1849 2023-03-02 22:43:39,873 - mmseg - INFO - Iter [121700/400000] lr: 3.750e-05, eta: 1 day, 0:49:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.6489, loss: 0.1752 2023-03-02 22:43:53,125 - mmseg - INFO - Iter [121750/400000] lr: 3.750e-05, eta: 1 day, 0:49:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1838, decode.acc_seg: 92.5295, loss: 0.1838 2023-03-02 22:44:09,054 - mmseg - INFO - Iter [121800/400000] lr: 3.750e-05, eta: 1 day, 0:48:58, time: 0.319, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8204, loss: 0.1736 2023-03-02 22:44:22,296 - mmseg - INFO - Iter [121850/400000] lr: 3.750e-05, eta: 1 day, 0:48:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.7476, loss: 0.1767 2023-03-02 22:44:35,563 - mmseg - INFO - Iter [121900/400000] lr: 3.750e-05, eta: 1 day, 0:48:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.5311, loss: 0.1782 2023-03-02 22:44:48,818 - mmseg - INFO - Iter [121950/400000] lr: 3.750e-05, eta: 1 day, 0:47:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.7453, loss: 0.1736 2023-03-02 22:45:02,047 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:45:02,047 - mmseg - INFO - Iter [122000/400000] lr: 3.750e-05, eta: 1 day, 0:47:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.7946, loss: 0.1738 2023-03-02 22:45:15,362 - mmseg - INFO 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2023-03-02 22:46:22,338 - mmseg - INFO - Iter [122300/400000] lr: 3.750e-05, eta: 1 day, 0:45:15, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.3250, loss: 0.1901 2023-03-02 22:46:35,636 - mmseg - INFO - Iter [122350/400000] lr: 3.750e-05, eta: 1 day, 0:44:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.7660, loss: 0.1742 2023-03-02 22:46:48,911 - mmseg - INFO - Iter [122400/400000] lr: 3.750e-05, eta: 1 day, 0:44:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1863, decode.acc_seg: 92.4590, loss: 0.1863 2023-03-02 22:47:04,730 - mmseg - INFO - Iter [122450/400000] lr: 3.750e-05, eta: 1 day, 0:44:14, time: 0.316, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1910, decode.acc_seg: 92.3045, loss: 0.1910 2023-03-02 22:47:17,973 - mmseg - INFO - Iter [122500/400000] lr: 3.750e-05, eta: 1 day, 0:43:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.7759, loss: 0.1748 2023-03-02 22:47:31,396 - mmseg - INFO - Iter [122550/400000] lr: 3.750e-05, eta: 1 day, 0:43:30, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.4482, loss: 0.1813 2023-03-02 22:47:44,704 - mmseg - INFO - Iter [122600/400000] lr: 3.750e-05, eta: 1 day, 0:43:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1754, decode.acc_seg: 92.7354, loss: 0.1754 2023-03-02 22:47:57,908 - mmseg - INFO - Iter [122650/400000] lr: 3.750e-05, eta: 1 day, 0:42:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6686, loss: 0.1795 2023-03-02 22:48:11,347 - mmseg - INFO - Iter [122700/400000] lr: 3.750e-05, eta: 1 day, 0:42:23, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.5680, loss: 0.1825 2023-03-02 22:48:24,680 - mmseg - INFO - Iter [122750/400000] lr: 3.750e-05, eta: 1 day, 0:42:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.4897, loss: 0.1836 2023-03-02 22:48:38,242 - mmseg - INFO - Iter [122800/400000] lr: 3.750e-05, eta: 1 day, 0:41:39, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.5280, loss: 0.1813 2023-03-02 22:48:51,580 - mmseg - INFO - Iter [122850/400000] lr: 3.750e-05, eta: 1 day, 0:41:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.3946, loss: 0.1847 2023-03-02 22:49:04,882 - mmseg - INFO - Iter [122900/400000] lr: 3.750e-05, eta: 1 day, 0:40:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.5395, loss: 0.1813 2023-03-02 22:49:18,179 - mmseg - INFO - Iter [122950/400000] lr: 3.750e-05, eta: 1 day, 0:40:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.6006, loss: 0.1825 2023-03-02 22:49:31,575 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:49:31,575 - mmseg - INFO - Iter [123000/400000] lr: 3.750e-05, eta: 1 day, 0:40:11, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.5795, loss: 0.1799 2023-03-02 22:49:47,269 - mmseg - INFO - Iter [123050/400000] lr: 3.750e-05, eta: 1 day, 0:39:54, time: 0.314, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.6870, loss: 0.1804 2023-03-02 22:50:00,512 - mmseg - INFO - Iter [123100/400000] lr: 3.750e-05, eta: 1 day, 0:39:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.4475, loss: 0.1829 2023-03-02 22:50:13,732 - mmseg - INFO - Iter [123150/400000] lr: 3.750e-05, eta: 1 day, 0:39:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.8417, loss: 0.1722 2023-03-02 22:50:26,996 - mmseg - INFO - Iter [123200/400000] lr: 3.750e-05, eta: 1 day, 0:38:47, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.5588, loss: 0.1866 2023-03-02 22:50:40,256 - mmseg - INFO - Iter [123250/400000] lr: 3.750e-05, eta: 1 day, 0:38:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.4873, loss: 0.1822 2023-03-02 22:50:53,522 - mmseg - INFO - Iter [123300/400000] lr: 3.750e-05, eta: 1 day, 0:38:03, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5595, loss: 0.1827 2023-03-02 22:51:06,819 - mmseg - INFO - Iter [123350/400000] lr: 3.750e-05, eta: 1 day, 0:37:40, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.6363, loss: 0.1788 2023-03-02 22:51:20,146 - mmseg - INFO - Iter [123400/400000] lr: 3.750e-05, eta: 1 day, 0:37:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.4931, loss: 0.1846 2023-03-02 22:51:33,522 - mmseg - INFO - Iter [123450/400000] lr: 3.750e-05, eta: 1 day, 0:36:56, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.5914, loss: 0.1821 2023-03-02 22:51:46,758 - mmseg - INFO - Iter [123500/400000] lr: 3.750e-05, eta: 1 day, 0:36:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.3996, loss: 0.1874 2023-03-02 22:51:59,981 - mmseg - INFO - Iter [123550/400000] lr: 3.750e-05, eta: 1 day, 0:36:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6430, loss: 0.1787 2023-03-02 22:52:13,182 - mmseg - INFO - Iter [123600/400000] lr: 3.750e-05, eta: 1 day, 0:35:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.4991, loss: 0.1819 2023-03-02 22:52:26,719 - mmseg - INFO - Iter [123650/400000] lr: 3.750e-05, eta: 1 day, 0:35:28, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.4289, loss: 0.1835 2023-03-02 22:52:42,513 - mmseg - INFO - Iter [123700/400000] lr: 3.750e-05, eta: 1 day, 0:35:11, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.6723, loss: 0.1775 2023-03-02 22:52:56,099 - mmseg - INFO - Iter [123750/400000] lr: 3.750e-05, eta: 1 day, 0:34:50, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.6817, loss: 0.1781 2023-03-02 22:53:09,406 - mmseg - INFO - Iter [123800/400000] lr: 3.750e-05, eta: 1 day, 0:34:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.6842, loss: 0.1794 2023-03-02 22:53:22,666 - mmseg - INFO - Iter [123850/400000] lr: 3.750e-05, eta: 1 day, 0:34:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1849, decode.acc_seg: 92.5030, loss: 0.1849 2023-03-02 22:53:36,240 - mmseg - INFO - Iter [123900/400000] lr: 3.750e-05, eta: 1 day, 0:33:44, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.5831, loss: 0.1809 2023-03-02 22:53:49,555 - mmseg - INFO - Iter [123950/400000] lr: 3.750e-05, eta: 1 day, 0:33:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6607, loss: 0.1791 2023-03-02 22:54:02,870 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:54:02,870 - mmseg - INFO - Iter [124000/400000] lr: 3.750e-05, eta: 1 day, 0:33:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.5405, loss: 0.1788 2023-03-02 22:54:16,104 - mmseg - INFO - Iter [124050/400000] lr: 3.750e-05, eta: 1 day, 0:32:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.6008, loss: 0.1810 2023-03-02 22:54:29,340 - mmseg - INFO - Iter [124100/400000] lr: 3.750e-05, eta: 1 day, 0:32:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.6141, loss: 0.1824 2023-03-02 22:54:42,578 - mmseg - INFO - Iter [124150/400000] lr: 3.750e-05, eta: 1 day, 0:31:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.6652, loss: 0.1747 2023-03-02 22:54:56,020 - mmseg - INFO - Iter [124200/400000] lr: 3.750e-05, eta: 1 day, 0:31:32, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.6282, loss: 0.1760 2023-03-02 22:55:09,250 - mmseg - INFO - Iter [124250/400000] lr: 3.750e-05, eta: 1 day, 0:31:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7344, loss: 0.1763 2023-03-02 22:55:22,481 - mmseg - INFO - Iter [124300/400000] lr: 3.750e-05, eta: 1 day, 0:30:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.5457, loss: 0.1781 2023-03-02 22:55:38,272 - mmseg - INFO - Iter [124350/400000] lr: 3.750e-05, eta: 1 day, 0:30:31, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5895, loss: 0.1814 2023-03-02 22:55:51,628 - mmseg - INFO - Iter [124400/400000] lr: 3.750e-05, eta: 1 day, 0:30:09, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 92.9327, loss: 0.1712 2023-03-02 22:56:04,951 - mmseg - INFO - Iter [124450/400000] lr: 3.750e-05, eta: 1 day, 0:29:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.4935, loss: 0.1832 2023-03-02 22:56:18,248 - mmseg - INFO - Iter [124500/400000] lr: 3.750e-05, eta: 1 day, 0:29:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.5142, loss: 0.1794 2023-03-02 22:56:31,610 - mmseg - INFO - Iter [124550/400000] lr: 3.750e-05, eta: 1 day, 0:29:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.6464, loss: 0.1811 2023-03-02 22:56:44,849 - mmseg - INFO - Iter [124600/400000] lr: 3.750e-05, eta: 1 day, 0:28:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.3841, loss: 0.1864 2023-03-02 22:56:58,144 - mmseg - INFO - Iter [124650/400000] lr: 3.750e-05, eta: 1 day, 0:28:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.6971, loss: 0.1769 2023-03-02 22:57:11,483 - mmseg - INFO - Iter [124700/400000] lr: 3.750e-05, eta: 1 day, 0:27:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.5822, loss: 0.1796 2023-03-02 22:57:24,926 - mmseg - INFO - Iter [124750/400000] lr: 3.750e-05, eta: 1 day, 0:27:36, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.4698, loss: 0.1824 2023-03-02 22:57:38,237 - mmseg - INFO - Iter [124800/400000] lr: 3.750e-05, eta: 1 day, 0:27:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.4883, loss: 0.1825 2023-03-02 22:57:51,522 - mmseg - INFO - Iter [124850/400000] lr: 3.750e-05, eta: 1 day, 0:26:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7262, loss: 0.1753 2023-03-02 22:58:04,789 - mmseg - INFO - Iter [124900/400000] lr: 3.750e-05, eta: 1 day, 0:26:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.8155, loss: 0.1759 2023-03-02 22:58:20,954 - mmseg - INFO - Iter [124950/400000] lr: 3.750e-05, eta: 1 day, 0:26:15, time: 0.324, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.8143, loss: 0.1770 2023-03-02 22:58:34,272 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 22:58:34,273 - mmseg - INFO - Iter [125000/400000] lr: 3.750e-05, eta: 1 day, 0:25:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.7441, loss: 0.1740 2023-03-02 22:58:47,718 - mmseg - INFO - Iter [125050/400000] lr: 3.750e-05, eta: 1 day, 0:25:31, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.8220, loss: 0.1742 2023-03-02 22:59:01,102 - mmseg - INFO - Iter [125100/400000] lr: 3.750e-05, eta: 1 day, 0:25:09, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.7158, loss: 0.1775 2023-03-02 22:59:14,306 - mmseg - INFO - Iter [125150/400000] lr: 3.750e-05, eta: 1 day, 0:24:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.5029, loss: 0.1829 2023-03-02 22:59:27,563 - mmseg - INFO - Iter [125200/400000] lr: 3.750e-05, eta: 1 day, 0:24:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.6563, loss: 0.1818 2023-03-02 22:59:41,047 - mmseg - INFO - Iter [125250/400000] lr: 3.750e-05, eta: 1 day, 0:24:04, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.6524, loss: 0.1794 2023-03-02 22:59:54,289 - mmseg - INFO - Iter [125300/400000] lr: 3.750e-05, eta: 1 day, 0:23:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.5854, loss: 0.1806 2023-03-02 23:00:07,812 - mmseg - INFO - Iter [125350/400000] lr: 3.750e-05, eta: 1 day, 0:23:20, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6586, loss: 0.1791 2023-03-02 23:00:21,039 - mmseg - INFO - Iter [125400/400000] lr: 3.750e-05, eta: 1 day, 0:22:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.6238, loss: 0.1814 2023-03-02 23:00:34,437 - mmseg - INFO - Iter [125450/400000] lr: 3.750e-05, eta: 1 day, 0:22:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.7269, loss: 0.1782 2023-03-02 23:00:47,774 - mmseg - INFO - Iter [125500/400000] lr: 3.750e-05, eta: 1 day, 0:22:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.4805, loss: 0.1805 2023-03-02 23:01:01,017 - mmseg - INFO - Iter [125550/400000] lr: 3.750e-05, eta: 1 day, 0:21:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.7608, loss: 0.1778 2023-03-02 23:01:16,967 - mmseg - INFO - Iter [125600/400000] lr: 3.750e-05, eta: 1 day, 0:21:37, time: 0.319, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.0802, loss: 0.1696 2023-03-02 23:01:30,375 - mmseg - INFO - Iter [125650/400000] lr: 3.750e-05, eta: 1 day, 0:21:15, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.7683, loss: 0.1766 2023-03-02 23:01:43,690 - mmseg - INFO - Iter [125700/400000] lr: 3.750e-05, eta: 1 day, 0:20:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.8647, loss: 0.1743 2023-03-02 23:01:57,007 - mmseg - INFO - Iter [125750/400000] lr: 3.750e-05, eta: 1 day, 0:20:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.5180, loss: 0.1787 2023-03-02 23:02:10,396 - mmseg - INFO - Iter [125800/400000] lr: 3.750e-05, eta: 1 day, 0:20:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.7118, loss: 0.1810 2023-03-02 23:02:23,635 - mmseg - INFO - Iter [125850/400000] lr: 3.750e-05, eta: 1 day, 0:19:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5884, loss: 0.1811 2023-03-02 23:02:36,897 - mmseg - INFO - Iter [125900/400000] lr: 3.750e-05, eta: 1 day, 0:19:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.5977, loss: 0.1830 2023-03-02 23:02:50,314 - mmseg - INFO - Iter [125950/400000] lr: 3.750e-05, eta: 1 day, 0:19:05, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5199, loss: 0.1819 2023-03-02 23:03:03,677 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:03:03,678 - mmseg - INFO - Iter [126000/400000] lr: 3.750e-05, eta: 1 day, 0:18:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8556, loss: 0.1732 2023-03-02 23:03:17,205 - mmseg - INFO - Iter [126050/400000] lr: 3.750e-05, eta: 1 day, 0:18:22, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1852, decode.acc_seg: 92.3971, loss: 0.1852 2023-03-02 23:03:30,558 - mmseg - INFO - Iter [126100/400000] lr: 3.750e-05, eta: 1 day, 0:18:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.6184, loss: 0.1790 2023-03-02 23:03:43,868 - mmseg - INFO - Iter [126150/400000] lr: 3.750e-05, eta: 1 day, 0:17:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.3479, loss: 0.1857 2023-03-02 23:03:57,299 - mmseg - INFO - Iter [126200/400000] lr: 3.750e-05, eta: 1 day, 0:17:17, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1839, decode.acc_seg: 92.4985, loss: 0.1839 2023-03-02 23:04:13,075 - mmseg - INFO - Iter [126250/400000] lr: 3.750e-05, eta: 1 day, 0:17:01, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.4473, loss: 0.1800 2023-03-02 23:04:26,633 - mmseg - INFO - Iter [126300/400000] lr: 3.750e-05, eta: 1 day, 0:16:39, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.2326, loss: 0.1902 2023-03-02 23:04:39,858 - mmseg - INFO - Iter [126350/400000] lr: 3.750e-05, eta: 1 day, 0:16:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.6187, loss: 0.1796 2023-03-02 23:04:53,163 - mmseg - INFO - Iter [126400/400000] lr: 3.750e-05, eta: 1 day, 0:15:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.6559, loss: 0.1796 2023-03-02 23:05:06,490 - mmseg - INFO - Iter [126450/400000] lr: 3.750e-05, eta: 1 day, 0:15:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1892, decode.acc_seg: 92.3457, loss: 0.1892 2023-03-02 23:05:19,734 - mmseg - INFO - Iter [126500/400000] lr: 3.750e-05, eta: 1 day, 0:15:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.8171, loss: 0.1757 2023-03-02 23:05:33,099 - mmseg - INFO - Iter [126550/400000] lr: 3.750e-05, eta: 1 day, 0:14:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5457, loss: 0.1823 2023-03-02 23:05:46,443 - mmseg - INFO - Iter [126600/400000] lr: 3.750e-05, eta: 1 day, 0:14:29, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.7074, loss: 0.1759 2023-03-02 23:05:59,761 - mmseg - INFO - Iter [126650/400000] lr: 3.750e-05, eta: 1 day, 0:14:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5439, loss: 0.1814 2023-03-02 23:06:12,988 - mmseg - INFO - Iter [126700/400000] lr: 3.750e-05, eta: 1 day, 0:13:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7224, loss: 0.1769 2023-03-02 23:06:26,276 - mmseg - INFO - Iter [126750/400000] lr: 3.750e-05, eta: 1 day, 0:13:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1880, decode.acc_seg: 92.2359, loss: 0.1880 2023-03-02 23:06:39,855 - mmseg - INFO - Iter [126800/400000] lr: 3.750e-05, eta: 1 day, 0:13:03, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7374, loss: 0.1763 2023-03-02 23:06:55,691 - mmseg - INFO - Iter [126850/400000] lr: 3.750e-05, eta: 1 day, 0:12:47, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7559, loss: 0.1765 2023-03-02 23:07:09,017 - mmseg - INFO - Iter [126900/400000] lr: 3.750e-05, eta: 1 day, 0:12:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5748, loss: 0.1818 2023-03-02 23:07:22,282 - mmseg - INFO - Iter [126950/400000] lr: 3.750e-05, eta: 1 day, 0:12:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.7491, loss: 0.1768 2023-03-02 23:07:35,646 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:07:35,647 - mmseg - INFO - Iter [127000/400000] lr: 3.750e-05, eta: 1 day, 0:11:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.6856, loss: 0.1779 2023-03-02 23:07:48,939 - mmseg - INFO - Iter [127050/400000] lr: 3.750e-05, eta: 1 day, 0:11:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.5113, loss: 0.1805 2023-03-02 23:08:02,281 - mmseg - INFO - Iter [127100/400000] lr: 3.750e-05, eta: 1 day, 0:10:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.8347, loss: 0.1775 2023-03-02 23:08:15,700 - mmseg - INFO - Iter [127150/400000] lr: 3.750e-05, eta: 1 day, 0:10:37, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.7330, loss: 0.1758 2023-03-02 23:08:28,945 - mmseg - INFO - Iter [127200/400000] lr: 3.750e-05, eta: 1 day, 0:10:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.6097, loss: 0.1811 2023-03-02 23:08:42,251 - mmseg - INFO - Iter [127250/400000] lr: 3.750e-05, eta: 1 day, 0:09:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.5644, loss: 0.1810 2023-03-02 23:08:55,727 - mmseg - INFO - Iter [127300/400000] lr: 3.750e-05, eta: 1 day, 0:09:32, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1893, decode.acc_seg: 92.2197, loss: 0.1893 2023-03-02 23:09:09,003 - mmseg - INFO - Iter [127350/400000] lr: 3.750e-05, eta: 1 day, 0:09:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.7679, loss: 0.1743 2023-03-02 23:09:22,266 - mmseg - INFO - Iter [127400/400000] lr: 3.750e-05, eta: 1 day, 0:08:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.6812, loss: 0.1781 2023-03-02 23:09:35,889 - mmseg - INFO - Iter [127450/400000] lr: 3.750e-05, eta: 1 day, 0:08:28, time: 0.272, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.4980, loss: 0.1821 2023-03-02 23:09:51,828 - mmseg - INFO - Iter [127500/400000] lr: 3.750e-05, eta: 1 day, 0:08:12, time: 0.319, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.7120, loss: 0.1756 2023-03-02 23:10:05,156 - mmseg - INFO - Iter [127550/400000] lr: 3.750e-05, eta: 1 day, 0:07:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9177, loss: 0.1721 2023-03-02 23:10:18,433 - mmseg - INFO - Iter [127600/400000] lr: 3.750e-05, eta: 1 day, 0:07:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.7140, loss: 0.1792 2023-03-02 23:10:31,652 - mmseg - INFO - Iter [127650/400000] lr: 3.750e-05, eta: 1 day, 0:07:07, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.4983, loss: 0.1799 2023-03-02 23:10:45,143 - mmseg - INFO - Iter [127700/400000] lr: 3.750e-05, eta: 1 day, 0:06:46, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5503, loss: 0.1822 2023-03-02 23:10:58,435 - mmseg - INFO - Iter [127750/400000] lr: 3.750e-05, eta: 1 day, 0:06:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.6358, loss: 0.1807 2023-03-02 23:11:11,676 - mmseg - INFO - Iter [127800/400000] lr: 3.750e-05, eta: 1 day, 0:06:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.9277, loss: 0.1713 2023-03-02 23:11:24,959 - mmseg - INFO - Iter [127850/400000] lr: 3.750e-05, eta: 1 day, 0:05:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.8367, loss: 0.1747 2023-03-02 23:11:38,197 - mmseg - INFO - Iter [127900/400000] lr: 3.750e-05, eta: 1 day, 0:05:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1772, decode.acc_seg: 92.5799, loss: 0.1772 2023-03-02 23:11:51,412 - mmseg - INFO - Iter [127950/400000] lr: 3.750e-05, eta: 1 day, 0:04:58, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1843, decode.acc_seg: 92.4840, loss: 0.1843 2023-03-02 23:12:04,663 - mmseg - INFO - Swap parameters (after train) after iter [128000] 2023-03-02 23:12:04,675 - mmseg - INFO - Saving checkpoint at 128000 iterations 2023-03-02 23:12:07,046 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:12:07,046 - mmseg - INFO - Iter [128000/400000] lr: 3.750e-05, eta: 1 day, 0:04:41, time: 0.313, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.5728, loss: 0.1805 2023-03-02 23:26:40,414 - mmseg - INFO - per class results: 2023-03-02 23:26:40,422 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.73,77.76,77.79,77.8,77.81,77.83,77.84,77.86,77.87,77.88 | | building | 81.74,81.75,81.74,81.73,81.74,81.73,81.72,81.75,81.76,81.77 | | sky | 94.53,94.53,94.55,94.55,94.55,94.56,94.56,94.56,94.57,94.57 | | floor | 81.97,82.0,82.01,82.03,82.03,82.05,82.05,82.06,82.11,82.11 | | tree | 74.42,74.44,74.47,74.48,74.48,74.48,74.5,74.5,74.51,74.51 | | ceiling | 85.16,85.19,85.21,85.23,85.22,85.25,85.25,85.28,85.32,85.34 | | road | 82.33,82.33,82.34,82.33,82.3,82.27,82.27,82.21,82.19,82.16 | | bed | 87.94,87.95,87.93,87.96,87.96,87.98,87.97,87.96,87.99,87.98 | | windowpane | 61.14,61.17,61.22,61.31,61.36,61.4,61.42,61.45,61.45,61.43 | | grass | 67.37,67.41,67.44,67.49,67.48,67.53,67.54,67.57,67.57,67.58 | | cabinet | 61.4,61.53,61.72,61.77,61.9,61.94,61.98,61.99,62.01,61.93 | | sidewalk | 64.89,64.87,64.94,64.9,64.89,64.92,64.92,64.9,64.87,64.84 | | person | 80.06,80.1,80.14,80.16,80.18,80.19,80.22,80.2,80.21,80.22 | | earth | 36.41,36.44,36.46,36.42,36.4,36.35,36.35,36.26,36.17,36.12 | | door | 46.22,46.31,46.24,46.3,46.29,46.33,46.35,46.42,46.55,46.55 | | table | 62.03,62.13,62.22,62.27,62.31,62.37,62.41,62.38,62.38,62.38 | | mountain | 57.1,57.26,57.45,57.61,57.7,57.78,57.85,57.85,57.85,57.88 | | plant | 50.4,50.38,50.44,50.39,50.4,50.35,50.32,50.35,50.32,50.31 | | curtain | 74.18,74.19,74.21,74.3,74.29,74.4,74.33,74.36,74.31,74.34 | | chair | 57.05,57.1,57.18,57.21,57.17,57.21,57.24,57.23,57.27,57.28 | | car | 82.77,82.83,82.88,82.88,82.93,82.96,82.93,82.94,83.0,82.97 | | water | 57.33,57.46,57.52,57.59,57.66,57.74,57.79,57.85,57.91,58.09 | | painting | 70.19,70.17,70.19,70.23,70.25,70.21,70.26,70.29,70.3,70.33 | | sofa | 64.62,64.6,64.62,64.77,64.85,64.93,64.98,65.08,65.11,65.16 | | shelf | 43.51,43.48,43.58,43.63,43.65,43.68,43.72,43.66,43.64,43.68 | | house | 42.87,42.85,42.73,42.67,42.5,42.46,42.4,42.55,42.68,42.83 | | sea | 60.01,60.12,60.15,60.2,60.3,60.35,60.39,60.45,60.49,60.53 | | mirror | 66.71,66.94,66.97,67.17,67.24,67.36,67.52,67.69,67.74,67.76 | | rug | 65.98,66.18,66.09,66.2,66.2,66.3,66.22,66.22,66.56,66.6 | | field | 31.09,31.12,31.1,31.12,31.11,31.17,31.21,31.27,31.38,31.46 | | armchair | 37.96,38.02,37.96,38.01,38.0,38.06,38.13,38.16,38.16,38.17 | | seat | 67.46,67.44,67.56,67.59,67.68,67.59,67.61,67.55,67.53,67.56 | | fence | 41.73,41.8,41.79,41.8,41.93,41.93,41.96,41.98,41.95,42.0 | | desk | 46.84,46.97,47.09,47.15,47.3,47.29,47.31,47.42,47.32,47.22 | | rock | 38.26,38.25,38.4,38.37,38.36,38.36,38.39,38.39,38.35,38.32 | | wardrobe | 58.52,58.67,58.87,58.85,58.87,59.02,59.06,59.1,59.13,59.15 | | lamp | 64.31,64.36,64.5,64.44,64.38,64.32,64.27,64.27,64.21,64.06 | | bathtub | 74.66,74.58,74.62,74.67,74.71,74.89,74.89,74.92,74.98,74.95 | | railing | 34.04,34.14,34.13,34.14,34.21,34.35,34.31,34.43,34.46,34.57 | | cushion | 57.08,57.05,57.3,57.21,57.19,57.4,57.55,57.62,57.69,57.73 | | base | 22.01,22.29,22.18,22.23,22.09,22.08,22.15,22.21,22.18,22.29 | | box | 23.45,23.54,23.55,23.67,23.65,23.71,23.79,23.7,23.78,23.85 | | column | 46.18,46.39,46.42,46.41,46.44,46.42,46.46,46.6,46.52,46.5 | | signboard | 38.15,38.3,38.38,38.42,38.41,38.44,38.46,38.46,38.47,38.48 | | chest of drawers | 37.07,37.08,37.11,37.0,37.02,36.94,36.91,36.94,37.43,37.59 | | counter | 29.94,30.01,30.04,29.99,30.19,30.2,30.24,30.39,30.39,30.42 | | sand | 42.46,42.22,41.95,41.86,41.55,41.44,41.12,41.01,40.92,40.87 | | sink | 68.5,68.5,68.51,68.47,68.35,68.42,68.47,68.43,68.32,68.37 | | skyscraper | 49.37,49.3,49.13,49.01,48.97,48.8,48.84,48.99,49.02,49.01 | | fireplace | 77.5,77.53,77.73,77.63,77.73,77.7,77.89,78.02,77.95,78.0 | | refrigerator | 75.42,75.75,75.85,76.07,76.07,76.47,76.5,76.18,76.16,76.29 | | grandstand | 51.32,51.58,51.82,52.06,52.34,52.6,52.68,52.75,52.95,52.97 | | path | 22.46,22.66,22.64,22.63,22.52,22.43,22.41,22.44,22.45,22.46 | | stairs | 31.26,31.23,31.3,31.17,31.23,31.19,31.28,31.2,31.18,31.28 | | runway | 68.77,68.8,68.85,68.85,68.85,68.9,68.92,68.96,69.07,69.15 | | case | 45.4,45.54,45.89,45.98,46.12,46.38,46.42,46.31,46.32,46.26 | | pool table | 91.99,91.94,92.03,92.02,92.03,92.08,92.13,92.14,92.14,92.16 | | pillow | 63.14,63.18,63.38,63.25,63.26,63.26,63.38,63.32,63.36,63.35 | | screen door | 70.18,70.24,70.48,70.53,70.22,70.28,70.11,70.15,70.16,70.14 | | stairway | 22.52,22.36,22.44,22.29,22.2,22.19,22.17,22.17,22.22,22.28 | | river | 11.3,11.29,11.31,11.31,11.31,11.32,11.34,11.36,11.36,11.38 | | bridge | 34.53,35.02,34.93,35.21,35.52,35.53,35.72,35.93,35.97,35.96 | | bookcase | 45.63,45.73,45.77,45.87,45.85,45.95,45.93,46.13,45.99,46.05 | | blind | 42.47,42.53,42.3,42.52,42.22,42.41,42.27,42.33,42.26,42.19 | | coffee table | 54.94,54.86,54.86,54.83,54.83,54.78,54.78,54.95,54.68,54.68 | | toilet | 84.32,84.35,84.31,84.34,84.27,84.29,84.26,84.18,84.16,84.15 | | flower | 39.58,39.63,39.77,39.8,39.86,39.88,39.96,40.03,40.08,40.1 | | book | 46.99,47.0,46.88,46.93,47.02,47.02,46.9,46.74,46.67,46.63 | | hill | 16.12,16.0,16.15,16.21,16.1,16.16,16.2,16.12,16.03,15.99 | | bench | 43.18,43.03,42.99,42.82,42.74,42.73,42.68,42.53,42.46,42.45 | | countertop | 56.67,56.26,56.75,57.21,57.17,57.1,56.95,56.9,56.67,56.61 | | stove | 73.27,73.26,73.17,73.35,73.31,73.39,73.41,73.3,73.64,74.2 | | palm | 48.01,48.01,48.08,48.19,48.19,48.24,48.16,48.31,48.29,48.42 | | kitchen island | 43.41,43.93,44.56,44.2,44.61,44.87,44.81,44.94,44.91,44.84 | | computer | 60.41,60.45,60.48,60.44,60.4,60.44,60.46,60.42,60.43,60.45 | | swivel chair | 43.62,43.55,43.72,44.08,44.27,44.52,44.65,44.81,44.82,44.89 | | boat | 69.13,69.13,69.13,69.31,69.26,69.49,69.58,69.61,69.61,69.86 | | bar | 24.12,24.09,24.05,24.1,24.05,24.03,24.08,24.1,24.11,24.11 | | arcade machine | 68.9,68.97,69.31,68.95,68.99,68.99,68.96,68.86,69.75,69.37 | | hovel | 30.15,30.14,29.84,29.63,29.53,29.63,29.51,29.28,29.25,28.96 | | bus | 79.76,79.71,79.81,79.87,79.82,79.83,79.82,79.83,79.92,79.9 | | towel | 62.81,62.81,62.67,62.76,62.79,62.77,62.84,62.86,62.89,62.87 | | light | 57.33,57.33,57.41,57.46,57.53,57.63,57.55,57.57,57.61,57.64 | | truck | 18.94,19.1,18.96,19.05,19.13,18.99,18.89,18.94,18.95,18.89 | | tower | 8.9,8.9,8.84,8.89,8.92,8.84,8.87,8.82,8.74,8.71 | | chandelier | 66.5,66.5,66.46,66.57,66.26,66.17,66.18,66.0,65.86,65.61 | | awning | 24.6,24.49,24.57,24.55,24.64,24.71,24.77,24.75,24.76,24.91 | | streetlight | 29.48,29.42,29.46,29.58,29.6,29.63,29.6,29.64,29.73,29.68 | | booth | 48.69,49.03,49.35,49.52,49.71,49.87,50.13,50.36,50.48,50.52 | | television receiver | 65.69,65.74,65.85,65.96,66.2,66.27,66.32,66.44,66.53,66.58 | | airplane | 59.21,59.07,59.01,59.11,59.14,59.21,59.09,59.18,59.14,59.17 | | dirt track | 23.39,23.63,23.47,23.62,23.7,23.79,23.87,23.7,23.78,23.8 | | apparel | 32.45,32.4,32.59,32.36,32.3,32.27,32.52,32.68,32.64,32.44 | | pole | 21.02,21.23,21.06,21.31,21.19,21.26,21.27,21.36,21.36,21.24 | | land | 3.62,3.6,3.58,3.54,3.51,3.6,3.44,3.47,3.47,3.48 | | bannister | 13.58,13.71,13.7,13.96,14.01,14.08,14.06,14.16,14.06,14.09 | | escalator | 23.61,23.61,23.71,23.62,23.72,23.7,23.75,23.8,23.8,23.86 | | ottoman | 42.75,42.75,42.54,42.51,42.49,42.63,42.37,42.57,42.39,42.35 | | bottle | 36.03,35.88,35.94,35.99,35.79,35.66,35.29,35.12,34.97,34.81 | | buffet | 42.81,44.19,45.22,45.81,46.52,46.76,46.98,47.01,47.02,47.03 | | poster | 22.91,22.99,22.86,22.84,22.95,23.05,23.23,23.2,23.38,23.59 | | stage | 12.94,12.8,12.66,12.91,12.66,12.63,12.49,12.48,12.36,12.16 | | van | 39.04,38.96,38.86,38.87,38.77,38.94,38.84,38.9,38.84,38.66 | | ship | 77.39,76.83,76.36,75.24,75.05,75.17,74.99,75.23,75.45,75.5 | | fountain | 17.97,19.11,20.06,20.55,20.75,20.97,21.1,21.16,21.26,21.28 | | conveyer belt | 85.34,85.15,85.5,85.3,85.24,85.0,85.02,84.84,84.73,84.45 | | canopy | 26.3,26.51,26.67,27.05,27.26,27.46,27.45,27.93,27.84,28.01 | | washer | 73.82,73.72,73.64,73.86,74.06,73.84,73.81,74.0,73.69,73.8 | | plaything | 21.67,21.79,21.71,21.78,21.76,21.63,21.74,21.72,21.8,21.81 | | swimming pool | 73.22,73.44,74.15,74.0,74.05,74.57,74.73,75.27,75.44,75.66 | | stool | 47.0,46.88,47.04,46.85,46.79,46.78,46.89,46.72,46.89,46.89 | | barrel | 53.43,53.89,53.84,54.44,54.69,54.9,54.56,54.41,54.6,54.84 | | basket | 25.69,25.83,25.91,25.89,26.04,26.12,26.18,26.27,26.42,26.5 | | waterfall | 46.14,46.0,45.6,46.04,45.59,46.3,46.13,46.87,48.47,52.7 | | tent | 95.71,95.72,95.75,95.72,95.79,95.85,95.81,95.88,95.88,95.89 | | bag | 18.09,18.33,18.38,18.69,18.8,19.01,19.21,19.31,19.41,19.59 | | minibike | 61.59,61.49,61.53,61.71,61.64,61.8,61.91,61.76,61.95,61.81 | | cradle | 84.37,84.64,84.61,84.81,85.04,85.23,85.29,85.43,85.63,85.86 | | oven | 39.88,40.44,40.77,41.14,41.46,41.81,42.42,43.08,43.55,44.17 | | ball | 49.88,50.32,50.17,50.35,50.32,50.23,50.46,50.46,50.36,50.5 | | food | 56.27,56.2,56.42,56.22,56.25,56.18,55.95,55.79,55.42,55.19 | | step | 6.33,6.11,6.51,6.4,6.58,6.21,6.04,6.3,6.35,6.51 | | tank | 54.56,54.72,54.7,54.93,54.92,55.11,55.27,55.3,55.21,55.21 | | trade name | 30.59,30.52,30.73,30.89,30.78,30.86,30.96,30.93,30.97,31.06 | | microwave | 63.49,64.31,65.31,65.69,66.29,66.89,67.32,68.0,68.47,68.95 | | pot | 31.29,31.24,31.28,31.23,31.25,31.25,31.26,31.19,31.16,31.13 | | animal | 53.08,53.02,53.1,53.09,53.15,53.22,53.3,53.35,53.41,53.43 | | bicycle | 55.92,55.87,56.03,56.34,56.24,56.53,56.37,56.44,56.58,56.55 | | lake | 58.71,58.72,58.76,58.79,58.81,58.83,58.88,58.9,58.93,58.95 | | dishwasher | 67.93,68.13,68.26,68.04,68.7,68.62,68.72,68.78,68.63,68.65 | | screen | 65.49,65.05,64.76,63.72,63.43,63.65,63.64,63.4,63.26,63.19 | | blanket | 17.85,17.78,17.77,18.06,18.34,18.3,18.42,18.61,18.96,19.02 | | sculpture | 56.38,56.63,56.55,56.55,56.84,56.96,56.8,56.87,56.77,56.82 | | hood | 63.07,62.9,62.59,62.45,62.07,61.19,61.66,61.08,59.8,59.55 | | sconce | 44.27,44.53,44.58,44.58,44.66,44.45,44.71,44.52,44.61,44.42 | | vase | 39.34,39.26,39.49,39.53,39.43,39.62,39.6,39.74,39.78,39.92 | | traffic light | 34.05,34.19,34.08,34.08,34.47,34.48,34.53,34.78,35.02,34.82 | | tray | 7.56,7.67,7.74,7.82,7.85,7.89,7.95,7.99,8.13,8.08 | | ashcan | 42.72,42.84,42.98,42.92,43.02,43.02,42.79,42.99,42.9,42.88 | | fan | 59.14,58.91,59.16,59.39,59.54,59.71,59.51,59.77,60.0,60.02 | | pier | 43.56,44.29,44.69,46.04,45.4,45.78,46.65,47.2,47.85,47.84 | | crt screen | 10.07,9.91,9.75,9.76,9.59,9.51,9.43,9.41,9.29,9.28 | | plate | 52.83,52.93,52.94,52.9,53.0,53.0,52.92,52.95,52.73,52.78 | | monitor | 22.24,22.07,21.9,21.75,21.67,21.45,21.25,21.04,21.0,20.82 | | bulletin board | 41.56,41.87,42.53,43.57,44.34,45.42,45.24,45.62,45.93,45.76 | | shower | 2.62,2.69,2.74,2.81,2.83,2.91,2.95,2.95,2.93,2.97 | | radiator | 63.03,62.87,62.98,62.86,63.0,62.55,62.58,62.4,62.45,62.41 | | glass | 15.07,14.97,15.0,14.98,14.91,14.85,14.79,14.81,14.86,14.82 | | clock | 39.71,39.73,39.82,39.59,39.95,39.77,39.87,39.93,39.98,39.86 | | flag | 34.33,34.62,34.49,34.28,34.45,34.26,34.15,34.18,34.24,34.13 | +---------------------+-------------------------------------------------------------+ 2023-03-02 23:26:40,422 - mmseg - INFO - Summary: 2023-03-02 23:26:40,422 - mmseg - INFO - +-----------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-----------------------------------------------------------+ | 49.14,49.2,49.26,49.31,49.35,49.4,49.42,49.46,49.49,49.53 | +-----------------------------------------------------------+ 2023-03-02 23:26:40,488 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100/best_mIoU_iter_112000.pth was removed 2023-03-02 23:26:42,493 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_128000.pth. 2023-03-02 23:26:42,494 - mmseg - INFO - Best mIoU is 0.4953 at 128000 iter. 2023-03-02 23:26:42,494 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:26:42,494 - mmseg - INFO - Iter(val) [250] mIoU: [0.4914, 0.492, 0.4926, 0.4931, 0.4935, 0.494, 0.4942, 0.4946, 0.4949, 0.4953], copy_paste: 49.14,49.2,49.26,49.31,49.35,49.4,49.42,49.46,49.49,49.53 2023-03-02 23:26:42,500 - mmseg - INFO - Swap parameters (before train) before iter [128001] 2023-03-02 23:26:56,068 - mmseg - INFO - Iter [128050/400000] lr: 3.750e-05, eta: 1 day, 0:35:20, time: 17.780, data_time: 17.517, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.4652, loss: 0.1842 2023-03-02 23:27:11,963 - mmseg - INFO - Iter [128100/400000] lr: 3.750e-05, eta: 1 day, 0:35:03, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.7968, loss: 0.1774 2023-03-02 23:27:25,604 - mmseg - INFO - Iter [128150/400000] lr: 3.750e-05, eta: 1 day, 0:34:41, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.9123, loss: 0.1756 2023-03-02 23:27:38,865 - mmseg - INFO - Iter [128200/400000] lr: 3.750e-05, eta: 1 day, 0:34:18, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.6102, loss: 0.1802 2023-03-02 23:27:52,136 - mmseg - INFO - Iter [128250/400000] lr: 3.750e-05, eta: 1 day, 0:33:55, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1812, decode.acc_seg: 92.6497, loss: 0.1812 2023-03-02 23:28:05,569 - mmseg - INFO - Iter [128300/400000] lr: 3.750e-05, eta: 1 day, 0:33:33, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1869, decode.acc_seg: 92.2608, loss: 0.1869 2023-03-02 23:28:18,910 - mmseg - INFO - Iter [128350/400000] lr: 3.750e-05, eta: 1 day, 0:33:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.5351, loss: 0.1825 2023-03-02 23:28:32,171 - mmseg - INFO - Iter [128400/400000] lr: 3.750e-05, eta: 1 day, 0:32:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1916, decode.acc_seg: 92.1889, loss: 0.1916 2023-03-02 23:28:45,514 - mmseg - INFO - Iter [128450/400000] lr: 3.750e-05, eta: 1 day, 0:32:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.4565, loss: 0.1859 2023-03-02 23:28:58,937 - mmseg - INFO - Iter [128500/400000] lr: 3.750e-05, eta: 1 day, 0:32:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.7663, loss: 0.1755 2023-03-02 23:29:12,294 - mmseg - INFO - Iter [128550/400000] lr: 3.750e-05, eta: 1 day, 0:31:41, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1856, decode.acc_seg: 92.1842, loss: 0.1856 2023-03-02 23:29:25,663 - mmseg - INFO - Iter [128600/400000] lr: 3.750e-05, eta: 1 day, 0:31:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.5768, loss: 0.1800 2023-03-02 23:29:39,076 - mmseg - INFO - Iter [128650/400000] lr: 3.750e-05, eta: 1 day, 0:30:56, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.6967, loss: 0.1808 2023-03-02 23:29:52,289 - mmseg - INFO - Iter [128700/400000] lr: 3.750e-05, eta: 1 day, 0:30:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.6782, loss: 0.1792 2023-03-02 23:30:08,079 - mmseg - INFO - Iter [128750/400000] lr: 3.750e-05, eta: 1 day, 0:30:16, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.5573, loss: 0.1800 2023-03-02 23:30:21,480 - mmseg - INFO - Iter [128800/400000] lr: 3.750e-05, eta: 1 day, 0:29:54, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.6683, loss: 0.1774 2023-03-02 23:30:34,861 - mmseg - INFO - Iter [128850/400000] lr: 3.750e-05, eta: 1 day, 0:29:32, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.8231, loss: 0.1766 2023-03-02 23:30:48,092 - mmseg - INFO - Iter [128900/400000] lr: 3.750e-05, eta: 1 day, 0:29:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1842, decode.acc_seg: 92.5468, loss: 0.1842 2023-03-02 23:31:01,532 - mmseg - INFO - Iter [128950/400000] lr: 3.750e-05, eta: 1 day, 0:28:47, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.4680, loss: 0.1806 2023-03-02 23:31:14,731 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:31:14,732 - mmseg - INFO - Iter [129000/400000] lr: 3.750e-05, eta: 1 day, 0:28:24, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1789, decode.acc_seg: 92.6088, loss: 0.1789 2023-03-02 23:31:28,097 - mmseg - INFO - Iter [129050/400000] lr: 3.750e-05, eta: 1 day, 0:28:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7796, loss: 0.1763 2023-03-02 23:31:41,362 - mmseg - INFO - Iter [129100/400000] lr: 3.750e-05, eta: 1 day, 0:27:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1902, decode.acc_seg: 92.2398, loss: 0.1902 2023-03-02 23:31:54,654 - mmseg - INFO - Iter [129150/400000] lr: 3.750e-05, eta: 1 day, 0:27:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.3708, loss: 0.1850 2023-03-02 23:32:07,983 - mmseg - INFO - Iter [129200/400000] lr: 3.750e-05, eta: 1 day, 0:26:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.6958, loss: 0.1766 2023-03-02 23:32:21,325 - mmseg - INFO - Iter [129250/400000] lr: 3.750e-05, eta: 1 day, 0:26:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.6937, loss: 0.1764 2023-03-02 23:32:34,616 - mmseg - INFO - Iter [129300/400000] lr: 3.750e-05, eta: 1 day, 0:26:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.5622, loss: 0.1805 2023-03-02 23:32:47,886 - mmseg - INFO - Iter [129350/400000] lr: 3.750e-05, eta: 1 day, 0:25:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.4362, loss: 0.1857 2023-03-02 23:33:03,725 - mmseg - INFO - Iter [129400/400000] lr: 3.750e-05, eta: 1 day, 0:25:30, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.3812, loss: 0.1827 2023-03-02 23:33:16,988 - mmseg - INFO - Iter [129450/400000] lr: 3.750e-05, eta: 1 day, 0:25:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.4090, loss: 0.1826 2023-03-02 23:33:30,275 - mmseg - INFO - Iter [129500/400000] lr: 3.750e-05, eta: 1 day, 0:24:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.4459, loss: 0.1827 2023-03-02 23:33:43,531 - mmseg - INFO - Iter [129550/400000] lr: 3.750e-05, eta: 1 day, 0:24:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.4674, loss: 0.1871 2023-03-02 23:33:57,001 - mmseg - INFO - Iter [129600/400000] lr: 3.750e-05, eta: 1 day, 0:24:01, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.6708, loss: 0.1821 2023-03-02 23:34:10,244 - mmseg - INFO - Iter [129650/400000] lr: 3.750e-05, eta: 1 day, 0:23:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.6338, loss: 0.1823 2023-03-02 23:34:23,600 - mmseg - INFO - Iter [129700/400000] lr: 3.750e-05, eta: 1 day, 0:23:16, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.5941, loss: 0.1759 2023-03-02 23:34:36,847 - mmseg - INFO - Iter [129750/400000] lr: 3.750e-05, eta: 1 day, 0:22:53, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.7766, loss: 0.1758 2023-03-02 23:34:50,111 - mmseg - INFO - Iter [129800/400000] lr: 3.750e-05, eta: 1 day, 0:22:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8470, loss: 0.1733 2023-03-02 23:35:03,426 - mmseg - INFO - Iter [129850/400000] lr: 3.750e-05, eta: 1 day, 0:22:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7612, loss: 0.1765 2023-03-02 23:35:16,650 - mmseg - INFO - Iter [129900/400000] lr: 3.750e-05, eta: 1 day, 0:21:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.7739, loss: 0.1756 2023-03-02 23:35:30,018 - mmseg - INFO - Iter [129950/400000] lr: 3.750e-05, eta: 1 day, 0:21:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.4551, loss: 0.1847 2023-03-02 23:35:46,030 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:35:46,030 - mmseg - INFO - Iter [130000/400000] lr: 3.750e-05, eta: 1 day, 0:21:07, time: 0.320, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.7167, loss: 0.1805 2023-03-02 23:35:59,439 - mmseg - INFO - Iter [130050/400000] lr: 3.750e-05, eta: 1 day, 0:20:45, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.8677, loss: 0.1724 2023-03-02 23:36:12,724 - mmseg - INFO - Iter [130100/400000] lr: 3.750e-05, eta: 1 day, 0:20:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.5229, loss: 0.1826 2023-03-02 23:36:25,973 - mmseg - INFO - Iter [130150/400000] lr: 3.750e-05, eta: 1 day, 0:20:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.9214, loss: 0.1726 2023-03-02 23:36:39,223 - mmseg - INFO - Iter [130200/400000] lr: 3.750e-05, eta: 1 day, 0:19:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.5880, loss: 0.1804 2023-03-02 23:36:52,532 - mmseg - INFO - Iter [130250/400000] lr: 3.750e-05, eta: 1 day, 0:19:16, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.4599, loss: 0.1818 2023-03-02 23:37:05,862 - mmseg - INFO - Iter [130300/400000] lr: 3.750e-05, eta: 1 day, 0:18:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.6191, loss: 0.1796 2023-03-02 23:37:19,212 - mmseg - INFO - Iter [130350/400000] lr: 3.750e-05, eta: 1 day, 0:18:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.7844, loss: 0.1736 2023-03-02 23:37:32,604 - mmseg - INFO - Iter [130400/400000] lr: 3.750e-05, eta: 1 day, 0:18:09, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1891, decode.acc_seg: 92.3899, loss: 0.1891 2023-03-02 23:37:45,868 - mmseg - INFO - Iter [130450/400000] lr: 3.750e-05, eta: 1 day, 0:17:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.5601, loss: 0.1800 2023-03-02 23:37:59,176 - mmseg - INFO - Iter [130500/400000] lr: 3.750e-05, eta: 1 day, 0:17:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.4751, loss: 0.1808 2023-03-02 23:38:12,382 - mmseg - INFO - Iter [130550/400000] lr: 3.750e-05, eta: 1 day, 0:17:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.7341, loss: 0.1778 2023-03-02 23:38:25,651 - mmseg - INFO - Iter [130600/400000] lr: 3.750e-05, eta: 1 day, 0:16:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.8142, loss: 0.1727 2023-03-02 23:38:41,376 - mmseg - INFO - Iter [130650/400000] lr: 3.750e-05, eta: 1 day, 0:16:23, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.8181, loss: 0.1764 2023-03-02 23:38:54,606 - mmseg - INFO - Iter [130700/400000] lr: 3.750e-05, eta: 1 day, 0:16:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.3718, loss: 0.1868 2023-03-02 23:39:07,880 - mmseg - INFO - Iter [130750/400000] lr: 3.750e-05, eta: 1 day, 0:15:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.5139, loss: 0.1825 2023-03-02 23:39:21,103 - mmseg - INFO - Iter [130800/400000] lr: 3.750e-05, eta: 1 day, 0:15:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1839, decode.acc_seg: 92.5090, loss: 0.1839 2023-03-02 23:39:34,370 - mmseg - INFO - Iter [130850/400000] lr: 3.750e-05, eta: 1 day, 0:14:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.4465, loss: 0.1799 2023-03-02 23:39:47,691 - mmseg - INFO - Iter [130900/400000] lr: 3.750e-05, eta: 1 day, 0:14:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.9006, loss: 0.1743 2023-03-02 23:40:00,934 - mmseg - INFO - Iter [130950/400000] lr: 3.750e-05, eta: 1 day, 0:14:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1861, decode.acc_seg: 92.5010, loss: 0.1861 2023-03-02 23:40:14,198 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:40:14,198 - mmseg - INFO - Iter [131000/400000] lr: 3.750e-05, eta: 1 day, 0:13:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.8626, loss: 0.1728 2023-03-02 23:40:27,543 - mmseg - INFO - Iter [131050/400000] lr: 3.750e-05, eta: 1 day, 0:13:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.6826, loss: 0.1790 2023-03-02 23:40:40,785 - mmseg - INFO - Iter [131100/400000] lr: 3.750e-05, eta: 1 day, 0:13:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.5107, loss: 0.1830 2023-03-02 23:40:54,058 - mmseg - INFO - Iter [131150/400000] lr: 3.750e-05, eta: 1 day, 0:12:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6678, loss: 0.1787 2023-03-02 23:41:07,302 - mmseg - INFO - Iter [131200/400000] lr: 3.750e-05, eta: 1 day, 0:12:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5042, loss: 0.1823 2023-03-02 23:41:23,034 - mmseg - INFO - Iter [131250/400000] lr: 3.750e-05, eta: 1 day, 0:12:00, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.7702, loss: 0.1742 2023-03-02 23:41:36,282 - mmseg - INFO - Iter [131300/400000] lr: 3.750e-05, eta: 1 day, 0:11:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.8017, loss: 0.1777 2023-03-02 23:41:49,505 - mmseg - INFO - Iter [131350/400000] lr: 3.750e-05, eta: 1 day, 0:11:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.7816, loss: 0.1777 2023-03-02 23:42:02,906 - mmseg - INFO - Iter [131400/400000] lr: 3.750e-05, eta: 1 day, 0:10:54, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.4915, loss: 0.1829 2023-03-02 23:42:16,293 - mmseg - INFO - Iter [131450/400000] lr: 3.750e-05, eta: 1 day, 0:10:32, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.8280, loss: 0.1747 2023-03-02 23:42:29,658 - mmseg - INFO - Iter [131500/400000] lr: 3.750e-05, eta: 1 day, 0:10:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.8303, loss: 0.1735 2023-03-02 23:42:42,925 - mmseg - INFO - Iter [131550/400000] lr: 3.750e-05, eta: 1 day, 0:09:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1834, decode.acc_seg: 92.4384, loss: 0.1834 2023-03-02 23:42:56,203 - mmseg - INFO - Iter [131600/400000] lr: 3.750e-05, eta: 1 day, 0:09:26, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.5621, loss: 0.1805 2023-03-02 23:43:09,507 - mmseg - INFO - Iter [131650/400000] lr: 3.750e-05, eta: 1 day, 0:09:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1754, decode.acc_seg: 92.6748, loss: 0.1754 2023-03-02 23:43:22,780 - mmseg - INFO - Iter [131700/400000] lr: 3.750e-05, eta: 1 day, 0:08:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7235, loss: 0.1753 2023-03-02 23:43:35,977 - mmseg - INFO - Iter [131750/400000] lr: 3.750e-05, eta: 1 day, 0:08:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.6435, loss: 0.1832 2023-03-02 23:43:49,361 - mmseg - INFO - Iter [131800/400000] lr: 3.750e-05, eta: 1 day, 0:07:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.5626, loss: 0.1832 2023-03-02 23:44:02,675 - mmseg - INFO - Iter [131850/400000] lr: 3.750e-05, eta: 1 day, 0:07:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.8601, loss: 0.1743 2023-03-02 23:44:18,562 - mmseg - INFO - Iter [131900/400000] lr: 3.750e-05, eta: 1 day, 0:07:18, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1877, decode.acc_seg: 92.2847, loss: 0.1877 2023-03-02 23:44:31,820 - mmseg - INFO - Iter [131950/400000] lr: 3.750e-05, eta: 1 day, 0:06:56, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.6053, loss: 0.1823 2023-03-02 23:44:45,182 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:44:45,183 - mmseg - INFO - Iter [132000/400000] lr: 3.750e-05, eta: 1 day, 0:06:34, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5426, loss: 0.1819 2023-03-02 23:44:58,405 - mmseg - INFO - Iter [132050/400000] lr: 3.750e-05, eta: 1 day, 0:06:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.6912, loss: 0.1744 2023-03-02 23:45:11,757 - mmseg - INFO - Iter [132100/400000] lr: 3.750e-05, eta: 1 day, 0:05:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1820, decode.acc_seg: 92.4953, loss: 0.1820 2023-03-02 23:45:25,090 - mmseg - INFO - Iter [132150/400000] lr: 3.750e-05, eta: 1 day, 0:05:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.4942, loss: 0.1811 2023-03-02 23:45:38,441 - mmseg - INFO - Iter [132200/400000] lr: 3.750e-05, eta: 1 day, 0:05:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.7815, loss: 0.1762 2023-03-02 23:45:51,711 - mmseg - INFO - Iter [132250/400000] lr: 3.750e-05, eta: 1 day, 0:04:44, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1919, decode.acc_seg: 92.3154, loss: 0.1919 2023-03-02 23:46:04,965 - mmseg - INFO - Iter [132300/400000] lr: 3.750e-05, eta: 1 day, 0:04:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1754, decode.acc_seg: 92.8374, loss: 0.1754 2023-03-02 23:46:18,251 - mmseg - INFO - Iter [132350/400000] lr: 3.750e-05, eta: 1 day, 0:04:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1858, decode.acc_seg: 92.3482, loss: 0.1858 2023-03-02 23:46:31,614 - mmseg - INFO - Iter [132400/400000] lr: 3.750e-05, eta: 1 day, 0:03:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.5016, loss: 0.1826 2023-03-02 23:46:44,846 - mmseg - INFO - Iter [132450/400000] lr: 3.750e-05, eta: 1 day, 0:03:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.4509, loss: 0.1857 2023-03-02 23:46:58,069 - mmseg - INFO - Iter [132500/400000] lr: 3.750e-05, eta: 1 day, 0:02:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.5960, loss: 0.1806 2023-03-02 23:47:13,866 - mmseg - INFO - Iter [132550/400000] lr: 3.750e-05, eta: 1 day, 0:02:37, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.7970, loss: 0.1758 2023-03-02 23:47:27,119 - mmseg - INFO - Iter [132600/400000] lr: 3.750e-05, eta: 1 day, 0:02:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5832, loss: 0.1823 2023-03-02 23:47:40,408 - mmseg - INFO - Iter [132650/400000] lr: 3.750e-05, eta: 1 day, 0:01:52, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.6782, loss: 0.1762 2023-03-02 23:47:53,654 - mmseg - INFO - Iter [132700/400000] lr: 3.750e-05, eta: 1 day, 0:01:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.8501, loss: 0.1748 2023-03-02 23:48:06,892 - mmseg - INFO - Iter [132750/400000] lr: 3.750e-05, eta: 1 day, 0:01:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.6400, loss: 0.1797 2023-03-02 23:48:20,147 - mmseg - INFO - Iter [132800/400000] lr: 3.750e-05, eta: 1 day, 0:00:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.7737, loss: 0.1748 2023-03-02 23:48:33,461 - mmseg - INFO - Iter [132850/400000] lr: 3.750e-05, eta: 1 day, 0:00:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.6493, loss: 0.1775 2023-03-02 23:48:46,776 - mmseg - INFO - Iter [132900/400000] lr: 3.750e-05, eta: 1 day, 0:00:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1872, decode.acc_seg: 92.2843, loss: 0.1872 2023-03-02 23:49:00,021 - mmseg - INFO - Iter [132950/400000] lr: 3.750e-05, eta: 23:59:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.7181, loss: 0.1768 2023-03-02 23:49:13,542 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:49:13,542 - mmseg - INFO - Iter [133000/400000] lr: 3.750e-05, eta: 23:59:19, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1845, decode.acc_seg: 92.4649, loss: 0.1845 2023-03-02 23:49:26,938 - mmseg - INFO - Iter [133050/400000] lr: 3.750e-05, eta: 23:58:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1843, decode.acc_seg: 92.3999, loss: 0.1843 2023-03-02 23:49:40,162 - mmseg - INFO - Iter [133100/400000] lr: 3.750e-05, eta: 23:58:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.5730, loss: 0.1808 2023-03-02 23:49:56,222 - mmseg - INFO - Iter [133150/400000] lr: 3.750e-05, eta: 23:58:19, time: 0.321, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.7908, loss: 0.1739 2023-03-02 23:50:09,744 - mmseg - INFO - Iter [133200/400000] lr: 3.750e-05, eta: 23:57:57, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.9868, loss: 0.1720 2023-03-02 23:50:23,021 - mmseg - INFO - Iter [133250/400000] lr: 3.750e-05, eta: 23:57:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.6952, loss: 0.1798 2023-03-02 23:50:36,269 - mmseg - INFO - Iter [133300/400000] lr: 3.750e-05, eta: 23:57:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.6322, loss: 0.1832 2023-03-02 23:50:49,531 - mmseg - INFO - Iter [133350/400000] lr: 3.750e-05, eta: 23:56:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1833, decode.acc_seg: 92.5368, loss: 0.1833 2023-03-02 23:51:02,853 - mmseg - INFO - Iter [133400/400000] lr: 3.750e-05, eta: 23:56:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.8771, loss: 0.1711 2023-03-02 23:51:16,128 - mmseg - INFO - Iter [133450/400000] lr: 3.750e-05, eta: 23:56:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.6625, loss: 0.1776 2023-03-02 23:51:29,398 - mmseg - INFO - Iter [133500/400000] lr: 3.750e-05, eta: 23:55:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.5931, loss: 0.1835 2023-03-02 23:51:42,613 - mmseg - INFO - Iter [133550/400000] lr: 3.750e-05, eta: 23:55:23, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5840, loss: 0.1823 2023-03-02 23:51:55,952 - mmseg - INFO - Iter [133600/400000] lr: 3.750e-05, eta: 23:55:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.4415, loss: 0.1846 2023-03-02 23:52:09,225 - mmseg - INFO - Iter [133650/400000] lr: 3.750e-05, eta: 23:54:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.7642, loss: 0.1775 2023-03-02 23:52:22,547 - mmseg - INFO - Iter [133700/400000] lr: 3.750e-05, eta: 23:54:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.6629, loss: 0.1760 2023-03-02 23:52:35,859 - mmseg - INFO - Iter [133750/400000] lr: 3.750e-05, eta: 23:53:56, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.2577, loss: 0.1871 2023-03-02 23:52:51,935 - mmseg - INFO - Iter [133800/400000] lr: 3.750e-05, eta: 23:53:40, time: 0.321, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.5169, loss: 0.1770 2023-03-02 23:53:05,278 - mmseg - INFO - Iter [133850/400000] lr: 3.750e-05, eta: 23:53:18, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.7434, loss: 0.1802 2023-03-02 23:53:18,567 - mmseg - INFO - Iter [133900/400000] lr: 3.750e-05, eta: 23:52:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1905, decode.acc_seg: 92.3366, loss: 0.1905 2023-03-02 23:53:32,042 - mmseg - INFO - Iter [133950/400000] lr: 3.750e-05, eta: 23:52:35, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.5326, loss: 0.1832 2023-03-02 23:53:45,341 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:53:45,341 - mmseg - INFO - Iter [134000/400000] lr: 3.750e-05, eta: 23:52:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.8828, loss: 0.1750 2023-03-02 23:53:58,559 - mmseg - INFO - Iter [134050/400000] lr: 3.750e-05, eta: 23:51:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.6002, loss: 0.1773 2023-03-02 23:54:11,842 - mmseg - INFO - Iter [134100/400000] lr: 3.750e-05, eta: 23:51:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.5520, loss: 0.1810 2023-03-02 23:54:25,073 - mmseg - INFO - Iter [134150/400000] lr: 3.750e-05, eta: 23:51:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.4742, loss: 0.1832 2023-03-02 23:54:38,477 - mmseg - INFO - Iter [134200/400000] lr: 3.750e-05, eta: 23:50:45, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.3583, loss: 0.1876 2023-03-02 23:54:51,807 - mmseg - INFO - Iter [134250/400000] lr: 3.750e-05, eta: 23:50:24, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7438, loss: 0.1765 2023-03-02 23:55:05,188 - mmseg - INFO - Iter [134300/400000] lr: 3.750e-05, eta: 23:50:02, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.8190, loss: 0.1737 2023-03-02 23:55:18,427 - mmseg - INFO - Iter [134350/400000] lr: 3.750e-05, eta: 23:49:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.7180, loss: 0.1777 2023-03-02 23:55:31,662 - mmseg - INFO - Iter [134400/400000] lr: 3.750e-05, eta: 23:49:18, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1837, decode.acc_seg: 92.5430, loss: 0.1837 2023-03-02 23:55:47,461 - mmseg - INFO - Iter [134450/400000] lr: 3.750e-05, eta: 23:49:01, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.7043, loss: 0.1757 2023-03-02 23:56:00,811 - mmseg - INFO - Iter [134500/400000] lr: 3.750e-05, eta: 23:48:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.5967, loss: 0.1810 2023-03-02 23:56:14,083 - mmseg - INFO - Iter [134550/400000] lr: 3.750e-05, eta: 23:48:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.5002, loss: 0.1836 2023-03-02 23:56:27,388 - mmseg - INFO - Iter [134600/400000] lr: 3.750e-05, eta: 23:47:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1789, decode.acc_seg: 92.6142, loss: 0.1789 2023-03-02 23:56:40,621 - mmseg - INFO - Iter [134650/400000] lr: 3.750e-05, eta: 23:47:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1869, decode.acc_seg: 92.4943, loss: 0.1869 2023-03-02 23:56:53,967 - mmseg - INFO - Iter [134700/400000] lr: 3.750e-05, eta: 23:47:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.6303, loss: 0.1784 2023-03-02 23:57:07,261 - mmseg - INFO - Iter [134750/400000] lr: 3.750e-05, eta: 23:46:51, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.8934, loss: 0.1718 2023-03-02 23:57:20,656 - mmseg - INFO - Iter [134800/400000] lr: 3.750e-05, eta: 23:46:29, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.7847, loss: 0.1750 2023-03-02 23:57:34,058 - mmseg - INFO - Iter [134850/400000] lr: 3.750e-05, eta: 23:46:08, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.3923, loss: 0.1823 2023-03-02 23:57:47,284 - mmseg - INFO - Iter [134900/400000] lr: 3.750e-05, eta: 23:45:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.5608, loss: 0.1823 2023-03-02 23:58:00,698 - mmseg - INFO - Iter [134950/400000] lr: 3.750e-05, eta: 23:45:25, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.3847, loss: 0.1864 2023-03-02 23:58:14,032 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-02 23:58:14,032 - mmseg - INFO - Iter [135000/400000] lr: 3.750e-05, eta: 23:45:03, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.5094, loss: 0.1801 2023-03-02 23:58:29,971 - mmseg - INFO - Iter [135050/400000] lr: 3.750e-05, eta: 23:44:46, time: 0.319, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1848, decode.acc_seg: 92.5002, loss: 0.1848 2023-03-02 23:58:43,278 - mmseg - INFO - Iter [135100/400000] lr: 3.750e-05, eta: 23:44:25, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5214, loss: 0.1814 2023-03-02 23:58:56,519 - mmseg - INFO - Iter [135150/400000] lr: 3.750e-05, eta: 23:44:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1878, decode.acc_seg: 92.3826, loss: 0.1878 2023-03-02 23:59:09,786 - mmseg - INFO - Iter [135200/400000] lr: 3.750e-05, eta: 23:43:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1772, decode.acc_seg: 92.7240, loss: 0.1772 2023-03-02 23:59:23,202 - mmseg - INFO - Iter [135250/400000] lr: 3.750e-05, eta: 23:43:20, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.4170, loss: 0.1855 2023-03-02 23:59:36,487 - mmseg - INFO - Iter [135300/400000] lr: 3.750e-05, eta: 23:42:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.6316, loss: 0.1776 2023-03-02 23:59:49,855 - mmseg - INFO - Iter [135350/400000] lr: 3.750e-05, eta: 23:42:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.7740, loss: 0.1806 2023-03-03 00:00:03,180 - mmseg - INFO - Iter [135400/400000] lr: 3.750e-05, eta: 23:42:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.5126, loss: 0.1844 2023-03-03 00:00:16,559 - mmseg - INFO - Iter [135450/400000] lr: 3.750e-05, eta: 23:41:54, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1858, decode.acc_seg: 92.3581, loss: 0.1858 2023-03-03 00:00:29,809 - mmseg - INFO - Iter [135500/400000] lr: 3.750e-05, eta: 23:41:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.7054, loss: 0.1783 2023-03-03 00:00:43,073 - mmseg - INFO - Iter [135550/400000] lr: 3.750e-05, eta: 23:41:10, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.6053, loss: 0.1813 2023-03-03 00:00:56,335 - mmseg - INFO - Iter [135600/400000] lr: 3.750e-05, eta: 23:40:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.5831, loss: 0.1806 2023-03-03 00:01:09,604 - mmseg - INFO - Iter [135650/400000] lr: 3.750e-05, eta: 23:40:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.3761, loss: 0.1826 2023-03-03 00:01:25,424 - mmseg - INFO - Iter [135700/400000] lr: 3.750e-05, eta: 23:40:10, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1772, decode.acc_seg: 92.7302, loss: 0.1772 2023-03-03 00:01:38,835 - mmseg - INFO - Iter [135750/400000] lr: 3.750e-05, eta: 23:39:49, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.4353, loss: 0.1821 2023-03-03 00:01:52,079 - mmseg - INFO - Iter [135800/400000] lr: 3.750e-05, eta: 23:39:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.6672, loss: 0.1797 2023-03-03 00:02:05,321 - mmseg - INFO - Iter [135850/400000] lr: 3.750e-05, eta: 23:39:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1820, decode.acc_seg: 92.5061, loss: 0.1820 2023-03-03 00:02:18,546 - mmseg - INFO - Iter [135900/400000] lr: 3.750e-05, eta: 23:38:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.4129, loss: 0.1846 2023-03-03 00:02:31,783 - mmseg - INFO - Iter [135950/400000] lr: 3.750e-05, eta: 23:38:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1834, decode.acc_seg: 92.5471, loss: 0.1834 2023-03-03 00:02:45,090 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:02:45,091 - mmseg - INFO - Iter [136000/400000] lr: 3.750e-05, eta: 23:38:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.6383, loss: 0.1778 2023-03-03 00:02:58,405 - mmseg - INFO - Iter [136050/400000] lr: 3.750e-05, eta: 23:37:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.8562, loss: 0.1767 2023-03-03 00:03:11,637 - mmseg - INFO - Iter [136100/400000] lr: 3.750e-05, eta: 23:37:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.7911, loss: 0.1757 2023-03-03 00:03:25,004 - mmseg - INFO - Iter [136150/400000] lr: 3.750e-05, eta: 23:36:55, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.5596, loss: 0.1801 2023-03-03 00:03:38,397 - mmseg - INFO - Iter [136200/400000] lr: 3.750e-05, eta: 23:36:34, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.9012, loss: 0.1719 2023-03-03 00:03:51,686 - mmseg - INFO - Iter [136250/400000] lr: 3.750e-05, eta: 23:36:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.7227, loss: 0.1764 2023-03-03 00:04:07,535 - mmseg - INFO - Iter [136300/400000] lr: 3.750e-05, eta: 23:35:56, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.6103, loss: 0.1815 2023-03-03 00:04:20,754 - mmseg - INFO - Iter [136350/400000] lr: 3.750e-05, eta: 23:35:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.7040, loss: 0.1749 2023-03-03 00:04:33,972 - mmseg - INFO - Iter [136400/400000] lr: 3.750e-05, eta: 23:35:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.4884, loss: 0.1846 2023-03-03 00:04:47,571 - mmseg - INFO - Iter [136450/400000] lr: 3.750e-05, eta: 23:34:52, time: 0.272, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.4279, loss: 0.1855 2023-03-03 00:05:00,892 - mmseg - INFO - Iter [136500/400000] lr: 3.750e-05, eta: 23:34:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.6432, loss: 0.1809 2023-03-03 00:05:14,143 - mmseg - INFO - Iter [136550/400000] lr: 3.750e-05, eta: 23:34:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.4917, loss: 0.1804 2023-03-03 00:05:27,414 - mmseg - INFO - Iter [136600/400000] lr: 3.750e-05, eta: 23:33:47, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1855, decode.acc_seg: 92.4267, loss: 0.1855 2023-03-03 00:05:40,739 - mmseg - INFO - Iter [136650/400000] lr: 3.750e-05, eta: 23:33:25, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.8696, loss: 0.1749 2023-03-03 00:05:54,063 - mmseg - INFO - Iter [136700/400000] lr: 3.750e-05, eta: 23:33:04, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.5520, loss: 0.1807 2023-03-03 00:06:07,420 - mmseg - INFO - Iter [136750/400000] lr: 3.750e-05, eta: 23:32:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 92.9807, loss: 0.1685 2023-03-03 00:06:20,631 - mmseg - INFO - Iter [136800/400000] lr: 3.750e-05, eta: 23:32:21, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.8811, loss: 0.1727 2023-03-03 00:06:33,911 - mmseg - INFO - Iter [136850/400000] lr: 3.750e-05, eta: 23:31:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1868, decode.acc_seg: 92.3607, loss: 0.1868 2023-03-03 00:06:47,136 - mmseg - INFO - Iter [136900/400000] lr: 3.750e-05, eta: 23:31:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.3324, loss: 0.1894 2023-03-03 00:07:03,103 - mmseg - INFO - Iter [136950/400000] lr: 3.750e-05, eta: 23:31:22, time: 0.319, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.8178, loss: 0.1735 2023-03-03 00:07:16,406 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:07:16,406 - mmseg - INFO - Iter [137000/400000] lr: 3.750e-05, eta: 23:31:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.4314, loss: 0.1818 2023-03-03 00:07:29,777 - mmseg - INFO - Iter [137050/400000] lr: 3.750e-05, eta: 23:30:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.4775, loss: 0.1835 2023-03-03 00:07:43,029 - mmseg - INFO - Iter [137100/400000] lr: 3.750e-05, eta: 23:30:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.8099, loss: 0.1771 2023-03-03 00:07:56,303 - mmseg - INFO - Iter [137150/400000] lr: 3.750e-05, eta: 23:29:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7990, loss: 0.1753 2023-03-03 00:08:09,519 - mmseg - INFO - Iter [137200/400000] lr: 3.750e-05, eta: 23:29:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.7582, loss: 0.1746 2023-03-03 00:08:22,837 - mmseg - INFO - Iter [137250/400000] lr: 3.750e-05, eta: 23:29:13, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1894, decode.acc_seg: 92.3182, loss: 0.1894 2023-03-03 00:08:36,048 - mmseg - INFO - Iter [137300/400000] lr: 3.750e-05, eta: 23:28:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.7292, loss: 0.1815 2023-03-03 00:08:49,531 - mmseg - INFO - Iter [137350/400000] lr: 3.750e-05, eta: 23:28:30, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.6581, loss: 0.1786 2023-03-03 00:09:02,719 - mmseg - INFO - Iter [137400/400000] lr: 3.750e-05, eta: 23:28:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.6841, loss: 0.1770 2023-03-03 00:09:15,985 - mmseg - INFO - Iter [137450/400000] lr: 3.750e-05, eta: 23:27:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7293, loss: 0.1763 2023-03-03 00:09:29,331 - mmseg - INFO - Iter [137500/400000] lr: 3.750e-05, eta: 23:27:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1844, decode.acc_seg: 92.5440, loss: 0.1844 2023-03-03 00:09:42,684 - mmseg - INFO - Iter [137550/400000] lr: 3.750e-05, eta: 23:27:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.6003, loss: 0.1778 2023-03-03 00:09:58,515 - mmseg - INFO - Iter [137600/400000] lr: 3.750e-05, eta: 23:26:48, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.7854, loss: 0.1734 2023-03-03 00:10:11,710 - mmseg - INFO - Iter [137650/400000] lr: 3.750e-05, eta: 23:26:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.7781, loss: 0.1774 2023-03-03 00:10:25,027 - mmseg - INFO - Iter [137700/400000] lr: 3.750e-05, eta: 23:26:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.9241, loss: 0.1750 2023-03-03 00:10:38,367 - mmseg - INFO - Iter [137750/400000] lr: 3.750e-05, eta: 23:25:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.7060, loss: 0.1761 2023-03-03 00:10:51,576 - mmseg - INFO - Iter [137800/400000] lr: 3.750e-05, eta: 23:25:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.6994, loss: 0.1798 2023-03-03 00:11:04,953 - mmseg - INFO - Iter [137850/400000] lr: 3.750e-05, eta: 23:25:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8200, loss: 0.1746 2023-03-03 00:11:18,206 - mmseg - INFO - Iter [137900/400000] lr: 3.750e-05, eta: 23:24:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.7181, loss: 0.1771 2023-03-03 00:11:31,430 - mmseg - INFO - Iter [137950/400000] lr: 3.750e-05, eta: 23:24:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.6957, loss: 0.1814 2023-03-03 00:11:44,678 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:11:44,678 - mmseg - INFO - Iter [138000/400000] lr: 3.750e-05, eta: 23:23:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1831, decode.acc_seg: 92.5298, loss: 0.1831 2023-03-03 00:11:57,913 - mmseg - INFO - Iter [138050/400000] lr: 3.750e-05, eta: 23:23:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.7657, loss: 0.1739 2023-03-03 00:12:11,253 - mmseg - INFO - Iter [138100/400000] lr: 3.750e-05, eta: 23:23:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1835, decode.acc_seg: 92.4909, loss: 0.1835 2023-03-03 00:12:24,455 - mmseg - INFO - Iter [138150/400000] lr: 3.750e-05, eta: 23:22:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.2614, loss: 0.1857 2023-03-03 00:12:40,233 - mmseg - INFO - Iter [138200/400000] lr: 3.750e-05, eta: 23:22:35, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.5426, loss: 0.1806 2023-03-03 00:12:53,688 - mmseg - INFO - Iter [138250/400000] lr: 3.750e-05, eta: 23:22:14, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1864, decode.acc_seg: 92.4426, loss: 0.1864 2023-03-03 00:13:07,042 - mmseg - INFO - Iter [138300/400000] lr: 3.750e-05, eta: 23:21:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.7961, loss: 0.1747 2023-03-03 00:13:20,583 - mmseg - INFO - Iter [138350/400000] lr: 3.750e-05, eta: 23:21:32, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.9845, loss: 0.1713 2023-03-03 00:13:33,841 - mmseg - INFO - Iter [138400/400000] lr: 3.750e-05, eta: 23:21:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1834, decode.acc_seg: 92.3067, loss: 0.1834 2023-03-03 00:13:47,409 - mmseg - INFO - Iter [138450/400000] lr: 3.750e-05, eta: 23:20:50, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.7015, loss: 0.1779 2023-03-03 00:14:00,748 - mmseg - INFO - Iter [138500/400000] lr: 3.750e-05, eta: 23:20:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1839, decode.acc_seg: 92.5058, loss: 0.1839 2023-03-03 00:14:14,272 - mmseg - INFO - Iter [138550/400000] lr: 3.750e-05, eta: 23:20:08, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.6992, loss: 0.1774 2023-03-03 00:14:27,501 - mmseg - INFO - Iter [138600/400000] lr: 3.750e-05, eta: 23:19:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.6118, loss: 0.1793 2023-03-03 00:14:40,804 - mmseg - INFO - Iter [138650/400000] lr: 3.750e-05, eta: 23:19:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.6664, loss: 0.1799 2023-03-03 00:14:54,085 - mmseg - INFO - Iter [138700/400000] lr: 3.750e-05, eta: 23:19:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.5060, loss: 0.1804 2023-03-03 00:15:07,313 - mmseg - INFO - Iter [138750/400000] lr: 3.750e-05, eta: 23:18:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.7205, loss: 0.1791 2023-03-03 00:15:20,797 - mmseg - INFO - Iter [138800/400000] lr: 3.750e-05, eta: 23:18:22, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.7399, loss: 0.1778 2023-03-03 00:15:36,577 - mmseg - INFO - Iter [138850/400000] lr: 3.750e-05, eta: 23:18:05, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.7963, loss: 0.1750 2023-03-03 00:15:49,846 - mmseg - INFO - Iter [138900/400000] lr: 3.750e-05, eta: 23:17:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.6420, loss: 0.1792 2023-03-03 00:16:03,189 - mmseg - INFO - Iter [138950/400000] lr: 3.750e-05, eta: 23:17:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.7595, loss: 0.1750 2023-03-03 00:16:16,471 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:16:16,471 - mmseg - INFO - Iter [139000/400000] lr: 3.750e-05, eta: 23:17:01, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.7866, loss: 0.1734 2023-03-03 00:16:29,746 - mmseg - INFO - Iter [139050/400000] lr: 3.750e-05, eta: 23:16:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.6573, loss: 0.1781 2023-03-03 00:16:42,950 - mmseg - INFO - Iter [139100/400000] lr: 3.750e-05, eta: 23:16:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.5242, loss: 0.1821 2023-03-03 00:16:56,190 - mmseg - INFO - Iter [139150/400000] lr: 3.750e-05, eta: 23:15:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1772, decode.acc_seg: 92.6462, loss: 0.1772 2023-03-03 00:17:09,458 - mmseg - INFO - Iter [139200/400000] lr: 3.750e-05, eta: 23:15:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.6968, loss: 0.1769 2023-03-03 00:17:22,674 - mmseg - INFO - Iter [139250/400000] lr: 3.750e-05, eta: 23:15:15, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.8354, loss: 0.1753 2023-03-03 00:17:35,938 - mmseg - INFO - Iter [139300/400000] lr: 3.750e-05, eta: 23:14:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.7418, loss: 0.1757 2023-03-03 00:17:49,266 - mmseg - INFO - Iter [139350/400000] lr: 3.750e-05, eta: 23:14:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.5803, loss: 0.1797 2023-03-03 00:18:02,491 - mmseg - INFO - Iter [139400/400000] lr: 3.750e-05, eta: 23:14:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.6454, loss: 0.1774 2023-03-03 00:18:15,713 - mmseg - INFO - Iter [139450/400000] lr: 3.750e-05, eta: 23:13:50, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.3777, loss: 0.1871 2023-03-03 00:18:31,509 - mmseg - INFO - Iter [139500/400000] lr: 3.750e-05, eta: 23:13:33, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.7729, loss: 0.1767 2023-03-03 00:18:44,771 - mmseg - INFO - Iter [139550/400000] lr: 3.750e-05, eta: 23:13:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.5407, loss: 0.1809 2023-03-03 00:18:58,069 - mmseg - INFO - Iter [139600/400000] lr: 3.750e-05, eta: 23:12:51, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.5689, loss: 0.1813 2023-03-03 00:19:11,562 - mmseg - INFO - Iter [139650/400000] lr: 3.750e-05, eta: 23:12:30, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.6476, loss: 0.1783 2023-03-03 00:19:25,209 - mmseg - INFO - Iter [139700/400000] lr: 3.750e-05, eta: 23:12:09, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.7028, loss: 0.1778 2023-03-03 00:19:38,491 - mmseg - INFO - Iter [139750/400000] lr: 3.750e-05, eta: 23:11:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.6776, loss: 0.1813 2023-03-03 00:19:51,783 - mmseg - INFO - Iter [139800/400000] lr: 3.750e-05, eta: 23:11:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.6380, loss: 0.1792 2023-03-03 00:20:05,138 - mmseg - INFO - Iter [139850/400000] lr: 3.750e-05, eta: 23:11:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1829, decode.acc_seg: 92.4808, loss: 0.1829 2023-03-03 00:20:18,391 - mmseg - INFO - Iter [139900/400000] lr: 3.750e-05, eta: 23:10:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.5942, loss: 0.1813 2023-03-03 00:20:31,819 - mmseg - INFO - Iter [139950/400000] lr: 3.750e-05, eta: 23:10:24, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1863, decode.acc_seg: 92.4298, loss: 0.1863 2023-03-03 00:20:45,266 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:20:45,266 - mmseg - INFO - Iter [140000/400000] lr: 3.750e-05, eta: 23:10:03, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8182, loss: 0.1746 2023-03-03 00:20:58,572 - mmseg - INFO - Iter [140050/400000] lr: 3.750e-05, eta: 23:09:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.5687, loss: 0.1788 2023-03-03 00:21:14,590 - mmseg - INFO - Iter [140100/400000] lr: 3.750e-05, eta: 23:09:26, time: 0.320, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1851, decode.acc_seg: 92.2591, loss: 0.1851 2023-03-03 00:21:27,884 - mmseg - INFO - Iter [140150/400000] lr: 3.750e-05, eta: 23:09:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.6658, loss: 0.1775 2023-03-03 00:21:41,103 - mmseg - INFO - Iter [140200/400000] lr: 3.750e-05, eta: 23:08:43, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.5162, loss: 0.1828 2023-03-03 00:21:54,326 - mmseg - INFO - Iter [140250/400000] lr: 3.750e-05, eta: 23:08:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1741, decode.acc_seg: 92.8270, loss: 0.1741 2023-03-03 00:22:07,575 - mmseg - INFO - Iter [140300/400000] lr: 3.750e-05, eta: 23:08:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.5382, loss: 0.1824 2023-03-03 00:22:20,809 - mmseg - INFO - Iter [140350/400000] lr: 3.750e-05, eta: 23:07:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.5443, loss: 0.1778 2023-03-03 00:22:34,256 - mmseg - INFO - Iter [140400/400000] lr: 3.750e-05, eta: 23:07:19, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 92.9058, loss: 0.1710 2023-03-03 00:22:47,550 - mmseg - INFO - Iter [140450/400000] lr: 3.750e-05, eta: 23:06:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.9677, loss: 0.1736 2023-03-03 00:23:00,852 - mmseg - INFO - Iter [140500/400000] lr: 3.750e-05, eta: 23:06:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.7844, loss: 0.1746 2023-03-03 00:23:14,152 - mmseg - INFO - Iter [140550/400000] lr: 3.750e-05, eta: 23:06:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.6110, loss: 0.1808 2023-03-03 00:23:27,464 - mmseg - INFO - Iter [140600/400000] lr: 3.750e-05, eta: 23:05:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1850, decode.acc_seg: 92.3021, loss: 0.1850 2023-03-03 00:23:40,835 - mmseg - INFO - Iter [140650/400000] lr: 3.750e-05, eta: 23:05:34, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.5661, loss: 0.1814 2023-03-03 00:23:54,223 - mmseg - INFO - Iter [140700/400000] lr: 3.750e-05, eta: 23:05:13, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.6683, loss: 0.1809 2023-03-03 00:24:10,081 - mmseg - INFO - Iter [140750/400000] lr: 3.750e-05, eta: 23:04:57, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.4813, loss: 0.1818 2023-03-03 00:24:23,486 - mmseg - INFO - Iter [140800/400000] lr: 3.750e-05, eta: 23:04:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.4713, loss: 0.1847 2023-03-03 00:24:36,949 - mmseg - INFO - Iter [140850/400000] lr: 3.750e-05, eta: 23:04:15, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.7214, loss: 0.1794 2023-03-03 00:24:50,462 - mmseg - INFO - Iter [140900/400000] lr: 3.750e-05, eta: 23:03:54, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.7491, loss: 0.1760 2023-03-03 00:25:03,736 - mmseg - INFO - Iter [140950/400000] lr: 3.750e-05, eta: 23:03:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.5265, loss: 0.1802 2023-03-03 00:25:17,019 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:25:17,020 - mmseg - INFO - Iter [141000/400000] lr: 3.750e-05, eta: 23:03:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.6379, loss: 0.1806 2023-03-03 00:25:30,334 - mmseg - INFO - Iter [141050/400000] lr: 3.750e-05, eta: 23:02:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.7598, loss: 0.1802 2023-03-03 00:25:43,650 - mmseg - INFO - Iter [141100/400000] lr: 3.750e-05, eta: 23:02:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1847, decode.acc_seg: 92.5187, loss: 0.1847 2023-03-03 00:25:56,946 - mmseg - INFO - Iter [141150/400000] lr: 3.750e-05, eta: 23:02:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.6445, loss: 0.1826 2023-03-03 00:26:10,168 - mmseg - INFO - Iter [141200/400000] lr: 3.750e-05, eta: 23:01:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.7376, loss: 0.1761 2023-03-03 00:26:23,368 - mmseg - INFO - Iter [141250/400000] lr: 3.750e-05, eta: 23:01:27, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.6459, loss: 0.1788 2023-03-03 00:26:36,734 - mmseg - INFO - Iter [141300/400000] lr: 3.750e-05, eta: 23:01:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.9427, loss: 0.1738 2023-03-03 00:26:52,475 - mmseg - INFO - Iter [141350/400000] lr: 3.750e-05, eta: 23:00:49, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.5413, loss: 0.1813 2023-03-03 00:27:05,759 - mmseg - INFO - Iter [141400/400000] lr: 3.750e-05, eta: 23:00:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.6119, loss: 0.1818 2023-03-03 00:27:19,062 - mmseg - INFO - Iter [141450/400000] lr: 3.750e-05, eta: 23:00:07, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.5934, loss: 0.1765 2023-03-03 00:27:32,410 - mmseg - INFO - Iter [141500/400000] lr: 3.750e-05, eta: 22:59:47, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.7238, loss: 0.1746 2023-03-03 00:27:45,632 - mmseg - INFO - Iter [141550/400000] lr: 3.750e-05, eta: 22:59:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1923, decode.acc_seg: 92.2855, loss: 0.1923 2023-03-03 00:27:58,932 - mmseg - INFO - Iter [141600/400000] lr: 3.750e-05, eta: 22:59:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1889, decode.acc_seg: 92.2293, loss: 0.1889 2023-03-03 00:28:12,157 - mmseg - INFO - Iter [141650/400000] lr: 3.750e-05, eta: 22:58:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.7567, loss: 0.1752 2023-03-03 00:28:25,711 - mmseg - INFO - Iter [141700/400000] lr: 3.750e-05, eta: 22:58:23, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 92.7873, loss: 0.1697 2023-03-03 00:28:38,951 - mmseg - INFO - Iter [141750/400000] lr: 3.750e-05, eta: 22:58:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.7981, loss: 0.1779 2023-03-03 00:28:52,231 - mmseg - INFO - Iter [141800/400000] lr: 3.750e-05, eta: 22:57:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5652, loss: 0.1819 2023-03-03 00:29:05,527 - mmseg - INFO - Iter [141850/400000] lr: 3.750e-05, eta: 22:57:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.4991, loss: 0.1827 2023-03-03 00:29:18,741 - mmseg - INFO - Iter [141900/400000] lr: 3.750e-05, eta: 22:56:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1871, decode.acc_seg: 92.3394, loss: 0.1871 2023-03-03 00:29:31,976 - mmseg - INFO - Iter [141950/400000] lr: 3.750e-05, eta: 22:56:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.6585, loss: 0.1770 2023-03-03 00:29:47,715 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:29:47,716 - mmseg - INFO - Iter [142000/400000] lr: 3.750e-05, eta: 22:56:21, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.8611, loss: 0.1738 2023-03-03 00:30:00,972 - mmseg - INFO - Iter [142050/400000] lr: 3.750e-05, eta: 22:56:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.7450, loss: 0.1784 2023-03-03 00:30:14,322 - mmseg - INFO - Iter [142100/400000] lr: 3.750e-05, eta: 22:55:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.3367, loss: 0.1915 2023-03-03 00:30:27,657 - mmseg - INFO - Iter [142150/400000] lr: 3.750e-05, eta: 22:55:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.8542, loss: 0.1753 2023-03-03 00:30:40,893 - mmseg - INFO - Iter [142200/400000] lr: 3.750e-05, eta: 22:54:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1816, decode.acc_seg: 92.6968, loss: 0.1816 2023-03-03 00:30:54,199 - mmseg - INFO - Iter [142250/400000] lr: 3.750e-05, eta: 22:54:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1849, decode.acc_seg: 92.4789, loss: 0.1849 2023-03-03 00:31:07,435 - mmseg - INFO - Iter [142300/400000] lr: 3.750e-05, eta: 22:54:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1915, decode.acc_seg: 92.2300, loss: 0.1915 2023-03-03 00:31:20,691 - mmseg - INFO - Iter [142350/400000] lr: 3.750e-05, eta: 22:53:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.6414, loss: 0.1808 2023-03-03 00:31:34,110 - mmseg - INFO - Iter [142400/400000] lr: 3.750e-05, eta: 22:53:34, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5432, loss: 0.1827 2023-03-03 00:31:47,401 - mmseg - INFO - Iter [142450/400000] lr: 3.750e-05, eta: 22:53:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.6890, loss: 0.1760 2023-03-03 00:32:00,728 - mmseg - INFO - Iter [142500/400000] lr: 3.750e-05, eta: 22:52:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.4781, loss: 0.1832 2023-03-03 00:32:14,022 - mmseg - INFO - Iter [142550/400000] lr: 3.750e-05, eta: 22:52:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1825, decode.acc_seg: 92.4202, loss: 0.1825 2023-03-03 00:32:27,281 - mmseg - INFO - Iter [142600/400000] lr: 3.750e-05, eta: 22:52:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.7063, loss: 0.1746 2023-03-03 00:32:43,026 - mmseg - INFO - Iter [142650/400000] lr: 3.750e-05, eta: 22:51:54, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.5352, loss: 0.1827 2023-03-03 00:32:56,399 - mmseg - INFO - Iter [142700/400000] lr: 3.750e-05, eta: 22:51:33, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.6120, loss: 0.1797 2023-03-03 00:33:09,712 - mmseg - INFO - Iter [142750/400000] lr: 3.750e-05, eta: 22:51:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.7784, loss: 0.1760 2023-03-03 00:33:22,992 - mmseg - INFO - Iter [142800/400000] lr: 3.750e-05, eta: 22:50:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.6220, loss: 0.1793 2023-03-03 00:33:36,333 - mmseg - INFO - Iter [142850/400000] lr: 3.750e-05, eta: 22:50:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6893, loss: 0.1795 2023-03-03 00:33:49,593 - mmseg - INFO - Iter [142900/400000] lr: 3.750e-05, eta: 22:50:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7221, loss: 0.1763 2023-03-03 00:34:02,926 - mmseg - INFO - Iter [142950/400000] lr: 3.750e-05, eta: 22:49:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 92.9693, loss: 0.1676 2023-03-03 00:34:16,265 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:34:16,265 - mmseg - INFO - Iter [143000/400000] lr: 3.750e-05, eta: 22:49:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.7960, loss: 0.1756 2023-03-03 00:34:29,502 - mmseg - INFO - Iter [143050/400000] lr: 3.750e-05, eta: 22:49:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.8251, loss: 0.1761 2023-03-03 00:34:42,768 - mmseg - INFO - Iter [143100/400000] lr: 3.750e-05, eta: 22:48:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.5968, loss: 0.1801 2023-03-03 00:34:56,010 - mmseg - INFO - Iter [143150/400000] lr: 3.750e-05, eta: 22:48:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.5954, loss: 0.1828 2023-03-03 00:35:09,255 - mmseg - INFO - Iter [143200/400000] lr: 3.750e-05, eta: 22:48:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6676, loss: 0.1787 2023-03-03 00:35:24,994 - mmseg - INFO - Iter [143250/400000] lr: 3.750e-05, eta: 22:47:49, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5841, loss: 0.1819 2023-03-03 00:35:38,302 - mmseg - INFO - Iter [143300/400000] lr: 3.750e-05, eta: 22:47:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.5726, loss: 0.1785 2023-03-03 00:35:51,612 - mmseg - INFO - Iter [143350/400000] lr: 3.750e-05, eta: 22:47:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0865, loss: 0.1685 2023-03-03 00:36:05,046 - mmseg - INFO - Iter [143400/400000] lr: 3.750e-05, eta: 22:46:47, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.5869, loss: 0.1796 2023-03-03 00:36:18,364 - mmseg - INFO - Iter [143450/400000] lr: 3.750e-05, eta: 22:46:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1853, decode.acc_seg: 92.2971, loss: 0.1853 2023-03-03 00:36:31,650 - mmseg - INFO - Iter [143500/400000] lr: 3.750e-05, eta: 22:46:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.7592, loss: 0.1779 2023-03-03 00:36:44,886 - mmseg - INFO - Iter [143550/400000] lr: 3.750e-05, eta: 22:45:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.8605, loss: 0.1765 2023-03-03 00:36:58,239 - mmseg - INFO - Iter [143600/400000] lr: 3.750e-05, eta: 22:45:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 92.9439, loss: 0.1700 2023-03-03 00:37:11,622 - mmseg - INFO - Iter [143650/400000] lr: 3.750e-05, eta: 22:45:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.5341, loss: 0.1830 2023-03-03 00:37:24,852 - mmseg - INFO - Iter [143700/400000] lr: 3.750e-05, eta: 22:44:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.7129, loss: 0.1782 2023-03-03 00:37:38,087 - mmseg - INFO - Iter [143750/400000] lr: 3.750e-05, eta: 22:44:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1813, decode.acc_seg: 92.4733, loss: 0.1813 2023-03-03 00:37:51,343 - mmseg - INFO - Iter [143800/400000] lr: 3.750e-05, eta: 22:44:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.6592, loss: 0.1781 2023-03-03 00:38:04,705 - mmseg - INFO - Iter [143850/400000] lr: 3.750e-05, eta: 22:43:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.6564, loss: 0.1771 2023-03-03 00:38:20,611 - mmseg - INFO - Iter [143900/400000] lr: 3.750e-05, eta: 22:43:24, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5638, loss: 0.1811 2023-03-03 00:38:33,967 - mmseg - INFO - Iter [143950/400000] lr: 3.750e-05, eta: 22:43:03, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.6995, loss: 0.1791 2023-03-03 00:38:47,419 - mmseg - INFO - Swap parameters (after train) after iter [144000] 2023-03-03 00:38:47,431 - mmseg - INFO - Saving checkpoint at 144000 iterations 2023-03-03 00:38:49,595 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:38:49,595 - mmseg - INFO - Iter [144000/400000] lr: 3.750e-05, eta: 22:42:46, time: 0.313, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.8231, loss: 0.1759 2023-03-03 00:53:20,867 - mmseg - INFO - per class results: 2023-03-03 00:53:20,875 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.74,77.79,77.8,77.82,77.85,77.85,77.87,77.85,77.86,77.87 | | building | 81.79,81.78,81.77,81.78,81.79,81.8,81.8,81.8,81.81,81.82 | | sky | 94.56,94.57,94.58,94.59,94.61,94.62,94.62,94.63,94.63,94.63 | | floor | 81.89,81.91,81.91,81.93,81.93,81.94,81.95,81.97,81.98,82.02 | | tree | 74.47,74.48,74.5,74.52,74.56,74.58,74.58,74.58,74.59,74.6 | | ceiling | 85.13,85.19,85.24,85.22,85.27,85.28,85.27,85.26,85.26,85.26 | | road | 82.19,82.13,82.12,82.05,82.03,82.0,82.05,82.04,82.04,82.02 | | bed | 87.71,87.68,87.7,87.71,87.71,87.69,87.7,87.7,87.73,87.71 | | windowpane | 61.07,61.12,61.17,61.23,61.28,61.38,61.37,61.38,61.43,61.42 | | grass | 67.45,67.45,67.47,67.51,67.55,67.6,67.64,67.67,67.68,67.72 | | cabinet | 61.44,61.56,61.67,61.65,61.66,61.69,61.7,61.72,61.74,61.7 | | sidewalk | 65.06,65.02,65.05,64.96,64.94,64.95,64.99,65.03,65.04,65.0 | | person | 80.24,80.28,80.28,80.31,80.32,80.33,80.36,80.37,80.4,80.36 | | earth | 36.38,36.38,36.44,36.45,36.47,36.49,36.53,36.51,36.55,36.56 | | door | 46.4,46.41,46.47,46.44,46.42,46.44,46.46,46.36,46.41,46.4 | | table | 62.39,62.5,62.57,62.65,62.65,62.66,62.72,62.77,62.81,62.81 | | mountain | 57.51,57.67,57.74,57.8,57.83,57.84,57.86,57.91,57.9,57.91 | | plant | 50.15,50.11,50.09,50.09,50.13,50.1,50.14,50.18,50.21,50.26 | | curtain | 74.11,74.16,74.18,74.24,74.31,74.4,74.41,74.41,74.46,74.49 | | chair | 57.25,57.28,57.31,57.35,57.32,57.33,57.3,57.36,57.34,57.33 | | car | 82.63,82.7,82.76,82.82,82.8,82.87,82.87,82.89,82.93,82.94 | | water | 57.02,57.04,57.07,57.21,57.24,57.34,57.39,57.41,57.41,57.46 | | painting | 69.83,69.82,69.79,69.67,69.7,69.64,69.61,69.63,69.63,69.66 | | sofa | 64.55,64.54,64.49,64.46,64.49,64.5,64.53,64.49,64.47,64.47 | | shelf | 43.57,43.55,43.58,43.45,43.49,43.46,43.49,43.46,43.43,43.42 | | house | 43.6,43.42,43.31,43.31,43.24,43.22,43.28,43.23,43.24,43.23 | | sea | 59.83,59.83,59.88,59.93,59.93,59.99,60.05,60.13,60.14,60.2 | | mirror | 68.06,68.27,68.19,68.35,68.51,68.65,68.75,68.86,68.91,68.99 | | rug | 65.99,66.25,66.22,66.3,66.39,66.41,66.49,66.5,66.52,66.56 | | field | 31.19,31.18,31.2,31.21,31.16,31.16,31.13,31.19,31.19,31.22 | | armchair | 38.17,38.24,38.13,38.2,38.09,38.06,38.06,38.02,38.06,38.03 | | seat | 67.39,67.46,67.51,67.5,67.55,67.51,67.6,67.61,67.61,67.55 | | fence | 41.9,41.86,41.99,41.95,41.93,41.98,42.14,42.08,42.04,42.08 | | desk | 47.09,47.11,47.17,47.22,47.3,47.37,47.41,47.51,47.49,47.62 | | rock | 38.45,38.43,38.51,38.5,38.54,38.52,38.6,38.57,38.57,38.65 | | wardrobe | 58.12,58.21,58.32,58.26,58.19,58.18,58.19,58.2,58.21,58.15 | | lamp | 64.48,64.51,64.55,64.59,64.6,64.56,64.56,64.53,64.5,64.44 | | bathtub | 74.45,74.55,74.53,74.95,75.06,75.08,74.89,75.05,75.22,76.29 | | railing | 34.04,34.15,34.29,34.39,34.46,34.46,34.6,34.56,34.55,34.63 | | cushion | 56.66,56.78,57.03,56.8,57.15,57.04,57.25,57.27,57.21,56.94 | | base | 23.19,23.3,23.29,23.31,23.39,23.25,23.37,23.45,23.41,23.25 | | box | 23.7,23.79,23.81,23.9,23.94,23.93,23.99,24.04,23.96,23.95 | | column | 46.92,47.04,47.16,47.16,47.23,47.12,47.34,47.35,47.43,47.39 | | signboard | 38.72,38.75,38.78,38.86,38.75,38.74,38.76,38.73,38.68,38.68 | | chest of drawers | 37.26,37.29,37.11,36.87,36.98,37.07,37.07,37.06,37.1,37.0 | | counter | 30.49,30.49,30.5,30.5,30.59,30.7,30.7,30.66,30.6,30.67 | | sand | 42.41,42.13,41.91,41.76,41.72,41.61,41.67,41.68,41.7,41.7 | | sink | 68.73,68.7,68.83,68.73,68.81,68.81,68.8,68.82,68.81,68.84 | | skyscraper | 51.2,50.81,50.38,50.29,50.04,49.79,49.61,49.56,49.52,49.49 | | fireplace | 76.84,76.99,77.07,77.28,77.2,77.27,77.26,77.31,77.28,77.17 | | refrigerator | 76.8,77.02,77.04,77.07,77.28,77.33,77.26,77.37,77.43,77.68 | | grandstand | 51.22,51.32,51.57,51.59,51.64,51.82,51.93,52.01,52.08,52.12 | | path | 21.4,21.26,21.15,21.16,21.09,21.1,21.08,21.14,21.25,21.36 | | stairs | 31.13,31.11,31.03,31.01,30.92,30.9,30.9,30.87,30.84,30.82 | | runway | 68.45,68.49,68.5,68.56,68.52,68.51,68.49,68.43,68.4,68.39 | | case | 45.71,45.92,46.1,46.27,46.35,46.32,46.19,46.15,46.24,46.33 | | pool table | 91.96,91.94,91.94,91.97,91.99,91.94,91.97,91.96,91.95,91.97 | | pillow | 61.91,61.65,61.78,61.63,61.78,61.48,61.94,61.73,61.71,61.22 | | screen door | 67.99,68.12,68.05,68.15,68.3,68.48,68.5,68.55,68.55,68.51 | | stairway | 22.88,22.89,22.89,22.85,22.78,22.83,22.79,22.73,22.78,22.81 | | river | 11.4,11.37,11.37,11.39,11.39,11.4,11.43,11.44,11.44,11.45 | | bridge | 34.57,34.62,34.83,34.92,35.01,35.12,34.91,34.51,34.05,33.87 | | bookcase | 46.4,46.43,46.54,46.47,46.55,46.53,46.66,46.58,46.48,46.52 | | blind | 41.14,41.11,41.0,41.09,41.21,41.14,41.04,41.07,41.09,40.95 | | coffee table | 55.18,55.03,55.13,55.14,55.04,55.01,54.98,55.16,55.04,55.12 | | toilet | 84.6,84.55,84.64,84.58,84.55,84.55,84.59,84.62,84.53,84.56 | | flower | 39.16,39.26,39.4,39.4,39.6,39.53,39.62,39.79,39.88,39.9 | | book | 46.98,47.05,46.98,46.91,46.8,46.82,46.68,46.61,46.46,46.35 | | hill | 16.64,16.73,16.87,16.75,16.8,16.89,16.86,16.8,16.72,16.62 | | bench | 43.47,43.3,43.14,43.02,42.89,42.7,42.58,42.54,42.5,42.38 | | countertop | 55.07,55.09,55.35,55.38,55.69,55.72,55.5,55.48,56.09,56.02 | | stove | 72.79,72.76,72.91,72.98,72.88,72.85,72.93,72.85,72.88,72.68 | | palm | 48.5,48.42,48.41,48.54,48.61,48.61,48.69,48.64,48.67,48.62 | | kitchen island | 45.57,45.86,46.88,47.2,48.14,47.98,48.79,48.67,48.87,48.99 | | computer | 60.64,60.66,60.75,60.73,60.82,60.9,60.88,60.87,60.83,60.85 | | swivel chair | 44.31,44.38,44.52,44.67,44.8,44.81,44.83,44.87,44.8,44.84 | | boat | 71.37,71.37,71.49,71.43,71.54,71.82,71.65,71.78,71.86,71.93 | | bar | 23.89,23.92,23.93,23.88,23.9,23.88,23.9,23.88,23.94,23.92 | | arcade machine | 69.17,69.48,69.4,69.31,69.61,69.51,69.08,69.1,68.69,68.43 | | hovel | 31.89,31.74,31.77,31.51,31.64,31.58,31.58,31.53,31.45,31.37 | | bus | 78.89,78.94,78.96,78.98,79.05,78.99,79.14,79.24,79.2,79.24 | | towel | 62.01,61.96,61.76,61.83,61.73,61.71,61.72,61.78,61.87,61.89 | | light | 57.61,57.69,57.77,57.79,57.92,57.96,58.01,57.92,58.06,58.11 | | truck | 17.67,17.6,17.77,17.74,17.66,17.87,17.85,18.2,18.29,18.56 | | tower | 7.56,7.7,7.78,7.98,8.01,8.25,8.26,8.35,8.29,8.33 | | chandelier | 66.3,66.38,66.33,66.22,66.06,66.02,66.0,66.05,65.86,65.86 | | awning | 24.55,24.6,24.68,24.7,24.81,24.7,24.85,24.66,24.7,24.7 | | streetlight | 29.51,29.65,29.73,29.8,29.81,30.04,30.02,30.15,30.29,30.42 | | booth | 49.1,49.44,49.92,49.84,50.09,50.09,50.35,50.47,50.56,50.61 | | television receiver | 65.54,65.76,65.83,65.59,65.66,65.65,65.68,65.71,65.66,65.69 | | airplane | 59.6,59.58,59.42,59.44,59.54,59.4,59.5,59.47,59.41,59.43 | | dirt track | 23.49,23.64,23.7,23.62,24.28,24.31,24.68,25.03,25.44,25.47 | | apparel | 33.0,33.04,32.85,32.85,32.98,32.99,32.68,33.01,33.41,33.43 | | pole | 21.2,21.41,21.21,21.08,21.24,21.35,21.43,21.51,21.5,21.46 | | land | 3.97,4.02,3.99,3.88,3.93,3.81,3.83,3.87,3.93,3.97 | | bannister | 12.65,12.71,12.92,13.0,13.3,13.32,13.49,13.54,13.55,13.53 | | escalator | 23.76,23.83,23.76,23.9,23.94,23.89,23.97,23.97,24.07,24.09 | | ottoman | 43.45,43.4,43.46,43.38,43.13,43.11,42.64,42.31,42.25,42.24 | | bottle | 36.42,36.41,36.48,36.55,36.39,36.22,36.16,35.99,35.71,35.51 | | buffet | 45.82,46.45,46.8,46.83,46.91,47.12,47.1,47.2,47.26,47.21 | | poster | 22.77,22.86,22.98,23.0,23.0,23.11,23.27,23.48,23.35,23.5 | | stage | 13.93,14.02,14.2,14.17,14.15,14.24,14.3,14.28,14.32,14.22 | | van | 39.18,39.22,39.2,39.14,39.0,39.04,39.0,38.9,38.77,38.74 | | ship | 80.15,80.62,80.85,81.22,81.2,81.53,81.5,81.54,81.54,81.5 | | fountain | 15.98,16.17,16.4,17.75,18.61,20.0,21.03,21.22,21.31,21.3 | | conveyer belt | 86.4,86.56,86.2,86.31,86.08,86.16,85.93,85.6,85.5,85.35 | | canopy | 27.88,28.25,28.55,28.58,28.98,29.02,29.37,29.38,29.76,29.76 | | washer | 73.48,73.5,73.33,73.49,73.5,73.31,73.48,73.49,73.62,73.56 | | plaything | 21.65,21.58,21.62,21.72,21.75,21.77,21.64,21.65,21.61,21.55 | | swimming pool | 73.27,73.05,73.5,73.52,73.23,73.52,73.75,74.23,74.21,74.18 | | stool | 46.15,46.41,46.38,46.41,46.54,46.64,46.74,46.88,47.13,47.2 | | barrel | 52.98,53.29,54.46,54.46,54.78,54.79,54.76,54.8,54.83,54.81 | | basket | 25.03,25.01,25.01,25.11,25.19,25.1,25.14,25.22,25.27,25.33 | | waterfall | 45.13,44.71,44.23,44.43,43.98,43.48,43.41,43.38,43.45,43.48 | | tent | 95.82,95.88,95.87,95.93,95.94,95.99,95.96,95.95,95.91,95.95 | | bag | 17.92,18.11,17.99,18.03,18.16,18.15,18.2,18.27,18.29,18.3 | | minibike | 61.76,61.79,61.72,61.67,61.92,61.89,61.82,61.8,61.97,61.98 | | cradle | 84.91,85.12,85.22,85.39,85.44,85.55,85.67,85.82,85.88,86.02 | | oven | 42.45,42.71,43.71,44.19,44.62,45.37,46.53,47.18,47.99,48.11 | | ball | 51.07,51.28,51.13,51.15,51.19,51.21,51.13,51.07,51.19,51.12 | | food | 56.42,56.41,56.55,56.28,56.39,55.95,55.77,55.64,55.46,55.26 | | step | 6.73,6.62,6.46,6.55,6.51,6.66,6.56,6.5,6.53,6.49 | | tank | 55.76,55.95,56.07,56.17,56.12,56.25,56.16,56.25,56.29,56.31 | | trade name | 29.92,29.63,29.99,30.16,30.39,29.95,30.26,30.14,29.97,29.93 | | microwave | 65.52,66.01,67.34,68.22,68.63,69.52,70.6,71.58,72.34,72.82 | | pot | 31.44,31.44,31.38,31.41,31.43,31.46,31.54,31.53,31.56,31.55 | | animal | 53.86,53.94,53.96,53.93,54.02,54.01,54.04,54.0,54.1,54.06 | | bicycle | 56.02,56.03,56.2,56.46,56.52,56.39,56.51,56.78,56.85,56.6 | | lake | 58.07,57.99,58.11,58.18,58.17,58.16,58.26,58.31,58.32,58.38 | | dishwasher | 68.01,68.25,68.33,68.37,67.94,68.17,68.03,68.23,68.18,68.14 | | screen | 65.67,64.93,64.61,64.05,63.69,63.48,63.47,63.47,63.4,63.3 | | blanket | 17.78,18.02,18.19,18.32,18.31,18.4,18.53,18.59,18.55,18.69 | | sculpture | 56.24,56.03,55.94,56.04,56.24,56.13,55.82,55.95,55.85,56.04 | | hood | 61.78,61.54,60.95,60.47,60.32,60.5,60.1,60.08,59.97,59.99 | | sconce | 43.89,43.87,43.78,44.15,44.04,44.02,44.1,44.03,44.04,43.94 | | vase | 39.36,39.36,39.41,39.48,39.35,39.61,39.65,39.88,39.91,40.07 | | traffic light | 33.93,34.06,34.09,34.46,34.56,34.66,34.85,34.91,34.95,34.9 | | tray | 7.4,7.82,7.76,7.77,7.85,7.89,8.12,8.26,8.39,8.42 | | ashcan | 42.95,43.14,43.36,43.19,43.3,43.5,43.51,43.26,43.4,43.38 | | fan | 59.16,59.34,59.26,59.28,59.24,59.44,59.59,59.6,59.6,59.56 | | pier | 49.55,50.72,51.24,51.26,52.34,52.73,52.97,53.73,54.01,54.78 | | crt screen | 9.41,9.32,9.21,9.13,8.85,8.76,8.71,8.66,8.64,8.61 | | plate | 52.8,52.88,52.87,52.87,52.93,53.08,52.83,52.78,52.76,52.57 | | monitor | 19.41,19.36,19.14,19.15,19.0,19.01,18.98,18.8,18.73,18.56 | | bulletin board | 43.74,44.26,44.6,45.02,45.76,46.18,46.13,46.59,46.4,46.64 | | shower | 2.0,2.08,2.04,2.1,2.12,2.16,2.13,2.2,2.21,2.23 | | radiator | 61.23,61.38,61.44,61.8,62.07,62.06,62.14,62.0,62.22,62.25 | | glass | 15.0,14.87,14.91,14.9,14.81,14.85,14.8,14.78,14.81,14.72 | | clock | 40.36,40.65,40.54,40.74,40.74,40.76,40.76,40.67,40.76,40.63 | | flag | 34.92,34.97,34.97,34.78,34.77,34.74,34.21,34.22,34.38,34.64 | +---------------------+-------------------------------------------------------------+ 2023-03-03 00:53:20,875 - mmseg - INFO - Summary: 2023-03-03 00:53:20,875 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 49.28,49.34,49.39,49.43,49.49,49.52,49.56,49.59,49.62,49.63 | +-------------------------------------------------------------+ 2023-03-03 00:53:20,949 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/laizeqiang/mmseg-baseline/work_dirs/segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100/best_mIoU_iter_128000.pth was removed 2023-03-03 00:53:24,275 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_144000.pth. 2023-03-03 00:53:24,276 - mmseg - INFO - Best mIoU is 0.4963 at 144000 iter. 2023-03-03 00:53:24,276 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:53:24,276 - mmseg - INFO - Iter(val) [250] mIoU: [0.4928, 0.4934, 0.4939, 0.4943, 0.4949, 0.4952, 0.4956, 0.4959, 0.4962, 0.4963], copy_paste: 49.28,49.34,49.39,49.43,49.49,49.52,49.56,49.59,49.62,49.63 2023-03-03 00:53:24,284 - mmseg - INFO - Swap parameters (before train) before iter [144001] 2023-03-03 00:53:37,774 - mmseg - INFO - Iter [144050/400000] lr: 3.750e-05, eta: 23:08:20, time: 17.764, data_time: 17.501, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9522, loss: 0.1707 2023-03-03 00:53:51,144 - mmseg - INFO - Iter [144100/400000] lr: 3.750e-05, eta: 23:07:59, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.7579, loss: 0.1788 2023-03-03 00:54:04,597 - mmseg - INFO - Iter [144150/400000] lr: 3.750e-05, eta: 23:07:37, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.4901, loss: 0.1859 2023-03-03 00:54:17,986 - mmseg - INFO - Iter [144200/400000] lr: 3.750e-05, eta: 23:07:16, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7037, loss: 0.1753 2023-03-03 00:54:31,337 - mmseg - INFO - Iter [144250/400000] lr: 3.750e-05, eta: 23:06:55, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.5425, loss: 0.1826 2023-03-03 00:54:44,633 - mmseg - INFO - Iter [144300/400000] lr: 3.750e-05, eta: 23:06:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.7271, loss: 0.1799 2023-03-03 00:54:57,899 - mmseg - INFO - Iter [144350/400000] lr: 3.750e-05, eta: 23:06:12, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.6494, loss: 0.1784 2023-03-03 00:55:11,387 - mmseg - INFO - Iter [144400/400000] lr: 3.750e-05, eta: 23:05:50, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1826, decode.acc_seg: 92.5266, loss: 0.1826 2023-03-03 00:55:24,777 - mmseg - INFO - Iter [144450/400000] lr: 3.750e-05, eta: 23:05:29, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1857, decode.acc_seg: 92.4012, loss: 0.1857 2023-03-03 00:55:40,812 - mmseg - INFO - Iter [144500/400000] lr: 3.750e-05, eta: 23:05:12, time: 0.321, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.5678, loss: 0.1756 2023-03-03 00:55:54,186 - mmseg - INFO - Iter [144550/400000] lr: 3.750e-05, eta: 23:04:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.6181, loss: 0.1786 2023-03-03 00:56:07,457 - mmseg - INFO - Iter [144600/400000] lr: 3.750e-05, eta: 23:04:29, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.6274, loss: 0.1765 2023-03-03 00:56:20,775 - mmseg - INFO - Iter [144650/400000] lr: 3.750e-05, eta: 23:04:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.6157, loss: 0.1758 2023-03-03 00:56:34,163 - mmseg - INFO - Iter [144700/400000] lr: 3.750e-05, eta: 23:03:47, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1845, decode.acc_seg: 92.4052, loss: 0.1845 2023-03-03 00:56:47,501 - mmseg - INFO - Iter [144750/400000] lr: 3.750e-05, eta: 23:03:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.5846, loss: 0.1793 2023-03-03 00:57:00,775 - mmseg - INFO - Iter [144800/400000] lr: 3.750e-05, eta: 23:03:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.7234, loss: 0.1776 2023-03-03 00:57:14,202 - mmseg - INFO - Iter [144850/400000] lr: 3.750e-05, eta: 23:02:42, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1874, decode.acc_seg: 92.3304, loss: 0.1874 2023-03-03 00:57:27,582 - mmseg - INFO - Iter [144900/400000] lr: 3.750e-05, eta: 23:02:21, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.6927, loss: 0.1800 2023-03-03 00:57:40,885 - mmseg - INFO - Iter [144950/400000] lr: 3.750e-05, eta: 23:02:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.3899, loss: 0.1859 2023-03-03 00:57:54,116 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 00:57:54,117 - mmseg - INFO - Iter [145000/400000] lr: 3.750e-05, eta: 23:01:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7724, loss: 0.1773 2023-03-03 00:58:07,490 - mmseg - INFO - Iter [145050/400000] lr: 3.750e-05, eta: 23:01:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1846, decode.acc_seg: 92.6301, loss: 0.1846 2023-03-03 00:58:20,866 - mmseg - INFO - Iter [145100/400000] lr: 3.750e-05, eta: 23:00:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.7617, loss: 0.1760 2023-03-03 00:58:36,910 - mmseg - INFO - Iter [145150/400000] lr: 3.750e-05, eta: 23:00:39, time: 0.321, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.8308, loss: 0.1781 2023-03-03 00:58:50,194 - mmseg - INFO - Iter [145200/400000] lr: 3.750e-05, eta: 23:00:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.6511, loss: 0.1782 2023-03-03 00:59:03,421 - mmseg - INFO - Iter [145250/400000] lr: 3.750e-05, eta: 22:59:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.6711, loss: 0.1787 2023-03-03 00:59:16,762 - mmseg - INFO - Iter [145300/400000] lr: 3.750e-05, eta: 22:59:34, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.6292, loss: 0.1805 2023-03-03 00:59:30,091 - mmseg - INFO - Iter [145350/400000] lr: 3.750e-05, eta: 22:59:13, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.5713, loss: 0.1787 2023-03-03 00:59:43,343 - mmseg - INFO - Iter [145400/400000] lr: 3.750e-05, eta: 22:58:52, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.6106, loss: 0.1802 2023-03-03 00:59:56,657 - mmseg - INFO - Iter [145450/400000] lr: 3.750e-05, eta: 22:58:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.6057, loss: 0.1804 2023-03-03 01:00:09,868 - mmseg - INFO - Iter [145500/400000] lr: 3.750e-05, eta: 22:58:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8505, loss: 0.1736 2023-03-03 01:00:23,181 - mmseg - INFO - Iter [145550/400000] lr: 3.750e-05, eta: 22:57:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7035, loss: 0.1763 2023-03-03 01:00:36,508 - mmseg - INFO - Iter [145600/400000] lr: 3.750e-05, eta: 22:57:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1853, decode.acc_seg: 92.4323, loss: 0.1853 2023-03-03 01:00:49,775 - mmseg - INFO - Iter [145650/400000] lr: 3.750e-05, eta: 22:57:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1845, decode.acc_seg: 92.4651, loss: 0.1845 2023-03-03 01:01:03,139 - mmseg - INFO - Iter [145700/400000] lr: 3.750e-05, eta: 22:56:43, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.5103, loss: 0.1799 2023-03-03 01:01:16,380 - mmseg - INFO - Iter [145750/400000] lr: 3.750e-05, eta: 22:56:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.9165, loss: 0.1729 2023-03-03 01:01:32,114 - mmseg - INFO - Iter [145800/400000] lr: 3.750e-05, eta: 22:56:05, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9188, loss: 0.1724 2023-03-03 01:01:45,333 - mmseg - INFO - Iter [145850/400000] lr: 3.750e-05, eta: 22:55:43, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1803, decode.acc_seg: 92.5876, loss: 0.1803 2023-03-03 01:01:58,599 - mmseg - INFO - Iter [145900/400000] lr: 3.750e-05, eta: 22:55:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.6549, loss: 0.1792 2023-03-03 01:02:11,894 - mmseg - INFO - Iter [145950/400000] lr: 3.750e-05, eta: 22:55:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.8037, loss: 0.1743 2023-03-03 01:02:25,252 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:02:25,252 - mmseg - INFO - Iter [146000/400000] lr: 3.750e-05, eta: 22:54:39, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.5138, loss: 0.1791 2023-03-03 01:02:38,497 - mmseg - INFO - Iter [146050/400000] lr: 3.750e-05, eta: 22:54:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.7560, loss: 0.1788 2023-03-03 01:02:51,722 - mmseg - INFO - Iter [146100/400000] lr: 3.750e-05, eta: 22:53:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.5644, loss: 0.1797 2023-03-03 01:03:04,929 - mmseg - INFO - Iter [146150/400000] lr: 3.750e-05, eta: 22:53:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.6760, loss: 0.1790 2023-03-03 01:03:18,332 - mmseg - INFO - Iter [146200/400000] lr: 3.750e-05, eta: 22:53:14, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.6189, loss: 0.1822 2023-03-03 01:03:31,562 - mmseg - INFO - Iter [146250/400000] lr: 3.750e-05, eta: 22:52:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.8090, loss: 0.1730 2023-03-03 01:03:44,858 - mmseg - INFO - Iter [146300/400000] lr: 3.750e-05, eta: 22:52:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.8776, loss: 0.1731 2023-03-03 01:03:58,236 - mmseg - INFO - Iter [146350/400000] lr: 3.750e-05, eta: 22:52:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.6410, loss: 0.1793 2023-03-03 01:04:14,050 - mmseg - INFO - Iter [146400/400000] lr: 3.750e-05, eta: 22:51:53, time: 0.316, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1883, decode.acc_seg: 92.2720, loss: 0.1883 2023-03-03 01:04:27,534 - mmseg - INFO - Iter [146450/400000] lr: 3.750e-05, eta: 22:51:32, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.4847, loss: 0.1818 2023-03-03 01:04:40,939 - mmseg - INFO - Iter [146500/400000] lr: 3.750e-05, eta: 22:51:11, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0433, loss: 0.1688 2023-03-03 01:04:54,390 - mmseg - INFO - Iter [146550/400000] lr: 3.750e-05, eta: 22:50:50, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1862, decode.acc_seg: 92.4406, loss: 0.1862 2023-03-03 01:05:07,877 - mmseg - INFO - Iter [146600/400000] lr: 3.750e-05, eta: 22:50:29, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.7328, loss: 0.1800 2023-03-03 01:05:21,115 - mmseg - INFO - Iter [146650/400000] lr: 3.750e-05, eta: 22:50:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1792, decode.acc_seg: 92.7369, loss: 0.1792 2023-03-03 01:05:34,408 - mmseg - INFO - Iter [146700/400000] lr: 3.750e-05, eta: 22:49:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.5605, loss: 0.1802 2023-03-03 01:05:47,765 - mmseg - INFO - Iter [146750/400000] lr: 3.750e-05, eta: 22:49:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.7032, loss: 0.1770 2023-03-03 01:06:01,032 - mmseg - INFO - Iter [146800/400000] lr: 3.750e-05, eta: 22:49:03, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.7855, loss: 0.1762 2023-03-03 01:06:14,267 - mmseg - INFO - Iter [146850/400000] lr: 3.750e-05, eta: 22:48:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.6648, loss: 0.1770 2023-03-03 01:06:27,589 - mmseg - INFO - Iter [146900/400000] lr: 3.750e-05, eta: 22:48:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1741, decode.acc_seg: 92.6879, loss: 0.1741 2023-03-03 01:06:40,917 - mmseg - INFO - Iter [146950/400000] lr: 3.750e-05, eta: 22:48:00, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.7882, loss: 0.1764 2023-03-03 01:06:54,194 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:06:54,194 - mmseg - INFO - Iter [147000/400000] lr: 3.750e-05, eta: 22:47:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1872, decode.acc_seg: 92.4837, loss: 0.1872 2023-03-03 01:07:09,914 - mmseg - INFO - Iter [147050/400000] lr: 3.750e-05, eta: 22:47:21, time: 0.314, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.6877, loss: 0.1777 2023-03-03 01:07:23,258 - mmseg - INFO - Iter [147100/400000] lr: 3.750e-05, eta: 22:47:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 92.9938, loss: 0.1686 2023-03-03 01:07:36,569 - mmseg - INFO - Iter [147150/400000] lr: 3.750e-05, eta: 22:46:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1723, decode.acc_seg: 92.9213, loss: 0.1723 2023-03-03 01:07:49,878 - mmseg - INFO - Iter [147200/400000] lr: 3.750e-05, eta: 22:46:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.7904, loss: 0.1744 2023-03-03 01:08:03,244 - mmseg - INFO - Iter [147250/400000] lr: 3.750e-05, eta: 22:45:57, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.6742, loss: 0.1828 2023-03-03 01:08:16,485 - mmseg - INFO - Iter [147300/400000] lr: 3.750e-05, eta: 22:45:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7640, loss: 0.1765 2023-03-03 01:08:29,721 - mmseg - INFO - Iter [147350/400000] lr: 3.750e-05, eta: 22:45:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.7626, loss: 0.1776 2023-03-03 01:08:42,948 - mmseg - INFO - Iter [147400/400000] lr: 3.750e-05, eta: 22:44:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.6003, loss: 0.1793 2023-03-03 01:08:56,371 - mmseg - INFO - Iter [147450/400000] lr: 3.750e-05, eta: 22:44:32, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.5362, loss: 0.1779 2023-03-03 01:09:09,609 - mmseg - INFO - Iter [147500/400000] lr: 3.750e-05, eta: 22:44:10, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.7312, loss: 0.1764 2023-03-03 01:09:22,876 - mmseg - INFO - Iter [147550/400000] lr: 3.750e-05, eta: 22:43:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.7939, loss: 0.1759 2023-03-03 01:09:36,218 - mmseg - INFO - Iter [147600/400000] lr: 3.750e-05, eta: 22:43:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.7628, loss: 0.1761 2023-03-03 01:09:49,449 - mmseg - INFO - Iter [147650/400000] lr: 3.750e-05, eta: 22:43:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1901, decode.acc_seg: 92.3153, loss: 0.1901 2023-03-03 01:10:05,224 - mmseg - INFO - Iter [147700/400000] lr: 3.750e-05, eta: 22:42:50, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1754, decode.acc_seg: 92.8135, loss: 0.1754 2023-03-03 01:10:18,487 - mmseg - INFO - Iter [147750/400000] lr: 3.750e-05, eta: 22:42:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1790, decode.acc_seg: 92.7331, loss: 0.1790 2023-03-03 01:10:31,728 - mmseg - INFO - Iter [147800/400000] lr: 3.750e-05, eta: 22:42:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1819, decode.acc_seg: 92.5802, loss: 0.1819 2023-03-03 01:10:44,974 - mmseg - INFO - Iter [147850/400000] lr: 3.750e-05, eta: 22:41:46, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7490, loss: 0.1753 2023-03-03 01:10:58,191 - mmseg - INFO - Iter [147900/400000] lr: 3.750e-05, eta: 22:41:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1843, decode.acc_seg: 92.5103, loss: 0.1843 2023-03-03 01:11:11,465 - mmseg - INFO - Iter [147950/400000] lr: 3.750e-05, eta: 22:41:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8050, loss: 0.1752 2023-03-03 01:11:24,845 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:11:24,845 - mmseg - INFO - Iter [148000/400000] lr: 3.750e-05, eta: 22:40:43, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.6974, loss: 0.1785 2023-03-03 01:11:38,152 - mmseg - INFO - Iter [148050/400000] lr: 3.750e-05, eta: 22:40:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1920, decode.acc_seg: 91.9885, loss: 0.1920 2023-03-03 01:11:51,450 - mmseg - INFO - Iter [148100/400000] lr: 3.750e-05, eta: 22:40:00, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7418, loss: 0.1769 2023-03-03 01:12:04,705 - mmseg - INFO - Iter [148150/400000] lr: 3.750e-05, eta: 22:39:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1834, decode.acc_seg: 92.4840, loss: 0.1834 2023-03-03 01:12:18,000 - mmseg - INFO - Iter [148200/400000] lr: 3.750e-05, eta: 22:39:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7305, loss: 0.1753 2023-03-03 01:12:31,321 - mmseg - INFO - Iter [148250/400000] lr: 3.750e-05, eta: 22:38:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.6682, loss: 0.1798 2023-03-03 01:12:47,058 - mmseg - INFO - Iter [148300/400000] lr: 3.750e-05, eta: 22:38:40, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1796, decode.acc_seg: 92.6091, loss: 0.1796 2023-03-03 01:13:00,558 - mmseg - INFO - Iter [148350/400000] lr: 3.750e-05, eta: 22:38:19, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1741, decode.acc_seg: 92.7666, loss: 0.1741 2023-03-03 01:13:13,905 - mmseg - INFO - Iter [148400/400000] lr: 3.750e-05, eta: 22:37:58, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5974, loss: 0.1818 2023-03-03 01:13:27,398 - mmseg - INFO - Iter [148450/400000] lr: 3.750e-05, eta: 22:37:37, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6754, loss: 0.1795 2023-03-03 01:13:40,764 - mmseg - INFO - Iter [148500/400000] lr: 3.750e-05, eta: 22:37:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 92.8916, loss: 0.1688 2023-03-03 01:13:54,000 - mmseg - INFO - Iter [148550/400000] lr: 3.750e-05, eta: 22:36:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1859, decode.acc_seg: 92.3726, loss: 0.1859 2023-03-03 01:14:07,288 - mmseg - INFO - Iter [148600/400000] lr: 3.750e-05, eta: 22:36:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0105, loss: 0.1704 2023-03-03 01:14:20,569 - mmseg - INFO - Iter [148650/400000] lr: 3.750e-05, eta: 22:36:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7248, loss: 0.1769 2023-03-03 01:14:33,970 - mmseg - INFO - Iter [148700/400000] lr: 3.750e-05, eta: 22:35:52, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.8421, loss: 0.1718 2023-03-03 01:14:47,193 - mmseg - INFO - Iter [148750/400000] lr: 3.750e-05, eta: 22:35:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.7860, loss: 0.1746 2023-03-03 01:15:00,429 - mmseg - INFO - Iter [148800/400000] lr: 3.750e-05, eta: 22:35:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1831, decode.acc_seg: 92.3969, loss: 0.1831 2023-03-03 01:15:13,757 - mmseg - INFO - Iter [148850/400000] lr: 3.750e-05, eta: 22:34:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.7314, loss: 0.1795 2023-03-03 01:15:26,983 - mmseg - INFO - Iter [148900/400000] lr: 3.750e-05, eta: 22:34:28, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.6058, loss: 0.1788 2023-03-03 01:15:42,727 - mmseg - INFO - Iter [148950/400000] lr: 3.750e-05, eta: 22:34:11, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.8209, loss: 0.1756 2023-03-03 01:15:56,148 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:15:56,148 - mmseg - INFO - Iter [149000/400000] lr: 3.750e-05, eta: 22:33:50, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1823, decode.acc_seg: 92.4881, loss: 0.1823 2023-03-03 01:16:09,521 - mmseg - INFO - Iter [149050/400000] lr: 3.750e-05, eta: 22:33:29, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.8914, loss: 0.1719 2023-03-03 01:16:22,910 - mmseg - INFO - Iter [149100/400000] lr: 3.750e-05, eta: 22:33:08, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7342, loss: 0.1769 2023-03-03 01:16:36,159 - mmseg - INFO - Iter [149150/400000] lr: 3.750e-05, eta: 22:32:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1876, decode.acc_seg: 92.5167, loss: 0.1876 2023-03-03 01:16:49,436 - mmseg - INFO - Iter [149200/400000] lr: 3.750e-05, eta: 22:32:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.8041, loss: 0.1757 2023-03-03 01:17:02,834 - mmseg - INFO - Iter [149250/400000] lr: 3.750e-05, eta: 22:32:05, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7517, loss: 0.1773 2023-03-03 01:17:16,201 - mmseg - INFO - Iter [149300/400000] lr: 3.750e-05, eta: 22:31:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1821, decode.acc_seg: 92.6645, loss: 0.1821 2023-03-03 01:17:29,521 - mmseg - INFO - Iter [149350/400000] lr: 3.750e-05, eta: 22:31:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1831, decode.acc_seg: 92.3606, loss: 0.1831 2023-03-03 01:17:42,834 - mmseg - INFO - Iter [149400/400000] lr: 3.750e-05, eta: 22:31:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.7068, loss: 0.1745 2023-03-03 01:17:56,081 - mmseg - INFO - Iter [149450/400000] lr: 3.750e-05, eta: 22:30:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.7682, loss: 0.1771 2023-03-03 01:18:09,331 - mmseg - INFO - Iter [149500/400000] lr: 3.750e-05, eta: 22:30:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.5667, loss: 0.1782 2023-03-03 01:18:25,104 - mmseg - INFO - Iter [149550/400000] lr: 3.750e-05, eta: 22:30:03, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.5840, loss: 0.1782 2023-03-03 01:18:38,365 - mmseg - INFO - Iter [149600/400000] lr: 3.750e-05, eta: 22:29:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.8555, loss: 0.1755 2023-03-03 01:18:51,603 - mmseg - INFO - Iter [149650/400000] lr: 3.750e-05, eta: 22:29:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1812, decode.acc_seg: 92.4394, loss: 0.1812 2023-03-03 01:19:04,872 - mmseg - INFO - Iter [149700/400000] lr: 3.750e-05, eta: 22:29:00, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 93.0001, loss: 0.1712 2023-03-03 01:19:18,291 - mmseg - INFO - Iter [149750/400000] lr: 3.750e-05, eta: 22:28:39, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.6676, loss: 0.1783 2023-03-03 01:19:31,661 - mmseg - INFO - Iter [149800/400000] lr: 3.750e-05, eta: 22:28:18, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.5596, loss: 0.1786 2023-03-03 01:19:44,881 - mmseg - INFO - Iter [149850/400000] lr: 3.750e-05, eta: 22:27:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1837, decode.acc_seg: 92.4761, loss: 0.1837 2023-03-03 01:19:58,288 - mmseg - INFO - Iter [149900/400000] lr: 3.750e-05, eta: 22:27:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.6128, loss: 0.1777 2023-03-03 01:20:11,628 - mmseg - INFO - Iter [149950/400000] lr: 3.750e-05, eta: 22:27:16, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.8399, loss: 0.1770 2023-03-03 01:20:25,014 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:20:25,014 - mmseg - INFO - Iter [150000/400000] lr: 3.750e-05, eta: 22:26:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.1011, loss: 0.1709 2023-03-03 01:20:38,771 - mmseg - INFO - Iter [150050/400000] lr: 1.875e-05, eta: 22:26:35, time: 0.275, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.7387, loss: 0.1785 2023-03-03 01:20:52,076 - mmseg - INFO - Iter [150100/400000] lr: 1.875e-05, eta: 22:26:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7681, loss: 0.1769 2023-03-03 01:21:05,313 - mmseg - INFO - Iter [150150/400000] lr: 1.875e-05, eta: 22:25:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1818, decode.acc_seg: 92.5198, loss: 0.1818 2023-03-03 01:21:21,193 - mmseg - INFO - Iter [150200/400000] lr: 1.875e-05, eta: 22:25:36, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.7207, loss: 0.1766 2023-03-03 01:21:34,581 - mmseg - INFO - Iter [150250/400000] lr: 1.875e-05, eta: 22:25:15, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1820, decode.acc_seg: 92.5582, loss: 0.1820 2023-03-03 01:21:48,220 - mmseg - INFO - Iter [150300/400000] lr: 1.875e-05, eta: 22:24:55, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.5129, loss: 0.1781 2023-03-03 01:22:01,459 - mmseg - INFO - Iter [150350/400000] lr: 1.875e-05, eta: 22:24:34, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.8933, loss: 0.1719 2023-03-03 01:22:14,715 - mmseg - INFO - Iter [150400/400000] lr: 1.875e-05, eta: 22:24:13, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 92.9961, loss: 0.1701 2023-03-03 01:22:27,936 - mmseg - INFO - Iter [150450/400000] lr: 1.875e-05, eta: 22:23:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.9567, loss: 0.1727 2023-03-03 01:22:41,419 - mmseg - INFO - Iter [150500/400000] lr: 1.875e-05, eta: 22:23:31, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.9845, loss: 0.1717 2023-03-03 01:22:54,771 - mmseg - INFO - Iter [150550/400000] lr: 1.875e-05, eta: 22:23:11, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7275, loss: 0.1765 2023-03-03 01:23:08,152 - mmseg - INFO - Iter [150600/400000] lr: 1.875e-05, eta: 22:22:50, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.8215, loss: 0.1729 2023-03-03 01:23:21,468 - mmseg - INFO - Iter [150650/400000] lr: 1.875e-05, eta: 22:22:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9434, loss: 0.1728 2023-03-03 01:23:34,817 - mmseg - INFO - Iter [150700/400000] lr: 1.875e-05, eta: 22:22:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.6876, loss: 0.1777 2023-03-03 01:23:48,226 - mmseg - INFO - Iter [150750/400000] lr: 1.875e-05, eta: 22:21:48, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.9872, loss: 0.1722 2023-03-03 01:24:01,631 - mmseg - INFO - Iter [150800/400000] lr: 1.875e-05, eta: 22:21:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.8744, loss: 0.1713 2023-03-03 01:24:17,369 - mmseg - INFO - Iter [150850/400000] lr: 1.875e-05, eta: 22:21:10, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1113, loss: 0.1661 2023-03-03 01:24:30,676 - mmseg - INFO - Iter [150900/400000] lr: 1.875e-05, eta: 22:20:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.7195, loss: 0.1749 2023-03-03 01:24:43,944 - mmseg - INFO - Iter [150950/400000] lr: 1.875e-05, eta: 22:20:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.0100, loss: 0.1649 2023-03-03 01:24:57,292 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:24:57,293 - mmseg - INFO - Iter [151000/400000] lr: 1.875e-05, eta: 22:20:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.7816, loss: 0.1728 2023-03-03 01:25:10,592 - mmseg - INFO - Iter [151050/400000] lr: 1.875e-05, eta: 22:19:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.9097, loss: 0.1748 2023-03-03 01:25:23,816 - mmseg - INFO - Iter [151100/400000] lr: 1.875e-05, eta: 22:19:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.8196, loss: 0.1742 2023-03-03 01:25:37,134 - mmseg - INFO - Iter [151150/400000] lr: 1.875e-05, eta: 22:19:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8388, loss: 0.1736 2023-03-03 01:25:50,455 - mmseg - INFO - Iter [151200/400000] lr: 1.875e-05, eta: 22:18:44, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1808, decode.acc_seg: 92.6527, loss: 0.1808 2023-03-03 01:26:03,844 - mmseg - INFO - Iter [151250/400000] lr: 1.875e-05, eta: 22:18:24, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.8015, loss: 0.1756 2023-03-03 01:26:17,121 - mmseg - INFO - Iter [151300/400000] lr: 1.875e-05, eta: 22:18:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0068, loss: 0.1704 2023-03-03 01:26:30,372 - mmseg - INFO - Iter [151350/400000] lr: 1.875e-05, eta: 22:17:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1803, decode.acc_seg: 92.6203, loss: 0.1803 2023-03-03 01:26:43,624 - mmseg - INFO - Iter [151400/400000] lr: 1.875e-05, eta: 22:17:21, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0904, loss: 0.1701 2023-03-03 01:26:59,317 - mmseg - INFO - Iter [151450/400000] lr: 1.875e-05, eta: 22:17:04, time: 0.314, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 92.8862, loss: 0.1714 2023-03-03 01:27:12,675 - mmseg - INFO - Iter [151500/400000] lr: 1.875e-05, eta: 22:16:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.8885, loss: 0.1709 2023-03-03 01:27:26,219 - mmseg - INFO - Iter [151550/400000] lr: 1.875e-05, eta: 22:16:23, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.5971, loss: 0.1770 2023-03-03 01:27:39,532 - mmseg - INFO - Iter [151600/400000] lr: 1.875e-05, eta: 22:16:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.1369, loss: 0.1668 2023-03-03 01:27:52,802 - mmseg - INFO - Iter [151650/400000] lr: 1.875e-05, eta: 22:15:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 93.0356, loss: 0.1713 2023-03-03 01:28:06,099 - mmseg - INFO - Iter [151700/400000] lr: 1.875e-05, eta: 22:15:21, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1853, decode.acc_seg: 92.4655, loss: 0.1853 2023-03-03 01:28:19,467 - mmseg - INFO - Iter [151750/400000] lr: 1.875e-05, eta: 22:15:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8221, loss: 0.1744 2023-03-03 01:28:32,728 - mmseg - INFO - Iter [151800/400000] lr: 1.875e-05, eta: 22:14:39, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7748, loss: 0.1765 2023-03-03 01:28:46,240 - mmseg - INFO - Iter [151850/400000] lr: 1.875e-05, eta: 22:14:19, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.6594, loss: 0.1784 2023-03-03 01:28:59,545 - mmseg - INFO - Iter [151900/400000] lr: 1.875e-05, eta: 22:13:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8655, loss: 0.1733 2023-03-03 01:29:12,741 - mmseg - INFO - Iter [151950/400000] lr: 1.875e-05, eta: 22:13:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.7988, loss: 0.1783 2023-03-03 01:29:26,013 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:29:26,013 - mmseg - INFO - Iter [152000/400000] lr: 1.875e-05, eta: 22:13:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.7662, loss: 0.1764 2023-03-03 01:29:39,310 - mmseg - INFO - Iter [152050/400000] lr: 1.875e-05, eta: 22:12:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.6718, loss: 0.1758 2023-03-03 01:29:55,153 - mmseg - INFO - Iter [152100/400000] lr: 1.875e-05, eta: 22:12:39, time: 0.317, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 93.0373, loss: 0.1714 2023-03-03 01:30:08,441 - mmseg - INFO - Iter [152150/400000] lr: 1.875e-05, eta: 22:12:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9079, loss: 0.1728 2023-03-03 01:30:21,714 - mmseg - INFO - Iter [152200/400000] lr: 1.875e-05, eta: 22:11:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.6372, loss: 0.1768 2023-03-03 01:30:34,985 - mmseg - INFO - Iter [152250/400000] lr: 1.875e-05, eta: 22:11:37, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 93.0648, loss: 0.1724 2023-03-03 01:30:48,299 - mmseg - INFO - Iter [152300/400000] lr: 1.875e-05, eta: 22:11:16, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1827, decode.acc_seg: 92.4519, loss: 0.1827 2023-03-03 01:31:01,805 - mmseg - INFO - Iter [152350/400000] lr: 1.875e-05, eta: 22:10:56, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.6463, loss: 0.1793 2023-03-03 01:31:15,095 - mmseg - INFO - Iter [152400/400000] lr: 1.875e-05, eta: 22:10:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.0182, loss: 0.1692 2023-03-03 01:31:28,323 - mmseg - INFO - Iter [152450/400000] lr: 1.875e-05, eta: 22:10:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1706, decode.acc_seg: 92.9772, loss: 0.1706 2023-03-03 01:31:41,685 - mmseg - INFO - Iter [152500/400000] lr: 1.875e-05, eta: 22:09:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.9813, loss: 0.1742 2023-03-03 01:31:55,010 - mmseg - INFO - Iter [152550/400000] lr: 1.875e-05, eta: 22:09:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7585, loss: 0.1753 2023-03-03 01:32:08,528 - mmseg - INFO - Iter [152600/400000] lr: 1.875e-05, eta: 22:09:12, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1836, decode.acc_seg: 92.3509, loss: 0.1836 2023-03-03 01:32:21,763 - mmseg - INFO - Iter [152650/400000] lr: 1.875e-05, eta: 22:08:52, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.8172, loss: 0.1753 2023-03-03 01:32:35,025 - mmseg - INFO - Iter [152700/400000] lr: 1.875e-05, eta: 22:08:31, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.5869, loss: 0.1807 2023-03-03 01:32:50,894 - mmseg - INFO - Iter [152750/400000] lr: 1.875e-05, eta: 22:08:14, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9783, loss: 0.1724 2023-03-03 01:33:04,131 - mmseg - INFO - Iter [152800/400000] lr: 1.875e-05, eta: 22:07:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.9392, loss: 0.1704 2023-03-03 01:33:17,511 - mmseg - INFO - Iter [152850/400000] lr: 1.875e-05, eta: 22:07:33, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1828, decode.acc_seg: 92.4924, loss: 0.1828 2023-03-03 01:33:30,786 - mmseg - INFO - Iter [152900/400000] lr: 1.875e-05, eta: 22:07:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.8073, loss: 0.1758 2023-03-03 01:33:44,221 - mmseg - INFO - Iter [152950/400000] lr: 1.875e-05, eta: 22:06:52, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.8280, loss: 0.1729 2023-03-03 01:33:57,501 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:33:57,501 - mmseg - INFO - Iter [153000/400000] lr: 1.875e-05, eta: 22:06:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.7290, loss: 0.1787 2023-03-03 01:34:10,757 - mmseg - INFO - Iter [153050/400000] lr: 1.875e-05, eta: 22:06:10, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.8836, loss: 0.1762 2023-03-03 01:34:24,091 - mmseg - INFO - Iter [153100/400000] lr: 1.875e-05, eta: 22:05:50, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9852, loss: 0.1707 2023-03-03 01:34:37,506 - mmseg - INFO - Iter 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[153400/400000] lr: 1.875e-05, eta: 22:03:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.5981, loss: 0.1800 2023-03-03 01:35:59,975 - mmseg - INFO - Iter [153450/400000] lr: 1.875e-05, eta: 22:03:30, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.9876, loss: 0.1713 2023-03-03 01:36:13,249 - mmseg - INFO - Iter [153500/400000] lr: 1.875e-05, eta: 22:03:09, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.0417, loss: 0.1661 2023-03-03 01:36:26,627 - mmseg - INFO - Iter [153550/400000] lr: 1.875e-05, eta: 22:02:49, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 93.0186, loss: 0.1711 2023-03-03 01:36:39,943 - mmseg - INFO - Iter [153600/400000] lr: 1.875e-05, eta: 22:02:28, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.9962, loss: 0.1693 2023-03-03 01:36:53,221 - mmseg - INFO - Iter [153650/400000] lr: 1.875e-05, eta: 22:02:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 92.9830, loss: 0.1698 2023-03-03 01:37:06,489 - mmseg - INFO - Iter [153700/400000] lr: 1.875e-05, eta: 22:01:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1789, decode.acc_seg: 92.7088, loss: 0.1789 2023-03-03 01:37:19,822 - mmseg - INFO - Iter [153750/400000] lr: 1.875e-05, eta: 22:01:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.0119, loss: 0.1673 2023-03-03 01:37:33,043 - mmseg - INFO - Iter [153800/400000] lr: 1.875e-05, eta: 22:01:06, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9034, loss: 0.1721 2023-03-03 01:37:46,311 - mmseg - INFO - Iter [153850/400000] lr: 1.875e-05, eta: 22:00:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8560, loss: 0.1739 2023-03-03 01:37:59,600 - mmseg - INFO - Iter 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1.875e-05, eta: 21:59:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0148, loss: 0.1694 2023-03-03 01:39:08,716 - mmseg - INFO - Iter [154150/400000] lr: 1.875e-05, eta: 21:58:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9744, loss: 0.1707 2023-03-03 01:39:21,956 - mmseg - INFO - Iter [154200/400000] lr: 1.875e-05, eta: 21:58:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.7871, loss: 0.1749 2023-03-03 01:39:35,284 - mmseg - INFO - Iter [154250/400000] lr: 1.875e-05, eta: 21:58:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6512, loss: 0.1795 2023-03-03 01:39:48,549 - mmseg - INFO - Iter [154300/400000] lr: 1.875e-05, eta: 21:57:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.8267, loss: 0.1724 2023-03-03 01:40:01,971 - mmseg - INFO - Iter [154350/400000] lr: 1.875e-05, eta: 21:57:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.7981, loss: 0.1783 2023-03-03 01:40:15,412 - mmseg - INFO - Iter [154400/400000] lr: 1.875e-05, eta: 21:57:04, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.5406, loss: 0.1795 2023-03-03 01:40:28,656 - mmseg - INFO - Iter [154450/400000] lr: 1.875e-05, eta: 21:56:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 93.0017, loss: 0.1769 2023-03-03 01:40:41,973 - mmseg - INFO - Iter [154500/400000] lr: 1.875e-05, eta: 21:56:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.0172, loss: 0.1698 2023-03-03 01:40:55,261 - mmseg - INFO - Iter [154550/400000] lr: 1.875e-05, eta: 21:56:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.6415, loss: 0.1793 2023-03-03 01:41:11,158 - mmseg - INFO - Iter [154600/400000] lr: 1.875e-05, eta: 21:55:46, time: 0.318, data_time: 0.059, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.5355, loss: 0.1805 2023-03-03 01:41:24,544 - mmseg - INFO - Iter [154650/400000] lr: 1.875e-05, eta: 21:55:25, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0735, loss: 0.1677 2023-03-03 01:41:37,751 - mmseg - INFO - Iter [154700/400000] lr: 1.875e-05, eta: 21:55:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.9344, loss: 0.1733 2023-03-03 01:41:50,974 - mmseg - INFO - Iter [154750/400000] lr: 1.875e-05, eta: 21:54:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.6773, loss: 0.1801 2023-03-03 01:42:04,414 - mmseg - INFO - Iter [154800/400000] lr: 1.875e-05, eta: 21:54:24, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6104, loss: 0.1795 2023-03-03 01:42:17,800 - mmseg - INFO - Iter [154850/400000] lr: 1.875e-05, eta: 21:54:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.9212, loss: 0.1735 2023-03-03 01:42:31,108 - mmseg - INFO - Iter [154900/400000] lr: 1.875e-05, eta: 21:53:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9913, loss: 0.1711 2023-03-03 01:42:44,330 - mmseg - INFO - Iter [154950/400000] lr: 1.875e-05, eta: 21:53:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.7314, loss: 0.1774 2023-03-03 01:42:57,721 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:42:57,721 - mmseg - INFO - Iter [155000/400000] lr: 1.875e-05, eta: 21:53:02, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.8029, loss: 0.1764 2023-03-03 01:43:10,933 - mmseg - INFO - Iter [155050/400000] lr: 1.875e-05, eta: 21:52:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.8316, loss: 0.1758 2023-03-03 01:43:24,197 - mmseg - INFO - Iter [155100/400000] lr: 1.875e-05, eta: 21:52:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.8972, loss: 0.1693 2023-03-03 01:43:37,439 - mmseg - INFO - Iter [155150/400000] lr: 1.875e-05, eta: 21:52:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.9193, loss: 0.1743 2023-03-03 01:43:50,652 - mmseg - INFO - Iter [155200/400000] lr: 1.875e-05, eta: 21:51:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1840, decode.acc_seg: 92.3773, loss: 0.1840 2023-03-03 01:44:06,547 - mmseg - INFO - Iter [155250/400000] lr: 1.875e-05, eta: 21:51:23, time: 0.318, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.5676, loss: 0.1769 2023-03-03 01:44:19,851 - mmseg - INFO - Iter [155300/400000] lr: 1.875e-05, eta: 21:51:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 93.0183, loss: 0.1720 2023-03-03 01:44:33,226 - mmseg - INFO - Iter [155350/400000] lr: 1.875e-05, eta: 21:50:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.8983, loss: 0.1734 2023-03-03 01:44:46,509 - mmseg - INFO - Iter [155400/400000] lr: 1.875e-05, eta: 21:50:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.8635, loss: 0.1749 2023-03-03 01:44:59,770 - mmseg - INFO - Iter [155450/400000] lr: 1.875e-05, eta: 21:50:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 92.9530, loss: 0.1689 2023-03-03 01:45:13,020 - mmseg - INFO - Iter [155500/400000] lr: 1.875e-05, eta: 21:49:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 92.9295, loss: 0.1702 2023-03-03 01:45:26,270 - mmseg - INFO - Iter [155550/400000] lr: 1.875e-05, eta: 21:49:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7844, loss: 0.1773 2023-03-03 01:45:39,544 - mmseg - INFO - Iter [155600/400000] lr: 1.875e-05, eta: 21:49:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.8976, loss: 0.1718 2023-03-03 01:45:52,897 - mmseg - INFO - Iter [155650/400000] lr: 1.875e-05, eta: 21:48:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7819, loss: 0.1773 2023-03-03 01:46:06,124 - mmseg - INFO - Iter [155700/400000] lr: 1.875e-05, eta: 21:48:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0142, loss: 0.1679 2023-03-03 01:46:19,362 - mmseg - INFO - Iter [155750/400000] lr: 1.875e-05, eta: 21:47:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.9940, loss: 0.1722 2023-03-03 01:46:32,622 - mmseg - INFO - Iter [155800/400000] lr: 1.875e-05, eta: 21:47:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.7866, loss: 0.1738 2023-03-03 01:46:45,899 - mmseg - INFO - Iter [155850/400000] lr: 1.875e-05, eta: 21:47:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1754, decode.acc_seg: 92.8439, loss: 0.1754 2023-03-03 01:47:01,710 - mmseg - INFO - Iter [155900/400000] lr: 1.875e-05, eta: 21:47:01, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.8060, loss: 0.1787 2023-03-03 01:47:15,064 - mmseg - INFO - Iter [155950/400000] lr: 1.875e-05, eta: 21:46:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9104, loss: 0.1707 2023-03-03 01:47:28,327 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:47:28,327 - mmseg - INFO - Iter [156000/400000] lr: 1.875e-05, eta: 21:46:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.8477, loss: 0.1774 2023-03-03 01:47:41,598 - mmseg - INFO - Iter [156050/400000] lr: 1.875e-05, eta: 21:46:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.1429, loss: 0.1691 2023-03-03 01:47:54,913 - mmseg - INFO - Iter [156100/400000] lr: 1.875e-05, eta: 21:45:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0382, loss: 0.1684 2023-03-03 01:48:08,379 - mmseg - INFO - Iter [156150/400000] lr: 1.875e-05, eta: 21:45:20, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0021, loss: 0.1682 2023-03-03 01:48:21,689 - mmseg - INFO - Iter [156200/400000] lr: 1.875e-05, eta: 21:44:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 92.8828, loss: 0.1694 2023-03-03 01:48:34,960 - mmseg - INFO - Iter [156250/400000] lr: 1.875e-05, eta: 21:44:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.8376, loss: 0.1751 2023-03-03 01:48:48,253 - mmseg - INFO - Iter [156300/400000] lr: 1.875e-05, eta: 21:44:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.8593, loss: 0.1720 2023-03-03 01:49:01,627 - mmseg - INFO - Iter [156350/400000] lr: 1.875e-05, eta: 21:43:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.7406, loss: 0.1777 2023-03-03 01:49:14,881 - mmseg - INFO - Iter [156400/400000] lr: 1.875e-05, eta: 21:43:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.7915, loss: 0.1784 2023-03-03 01:49:28,278 - mmseg - INFO - Iter [156450/400000] lr: 1.875e-05, eta: 21:43:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.8144, loss: 0.1745 2023-03-03 01:49:44,140 - mmseg - INFO - Iter [156500/400000] lr: 1.875e-05, eta: 21:43:01, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9115, loss: 0.1687 2023-03-03 01:49:57,357 - mmseg - INFO - Iter [156550/400000] lr: 1.875e-05, eta: 21:42:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.9997, loss: 0.1717 2023-03-03 01:50:10,729 - mmseg - INFO - Iter [156600/400000] lr: 1.875e-05, eta: 21:42:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5837, loss: 0.1811 2023-03-03 01:50:23,971 - mmseg - INFO - Iter [156650/400000] lr: 1.875e-05, eta: 21:42:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.9021, loss: 0.1753 2023-03-03 01:50:37,308 - mmseg - INFO - Iter [156700/400000] lr: 1.875e-05, eta: 21:41:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.9027, loss: 0.1750 2023-03-03 01:50:50,529 - mmseg - INFO - Iter [156750/400000] lr: 1.875e-05, eta: 21:41:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.8977, loss: 0.1705 2023-03-03 01:51:03,907 - mmseg - INFO - Iter [156800/400000] lr: 1.875e-05, eta: 21:40:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 92.9941, loss: 0.1710 2023-03-03 01:51:17,279 - mmseg - INFO - Iter [156850/400000] lr: 1.875e-05, eta: 21:40:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.1041, loss: 0.1671 2023-03-03 01:51:30,573 - mmseg - INFO - Iter [156900/400000] lr: 1.875e-05, eta: 21:40:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.7670, loss: 0.1794 2023-03-03 01:51:43,825 - mmseg - INFO - Iter [156950/400000] lr: 1.875e-05, eta: 21:39:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7575, loss: 0.1769 2023-03-03 01:51:57,107 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:51:57,107 - mmseg - INFO - Iter [157000/400000] lr: 1.875e-05, eta: 21:39:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.6369, loss: 0.1765 2023-03-03 01:52:10,329 - mmseg - INFO - Iter [157050/400000] lr: 1.875e-05, eta: 21:39:18, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.1664, loss: 0.1654 2023-03-03 01:52:23,610 - mmseg - INFO - Iter [157100/400000] lr: 1.875e-05, eta: 21:38:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.9096, loss: 0.1747 2023-03-03 01:52:39,595 - mmseg - INFO - Iter [157150/400000] lr: 1.875e-05, eta: 21:38:41, time: 0.320, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.7657, loss: 0.1795 2023-03-03 01:52:52,958 - mmseg - INFO - Iter [157200/400000] lr: 1.875e-05, eta: 21:38:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.8688, loss: 0.1724 2023-03-03 01:53:06,246 - mmseg - INFO - Iter [157250/400000] lr: 1.875e-05, eta: 21:38:01, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.8313, loss: 0.1769 2023-03-03 01:53:19,469 - mmseg - INFO - Iter [157300/400000] lr: 1.875e-05, eta: 21:37:40, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 92.8321, loss: 0.1716 2023-03-03 01:53:32,725 - mmseg - INFO - Iter [157350/400000] lr: 1.875e-05, eta: 21:37:20, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.6206, loss: 0.1765 2023-03-03 01:53:46,018 - mmseg - INFO - Iter [157400/400000] lr: 1.875e-05, eta: 21:37:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.6850, loss: 0.1781 2023-03-03 01:53:59,608 - mmseg - INFO - Iter [157450/400000] lr: 1.875e-05, eta: 21:36:40, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0276, loss: 0.1677 2023-03-03 01:54:12,860 - mmseg - INFO - Iter [157500/400000] lr: 1.875e-05, eta: 21:36:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.7262, loss: 0.1758 2023-03-03 01:54:26,121 - mmseg - INFO - Iter [157550/400000] lr: 1.875e-05, eta: 21:35:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.0784, loss: 0.1672 2023-03-03 01:54:39,443 - mmseg - INFO - Iter [157600/400000] lr: 1.875e-05, eta: 21:35:39, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.0838, loss: 0.1671 2023-03-03 01:54:52,839 - mmseg - INFO - Iter [157650/400000] lr: 1.875e-05, eta: 21:35:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.6683, loss: 0.1786 2023-03-03 01:55:06,363 - mmseg - INFO - Iter [157700/400000] lr: 1.875e-05, eta: 21:34:59, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1937, decode.acc_seg: 92.2953, loss: 0.1937 2023-03-03 01:55:19,600 - mmseg - INFO - Iter [157750/400000] lr: 1.875e-05, eta: 21:34:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 92.9728, loss: 0.1683 2023-03-03 01:55:35,417 - mmseg - INFO - Iter [157800/400000] lr: 1.875e-05, eta: 21:34:23, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.9209, loss: 0.1737 2023-03-03 01:55:48,781 - mmseg - INFO - Iter [157850/400000] lr: 1.875e-05, eta: 21:34:02, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.0796, loss: 0.1676 2023-03-03 01:56:02,011 - mmseg - INFO - Iter [157900/400000] lr: 1.875e-05, eta: 21:33:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8308, loss: 0.1732 2023-03-03 01:56:15,338 - mmseg - INFO - Iter [157950/400000] lr: 1.875e-05, eta: 21:33:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.9157, loss: 0.1734 2023-03-03 01:56:28,697 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 01:56:28,697 - mmseg - INFO - Iter [158000/400000] lr: 1.875e-05, eta: 21:33:02, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1741, decode.acc_seg: 92.8866, loss: 0.1741 2023-03-03 01:56:42,114 - mmseg - INFO - Iter [158050/400000] lr: 1.875e-05, eta: 21:32:42, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5161, loss: 0.1811 2023-03-03 01:56:55,450 - mmseg - INFO - Iter [158100/400000] lr: 1.875e-05, eta: 21:32:22, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2486, loss: 0.1647 2023-03-03 01:57:08,714 - mmseg - INFO - Iter [158150/400000] lr: 1.875e-05, eta: 21:32:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.7477, loss: 0.1768 2023-03-03 01:57:22,022 - mmseg - INFO - Iter [158200/400000] lr: 1.875e-05, eta: 21:31:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 92.9556, loss: 0.1689 2023-03-03 01:57:35,292 - mmseg - INFO - Iter [158250/400000] lr: 1.875e-05, eta: 21:31:21, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 92.8346, loss: 0.1703 2023-03-03 01:57:48,526 - mmseg - INFO - Iter [158300/400000] lr: 1.875e-05, eta: 21:31:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.8236, loss: 0.1729 2023-03-03 01:58:01,742 - mmseg - INFO - Iter [158350/400000] lr: 1.875e-05, eta: 21:30:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.8736, loss: 0.1747 2023-03-03 01:58:17,538 - mmseg - INFO - Iter [158400/400000] lr: 1.875e-05, eta: 21:30:24, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1572, loss: 0.1652 2023-03-03 01:58:30,818 - mmseg - INFO - Iter [158450/400000] lr: 1.875e-05, eta: 21:30:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0527, loss: 0.1702 2023-03-03 01:58:44,171 - mmseg - INFO - Iter [158500/400000] lr: 1.875e-05, eta: 21:29:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2449, loss: 0.1633 2023-03-03 01:58:57,437 - mmseg - INFO - Iter [158550/400000] lr: 1.875e-05, eta: 21:29:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.7204, loss: 0.1782 2023-03-03 01:59:10,877 - mmseg - INFO - Iter [158600/400000] lr: 1.875e-05, eta: 21:29:03, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2940, loss: 0.1634 2023-03-03 01:59:24,141 - mmseg - INFO - Iter [158650/400000] lr: 1.875e-05, eta: 21:28:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7798, loss: 0.1769 2023-03-03 01:59:37,562 - mmseg - INFO - Iter [158700/400000] lr: 1.875e-05, eta: 21:28:23, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.9172, loss: 0.1713 2023-03-03 01:59:50,869 - mmseg - INFO - Iter [158750/400000] lr: 1.875e-05, eta: 21:28:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8798, loss: 0.1740 2023-03-03 02:00:04,130 - mmseg - INFO - Iter [158800/400000] lr: 1.875e-05, eta: 21:27:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.6176, loss: 0.1788 2023-03-03 02:00:17,463 - mmseg - INFO - Iter [158850/400000] lr: 1.875e-05, eta: 21:27:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.9018, loss: 0.1739 2023-03-03 02:00:30,683 - mmseg - INFO - Iter [158900/400000] lr: 1.875e-05, eta: 21:27:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9706, loss: 0.1711 2023-03-03 02:00:43,956 - mmseg - INFO - Iter [158950/400000] lr: 1.875e-05, eta: 21:26:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.5441, loss: 0.1822 2023-03-03 02:00:57,178 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:00:57,178 - mmseg - INFO - Iter [159000/400000] lr: 1.875e-05, eta: 21:26:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.9336, loss: 0.1730 2023-03-03 02:01:13,053 - mmseg - INFO - Iter [159050/400000] lr: 1.875e-05, eta: 21:26:06, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 92.8548, loss: 0.1684 2023-03-03 02:01:26,298 - mmseg - INFO - Iter [159100/400000] lr: 1.875e-05, eta: 21:25:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9071, loss: 0.1711 2023-03-03 02:01:39,526 - mmseg - INFO - Iter [159150/400000] lr: 1.875e-05, eta: 21:25:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8738, loss: 0.1744 2023-03-03 02:01:52,789 - mmseg - INFO - Iter [159200/400000] lr: 1.875e-05, eta: 21:25:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1461, loss: 0.1687 2023-03-03 02:02:06,057 - mmseg - INFO - Iter [159250/400000] lr: 1.875e-05, eta: 21:24:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.2225, loss: 0.1655 2023-03-03 02:02:19,320 - mmseg - INFO - Iter [159300/400000] lr: 1.875e-05, eta: 21:24:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.6063, loss: 0.1757 2023-03-03 02:02:32,698 - mmseg - INFO - Iter [159350/400000] lr: 1.875e-05, eta: 21:24:05, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.7963, loss: 0.1737 2023-03-03 02:02:46,030 - mmseg - INFO - Iter [159400/400000] lr: 1.875e-05, eta: 21:23:45, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.8809, loss: 0.1726 2023-03-03 02:02:59,271 - mmseg - INFO - Iter [159450/400000] lr: 1.875e-05, eta: 21:23:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 92.9491, loss: 0.1712 2023-03-03 02:03:12,659 - mmseg - INFO - Iter [159500/400000] lr: 1.875e-05, eta: 21:23:05, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 92.9481, loss: 0.1714 2023-03-03 02:03:25,966 - mmseg - INFO - Iter [159550/400000] lr: 1.875e-05, eta: 21:22:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.6167, loss: 0.1798 2023-03-03 02:03:39,319 - mmseg - INFO - Iter [159600/400000] lr: 1.875e-05, eta: 21:22:25, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 92.8731, loss: 0.1716 2023-03-03 02:03:55,303 - mmseg - INFO - Iter [159650/400000] lr: 1.875e-05, eta: 21:22:09, time: 0.320, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1645, loss: 0.1675 2023-03-03 02:04:08,619 - mmseg - INFO - Iter [159700/400000] lr: 1.875e-05, eta: 21:21:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.9223, loss: 0.1733 2023-03-03 02:04:21,976 - mmseg - INFO - Iter [159750/400000] lr: 1.875e-05, eta: 21:21:29, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8303, loss: 0.1733 2023-03-03 02:04:35,217 - mmseg - INFO - Iter [159800/400000] lr: 1.875e-05, eta: 21:21:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.8154, loss: 0.1771 2023-03-03 02:04:48,483 - mmseg - INFO - Iter [159850/400000] lr: 1.875e-05, eta: 21:20:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.6814, loss: 0.1774 2023-03-03 02:05:01,746 - mmseg - INFO - Iter [159900/400000] lr: 1.875e-05, eta: 21:20:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.0970, loss: 0.1667 2023-03-03 02:05:14,997 - mmseg - INFO - Iter [159950/400000] lr: 1.875e-05, eta: 21:20:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0331, loss: 0.1683 2023-03-03 02:05:28,290 - mmseg - INFO - Swap parameters (after train) after iter [160000] 2023-03-03 02:05:28,303 - mmseg - INFO - Saving checkpoint at 160000 iterations 2023-03-03 02:05:30,474 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:05:30,474 - mmseg - INFO - Iter [160000/400000] lr: 1.875e-05, eta: 21:19:51, time: 0.310, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.6762, loss: 0.1779 2023-03-03 02:20:02,772 - mmseg - INFO - per class results: 2023-03-03 02:20:02,780 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.71,77.73,77.78,77.79,77.81,77.82,77.85,77.84,77.86,77.87 | | building | 81.75,81.76,81.76,81.75,81.75,81.75,81.75,81.75,81.76,81.75 | | sky | 94.57,94.58,94.59,94.59,94.6,94.6,94.59,94.59,94.6,94.6 | | floor | 81.94,81.95,81.96,81.99,81.99,81.97,82.01,82.01,82.02,81.99 | | tree | 74.31,74.35,74.36,74.39,74.43,74.43,74.44,74.46,74.48,74.48 | | ceiling | 85.06,85.07,85.07,85.07,85.11,85.13,85.14,85.15,85.16,85.14 | | road | 82.19,82.25,82.24,82.27,82.24,82.22,82.27,82.35,82.39,82.4 | | bed | 87.75,87.76,87.79,87.76,87.77,87.77,87.81,87.81,87.8,87.8 | | windowpane | 60.97,60.99,60.98,61.03,61.08,61.14,61.22,61.24,61.3,61.39 | | grass | 67.29,67.34,67.4,67.4,67.46,67.5,67.53,67.55,67.6,67.6 | | cabinet | 61.21,61.21,61.38,61.4,61.5,61.5,61.46,61.47,61.41,61.35 | | sidewalk | 65.07,65.16,65.13,65.13,65.02,65.03,65.06,65.15,65.19,65.18 | | person | 80.13,80.17,80.17,80.18,80.23,80.21,80.24,80.25,80.25,80.28 | | earth | 36.39,36.49,36.5,36.58,36.69,36.7,36.7,36.71,36.64,36.43 | | door | 46.42,46.49,46.53,46.62,46.59,46.63,46.71,46.71,46.62,46.57 | | table | 62.2,62.26,62.32,62.41,62.48,62.45,62.49,62.5,62.44,62.46 | | mountain | 57.21,57.35,57.51,57.62,57.65,57.67,57.63,57.62,57.61,57.59 | | plant | 49.92,49.95,49.93,49.92,50.0,50.04,50.01,50.08,50.08,49.99 | | curtain | 73.81,73.86,73.87,73.87,73.9,73.97,74.07,74.22,74.31,74.41 | | chair | 57.33,57.35,57.4,57.44,57.45,57.41,57.42,57.38,57.4,57.37 | | car | 82.05,82.06,82.09,82.05,82.04,82.03,81.99,81.96,81.94,81.94 | | water | 57.0,57.03,57.1,57.17,57.23,57.37,57.41,57.52,57.53,57.59 | | painting | 69.83,69.82,69.87,69.85,69.95,70.0,69.98,69.97,70.02,70.1 | | sofa | 64.53,64.69,64.81,64.86,64.91,65.09,64.97,65.03,65.06,65.0 | | shelf | 44.25,44.26,44.14,44.21,44.21,44.2,44.19,44.21,44.17,44.13 | | house | 43.73,43.59,43.61,43.39,43.24,43.25,43.15,43.04,43.02,43.01 | | sea | 60.37,60.46,60.55,60.61,60.69,60.77,60.82,60.94,61.06,61.15 | | mirror | 67.58,67.69,67.96,68.12,68.32,68.33,68.61,68.65,68.72,68.72 | | rug | 66.02,66.16,66.18,66.25,66.24,66.19,66.22,66.25,66.31,66.19 | | field | 30.86,30.91,30.93,30.95,30.97,31.0,31.0,31.01,31.06,31.06 | | armchair | 38.29,38.5,38.62,38.84,38.81,38.88,38.87,38.73,38.81,38.68 | | seat | 67.26,67.31,67.45,67.44,67.57,67.57,67.59,67.62,67.63,67.56 | | fence | 41.62,41.61,41.72,41.64,41.87,41.83,41.91,41.9,42.07,42.1 | | desk | 47.54,47.6,47.67,47.78,47.83,47.91,47.91,48.02,48.13,48.14 | | rock | 37.66,37.66,37.58,37.62,37.71,37.64,37.59,37.55,37.53,37.52 | | wardrobe | 57.26,57.1,57.24,57.32,57.5,57.53,57.53,57.44,57.33,57.3 | | lamp | 64.77,64.78,64.75,64.85,64.76,64.69,64.76,64.72,64.67,64.69 | | bathtub | 76.0,76.27,76.38,76.96,77.19,77.42,78.6,79.01,79.17,79.38 | | railing | 33.91,34.1,34.17,34.38,34.43,34.58,34.59,34.77,34.91,35.17 | | cushion | 56.77,56.75,56.95,57.08,57.04,57.04,57.18,57.27,57.22,57.3 | | base | 22.4,22.3,22.43,22.3,22.61,22.49,22.57,22.5,22.59,22.63 | | box | 23.54,23.69,23.59,23.71,23.71,23.76,23.88,23.86,24.05,24.17 | | column | 46.61,46.71,46.72,46.85,46.95,46.95,46.92,47.01,47.04,47.01 | | signboard | 38.64,38.76,38.76,38.74,38.83,38.7,38.75,38.66,38.6,38.61 | | chest of drawers | 37.06,37.17,37.19,37.17,37.23,37.35,37.55,37.6,37.54,37.4 | | counter | 31.52,31.7,31.86,31.88,31.96,32.07,32.08,32.22,32.49,32.52 | | sand | 41.56,41.58,41.47,41.54,41.48,41.47,41.47,41.44,41.43,41.48 | | sink | 68.94,68.96,68.96,69.0,68.99,68.98,69.0,68.99,68.98,68.96 | | skyscraper | 50.16,50.06,49.68,49.92,49.83,49.51,49.47,49.43,49.42,49.38 | | fireplace | 76.97,77.14,77.16,77.16,77.29,77.23,77.24,77.35,77.31,77.33 | | refrigerator | 76.75,77.2,77.43,77.52,77.73,77.87,77.91,78.12,78.22,78.15 | | grandstand | 53.1,53.27,53.23,53.43,53.48,53.59,53.71,53.81,53.95,54.06 | | path | 22.5,22.43,22.74,22.93,23.03,23.25,23.42,23.52,23.61,23.71 | | stairs | 31.71,31.69,31.72,31.68,31.7,31.72,31.73,31.85,31.92,31.9 | | runway | 68.25,68.43,68.54,68.64,68.74,68.73,68.71,68.76,68.76,68.81 | | case | 44.95,44.92,45.32,45.54,45.83,46.13,46.24,46.28,46.47,46.69 | | pool table | 91.96,91.98,92.03,92.01,92.04,92.0,91.99,92.05,92.03,92.05 | | pillow | 62.91,63.14,63.37,63.24,63.63,63.66,63.75,63.81,63.8,63.96 | | screen door | 69.89,69.96,70.07,69.77,69.85,69.82,69.96,69.91,69.85,69.78 | | stairway | 22.1,22.19,22.15,22.22,22.26,22.26,22.32,22.31,22.33,22.35 | | river | 11.76,11.88,11.94,11.98,12.03,11.99,11.98,11.98,11.98,11.99 | | bridge | 35.98,36.37,36.45,36.66,36.7,36.93,36.89,37.04,37.17,37.23 | | bookcase | 47.01,47.09,47.04,46.97,47.09,47.06,47.07,46.94,46.9,46.82 | | blind | 41.44,41.17,41.02,41.31,41.29,41.15,41.42,41.31,41.43,42.02 | | coffee table | 54.8,54.81,54.76,54.76,54.7,54.54,54.41,54.3,54.16,54.11 | | toilet | 84.66,84.61,84.65,84.6,84.6,84.58,84.54,84.46,84.49,84.48 | | flower | 38.77,38.91,38.9,39.04,39.16,39.21,39.35,39.41,39.45,39.52 | | book | 47.41,47.42,47.41,47.51,47.63,47.59,47.51,47.48,47.42,47.2 | | hill | 16.1,16.15,16.23,16.28,16.46,16.35,16.3,16.09,16.31,15.89 | | bench | 43.54,43.4,43.23,42.98,42.9,42.69,42.47,42.45,42.36,42.26 | | countertop | 56.11,56.15,56.07,56.18,56.45,56.11,56.25,56.22,56.35,56.46 | | stove | 73.31,73.45,73.36,73.47,73.28,73.22,73.24,73.21,73.31,73.33 | | palm | 48.73,48.72,48.77,48.82,48.8,48.94,48.92,48.99,48.97,48.93 | | kitchen island | 46.02,46.98,47.74,48.07,48.36,48.19,48.44,48.36,48.57,48.59 | | computer | 60.52,60.53,60.46,60.54,60.56,60.52,60.5,60.53,60.54,60.39 | | swivel chair | 44.51,44.7,45.07,45.07,45.22,45.09,45.47,45.47,45.56,45.6 | | boat | 70.26,70.33,70.38,70.23,70.45,70.42,70.68,70.6,70.8,70.92 | | bar | 23.79,23.69,23.76,23.78,23.79,23.79,23.81,23.79,23.79,23.79 | | arcade machine | 69.74,69.83,69.9,69.87,70.64,70.25,70.46,70.59,71.03,71.06 | | hovel | 30.77,30.6,30.56,30.56,30.5,30.29,30.17,29.91,29.91,29.87 | | bus | 79.22,79.36,79.51,79.49,79.52,79.6,79.64,79.61,79.67,79.64 | | towel | 62.3,62.46,62.37,62.32,62.26,62.08,62.01,61.95,62.05,62.12 | | light | 57.36,57.43,57.51,57.64,57.7,57.75,57.97,58.06,58.09,58.12 | | truck | 17.51,17.4,17.62,17.53,17.54,17.68,17.67,17.62,17.52,17.91 | | tower | 7.3,7.23,7.52,7.5,7.85,8.0,8.08,8.16,7.95,8.15 | | chandelier | 66.23,66.24,66.34,66.3,66.26,66.21,66.22,66.1,66.18,66.21 | | awning | 24.73,24.38,24.54,24.59,24.54,24.6,24.68,24.6,24.76,24.59 | | streetlight | 29.91,29.79,29.88,30.04,30.1,30.2,30.14,30.24,30.3,30.36 | | booth | 50.98,51.09,51.37,51.26,51.49,51.61,51.63,51.82,51.86,52.01 | | television receiver | 65.89,65.92,65.83,66.05,66.17,66.1,66.13,66.12,66.07,65.97 | | airplane | 59.64,59.62,59.6,59.6,59.74,59.43,59.44,59.51,59.45,59.4 | | dirt track | 22.35,22.45,22.04,22.11,22.05,22.02,21.88,21.95,21.9,21.77 | | apparel | 33.09,32.99,32.89,32.77,32.82,32.63,32.51,32.2,32.12,31.94 | | pole | 21.11,21.48,21.53,21.69,21.82,21.63,21.66,21.7,21.57,21.51 | | land | 3.85,3.76,3.81,3.85,3.91,3.81,3.81,3.84,3.85,3.8 | | bannister | 14.02,14.1,14.24,14.29,14.21,14.35,14.46,14.47,14.54,14.51 | | escalator | 23.29,23.44,23.48,23.52,23.59,23.57,23.64,23.62,23.71,23.73 | | ottoman | 42.25,42.1,42.4,41.69,41.37,41.08,41.08,40.88,40.81,40.55 | | bottle | 36.62,36.61,36.65,36.85,36.77,36.61,36.78,36.71,36.57,36.41 | | buffet | 46.54,47.07,47.54,47.65,47.71,47.47,47.44,47.24,47.18,47.17 | | poster | 23.05,22.76,23.23,23.32,23.68,23.82,23.85,24.18,24.19,24.69 | | stage | 13.39,13.47,12.99,13.23,13.42,13.21,13.15,13.05,13.11,13.52 | | van | 39.18,39.22,39.2,39.11,39.04,39.09,39.07,39.0,39.08,39.05 | | ship | 78.93,79.65,80.56,80.81,81.17,81.32,81.46,81.59,81.69,81.77 | | fountain | 17.1,16.74,17.79,18.76,20.01,21.57,21.9,21.97,22.05,22.22 | | conveyer belt | 86.19,86.41,86.18,86.28,86.1,85.82,85.75,85.58,85.32,85.25 | | canopy | 28.64,28.75,28.96,29.16,29.37,29.48,29.56,29.32,29.4,29.44 | | washer | 73.04,72.99,73.14,73.07,73.09,73.03,72.97,72.91,73.16,72.94 | | plaything | 21.98,22.14,22.16,22.09,22.17,22.07,22.18,22.19,22.18,22.11 | | swimming pool | 73.66,73.26,73.63,72.88,73.16,72.84,73.18,72.86,72.67,72.66 | | stool | 46.19,46.37,46.21,46.43,46.54,46.75,46.75,46.9,47.0,47.06 | | barrel | 51.67,52.39,52.83,53.32,52.83,52.76,53.79,53.35,53.18,53.35 | | basket | 25.14,25.24,25.33,25.48,25.5,25.69,25.79,25.92,26.03,26.13 | | waterfall | 42.51,42.28,42.15,42.11,42.09,42.11,42.08,41.9,41.89,41.92 | | tent | 95.68,95.76,95.71,95.74,95.8,95.81,95.81,95.87,95.89,95.89 | | bag | 16.28,16.33,16.57,16.6,16.56,16.7,16.74,16.79,16.89,16.88 | | minibike | 61.83,61.83,61.95,62.03,62.03,62.17,62.01,62.3,62.28,62.04 | | cradle | 85.41,85.51,85.7,85.8,85.9,85.91,85.94,85.98,86.0,86.07 | | oven | 43.35,43.87,44.41,45.23,45.45,46.04,46.48,46.88,47.19,47.26 | | ball | 45.93,46.2,45.93,45.9,45.76,45.57,45.5,45.4,45.31,45.38 | | food | 55.3,55.14,55.18,54.97,54.83,54.84,54.51,54.27,54.07,53.77 | | step | 7.48,7.24,7.61,7.48,7.45,7.48,7.49,7.42,7.31,7.19 | | tank | 55.65,55.58,55.53,55.69,55.64,55.64,55.7,55.84,55.62,55.66 | | trade name | 29.31,29.41,29.62,29.55,29.36,30.0,29.65,29.43,29.5,29.64 | | microwave | 66.57,67.51,68.49,69.49,70.03,70.47,70.93,71.23,71.79,71.84 | | pot | 31.44,31.45,31.33,31.34,31.43,31.43,31.27,31.25,31.35,31.28 | | animal | 53.17,53.23,53.19,53.32,53.35,53.34,53.37,53.37,53.42,53.45 | | bicycle | 57.09,57.3,57.37,57.4,57.36,57.47,57.48,57.41,57.51,57.54 | | lake | 58.34,58.41,58.44,58.57,58.53,58.56,58.54,58.57,58.57,58.59 | | dishwasher | 68.08,68.32,68.66,68.14,68.32,68.56,68.58,67.98,68.37,68.4 | | screen | 65.47,64.78,64.29,63.78,63.48,63.45,63.29,63.3,63.25,63.23 | | blanket | 18.42,18.86,18.99,19.33,19.5,19.32,19.62,19.97,19.9,20.04 | | sculpture | 55.71,55.6,55.71,55.7,55.56,55.51,55.5,55.21,55.38,55.3 | | hood | 62.63,62.66,61.71,61.21,60.94,60.36,60.37,60.27,60.23,60.08 | | sconce | 43.23,43.31,43.17,43.25,43.09,42.72,42.82,42.9,42.72,42.47 | | vase | 39.62,39.65,39.58,39.77,40.01,39.95,40.2,40.19,40.29,40.38 | | traffic light | 34.15,34.21,34.35,34.37,34.66,34.91,34.73,35.07,35.26,35.24 | | tray | 7.94,8.22,8.3,8.56,8.43,8.55,8.6,8.88,8.89,8.97 | | ashcan | 43.21,43.37,43.62,43.6,43.96,43.74,43.84,43.72,43.59,43.61 | | fan | 59.56,59.87,59.7,59.79,59.83,59.85,59.86,59.85,59.76,59.91 | | pier | 46.38,47.59,48.11,49.03,50.17,49.92,51.2,51.12,51.41,52.56 | | crt screen | 9.46,9.3,9.25,9.11,8.95,8.86,8.79,8.8,8.81,8.83 | | plate | 53.84,53.93,54.02,54.13,54.14,54.3,54.14,54.26,54.24,54.18 | | monitor | 20.38,20.35,20.4,20.39,20.28,20.25,20.21,20.11,20.1,20.17 | | bulletin board | 39.19,39.57,39.08,39.1,38.7,38.33,38.05,37.68,37.45,37.65 | | shower | 2.25,2.32,2.34,2.42,2.52,2.53,2.59,2.64,2.73,2.75 | | radiator | 60.71,60.84,60.9,61.31,61.43,61.39,61.47,61.48,61.36,61.44 | | glass | 14.88,14.78,14.72,14.77,14.64,14.67,14.66,14.67,14.56,14.61 | | clock | 39.12,39.29,39.63,39.73,39.8,39.65,40.02,39.95,39.97,39.99 | | flag | 35.04,34.95,34.92,34.84,34.88,34.98,34.82,34.14,34.35,34.44 | +---------------------+-------------------------------------------------------------+ 2023-03-03 02:20:02,780 - mmseg - INFO - Summary: 2023-03-03 02:20:02,780 - mmseg - INFO - +---------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +---------------------------------------------------------+ | 49.23,49.3,49.37,49.43,49.5,49.5,49.55,49.55,49.58,49.6 | +---------------------------------------------------------+ 2023-03-03 02:20:02,781 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:20:02,781 - mmseg - INFO - Iter(val) [250] mIoU: [0.4923, 0.493, 0.4937, 0.4943, 0.495, 0.495, 0.4955, 0.4955, 0.4958, 0.496], copy_paste: 49.23,49.3,49.37,49.43,49.5,49.5,49.55,49.55,49.58,49.6 2023-03-03 02:20:02,788 - mmseg - INFO - Swap parameters (before train) before iter [160001] 2023-03-03 02:20:16,318 - mmseg - INFO - Iter [160050/400000] lr: 1.875e-05, eta: 21:41:20, time: 17.717, data_time: 17.455, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.8451, loss: 0.1768 2023-03-03 02:20:29,631 - mmseg - INFO - Iter [160100/400000] lr: 1.875e-05, eta: 21:40:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.9480, loss: 0.1720 2023-03-03 02:20:42,925 - mmseg - INFO - Iter [160150/400000] lr: 1.875e-05, eta: 21:40:38, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.9264, loss: 0.1743 2023-03-03 02:20:56,195 - mmseg - INFO - Iter [160200/400000] lr: 1.875e-05, eta: 21:40:17, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.8350, loss: 0.1785 2023-03-03 02:21:09,490 - mmseg - INFO - Iter [160250/400000] lr: 1.875e-05, eta: 21:39:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2227, loss: 0.1665 2023-03-03 02:21:25,391 - mmseg - INFO - Iter [160300/400000] lr: 1.875e-05, eta: 21:39:40, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.9803, loss: 0.1757 2023-03-03 02:21:38,723 - mmseg - INFO - Iter [160350/400000] lr: 1.875e-05, eta: 21:39:19, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.8637, loss: 0.1705 2023-03-03 02:21:52,049 - mmseg - INFO - Iter [160400/400000] lr: 1.875e-05, eta: 21:38:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.9301, loss: 0.1732 2023-03-03 02:22:05,304 - mmseg - INFO - Iter [160450/400000] lr: 1.875e-05, eta: 21:38:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.2091, loss: 0.1660 2023-03-03 02:22:18,596 - mmseg - INFO - Iter [160500/400000] lr: 1.875e-05, eta: 21:38:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1782, decode.acc_seg: 92.7099, loss: 0.1782 2023-03-03 02:22:31,828 - mmseg - INFO - Iter [160550/400000] lr: 1.875e-05, eta: 21:37:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.7103, loss: 0.1768 2023-03-03 02:22:45,042 - mmseg - INFO - Iter [160600/400000] lr: 1.875e-05, eta: 21:37:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.8889, loss: 0.1724 2023-03-03 02:22:58,268 - mmseg - INFO - Iter [160650/400000] lr: 1.875e-05, eta: 21:37:15, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.1989, loss: 0.1662 2023-03-03 02:23:11,654 - mmseg - INFO - Iter [160700/400000] lr: 1.875e-05, eta: 21:36:54, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.2955, loss: 0.1613 2023-03-03 02:23:25,014 - mmseg - INFO - Iter [160750/400000] lr: 1.875e-05, eta: 21:36:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.6143, loss: 0.1806 2023-03-03 02:23:38,347 - mmseg - INFO - Iter [160800/400000] lr: 1.875e-05, eta: 21:36:13, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1094, loss: 0.1673 2023-03-03 02:23:51,718 - mmseg - INFO - Iter [160850/400000] lr: 1.875e-05, eta: 21:35:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.8557, loss: 0.1738 2023-03-03 02:24:04,931 - mmseg - INFO - Iter [160900/400000] lr: 1.875e-05, eta: 21:35:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0410, loss: 0.1670 2023-03-03 02:24:20,677 - mmseg - INFO - Iter [160950/400000] lr: 1.875e-05, eta: 21:35:15, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8402, loss: 0.1740 2023-03-03 02:24:34,045 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:24:34,045 - mmseg - INFO - Iter [161000/400000] lr: 1.875e-05, eta: 21:34:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.9341, loss: 0.1722 2023-03-03 02:24:47,329 - mmseg - INFO - Iter [161050/400000] lr: 1.875e-05, eta: 21:34:33, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.7930, loss: 0.1786 2023-03-03 02:25:00,561 - mmseg - INFO - Iter [161100/400000] lr: 1.875e-05, eta: 21:34:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8956, loss: 0.1739 2023-03-03 02:25:13,764 - mmseg - INFO - Iter [161150/400000] lr: 1.875e-05, eta: 21:33:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.8237, loss: 0.1743 2023-03-03 02:25:27,083 - mmseg - INFO - Iter [161200/400000] lr: 1.875e-05, eta: 21:33:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.8760, loss: 0.1721 2023-03-03 02:25:40,340 - mmseg - INFO - Iter [161250/400000] lr: 1.875e-05, eta: 21:33:11, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.8227, loss: 0.1745 2023-03-03 02:25:53,669 - mmseg - INFO - Iter [161300/400000] lr: 1.875e-05, eta: 21:32:50, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9058, loss: 0.1728 2023-03-03 02:26:06,945 - mmseg - INFO - Iter [161350/400000] lr: 1.875e-05, eta: 21:32:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 92.9621, loss: 0.1691 2023-03-03 02:26:20,304 - mmseg - INFO - Iter [161400/400000] lr: 1.875e-05, eta: 21:32:09, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.7902, loss: 0.1759 2023-03-03 02:26:33,787 - mmseg - INFO - Iter [161450/400000] lr: 1.875e-05, eta: 21:31:49, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 92.8547, loss: 0.1691 2023-03-03 02:26:47,162 - mmseg - INFO - Iter [161500/400000] lr: 1.875e-05, eta: 21:31:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.1149, loss: 0.1679 2023-03-03 02:27:02,967 - mmseg - INFO - Iter [161550/400000] lr: 1.875e-05, eta: 21:31:11, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.8548, loss: 0.1718 2023-03-03 02:27:16,214 - mmseg - INFO - Iter [161600/400000] lr: 1.875e-05, eta: 21:30:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.6807, loss: 0.1799 2023-03-03 02:27:29,633 - mmseg - INFO - Iter [161650/400000] lr: 1.875e-05, eta: 21:30:30, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 92.9246, loss: 0.1701 2023-03-03 02:27:42,846 - mmseg - INFO - Iter [161700/400000] lr: 1.875e-05, eta: 21:30:09, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.2498, loss: 0.1606 2023-03-03 02:27:56,157 - mmseg - INFO - Iter [161750/400000] lr: 1.875e-05, eta: 21:29:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8518, loss: 0.1746 2023-03-03 02:28:09,422 - mmseg - INFO - Iter [161800/400000] lr: 1.875e-05, eta: 21:29:28, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8481, loss: 0.1736 2023-03-03 02:28:22,641 - mmseg - INFO - Iter [161850/400000] lr: 1.875e-05, eta: 21:29:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.8775, loss: 0.1753 2023-03-03 02:28:35,868 - mmseg - INFO - Iter [161900/400000] lr: 1.875e-05, eta: 21:28:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.7188, loss: 0.1768 2023-03-03 02:28:49,149 - mmseg - INFO - Iter [161950/400000] lr: 1.875e-05, eta: 21:28:26, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.8241, loss: 0.1761 2023-03-03 02:29:02,526 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:29:02,526 - mmseg - INFO - Iter [162000/400000] lr: 1.875e-05, eta: 21:28:06, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.1602, loss: 0.1656 2023-03-03 02:29:15,831 - mmseg - INFO - Iter [162050/400000] lr: 1.875e-05, eta: 21:27:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.8355, loss: 0.1747 2023-03-03 02:29:29,092 - mmseg - INFO - Iter [162100/400000] lr: 1.875e-05, eta: 21:27:25, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1793, decode.acc_seg: 92.5827, loss: 0.1793 2023-03-03 02:29:42,392 - mmseg - INFO - Iter [162150/400000] lr: 1.875e-05, eta: 21:27:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0659, loss: 0.1684 2023-03-03 02:29:58,392 - mmseg - INFO - Iter [162200/400000] lr: 1.875e-05, eta: 21:26:48, time: 0.320, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.6026, loss: 0.1799 2023-03-03 02:30:11,617 - mmseg - INFO - Iter [162250/400000] lr: 1.875e-05, eta: 21:26:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0708, loss: 0.1680 2023-03-03 02:30:24,939 - mmseg - INFO - Iter [162300/400000] lr: 1.875e-05, eta: 21:26:06, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9187, loss: 0.1707 2023-03-03 02:30:38,258 - mmseg - INFO - Iter [162350/400000] lr: 1.875e-05, eta: 21:25:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.1900, loss: 0.1644 2023-03-03 02:30:51,549 - mmseg - INFO - Iter [162400/400000] lr: 1.875e-05, eta: 21:25:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.6804, loss: 0.1785 2023-03-03 02:31:04,845 - mmseg - INFO - Iter [162450/400000] lr: 1.875e-05, eta: 21:25:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9644, loss: 0.1728 2023-03-03 02:31:18,137 - mmseg - INFO - Iter [162500/400000] lr: 1.875e-05, eta: 21:24:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.7876, loss: 0.1719 2023-03-03 02:31:31,423 - mmseg - INFO - Iter [162550/400000] lr: 1.875e-05, eta: 21:24:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1812, decode.acc_seg: 92.5043, loss: 0.1812 2023-03-03 02:31:44,776 - mmseg - INFO - Iter [162600/400000] lr: 1.875e-05, eta: 21:24:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 92.9129, loss: 0.1697 2023-03-03 02:31:58,092 - mmseg - INFO - Iter [162650/400000] lr: 1.875e-05, eta: 21:23:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 92.9156, loss: 0.1702 2023-03-03 02:32:11,522 - mmseg - INFO - Iter [162700/400000] lr: 1.875e-05, eta: 21:23:23, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.9909, loss: 0.1715 2023-03-03 02:32:24,869 - mmseg - INFO - Iter [162750/400000] lr: 1.875e-05, eta: 21:23:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.9443, loss: 0.1730 2023-03-03 02:32:40,627 - mmseg - INFO - Iter [162800/400000] lr: 1.875e-05, eta: 21:22:45, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.9366, loss: 0.1713 2023-03-03 02:32:54,071 - mmseg - INFO - Iter [162850/400000] lr: 1.875e-05, eta: 21:22:25, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.8567, loss: 0.1783 2023-03-03 02:33:07,408 - mmseg - INFO - Iter [162900/400000] lr: 1.875e-05, eta: 21:22:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 92.8634, loss: 0.1691 2023-03-03 02:33:20,736 - mmseg - INFO - Iter [162950/400000] lr: 1.875e-05, eta: 21:21:44, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0447, loss: 0.1702 2023-03-03 02:33:34,042 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:33:34,042 - mmseg - INFO - Iter [163000/400000] lr: 1.875e-05, eta: 21:21:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.8175, loss: 0.1729 2023-03-03 02:33:47,454 - mmseg - INFO - Iter [163050/400000] lr: 1.875e-05, eta: 21:21:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1822, decode.acc_seg: 92.4642, loss: 0.1822 2023-03-03 02:34:00,714 - mmseg - INFO - Iter [163100/400000] lr: 1.875e-05, eta: 21:20:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.8109, loss: 0.1745 2023-03-03 02:34:13,976 - mmseg - INFO - Iter [163150/400000] lr: 1.875e-05, eta: 21:20:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.8782, loss: 0.1760 2023-03-03 02:34:27,257 - mmseg - INFO - Iter [163200/400000] lr: 1.875e-05, eta: 21:20:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.7610, loss: 0.1728 2023-03-03 02:34:40,551 - mmseg - INFO - Iter [163250/400000] lr: 1.875e-05, eta: 21:19:41, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.7480, loss: 0.1749 2023-03-03 02:34:53,888 - mmseg - INFO - Iter [163300/400000] lr: 1.875e-05, eta: 21:19:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0497, loss: 0.1682 2023-03-03 02:35:07,181 - mmseg - INFO - Iter [163350/400000] lr: 1.875e-05, eta: 21:19:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 92.9286, loss: 0.1708 2023-03-03 02:35:20,432 - mmseg - INFO - Iter [163400/400000] lr: 1.875e-05, eta: 21:18:40, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.8545, loss: 0.1735 2023-03-03 02:35:36,221 - mmseg - INFO - Iter [163450/400000] lr: 1.875e-05, eta: 21:18:23, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1798, decode.acc_seg: 92.6168, loss: 0.1798 2023-03-03 02:35:49,528 - mmseg - INFO - Iter [163500/400000] lr: 1.875e-05, eta: 21:18:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.0517, loss: 0.1687 2023-03-03 02:36:02,879 - mmseg - INFO - Iter [163550/400000] lr: 1.875e-05, eta: 21:17:43, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.9114, loss: 0.1734 2023-03-03 02:36:16,157 - mmseg - INFO - Iter [163600/400000] lr: 1.875e-05, eta: 21:17:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.8786, loss: 0.1709 2023-03-03 02:36:29,465 - mmseg - INFO - Iter [163650/400000] lr: 1.875e-05, eta: 21:17:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1038, loss: 0.1680 2023-03-03 02:36:42,719 - mmseg - INFO - Iter [163700/400000] lr: 1.875e-05, eta: 21:16:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9424, loss: 0.1728 2023-03-03 02:36:55,992 - mmseg - INFO - Iter [163750/400000] lr: 1.875e-05, eta: 21:16:21, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1832, decode.acc_seg: 92.6571, loss: 0.1832 2023-03-03 02:37:09,500 - mmseg - INFO 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1.875e-05, eta: 21:14:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.8177, loss: 0.1753 2023-03-03 02:38:15,866 - mmseg - INFO - Iter [164050/400000] lr: 1.875e-05, eta: 21:14:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.7471, loss: 0.1738 2023-03-03 02:38:31,853 - mmseg - INFO - Iter [164100/400000] lr: 1.875e-05, eta: 21:14:02, time: 0.320, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 92.9718, loss: 0.1685 2023-03-03 02:38:45,217 - mmseg - INFO - Iter [164150/400000] lr: 1.875e-05, eta: 21:13:42, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.1238, loss: 0.1689 2023-03-03 02:38:58,452 - mmseg - INFO - Iter [164200/400000] lr: 1.875e-05, eta: 21:13:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.9966, loss: 0.1717 2023-03-03 02:39:11,743 - mmseg - INFO - Iter [164250/400000] lr: 1.875e-05, eta: 21:13:01, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.8532, loss: 0.1762 2023-03-03 02:39:25,027 - mmseg - INFO - Iter [164300/400000] lr: 1.875e-05, eta: 21:12:41, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.8244, loss: 0.1765 2023-03-03 02:39:38,346 - mmseg - INFO - Iter [164350/400000] lr: 1.875e-05, eta: 21:12:20, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.7535, loss: 0.1761 2023-03-03 02:39:51,574 - mmseg - INFO - Iter [164400/400000] lr: 1.875e-05, eta: 21:12:00, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0013, loss: 0.1690 2023-03-03 02:40:04,870 - mmseg - INFO - Iter [164450/400000] lr: 1.875e-05, eta: 21:11:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1830, decode.acc_seg: 92.4749, loss: 0.1830 2023-03-03 02:40:18,117 - mmseg - INFO - Iter [164500/400000] lr: 1.875e-05, eta: 21:11:19, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.6946, loss: 0.1761 2023-03-03 02:40:31,428 - mmseg - INFO - Iter [164550/400000] lr: 1.875e-05, eta: 21:10:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.8914, loss: 0.1718 2023-03-03 02:40:44,709 - mmseg - INFO - Iter [164600/400000] lr: 1.875e-05, eta: 21:10:38, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1723, decode.acc_seg: 92.9945, loss: 0.1723 2023-03-03 02:40:57,984 - mmseg - INFO - Iter [164650/400000] lr: 1.875e-05, eta: 21:10:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.1311, loss: 0.1696 2023-03-03 02:41:13,862 - mmseg - INFO - Iter [164700/400000] lr: 1.875e-05, eta: 21:10:01, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.4502, loss: 0.1815 2023-03-03 02:41:27,198 - mmseg - INFO - Iter [164750/400000] lr: 1.875e-05, eta: 21:09:41, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 92.9869, loss: 0.1671 2023-03-03 02:41:40,489 - mmseg - INFO - Iter [164800/400000] lr: 1.875e-05, eta: 21:09:21, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.9550, loss: 0.1746 2023-03-03 02:41:53,805 - mmseg - INFO - Iter [164850/400000] lr: 1.875e-05, eta: 21:09:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.7149, loss: 0.1788 2023-03-03 02:42:07,139 - mmseg - INFO - Iter [164900/400000] lr: 1.875e-05, eta: 21:08:40, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 92.9077, loss: 0.1684 2023-03-03 02:42:20,395 - mmseg - INFO - Iter [164950/400000] lr: 1.875e-05, eta: 21:08:20, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 92.9043, loss: 0.1699 2023-03-03 02:42:33,739 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:42:33,739 - mmseg - INFO - Iter [165000/400000] lr: 1.875e-05, eta: 21:08:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 92.9197, loss: 0.1700 2023-03-03 02:42:47,039 - mmseg - INFO - Iter [165050/400000] lr: 1.875e-05, eta: 21:07:39, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.9599, loss: 0.1726 2023-03-03 02:43:00,294 - mmseg - INFO - Iter [165100/400000] lr: 1.875e-05, eta: 21:07:19, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.1077, loss: 0.1638 2023-03-03 02:43:13,529 - mmseg - INFO - Iter [165150/400000] lr: 1.875e-05, eta: 21:06:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.9561, loss: 0.1729 2023-03-03 02:43:26,863 - mmseg - INFO - Iter [165200/400000] lr: 1.875e-05, eta: 21:06:38, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.8817, loss: 0.1737 2023-03-03 02:43:40,113 - mmseg - INFO - Iter [165250/400000] lr: 1.875e-05, eta: 21:06:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 92.9447, loss: 0.1669 2023-03-03 02:43:53,354 - mmseg - INFO - Iter [165300/400000] lr: 1.875e-05, eta: 21:05:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8230, loss: 0.1739 2023-03-03 02:44:09,131 - mmseg - INFO - Iter [165350/400000] lr: 1.875e-05, eta: 21:05:41, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.1951, loss: 0.1644 2023-03-03 02:44:22,422 - mmseg - INFO - Iter [165400/400000] lr: 1.875e-05, eta: 21:05:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 92.9888, loss: 0.1681 2023-03-03 02:44:35,699 - mmseg - INFO - Iter [165450/400000] lr: 1.875e-05, eta: 21:05:00, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7508, loss: 0.1773 2023-03-03 02:44:48,957 - mmseg - INFO - Iter [165500/400000] lr: 1.875e-05, eta: 21:04:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 93.0039, loss: 0.1713 2023-03-03 02:45:02,300 - mmseg - INFO - Iter [165550/400000] lr: 1.875e-05, eta: 21:04:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.7090, loss: 0.1794 2023-03-03 02:45:15,549 - mmseg - INFO - Iter [165600/400000] lr: 1.875e-05, eta: 21:03:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8861, loss: 0.1733 2023-03-03 02:45:28,883 - mmseg - INFO - Iter [165650/400000] lr: 1.875e-05, eta: 21:03:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8019, loss: 0.1736 2023-03-03 02:45:42,150 - mmseg - INFO - Iter [165700/400000] lr: 1.875e-05, eta: 21:03:19, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.9366, loss: 0.1720 2023-03-03 02:45:55,573 - mmseg - INFO - Iter [165750/400000] lr: 1.875e-05, eta: 21:02:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 93.0032, loss: 0.1699 2023-03-03 02:46:08,800 - mmseg - INFO - Iter [165800/400000] lr: 1.875e-05, eta: 21:02:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1783, decode.acc_seg: 92.6158, loss: 0.1783 2023-03-03 02:46:22,175 - mmseg - INFO - Iter [165850/400000] lr: 1.875e-05, eta: 21:02:18, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 92.8968, loss: 0.1710 2023-03-03 02:46:35,508 - mmseg - INFO - Iter [165900/400000] lr: 1.875e-05, eta: 21:01:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8466, loss: 0.1739 2023-03-03 02:46:48,758 - mmseg - INFO - Iter [165950/400000] lr: 1.875e-05, eta: 21:01:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.2207, loss: 0.1662 2023-03-03 02:47:04,613 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:47:04,613 - mmseg - INFO - Iter [166000/400000] lr: 1.875e-05, eta: 21:01:21, time: 0.317, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.8595, loss: 0.1731 2023-03-03 02:47:17,913 - mmseg - INFO - Iter [166050/400000] lr: 1.875e-05, eta: 21:01:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.8352, loss: 0.1743 2023-03-03 02:47:31,305 - mmseg - INFO - Iter [166100/400000] lr: 1.875e-05, eta: 21:00:41, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.7377, loss: 0.1785 2023-03-03 02:47:44,702 - mmseg - INFO - Iter [166150/400000] lr: 1.875e-05, eta: 21:00:21, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.0130, loss: 0.1687 2023-03-03 02:47:58,215 - mmseg - INFO - Iter [166200/400000] lr: 1.875e-05, eta: 21:00:01, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.7706, loss: 0.1750 2023-03-03 02:48:11,516 - mmseg - INFO - Iter [166250/400000] lr: 1.875e-05, eta: 20:59:41, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8696, loss: 0.1744 2023-03-03 02:48:24,775 - mmseg - INFO - Iter [166300/400000] lr: 1.875e-05, eta: 20:59:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.8948, loss: 0.1742 2023-03-03 02:48:38,147 - mmseg - INFO - Iter [166350/400000] lr: 1.875e-05, eta: 20:59:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.8872, loss: 0.1766 2023-03-03 02:48:51,549 - mmseg - INFO - Iter [166400/400000] lr: 1.875e-05, eta: 20:58:40, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.8790, loss: 0.1711 2023-03-03 02:49:04,851 - mmseg - INFO - Iter [166450/400000] lr: 1.875e-05, eta: 20:58:20, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 92.8937, loss: 0.1725 2023-03-03 02:49:18,384 - mmseg - INFO - Iter [166500/400000] lr: 1.875e-05, eta: 20:58:00, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.8846, loss: 0.1764 2023-03-03 02:49:31,750 - mmseg - INFO - Iter [166550/400000] lr: 1.875e-05, eta: 20:57:40, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9439, loss: 0.1724 2023-03-03 02:49:47,556 - mmseg - INFO - Iter [166600/400000] lr: 1.875e-05, eta: 20:57:24, time: 0.316, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.7725, loss: 0.1767 2023-03-03 02:50:00,859 - mmseg - INFO - Iter [166650/400000] lr: 1.875e-05, eta: 20:57:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8432, loss: 0.1733 2023-03-03 02:50:14,346 - mmseg - INFO - Iter [166700/400000] lr: 1.875e-05, eta: 20:56:44, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1803, decode.acc_seg: 92.6467, loss: 0.1803 2023-03-03 02:50:27,770 - mmseg - INFO - Iter [166750/400000] lr: 1.875e-05, eta: 20:56:24, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.9385, loss: 0.1742 2023-03-03 02:50:41,090 - mmseg - INFO - Iter [166800/400000] lr: 1.875e-05, eta: 20:56:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 93.0007, loss: 0.1705 2023-03-03 02:50:54,363 - mmseg - INFO - Iter [166850/400000] lr: 1.875e-05, eta: 20:55:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 92.9969, loss: 0.1703 2023-03-03 02:51:07,775 - mmseg - INFO - Iter [166900/400000] lr: 1.875e-05, eta: 20:55:23, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0968, loss: 0.1682 2023-03-03 02:51:21,304 - mmseg - INFO - Iter [166950/400000] lr: 1.875e-05, eta: 20:55:03, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0968, loss: 0.1690 2023-03-03 02:51:34,572 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:51:34,572 - mmseg - INFO - Iter [167000/400000] lr: 1.875e-05, eta: 20:54:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0560, loss: 0.1682 2023-03-03 02:51:47,840 - mmseg - INFO - Iter [167050/400000] lr: 1.875e-05, eta: 20:54:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.7641, loss: 0.1770 2023-03-03 02:52:01,142 - mmseg - INFO - Iter [167100/400000] lr: 1.875e-05, eta: 20:54:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.7242, loss: 0.1771 2023-03-03 02:52:14,529 - mmseg - INFO - Iter [167150/400000] lr: 1.875e-05, eta: 20:53:43, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.6742, loss: 0.1748 2023-03-03 02:52:27,770 - mmseg - INFO - Iter [167200/400000] lr: 1.875e-05, eta: 20:53:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.6417, loss: 0.1786 2023-03-03 02:52:43,569 - mmseg - INFO - Iter [167250/400000] lr: 1.875e-05, eta: 20:53:06, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.3176, loss: 0.1633 2023-03-03 02:52:56,994 - mmseg - INFO - Iter [167300/400000] lr: 1.875e-05, eta: 20:52:46, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.1304, loss: 0.1697 2023-03-03 02:53:10,239 - mmseg - INFO - Iter [167350/400000] lr: 1.875e-05, eta: 20:52:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.7551, loss: 0.1722 2023-03-03 02:53:23,491 - mmseg - INFO - Iter [167400/400000] lr: 1.875e-05, eta: 20:52:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.0487, loss: 0.1657 2023-03-03 02:53:36,817 - mmseg - INFO - Iter [167450/400000] lr: 1.875e-05, eta: 20:51:46, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.7965, loss: 0.1767 2023-03-03 02:53:50,070 - mmseg - INFO - Iter [167500/400000] lr: 1.875e-05, eta: 20:51:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.7136, loss: 0.1743 2023-03-03 02:54:03,321 - mmseg - INFO - Iter [167550/400000] lr: 1.875e-05, eta: 20:51:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 92.9626, loss: 0.1686 2023-03-03 02:54:16,850 - mmseg - INFO - Iter [167600/400000] lr: 1.875e-05, eta: 20:50:46, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.9118, loss: 0.1752 2023-03-03 02:54:30,126 - mmseg - INFO - Iter [167650/400000] lr: 1.875e-05, eta: 20:50:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1095, loss: 0.1687 2023-03-03 02:54:43,428 - mmseg - INFO - Iter [167700/400000] lr: 1.875e-05, eta: 20:50:05, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.8833, loss: 0.1750 2023-03-03 02:54:56,725 - mmseg - INFO - Iter [167750/400000] lr: 1.875e-05, eta: 20:49:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.0538, loss: 0.1666 2023-03-03 02:55:10,113 - mmseg - INFO - Iter [167800/400000] lr: 1.875e-05, eta: 20:49:25, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.6432, loss: 0.1764 2023-03-03 02:55:25,787 - mmseg - INFO - Iter [167850/400000] lr: 1.875e-05, eta: 20:49:08, time: 0.313, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.6058, loss: 0.1799 2023-03-03 02:55:39,059 - mmseg - INFO - Iter [167900/400000] lr: 1.875e-05, eta: 20:48:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0344, loss: 0.1709 2023-03-03 02:55:52,360 - mmseg - INFO - Iter [167950/400000] lr: 1.875e-05, eta: 20:48:28, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.0965, loss: 0.1681 2023-03-03 02:56:05,600 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 02:56:05,600 - mmseg - INFO - Iter [168000/400000] lr: 1.875e-05, eta: 20:48:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2176, loss: 0.1638 2023-03-03 02:56:18,916 - mmseg - INFO - Iter [168050/400000] lr: 1.875e-05, eta: 20:47:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.1401, loss: 0.1649 2023-03-03 02:56:32,183 - mmseg - INFO - Iter [168100/400000] lr: 1.875e-05, eta: 20:47:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0298, loss: 0.1695 2023-03-03 02:56:45,574 - mmseg - INFO - Iter [168150/400000] lr: 1.875e-05, eta: 20:47:08, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.0202, loss: 0.1668 2023-03-03 02:56:58,830 - mmseg - INFO - Iter [168200/400000] lr: 1.875e-05, eta: 20:46:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.8048, loss: 0.1773 2023-03-03 02:57:12,118 - mmseg - INFO - Iter [168250/400000] lr: 1.875e-05, eta: 20:46:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.9402, loss: 0.1727 2023-03-03 02:57:25,343 - mmseg - INFO - Iter [168300/400000] lr: 1.875e-05, eta: 20:46:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.8668, loss: 0.1769 2023-03-03 02:57:38,549 - mmseg - INFO - Iter [168350/400000] lr: 1.875e-05, eta: 20:45:48, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1799, decode.acc_seg: 92.7396, loss: 0.1799 2023-03-03 02:57:51,920 - mmseg - INFO - Iter [168400/400000] lr: 1.875e-05, eta: 20:45:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.8481, loss: 0.1721 2023-03-03 02:58:05,246 - mmseg - INFO - Iter [168450/400000] lr: 1.875e-05, eta: 20:45:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1741, decode.acc_seg: 92.8420, loss: 0.1741 2023-03-03 02:58:21,022 - mmseg - INFO - Iter [168500/400000] lr: 1.875e-05, eta: 20:44:51, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0510, loss: 0.1665 2023-03-03 02:58:34,326 - mmseg - INFO - Iter [168550/400000] lr: 1.875e-05, eta: 20:44:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9430, loss: 0.1724 2023-03-03 02:58:47,690 - mmseg - INFO - Iter [168600/400000] lr: 1.875e-05, eta: 20:44:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.6706, loss: 0.1824 2023-03-03 02:59:00,933 - mmseg - INFO - Iter [168650/400000] lr: 1.875e-05, eta: 20:43:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.7103, loss: 0.1775 2023-03-03 02:59:14,596 - mmseg - INFO - Iter [168700/400000] lr: 1.875e-05, eta: 20:43:32, time: 0.273, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.8235, loss: 0.1781 2023-03-03 02:59:27,985 - mmseg - INFO - Iter [168750/400000] lr: 1.875e-05, eta: 20:43:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.7360, loss: 0.1752 2023-03-03 02:59:41,373 - mmseg - INFO - Iter [168800/400000] lr: 1.875e-05, eta: 20:42:52, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1816, decode.acc_seg: 92.5803, loss: 0.1816 2023-03-03 02:59:54,816 - mmseg - INFO - Iter [168850/400000] lr: 1.875e-05, eta: 20:42:32, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 92.9130, loss: 0.1700 2023-03-03 03:00:08,050 - mmseg - INFO - Iter [168900/400000] lr: 1.875e-05, eta: 20:42:12, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 93.0271, loss: 0.1712 2023-03-03 03:00:21,581 - mmseg - INFO - Iter [168950/400000] lr: 1.875e-05, eta: 20:41:52, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1706, decode.acc_seg: 93.0033, loss: 0.1706 2023-03-03 03:00:34,856 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:00:34,856 - mmseg - INFO - Iter [169000/400000] lr: 1.875e-05, eta: 20:41:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1654, loss: 0.1661 2023-03-03 03:00:48,128 - mmseg - INFO - Iter [169050/400000] lr: 1.875e-05, eta: 20:41:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.8443, loss: 0.1717 2023-03-03 03:01:01,496 - mmseg - INFO - Iter [169100/400000] lr: 1.875e-05, eta: 20:40:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 92.8805, loss: 0.1694 2023-03-03 03:01:17,406 - mmseg - INFO - Iter [169150/400000] lr: 1.875e-05, eta: 20:40:36, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.5791, loss: 0.1807 2023-03-03 03:01:30,773 - mmseg - INFO - Iter [169200/400000] lr: 1.875e-05, eta: 20:40:16, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.7692, loss: 0.1786 2023-03-03 03:01:44,033 - mmseg - INFO - Iter [169250/400000] lr: 1.875e-05, eta: 20:39:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.8758, loss: 0.1727 2023-03-03 03:01:57,327 - mmseg - INFO - Iter [169300/400000] lr: 1.875e-05, eta: 20:39:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0478, loss: 0.1704 2023-03-03 03:02:10,629 - mmseg - INFO - Iter [169350/400000] lr: 1.875e-05, eta: 20:39:16, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.1645, loss: 0.1656 2023-03-03 03:02:23,886 - mmseg - INFO - Iter [169400/400000] lr: 1.875e-05, eta: 20:38:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0047, loss: 0.1702 2023-03-03 03:02:37,186 - mmseg - INFO - Iter [169450/400000] lr: 1.875e-05, eta: 20:38:36, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.9274, loss: 0.1804 2023-03-03 03:02:50,496 - mmseg - INFO - Iter [169500/400000] lr: 1.875e-05, eta: 20:38:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 92.9829, loss: 0.1688 2023-03-03 03:03:03,765 - mmseg - INFO - Iter [169550/400000] lr: 1.875e-05, eta: 20:37:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.7321, loss: 0.1786 2023-03-03 03:03:17,258 - mmseg - INFO - Iter [169600/400000] lr: 1.875e-05, eta: 20:37:36, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 92.9202, loss: 0.1716 2023-03-03 03:03:30,507 - mmseg - INFO - Iter [169650/400000] lr: 1.875e-05, eta: 20:37:16, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.7950, loss: 0.1749 2023-03-03 03:03:43,877 - mmseg - INFO - Iter [169700/400000] lr: 1.875e-05, eta: 20:36:57, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.1167, loss: 0.1647 2023-03-03 03:03:59,673 - mmseg - INFO - Iter [169750/400000] lr: 1.875e-05, eta: 20:36:40, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9657, loss: 0.1707 2023-03-03 03:04:13,262 - mmseg - INFO - Iter [169800/400000] lr: 1.875e-05, eta: 20:36:21, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8776, loss: 0.1740 2023-03-03 03:04:26,559 - mmseg - INFO - Iter [169850/400000] lr: 1.875e-05, eta: 20:36:01, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7409, loss: 0.1765 2023-03-03 03:04:39,786 - mmseg - INFO - Iter [169900/400000] lr: 1.875e-05, eta: 20:35:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.9707, loss: 0.1743 2023-03-03 03:04:53,067 - mmseg - INFO - Iter [169950/400000] lr: 1.875e-05, eta: 20:35:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 92.9467, loss: 0.1714 2023-03-03 03:05:06,471 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:05:06,471 - mmseg - INFO - Iter [170000/400000] lr: 1.875e-05, eta: 20:35:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0745, loss: 0.1691 2023-03-03 03:05:19,696 - mmseg - INFO - Iter [170050/400000] lr: 1.875e-05, eta: 20:34:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.3915, loss: 0.1598 2023-03-03 03:05:32,929 - mmseg - INFO - Iter [170100/400000] lr: 1.875e-05, eta: 20:34:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 92.9420, loss: 0.1702 2023-03-03 03:05:46,317 - mmseg - INFO - Iter [170150/400000] lr: 1.875e-05, eta: 20:34:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.8799, loss: 0.1719 2023-03-03 03:05:59,714 - mmseg - INFO - Iter [170200/400000] lr: 1.875e-05, eta: 20:33:41, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 93.0301, loss: 0.1718 2023-03-03 03:06:13,130 - mmseg - INFO - Iter [170250/400000] lr: 1.875e-05, eta: 20:33:22, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.6446, loss: 0.1778 2023-03-03 03:06:26,445 - mmseg - INFO - Iter [170300/400000] lr: 1.875e-05, eta: 20:33:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.6065, loss: 0.1805 2023-03-03 03:06:39,689 - mmseg - INFO - Iter [170350/400000] lr: 1.875e-05, eta: 20:32:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.9259, loss: 0.1731 2023-03-03 03:06:55,431 - mmseg - INFO - Iter [170400/400000] lr: 1.875e-05, eta: 20:32:25, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.8110, loss: 0.1759 2023-03-03 03:07:08,877 - mmseg - INFO - Iter [170450/400000] lr: 1.875e-05, eta: 20:32:05, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.9647, loss: 0.1743 2023-03-03 03:07:22,107 - mmseg - INFO - Iter [170500/400000] lr: 1.875e-05, eta: 20:31:46, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.2923, loss: 0.1604 2023-03-03 03:07:35,487 - mmseg - INFO - Iter [170550/400000] lr: 1.875e-05, eta: 20:31:26, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.7840, loss: 0.1760 2023-03-03 03:07:48,796 - mmseg - INFO - Iter [170600/400000] lr: 1.875e-05, eta: 20:31:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.8538, loss: 0.1761 2023-03-03 03:08:02,171 - mmseg - INFO - Iter [170650/400000] lr: 1.875e-05, eta: 20:30:46, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8536, loss: 0.1732 2023-03-03 03:08:15,394 - mmseg - INFO - Iter [170700/400000] lr: 1.875e-05, eta: 20:30:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 92.9702, loss: 0.1708 2023-03-03 03:08:28,762 - mmseg - INFO - Iter [170750/400000] lr: 1.875e-05, eta: 20:30:06, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.0200, loss: 0.1681 2023-03-03 03:08:42,006 - mmseg - INFO - Iter [170800/400000] lr: 1.875e-05, eta: 20:29:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.7711, loss: 0.1757 2023-03-03 03:08:55,419 - mmseg - INFO - Iter [170850/400000] lr: 1.875e-05, eta: 20:29:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 92.9949, loss: 0.1700 2023-03-03 03:09:08,695 - mmseg - INFO - Iter [170900/400000] lr: 1.875e-05, eta: 20:29:07, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.6780, loss: 0.1795 2023-03-03 03:09:22,020 - mmseg - INFO - Iter [170950/400000] lr: 1.875e-05, eta: 20:28:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.7092, loss: 0.1787 2023-03-03 03:09:35,270 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:09:35,270 - mmseg - INFO - Iter [171000/400000] lr: 1.875e-05, eta: 20:28:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8440, loss: 0.1744 2023-03-03 03:09:51,002 - mmseg - INFO - Iter [171050/400000] lr: 1.875e-05, eta: 20:28:11, time: 0.315, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8720, loss: 0.1746 2023-03-03 03:10:04,232 - mmseg - INFO - Iter [171100/400000] lr: 1.875e-05, eta: 20:27:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1382, loss: 0.1670 2023-03-03 03:10:17,442 - mmseg - INFO - Iter [171150/400000] lr: 1.875e-05, eta: 20:27:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.8400, loss: 0.1737 2023-03-03 03:10:30,727 - mmseg - INFO - Iter [171200/400000] lr: 1.875e-05, eta: 20:27:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.9862, loss: 0.1737 2023-03-03 03:10:44,068 - mmseg - INFO - Iter [171250/400000] lr: 1.875e-05, eta: 20:26:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0902, loss: 0.1670 2023-03-03 03:10:57,368 - mmseg - INFO - Iter [171300/400000] lr: 1.875e-05, eta: 20:26:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.8323, loss: 0.1764 2023-03-03 03:11:10,573 - mmseg - INFO - Iter [171350/400000] lr: 1.875e-05, eta: 20:26:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9515, loss: 0.1728 2023-03-03 03:11:23,889 - mmseg - INFO - Iter [171400/400000] lr: 1.875e-05, eta: 20:25:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0238, loss: 0.1684 2023-03-03 03:11:37,193 - mmseg - INFO - Iter [171450/400000] lr: 1.875e-05, eta: 20:25:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.8296, loss: 0.1764 2023-03-03 03:11:50,597 - mmseg - INFO - Iter [171500/400000] lr: 1.875e-05, eta: 20:25:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 93.0238, loss: 0.1733 2023-03-03 03:12:04,046 - mmseg - INFO - Iter [171550/400000] lr: 1.875e-05, eta: 20:24:53, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.0769, loss: 0.1698 2023-03-03 03:12:17,314 - mmseg - INFO - Iter [171600/400000] lr: 1.875e-05, eta: 20:24:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.8100, loss: 0.1755 2023-03-03 03:12:33,217 - mmseg - INFO - Iter [171650/400000] lr: 1.875e-05, eta: 20:24:16, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.8804, loss: 0.1766 2023-03-03 03:12:46,522 - mmseg - INFO - Iter [171700/400000] lr: 1.875e-05, eta: 20:23:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.1845, loss: 0.1663 2023-03-03 03:12:59,842 - mmseg - INFO - Iter [171750/400000] lr: 1.875e-05, eta: 20:23:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.7338, loss: 0.1765 2023-03-03 03:13:13,152 - mmseg - INFO - Iter [171800/400000] lr: 1.875e-05, eta: 20:23:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.0706, loss: 0.1668 2023-03-03 03:13:26,465 - mmseg - INFO - Iter [171850/400000] lr: 1.875e-05, eta: 20:22:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1723, decode.acc_seg: 93.0167, loss: 0.1723 2023-03-03 03:13:39,876 - mmseg - INFO - Iter [171900/400000] lr: 1.875e-05, eta: 20:22:38, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.0579, loss: 0.1672 2023-03-03 03:13:53,106 - mmseg - INFO - Iter [171950/400000] lr: 1.875e-05, eta: 20:22:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.9925, loss: 0.1704 2023-03-03 03:14:06,344 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:14:06,345 - mmseg - INFO - Iter [172000/400000] lr: 1.875e-05, eta: 20:21:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 93.0057, loss: 0.1714 2023-03-03 03:14:19,597 - mmseg - INFO - Iter [172050/400000] lr: 1.875e-05, eta: 20:21:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.4762, loss: 0.1800 2023-03-03 03:14:32,885 - mmseg - INFO - Iter [172100/400000] lr: 1.875e-05, eta: 20:21:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.6585, loss: 0.1777 2023-03-03 03:14:46,117 - mmseg - INFO - Iter 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[172400/400000] lr: 1.875e-05, eta: 20:19:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.1721, loss: 0.1629 2023-03-03 03:16:08,325 - mmseg - INFO - Iter [172450/400000] lr: 1.875e-05, eta: 20:19:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0440, loss: 0.1694 2023-03-03 03:16:21,579 - mmseg - INFO - Iter [172500/400000] lr: 1.875e-05, eta: 20:18:44, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.8811, loss: 0.1745 2023-03-03 03:16:34,860 - mmseg - INFO - Iter [172550/400000] lr: 1.875e-05, eta: 20:18:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0225, loss: 0.1704 2023-03-03 03:16:48,365 - mmseg - INFO - Iter [172600/400000] lr: 1.875e-05, eta: 20:18:04, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1442, loss: 0.1651 2023-03-03 03:17:01,632 - mmseg - INFO - Iter 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[172900/400000] lr: 1.875e-05, eta: 20:16:09, time: 0.319, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.9377, loss: 0.1730 2023-03-03 03:18:23,883 - mmseg - INFO - Iter [172950/400000] lr: 1.875e-05, eta: 20:15:50, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1849, loss: 0.1675 2023-03-03 03:18:37,155 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:18:37,155 - mmseg - INFO - Iter [173000/400000] lr: 1.875e-05, eta: 20:15:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.7073, loss: 0.1770 2023-03-03 03:18:50,629 - mmseg - INFO - Iter [173050/400000] lr: 1.875e-05, eta: 20:15:10, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 92.8931, loss: 0.1691 2023-03-03 03:19:03,992 - mmseg - INFO - Iter [173100/400000] lr: 1.875e-05, eta: 20:14:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.9953, loss: 0.1715 2023-03-03 03:19:17,204 - mmseg - INFO - Iter [173150/400000] lr: 1.875e-05, eta: 20:14:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.7817, loss: 0.1775 2023-03-03 03:19:30,538 - mmseg - INFO - Iter [173200/400000] lr: 1.875e-05, eta: 20:14:11, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2108, loss: 0.1632 2023-03-03 03:19:43,780 - mmseg - INFO - Iter [173250/400000] lr: 1.875e-05, eta: 20:13:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.0914, loss: 0.1662 2023-03-03 03:19:57,042 - mmseg - INFO - Iter [173300/400000] lr: 1.875e-05, eta: 20:13:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 92.8936, loss: 0.1688 2023-03-03 03:20:10,431 - mmseg - INFO - Iter [173350/400000] lr: 1.875e-05, eta: 20:13:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2385, loss: 0.1644 2023-03-03 03:20:23,727 - mmseg - INFO - Iter [173400/400000] lr: 1.875e-05, eta: 20:12:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8632, loss: 0.1752 2023-03-03 03:20:36,979 - mmseg - INFO - Iter [173450/400000] lr: 1.875e-05, eta: 20:12:33, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.8594, loss: 0.1776 2023-03-03 03:20:50,275 - mmseg - INFO - Iter [173500/400000] lr: 1.875e-05, eta: 20:12:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1073, loss: 0.1678 2023-03-03 03:21:06,089 - mmseg - INFO - Iter [173550/400000] lr: 1.875e-05, eta: 20:11:57, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1791, decode.acc_seg: 92.7179, loss: 0.1791 2023-03-03 03:21:19,470 - mmseg - INFO - Iter [173600/400000] lr: 1.875e-05, eta: 20:11:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1756, decode.acc_seg: 92.7752, loss: 0.1756 2023-03-03 03:21:32,929 - mmseg - INFO - Iter [173650/400000] lr: 1.875e-05, eta: 20:11:18, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.1238, loss: 0.1690 2023-03-03 03:21:46,183 - mmseg - INFO - Iter [173700/400000] lr: 1.875e-05, eta: 20:10:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.9231, loss: 0.1737 2023-03-03 03:21:59,424 - mmseg - INFO - Iter [173750/400000] lr: 1.875e-05, eta: 20:10:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 93.0263, loss: 0.1712 2023-03-03 03:22:12,720 - mmseg - INFO - Iter [173800/400000] lr: 1.875e-05, eta: 20:10:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.7496, loss: 0.1775 2023-03-03 03:22:26,097 - mmseg - INFO - Iter [173850/400000] lr: 1.875e-05, eta: 20:09:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9620, loss: 0.1728 2023-03-03 03:22:39,393 - mmseg - INFO - Iter [173900/400000] lr: 1.875e-05, eta: 20:09:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.8868, loss: 0.1719 2023-03-03 03:22:52,719 - mmseg - INFO - Iter [173950/400000] lr: 1.875e-05, eta: 20:09:20, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 93.0480, loss: 0.1718 2023-03-03 03:23:05,929 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:23:05,930 - mmseg - INFO - Iter [174000/400000] lr: 1.875e-05, eta: 20:09:00, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 93.0176, loss: 0.1751 2023-03-03 03:23:19,194 - mmseg - INFO - Iter [174050/400000] lr: 1.875e-05, eta: 20:08:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.2637, loss: 0.1645 2023-03-03 03:23:32,446 - mmseg - INFO - Iter [174100/400000] lr: 1.875e-05, eta: 20:08:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.7612, loss: 0.1779 2023-03-03 03:23:45,729 - mmseg - INFO - Iter [174150/400000] lr: 1.875e-05, eta: 20:08:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.2717, loss: 0.1606 2023-03-03 03:24:01,673 - mmseg - INFO - Iter [174200/400000] lr: 1.875e-05, eta: 20:07:45, time: 0.319, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.9649, loss: 0.1726 2023-03-03 03:24:15,006 - mmseg - INFO - Iter [174250/400000] lr: 1.875e-05, eta: 20:07:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.8576, loss: 0.1718 2023-03-03 03:24:28,293 - mmseg - INFO - Iter [174300/400000] lr: 1.875e-05, eta: 20:07:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3630, loss: 0.1622 2023-03-03 03:24:41,531 - mmseg - INFO - Iter [174350/400000] lr: 1.875e-05, eta: 20:06:46, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.0863, loss: 0.1693 2023-03-03 03:24:54,788 - mmseg - INFO - Iter [174400/400000] lr: 1.875e-05, eta: 20:06:27, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1143, loss: 0.1664 2023-03-03 03:25:08,260 - mmseg - INFO - Iter [174450/400000] lr: 1.875e-05, eta: 20:06:07, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.1881, loss: 0.1663 2023-03-03 03:25:21,480 - mmseg - INFO - Iter [174500/400000] lr: 1.875e-05, eta: 20:05:48, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 92.9326, loss: 0.1695 2023-03-03 03:25:34,954 - mmseg - INFO - Iter [174550/400000] lr: 1.875e-05, eta: 20:05:28, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8870, loss: 0.1740 2023-03-03 03:25:48,293 - mmseg - INFO - Iter [174600/400000] lr: 1.875e-05, eta: 20:05:09, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.9106, loss: 0.1715 2023-03-03 03:26:01,531 - mmseg - INFO - Iter [174650/400000] lr: 1.875e-05, eta: 20:04:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.8820, loss: 0.1755 2023-03-03 03:26:14,755 - mmseg - INFO - Iter [174700/400000] lr: 1.875e-05, eta: 20:04:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8727, loss: 0.1752 2023-03-03 03:26:27,976 - mmseg - INFO - Iter [174750/400000] lr: 1.875e-05, eta: 20:04:10, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0299, loss: 0.1717 2023-03-03 03:26:43,791 - mmseg - INFO - Iter [174800/400000] lr: 1.875e-05, eta: 20:03:53, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.9494, loss: 0.1749 2023-03-03 03:26:57,094 - mmseg - INFO - Iter [174850/400000] lr: 1.875e-05, eta: 20:03:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.7810, loss: 0.1779 2023-03-03 03:27:10,404 - mmseg - INFO - Iter [174900/400000] lr: 1.875e-05, eta: 20:03:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.8511, loss: 0.1760 2023-03-03 03:27:23,651 - mmseg - INFO - Iter [174950/400000] lr: 1.875e-05, eta: 20:02:55, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0996, loss: 0.1685 2023-03-03 03:27:36,850 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:27:36,850 - mmseg - INFO - Iter [175000/400000] lr: 1.875e-05, eta: 20:02:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 92.9873, loss: 0.1685 2023-03-03 03:27:50,088 - mmseg - INFO - Iter [175050/400000] lr: 1.875e-05, eta: 20:02:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0117, loss: 0.1682 2023-03-03 03:28:03,332 - mmseg - INFO - Iter [175100/400000] lr: 1.875e-05, eta: 20:01:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.2350, loss: 0.1689 2023-03-03 03:28:16,858 - mmseg - INFO - Iter [175150/400000] lr: 1.875e-05, eta: 20:01:36, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.9197, loss: 0.1733 2023-03-03 03:28:30,116 - mmseg - INFO - Iter [175200/400000] lr: 1.875e-05, eta: 20:01:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.0320, loss: 0.1676 2023-03-03 03:28:43,387 - mmseg - INFO - Iter [175250/400000] lr: 1.875e-05, eta: 20:00:57, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7018, loss: 0.1773 2023-03-03 03:28:56,666 - mmseg - INFO - Iter [175300/400000] lr: 1.875e-05, eta: 20:00:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.7845, loss: 0.1752 2023-03-03 03:29:09,983 - mmseg - INFO - Iter [175350/400000] lr: 1.875e-05, eta: 20:00:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.9451, loss: 0.1704 2023-03-03 03:29:23,231 - mmseg - INFO - Iter [175400/400000] lr: 1.875e-05, eta: 19:59:59, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.9505, loss: 0.1740 2023-03-03 03:29:39,045 - mmseg - INFO - Iter [175450/400000] lr: 1.875e-05, eta: 19:59:42, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 93.0257, loss: 0.1707 2023-03-03 03:29:52,349 - mmseg - INFO - Iter [175500/400000] lr: 1.875e-05, eta: 19:59:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8259, loss: 0.1744 2023-03-03 03:30:05,620 - mmseg - INFO - Iter [175550/400000] lr: 1.875e-05, eta: 19:59:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7909, loss: 0.1753 2023-03-03 03:30:18,964 - mmseg - INFO - Iter [175600/400000] lr: 1.875e-05, eta: 19:58:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0157, loss: 0.1685 2023-03-03 03:30:32,305 - mmseg - INFO - Iter [175650/400000] lr: 1.875e-05, eta: 19:58:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8826, loss: 0.1736 2023-03-03 03:30:45,668 - mmseg - INFO - Iter [175700/400000] lr: 1.875e-05, eta: 19:58:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 92.9837, loss: 0.1695 2023-03-03 03:30:58,943 - mmseg - INFO - Iter [175750/400000] lr: 1.875e-05, eta: 19:57:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.9555, loss: 0.1705 2023-03-03 03:31:12,208 - mmseg - INFO - Iter [175800/400000] lr: 1.875e-05, eta: 19:57:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.6707, loss: 0.1807 2023-03-03 03:31:25,454 - mmseg - INFO - Iter [175850/400000] lr: 1.875e-05, eta: 19:57:06, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.9944, loss: 0.1729 2023-03-03 03:31:38,675 - mmseg - INFO - Iter [175900/400000] lr: 1.875e-05, eta: 19:56:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 92.9103, loss: 0.1697 2023-03-03 03:31:52,059 - mmseg - INFO - Iter [175950/400000] lr: 1.875e-05, eta: 19:56:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9641, loss: 0.1721 2023-03-03 03:32:05,480 - mmseg - INFO - Swap parameters (after train) after iter [176000] 2023-03-03 03:32:05,492 - mmseg - INFO - Saving checkpoint at 176000 iterations 2023-03-03 03:32:07,596 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:32:07,596 - mmseg - INFO - Iter [176000/400000] lr: 1.875e-05, eta: 19:56:11, time: 0.311, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 92.9015, loss: 0.1725 2023-03-03 03:46:40,082 - mmseg - INFO - per class results: 2023-03-03 03:46:40,090 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.63,77.66,77.68,77.7,77.72,77.73,77.74,77.74,77.74,77.76 | | building | 81.71,81.7,81.71,81.71,81.71,81.71,81.73,81.74,81.76,81.77 | | sky | 94.53,94.53,94.53,94.54,94.54,94.55,94.56,94.56,94.56,94.57 | | floor | 81.89,81.91,81.97,81.99,82.04,82.06,82.07,82.08,82.08,82.08 | | tree | 74.43,74.46,74.5,74.52,74.55,74.55,74.57,74.58,74.59,74.59 | | ceiling | 84.96,84.98,84.96,84.98,84.96,84.96,84.94,84.91,84.91,84.89 | | road | 82.15,82.14,82.11,82.14,82.18,82.23,82.26,82.3,82.35,82.42 | | bed | 87.97,87.99,88.01,88.08,88.12,88.13,88.16,88.17,88.17,88.17 | | windowpane | 60.73,60.8,60.87,60.91,60.95,60.98,61.03,61.07,61.08,61.18 | | grass | 67.42,67.46,67.5,67.52,67.5,67.54,67.54,67.57,67.56,67.51 | | cabinet | 61.2,61.2,61.27,61.28,61.2,61.32,61.33,61.36,61.33,61.27 | | sidewalk | 64.99,64.99,64.88,64.89,64.99,65.08,65.09,65.2,65.28,65.39 | | person | 80.24,80.29,80.32,80.35,80.38,80.38,80.39,80.4,80.4,80.42 | | earth | 36.29,36.28,36.36,36.45,36.38,36.34,36.26,36.23,36.21,36.22 | | door | 46.3,46.38,46.39,46.37,46.33,46.36,46.36,46.38,46.34,46.29 | | table | 62.25,62.32,62.44,62.44,62.48,62.53,62.51,62.6,62.61,62.63 | | mountain | 56.85,56.88,57.03,57.17,57.23,57.28,57.34,57.35,57.35,57.65 | | plant | 50.03,50.01,50.1,50.08,50.14,50.11,50.14,50.18,50.15,50.18 | | curtain | 73.79,73.75,73.75,73.8,73.81,73.83,73.86,73.93,74.04,74.11 | | chair | 57.22,57.33,57.34,57.37,57.38,57.42,57.42,57.43,57.42,57.45 | | car | 82.62,82.68,82.68,82.72,82.72,82.69,82.68,82.65,82.66,82.61 | | water | 57.11,57.24,57.41,57.54,57.7,57.87,58.05,58.15,58.2,58.27 | | painting | 70.09,70.0,69.89,69.86,69.98,70.06,69.99,70.15,70.19,70.2 | | sofa | 64.34,64.23,64.24,64.19,64.1,64.15,64.14,64.18,64.2,64.27 | | shelf | 43.68,43.63,43.59,43.52,43.59,43.61,43.55,43.56,43.55,43.5 | | house | 42.2,42.06,41.97,41.96,41.82,41.88,41.88,41.95,41.98,42.04 | | sea | 60.02,60.14,60.24,60.31,60.32,60.38,60.52,60.61,60.65,60.77 | | mirror | 67.38,67.56,67.95,67.95,68.3,68.49,68.6,68.68,68.73,68.82 | | rug | 66.39,66.71,67.14,67.18,67.46,67.53,67.49,67.6,67.56,67.55 | | field | 31.21,31.18,31.18,31.16,31.16,31.16,31.13,31.11,31.12,31.1 | | armchair | 38.24,38.24,38.18,38.21,38.14,38.05,37.99,37.88,37.91,37.95 | | seat | 67.22,67.39,67.49,67.56,67.57,67.63,67.67,67.66,67.66,67.61 | | fence | 41.48,41.48,41.56,41.69,41.58,41.74,41.93,42.0,42.0,42.16 | | desk | 47.36,47.37,47.51,47.43,47.5,47.56,47.6,47.71,47.76,47.77 | | rock | 37.57,37.62,37.66,37.69,37.63,37.6,37.56,37.51,37.49,37.44 | | wardrobe | 58.11,58.06,57.95,58.03,57.81,58.05,58.0,57.97,57.87,57.9 | | lamp | 64.91,64.99,65.01,64.97,65.13,65.07,65.2,65.13,65.15,65.16 | | bathtub | 74.67,74.87,74.99,75.1,75.04,75.22,75.3,75.36,75.5,75.75 | | railing | 33.92,34.01,34.02,33.9,34.09,34.19,34.22,34.32,34.42,34.43 | | cushion | 57.13,57.12,57.25,57.36,57.35,57.45,57.46,57.57,57.66,57.68 | | base | 22.67,22.79,22.73,22.71,23.08,22.98,22.92,22.78,22.61,22.54 | | box | 23.59,23.55,23.63,23.72,23.71,23.84,23.82,23.87,23.94,24.0 | | column | 46.67,46.8,46.82,46.83,46.85,46.86,46.71,46.73,46.64,46.68 | | signboard | 38.73,38.78,38.9,38.94,38.83,38.89,38.86,38.76,38.75,38.64 | | chest of drawers | 36.72,36.35,36.56,36.52,36.56,36.97,36.81,36.94,36.95,36.87 | | counter | 31.32,31.31,31.66,31.65,31.59,31.82,31.88,31.96,32.0,32.01 | | sand | 42.61,42.47,42.28,42.03,41.9,41.85,41.85,41.82,41.82,41.8 | | sink | 68.83,68.85,68.88,68.83,68.89,68.86,68.83,68.94,68.97,69.06 | | skyscraper | 50.03,50.02,50.11,50.11,50.13,50.12,50.18,50.34,50.35,50.33 | | fireplace | 76.25,76.32,76.51,76.6,76.57,76.62,76.75,76.78,76.75,76.69 | | refrigerator | 76.75,76.96,77.04,77.26,77.35,77.52,77.52,77.52,77.74,77.8 | | grandstand | 52.88,53.0,53.27,53.26,53.43,53.58,53.75,53.97,54.12,54.17 | | path | 21.87,21.88,22.32,22.28,22.4,22.41,22.35,22.44,22.4,22.44 | | stairs | 31.67,31.64,31.63,31.64,31.84,31.66,31.78,31.73,31.72,31.68 | | runway | 68.34,68.48,68.57,68.62,68.63,68.73,68.73,68.76,68.77,68.78 | | case | 45.95,46.33,46.61,46.89,47.23,47.58,47.79,48.17,48.33,48.58 | | pool table | 91.9,91.95,91.92,91.99,92.03,91.98,91.98,92.02,92.03,92.07 | | pillow | 63.73,63.73,64.02,64.18,64.16,64.31,64.32,64.28,64.36,64.27 | | screen door | 69.62,69.77,69.3,69.43,69.44,69.72,69.69,69.68,69.61,69.59 | | stairway | 21.92,21.86,21.75,21.78,21.78,21.74,21.74,21.69,21.74,21.77 | | river | 11.84,11.92,11.91,11.99,12.04,12.02,12.03,11.98,12.0,11.96 | | bridge | 34.29,34.38,34.43,34.29,34.75,34.43,34.16,34.02,34.08,34.19 | | bookcase | 45.64,45.83,46.09,45.98,45.92,45.87,45.83,45.75,45.88,45.88 | | blind | 39.61,39.52,39.52,39.8,39.85,39.75,39.72,39.71,39.62,39.52 | | coffee table | 55.08,54.96,55.18,55.08,55.12,54.95,55.03,55.03,54.9,54.93 | | toilet | 84.62,84.64,84.64,84.65,84.79,84.72,84.7,84.71,84.73,84.68 | | flower | 39.49,39.55,39.61,39.91,39.86,40.09,40.17,40.3,40.18,40.27 | | book | 47.07,47.1,47.08,47.0,47.13,47.31,47.3,47.36,47.32,47.18 | | hill | 16.22,16.26,16.29,16.46,16.34,16.38,16.16,16.1,15.99,15.98 | | bench | 42.9,42.71,42.52,42.53,42.31,42.28,42.32,42.27,42.23,42.25 | | countertop | 56.34,56.33,56.46,56.47,56.45,56.61,56.78,56.79,57.03,57.0 | | stove | 73.46,73.58,73.67,73.66,73.6,73.49,73.49,73.35,73.48,73.28 | | palm | 48.85,48.84,48.85,49.03,48.88,49.18,49.07,49.17,49.22,49.08 | | kitchen island | 47.1,48.02,48.78,49.11,48.71,48.88,48.87,49.1,48.98,49.03 | | computer | 60.81,60.87,60.91,60.99,60.97,60.89,60.82,60.83,60.78,60.72 | | swivel chair | 44.31,44.3,44.32,44.31,44.28,44.45,44.55,44.44,44.42,44.42 | | boat | 70.98,70.87,70.79,71.19,71.21,71.1,71.34,71.61,71.68,71.84 | | bar | 23.98,23.89,23.98,23.98,23.75,23.78,23.79,23.85,23.8,23.75 | | arcade machine | 68.99,69.01,69.16,69.13,69.14,69.19,69.36,69.45,69.53,69.76 | | hovel | 29.38,29.57,29.88,29.73,29.95,29.86,29.87,29.91,29.88,29.81 | | bus | 79.28,79.32,79.52,79.52,79.6,79.65,79.8,79.76,79.77,79.81 | | towel | 62.63,62.59,62.63,62.69,62.69,62.66,62.81,62.87,63.08,63.13 | | light | 57.49,57.55,57.64,57.74,57.76,57.85,57.89,57.99,58.01,57.97 | | truck | 18.13,17.91,18.04,17.78,18.05,18.15,18.18,18.04,18.06,18.02 | | tower | 7.07,6.98,6.98,7.03,7.22,7.69,7.83,7.95,8.05,8.02 | | chandelier | 66.29,66.33,66.22,66.38,66.48,66.23,66.34,66.28,66.38,66.31 | | awning | 24.53,24.67,24.54,24.74,24.58,24.65,24.63,24.7,24.67,24.59 | | streetlight | 29.95,30.03,30.04,30.02,30.1,30.19,30.22,30.25,30.28,30.49 | | booth | 50.89,50.94,51.36,51.49,51.5,51.58,51.67,51.83,51.75,51.95 | | television receiver | 65.33,65.47,65.35,65.41,65.46,65.45,65.6,65.63,65.71,65.69 | | airplane | 59.36,59.44,59.36,59.44,59.5,59.63,59.72,59.69,59.73,59.77 | | dirt track | 24.85,24.8,25.1,24.84,24.69,24.45,24.26,24.19,24.24,24.18 | | apparel | 32.55,32.34,32.59,32.29,32.11,32.11,32.16,31.86,31.99,31.68 | | pole | 21.11,21.35,21.37,21.37,21.4,21.3,21.26,21.11,21.12,21.12 | | land | 4.03,3.96,4.01,4.0,3.95,3.93,3.92,3.94,3.9,3.91 | | bannister | 13.49,13.52,13.41,13.56,13.36,13.43,13.52,13.41,13.36,13.38 | | escalator | 23.98,24.08,24.02,24.01,24.1,23.96,24.04,24.1,24.06,24.02 | | ottoman | 42.93,42.7,42.75,42.74,42.4,42.56,42.23,42.05,41.8,41.52 | | bottle | 36.51,36.66,36.33,36.68,36.66,36.56,36.62,36.31,36.01,35.91 | | buffet | 41.89,42.32,43.07,44.29,46.66,46.43,46.57,46.49,46.49,46.7 | | poster | 22.26,22.2,22.65,22.14,22.83,22.87,23.04,22.95,23.1,23.3 | | stage | 13.08,12.91,13.0,12.88,12.88,12.93,12.68,12.76,12.87,12.81 | | van | 38.63,38.63,38.73,39.0,38.54,38.37,38.36,38.11,37.88,37.77 | | ship | 80.48,80.52,80.54,80.67,80.68,80.73,80.83,80.8,80.88,80.84 | | fountain | 16.24,16.17,16.72,17.79,19.24,20.66,21.83,21.89,22.03,21.94 | | conveyer belt | 86.04,86.14,86.26,86.26,86.39,86.21,85.99,85.89,85.82,85.68 | | canopy | 28.03,28.26,28.73,28.83,29.02,29.24,29.41,29.39,29.53,29.58 | | washer | 72.46,72.63,72.89,73.06,73.15,73.17,73.46,73.63,73.98,74.15 | | plaything | 21.76,21.93,21.96,22.12,22.12,21.95,21.94,22.0,21.9,21.87 | | swimming pool | 73.69,73.76,73.9,73.96,73.9,74.3,74.03,73.95,73.86,73.86 | | stool | 45.98,46.16,46.17,46.24,46.37,46.54,46.58,46.91,47.09,47.13 | | barrel | 49.67,50.28,50.6,50.12,50.23,50.23,50.3,50.0,49.77,49.52 | | basket | 25.85,25.95,26.01,26.17,26.22,26.33,26.41,26.69,26.77,26.87 | | waterfall | 42.42,42.48,42.34,42.39,42.3,42.28,42.23,42.09,42.08,42.15 | | tent | 95.78,95.82,95.82,95.83,95.92,95.98,96.03,96.09,96.11,96.09 | | bag | 16.9,16.89,17.13,17.06,17.44,17.66,17.48,17.81,17.94,18.23 | | minibike | 61.37,61.29,61.33,61.52,61.43,61.65,61.62,61.74,61.61,61.78 | | cradle | 85.5,85.69,85.79,86.02,86.17,86.21,86.27,86.38,86.44,86.5 | | oven | 42.67,43.12,43.56,44.33,44.68,45.54,46.02,46.41,46.86,46.82 | | ball | 48.89,48.94,49.02,48.86,48.85,49.06,49.07,49.23,49.11,49.21 | | food | 55.97,55.65,55.57,55.52,55.18,55.28,54.8,54.68,54.4,54.16 | | step | 5.81,6.05,6.05,6.13,6.03,6.19,6.23,6.27,6.13,6.11 | | tank | 56.79,56.78,56.89,56.72,56.77,56.65,56.57,56.56,56.55,56.54 | | trade name | 28.49,28.45,28.51,28.45,28.47,28.2,28.58,28.77,28.36,28.61 | | microwave | 65.41,66.16,66.82,68.19,68.72,69.61,70.06,70.41,70.94,70.93 | | pot | 31.54,31.64,31.45,31.47,31.37,31.4,31.48,31.44,31.44,31.38 | | animal | 53.25,53.23,53.24,53.28,53.31,53.31,53.33,53.33,53.35,53.4 | | bicycle | 56.67,56.79,56.74,56.86,56.9,57.0,56.95,56.95,56.92,57.09 | | lake | 59.12,59.13,59.1,59.1,59.17,59.12,59.07,59.1,59.09,59.15 | | dishwasher | 68.52,69.67,69.35,69.62,69.81,69.83,69.89,70.33,70.61,70.61 | | screen | 64.21,64.09,63.7,63.57,63.52,63.38,63.42,63.39,63.3,63.36 | | blanket | 19.34,19.65,19.82,20.1,20.1,20.45,20.28,20.52,20.49,20.72 | | sculpture | 55.32,55.09,55.43,54.94,55.01,54.84,54.95,54.4,54.27,54.08 | | hood | 62.35,61.72,61.88,60.94,60.19,59.81,59.78,59.82,59.97,59.9 | | sconce | 43.16,42.97,42.83,43.11,42.69,42.61,42.32,42.38,42.46,42.4 | | vase | 39.5,39.51,39.72,39.86,39.95,39.9,40.21,40.21,40.41,40.61 | | traffic light | 34.51,34.4,34.67,34.9,34.97,35.22,35.09,35.28,35.17,35.24 | | tray | 7.94,8.14,8.33,8.44,8.59,8.73,9.05,9.06,9.09,9.16 | | ashcan | 42.81,42.87,43.24,43.27,43.26,43.44,43.44,43.44,43.69,43.67 | | fan | 59.74,59.9,59.96,60.14,59.85,60.18,60.3,60.44,60.45,60.56 | | pier | 45.69,46.73,47.26,48.07,49.45,50.32,51.19,52.57,54.14,55.84 | | crt screen | 9.28,9.32,9.23,9.01,9.02,9.05,9.02,9.0,8.94,8.97 | | plate | 53.62,53.57,53.78,53.88,53.84,54.09,54.04,54.11,54.14,54.21 | | monitor | 20.24,20.28,20.24,20.2,20.47,20.62,20.88,20.98,20.97,21.04 | | bulletin board | 41.67,41.76,41.69,41.32,41.45,41.44,40.66,40.27,40.58,40.52 | | shower | 2.68,2.78,2.81,2.81,2.91,2.98,3.01,3.04,3.01,3.07 | | radiator | 60.81,60.65,60.97,60.39,59.64,59.62,59.19,59.2,58.99,58.6 | | glass | 14.65,14.51,14.58,14.44,14.42,14.43,14.42,14.3,14.31,14.18 | | clock | 39.36,39.42,39.48,39.67,39.75,39.76,39.75,40.3,40.16,40.07 | | flag | 32.84,32.66,32.41,32.54,32.41,32.34,32.43,32.34,32.39,32.28 | +---------------------+-------------------------------------------------------------+ 2023-03-03 03:46:40,090 - mmseg - INFO - Summary: 2023-03-03 03:46:40,090 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 49.15,49.21,49.29,49.34,49.39,49.46,49.49,49.52,49.55,49.57 | +-------------------------------------------------------------+ 2023-03-03 03:46:40,090 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:46:40,091 - mmseg - INFO - Iter(val) [250] mIoU: [0.4915, 0.4921, 0.4929, 0.4934, 0.4939, 0.4946, 0.4949, 0.4952, 0.4955, 0.4957], copy_paste: 49.15,49.21,49.29,49.34,49.39,49.46,49.49,49.52,49.55,49.57 2023-03-03 03:46:40,097 - mmseg - INFO - Swap parameters (before train) before iter [176001] 2023-03-03 03:46:56,065 - mmseg - INFO - Iter [176050/400000] lr: 1.875e-05, eta: 20:14:25, time: 17.769, data_time: 17.506, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0600, loss: 0.1691 2023-03-03 03:47:09,729 - mmseg - INFO - Iter [176100/400000] lr: 1.875e-05, eta: 20:14:05, time: 0.273, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 92.9548, loss: 0.1703 2023-03-03 03:47:23,265 - mmseg - INFO - Iter [176150/400000] lr: 1.875e-05, eta: 20:13:45, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2327, loss: 0.1632 2023-03-03 03:47:36,542 - mmseg - INFO - Iter [176200/400000] lr: 1.875e-05, eta: 20:13:25, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.8245, loss: 0.1727 2023-03-03 03:47:49,772 - mmseg - INFO - Iter [176250/400000] lr: 1.875e-05, eta: 20:13:05, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.7733, loss: 0.1737 2023-03-03 03:48:03,138 - mmseg - INFO - Iter [176300/400000] lr: 1.875e-05, eta: 20:12:45, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.8378, loss: 0.1748 2023-03-03 03:48:16,580 - mmseg - INFO - Iter [176350/400000] lr: 1.875e-05, eta: 20:12:25, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.0570, loss: 0.1676 2023-03-03 03:48:29,909 - mmseg - INFO - Iter [176400/400000] lr: 1.875e-05, eta: 20:12:05, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0546, loss: 0.1679 2023-03-03 03:48:43,158 - mmseg - INFO - Iter [176450/400000] lr: 1.875e-05, eta: 20:11:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.8371, loss: 0.1762 2023-03-03 03:48:56,418 - mmseg - INFO - Iter [176500/400000] lr: 1.875e-05, eta: 20:11:25, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.0982, loss: 0.1675 2023-03-03 03:49:09,668 - mmseg - INFO - Iter [176550/400000] lr: 1.875e-05, eta: 20:11:05, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8963, loss: 0.1732 2023-03-03 03:49:22,954 - mmseg - INFO - Iter [176600/400000] lr: 1.875e-05, eta: 20:10:45, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.7994, loss: 0.1745 2023-03-03 03:49:36,274 - mmseg - INFO - Iter [176650/400000] lr: 1.875e-05, eta: 20:10:25, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9225, loss: 0.1707 2023-03-03 03:49:52,128 - mmseg - INFO - Iter [176700/400000] lr: 1.875e-05, eta: 20:10:08, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.6833, loss: 0.1781 2023-03-03 03:50:05,429 - mmseg - INFO - Iter [176750/400000] lr: 1.875e-05, eta: 20:09:48, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0152, loss: 0.1709 2023-03-03 03:50:18,737 - mmseg - INFO - Iter [176800/400000] lr: 1.875e-05, eta: 20:09:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.8343, loss: 0.1787 2023-03-03 03:50:32,145 - mmseg - INFO - Iter [176850/400000] lr: 1.875e-05, eta: 20:09:08, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.9786, loss: 0.1720 2023-03-03 03:50:45,642 - mmseg - INFO - Iter [176900/400000] lr: 1.875e-05, eta: 20:08:49, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0195, loss: 0.1683 2023-03-03 03:50:58,877 - mmseg - INFO - Iter [176950/400000] lr: 1.875e-05, eta: 20:08:29, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.8703, loss: 0.1757 2023-03-03 03:51:12,180 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:51:12,180 - mmseg - INFO - Iter [177000/400000] lr: 1.875e-05, eta: 20:08:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1767, decode.acc_seg: 92.8651, loss: 0.1767 2023-03-03 03:51:25,512 - mmseg - INFO - Iter [177050/400000] lr: 1.875e-05, eta: 20:07:49, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 92.8880, loss: 0.1698 2023-03-03 03:51:38,746 - mmseg - INFO - Iter [177100/400000] lr: 1.875e-05, eta: 20:07:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1802, decode.acc_seg: 92.7279, loss: 0.1802 2023-03-03 03:51:52,042 - mmseg - INFO - Iter [177150/400000] lr: 1.875e-05, eta: 20:07:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.9349, loss: 0.1709 2023-03-03 03:52:05,373 - mmseg - INFO - Iter [177200/400000] lr: 1.875e-05, eta: 20:06:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.9054, loss: 0.1738 2023-03-03 03:52:18,600 - mmseg - INFO - Iter [177250/400000] lr: 1.875e-05, eta: 20:06:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.8843, loss: 0.1738 2023-03-03 03:52:31,831 - mmseg - INFO - Iter [177300/400000] lr: 1.875e-05, eta: 20:06:09, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.2021, loss: 0.1675 2023-03-03 03:52:47,828 - mmseg - INFO - Iter [177350/400000] lr: 1.875e-05, eta: 20:05:52, time: 0.320, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.7845, loss: 0.1748 2023-03-03 03:53:01,134 - mmseg - INFO - Iter [177400/400000] lr: 1.875e-05, eta: 20:05:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1553, loss: 0.1648 2023-03-03 03:53:14,455 - mmseg - INFO - Iter [177450/400000] lr: 1.875e-05, eta: 20:05:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0470, loss: 0.1682 2023-03-03 03:53:27,873 - mmseg - INFO - Iter [177500/400000] lr: 1.875e-05, eta: 20:04:52, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.8454, loss: 0.1721 2023-03-03 03:53:41,114 - mmseg - INFO - Iter [177550/400000] lr: 1.875e-05, eta: 20:04:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3741, loss: 0.1614 2023-03-03 03:53:54,495 - mmseg - INFO - Iter [177600/400000] lr: 1.875e-05, eta: 20:04:13, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.7546, loss: 0.1764 2023-03-03 03:54:07,740 - mmseg - INFO - Iter [177650/400000] lr: 1.875e-05, eta: 20:03:53, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1498, loss: 0.1646 2023-03-03 03:54:20,990 - mmseg - INFO - Iter [177700/400000] lr: 1.875e-05, eta: 20:03:33, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.9392, loss: 0.1734 2023-03-03 03:54:34,300 - mmseg - INFO - Iter [177750/400000] lr: 1.875e-05, eta: 20:03:13, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.7875, loss: 0.1748 2023-03-03 03:54:47,641 - mmseg - INFO - Iter [177800/400000] lr: 1.875e-05, eta: 20:02:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 93.0705, loss: 0.1718 2023-03-03 03:55:01,016 - mmseg - INFO - Iter [177850/400000] lr: 1.875e-05, eta: 20:02:33, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 93.0666, loss: 0.1716 2023-03-03 03:55:14,357 - mmseg - INFO - Iter [177900/400000] lr: 1.875e-05, eta: 20:02:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.9111, loss: 0.1722 2023-03-03 03:55:30,142 - mmseg - INFO - Iter [177950/400000] lr: 1.875e-05, eta: 20:01:56, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.8315, loss: 0.1730 2023-03-03 03:55:43,452 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 03:55:43,452 - mmseg - INFO - Iter [178000/400000] lr: 1.875e-05, eta: 20:01:36, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.7390, loss: 0.1746 2023-03-03 03:55:56,706 - mmseg - INFO - Iter [178050/400000] lr: 1.875e-05, eta: 20:01:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.8836, loss: 0.1757 2023-03-03 03:56:10,016 - mmseg - INFO - Iter [178100/400000] lr: 1.875e-05, eta: 20:00:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1946, loss: 0.1672 2023-03-03 03:56:23,284 - mmseg - INFO - Iter [178150/400000] lr: 1.875e-05, eta: 20:00:37, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.9404, loss: 0.1726 2023-03-03 03:56:36,762 - mmseg - INFO - Iter [178200/400000] lr: 1.875e-05, eta: 20:00:17, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.7677, loss: 0.1768 2023-03-03 03:56:50,084 - mmseg - INFO - Iter [178250/400000] lr: 1.875e-05, eta: 19:59:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 92.8366, loss: 0.1681 2023-03-03 03:57:03,423 - mmseg - INFO - Iter [178300/400000] lr: 1.875e-05, eta: 19:59:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.8009, loss: 0.1722 2023-03-03 03:57:16,673 - mmseg - INFO - Iter [178350/400000] lr: 1.875e-05, eta: 19:59:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9473, loss: 0.1707 2023-03-03 03:57:30,071 - mmseg - INFO - Iter [178400/400000] lr: 1.875e-05, eta: 19:58:58, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.7369, loss: 0.1740 2023-03-03 03:57:43,435 - mmseg - INFO - Iter [178450/400000] lr: 1.875e-05, eta: 19:58:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 92.9826, loss: 0.1676 2023-03-03 03:57:56,666 - mmseg - INFO - Iter [178500/400000] lr: 1.875e-05, eta: 19:58:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0634, loss: 0.1688 2023-03-03 03:58:10,031 - mmseg - INFO - Iter [178550/400000] lr: 1.875e-05, eta: 19:57:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.8045, loss: 0.1755 2023-03-03 03:58:26,195 - mmseg - INFO - Iter [178600/400000] lr: 1.875e-05, eta: 19:57:42, time: 0.323, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1779, decode.acc_seg: 92.8828, loss: 0.1779 2023-03-03 03:58:39,469 - mmseg - INFO - Iter [178650/400000] lr: 1.875e-05, eta: 19:57:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.0244, loss: 0.1660 2023-03-03 03:58:52,814 - mmseg - INFO - Iter [178700/400000] lr: 1.875e-05, eta: 19:57:02, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.1091, loss: 0.1625 2023-03-03 03:59:06,189 - mmseg - INFO - Iter [178750/400000] lr: 1.875e-05, eta: 19:56:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.1341, loss: 0.1671 2023-03-03 03:59:19,479 - mmseg - INFO - Iter [178800/400000] lr: 1.875e-05, eta: 19:56:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8782, loss: 0.1733 2023-03-03 03:59:32,795 - mmseg - INFO - Iter [178850/400000] lr: 1.875e-05, eta: 19:56:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.9126, loss: 0.1733 2023-03-03 03:59:46,124 - mmseg - INFO - Iter [178900/400000] lr: 1.875e-05, eta: 19:55:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.8215, loss: 0.1742 2023-03-03 03:59:59,524 - mmseg - INFO - Iter [178950/400000] lr: 1.875e-05, eta: 19:55:23, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8883, loss: 0.1733 2023-03-03 04:00:12,785 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:00:12,786 - mmseg - INFO - Iter [179000/400000] lr: 1.875e-05, eta: 19:55:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.9113, loss: 0.1726 2023-03-03 04:00:26,051 - mmseg - INFO - Iter [179050/400000] lr: 1.875e-05, eta: 19:54:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.8577, loss: 0.1728 2023-03-03 04:00:39,308 - mmseg - INFO - Iter [179100/400000] lr: 1.875e-05, eta: 19:54:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 93.0351, loss: 0.1716 2023-03-03 04:00:52,628 - mmseg - INFO - Iter [179150/400000] lr: 1.875e-05, eta: 19:54:04, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.8521, loss: 0.1727 2023-03-03 04:01:05,957 - mmseg - INFO - Iter [179200/400000] lr: 1.875e-05, eta: 19:53:44, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.9805, loss: 0.1734 2023-03-03 04:01:21,860 - mmseg - INFO - Iter [179250/400000] lr: 1.875e-05, eta: 19:53:27, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0312, loss: 0.1688 2023-03-03 04:01:35,118 - mmseg - INFO - Iter [179300/400000] lr: 1.875e-05, eta: 19:53:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.1029, loss: 0.1696 2023-03-03 04:01:48,456 - mmseg - INFO - Iter [179350/400000] lr: 1.875e-05, eta: 19:52:48, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.9904, loss: 0.1744 2023-03-03 04:02:01,767 - mmseg - INFO - Iter [179400/400000] lr: 1.875e-05, eta: 19:52:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.8872, loss: 0.1717 2023-03-03 04:02:15,044 - mmseg - INFO - Iter [179450/400000] lr: 1.875e-05, eta: 19:52:08, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8709, loss: 0.1740 2023-03-03 04:02:28,420 - mmseg - INFO - Iter [179500/400000] lr: 1.875e-05, eta: 19:51:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7242, loss: 0.1773 2023-03-03 04:02:41,746 - mmseg - INFO - Iter [179550/400000] lr: 1.875e-05, eta: 19:51:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8903, loss: 0.1733 2023-03-03 04:02:55,074 - mmseg - INFO - Iter [179600/400000] lr: 1.875e-05, eta: 19:51:09, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.7023, loss: 0.1759 2023-03-03 04:03:08,316 - mmseg - INFO - Iter [179650/400000] lr: 1.875e-05, eta: 19:50:49, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.0437, loss: 0.1687 2023-03-03 04:03:21,642 - mmseg - INFO - Iter [179700/400000] lr: 1.875e-05, eta: 19:50:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.9338, loss: 0.1747 2023-03-03 04:03:34,988 - mmseg - INFO - Iter [179750/400000] lr: 1.875e-05, eta: 19:50:10, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8628, loss: 0.1746 2023-03-03 04:03:48,343 - mmseg - INFO - Iter [179800/400000] lr: 1.875e-05, eta: 19:49:50, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0606, loss: 0.1704 2023-03-03 04:04:04,317 - mmseg - INFO - Iter [179850/400000] lr: 1.875e-05, eta: 19:49:33, time: 0.319, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 92.9149, loss: 0.1695 2023-03-03 04:04:17,705 - mmseg - INFO - Iter [179900/400000] lr: 1.875e-05, eta: 19:49:14, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0460, loss: 0.1683 2023-03-03 04:04:31,079 - mmseg - INFO - Iter [179950/400000] lr: 1.875e-05, eta: 19:48:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.1158, loss: 0.1653 2023-03-03 04:04:44,332 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:04:44,332 - mmseg - INFO - Iter [180000/400000] lr: 1.875e-05, eta: 19:48:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1759, decode.acc_seg: 92.6515, loss: 0.1759 2023-03-03 04:04:57,678 - mmseg - INFO - Iter [180050/400000] lr: 1.875e-05, eta: 19:48:14, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2634, loss: 0.1630 2023-03-03 04:05:10,954 - mmseg - INFO - Iter [180100/400000] lr: 1.875e-05, eta: 19:47:55, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 92.9706, loss: 0.1697 2023-03-03 04:05:24,324 - mmseg - INFO - Iter [180150/400000] lr: 1.875e-05, eta: 19:47:35, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.0561, loss: 0.1698 2023-03-03 04:05:37,924 - mmseg - INFO - Iter [180200/400000] lr: 1.875e-05, eta: 19:47:16, time: 0.272, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0241, loss: 0.1701 2023-03-03 04:05:51,274 - mmseg - INFO - Iter [180250/400000] lr: 1.875e-05, eta: 19:46:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.8387, loss: 0.1719 2023-03-03 04:06:04,565 - mmseg - INFO - Iter [180300/400000] lr: 1.875e-05, eta: 19:46:36, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.1498, loss: 0.1631 2023-03-03 04:06:17,959 - mmseg - INFO - Iter [180350/400000] lr: 1.875e-05, eta: 19:46:17, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1376, loss: 0.1651 2023-03-03 04:06:31,293 - mmseg - INFO - Iter [180400/400000] lr: 1.875e-05, eta: 19:45:57, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.8090, loss: 0.1778 2023-03-03 04:06:44,650 - mmseg - INFO - Iter [180450/400000] lr: 1.875e-05, eta: 19:45:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 92.9769, loss: 0.1682 2023-03-03 04:07:00,434 - mmseg - INFO - Iter [180500/400000] lr: 1.875e-05, eta: 19:45:20, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.8956, loss: 0.1760 2023-03-03 04:07:13,748 - mmseg - INFO - Iter [180550/400000] lr: 1.875e-05, eta: 19:45:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 92.9070, loss: 0.1710 2023-03-03 04:07:27,121 - mmseg - INFO - Iter [180600/400000] lr: 1.875e-05, eta: 19:44:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.9340, loss: 0.1742 2023-03-03 04:07:40,390 - mmseg - INFO - Iter [180650/400000] lr: 1.875e-05, eta: 19:44:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.1488, loss: 0.1695 2023-03-03 04:07:53,694 - mmseg - INFO - Iter [180700/400000] lr: 1.875e-05, eta: 19:44:02, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9828, loss: 0.1711 2023-03-03 04:08:06,979 - mmseg - INFO - Iter [180750/400000] lr: 1.875e-05, eta: 19:43:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 93.0584, loss: 0.1703 2023-03-03 04:08:20,317 - mmseg - INFO - Iter [180800/400000] lr: 1.875e-05, eta: 19:43:22, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1786, decode.acc_seg: 92.7070, loss: 0.1786 2023-03-03 04:08:33,550 - mmseg - INFO - Iter [180850/400000] lr: 1.875e-05, eta: 19:43:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8979, loss: 0.1744 2023-03-03 04:08:46,899 - mmseg - INFO - Iter [180900/400000] lr: 1.875e-05, eta: 19:42:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0303, loss: 0.1682 2023-03-03 04:09:00,316 - mmseg - INFO - Iter [180950/400000] lr: 1.875e-05, eta: 19:42:23, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.1273, loss: 0.1663 2023-03-03 04:09:13,532 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:09:13,532 - mmseg - INFO - Iter [181000/400000] lr: 1.875e-05, eta: 19:42:04, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0542, loss: 0.1680 2023-03-03 04:09:26,787 - mmseg - INFO - Iter [181050/400000] lr: 1.875e-05, eta: 19:41:44, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 93.0002, loss: 0.1707 2023-03-03 04:09:42,525 - mmseg - INFO - Iter [181100/400000] lr: 1.875e-05, eta: 19:41:27, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.8384, loss: 0.1747 2023-03-03 04:09:55,911 - mmseg - INFO - Iter [181150/400000] lr: 1.875e-05, eta: 19:41:07, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.1490, loss: 0.1679 2023-03-03 04:10:09,275 - mmseg - INFO - Iter [181200/400000] lr: 1.875e-05, eta: 19:40:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8658, loss: 0.1752 2023-03-03 04:10:22,555 - mmseg - INFO - Iter [181250/400000] lr: 1.875e-05, eta: 19:40:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1723, decode.acc_seg: 92.8771, loss: 0.1723 2023-03-03 04:10:35,767 - mmseg - INFO - Iter [181300/400000] lr: 1.875e-05, eta: 19:40:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 93.0439, loss: 0.1703 2023-03-03 04:10:49,206 - mmseg - INFO - Iter [181350/400000] lr: 1.875e-05, eta: 19:39:49, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.9157, loss: 0.1737 2023-03-03 04:11:02,478 - mmseg - INFO - Iter [181400/400000] lr: 1.875e-05, eta: 19:39:29, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0516, loss: 0.1691 2023-03-03 04:11:15,795 - mmseg - INFO - Iter [181450/400000] lr: 1.875e-05, eta: 19:39:09, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.8748, loss: 0.1750 2023-03-03 04:11:29,065 - mmseg - INFO - Iter [181500/400000] lr: 1.875e-05, eta: 19:38:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1706, decode.acc_seg: 93.0232, loss: 0.1706 2023-03-03 04:11:42,308 - mmseg - INFO - Iter [181550/400000] lr: 1.875e-05, eta: 19:38:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0560, loss: 0.1665 2023-03-03 04:11:55,579 - mmseg - INFO - Iter [181600/400000] lr: 1.875e-05, eta: 19:38:10, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.7252, loss: 0.1743 2023-03-03 04:12:08,860 - mmseg - INFO - Iter [181650/400000] lr: 1.875e-05, eta: 19:37:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0468, loss: 0.1684 2023-03-03 04:12:22,201 - mmseg - INFO - Iter [181700/400000] lr: 1.875e-05, eta: 19:37:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1787, decode.acc_seg: 92.8301, loss: 0.1787 2023-03-03 04:12:37,997 - mmseg - INFO - Iter [181750/400000] lr: 1.875e-05, eta: 19:37:14, time: 0.316, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.8832, loss: 0.1724 2023-03-03 04:12:51,306 - mmseg - INFO - Iter [181800/400000] lr: 1.875e-05, eta: 19:36:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 92.8635, loss: 0.1696 2023-03-03 04:13:04,644 - mmseg - INFO - Iter [181850/400000] lr: 1.875e-05, eta: 19:36:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1861, decode.acc_seg: 92.7103, loss: 0.1861 2023-03-03 04:13:17,901 - mmseg - INFO - Iter [181900/400000] lr: 1.875e-05, eta: 19:36:16, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3262, loss: 0.1635 2023-03-03 04:13:31,188 - mmseg - INFO - Iter [181950/400000] lr: 1.875e-05, eta: 19:35:56, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0421, loss: 0.1688 2023-03-03 04:13:44,514 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:13:44,514 - mmseg - INFO - Iter [182000/400000] lr: 1.875e-05, eta: 19:35:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.7404, loss: 0.1751 2023-03-03 04:13:57,771 - mmseg - INFO - Iter [182050/400000] lr: 1.875e-05, eta: 19:35:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.2339, loss: 0.1616 2023-03-03 04:14:11,082 - mmseg - INFO - Iter [182100/400000] lr: 1.875e-05, eta: 19:34:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1805, decode.acc_seg: 92.7147, loss: 0.1805 2023-03-03 04:14:24,302 - mmseg - INFO - Iter [182150/400000] lr: 1.875e-05, eta: 19:34:37, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0251, loss: 0.1701 2023-03-03 04:14:37,665 - mmseg - INFO - Iter [182200/400000] lr: 1.875e-05, eta: 19:34:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1741, decode.acc_seg: 92.9087, loss: 0.1741 2023-03-03 04:14:51,001 - mmseg - INFO - Iter [182250/400000] lr: 1.875e-05, eta: 19:33:58, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0533, loss: 0.1695 2023-03-03 04:15:04,345 - mmseg - INFO - Iter [182300/400000] lr: 1.875e-05, eta: 19:33:39, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.1258, loss: 0.1688 2023-03-03 04:15:17,621 - mmseg - INFO - Iter [182350/400000] lr: 1.875e-05, eta: 19:33:19, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.8581, loss: 0.1709 2023-03-03 04:15:33,516 - mmseg - INFO - Iter [182400/400000] lr: 1.875e-05, eta: 19:33:03, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.8860, loss: 0.1717 2023-03-03 04:15:46,890 - mmseg - INFO - Iter [182450/400000] lr: 1.875e-05, eta: 19:32:43, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.9954, loss: 0.1693 2023-03-03 04:16:00,208 - mmseg - INFO - Iter [182500/400000] lr: 1.875e-05, eta: 19:32:23, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1810, decode.acc_seg: 92.5216, loss: 0.1810 2023-03-03 04:16:13,460 - mmseg - INFO - Iter [182550/400000] lr: 1.875e-05, eta: 19:32:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 93.2074, loss: 0.1700 2023-03-03 04:16:26,708 - mmseg - INFO - Iter [182600/400000] lr: 1.875e-05, eta: 19:31:44, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1120, loss: 0.1666 2023-03-03 04:16:39,922 - mmseg - INFO - Iter [182650/400000] lr: 1.875e-05, eta: 19:31:24, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.9389, loss: 0.1722 2023-03-03 04:16:53,155 - mmseg - INFO - Iter [182700/400000] lr: 1.875e-05, eta: 19:31:05, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.9144, loss: 0.1731 2023-03-03 04:17:06,451 - mmseg - INFO - Iter [182750/400000] lr: 1.875e-05, eta: 19:30:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0052, loss: 0.1677 2023-03-03 04:17:19,667 - mmseg - INFO - Iter [182800/400000] lr: 1.875e-05, eta: 19:30:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.9846, loss: 0.1704 2023-03-03 04:17:32,896 - mmseg - INFO - Iter [182850/400000] lr: 1.875e-05, eta: 19:30:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8056, loss: 0.1740 2023-03-03 04:17:46,149 - mmseg - INFO - Iter [182900/400000] lr: 1.875e-05, eta: 19:29:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 92.7681, loss: 0.1712 2023-03-03 04:17:59,430 - mmseg - INFO - Iter [182950/400000] lr: 1.875e-05, eta: 19:29:27, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 92.9873, loss: 0.1688 2023-03-03 04:18:15,400 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:18:15,400 - mmseg - INFO - Iter [183000/400000] lr: 1.875e-05, eta: 19:29:10, time: 0.319, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8546, loss: 0.1746 2023-03-03 04:18:28,795 - mmseg - INFO - Iter [183050/400000] lr: 1.875e-05, eta: 19:28:51, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.9994, loss: 0.1746 2023-03-03 04:18:42,180 - mmseg - INFO - Iter [183100/400000] lr: 1.875e-05, eta: 19:28:31, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.9559, loss: 0.1718 2023-03-03 04:18:55,572 - mmseg - INFO - Iter [183150/400000] lr: 1.875e-05, eta: 19:28:12, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.8622, loss: 0.1745 2023-03-03 04:19:08,824 - mmseg - INFO - Iter [183200/400000] lr: 1.875e-05, eta: 19:27:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1897, loss: 0.1658 2023-03-03 04:19:22,066 - mmseg - INFO - Iter [183250/400000] lr: 1.875e-05, eta: 19:27:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1339, loss: 0.1665 2023-03-03 04:19:35,419 - mmseg - INFO - Iter [183300/400000] lr: 1.875e-05, eta: 19:27:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.0744, loss: 0.1671 2023-03-03 04:19:48,762 - mmseg - INFO - Iter [183350/400000] lr: 1.875e-05, eta: 19:26:54, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 92.9320, loss: 0.1696 2023-03-03 04:20:02,079 - mmseg - INFO - Iter [183400/400000] lr: 1.875e-05, eta: 19:26:34, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.9292, loss: 0.1739 2023-03-03 04:20:15,322 - mmseg - INFO - Iter [183450/400000] lr: 1.875e-05, eta: 19:26:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.8909, loss: 0.1738 2023-03-03 04:20:28,967 - mmseg - INFO - Iter [183500/400000] lr: 1.875e-05, eta: 19:25:56, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.9228, loss: 0.1719 2023-03-03 04:20:42,253 - mmseg - INFO - Iter [183550/400000] lr: 1.875e-05, eta: 19:25:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.6700, loss: 0.1776 2023-03-03 04:20:55,606 - mmseg - INFO - Iter [183600/400000] lr: 1.875e-05, eta: 19:25:17, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 92.9626, loss: 0.1712 2023-03-03 04:21:11,476 - mmseg - INFO - Iter [183650/400000] lr: 1.875e-05, eta: 19:25:00, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 92.9384, loss: 0.1700 2023-03-03 04:21:24,794 - mmseg - INFO - Iter [183700/400000] lr: 1.875e-05, eta: 19:24:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 92.9784, loss: 0.1650 2023-03-03 04:21:38,025 - mmseg - INFO - Iter [183750/400000] lr: 1.875e-05, eta: 19:24:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.8234, loss: 0.1748 2023-03-03 04:21:51,343 - mmseg - INFO - Iter [183800/400000] lr: 1.875e-05, eta: 19:24:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.6423, loss: 0.1806 2023-03-03 04:22:04,613 - mmseg - INFO - Iter [183850/400000] lr: 1.875e-05, eta: 19:23:42, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.7821, loss: 0.1770 2023-03-03 04:22:17,897 - mmseg - INFO - Iter [183900/400000] lr: 1.875e-05, eta: 19:23:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3902, loss: 0.1587 2023-03-03 04:22:31,208 - mmseg - INFO - Iter [183950/400000] lr: 1.875e-05, eta: 19:23:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.8272, loss: 0.1780 2023-03-03 04:22:44,532 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:22:44,532 - mmseg - INFO - Iter [184000/400000] lr: 1.875e-05, eta: 19:22:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.7502, loss: 0.1757 2023-03-03 04:22:57,901 - mmseg - INFO - Iter [184050/400000] lr: 1.875e-05, eta: 19:22:24, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 92.9380, loss: 0.1685 2023-03-03 04:23:11,366 - mmseg - INFO - Iter [184100/400000] lr: 1.875e-05, eta: 19:22:05, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.2246, loss: 0.1642 2023-03-03 04:23:24,669 - mmseg - INFO - Iter [184150/400000] lr: 1.875e-05, eta: 19:21:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3345, loss: 0.1619 2023-03-03 04:23:38,179 - mmseg - INFO - Iter [184200/400000] lr: 1.875e-05, eta: 19:21:26, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.8248, loss: 0.1769 2023-03-03 04:23:51,406 - mmseg - INFO - Iter [184250/400000] lr: 1.875e-05, eta: 19:21:06, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.0955, loss: 0.1689 2023-03-03 04:24:07,302 - mmseg - INFO - Iter [184300/400000] lr: 1.875e-05, eta: 19:20:50, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.2903, loss: 0.1659 2023-03-03 04:24:20,578 - mmseg - INFO - Iter [184350/400000] lr: 1.875e-05, eta: 19:20:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.9087, loss: 0.1719 2023-03-03 04:24:33,814 - mmseg - INFO - Iter [184400/400000] lr: 1.875e-05, eta: 19:20:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8428, loss: 0.1732 2023-03-03 04:24:47,034 - mmseg - INFO - Iter [184450/400000] lr: 1.875e-05, eta: 19:19:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.7400, loss: 0.1815 2023-03-03 04:25:00,614 - mmseg - INFO - Iter [184500/400000] lr: 1.875e-05, eta: 19:19:32, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 92.9836, loss: 0.1698 2023-03-03 04:25:13,921 - mmseg - INFO - Iter [184550/400000] lr: 1.875e-05, eta: 19:19:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.8465, loss: 0.1728 2023-03-03 04:25:27,179 - mmseg - INFO - Iter [184600/400000] lr: 1.875e-05, eta: 19:18:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1706, decode.acc_seg: 92.8450, loss: 0.1706 2023-03-03 04:25:40,490 - mmseg - INFO - Iter [184650/400000] lr: 1.875e-05, eta: 19:18:34, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.9910, loss: 0.1750 2023-03-03 04:25:53,841 - mmseg - INFO - Iter [184700/400000] lr: 1.875e-05, eta: 19:18:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.1087, loss: 0.1697 2023-03-03 04:26:07,162 - mmseg - INFO - Iter [184750/400000] lr: 1.875e-05, eta: 19:17:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1745, decode.acc_seg: 92.8503, loss: 0.1745 2023-03-03 04:26:20,443 - mmseg - INFO - Iter [184800/400000] lr: 1.875e-05, eta: 19:17:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 92.9600, loss: 0.1694 2023-03-03 04:26:33,766 - mmseg - INFO - Iter [184850/400000] lr: 1.875e-05, eta: 19:17:16, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.8839, loss: 0.1781 2023-03-03 04:26:49,474 - mmseg - INFO - Iter [184900/400000] lr: 1.875e-05, eta: 19:17:00, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.7446, loss: 0.1788 2023-03-03 04:27:02,845 - mmseg - INFO - Iter [184950/400000] lr: 1.875e-05, eta: 19:16:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2519, loss: 0.1638 2023-03-03 04:27:16,260 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:27:16,260 - mmseg - INFO - Iter [185000/400000] lr: 1.875e-05, eta: 19:16:21, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0132, loss: 0.1682 2023-03-03 04:27:29,614 - mmseg - INFO - Iter [185050/400000] lr: 1.875e-05, eta: 19:16:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.8993, loss: 0.1717 2023-03-03 04:27:42,885 - mmseg - INFO - Iter [185100/400000] lr: 1.875e-05, eta: 19:15:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.7565, loss: 0.1795 2023-03-03 04:27:56,253 - mmseg - INFO - Iter [185150/400000] lr: 1.875e-05, eta: 19:15:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1820, decode.acc_seg: 92.6498, loss: 0.1820 2023-03-03 04:28:09,464 - mmseg - INFO - Iter [185200/400000] lr: 1.875e-05, eta: 19:15:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.7896, loss: 0.1778 2023-03-03 04:28:22,857 - mmseg - INFO - Iter [185250/400000] lr: 1.875e-05, eta: 19:14:44, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.8589, loss: 0.1742 2023-03-03 04:28:36,107 - mmseg - INFO - Iter [185300/400000] lr: 1.875e-05, eta: 19:14:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2494, loss: 0.1664 2023-03-03 04:28:49,440 - mmseg - INFO - Iter [185350/400000] lr: 1.875e-05, eta: 19:14:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.8579, loss: 0.1727 2023-03-03 04:29:02,717 - mmseg - INFO - Iter [185400/400000] lr: 1.875e-05, eta: 19:13:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1788, decode.acc_seg: 92.7031, loss: 0.1788 2023-03-03 04:29:16,057 - mmseg - INFO - Iter [185450/400000] lr: 1.875e-05, eta: 19:13:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.3283, loss: 0.1636 2023-03-03 04:29:29,403 - mmseg - INFO - Iter [185500/400000] lr: 1.875e-05, eta: 19:13:07, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.1233, loss: 0.1634 2023-03-03 04:29:45,417 - mmseg - INFO - Iter [185550/400000] lr: 1.875e-05, eta: 19:12:51, time: 0.320, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 92.9125, loss: 0.1714 2023-03-03 04:29:58,763 - mmseg - INFO - Iter [185600/400000] lr: 1.875e-05, eta: 19:12:31, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 92.9452, loss: 0.1685 2023-03-03 04:30:12,099 - mmseg - INFO - Iter 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[185900/400000] lr: 1.875e-05, eta: 19:10:35, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1123, loss: 0.1686 2023-03-03 04:31:31,646 - mmseg - INFO - Iter [185950/400000] lr: 1.875e-05, eta: 19:10:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9846, loss: 0.1721 2023-03-03 04:31:44,932 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:31:44,932 - mmseg - INFO - Iter [186000/400000] lr: 1.875e-05, eta: 19:09:56, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 93.0421, loss: 0.1699 2023-03-03 04:31:58,378 - mmseg - INFO - Iter [186050/400000] lr: 1.875e-05, eta: 19:09:37, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.0507, loss: 0.1708 2023-03-03 04:32:11,657 - mmseg - INFO - Iter [186100/400000] lr: 1.875e-05, eta: 19:09:17, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.9042, loss: 0.1765 2023-03-03 04:32:27,410 - mmseg - INFO - Iter [186150/400000] lr: 1.875e-05, eta: 19:09:01, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.9153, loss: 0.1742 2023-03-03 04:32:40,717 - mmseg - INFO - Iter [186200/400000] lr: 1.875e-05, eta: 19:08:42, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.7924, loss: 0.1737 2023-03-03 04:32:54,027 - mmseg - INFO - Iter [186250/400000] lr: 1.875e-05, eta: 19:08:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.8622, loss: 0.1709 2023-03-03 04:33:07,435 - mmseg - INFO - Iter [186300/400000] lr: 1.875e-05, eta: 19:08:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.9365, loss: 0.1765 2023-03-03 04:33:20,740 - mmseg - INFO - Iter [186350/400000] lr: 1.875e-05, eta: 19:07:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 92.9861, loss: 0.1673 2023-03-03 04:33:33,975 - mmseg - INFO - Iter [186400/400000] lr: 1.875e-05, eta: 19:07:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.7931, loss: 0.1757 2023-03-03 04:33:47,437 - mmseg - INFO - Iter [186450/400000] lr: 1.875e-05, eta: 19:07:05, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.8090, loss: 0.1768 2023-03-03 04:34:00,802 - mmseg - INFO - Iter [186500/400000] lr: 1.875e-05, eta: 19:06:46, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.9299, loss: 0.1734 2023-03-03 04:34:14,269 - mmseg - INFO - Iter [186550/400000] lr: 1.875e-05, eta: 19:06:27, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.9031, loss: 0.1705 2023-03-03 04:34:27,529 - mmseg - INFO - Iter [186600/400000] lr: 1.875e-05, eta: 19:06:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2883, loss: 0.1624 2023-03-03 04:34:40,753 - mmseg - INFO - Iter [186650/400000] lr: 1.875e-05, eta: 19:05:48, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 92.9328, loss: 0.1708 2023-03-03 04:34:54,046 - mmseg - INFO - Iter [186700/400000] lr: 1.875e-05, eta: 19:05:29, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.8369, loss: 0.1731 2023-03-03 04:35:07,339 - mmseg - INFO - Iter [186750/400000] lr: 1.875e-05, eta: 19:05:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.9244, loss: 0.1722 2023-03-03 04:35:23,147 - mmseg - INFO - Iter [186800/400000] lr: 1.875e-05, eta: 19:04:53, time: 0.316, data_time: 0.051, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2220, loss: 0.1650 2023-03-03 04:35:36,520 - mmseg - INFO - Iter [186850/400000] lr: 1.875e-05, eta: 19:04:34, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 92.7646, loss: 0.1703 2023-03-03 04:35:49,893 - mmseg - INFO - Iter [186900/400000] lr: 1.875e-05, eta: 19:04:14, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2195, loss: 0.1646 2023-03-03 04:36:03,166 - mmseg - INFO - Iter [186950/400000] lr: 1.875e-05, eta: 19:03:55, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.6881, loss: 0.1751 2023-03-03 04:36:16,519 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:36:16,520 - mmseg - INFO - Iter [187000/400000] lr: 1.875e-05, eta: 19:03:36, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.8568, loss: 0.1750 2023-03-03 04:36:29,767 - mmseg - INFO - Iter [187050/400000] lr: 1.875e-05, eta: 19:03:16, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.8901, loss: 0.1693 2023-03-03 04:36:43,043 - mmseg - INFO - Iter [187100/400000] lr: 1.875e-05, eta: 19:02:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1984, loss: 0.1666 2023-03-03 04:36:56,291 - mmseg - INFO - Iter [187150/400000] lr: 1.875e-05, eta: 19:02:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.1533, loss: 0.1636 2023-03-03 04:37:09,622 - mmseg - INFO - Iter [187200/400000] lr: 1.875e-05, eta: 19:02:18, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.6757, loss: 0.1780 2023-03-03 04:37:22,937 - mmseg - INFO - Iter [187250/400000] lr: 1.875e-05, eta: 19:01:59, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 93.0088, loss: 0.1731 2023-03-03 04:37:36,191 - mmseg - INFO - Iter [187300/400000] lr: 1.875e-05, eta: 19:01:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.1130, loss: 0.1671 2023-03-03 04:37:49,496 - mmseg - INFO - Iter [187350/400000] lr: 1.875e-05, eta: 19:01:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.1485, loss: 0.1708 2023-03-03 04:38:02,717 - mmseg - INFO - Iter [187400/400000] lr: 1.875e-05, eta: 19:01:01, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8898, loss: 0.1732 2023-03-03 04:38:18,550 - mmseg - INFO - Iter [187450/400000] lr: 1.875e-05, eta: 19:00:45, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.7742, loss: 0.1758 2023-03-03 04:38:32,063 - mmseg - INFO - Iter [187500/400000] lr: 1.875e-05, eta: 19:00:26, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1811, decode.acc_seg: 92.5354, loss: 0.1811 2023-03-03 04:38:45,333 - mmseg - INFO - Iter [187550/400000] lr: 1.875e-05, eta: 19:00:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0967, loss: 0.1682 2023-03-03 04:38:58,894 - mmseg - INFO - Iter [187600/400000] lr: 1.875e-05, eta: 18:59:47, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2006, loss: 0.1650 2023-03-03 04:39:12,285 - mmseg - INFO - Iter [187650/400000] lr: 1.875e-05, eta: 18:59:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0582, loss: 0.1688 2023-03-03 04:39:25,523 - mmseg - INFO - Iter [187700/400000] lr: 1.875e-05, eta: 18:59:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1781, decode.acc_seg: 92.8358, loss: 0.1781 2023-03-03 04:39:39,052 - mmseg - INFO - Iter [187750/400000] lr: 1.875e-05, eta: 18:58:50, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1091, loss: 0.1665 2023-03-03 04:39:52,391 - mmseg - INFO - Iter [187800/400000] lr: 1.875e-05, eta: 18:58:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1490, loss: 0.1666 2023-03-03 04:40:05,639 - mmseg - INFO - Iter [187850/400000] lr: 1.875e-05, eta: 18:58:11, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0301, loss: 0.1680 2023-03-03 04:40:19,047 - mmseg - INFO - Iter [187900/400000] lr: 1.875e-05, eta: 18:57:52, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2060, loss: 0.1647 2023-03-03 04:40:32,283 - mmseg - INFO - Iter [187950/400000] lr: 1.875e-05, eta: 18:57:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1752, decode.acc_seg: 92.8576, loss: 0.1752 2023-03-03 04:40:45,652 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:40:45,652 - mmseg - INFO - Iter [188000/400000] lr: 1.875e-05, eta: 18:57:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.0854, loss: 0.1668 2023-03-03 04:41:01,455 - mmseg - INFO - Iter [188050/400000] lr: 1.875e-05, eta: 18:56:57, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0128, loss: 0.1695 2023-03-03 04:41:14,790 - mmseg - INFO - Iter [188100/400000] lr: 1.875e-05, eta: 18:56:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8497, loss: 0.1739 2023-03-03 04:41:28,158 - mmseg - INFO - Iter [188150/400000] lr: 1.875e-05, eta: 18:56:19, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.6376, loss: 0.1743 2023-03-03 04:41:41,404 - mmseg - INFO - Iter [188200/400000] lr: 1.875e-05, eta: 18:56:00, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.9068, loss: 0.1738 2023-03-03 04:41:54,633 - mmseg - INFO - Iter [188250/400000] lr: 1.875e-05, eta: 18:55:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.9646, loss: 0.1761 2023-03-03 04:42:07,869 - mmseg - INFO - Iter [188300/400000] lr: 1.875e-05, eta: 18:55:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1893, loss: 0.1669 2023-03-03 04:42:21,163 - mmseg - INFO - Iter [188350/400000] lr: 1.875e-05, eta: 18:55:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.9251, loss: 0.1738 2023-03-03 04:42:34,486 - mmseg - INFO - Iter [188400/400000] lr: 1.875e-05, eta: 18:54:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.0720, loss: 0.1675 2023-03-03 04:42:47,677 - mmseg - INFO - Iter [188450/400000] lr: 1.875e-05, eta: 18:54:23, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.9519, loss: 0.1731 2023-03-03 04:43:01,081 - mmseg - INFO - Iter [188500/400000] lr: 1.875e-05, eta: 18:54:04, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.0389, loss: 0.1698 2023-03-03 04:43:14,300 - mmseg - INFO - Iter [188550/400000] lr: 1.875e-05, eta: 18:53:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8040, loss: 0.1736 2023-03-03 04:43:27,533 - mmseg - INFO - Iter [188600/400000] lr: 1.875e-05, eta: 18:53:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1866, decode.acc_seg: 92.4333, loss: 0.1866 2023-03-03 04:43:40,847 - mmseg - INFO - Iter [188650/400000] lr: 1.875e-05, eta: 18:53:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.0980, loss: 0.1689 2023-03-03 04:43:56,965 - mmseg - INFO - Iter [188700/400000] lr: 1.875e-05, eta: 18:52:50, time: 0.322, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.0986, loss: 0.1668 2023-03-03 04:44:10,298 - mmseg - INFO - Iter [188750/400000] lr: 1.875e-05, eta: 18:52:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9725, loss: 0.1687 2023-03-03 04:44:23,668 - mmseg - INFO - Iter [188800/400000] lr: 1.875e-05, eta: 18:52:12, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2327, loss: 0.1631 2023-03-03 04:44:36,961 - mmseg - INFO - Iter [188850/400000] lr: 1.875e-05, eta: 18:51:53, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8833, loss: 0.1732 2023-03-03 04:44:50,284 - mmseg - INFO - Iter [188900/400000] lr: 1.875e-05, eta: 18:51:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.1014, loss: 0.1697 2023-03-03 04:45:03,626 - mmseg - INFO - Iter [188950/400000] lr: 1.875e-05, eta: 18:51:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1553, loss: 0.1648 2023-03-03 04:45:16,902 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:45:16,902 - mmseg - INFO - Iter [189000/400000] lr: 1.875e-05, eta: 18:50:55, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1909, loss: 0.1664 2023-03-03 04:45:30,287 - mmseg - INFO - Iter [189050/400000] lr: 1.875e-05, eta: 18:50:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1795, decode.acc_seg: 92.5829, loss: 0.1795 2023-03-03 04:45:43,520 - mmseg - INFO - Iter [189100/400000] lr: 1.875e-05, eta: 18:50:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 92.9695, loss: 0.1700 2023-03-03 04:45:56,828 - mmseg - INFO - Iter [189150/400000] lr: 1.875e-05, eta: 18:49:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1760, decode.acc_seg: 92.7393, loss: 0.1760 2023-03-03 04:46:10,060 - mmseg - INFO - Iter [189200/400000] lr: 1.875e-05, eta: 18:49:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1814, decode.acc_seg: 92.4154, loss: 0.1814 2023-03-03 04:46:23,285 - mmseg - INFO - Iter [189250/400000] lr: 1.875e-05, eta: 18:49:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8682, loss: 0.1744 2023-03-03 04:46:36,529 - mmseg - INFO - Iter [189300/400000] lr: 1.875e-05, eta: 18:49:00, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0142, loss: 0.1717 2023-03-03 04:46:52,331 - mmseg - INFO - Iter [189350/400000] lr: 1.875e-05, eta: 18:48:44, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 92.9764, loss: 0.1680 2023-03-03 04:47:05,656 - mmseg - INFO - Iter [189400/400000] lr: 1.875e-05, eta: 18:48:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.1186, loss: 0.1681 2023-03-03 04:47:18,967 - mmseg - INFO - Iter [189450/400000] lr: 1.875e-05, eta: 18:48:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0667, loss: 0.1695 2023-03-03 04:47:32,193 - mmseg - INFO - Iter [189500/400000] lr: 1.875e-05, eta: 18:47:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 92.8717, loss: 0.1694 2023-03-03 04:47:45,451 - mmseg - INFO - Iter [189550/400000] lr: 1.875e-05, eta: 18:47:27, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.7336, loss: 0.1762 2023-03-03 04:47:58,696 - mmseg - INFO - Iter [189600/400000] lr: 1.875e-05, eta: 18:47:08, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.1353, loss: 0.1693 2023-03-03 04:48:11,975 - mmseg - INFO - Iter [189650/400000] lr: 1.875e-05, eta: 18:46:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1757, decode.acc_seg: 92.7969, loss: 0.1757 2023-03-03 04:48:25,198 - mmseg - INFO - Iter [189700/400000] lr: 1.875e-05, eta: 18:46:29, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.0646, loss: 0.1693 2023-03-03 04:48:38,474 - mmseg - INFO - Iter [189750/400000] lr: 1.875e-05, eta: 18:46:10, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1764, decode.acc_seg: 92.6529, loss: 0.1764 2023-03-03 04:48:51,746 - mmseg - INFO - Iter [189800/400000] lr: 1.875e-05, eta: 18:45:51, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0890, loss: 0.1677 2023-03-03 04:49:05,072 - mmseg - INFO - Iter [189850/400000] lr: 1.875e-05, eta: 18:45:32, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.1521, loss: 0.1649 2023-03-03 04:49:18,426 - mmseg - INFO - Iter [189900/400000] lr: 1.875e-05, eta: 18:45:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1770, decode.acc_seg: 92.6974, loss: 0.1770 2023-03-03 04:49:34,152 - mmseg - INFO - Iter [189950/400000] lr: 1.875e-05, eta: 18:44:57, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1313, loss: 0.1670 2023-03-03 04:49:47,555 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:49:47,555 - mmseg - INFO - Iter [190000/400000] lr: 1.875e-05, eta: 18:44:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.8694, loss: 0.1726 2023-03-03 04:50:00,798 - mmseg - INFO - Iter [190050/400000] lr: 1.875e-05, eta: 18:44:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 92.9410, loss: 0.1703 2023-03-03 04:50:14,039 - mmseg - INFO - Iter [190100/400000] lr: 1.875e-05, eta: 18:43:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9556, loss: 0.1721 2023-03-03 04:50:27,449 - mmseg - INFO - Iter [190150/400000] lr: 1.875e-05, eta: 18:43:40, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.1645, loss: 0.1696 2023-03-03 04:50:40,699 - mmseg - INFO - Iter [190200/400000] lr: 1.875e-05, eta: 18:43:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.7471, loss: 0.1758 2023-03-03 04:50:54,004 - mmseg - INFO - Iter [190250/400000] lr: 1.875e-05, eta: 18:43:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.8765, loss: 0.1758 2023-03-03 04:51:07,237 - mmseg - INFO - Iter [190300/400000] lr: 1.875e-05, eta: 18:42:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1346, loss: 0.1664 2023-03-03 04:51:20,544 - mmseg - INFO - Iter [190350/400000] lr: 1.875e-05, eta: 18:42:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 92.9808, loss: 0.1667 2023-03-03 04:51:33,766 - mmseg - INFO - Iter [190400/400000] lr: 1.875e-05, eta: 18:42:04, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 93.0937, loss: 0.1700 2023-03-03 04:51:47,038 - mmseg - INFO - Iter [190450/400000] lr: 1.875e-05, eta: 18:41:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.0319, loss: 0.1689 2023-03-03 04:52:00,279 - mmseg - INFO - Iter [190500/400000] lr: 1.875e-05, eta: 18:41:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1029, loss: 0.1675 2023-03-03 04:52:13,650 - mmseg - INFO - Iter [190550/400000] lr: 1.875e-05, eta: 18:41:07, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.8112, loss: 0.1778 2023-03-03 04:52:29,527 - mmseg - INFO - Iter [190600/400000] lr: 1.875e-05, eta: 18:40:51, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.9669, loss: 0.1738 2023-03-03 04:52:42,929 - mmseg - INFO - Iter [190650/400000] lr: 1.875e-05, eta: 18:40:32, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1362, loss: 0.1677 2023-03-03 04:52:56,177 - mmseg - INFO - Iter [190700/400000] lr: 1.875e-05, eta: 18:40:13, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.6992, loss: 0.1750 2023-03-03 04:53:09,434 - mmseg - INFO - Iter [190750/400000] lr: 1.875e-05, eta: 18:39:54, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1513, loss: 0.1669 2023-03-03 04:53:22,699 - mmseg - INFO - Iter [190800/400000] lr: 1.875e-05, eta: 18:39:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9644, loss: 0.1728 2023-03-03 04:53:36,125 - mmseg - INFO - Iter [190850/400000] lr: 1.875e-05, eta: 18:39:16, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.7953, loss: 0.1763 2023-03-03 04:53:49,350 - mmseg - INFO - Iter [190900/400000] lr: 1.875e-05, eta: 18:38:56, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.1981, loss: 0.1671 2023-03-03 04:54:02,715 - mmseg - INFO - Iter [190950/400000] lr: 1.875e-05, eta: 18:38:37, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0680, loss: 0.1680 2023-03-03 04:54:16,391 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:54:16,391 - mmseg - INFO - Iter [191000/400000] lr: 1.875e-05, eta: 18:38:19, time: 0.274, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.6523, loss: 0.1766 2023-03-03 04:54:29,668 - mmseg - INFO - Iter [191050/400000] lr: 1.875e-05, eta: 18:38:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9005, loss: 0.1707 2023-03-03 04:54:43,010 - mmseg - INFO - Iter [191100/400000] lr: 1.875e-05, eta: 18:37:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.7889, loss: 0.1755 2023-03-03 04:54:56,274 - mmseg - INFO - Iter [191150/400000] lr: 1.875e-05, eta: 18:37:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 93.1134, loss: 0.1713 2023-03-03 04:55:11,966 - mmseg - INFO - Iter [191200/400000] lr: 1.875e-05, eta: 18:37:05, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9981, loss: 0.1724 2023-03-03 04:55:25,206 - mmseg - INFO - Iter [191250/400000] lr: 1.875e-05, eta: 18:36:46, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 93.0615, loss: 0.1703 2023-03-03 04:55:38,483 - mmseg - INFO - Iter [191300/400000] lr: 1.875e-05, eta: 18:36:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.9410, loss: 0.1720 2023-03-03 04:55:51,847 - mmseg - INFO - Iter [191350/400000] lr: 1.875e-05, eta: 18:36:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.1682, loss: 0.1637 2023-03-03 04:56:05,188 - mmseg - INFO - Iter [191400/400000] lr: 1.875e-05, eta: 18:35:49, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.1709, loss: 0.1650 2023-03-03 04:56:18,567 - mmseg - INFO - Iter [191450/400000] lr: 1.875e-05, eta: 18:35:30, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4061, loss: 0.1607 2023-03-03 04:56:31,827 - mmseg - INFO - Iter [191500/400000] lr: 1.875e-05, eta: 18:35:11, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1608, loss: 0.1667 2023-03-03 04:56:45,113 - mmseg - INFO - Iter [191550/400000] lr: 1.875e-05, eta: 18:34:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1301, loss: 0.1677 2023-03-03 04:56:58,459 - mmseg - INFO - Iter [191600/400000] lr: 1.875e-05, eta: 18:34:33, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0667, loss: 0.1709 2023-03-03 04:57:11,744 - mmseg - INFO - Iter [191650/400000] lr: 1.875e-05, eta: 18:34:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.2505, loss: 0.1618 2023-03-03 04:57:25,035 - mmseg - INFO - Iter [191700/400000] lr: 1.875e-05, eta: 18:33:55, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 92.9377, loss: 0.1716 2023-03-03 04:57:38,261 - mmseg - INFO - Iter [191750/400000] lr: 1.875e-05, eta: 18:33:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.7955, loss: 0.1747 2023-03-03 04:57:51,496 - mmseg - INFO - Iter [191800/400000] lr: 1.875e-05, eta: 18:33:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.7451, loss: 0.1780 2023-03-03 04:58:07,302 - mmseg - INFO - Iter [191850/400000] lr: 1.875e-05, eta: 18:33:00, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.9548, loss: 0.1726 2023-03-03 04:58:20,541 - mmseg - INFO - Iter [191900/400000] lr: 1.875e-05, eta: 18:32:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.8455, loss: 0.1715 2023-03-03 04:58:33,880 - mmseg - INFO - Iter [191950/400000] lr: 1.875e-05, eta: 18:32:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.7623, loss: 0.1738 2023-03-03 04:58:47,107 - mmseg - INFO - Swap parameters (after train) after iter [192000] 2023-03-03 04:58:47,120 - mmseg - INFO - Saving checkpoint at 192000 iterations 2023-03-03 04:58:49,195 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 04:58:49,195 - mmseg - INFO - Iter [192000/400000] lr: 1.875e-05, eta: 18:32:05, time: 0.306, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.9119, loss: 0.1734 2023-03-03 05:13:19,910 - mmseg - INFO - per class results: 2023-03-03 05:13:19,918 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.67,77.7,77.75,77.78,77.8,77.83,77.83,77.85,77.83,77.84 | | building | 81.89,81.9,81.92,81.93,81.93,81.93,81.94,81.93,81.93,81.93 | | sky | 94.61,94.62,94.63,94.65,94.65,94.65,94.66,94.67,94.68,94.68 | | floor | 81.87,81.9,81.93,81.96,82.0,81.99,81.98,81.98,82.0,82.01 | | tree | 74.26,74.31,74.31,74.34,74.4,74.39,74.44,74.44,74.46,74.48 | | ceiling | 85.19,85.19,85.24,85.26,85.32,85.34,85.37,85.35,85.32,85.32 | | road | 82.31,82.35,82.35,82.36,82.41,82.44,82.41,82.48,82.48,82.49 | | bed | 87.72,87.75,87.74,87.72,87.78,87.75,87.76,87.81,87.81,87.84 | | windowpane | 60.99,61.05,61.14,61.21,61.19,61.32,61.35,61.43,61.48,61.49 | | grass | 67.42,67.45,67.48,67.49,67.48,67.51,67.48,67.5,67.52,67.5 | | cabinet | 61.63,61.7,61.83,61.86,61.94,61.94,61.91,61.88,61.86,61.87 | | sidewalk | 65.0,65.05,65.03,65.05,65.07,65.09,65.03,65.19,65.18,65.21 | | person | 80.23,80.27,80.29,80.29,80.33,80.33,80.31,80.29,80.31,80.29 | | earth | 36.14,36.24,36.15,36.14,36.18,36.21,36.21,36.18,36.19,36.2 | | door | 46.24,46.29,46.37,46.4,46.35,46.42,46.39,46.4,46.36,46.39 | | table | 62.29,62.33,62.41,62.48,62.53,62.57,62.57,62.62,62.62,62.62 | | mountain | 56.7,56.76,56.82,57.1,57.19,57.28,57.27,57.22,57.26,57.26 | | plant | 49.7,49.73,49.7,49.62,49.63,49.68,49.66,49.65,49.71,49.72 | | curtain | 73.38,73.42,73.54,73.65,73.63,73.67,73.76,73.72,73.78,73.8 | | chair | 57.21,57.2,57.28,57.24,57.41,57.37,57.3,57.31,57.34,57.33 | | car | 82.8,82.88,82.94,82.96,82.98,82.97,82.98,82.97,82.97,82.97 | | water | 57.04,57.13,57.18,57.27,57.3,57.38,57.41,57.42,57.45,57.49 | | painting | 69.92,69.86,69.86,69.69,69.79,69.8,69.83,69.89,69.95,69.96 | | sofa | 64.74,64.9,64.93,64.81,64.78,64.78,64.83,64.85,64.99,65.11 | | shelf | 43.53,43.48,43.49,43.43,43.39,43.49,43.44,43.45,43.47,43.46 | | house | 43.17,43.24,43.29,43.29,43.28,43.32,43.29,43.33,43.29,43.49 | | sea | 60.17,60.27,60.41,60.49,60.65,60.69,60.75,60.87,60.79,60.87 | | mirror | 67.66,67.88,68.11,68.31,68.34,68.26,68.28,68.13,67.97,68.03 | | rug | 66.29,66.49,66.55,66.69,66.94,66.97,66.83,66.83,66.78,66.76 | | field | 31.13,31.19,31.16,31.12,31.14,31.13,31.09,31.1,31.09,31.09 | | armchair | 38.46,38.6,38.69,38.6,38.67,38.67,38.54,38.53,38.7,38.73 | | seat | 67.66,67.74,67.83,67.84,67.86,67.97,67.99,67.91,67.87,67.87 | | fence | 41.38,41.36,41.4,41.4,41.49,41.65,41.64,41.67,41.81,41.93 | | desk | 47.39,47.36,47.42,47.34,47.45,47.39,47.48,47.65,47.71,47.78 | | rock | 38.35,38.46,38.47,38.49,38.55,38.58,38.55,38.54,38.55,38.42 | | wardrobe | 58.29,58.33,58.54,58.71,59.0,59.16,59.02,59.0,58.9,58.8 | | lamp | 65.16,65.22,65.35,65.4,65.39,65.46,65.43,65.47,65.53,65.59 | | bathtub | 74.82,75.12,75.38,75.57,75.73,75.84,75.97,76.02,76.09,76.12 | | railing | 33.78,33.78,33.81,33.94,33.97,34.12,34.22,34.26,34.33,34.33 | | cushion | 57.18,57.23,57.21,57.36,57.27,57.37,57.36,57.47,57.46,57.45 | | base | 22.66,22.98,23.3,23.38,23.69,23.74,23.86,23.93,24.07,24.13 | | box | 23.66,23.87,23.89,24.02,24.08,24.03,24.14,24.17,24.21,24.3 | | column | 46.61,47.03,46.92,47.13,47.07,47.12,47.21,47.19,47.26,47.3 | | signboard | 38.52,38.63,38.78,38.98,39.0,39.09,38.97,39.02,39.02,38.98 | | chest of drawers | 36.84,37.07,37.34,37.19,37.31,37.16,37.12,37.1,37.48,37.38 | | counter | 31.06,31.17,31.01,31.03,31.16,31.05,31.05,31.08,30.94,30.96 | | sand | 41.63,41.61,41.6,41.57,41.53,41.54,41.51,41.57,41.5,41.56 | | sink | 68.99,68.95,68.93,68.97,68.99,68.97,68.99,69.06,69.16,69.08 | | skyscraper | 49.34,49.59,49.59,49.57,49.48,49.51,49.47,49.42,49.35,49.25 | | fireplace | 76.59,76.88,77.0,76.84,76.87,76.95,77.08,76.95,77.01,76.93 | | refrigerator | 77.18,77.29,77.43,77.4,77.55,77.51,77.56,77.56,77.75,77.76 | | grandstand | 51.2,51.58,51.76,51.87,52.14,52.31,52.35,52.43,52.56,52.65 | | path | 22.35,22.49,22.69,22.74,22.73,22.75,22.77,22.75,22.78,22.72 | | stairs | 31.63,31.58,31.67,31.64,31.74,31.73,31.67,31.68,31.61,31.59 | | runway | 67.72,67.84,68.04,68.07,68.17,68.11,68.18,68.21,68.18,68.2 | | case | 46.42,46.51,46.65,46.77,47.12,47.36,47.52,47.69,47.8,48.06 | | pool table | 91.86,91.82,91.86,91.84,91.87,91.87,91.86,91.85,91.86,91.85 | | pillow | 63.4,63.37,63.4,63.54,63.27,63.12,63.09,63.3,63.31,63.27 | | screen door | 69.37,69.29,69.23,69.08,69.11,69.08,68.96,69.01,68.93,68.88 | | stairway | 22.74,22.78,22.71,22.73,22.67,22.73,22.75,22.74,22.77,22.69 | | river | 11.99,12.08,12.13,12.17,12.2,12.25,12.23,12.23,12.19,12.17 | | bridge | 32.74,32.77,32.56,33.13,32.16,31.89,32.2,32.54,32.56,32.7 | | bookcase | 45.4,45.5,45.34,45.43,45.45,45.57,45.66,45.72,45.79,45.9 | | blind | 40.23,40.32,40.55,40.52,40.21,40.43,40.51,40.35,40.38,40.1 | | coffee table | 55.09,54.99,55.04,55.0,54.9,54.92,54.96,54.98,54.96,54.93 | | toilet | 84.64,84.56,84.49,84.51,84.49,84.45,84.5,84.47,84.5,84.38 | | flower | 39.04,39.34,39.45,39.51,39.49,39.72,39.81,39.97,40.0,40.18 | | book | 46.97,46.92,46.88,46.89,46.76,46.77,46.69,46.71,46.57,46.47 | | hill | 15.07,14.99,15.11,15.1,15.1,15.15,15.13,15.18,15.17,15.11 | | bench | 42.82,42.57,42.41,42.26,42.14,42.02,41.87,41.67,41.54,41.52 | | countertop | 56.15,56.47,57.05,57.16,57.66,58.11,58.08,58.21,58.38,58.63 | | stove | 73.49,73.82,73.49,73.73,73.78,73.87,73.66,74.06,74.02,74.11 | | palm | 48.72,48.67,48.89,48.94,49.04,49.08,49.08,49.29,49.14,49.18 | | kitchen island | 46.66,47.48,48.57,48.17,48.56,48.94,48.98,48.92,49.02,48.86 | | computer | 60.93,60.85,60.91,60.89,60.86,60.79,60.7,60.78,60.66,60.64 | | swivel chair | 43.92,44.03,44.3,44.0,44.32,44.3,44.34,44.19,44.29,44.4 | | boat | 69.82,70.1,70.05,70.11,70.21,70.53,70.5,70.83,71.03,71.12 | | bar | 24.12,24.07,24.14,24.17,24.24,24.23,24.28,24.25,24.26,24.26 | | arcade machine | 67.47,67.63,67.26,67.56,67.7,67.54,67.34,67.36,66.9,67.34 | | hovel | 28.15,28.33,28.28,28.27,28.4,28.4,28.26,28.37,28.2,28.19 | | bus | 79.91,80.02,80.11,80.13,80.21,80.25,80.4,80.27,80.24,80.28 | | towel | 62.21,62.28,61.99,62.16,62.27,62.29,62.27,62.32,62.22,62.19 | | light | 57.14,57.26,57.34,57.63,57.5,57.68,57.68,57.72,57.88,57.94 | | truck | 17.81,17.82,17.97,17.73,17.79,17.75,17.73,17.7,17.9,17.8 | | tower | 7.59,7.56,7.86,7.92,8.19,8.21,8.23,8.22,8.17,8.14 | | chandelier | 66.6,66.65,66.67,66.61,66.54,66.55,66.63,66.7,66.66,66.7 | | awning | 24.9,24.84,24.85,24.84,24.92,25.0,24.94,24.84,24.77,24.75 | | streetlight | 29.71,29.99,29.96,30.11,30.01,30.13,30.11,30.18,30.18,30.14 | | booth | 51.3,51.64,51.56,51.69,51.66,51.56,51.77,51.87,51.98,51.88 | | television receiver | 65.95,66.09,66.12,66.25,66.11,66.02,66.06,66.06,66.13,66.07 | | airplane | 59.64,59.7,59.76,59.82,59.93,59.98,60.07,60.03,60.07,60.0 | | dirt track | 21.81,21.94,22.45,21.91,22.84,22.25,22.6,22.58,22.95,22.97 | | apparel | 32.07,32.21,32.1,32.01,31.64,32.05,31.59,31.81,31.93,32.01 | | pole | 20.55,20.79,20.95,20.83,21.44,21.21,21.08,21.11,21.23,21.06 | | land | 3.76,3.67,3.68,3.68,3.69,3.73,3.63,3.62,3.62,3.62 | | bannister | 12.68,12.72,12.59,12.7,12.65,12.61,12.6,12.79,12.75,12.77 | | escalator | 23.04,23.14,23.09,23.19,23.25,23.29,23.46,23.34,23.38,23.39 | | ottoman | 42.75,42.8,42.5,42.35,42.31,42.07,41.91,41.79,41.68,41.54 | | bottle | 36.43,36.58,36.7,36.83,36.63,36.91,36.68,36.41,36.3,36.12 | | buffet | 39.56,39.67,39.67,39.85,39.16,38.92,39.58,39.54,39.48,43.22 | | poster | 21.92,22.04,22.08,22.15,22.24,22.32,22.6,22.77,23.23,23.29 | | stage | 12.68,12.49,12.34,12.51,12.21,12.08,11.9,11.88,11.64,11.74 | | van | 38.87,38.94,38.95,39.05,38.79,39.13,38.91,38.74,38.89,38.97 | | ship | 79.44,80.02,80.58,81.14,81.37,81.64,81.46,81.56,81.45,81.63 | | fountain | 19.94,20.72,20.96,21.17,21.28,21.18,21.3,21.29,21.24,21.27 | | conveyer belt | 85.44,85.56,85.61,85.61,85.43,85.63,85.15,85.14,83.97,83.83 | | canopy | 28.01,28.09,28.42,28.75,29.1,29.19,29.35,29.23,29.31,29.81 | | washer | 73.18,73.3,73.42,73.49,73.73,73.73,73.89,74.1,74.41,74.43 | | plaything | 22.05,22.14,22.09,22.24,22.16,22.15,22.22,22.18,22.18,22.11 | | swimming pool | 74.84,74.92,75.03,74.95,75.11,75.03,75.12,75.13,75.11,75.07 | | stool | 45.4,45.23,45.41,45.41,45.65,45.61,45.69,45.45,45.57,45.55 | | barrel | 49.35,49.25,49.68,49.86,49.87,49.43,49.66,49.49,49.3,49.24 | | basket | 24.46,24.5,24.64,24.65,24.74,24.85,25.02,25.08,25.12,25.18 | | waterfall | 42.81,42.87,42.76,42.55,42.63,42.48,42.44,42.36,42.32,42.3 | | tent | 96.02,96.06,96.07,96.16,96.16,96.16,96.22,96.26,96.28,96.32 | | bag | 15.99,16.17,16.44,16.64,16.63,16.83,16.92,17.03,17.35,17.32 | | minibike | 61.6,61.85,61.96,61.95,61.77,61.7,61.73,61.82,61.82,61.73 | | cradle | 85.51,85.65,85.87,85.97,86.16,86.28,86.28,86.33,86.45,86.57 | | oven | 45.1,45.54,45.97,47.02,47.32,47.65,48.28,48.67,48.83,49.43 | | ball | 48.92,48.78,48.97,48.99,48.98,49.22,49.15,49.11,49.4,49.48 | | food | 55.65,55.55,55.44,55.39,55.13,54.76,54.64,54.39,54.28,54.17 | | step | 6.5,6.55,6.3,6.58,6.43,6.17,6.27,6.13,6.18,6.15 | | tank | 55.61,55.7,55.77,55.66,55.65,55.71,55.74,55.74,55.71,55.79 | | trade name | 30.09,30.18,30.26,31.05,30.87,31.03,30.68,31.09,31.13,30.97 | | microwave | 68.7,69.3,70.08,71.1,71.69,71.92,72.43,72.81,73.09,73.47 | | pot | 31.45,31.45,31.4,31.47,31.74,31.61,31.57,31.66,31.64,31.62 | | animal | 53.59,53.55,53.59,53.63,53.69,53.66,53.68,53.72,53.73,53.77 | | bicycle | 56.21,56.63,56.43,56.5,56.55,56.5,56.77,56.48,56.6,56.42 | | lake | 58.44,58.62,58.65,58.68,58.73,58.76,58.74,58.69,58.71,58.75 | | dishwasher | 69.73,69.06,69.53,69.53,69.57,69.55,69.76,69.64,69.37,69.3 | | screen | 66.93,66.07,65.78,65.31,64.99,64.64,64.44,64.02,63.92,63.66 | | blanket | 18.9,19.1,19.58,19.37,19.94,20.11,20.19,20.57,20.71,20.81 | | sculpture | 54.56,54.53,54.51,54.25,54.12,54.11,53.81,53.71,53.54,53.34 | | hood | 60.61,60.43,60.31,60.06,60.01,60.0,60.0,59.94,60.03,59.87 | | sconce | 42.78,42.75,42.99,43.2,42.75,43.36,43.18,43.29,43.41,43.41 | | vase | 40.01,40.08,40.18,40.08,40.13,40.38,40.22,40.3,40.42,40.43 | | traffic light | 34.18,34.6,34.81,34.88,35.05,35.18,35.17,35.16,35.21,35.26 | | tray | 7.68,7.71,7.87,8.1,8.26,8.4,8.64,8.81,8.86,9.11 | | ashcan | 42.76,43.18,43.06,43.42,43.32,43.42,43.52,43.74,43.85,43.84 | | fan | 59.73,59.76,59.88,60.0,60.07,60.11,60.08,60.1,60.2,60.26 | | pier | 36.27,36.66,36.71,37.28,36.96,38.52,38.52,39.83,40.3,40.81 | | crt screen | 8.56,8.67,8.59,8.61,8.5,8.38,8.31,8.29,8.3,8.28 | | plate | 53.24,53.17,53.45,53.49,53.48,53.48,53.48,53.4,53.58,53.49 | | monitor | 14.35,14.24,14.39,14.26,14.4,14.54,14.58,14.64,14.72,14.72 | | bulletin board | 41.43,40.66,40.46,40.77,40.17,40.19,39.7,39.77,39.22,37.94 | | shower | 2.61,2.64,2.7,2.89,2.92,2.99,3.01,3.1,3.16,3.24 | | radiator | 61.53,61.93,61.27,60.49,60.7,60.74,60.03,60.1,60.49,60.43 | | glass | 14.82,14.84,14.79,14.83,14.76,14.78,14.69,14.75,14.72,14.67 | | clock | 38.95,38.93,38.99,39.15,39.4,39.35,39.58,39.77,39.86,40.04 | | flag | 33.52,33.6,33.24,33.37,33.39,33.42,33.23,33.31,33.25,33.12 | +---------------------+-------------------------------------------------------------+ 2023-03-03 05:13:19,918 - mmseg - INFO - Summary: 2023-03-03 05:13:19,918 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 49.01,49.09,49.15,49.21,49.24,49.28,49.28,49.32,49.34,49.37 | +-------------------------------------------------------------+ 2023-03-03 05:13:19,919 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:13:19,919 - mmseg - INFO - Iter(val) [250] mIoU: [0.4901, 0.4909, 0.4915, 0.4921, 0.4924, 0.4928, 0.4928, 0.4932, 0.4934, 0.4937], copy_paste: 49.01,49.09,49.15,49.21,49.24,49.28,49.28,49.32,49.34,49.37 2023-03-03 05:13:19,925 - mmseg - INFO - Swap parameters (before train) before iter [192001] 2023-03-03 05:13:33,445 - mmseg - INFO - Iter [192050/400000] lr: 1.875e-05, eta: 18:47:29, time: 17.685, data_time: 17.422, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.7763, loss: 0.1726 2023-03-03 05:13:46,741 - mmseg - INFO - Iter [192100/400000] lr: 1.875e-05, eta: 18:47:10, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0216, loss: 0.1709 2023-03-03 05:14:00,068 - mmseg - INFO - Iter [192150/400000] lr: 1.875e-05, eta: 18:46:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1884, loss: 0.1661 2023-03-03 05:14:13,469 - mmseg - INFO - Iter [192200/400000] lr: 1.875e-05, eta: 18:46:31, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1294, loss: 0.1670 2023-03-03 05:14:26,691 - mmseg - INFO - Iter [192250/400000] lr: 1.875e-05, eta: 18:46:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1549, loss: 0.1672 2023-03-03 05:14:40,028 - mmseg - INFO - Iter [192300/400000] lr: 1.875e-05, eta: 18:45:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.2379, loss: 0.1674 2023-03-03 05:14:53,275 - mmseg - INFO - Iter [192350/400000] lr: 1.875e-05, eta: 18:45:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2002, loss: 0.1637 2023-03-03 05:15:06,536 - mmseg - INFO - Iter [192400/400000] lr: 1.875e-05, eta: 18:45:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.3115, loss: 0.1645 2023-03-03 05:15:19,871 - mmseg - INFO - Iter [192450/400000] lr: 1.875e-05, eta: 18:44:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.0962, loss: 0.1666 2023-03-03 05:15:35,772 - mmseg - INFO - Iter [192500/400000] lr: 1.875e-05, eta: 18:44:37, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0717, loss: 0.1683 2023-03-03 05:15:49,106 - mmseg - INFO - Iter [192550/400000] lr: 1.875e-05, eta: 18:44:18, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1824, decode.acc_seg: 92.5893, loss: 0.1824 2023-03-03 05:16:02,484 - mmseg - INFO - Iter [192600/400000] lr: 1.875e-05, eta: 18:43:58, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8751, loss: 0.1736 2023-03-03 05:16:15,865 - mmseg - INFO - Iter [192650/400000] lr: 1.875e-05, eta: 18:43:39, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0476, loss: 0.1691 2023-03-03 05:16:29,253 - mmseg - INFO - Iter [192700/400000] lr: 1.875e-05, eta: 18:43:20, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.8088, loss: 0.1780 2023-03-03 05:16:42,500 - mmseg - INFO - Iter [192750/400000] lr: 1.875e-05, eta: 18:43:00, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.1052, loss: 0.1684 2023-03-03 05:16:55,766 - mmseg - INFO - Iter [192800/400000] lr: 1.875e-05, eta: 18:42:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9243, loss: 0.1711 2023-03-03 05:17:09,072 - mmseg - INFO - Iter [192850/400000] lr: 1.875e-05, eta: 18:42:21, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1785, decode.acc_seg: 92.8776, loss: 0.1785 2023-03-03 05:17:22,331 - mmseg - INFO - Iter [192900/400000] lr: 1.875e-05, eta: 18:42:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 92.8895, loss: 0.1725 2023-03-03 05:17:35,591 - mmseg - INFO - Iter [192950/400000] lr: 1.875e-05, eta: 18:41:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.8973, loss: 0.1750 2023-03-03 05:17:48,826 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:17:48,827 - mmseg - INFO - Iter [193000/400000] lr: 1.875e-05, eta: 18:41:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1761, decode.acc_seg: 92.7013, loss: 0.1761 2023-03-03 05:18:02,329 - mmseg - INFO - Iter [193050/400000] lr: 1.875e-05, eta: 18:41:04, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.9888, loss: 0.1731 2023-03-03 05:18:18,231 - mmseg - INFO - Iter [193100/400000] lr: 1.875e-05, eta: 18:40:47, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9933, loss: 0.1687 2023-03-03 05:18:31,551 - mmseg - INFO - Iter [193150/400000] lr: 1.875e-05, eta: 18:40:28, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.8795, loss: 0.1730 2023-03-03 05:18:44,935 - mmseg - INFO - Iter [193200/400000] lr: 1.875e-05, eta: 18:40:08, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3866, loss: 0.1617 2023-03-03 05:18:58,262 - mmseg - INFO - Iter [193250/400000] lr: 1.875e-05, eta: 18:39:49, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1900, loss: 0.1664 2023-03-03 05:19:11,595 - mmseg - INFO - Iter [193300/400000] lr: 1.875e-05, eta: 18:39:30, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.0348, loss: 0.1687 2023-03-03 05:19:24,893 - mmseg - INFO - Iter [193350/400000] lr: 1.875e-05, eta: 18:39:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 92.9777, loss: 0.1697 2023-03-03 05:19:38,133 - mmseg - INFO - Iter [193400/400000] lr: 1.875e-05, eta: 18:38:51, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.8892, loss: 0.1728 2023-03-03 05:19:51,669 - mmseg - INFO - Iter [193450/400000] lr: 1.875e-05, eta: 18:38:32, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.2465, loss: 0.1620 2023-03-03 05:20:05,079 - mmseg - INFO - Iter [193500/400000] lr: 1.875e-05, eta: 18:38:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1196, loss: 0.1677 2023-03-03 05:20:18,388 - mmseg - INFO - Iter [193550/400000] lr: 1.875e-05, eta: 18:37:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.2095, loss: 0.1685 2023-03-03 05:20:31,621 - mmseg - INFO - Iter [193600/400000] lr: 1.875e-05, eta: 18:37:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.0844, loss: 0.1664 2023-03-03 05:20:44,893 - mmseg - INFO - Iter [193650/400000] lr: 1.875e-05, eta: 18:37:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.7568, loss: 0.1755 2023-03-03 05:20:58,190 - mmseg - INFO - Iter [193700/400000] lr: 1.875e-05, eta: 18:36:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 93.0226, loss: 0.1732 2023-03-03 05:21:14,136 - mmseg - INFO - Iter [193750/400000] lr: 1.875e-05, eta: 18:36:38, time: 0.319, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1162, loss: 0.1673 2023-03-03 05:21:27,458 - mmseg - INFO - Iter [193800/400000] lr: 1.875e-05, eta: 18:36:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.0511, loss: 0.1675 2023-03-03 05:21:40,926 - mmseg - INFO - Iter [193850/400000] lr: 1.875e-05, eta: 18:36:00, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.2205, loss: 0.1669 2023-03-03 05:21:54,298 - mmseg - INFO - Iter [193900/400000] lr: 1.875e-05, eta: 18:35:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2547, loss: 0.1639 2023-03-03 05:22:07,600 - mmseg - INFO - Iter [193950/400000] lr: 1.875e-05, eta: 18:35:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 92.9197, loss: 0.1714 2023-03-03 05:22:20,892 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:22:20,892 - mmseg - INFO - Iter [194000/400000] lr: 1.875e-05, eta: 18:35:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.2331, loss: 0.1645 2023-03-03 05:22:34,203 - mmseg - INFO - Iter [194050/400000] lr: 1.875e-05, eta: 18:34:42, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.7741, loss: 0.1751 2023-03-03 05:22:47,612 - mmseg - INFO - Iter [194100/400000] lr: 1.875e-05, eta: 18:34:23, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 93.0106, loss: 0.1729 2023-03-03 05:23:00,950 - mmseg - INFO - Iter [194150/400000] lr: 1.875e-05, eta: 18:34:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.8911, loss: 0.1733 2023-03-03 05:23:14,217 - mmseg - INFO - Iter [194200/400000] lr: 1.875e-05, eta: 18:33:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0776, loss: 0.1704 2023-03-03 05:23:27,578 - mmseg - INFO - Iter [194250/400000] lr: 1.875e-05, eta: 18:33:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.7433, loss: 0.1777 2023-03-03 05:23:40,800 - mmseg - INFO - Iter [194300/400000] lr: 1.875e-05, eta: 18:33:06, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 92.9893, loss: 0.1698 2023-03-03 05:23:56,422 - mmseg - INFO - Iter [194350/400000] lr: 1.875e-05, eta: 18:32:49, time: 0.312, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7777, loss: 0.1773 2023-03-03 05:24:09,692 - mmseg - INFO - Iter [194400/400000] lr: 1.875e-05, eta: 18:32:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.9373, loss: 0.1719 2023-03-03 05:24:22,984 - mmseg - INFO - Iter [194450/400000] lr: 1.875e-05, eta: 18:32:10, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.8125, loss: 0.1731 2023-03-03 05:24:36,238 - mmseg - INFO - Iter [194500/400000] lr: 1.875e-05, eta: 18:31:51, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.3082, loss: 0.1634 2023-03-03 05:24:49,662 - mmseg - INFO - Iter [194550/400000] lr: 1.875e-05, eta: 18:31:31, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1291, loss: 0.1666 2023-03-03 05:25:02,923 - mmseg - INFO - Iter [194600/400000] lr: 1.875e-05, eta: 18:31:12, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.0213, loss: 0.1698 2023-03-03 05:25:16,245 - mmseg - INFO - Iter [194650/400000] lr: 1.875e-05, eta: 18:30:53, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.8413, loss: 0.1744 2023-03-03 05:25:29,653 - mmseg - INFO - Iter [194700/400000] lr: 1.875e-05, eta: 18:30:34, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.7992, loss: 0.1726 2023-03-03 05:25:42,941 - mmseg - INFO - Iter [194750/400000] lr: 1.875e-05, eta: 18:30:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1983, loss: 0.1646 2023-03-03 05:25:56,198 - mmseg - INFO - Iter [194800/400000] lr: 1.875e-05, eta: 18:29:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.9393, loss: 0.1709 2023-03-03 05:26:09,432 - mmseg - INFO - Iter [194850/400000] lr: 1.875e-05, eta: 18:29:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1029, loss: 0.1669 2023-03-03 05:26:22,789 - mmseg - INFO - Iter [194900/400000] lr: 1.875e-05, eta: 18:29:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2013, loss: 0.1639 2023-03-03 05:26:36,067 - mmseg - INFO - Iter [194950/400000] lr: 1.875e-05, eta: 18:28:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9672, loss: 0.1711 2023-03-03 05:26:51,914 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:26:51,914 - mmseg - INFO - Iter [195000/400000] lr: 1.875e-05, eta: 18:28:40, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.9372, loss: 0.1728 2023-03-03 05:27:05,317 - mmseg - INFO - Iter [195050/400000] lr: 1.875e-05, eta: 18:28:21, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.8870, loss: 0.1735 2023-03-03 05:27:18,659 - mmseg - INFO - Iter [195100/400000] lr: 1.875e-05, eta: 18:28:02, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0694, loss: 0.1691 2023-03-03 05:27:31,903 - mmseg - INFO - Iter [195150/400000] lr: 1.875e-05, eta: 18:27:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 93.0022, loss: 0.1699 2023-03-03 05:27:45,186 - mmseg - INFO - Iter [195200/400000] lr: 1.875e-05, eta: 18:27:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 93.0473, loss: 0.1728 2023-03-03 05:27:58,647 - mmseg - INFO - Iter [195250/400000] lr: 1.875e-05, eta: 18:27:04, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.7932, loss: 0.1751 2023-03-03 05:28:11,922 - mmseg - INFO - Iter [195300/400000] lr: 1.875e-05, eta: 18:26:45, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.2344, loss: 0.1678 2023-03-03 05:28:25,300 - mmseg - INFO - Iter [195350/400000] lr: 1.875e-05, eta: 18:26:26, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1235, loss: 0.1672 2023-03-03 05:28:38,545 - mmseg - INFO - Iter [195400/400000] lr: 1.875e-05, eta: 18:26:06, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.2286, loss: 0.1680 2023-03-03 05:28:51,971 - mmseg - INFO - Iter [195450/400000] lr: 1.875e-05, eta: 18:25:47, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 92.8832, loss: 0.1692 2023-03-03 05:29:05,213 - mmseg - INFO - Iter [195500/400000] lr: 1.875e-05, eta: 18:25:28, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.0985, loss: 0.1664 2023-03-03 05:29:18,456 - mmseg - INFO - Iter [195550/400000] lr: 1.875e-05, eta: 18:25:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.1355, loss: 0.1649 2023-03-03 05:29:31,814 - mmseg - INFO - Iter [195600/400000] lr: 1.875e-05, eta: 18:24:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.0830, loss: 0.1655 2023-03-03 05:29:47,578 - mmseg - INFO - Iter [195650/400000] lr: 1.875e-05, eta: 18:24:33, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1704, loss: 0.1680 2023-03-03 05:30:00,835 - mmseg - INFO - Iter [195700/400000] lr: 1.875e-05, eta: 18:24:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0888, loss: 0.1670 2023-03-03 05:30:14,089 - mmseg - INFO - Iter [195750/400000] lr: 1.875e-05, eta: 18:23:54, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 92.8755, loss: 0.1725 2023-03-03 05:30:27,419 - mmseg - INFO - Iter [195800/400000] lr: 1.875e-05, eta: 18:23:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.8752, loss: 0.1749 2023-03-03 05:30:40,744 - mmseg - INFO - Iter [195850/400000] lr: 1.875e-05, eta: 18:23:15, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.4017, loss: 0.1609 2023-03-03 05:30:54,100 - mmseg - INFO - Iter [195900/400000] lr: 1.875e-05, eta: 18:22:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1806, decode.acc_seg: 92.6879, loss: 0.1806 2023-03-03 05:31:07,442 - mmseg - INFO - Iter [195950/400000] lr: 1.875e-05, eta: 18:22:37, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.2674, loss: 0.1648 2023-03-03 05:31:20,689 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:31:20,689 - mmseg - INFO - Iter [196000/400000] lr: 1.875e-05, eta: 18:22:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1768, decode.acc_seg: 92.8307, loss: 0.1768 2023-03-03 05:31:33,962 - mmseg - INFO - Iter [196050/400000] lr: 1.875e-05, eta: 18:21:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.7803, loss: 0.1746 2023-03-03 05:31:47,210 - mmseg - INFO - Iter [196100/400000] lr: 1.875e-05, eta: 18:21:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3226, loss: 0.1617 2023-03-03 05:32:00,548 - mmseg - INFO - Iter [196150/400000] lr: 1.875e-05, eta: 18:21:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1748, decode.acc_seg: 92.8784, loss: 0.1748 2023-03-03 05:32:13,796 - mmseg - INFO - Iter [196200/400000] lr: 1.875e-05, eta: 18:21:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 92.9777, loss: 0.1696 2023-03-03 05:32:29,649 - mmseg - INFO - Iter [196250/400000] lr: 1.875e-05, eta: 18:20:44, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.5741, loss: 0.1780 2023-03-03 05:32:42,952 - mmseg - INFO - Iter [196300/400000] lr: 1.875e-05, eta: 18:20:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.8762, loss: 0.1755 2023-03-03 05:32:56,325 - mmseg - INFO - Iter [196350/400000] lr: 1.875e-05, eta: 18:20:06, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 92.9206, loss: 0.1680 2023-03-03 05:33:09,611 - mmseg - INFO - Iter [196400/400000] lr: 1.875e-05, eta: 18:19:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.1441, loss: 0.1690 2023-03-03 05:33:22,860 - mmseg - INFO - Iter [196450/400000] lr: 1.875e-05, eta: 18:19:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9633, loss: 0.1687 2023-03-03 05:33:36,103 - mmseg - INFO - Iter [196500/400000] lr: 1.875e-05, eta: 18:19:08, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 92.8093, loss: 0.1751 2023-03-03 05:33:49,367 - mmseg - INFO - Iter [196550/400000] lr: 1.875e-05, eta: 18:18:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0700, loss: 0.1702 2023-03-03 05:34:02,834 - mmseg - INFO - Iter [196600/400000] lr: 1.875e-05, eta: 18:18:30, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.3002, loss: 0.1634 2023-03-03 05:34:16,203 - mmseg - INFO - Iter [196650/400000] lr: 1.875e-05, eta: 18:18:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.0693, loss: 0.1642 2023-03-03 05:34:29,515 - mmseg - INFO - Iter [196700/400000] lr: 1.875e-05, eta: 18:17:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.8953, loss: 0.1707 2023-03-03 05:34:42,908 - mmseg - INFO - Iter [196750/400000] lr: 1.875e-05, eta: 18:17:32, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 92.9086, loss: 0.1703 2023-03-03 05:34:56,207 - mmseg - INFO - Iter [196800/400000] lr: 1.875e-05, eta: 18:17:13, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1741, decode.acc_seg: 92.7907, loss: 0.1741 2023-03-03 05:35:09,540 - mmseg - INFO - Iter [196850/400000] lr: 1.875e-05, eta: 18:16:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0969, loss: 0.1683 2023-03-03 05:35:25,373 - mmseg - INFO - Iter [196900/400000] lr: 1.875e-05, eta: 18:16:37, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0621, loss: 0.1701 2023-03-03 05:35:38,597 - mmseg - INFO - Iter [196950/400000] lr: 1.875e-05, eta: 18:16:18, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1729, decode.acc_seg: 92.8654, loss: 0.1729 2023-03-03 05:35:51,831 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:35:51,831 - mmseg - INFO - Iter [197000/400000] lr: 1.875e-05, eta: 18:15:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 92.8919, loss: 0.1710 2023-03-03 05:36:05,098 - mmseg - INFO - Iter [197050/400000] lr: 1.875e-05, eta: 18:15:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 93.0513, loss: 0.1718 2023-03-03 05:36:18,423 - mmseg - INFO - Iter [197100/400000] lr: 1.875e-05, eta: 18:15:21, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1723, decode.acc_seg: 92.8225, loss: 0.1723 2023-03-03 05:36:31,818 - mmseg - INFO - Iter [197150/400000] lr: 1.875e-05, eta: 18:15:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1165, loss: 0.1646 2023-03-03 05:36:45,065 - mmseg - INFO - Iter [197200/400000] lr: 1.875e-05, eta: 18:14:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.7018, loss: 0.1774 2023-03-03 05:36:58,322 - mmseg - INFO - Iter [197250/400000] lr: 1.875e-05, eta: 18:14:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.0921, loss: 0.1669 2023-03-03 05:37:11,596 - mmseg - INFO - Iter [197300/400000] lr: 1.875e-05, eta: 18:14:04, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 92.9565, loss: 0.1697 2023-03-03 05:37:24,900 - mmseg - INFO - Iter [197350/400000] lr: 1.875e-05, eta: 18:13:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1944, loss: 0.1667 2023-03-03 05:37:38,146 - mmseg - INFO - Iter [197400/400000] lr: 1.875e-05, eta: 18:13:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1190, loss: 0.1673 2023-03-03 05:37:51,415 - mmseg - INFO - Iter [197450/400000] lr: 1.875e-05, eta: 18:13:06, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0765, loss: 0.1685 2023-03-03 05:38:04,637 - mmseg - INFO - Iter [197500/400000] lr: 1.875e-05, eta: 18:12:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8684, loss: 0.1746 2023-03-03 05:38:20,489 - mmseg - INFO - Iter [197550/400000] lr: 1.875e-05, eta: 18:12:30, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1753, decode.acc_seg: 92.7835, loss: 0.1753 2023-03-03 05:38:33,786 - mmseg - INFO - Iter [197600/400000] lr: 1.875e-05, eta: 18:12:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 93.0137, loss: 0.1719 2023-03-03 05:38:47,149 - mmseg - INFO - Iter [197650/400000] lr: 1.875e-05, eta: 18:11:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 92.9577, loss: 0.1684 2023-03-03 05:39:00,355 - mmseg - INFO - Iter [197700/400000] lr: 1.875e-05, eta: 18:11:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0889, loss: 0.1701 2023-03-03 05:39:13,678 - mmseg - INFO - Iter [197750/400000] lr: 1.875e-05, eta: 18:11:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.2507, loss: 0.1615 2023-03-03 05:39:27,196 - mmseg - INFO - Iter [197800/400000] lr: 1.875e-05, eta: 18:10:55, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.1901, loss: 0.1625 2023-03-03 05:39:40,440 - mmseg - INFO - Iter [197850/400000] lr: 1.875e-05, eta: 18:10:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.6558, loss: 0.1740 2023-03-03 05:39:53,754 - mmseg - INFO - Iter [197900/400000] lr: 1.875e-05, eta: 18:10:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1771, decode.acc_seg: 92.7981, loss: 0.1771 2023-03-03 05:40:07,066 - mmseg - INFO - Iter [197950/400000] lr: 1.875e-05, eta: 18:09:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.0641, loss: 0.1686 2023-03-03 05:40:20,392 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:40:20,392 - mmseg - INFO - Iter [198000/400000] lr: 1.875e-05, eta: 18:09:38, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.9502, loss: 0.1717 2023-03-03 05:40:33,625 - mmseg - INFO - Iter [198050/400000] lr: 1.875e-05, eta: 18:09:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 92.9921, loss: 0.1665 2023-03-03 05:40:46,921 - mmseg - INFO - Iter [198100/400000] lr: 1.875e-05, eta: 18:09:00, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.8691, loss: 0.1734 2023-03-03 05:41:02,677 - mmseg - INFO - Iter [198150/400000] lr: 1.875e-05, eta: 18:08:44, time: 0.315, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 92.9934, loss: 0.1673 2023-03-03 05:41:16,070 - mmseg - INFO - Iter [198200/400000] lr: 1.875e-05, eta: 18:08:24, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.8029, loss: 0.1763 2023-03-03 05:41:29,322 - mmseg - INFO - Iter [198250/400000] lr: 1.875e-05, eta: 18:08:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.7503, loss: 0.1794 2023-03-03 05:41:42,815 - mmseg - INFO - Iter [198300/400000] lr: 1.875e-05, eta: 18:07:46, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.3602, loss: 0.1613 2023-03-03 05:41:56,315 - mmseg - INFO - Iter [198350/400000] lr: 1.875e-05, eta: 18:07:28, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.9732, loss: 0.1715 2023-03-03 05:42:09,610 - mmseg - INFO - Iter [198400/400000] lr: 1.875e-05, eta: 18:07:08, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.1932, loss: 0.1692 2023-03-03 05:42:23,052 - mmseg - INFO - Iter [198450/400000] lr: 1.875e-05, eta: 18:06:49, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.0267, loss: 0.1697 2023-03-03 05:42:36,349 - mmseg - INFO - Iter [198500/400000] lr: 1.875e-05, eta: 18:06:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1804, decode.acc_seg: 92.6814, loss: 0.1804 2023-03-03 05:42:49,637 - mmseg - INFO - Iter [198550/400000] lr: 1.875e-05, eta: 18:06:11, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.9082, loss: 0.1705 2023-03-03 05:43:02,939 - mmseg - INFO - Iter [198600/400000] lr: 1.875e-05, eta: 18:05:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.0897, loss: 0.1692 2023-03-03 05:43:16,176 - mmseg - INFO - Iter [198650/400000] lr: 1.875e-05, eta: 18:05:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2866, loss: 0.1637 2023-03-03 05:43:29,484 - mmseg - INFO - Iter [198700/400000] lr: 1.875e-05, eta: 18:05:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2569, loss: 0.1650 2023-03-03 05:43:42,728 - mmseg - INFO - Iter [198750/400000] lr: 1.875e-05, eta: 18:04:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.0958, loss: 0.1693 2023-03-03 05:43:58,577 - mmseg - INFO - Iter [198800/400000] lr: 1.875e-05, eta: 18:04:38, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2432, loss: 0.1638 2023-03-03 05:44:11,909 - mmseg - INFO - Iter [198850/400000] lr: 1.875e-05, eta: 18:04:19, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1728, decode.acc_seg: 92.8212, loss: 0.1728 2023-03-03 05:44:25,219 - mmseg - INFO - Iter [198900/400000] lr: 1.875e-05, eta: 18:04:00, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1765, decode.acc_seg: 92.8204, loss: 0.1765 2023-03-03 05:44:38,476 - mmseg - INFO - Iter [198950/400000] lr: 1.875e-05, eta: 18:03:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.9815, loss: 0.1749 2023-03-03 05:44:51,755 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:44:51,755 - mmseg - INFO - Iter [199000/400000] lr: 1.875e-05, eta: 18:03:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.9443, loss: 0.1719 2023-03-03 05:45:05,109 - mmseg - INFO - Iter [199050/400000] lr: 1.875e-05, eta: 18:03:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9473, loss: 0.1721 2023-03-03 05:45:18,388 - mmseg - INFO - Iter [199100/400000] lr: 1.875e-05, eta: 18:02:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.2276, loss: 0.1645 2023-03-03 05:45:31,667 - mmseg - INFO - Iter [199150/400000] lr: 1.875e-05, eta: 18:02:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1809, decode.acc_seg: 92.5541, loss: 0.1809 2023-03-03 05:45:45,073 - mmseg - INFO - Iter [199200/400000] lr: 1.875e-05, eta: 18:02:06, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1311, loss: 0.1680 2023-03-03 05:45:58,359 - mmseg - INFO - Iter [199250/400000] lr: 1.875e-05, eta: 18:01:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.1335, loss: 0.1657 2023-03-03 05:46:12,031 - mmseg - INFO - Iter [199300/400000] lr: 1.875e-05, eta: 18:01:28, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1660, loss: 0.1686 2023-03-03 05:46:25,304 - mmseg - INFO - Iter [199350/400000] lr: 1.875e-05, eta: 18:01:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.7379, loss: 0.1737 2023-03-03 05:46:41,246 - mmseg - INFO - Iter [199400/400000] lr: 1.875e-05, eta: 18:00:53, time: 0.319, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 92.9231, loss: 0.1725 2023-03-03 05:46:54,503 - mmseg - INFO - Iter [199450/400000] lr: 1.875e-05, eta: 18:00:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 92.9874, loss: 0.1673 2023-03-03 05:47:07,774 - mmseg - INFO - Iter [199500/400000] lr: 1.875e-05, eta: 18:00:14, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.9610, loss: 0.1730 2023-03-03 05:47:21,210 - mmseg - INFO - Iter [199550/400000] lr: 1.875e-05, eta: 17:59:56, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 92.9321, loss: 0.1696 2023-03-03 05:47:34,464 - mmseg - INFO - Iter [199600/400000] lr: 1.875e-05, eta: 17:59:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.0458, loss: 0.1659 2023-03-03 05:47:47,742 - mmseg - INFO - Iter [199650/400000] lr: 1.875e-05, eta: 17:59:17, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1074, loss: 0.1683 2023-03-03 05:48:01,119 - mmseg - INFO - Iter [199700/400000] lr: 1.875e-05, eta: 17:58:58, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.8635, loss: 0.1707 2023-03-03 05:48:14,578 - mmseg - INFO - Iter [199750/400000] lr: 1.875e-05, eta: 17:58:40, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.0364, loss: 0.1687 2023-03-03 05:48:27,955 - mmseg - INFO - Iter [199800/400000] lr: 1.875e-05, eta: 17:58:21, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1797, decode.acc_seg: 92.6600, loss: 0.1797 2023-03-03 05:48:41,272 - mmseg - INFO - Iter [199850/400000] lr: 1.875e-05, eta: 17:58:02, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.3333, loss: 0.1637 2023-03-03 05:48:54,505 - mmseg - INFO - Iter [199900/400000] lr: 1.875e-05, eta: 17:57:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.2104, loss: 0.1682 2023-03-03 05:49:07,934 - mmseg - INFO - Iter [199950/400000] lr: 1.875e-05, eta: 17:57:24, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0605, loss: 0.1677 2023-03-03 05:49:21,296 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:49:21,297 - mmseg - INFO - Iter [200000/400000] lr: 1.875e-05, eta: 17:57:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.9964, loss: 0.1744 2023-03-03 05:49:37,094 - mmseg - INFO - Iter [200050/400000] lr: 9.375e-06, eta: 17:56:48, time: 0.316, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0033, loss: 0.1690 2023-03-03 05:49:50,428 - mmseg - INFO - Iter [200100/400000] lr: 9.375e-06, eta: 17:56:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.1529, loss: 0.1647 2023-03-03 05:50:03,720 - mmseg - INFO - Iter [200150/400000] lr: 9.375e-06, eta: 17:56:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.0736, loss: 0.1660 2023-03-03 05:50:16,959 - mmseg - INFO - Iter [200200/400000] lr: 9.375e-06, eta: 17:55:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 93.0281, loss: 0.1711 2023-03-03 05:50:30,192 - mmseg - INFO - Iter [200250/400000] lr: 9.375e-06, eta: 17:55:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1171, loss: 0.1673 2023-03-03 05:50:43,507 - mmseg - INFO - Iter [200300/400000] lr: 9.375e-06, eta: 17:55:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.7462, loss: 0.1775 2023-03-03 05:50:56,810 - mmseg - INFO - Iter [200350/400000] lr: 9.375e-06, eta: 17:54:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2169, loss: 0.1667 2023-03-03 05:51:10,044 - mmseg - INFO - Iter [200400/400000] lr: 9.375e-06, eta: 17:54:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.1145, loss: 0.1681 2023-03-03 05:51:23,307 - mmseg - INFO - Iter [200450/400000] lr: 9.375e-06, eta: 17:54:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.0169, loss: 0.1692 2023-03-03 05:51:36,613 - mmseg - INFO - Iter [200500/400000] lr: 9.375e-06, eta: 17:53:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0295, loss: 0.1690 2023-03-03 05:51:49,914 - mmseg - INFO - Iter [200550/400000] lr: 9.375e-06, eta: 17:53:38, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 92.9902, loss: 0.1698 2023-03-03 05:52:03,245 - mmseg - INFO - Iter [200600/400000] lr: 9.375e-06, eta: 17:53:19, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1196, loss: 0.1651 2023-03-03 05:52:16,555 - mmseg - INFO - Iter [200650/400000] lr: 9.375e-06, eta: 17:53:00, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.0935, loss: 0.1645 2023-03-03 05:52:32,379 - mmseg - INFO - Iter [200700/400000] lr: 9.375e-06, eta: 17:52:44, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2076, loss: 0.1635 2023-03-03 05:52:45,660 - mmseg - INFO - Iter [200750/400000] lr: 9.375e-06, eta: 17:52:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.3270, loss: 0.1585 2023-03-03 05:52:58,920 - mmseg - INFO - Iter [200800/400000] lr: 9.375e-06, eta: 17:52:06, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2198, loss: 0.1633 2023-03-03 05:53:12,228 - mmseg - INFO - Iter [200850/400000] lr: 9.375e-06, eta: 17:51:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1728, loss: 0.1665 2023-03-03 05:53:25,487 - mmseg - INFO - Iter [200900/400000] lr: 9.375e-06, eta: 17:51:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1645, loss: 0.1683 2023-03-03 05:53:38,731 - mmseg - INFO - Iter [200950/400000] lr: 9.375e-06, eta: 17:51:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2648, loss: 0.1639 2023-03-03 05:53:51,986 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:53:51,986 - mmseg - INFO - Iter [201000/400000] lr: 9.375e-06, eta: 17:50:50, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1295, loss: 0.1672 2023-03-03 05:54:05,218 - mmseg - INFO - Iter [201050/400000] lr: 9.375e-06, eta: 17:50:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.0025, loss: 0.1692 2023-03-03 05:54:18,488 - mmseg - INFO - Iter [201100/400000] lr: 9.375e-06, eta: 17:50:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9758, loss: 0.1687 2023-03-03 05:54:31,910 - mmseg - INFO - Iter [201150/400000] lr: 9.375e-06, eta: 17:49:53, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.8649, loss: 0.1755 2023-03-03 05:54:45,208 - mmseg - INFO - Iter [201200/400000] lr: 9.375e-06, eta: 17:49:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0328, loss: 0.1670 2023-03-03 05:54:58,462 - mmseg - INFO - Iter [201250/400000] lr: 9.375e-06, eta: 17:49:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1029, loss: 0.1665 2023-03-03 05:55:14,548 - mmseg - INFO - Iter [201300/400000] lr: 9.375e-06, eta: 17:48:59, time: 0.322, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.9693, loss: 0.1735 2023-03-03 05:55:27,882 - mmseg - INFO - Iter [201350/400000] lr: 9.375e-06, eta: 17:48:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.1247, loss: 0.1656 2023-03-03 05:55:41,178 - mmseg - INFO - Iter [201400/400000] lr: 9.375e-06, eta: 17:48:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2212, loss: 0.1639 2023-03-03 05:55:54,480 - mmseg - INFO - Iter [201450/400000] lr: 9.375e-06, eta: 17:48:02, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.8674, loss: 0.1704 2023-03-03 05:56:07,715 - mmseg - INFO - Iter [201500/400000] lr: 9.375e-06, eta: 17:47:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 92.9923, loss: 0.1688 2023-03-03 05:56:20,952 - mmseg - INFO - Iter [201550/400000] lr: 9.375e-06, eta: 17:47:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.2191, loss: 0.1656 2023-03-03 05:56:34,182 - mmseg - INFO - Iter [201600/400000] lr: 9.375e-06, eta: 17:47:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 93.0257, loss: 0.1710 2023-03-03 05:56:47,602 - mmseg - INFO - Iter [201650/400000] lr: 9.375e-06, eta: 17:46:46, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.1544, loss: 0.1654 2023-03-03 05:57:00,924 - mmseg - INFO - Iter [201700/400000] lr: 9.375e-06, eta: 17:46:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2287, loss: 0.1646 2023-03-03 05:57:14,151 - mmseg - INFO - Iter [201750/400000] lr: 9.375e-06, eta: 17:46:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.8060, loss: 0.1726 2023-03-03 05:57:27,435 - mmseg - INFO - Iter [201800/400000] lr: 9.375e-06, eta: 17:45:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.1491, loss: 0.1622 2023-03-03 05:57:40,781 - mmseg - INFO - Iter [201850/400000] lr: 9.375e-06, eta: 17:45:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0685, loss: 0.1683 2023-03-03 05:57:54,246 - mmseg - INFO - Iter [201900/400000] lr: 9.375e-06, eta: 17:45:12, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 92.8496, loss: 0.1732 2023-03-03 05:58:10,081 - mmseg - INFO - Iter [201950/400000] lr: 9.375e-06, eta: 17:44:55, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0255, loss: 0.1679 2023-03-03 05:58:23,410 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 05:58:23,411 - mmseg - INFO - Iter [202000/400000] lr: 9.375e-06, eta: 17:44:36, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.1746, loss: 0.1643 2023-03-03 05:58:36,674 - mmseg - INFO - Iter [202050/400000] lr: 9.375e-06, eta: 17:44:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.7933, loss: 0.1713 2023-03-03 05:58:49,898 - mmseg - INFO - Iter [202100/400000] lr: 9.375e-06, eta: 17:43:58, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 92.9939, loss: 0.1698 2023-03-03 05:59:03,187 - mmseg - INFO - Iter [202150/400000] lr: 9.375e-06, eta: 17:43:40, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 93.0283, loss: 0.1711 2023-03-03 05:59:16,390 - mmseg - INFO - Iter [202200/400000] lr: 9.375e-06, eta: 17:43:21, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.2548, loss: 0.1655 2023-03-03 05:59:29,635 - mmseg - INFO - Iter [202250/400000] lr: 9.375e-06, eta: 17:43:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.2098, loss: 0.1658 2023-03-03 05:59:42,867 - mmseg - INFO - Iter [202300/400000] lr: 9.375e-06, eta: 17:42:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 93.0384, loss: 0.1725 2023-03-03 05:59:56,084 - mmseg - INFO - Iter [202350/400000] lr: 9.375e-06, eta: 17:42:24, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2801, loss: 0.1633 2023-03-03 06:00:09,336 - mmseg - INFO - Iter [202400/400000] lr: 9.375e-06, eta: 17:42:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 93.0073, loss: 0.1716 2023-03-03 06:00:22,736 - mmseg - INFO - Iter [202450/400000] lr: 9.375e-06, eta: 17:41:46, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2088, loss: 0.1641 2023-03-03 06:00:36,059 - mmseg - INFO - Iter [202500/400000] lr: 9.375e-06, eta: 17:41:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1112, loss: 0.1665 2023-03-03 06:00:49,296 - mmseg - INFO - Iter [202550/400000] lr: 9.375e-06, eta: 17:41:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.1559, loss: 0.1692 2023-03-03 06:01:05,063 - mmseg - INFO - Iter [202600/400000] lr: 9.375e-06, eta: 17:40:52, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.1836, loss: 0.1708 2023-03-03 06:01:18,395 - mmseg - INFO - Iter [202650/400000] lr: 9.375e-06, eta: 17:40:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0073, loss: 0.1702 2023-03-03 06:01:31,692 - mmseg - INFO - Iter [202700/400000] lr: 9.375e-06, eta: 17:40:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0769, loss: 0.1683 2023-03-03 06:01:45,083 - mmseg - INFO - Iter [202750/400000] lr: 9.375e-06, eta: 17:39:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.9684, loss: 0.1727 2023-03-03 06:01:58,307 - mmseg - INFO - Iter [202800/400000] lr: 9.375e-06, eta: 17:39:36, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.2660, loss: 0.1629 2023-03-03 06:02:11,576 - mmseg - INFO - Iter [202850/400000] lr: 9.375e-06, eta: 17:39:17, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 93.0194, loss: 0.1743 2023-03-03 06:02:24,941 - mmseg - INFO - Iter [202900/400000] lr: 9.375e-06, eta: 17:38:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1514, decode.acc_seg: 93.6490, loss: 0.1514 2023-03-03 06:02:38,272 - mmseg - INFO - Iter [202950/400000] lr: 9.375e-06, eta: 17:38:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0572, loss: 0.1694 2023-03-03 06:02:51,571 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:02:51,571 - mmseg - INFO - Iter [203000/400000] lr: 9.375e-06, eta: 17:38:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.3519, loss: 0.1595 2023-03-03 06:03:04,781 - mmseg - INFO - Iter [203050/400000] lr: 9.375e-06, eta: 17:38:02, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.1835, loss: 0.1689 2023-03-03 06:03:18,065 - mmseg - INFO - Iter [203100/400000] lr: 9.375e-06, eta: 17:37:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.1913, loss: 0.1684 2023-03-03 06:03:31,460 - mmseg - INFO - Iter [203150/400000] lr: 9.375e-06, eta: 17:37:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1860, loss: 0.1667 2023-03-03 06:03:47,310 - mmseg - INFO - Iter [203200/400000] lr: 9.375e-06, eta: 17:37:08, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.9348, loss: 0.1736 2023-03-03 06:04:00,676 - mmseg - INFO - Iter [203250/400000] lr: 9.375e-06, eta: 17:36:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2664, loss: 0.1624 2023-03-03 06:04:13,924 - mmseg - INFO - Iter [203300/400000] lr: 9.375e-06, eta: 17:36:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.8817, loss: 0.1719 2023-03-03 06:04:27,140 - mmseg - INFO - Iter [203350/400000] lr: 9.375e-06, eta: 17:36:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0361, loss: 0.1685 2023-03-03 06:04:40,394 - mmseg - INFO - Iter [203400/400000] lr: 9.375e-06, eta: 17:35:53, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 92.9589, loss: 0.1701 2023-03-03 06:04:53,674 - mmseg - INFO - Iter [203450/400000] lr: 9.375e-06, eta: 17:35:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.2151, loss: 0.1606 2023-03-03 06:05:06,992 - mmseg - INFO - Iter [203500/400000] lr: 9.375e-06, eta: 17:35:15, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1736, decode.acc_seg: 92.8702, loss: 0.1736 2023-03-03 06:05:20,234 - mmseg - INFO - Iter [203550/400000] lr: 9.375e-06, eta: 17:34:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 92.9262, loss: 0.1699 2023-03-03 06:05:33,506 - mmseg - INFO - Iter [203600/400000] lr: 9.375e-06, eta: 17:34:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 93.1707, loss: 0.1700 2023-03-03 06:05:46,974 - mmseg - INFO - Iter [203650/400000] lr: 9.375e-06, eta: 17:34:18, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.2436, loss: 0.1654 2023-03-03 06:06:00,367 - mmseg - INFO - Iter [203700/400000] lr: 9.375e-06, eta: 17:34:00, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.1830, loss: 0.1656 2023-03-03 06:06:13,638 - mmseg - INFO - Iter [203750/400000] lr: 9.375e-06, eta: 17:33:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.3139, loss: 0.1657 2023-03-03 06:06:26,961 - mmseg - INFO - Iter [203800/400000] lr: 9.375e-06, eta: 17:33:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.0490, loss: 0.1696 2023-03-03 06:06:42,827 - mmseg - INFO - Iter [203850/400000] lr: 9.375e-06, eta: 17:33:06, time: 0.318, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1770, loss: 0.1670 2023-03-03 06:06:56,167 - mmseg - INFO - Iter [203900/400000] lr: 9.375e-06, eta: 17:32:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.2376, loss: 0.1610 2023-03-03 06:07:09,436 - mmseg - INFO - Iter [203950/400000] lr: 9.375e-06, eta: 17:32:28, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.3530, loss: 0.1623 2023-03-03 06:07:22,927 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:07:22,928 - mmseg - INFO - Iter [204000/400000] lr: 9.375e-06, eta: 17:32:10, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.1376, loss: 0.1697 2023-03-03 06:07:36,154 - mmseg - INFO - Iter [204050/400000] lr: 9.375e-06, eta: 17:31:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1775, decode.acc_seg: 92.7948, loss: 0.1775 2023-03-03 06:07:49,414 - mmseg - INFO - Iter [204100/400000] lr: 9.375e-06, eta: 17:31:32, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0742, loss: 0.1677 2023-03-03 06:08:02,893 - mmseg - INFO - Iter [204150/400000] lr: 9.375e-06, eta: 17:31:13, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3265, loss: 0.1617 2023-03-03 06:08:16,299 - mmseg - INFO - Iter [204200/400000] lr: 9.375e-06, eta: 17:30:55, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2256, loss: 0.1665 2023-03-03 06:08:29,676 - mmseg - INFO - Iter [204250/400000] lr: 9.375e-06, eta: 17:30:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 93.0118, loss: 0.1721 2023-03-03 06:08:43,271 - mmseg - INFO - Iter [204300/400000] lr: 9.375e-06, eta: 17:30:17, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1820, loss: 0.1674 2023-03-03 06:08:56,673 - mmseg - INFO - Iter [204350/400000] lr: 9.375e-06, eta: 17:29:59, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3457, loss: 0.1604 2023-03-03 06:09:09,892 - mmseg - INFO - Iter [204400/400000] lr: 9.375e-06, eta: 17:29:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.3105, loss: 0.1649 2023-03-03 06:09:25,641 - mmseg - INFO - Iter [204450/400000] lr: 9.375e-06, eta: 17:29:23, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 92.9893, loss: 0.1682 2023-03-03 06:09:38,994 - mmseg - INFO - Iter [204500/400000] lr: 9.375e-06, eta: 17:29:05, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.2798, loss: 0.1629 2023-03-03 06:09:52,560 - mmseg - INFO - Iter [204550/400000] lr: 9.375e-06, eta: 17:28:46, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.0815, loss: 0.1678 2023-03-03 06:10:05,798 - mmseg - INFO - Iter [204600/400000] lr: 9.375e-06, eta: 17:28:27, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.9484, loss: 0.1693 2023-03-03 06:10:19,168 - mmseg - INFO - Iter [204650/400000] lr: 9.375e-06, eta: 17:28:09, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.1573, loss: 0.1629 2023-03-03 06:10:32,526 - mmseg - INFO - Iter [204700/400000] lr: 9.375e-06, eta: 17:27:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.0634, loss: 0.1641 2023-03-03 06:10:45,991 - mmseg - INFO - Iter [204750/400000] lr: 9.375e-06, eta: 17:27:31, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2777, loss: 0.1631 2023-03-03 06:10:59,219 - mmseg - INFO - Iter [204800/400000] lr: 9.375e-06, eta: 17:27:12, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2837, loss: 0.1647 2023-03-03 06:11:12,491 - mmseg - INFO - Iter [204850/400000] lr: 9.375e-06, eta: 17:26:54, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2699, loss: 0.1647 2023-03-03 06:11:25,721 - mmseg - INFO - Iter [204900/400000] lr: 9.375e-06, eta: 17:26:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2246, loss: 0.1632 2023-03-03 06:11:39,261 - mmseg - INFO - Iter [204950/400000] lr: 9.375e-06, eta: 17:26:16, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.0759, loss: 0.1686 2023-03-03 06:11:52,705 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:11:52,705 - mmseg - INFO - Iter [205000/400000] lr: 9.375e-06, eta: 17:25:58, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0703, loss: 0.1685 2023-03-03 06:12:06,046 - mmseg - INFO - Iter [205050/400000] lr: 9.375e-06, eta: 17:25:39, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 92.9205, loss: 0.1738 2023-03-03 06:12:21,828 - mmseg - INFO - Iter [205100/400000] lr: 9.375e-06, eta: 17:25:23, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.2114, loss: 0.1653 2023-03-03 06:12:35,076 - mmseg - INFO - Iter [205150/400000] lr: 9.375e-06, eta: 17:25:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.5049, loss: 0.1582 2023-03-03 06:12:48,439 - mmseg - INFO - Iter [205200/400000] lr: 9.375e-06, eta: 17:24:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1472, loss: 0.1660 2023-03-03 06:13:01,854 - mmseg - INFO - Iter [205250/400000] lr: 9.375e-06, eta: 17:24:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.1919, loss: 0.1635 2023-03-03 06:13:15,176 - mmseg - INFO - Iter [205300/400000] lr: 9.375e-06, eta: 17:24:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1749, decode.acc_seg: 92.8785, loss: 0.1749 2023-03-03 06:13:28,609 - mmseg - INFO - Iter [205350/400000] lr: 9.375e-06, eta: 17:23:49, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.3048, loss: 0.1627 2023-03-03 06:13:41,914 - mmseg - INFO - Iter [205400/400000] lr: 9.375e-06, eta: 17:23:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 92.8898, loss: 0.1710 2023-03-03 06:13:55,181 - mmseg - INFO - Iter [205450/400000] lr: 9.375e-06, eta: 17:23:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.0139, loss: 0.1656 2023-03-03 06:14:08,437 - mmseg - INFO - Iter [205500/400000] lr: 9.375e-06, eta: 17:22:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.2822, loss: 0.1640 2023-03-03 06:14:21,708 - mmseg - INFO - Iter [205550/400000] lr: 9.375e-06, eta: 17:22:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1961, loss: 0.1655 2023-03-03 06:14:34,980 - mmseg - INFO - Iter [205600/400000] lr: 9.375e-06, eta: 17:22:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 92.9139, loss: 0.1683 2023-03-03 06:14:48,341 - mmseg - INFO - Iter [205650/400000] lr: 9.375e-06, eta: 17:21:57, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0718, loss: 0.1717 2023-03-03 06:15:01,593 - mmseg - INFO - Iter [205700/400000] lr: 9.375e-06, eta: 17:21:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 93.0704, loss: 0.1711 2023-03-03 06:15:17,609 - mmseg - INFO - Iter [205750/400000] lr: 9.375e-06, eta: 17:21:22, time: 0.320, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.1831, loss: 0.1628 2023-03-03 06:15:30,909 - mmseg - INFO - Iter [205800/400000] lr: 9.375e-06, eta: 17:21:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.9688, loss: 0.1693 2023-03-03 06:15:44,213 - mmseg - INFO - Iter [205850/400000] lr: 9.375e-06, eta: 17:20:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.3095, loss: 0.1620 2023-03-03 06:15:57,479 - mmseg - INFO - Iter [205900/400000] lr: 9.375e-06, eta: 17:20:26, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2974, loss: 0.1632 2023-03-03 06:16:10,745 - mmseg - INFO - Iter [205950/400000] lr: 9.375e-06, eta: 17:20:07, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1040, loss: 0.1675 2023-03-03 06:16:24,016 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:16:24,016 - mmseg - INFO - Iter [206000/400000] lr: 9.375e-06, eta: 17:19:48, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 92.9517, loss: 0.1700 2023-03-03 06:16:37,288 - mmseg - INFO - Iter [206050/400000] lr: 9.375e-06, eta: 17:19:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.2573, loss: 0.1616 2023-03-03 06:16:50,581 - mmseg - INFO - Iter [206100/400000] lr: 9.375e-06, eta: 17:19:11, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.2060, loss: 0.1671 2023-03-03 06:17:03,949 - mmseg - INFO - Iter [206150/400000] lr: 9.375e-06, eta: 17:18:52, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9281, loss: 0.1724 2023-03-03 06:17:17,296 - mmseg - INFO - Iter [206200/400000] lr: 9.375e-06, eta: 17:18:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1706, decode.acc_seg: 93.1222, loss: 0.1706 2023-03-03 06:17:30,545 - mmseg - INFO - Iter [206250/400000] lr: 9.375e-06, eta: 17:18:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1937, loss: 0.1664 2023-03-03 06:17:43,974 - mmseg - INFO - Iter [206300/400000] lr: 9.375e-06, eta: 17:17:56, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1375, loss: 0.1664 2023-03-03 06:17:59,900 - mmseg - INFO - Iter [206350/400000] lr: 9.375e-06, eta: 17:17:40, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.3149, loss: 0.1647 2023-03-03 06:18:13,160 - mmseg - INFO - Iter [206400/400000] lr: 9.375e-06, eta: 17:17:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.1149, loss: 0.1685 2023-03-03 06:18:26,423 - mmseg - INFO - Iter [206450/400000] lr: 9.375e-06, eta: 17:17:03, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 92.9718, loss: 0.1690 2023-03-03 06:18:39,677 - mmseg - INFO - Iter [206500/400000] lr: 9.375e-06, eta: 17:16:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.0576, loss: 0.1696 2023-03-03 06:18:52,931 - mmseg - INFO - Iter [206550/400000] lr: 9.375e-06, eta: 17:16:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 92.9580, loss: 0.1712 2023-03-03 06:19:06,213 - mmseg - INFO - Iter [206600/400000] lr: 9.375e-06, eta: 17:16:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0532, loss: 0.1665 2023-03-03 06:19:19,767 - mmseg - INFO - Iter [206650/400000] lr: 9.375e-06, eta: 17:15:48, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.9117, loss: 0.1705 2023-03-03 06:19:33,155 - mmseg - INFO - Iter [206700/400000] lr: 9.375e-06, eta: 17:15:30, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1405, loss: 0.1664 2023-03-03 06:19:46,488 - mmseg - INFO - Iter [206750/400000] lr: 9.375e-06, eta: 17:15:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.9161, loss: 0.1742 2023-03-03 06:19:59,752 - mmseg - INFO - Iter [206800/400000] lr: 9.375e-06, eta: 17:14:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3505, loss: 0.1606 2023-03-03 06:20:13,025 - mmseg - INFO - Iter [206850/400000] lr: 9.375e-06, eta: 17:14:34, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2923, loss: 0.1631 2023-03-03 06:20:26,314 - mmseg - INFO - Iter [206900/400000] lr: 9.375e-06, eta: 17:14:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0861, loss: 0.1679 2023-03-03 06:20:39,642 - mmseg - INFO - Iter [206950/400000] lr: 9.375e-06, eta: 17:13:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2722, loss: 0.1641 2023-03-03 06:20:55,531 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:20:55,531 - mmseg - INFO - Iter [207000/400000] lr: 9.375e-06, eta: 17:13:40, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1390, loss: 0.1648 2023-03-03 06:21:08,841 - mmseg - INFO - Iter [207050/400000] lr: 9.375e-06, eta: 17:13:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.1414, loss: 0.1668 2023-03-03 06:21:22,202 - mmseg - INFO - Iter [207100/400000] lr: 9.375e-06, eta: 17:13:03, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3135, loss: 0.1635 2023-03-03 06:21:35,635 - mmseg - INFO - Iter [207150/400000] lr: 9.375e-06, eta: 17:12:44, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1706, decode.acc_seg: 93.1024, loss: 0.1706 2023-03-03 06:21:48,925 - mmseg - INFO - Iter [207200/400000] lr: 9.375e-06, eta: 17:12:26, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.1806, loss: 0.1634 2023-03-03 06:22:02,308 - mmseg - INFO - Iter [207250/400000] lr: 9.375e-06, eta: 17:12:07, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2132, loss: 0.1650 2023-03-03 06:22:15,664 - mmseg - INFO - Iter [207300/400000] lr: 9.375e-06, eta: 17:11:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2218, loss: 0.1644 2023-03-03 06:22:29,013 - mmseg - INFO - Iter [207350/400000] lr: 9.375e-06, eta: 17:11:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 92.9941, loss: 0.1702 2023-03-03 06:22:42,251 - mmseg - INFO - Iter [207400/400000] lr: 9.375e-06, eta: 17:11:11, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 92.9950, loss: 0.1692 2023-03-03 06:22:55,517 - mmseg - INFO - Iter [207450/400000] lr: 9.375e-06, eta: 17:10:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 93.0218, loss: 0.1711 2023-03-03 06:23:08,847 - mmseg - INFO - Iter [207500/400000] lr: 9.375e-06, eta: 17:10:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1297, loss: 0.1675 2023-03-03 06:23:22,294 - mmseg - INFO - Iter [207550/400000] lr: 9.375e-06, eta: 17:10:15, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1473, loss: 0.1658 2023-03-03 06:23:38,146 - mmseg - INFO - Iter [207600/400000] lr: 9.375e-06, eta: 17:09:59, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.0931, loss: 0.1663 2023-03-03 06:23:51,451 - mmseg - INFO - Iter [207650/400000] lr: 9.375e-06, eta: 17:09:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1220, loss: 0.1673 2023-03-03 06:24:04,739 - mmseg - INFO - Iter [207700/400000] lr: 9.375e-06, eta: 17:09:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1565, decode.acc_seg: 93.5478, loss: 0.1565 2023-03-03 06:24:18,127 - mmseg - INFO - Iter [207750/400000] lr: 9.375e-06, eta: 17:09:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.5369, loss: 0.1590 2023-03-03 06:24:31,460 - mmseg - INFO - Iter [207800/400000] lr: 9.375e-06, eta: 17:08:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1794, decode.acc_seg: 92.8330, loss: 0.1794 2023-03-03 06:24:44,708 - mmseg - INFO - Iter [207850/400000] lr: 9.375e-06, eta: 17:08:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 92.9631, loss: 0.1696 2023-03-03 06:24:58,083 - mmseg - INFO - Iter [207900/400000] lr: 9.375e-06, eta: 17:08:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.0378, loss: 0.1708 2023-03-03 06:25:11,446 - mmseg - INFO - Iter [207950/400000] lr: 9.375e-06, eta: 17:07:49, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.0762, loss: 0.1647 2023-03-03 06:25:24,745 - mmseg - INFO - Swap parameters (after train) after iter [208000] 2023-03-03 06:25:24,758 - mmseg - INFO - Saving checkpoint at 208000 iterations 2023-03-03 06:25:26,888 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:25:26,888 - mmseg - INFO - Iter [208000/400000] lr: 9.375e-06, eta: 17:07:32, time: 0.309, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.3345, loss: 0.1647 2023-03-03 06:39:58,249 - mmseg - INFO - per class results: 2023-03-03 06:39:58,258 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.62,77.63,77.65,77.65,77.65,77.65,77.67,77.66,77.68,77.69 | | building | 81.76,81.79,81.78,81.79,81.8,81.8,81.79,81.81,81.83,81.83 | | sky | 94.55,94.56,94.57,94.57,94.57,94.59,94.59,94.6,94.6,94.6 | | floor | 81.79,81.8,81.83,81.84,81.85,81.87,81.89,81.91,81.91,81.92 | | tree | 74.1,74.16,74.2,74.23,74.23,74.26,74.28,74.29,74.31,74.3 | | ceiling | 84.98,84.99,85.02,85.0,84.96,84.93,84.96,84.91,84.91,84.88 | | road | 82.4,82.37,82.41,82.42,82.41,82.4,82.4,82.4,82.4,82.4 | | bed | 87.59,87.61,87.64,87.66,87.71,87.75,87.75,87.74,87.77,87.77 | | windowpane | 60.6,60.71,60.8,60.89,60.98,61.0,61.05,61.18,61.23,61.3 | | grass | 67.37,67.46,67.43,67.43,67.47,67.52,67.5,67.54,67.65,67.62 | | cabinet | 60.62,60.76,60.76,60.81,60.83,60.89,60.97,60.99,61.06,61.1 | | sidewalk | 65.09,65.03,65.08,65.09,65.07,65.04,64.96,64.94,64.91,64.9 | | person | 80.29,80.31,80.33,80.33,80.37,80.38,80.38,80.36,80.39,80.37 | | earth | 36.44,36.44,36.43,36.37,36.36,36.33,36.34,36.22,36.14,36.11 | | door | 45.64,45.76,45.73,45.68,45.79,45.69,45.65,45.58,45.65,45.69 | | table | 62.51,62.58,62.62,62.7,62.68,62.8,62.79,62.84,62.85,62.84 | | mountain | 57.69,57.76,57.78,57.83,57.77,57.77,57.76,57.72,57.68,57.68 | | plant | 49.9,49.92,49.9,49.83,49.94,49.97,49.93,49.88,49.87,49.96 | | curtain | 73.77,73.87,73.79,73.87,73.99,74.02,74.0,74.09,74.14,74.11 | | chair | 57.42,57.56,57.56,57.55,57.65,57.63,57.59,57.64,57.64,57.66 | | car | 82.9,82.92,82.91,82.91,82.88,82.88,82.87,82.87,82.86,82.8 | | water | 57.14,57.3,57.33,57.45,57.54,57.5,57.55,57.59,57.66,57.68 | | painting | 69.85,69.8,69.85,69.8,69.87,69.92,70.06,70.07,70.05,70.08 | | sofa | 64.68,64.58,64.71,64.53,64.77,64.71,64.7,64.77,64.79,64.74 | | shelf | 43.47,43.49,43.55,43.47,43.52,43.62,43.63,43.7,43.71,43.77 | | house | 42.94,42.93,42.84,42.71,42.62,42.53,42.43,42.48,42.62,42.75 | | sea | 59.95,60.03,60.04,60.14,60.15,60.19,60.2,60.26,60.34,60.37 | | mirror | 67.61,67.79,67.89,68.16,68.22,68.24,68.43,68.41,68.5,68.51 | | rug | 65.64,65.57,65.64,65.67,65.59,65.6,65.54,65.65,65.66,65.69 | | field | 31.15,31.14,31.15,31.18,31.16,31.16,31.16,31.16,31.2,31.15 | | armchair | 38.8,38.64,38.68,38.57,38.72,38.69,38.59,38.65,38.66,38.62 | | seat | 67.59,67.67,67.78,67.75,67.78,67.79,67.72,67.67,67.62,67.58 | | fence | 41.11,41.17,41.23,41.31,41.29,41.34,41.38,41.49,41.63,41.67 | | desk | 47.33,47.31,47.44,47.45,47.37,47.54,47.49,47.49,47.35,47.37 | | rock | 38.79,38.81,38.85,38.8,38.76,38.65,38.51,38.49,38.37,38.32 | | wardrobe | 57.02,57.18,57.36,57.43,57.34,57.51,57.6,57.66,57.63,57.69 | | lamp | 65.44,65.5,65.88,65.85,66.01,66.07,66.1,66.11,66.13,66.1 | | bathtub | 75.43,75.19,75.14,75.28,75.69,75.79,75.85,75.93,75.97,76.03 | | railing | 34.06,34.16,34.25,34.36,34.47,34.61,34.74,34.86,34.91,34.98 | | cushion | 57.24,57.13,57.29,57.49,57.57,57.58,57.64,57.47,57.59,57.64 | | base | 22.4,22.55,22.81,23.0,23.15,23.23,23.27,23.36,23.39,23.32 | | box | 23.58,23.71,23.87,23.92,23.95,24.11,24.31,24.36,24.39,24.47 | | column | 46.59,46.56,46.72,46.8,46.82,46.9,46.93,46.91,46.93,46.9 | | signboard | 38.58,38.73,38.76,38.89,38.77,38.81,38.87,38.73,38.76,38.67 | | chest of drawers | 36.2,36.36,36.47,36.58,37.03,36.84,36.85,36.93,37.1,37.21 | | counter | 29.81,29.87,30.28,30.19,30.58,30.64,30.72,30.67,30.64,30.7 | | sand | 41.56,41.34,40.93,40.89,40.71,40.67,40.6,40.61,40.57,40.56 | | sink | 68.56,68.6,68.7,68.58,68.8,68.71,68.83,68.82,68.85,68.82 | | skyscraper | 51.07,51.0,50.68,50.99,51.09,51.06,51.02,50.97,50.77,50.8 | | fireplace | 76.3,76.53,76.54,76.7,76.81,76.75,76.81,76.88,76.73,76.8 | | refrigerator | 76.34,76.89,77.09,77.1,77.19,77.41,77.57,77.78,77.75,77.69 | | grandstand | 53.82,53.89,54.07,54.12,54.3,54.49,54.67,54.79,54.8,54.94 | | path | 22.81,22.89,23.06,23.07,23.06,23.1,23.1,23.06,22.98,22.97 | | stairs | 32.3,32.49,32.41,32.31,32.38,32.35,32.38,32.36,32.32,32.32 | | runway | 68.35,68.45,68.47,68.52,68.52,68.56,68.61,68.55,68.58,68.55 | | case | 44.16,44.37,44.82,44.96,45.56,45.75,46.14,46.55,46.88,47.45 | | pool table | 91.83,91.86,91.91,91.84,91.81,91.86,91.88,91.89,91.85,91.82 | | pillow | 63.2,63.49,63.5,63.86,63.96,64.0,63.99,64.01,64.14,64.13 | | screen door | 70.45,70.27,70.09,69.94,69.67,69.72,69.8,69.68,69.68,69.69 | | stairway | 22.68,22.8,22.71,22.81,22.83,22.86,22.86,22.92,22.91,22.92 | | river | 11.95,11.96,12.05,12.07,12.08,12.18,12.15,12.23,12.3,12.31 | | bridge | 34.28,34.16,34.45,34.66,34.65,34.61,34.04,34.34,34.12,33.81 | | bookcase | 45.3,45.52,45.7,45.84,45.82,46.12,46.22,46.24,46.29,46.38 | | blind | 40.39,40.2,40.47,40.58,40.54,40.43,39.85,39.86,39.75,39.71 | | coffee table | 55.8,55.83,55.84,55.74,55.83,56.02,56.18,56.21,56.23,56.31 | | toilet | 84.41,84.4,84.45,84.42,84.49,84.44,84.43,84.35,84.36,84.28 | | flower | 38.96,39.13,39.14,39.23,39.49,39.82,39.83,39.94,40.06,40.17 | | book | 47.38,47.39,47.46,47.51,47.59,47.64,47.55,47.39,47.43,47.38 | | hill | 16.47,16.53,16.56,16.5,16.53,16.31,16.39,16.31,16.2,16.22 | | bench | 43.22,43.33,43.44,43.19,43.35,43.31,43.15,43.09,42.76,42.61 | | countertop | 57.24,57.34,57.12,57.65,57.85,58.34,58.26,58.4,58.8,58.82 | | stove | 73.37,73.16,73.37,73.17,73.44,73.19,73.3,73.33,73.41,73.37 | | palm | 48.4,48.4,48.31,48.41,48.57,48.6,48.58,48.62,48.73,48.73 | | kitchen island | 47.16,48.2,48.68,48.64,48.84,48.75,48.7,48.6,48.66,48.68 | | computer | 60.85,60.86,60.92,60.94,60.89,60.76,60.82,60.89,60.6,60.56 | | swivel chair | 44.33,44.5,44.54,44.47,44.58,44.37,44.39,44.43,44.31,44.32 | | boat | 71.33,71.58,71.62,71.63,71.72,71.75,71.89,71.78,71.87,71.81 | | bar | 24.37,24.3,24.35,24.37,24.44,24.43,24.42,24.39,24.35,24.35 | | arcade machine | 69.02,69.0,68.69,68.88,68.61,68.25,67.63,67.9,68.21,67.61 | | hovel | 28.41,28.42,28.53,28.71,28.62,28.79,28.59,28.46,28.65,28.47 | | bus | 79.67,79.75,79.88,79.97,79.97,80.05,80.13,80.05,80.15,80.14 | | towel | 61.77,61.75,61.76,61.88,61.6,61.81,61.75,61.63,61.74,61.68 | | light | 57.12,57.2,57.45,57.63,57.73,57.74,57.91,58.03,58.16,58.23 | | truck | 18.28,18.44,18.05,18.28,18.36,18.35,18.22,18.39,18.14,18.2 | | tower | 6.94,7.17,7.14,7.59,7.63,7.72,8.08,8.21,7.92,8.0 | | chandelier | 66.27,66.32,66.43,66.55,66.67,66.75,66.76,66.74,66.82,66.82 | | awning | 24.08,24.42,24.2,24.4,24.16,24.26,24.39,24.31,24.27,24.31 | | streetlight | 29.69,29.82,29.77,29.89,29.81,29.88,29.88,29.92,29.9,29.92 | | booth | 50.06,50.37,50.76,50.84,51.09,51.19,51.32,51.21,51.25,51.38 | | television receiver | 65.61,65.75,65.89,66.02,65.95,65.77,66.05,65.88,65.91,65.85 | | airplane | 59.33,59.44,59.43,59.69,59.66,59.73,59.77,59.78,59.85,59.85 | | dirt track | 22.29,22.64,22.72,22.7,22.74,22.93,23.03,22.87,22.52,22.32 | | apparel | 30.47,30.37,30.26,30.12,30.1,29.99,30.21,30.41,30.48,30.27 | | pole | 20.64,20.88,20.9,20.97,21.32,21.32,21.42,21.31,21.42,21.53 | | land | 4.32,4.19,4.24,4.22,4.22,4.25,4.2,4.12,4.12,4.09 | | bannister | 12.55,12.66,12.83,13.0,12.84,12.86,12.93,13.04,13.05,13.11 | | escalator | 23.74,23.7,23.77,23.92,23.9,23.81,23.9,23.92,24.05,24.04 | | ottoman | 41.9,41.89,41.73,41.99,41.87,41.79,41.78,41.63,41.5,41.44 | | bottle | 36.52,36.77,36.87,36.97,36.93,36.98,36.66,36.44,36.25,35.98 | | buffet | 40.34,40.48,40.29,39.81,39.27,39.6,40.66,42.22,43.45,43.6 | | poster | 21.51,21.53,21.49,21.88,21.89,22.08,21.88,21.97,22.08,22.4 | | stage | 12.81,12.69,12.87,12.54,12.44,12.57,12.24,11.95,11.85,11.82 | | van | 38.22,37.87,37.78,37.82,37.25,37.25,37.21,37.37,37.17,37.2 | | ship | 79.99,80.29,81.01,81.29,81.19,81.33,81.46,81.48,81.5,81.65 | | fountain | 18.6,19.88,20.02,20.64,21.03,21.0,21.14,21.18,21.33,21.22 | | conveyer belt | 85.82,85.85,85.69,85.49,85.44,85.2,84.52,83.95,83.92,83.86 | | canopy | 28.93,29.07,29.15,29.4,30.04,30.23,30.59,30.27,30.75,30.65 | | washer | 71.43,71.8,71.76,72.08,72.35,72.67,72.81,72.83,73.06,73.74 | | plaything | 21.93,22.05,22.14,21.99,22.13,22.11,22.09,22.16,22.02,22.01 | | swimming pool | 73.65,73.74,73.78,73.58,74.0,73.63,74.1,74.12,74.14,74.22 | | stool | 46.3,46.24,46.33,46.49,46.65,46.52,46.64,46.65,46.58,46.61 | | barrel | 50.28,50.98,51.59,51.66,51.61,52.49,52.22,52.5,52.28,53.04 | | basket | 24.55,24.57,24.82,24.87,25.14,25.12,25.1,25.18,25.25,25.27 | | waterfall | 42.15,42.16,42.19,42.17,42.15,42.18,42.13,42.09,42.0,42.05 | | tent | 95.75,95.77,95.82,95.81,95.87,95.92,95.95,95.95,95.98,95.98 | | bag | 15.72,15.96,15.97,16.17,16.26,16.49,16.37,16.65,16.38,16.5 | | minibike | 61.75,61.93,61.8,61.73,61.72,61.65,61.72,61.53,61.53,61.59 | | cradle | 85.93,86.11,86.35,86.55,86.56,86.78,86.89,86.9,86.98,86.97 | | oven | 43.7,44.01,44.77,45.3,45.97,46.25,46.95,47.22,47.42,47.93 | | ball | 47.33,47.4,47.36,47.07,47.26,47.16,46.9,47.14,47.21,47.3 | | food | 55.22,55.18,55.02,55.08,55.08,55.0,54.73,54.52,54.31,54.18 | | step | 6.63,6.18,6.14,6.12,6.19,6.05,6.08,6.2,6.13,6.23 | | tank | 55.56,55.69,55.76,55.96,55.96,55.93,55.84,55.81,55.88,55.98 | | trade name | 27.17,27.49,26.84,27.34,26.91,26.53,26.27,26.39,26.3,26.27 | | microwave | 66.01,67.45,68.35,69.0,69.35,70.24,70.79,70.9,70.99,71.33 | | pot | 31.82,31.74,31.75,31.8,31.88,31.92,31.82,31.83,31.8,31.77 | | animal | 53.56,53.59,53.58,53.64,53.64,53.64,53.69,53.69,53.72,53.73 | | bicycle | 56.73,56.78,56.81,56.9,57.03,57.02,57.0,57.21,56.88,56.92 | | lake | 58.51,58.55,58.57,58.56,58.62,58.62,58.62,58.68,58.7,58.75 | | dishwasher | 70.44,72.03,72.19,72.76,72.92,73.19,73.4,73.35,73.56,73.47 | | screen | 64.29,63.86,63.49,63.4,63.34,63.19,63.12,63.02,62.9,62.97 | | blanket | 19.46,19.64,19.73,19.99,20.08,20.3,20.3,20.38,20.48,20.47 | | sculpture | 56.38,56.55,56.21,56.34,56.33,56.48,56.55,56.43,56.58,56.37 | | hood | 62.63,61.25,60.98,60.84,60.33,60.12,60.14,59.87,59.86,59.77 | | sconce | 43.28,43.54,43.66,43.59,43.6,43.74,43.2,42.4,42.94,42.68 | | vase | 39.87,40.0,40.04,40.07,40.3,40.47,40.31,40.58,40.5,40.61 | | traffic light | 34.14,34.36,34.61,34.79,34.9,35.07,35.31,35.41,35.52,35.57 | | tray | 7.7,7.84,7.93,7.97,8.07,8.53,8.56,8.99,9.24,9.54 | | ashcan | 43.49,43.84,43.95,44.06,44.13,44.18,44.51,44.4,44.82,44.87 | | fan | 59.82,59.89,59.96,60.27,60.2,60.07,60.19,60.53,60.38,60.34 | | pier | 39.07,39.29,40.03,40.0,40.94,41.18,41.23,40.68,40.48,40.53 | | crt screen | 9.05,9.05,8.74,8.77,8.6,8.45,8.43,8.35,8.34,8.3 | | plate | 53.09,53.06,53.23,53.21,53.11,53.18,53.13,53.25,53.1,53.33 | | monitor | 15.43,15.42,15.41,15.06,15.13,15.29,15.52,15.55,15.51,15.53 | | bulletin board | 39.41,40.17,39.64,38.96,38.77,38.7,38.27,38.05,37.5,37.1 | | shower | 2.81,2.84,2.91,2.97,3.07,3.05,3.11,3.12,3.2,3.25 | | radiator | 60.11,60.5,60.71,61.09,60.81,61.58,60.15,60.76,60.46,60.05 | | glass | 15.06,15.11,15.09,15.04,15.11,15.04,15.0,15.07,15.04,15.11 | | clock | 38.44,38.56,38.45,38.59,38.96,38.84,39.02,39.19,39.47,39.46 | | flag | 32.33,32.27,32.31,32.16,32.1,32.34,32.08,32.01,31.98,31.88 | +---------------------+-------------------------------------------------------------+ 2023-03-03 06:39:58,258 - mmseg - INFO - Summary: 2023-03-03 06:39:58,258 - mmseg - INFO - +------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +------------------------------------------------------------+ | 48.99,49.09,49.15,49.21,49.26,49.3,49.31,49.33,49.35,49.36 | +------------------------------------------------------------+ 2023-03-03 06:39:58,258 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:39:58,258 - mmseg - INFO - Iter(val) [250] mIoU: [0.4899, 0.4909, 0.4915, 0.4921, 0.4926, 0.493, 0.4931, 0.4933, 0.4935, 0.4936], copy_paste: 48.99,49.09,49.15,49.21,49.26,49.3,49.31,49.33,49.35,49.36 2023-03-03 06:39:58,266 - mmseg - INFO - Swap parameters (before train) before iter [208001] 2023-03-03 06:40:11,818 - mmseg - INFO - Iter [208050/400000] lr: 9.375e-06, eta: 17:20:38, time: 17.699, data_time: 17.436, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0488, loss: 0.1702 2023-03-03 06:40:25,238 - mmseg - INFO - Iter [208100/400000] lr: 9.375e-06, eta: 17:20:19, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.9086, loss: 0.1720 2023-03-03 06:40:38,502 - mmseg - INFO - Iter [208150/400000] lr: 9.375e-06, eta: 17:20:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4529, loss: 0.1590 2023-03-03 06:40:51,913 - mmseg - INFO - Iter [208200/400000] lr: 9.375e-06, eta: 17:19:41, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.9286, loss: 0.1719 2023-03-03 06:41:07,704 - mmseg - INFO - Iter [208250/400000] lr: 9.375e-06, eta: 17:19:25, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3237, loss: 0.1622 2023-03-03 06:41:20,926 - mmseg - INFO - Iter [208300/400000] lr: 9.375e-06, eta: 17:19:05, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.2257, loss: 0.1623 2023-03-03 06:41:34,306 - mmseg - INFO - Iter [208350/400000] lr: 9.375e-06, eta: 17:18:47, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.3759, loss: 0.1584 2023-03-03 06:41:47,569 - mmseg - INFO - Iter [208400/400000] lr: 9.375e-06, eta: 17:18:28, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.2982, loss: 0.1648 2023-03-03 06:42:00,907 - mmseg - INFO - Iter [208450/400000] lr: 9.375e-06, eta: 17:18:09, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1857, loss: 0.1664 2023-03-03 06:42:14,168 - mmseg - INFO - Iter [208500/400000] lr: 9.375e-06, eta: 17:17:50, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.7248, loss: 0.1742 2023-03-03 06:42:27,414 - mmseg - INFO - Iter [208550/400000] lr: 9.375e-06, eta: 17:17:31, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.2702, loss: 0.1612 2023-03-03 06:42:40,751 - mmseg - INFO - Iter [208600/400000] lr: 9.375e-06, eta: 17:17:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0665, loss: 0.1701 2023-03-03 06:42:54,099 - mmseg - INFO - Iter [208650/400000] lr: 9.375e-06, eta: 17:16:53, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.2580, loss: 0.1642 2023-03-03 06:43:07,347 - mmseg - INFO - Iter [208700/400000] lr: 9.375e-06, eta: 17:16:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0584, loss: 0.1690 2023-03-03 06:43:20,722 - mmseg - INFO - Iter [208750/400000] lr: 9.375e-06, eta: 17:16:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2883, loss: 0.1634 2023-03-03 06:43:33,962 - mmseg - INFO - Iter [208800/400000] lr: 9.375e-06, eta: 17:15:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2906, loss: 0.1639 2023-03-03 06:43:47,237 - mmseg - INFO - Iter [208850/400000] lr: 9.375e-06, eta: 17:15:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 92.9664, loss: 0.1685 2023-03-03 06:44:03,050 - mmseg - INFO - Iter [208900/400000] lr: 9.375e-06, eta: 17:15:20, time: 0.316, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9945, loss: 0.1687 2023-03-03 06:44:16,317 - mmseg - INFO - Iter [208950/400000] lr: 9.375e-06, eta: 17:15:01, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.1736, loss: 0.1649 2023-03-03 06:44:29,580 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:44:29,581 - mmseg - INFO - Iter [209000/400000] lr: 9.375e-06, eta: 17:14:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.1240, loss: 0.1637 2023-03-03 06:44:42,803 - mmseg - INFO - Iter [209050/400000] lr: 9.375e-06, eta: 17:14:23, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2766, loss: 0.1643 2023-03-03 06:44:56,042 - mmseg - INFO - Iter [209100/400000] lr: 9.375e-06, eta: 17:14:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.3113, loss: 0.1636 2023-03-03 06:45:09,262 - mmseg - INFO - Iter [209150/400000] lr: 9.375e-06, eta: 17:13:45, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0036, loss: 0.1717 2023-03-03 06:45:22,524 - mmseg - INFO - Iter [209200/400000] lr: 9.375e-06, eta: 17:13:26, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.1893, loss: 0.1628 2023-03-03 06:45:35,837 - mmseg - INFO - Iter [209250/400000] lr: 9.375e-06, eta: 17:13:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 92.9602, loss: 0.1716 2023-03-03 06:45:49,114 - mmseg - INFO - Iter [209300/400000] lr: 9.375e-06, eta: 17:12:48, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.4467, loss: 0.1582 2023-03-03 06:46:02,427 - mmseg - INFO - Iter [209350/400000] lr: 9.375e-06, eta: 17:12:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1746, decode.acc_seg: 92.8285, loss: 0.1746 2023-03-03 06:46:15,665 - mmseg - INFO - Iter [209400/400000] lr: 9.375e-06, eta: 17:12:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.1381, loss: 0.1632 2023-03-03 06:46:28,931 - mmseg - INFO - Iter [209450/400000] lr: 9.375e-06, eta: 17:11:51, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1743, loss: 0.1648 2023-03-03 06:46:44,696 - mmseg - INFO - Iter [209500/400000] lr: 9.375e-06, eta: 17:11:35, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1340, loss: 0.1672 2023-03-03 06:46:58,008 - mmseg - INFO - Iter [209550/400000] lr: 9.375e-06, eta: 17:11:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0480, loss: 0.1691 2023-03-03 06:47:11,685 - mmseg - INFO - Iter [209600/400000] lr: 9.375e-06, eta: 17:10:57, time: 0.274, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.2914, loss: 0.1613 2023-03-03 06:47:25,027 - mmseg - INFO - Iter [209650/400000] lr: 9.375e-06, eta: 17:10:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.4407, loss: 0.1579 2023-03-03 06:47:38,316 - mmseg - INFO - Iter [209700/400000] lr: 9.375e-06, eta: 17:10:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.1888, loss: 0.1662 2023-03-03 06:47:51,597 - mmseg - INFO - Iter [209750/400000] lr: 9.375e-06, eta: 17:10:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9717, loss: 0.1711 2023-03-03 06:48:05,029 - mmseg - INFO - Iter [209800/400000] lr: 9.375e-06, eta: 17:09:42, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.1867, loss: 0.1662 2023-03-03 06:48:18,306 - mmseg - INFO - Iter [209850/400000] lr: 9.375e-06, eta: 17:09:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1962, loss: 0.1651 2023-03-03 06:48:31,801 - mmseg - INFO - Iter [209900/400000] lr: 9.375e-06, eta: 17:09:04, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.0524, loss: 0.1664 2023-03-03 06:48:45,040 - mmseg - INFO - Iter [209950/400000] lr: 9.375e-06, eta: 17:08:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1280, loss: 0.1667 2023-03-03 06:48:58,276 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:48:58,276 - mmseg - INFO - Iter [210000/400000] lr: 9.375e-06, eta: 17:08:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.2524, loss: 0.1605 2023-03-03 06:49:11,709 - mmseg - INFO - Iter [210050/400000] lr: 9.375e-06, eta: 17:08:07, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2620, loss: 0.1650 2023-03-03 06:49:25,032 - mmseg - INFO - Iter [210100/400000] lr: 9.375e-06, eta: 17:07:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1552, decode.acc_seg: 93.4813, loss: 0.1552 2023-03-03 06:49:40,847 - mmseg - INFO - Iter [210150/400000] lr: 9.375e-06, eta: 17:07:32, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.3202, loss: 0.1632 2023-03-03 06:49:54,453 - mmseg - INFO - Iter [210200/400000] lr: 9.375e-06, eta: 17:07:13, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 92.9313, loss: 0.1725 2023-03-03 06:50:07,797 - mmseg - INFO - Iter [210250/400000] lr: 9.375e-06, eta: 17:06:54, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0100, loss: 0.1709 2023-03-03 06:50:21,092 - mmseg - INFO - Iter [210300/400000] lr: 9.375e-06, eta: 17:06:36, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1766, decode.acc_seg: 92.9828, loss: 0.1766 2023-03-03 06:50:34,538 - mmseg - INFO - Iter [210350/400000] lr: 9.375e-06, eta: 17:06:17, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.0299, loss: 0.1661 2023-03-03 06:50:47,732 - mmseg - INFO - Iter [210400/400000] lr: 9.375e-06, eta: 17:05:58, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0268, loss: 0.1688 2023-03-03 06:51:01,119 - mmseg - INFO - Iter [210450/400000] lr: 9.375e-06, eta: 17:05:39, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2594, loss: 0.1644 2023-03-03 06:51:14,352 - mmseg - INFO - Iter [210500/400000] lr: 9.375e-06, eta: 17:05:20, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.1659, loss: 0.1650 2023-03-03 06:51:27,702 - mmseg - INFO - Iter [210550/400000] lr: 9.375e-06, eta: 17:05:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.9326, loss: 0.1715 2023-03-03 06:51:41,003 - mmseg - INFO - Iter [210600/400000] lr: 9.375e-06, eta: 17:04:42, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.1328, loss: 0.1641 2023-03-03 06:51:54,339 - mmseg - INFO - Iter [210650/400000] lr: 9.375e-06, eta: 17:04:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1075, loss: 0.1677 2023-03-03 06:52:07,554 - mmseg - INFO - Iter [210700/400000] lr: 9.375e-06, eta: 17:04:05, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4483, loss: 0.1607 2023-03-03 06:52:20,782 - mmseg - INFO - Iter [210750/400000] lr: 9.375e-06, eta: 17:03:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.3625, loss: 0.1590 2023-03-03 06:52:36,605 - mmseg - INFO - Iter [210800/400000] lr: 9.375e-06, eta: 17:03:29, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.3880, loss: 0.1661 2023-03-03 06:52:50,141 - mmseg - INFO - Iter [210850/400000] lr: 9.375e-06, eta: 17:03:10, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.2453, loss: 0.1674 2023-03-03 06:53:03,398 - mmseg - INFO - Iter [210900/400000] lr: 9.375e-06, eta: 17:02:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.1982, loss: 0.1638 2023-03-03 06:53:16,829 - mmseg - INFO - Iter [210950/400000] lr: 9.375e-06, eta: 17:02:33, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1742, decode.acc_seg: 92.9571, loss: 0.1742 2023-03-03 06:53:30,056 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:53:30,056 - mmseg - INFO - Iter [211000/400000] lr: 9.375e-06, eta: 17:02:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1146, loss: 0.1678 2023-03-03 06:53:43,294 - mmseg - INFO - Iter [211050/400000] lr: 9.375e-06, eta: 17:01:55, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3217, loss: 0.1629 2023-03-03 06:53:56,579 - mmseg - INFO - Iter [211100/400000] lr: 9.375e-06, eta: 17:01:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0790, loss: 0.1665 2023-03-03 06:54:09,852 - mmseg - INFO - Iter [211150/400000] lr: 9.375e-06, eta: 17:01:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1314, loss: 0.1678 2023-03-03 06:54:23,131 - mmseg - INFO - Iter [211200/400000] lr: 9.375e-06, eta: 17:00:58, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2557, loss: 0.1647 2023-03-03 06:54:36,350 - mmseg - INFO - Iter [211250/400000] lr: 9.375e-06, eta: 17:00:40, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 93.0658, loss: 0.1724 2023-03-03 06:54:49,707 - mmseg - INFO - Iter [211300/400000] lr: 9.375e-06, eta: 17:00:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.1766, loss: 0.1639 2023-03-03 06:55:02,937 - mmseg - INFO - Iter [211350/400000] lr: 9.375e-06, eta: 17:00:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2979, loss: 0.1621 2023-03-03 06:55:18,835 - mmseg - INFO - Iter [211400/400000] lr: 9.375e-06, eta: 16:59:45, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1739, decode.acc_seg: 92.8541, loss: 0.1739 2023-03-03 06:55:32,063 - mmseg - INFO - Iter [211450/400000] lr: 9.375e-06, eta: 16:59:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.3063, loss: 0.1641 2023-03-03 06:55:45,408 - mmseg - INFO - Iter [211500/400000] lr: 9.375e-06, eta: 16:59:08, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.2871, loss: 0.1655 2023-03-03 06:55:58,714 - mmseg - INFO - Iter [211550/400000] lr: 9.375e-06, eta: 16:58:49, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9329, loss: 0.1687 2023-03-03 06:56:11,970 - mmseg - INFO - Iter [211600/400000] lr: 9.375e-06, eta: 16:58:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4302, loss: 0.1592 2023-03-03 06:56:25,352 - mmseg - INFO - Iter [211650/400000] lr: 9.375e-06, eta: 16:58:11, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1212, loss: 0.1658 2023-03-03 06:56:38,578 - mmseg - INFO - Iter [211700/400000] lr: 9.375e-06, eta: 16:57:52, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.4072, loss: 0.1599 2023-03-03 06:56:51,949 - mmseg - INFO - Iter [211750/400000] lr: 9.375e-06, eta: 16:57:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3563, loss: 0.1619 2023-03-03 06:57:05,203 - mmseg - INFO - Iter [211800/400000] lr: 9.375e-06, eta: 16:57:15, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 92.9676, loss: 0.1708 2023-03-03 06:57:18,449 - mmseg - INFO - Iter [211850/400000] lr: 9.375e-06, eta: 16:56:56, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.2471, loss: 0.1620 2023-03-03 06:57:31,747 - mmseg - INFO - Iter [211900/400000] lr: 9.375e-06, eta: 16:56:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.1234, loss: 0.1694 2023-03-03 06:57:45,042 - mmseg - INFO - Iter [211950/400000] lr: 9.375e-06, eta: 16:56:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 92.9634, loss: 0.1687 2023-03-03 06:57:58,400 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 06:57:58,400 - mmseg - INFO - Iter [212000/400000] lr: 9.375e-06, eta: 16:56:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1769, decode.acc_seg: 92.7171, loss: 0.1769 2023-03-03 06:58:14,170 - mmseg - INFO - Iter [212050/400000] lr: 9.375e-06, eta: 16:55:43, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0944, loss: 0.1665 2023-03-03 06:58:27,518 - mmseg - INFO - Iter [212100/400000] lr: 9.375e-06, eta: 16:55:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.2609, loss: 0.1642 2023-03-03 06:58:40,955 - mmseg - INFO - Iter [212150/400000] lr: 9.375e-06, eta: 16:55:06, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.1079, loss: 0.1697 2023-03-03 06:58:54,247 - mmseg - INFO - Iter [212200/400000] lr: 9.375e-06, eta: 16:54:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0853, loss: 0.1694 2023-03-03 06:59:07,601 - mmseg - INFO - Iter [212250/400000] lr: 9.375e-06, eta: 16:54:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.1972, loss: 0.1633 2023-03-03 06:59:20,902 - mmseg - INFO - Iter [212300/400000] lr: 9.375e-06, eta: 16:54:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.1414, loss: 0.1636 2023-03-03 06:59:34,133 - mmseg - INFO - Iter [212350/400000] lr: 9.375e-06, eta: 16:53:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.2011, loss: 0.1662 2023-03-03 06:59:47,569 - mmseg - INFO - Iter [212400/400000] lr: 9.375e-06, eta: 16:53:32, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.8778, loss: 0.1737 2023-03-03 07:00:00,831 - mmseg - INFO - Iter [212450/400000] lr: 9.375e-06, eta: 16:53:13, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.3145, loss: 0.1637 2023-03-03 07:00:14,082 - mmseg - INFO - Iter [212500/400000] lr: 9.375e-06, eta: 16:52:54, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0551, loss: 0.1691 2023-03-03 07:00:27,344 - mmseg - INFO - Iter [212550/400000] lr: 9.375e-06, eta: 16:52:35, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3656, loss: 0.1601 2023-03-03 07:00:40,639 - mmseg - INFO - Iter [212600/400000] lr: 9.375e-06, eta: 16:52:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 92.9839, loss: 0.1697 2023-03-03 07:00:56,478 - mmseg - INFO - Iter [212650/400000] lr: 9.375e-06, eta: 16:52:00, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 92.9986, loss: 0.1688 2023-03-03 07:01:09,740 - mmseg - INFO - Iter [212700/400000] lr: 9.375e-06, eta: 16:51:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2112, loss: 0.1631 2023-03-03 07:01:23,063 - mmseg - INFO - Iter [212750/400000] lr: 9.375e-06, eta: 16:51:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2645, loss: 0.1649 2023-03-03 07:01:36,284 - mmseg - INFO - Iter [212800/400000] lr: 9.375e-06, eta: 16:51:04, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.3266, loss: 0.1651 2023-03-03 07:01:49,579 - mmseg - INFO - Iter [212850/400000] lr: 9.375e-06, eta: 16:50:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.0572, loss: 0.1681 2023-03-03 07:02:02,828 - mmseg - INFO - Iter [212900/400000] lr: 9.375e-06, eta: 16:50:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3756, loss: 0.1610 2023-03-03 07:02:16,107 - mmseg - INFO - Iter [212950/400000] lr: 9.375e-06, eta: 16:50:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.2190, loss: 0.1660 2023-03-03 07:02:29,402 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:02:29,403 - mmseg - INFO - Iter [213000/400000] lr: 9.375e-06, eta: 16:49:49, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.1818, loss: 0.1614 2023-03-03 07:02:42,676 - mmseg - INFO - Iter [213050/400000] lr: 9.375e-06, eta: 16:49:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.4092, loss: 0.1602 2023-03-03 07:02:55,885 - mmseg - INFO - Iter [213100/400000] lr: 9.375e-06, eta: 16:49:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9399, loss: 0.1724 2023-03-03 07:03:09,176 - mmseg - INFO - Iter [213150/400000] lr: 9.375e-06, eta: 16:48:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1789, decode.acc_seg: 92.7679, loss: 0.1789 2023-03-03 07:03:22,446 - mmseg - INFO - Iter [213200/400000] lr: 9.375e-06, eta: 16:48:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.9995, loss: 0.1713 2023-03-03 07:03:35,778 - mmseg - INFO - Iter [213250/400000] lr: 9.375e-06, eta: 16:48:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2345, loss: 0.1639 2023-03-03 07:03:51,591 - mmseg - INFO - Iter [213300/400000] lr: 9.375e-06, eta: 16:47:58, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1773, decode.acc_seg: 92.7824, loss: 0.1773 2023-03-03 07:04:04,848 - mmseg - INFO - Iter [213350/400000] lr: 9.375e-06, eta: 16:47:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2616, loss: 0.1633 2023-03-03 07:04:18,127 - mmseg - INFO - Iter [213400/400000] lr: 9.375e-06, eta: 16:47:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1872, loss: 0.1674 2023-03-03 07:04:31,590 - mmseg - INFO - Iter [213450/400000] lr: 9.375e-06, eta: 16:47:02, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1762, decode.acc_seg: 92.8389, loss: 0.1762 2023-03-03 07:04:45,003 - mmseg - INFO - Iter [213500/400000] lr: 9.375e-06, eta: 16:46:43, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.2121, loss: 0.1617 2023-03-03 07:04:58,235 - mmseg - INFO - Iter [213550/400000] lr: 9.375e-06, eta: 16:46:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.8259, loss: 0.1717 2023-03-03 07:05:11,457 - mmseg - INFO - Iter [213600/400000] lr: 9.375e-06, eta: 16:46:06, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1778, decode.acc_seg: 92.8196, loss: 0.1778 2023-03-03 07:05:24,796 - mmseg - INFO - Iter [213650/400000] lr: 9.375e-06, eta: 16:45:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.1180, loss: 0.1637 2023-03-03 07:05:38,149 - mmseg - INFO - Iter [213700/400000] lr: 9.375e-06, eta: 16:45:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.0884, loss: 0.1660 2023-03-03 07:05:51,389 - mmseg - INFO - Iter [213750/400000] lr: 9.375e-06, eta: 16:45:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.4293, loss: 0.1606 2023-03-03 07:06:04,684 - mmseg - INFO - Iter [213800/400000] lr: 9.375e-06, eta: 16:44:51, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.2223, loss: 0.1611 2023-03-03 07:06:17,998 - mmseg - INFO - Iter [213850/400000] lr: 9.375e-06, eta: 16:44:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9830, loss: 0.1707 2023-03-03 07:06:31,249 - mmseg - INFO - Iter [213900/400000] lr: 9.375e-06, eta: 16:44:14, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.2381, loss: 0.1651 2023-03-03 07:06:47,074 - mmseg - INFO - Iter [213950/400000] lr: 9.375e-06, eta: 16:43:57, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3719, loss: 0.1604 2023-03-03 07:07:00,332 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:07:00,332 - mmseg - INFO - Iter [214000/400000] lr: 9.375e-06, eta: 16:43:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2912, loss: 0.1627 2023-03-03 07:07:13,689 - mmseg - INFO - Iter [214050/400000] lr: 9.375e-06, eta: 16:43:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.1741, loss: 0.1640 2023-03-03 07:07:26,964 - mmseg - INFO - Iter [214100/400000] lr: 9.375e-06, eta: 16:43:01, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1758, loss: 0.1655 2023-03-03 07:07:40,371 - mmseg - INFO - Iter [214150/400000] lr: 9.375e-06, eta: 16:42:42, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.2115, loss: 0.1681 2023-03-03 07:07:53,691 - mmseg - INFO - Iter [214200/400000] lr: 9.375e-06, eta: 16:42:24, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2530, loss: 0.1665 2023-03-03 07:08:06,927 - mmseg - INFO - Iter [214250/400000] lr: 9.375e-06, eta: 16:42:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.0117, loss: 0.1708 2023-03-03 07:08:20,328 - mmseg - INFO - Iter [214300/400000] lr: 9.375e-06, eta: 16:41:46, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.0522, loss: 0.1668 2023-03-03 07:08:33,665 - mmseg - INFO - Iter [214350/400000] lr: 9.375e-06, eta: 16:41:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 92.9361, loss: 0.1692 2023-03-03 07:08:47,116 - mmseg - INFO - Iter [214400/400000] lr: 9.375e-06, eta: 16:41:09, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.4317, loss: 0.1577 2023-03-03 07:09:00,452 - mmseg - INFO - Iter [214450/400000] lr: 9.375e-06, eta: 16:40:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 93.0437, loss: 0.1725 2023-03-03 07:09:13,749 - mmseg - INFO - Iter [214500/400000] lr: 9.375e-06, eta: 16:40:32, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1814, loss: 0.1646 2023-03-03 07:09:29,654 - mmseg - INFO - Iter [214550/400000] lr: 9.375e-06, eta: 16:40:15, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1719, decode.acc_seg: 92.9747, loss: 0.1719 2023-03-03 07:09:42,883 - mmseg - INFO - Iter [214600/400000] lr: 9.375e-06, eta: 16:39:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.2402, loss: 0.1656 2023-03-03 07:09:56,221 - mmseg - INFO - Iter [214650/400000] lr: 9.375e-06, eta: 16:39:38, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 92.9973, loss: 0.1682 2023-03-03 07:10:09,513 - mmseg - INFO - Iter [214700/400000] lr: 9.375e-06, eta: 16:39:19, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.1643, loss: 0.1637 2023-03-03 07:10:23,004 - mmseg - INFO - Iter [214750/400000] lr: 9.375e-06, eta: 16:39:01, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.9206, loss: 0.1715 2023-03-03 07:10:36,276 - mmseg - INFO - Iter [214800/400000] lr: 9.375e-06, eta: 16:38:42, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1999, loss: 0.1661 2023-03-03 07:10:49,539 - mmseg - INFO - Iter [214850/400000] lr: 9.375e-06, eta: 16:38:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 93.0030, loss: 0.1722 2023-03-03 07:11:02,745 - mmseg - INFO - Iter [214900/400000] lr: 9.375e-06, eta: 16:38:05, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 92.8958, loss: 0.1702 2023-03-03 07:11:15,996 - mmseg - INFO - Iter [214950/400000] lr: 9.375e-06, eta: 16:37:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.0789, loss: 0.1674 2023-03-03 07:11:29,287 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:11:29,287 - mmseg - INFO - Iter [215000/400000] lr: 9.375e-06, eta: 16:37:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0999, loss: 0.1670 2023-03-03 07:11:42,587 - mmseg - INFO - Iter [215050/400000] lr: 9.375e-06, eta: 16:37:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1801, decode.acc_seg: 92.8283, loss: 0.1801 2023-03-03 07:11:55,960 - mmseg - INFO - Iter [215100/400000] lr: 9.375e-06, eta: 16:36:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.4276, loss: 0.1580 2023-03-03 07:12:09,326 - mmseg - INFO - Iter [215150/400000] lr: 9.375e-06, eta: 16:36:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0367, loss: 0.1685 2023-03-03 07:12:25,081 - mmseg - INFO - Iter [215200/400000] lr: 9.375e-06, eta: 16:36:15, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3120, loss: 0.1624 2023-03-03 07:12:38,493 - mmseg - INFO - Iter [215250/400000] lr: 9.375e-06, eta: 16:35:57, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1958, loss: 0.1646 2023-03-03 07:12:51,810 - mmseg - INFO - Iter [215300/400000] lr: 9.375e-06, eta: 16:35:38, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4565, loss: 0.1590 2023-03-03 07:13:05,074 - mmseg - INFO - Iter [215350/400000] lr: 9.375e-06, eta: 16:35:19, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 93.0235, loss: 0.1715 2023-03-03 07:13:18,636 - mmseg - INFO - Iter [215400/400000] lr: 9.375e-06, eta: 16:35:01, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 92.9384, loss: 0.1684 2023-03-03 07:13:31,888 - mmseg - INFO - Iter [215450/400000] lr: 9.375e-06, eta: 16:34:42, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.2847, loss: 0.1623 2023-03-03 07:13:45,201 - mmseg - INFO - Iter [215500/400000] lr: 9.375e-06, eta: 16:34:24, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3406, loss: 0.1614 2023-03-03 07:13:58,438 - mmseg - INFO - Iter [215550/400000] lr: 9.375e-06, eta: 16:34:05, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.3511, loss: 0.1615 2023-03-03 07:14:11,938 - mmseg - INFO - Iter [215600/400000] lr: 9.375e-06, eta: 16:33:46, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3753, loss: 0.1606 2023-03-03 07:14:25,176 - mmseg - INFO - Iter [215650/400000] lr: 9.375e-06, eta: 16:33:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.1503, loss: 0.1663 2023-03-03 07:14:38,387 - mmseg - INFO - Iter [215700/400000] lr: 9.375e-06, eta: 16:33:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.3159, loss: 0.1659 2023-03-03 07:14:51,659 - mmseg - INFO - Iter [215750/400000] lr: 9.375e-06, eta: 16:32:50, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1462, loss: 0.1660 2023-03-03 07:15:04,982 - mmseg - INFO - Iter [215800/400000] lr: 9.375e-06, eta: 16:32:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1713, decode.acc_seg: 92.9426, loss: 0.1713 2023-03-03 07:15:20,972 - mmseg - INFO - Iter [215850/400000] lr: 9.375e-06, eta: 16:32:16, time: 0.320, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.1081, loss: 0.1645 2023-03-03 07:15:34,393 - mmseg - INFO - Iter [215900/400000] lr: 9.375e-06, eta: 16:31:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1725, decode.acc_seg: 92.9243, loss: 0.1725 2023-03-03 07:15:47,652 - mmseg - INFO - Iter [215950/400000] lr: 9.375e-06, eta: 16:31:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1384, loss: 0.1672 2023-03-03 07:16:01,072 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:16:01,072 - mmseg - INFO - Iter [216000/400000] lr: 9.375e-06, eta: 16:31:20, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.8959, loss: 0.1731 2023-03-03 07:16:14,359 - mmseg - INFO - Iter [216050/400000] lr: 9.375e-06, eta: 16:31:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3597, loss: 0.1621 2023-03-03 07:16:27,688 - mmseg - INFO - Iter [216100/400000] lr: 9.375e-06, eta: 16:30:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.1728, loss: 0.1641 2023-03-03 07:16:40,933 - mmseg - INFO - Iter [216150/400000] lr: 9.375e-06, eta: 16:30:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.0995, loss: 0.1650 2023-03-03 07:16:54,185 - mmseg - INFO - Iter [216200/400000] lr: 9.375e-06, eta: 16:30:05, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0688, loss: 0.1694 2023-03-03 07:17:07,487 - mmseg - INFO - Iter [216250/400000] lr: 9.375e-06, eta: 16:29:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.2473, loss: 0.1611 2023-03-03 07:17:20,704 - mmseg - INFO - Iter [216300/400000] lr: 9.375e-06, eta: 16:29:28, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.2543, loss: 0.1611 2023-03-03 07:17:33,924 - mmseg - INFO - Iter [216350/400000] lr: 9.375e-06, eta: 16:29:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.1307, loss: 0.1679 2023-03-03 07:17:47,157 - mmseg - INFO - Iter [216400/400000] lr: 9.375e-06, eta: 16:28:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1572, decode.acc_seg: 93.4491, loss: 0.1572 2023-03-03 07:18:02,959 - mmseg - INFO - Iter [216450/400000] lr: 9.375e-06, eta: 16:28:34, time: 0.316, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2677, loss: 0.1625 2023-03-03 07:18:16,230 - mmseg - INFO - Iter [216500/400000] lr: 9.375e-06, eta: 16:28:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1774, decode.acc_seg: 92.6775, loss: 0.1774 2023-03-03 07:18:29,500 - mmseg - INFO - Iter [216550/400000] lr: 9.375e-06, eta: 16:27:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2810, loss: 0.1667 2023-03-03 07:18:42,760 - mmseg - INFO - Iter [216600/400000] lr: 9.375e-06, eta: 16:27:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2961, loss: 0.1632 2023-03-03 07:18:55,971 - mmseg - INFO - Iter [216650/400000] lr: 9.375e-06, eta: 16:27:20, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0444, loss: 0.1690 2023-03-03 07:19:09,311 - mmseg - INFO - Iter [216700/400000] lr: 9.375e-06, eta: 16:27:01, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.0916, loss: 0.1673 2023-03-03 07:19:22,640 - mmseg - INFO - Iter [216750/400000] lr: 9.375e-06, eta: 16:26:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1546, decode.acc_seg: 93.5307, loss: 0.1546 2023-03-03 07:19:35,914 - mmseg - INFO - Iter [216800/400000] lr: 9.375e-06, eta: 16:26:24, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.1982, loss: 0.1622 2023-03-03 07:19:49,225 - mmseg - INFO - Iter [216850/400000] lr: 9.375e-06, eta: 16:26:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.2516, loss: 0.1651 2023-03-03 07:20:02,468 - mmseg - INFO - Iter [216900/400000] lr: 9.375e-06, eta: 16:25:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2181, loss: 0.1649 2023-03-03 07:20:15,764 - mmseg - INFO - Iter [216950/400000] lr: 9.375e-06, eta: 16:25:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.0472, loss: 0.1671 2023-03-03 07:20:29,129 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:20:29,129 - mmseg - INFO - Iter [217000/400000] lr: 9.375e-06, eta: 16:25:10, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2107, loss: 0.1625 2023-03-03 07:20:42,482 - mmseg - INFO - Iter [217050/400000] lr: 9.375e-06, eta: 16:24:52, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1011, loss: 0.1687 2023-03-03 07:20:58,346 - mmseg - INFO - Iter [217100/400000] lr: 9.375e-06, eta: 16:24:35, time: 0.317, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.5007, loss: 0.1583 2023-03-03 07:21:11,668 - mmseg - INFO - Iter [217150/400000] lr: 9.375e-06, eta: 16:24:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.1654, loss: 0.1708 2023-03-03 07:21:24,956 - mmseg - INFO - Iter [217200/400000] lr: 9.375e-06, eta: 16:23:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 92.8385, loss: 0.1702 2023-03-03 07:21:38,203 - mmseg - INFO - Iter [217250/400000] lr: 9.375e-06, eta: 16:23:40, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 92.9950, loss: 0.1689 2023-03-03 07:21:51,456 - mmseg - INFO - Iter [217300/400000] lr: 9.375e-06, eta: 16:23:21, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.1708, loss: 0.1626 2023-03-03 07:22:04,851 - mmseg - INFO - Iter [217350/400000] lr: 9.375e-06, eta: 16:23:02, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0066, loss: 0.1685 2023-03-03 07:22:18,131 - mmseg - INFO - Iter 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[217650/400000] lr: 9.375e-06, eta: 16:21:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2204, loss: 0.1621 2023-03-03 07:23:40,306 - mmseg - INFO - Iter [217700/400000] lr: 9.375e-06, eta: 16:20:55, time: 0.317, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.3168, loss: 0.1615 2023-03-03 07:23:53,630 - mmseg - INFO - Iter [217750/400000] lr: 9.375e-06, eta: 16:20:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.9215, loss: 0.1731 2023-03-03 07:24:06,868 - mmseg - INFO - Iter [217800/400000] lr: 9.375e-06, eta: 16:20:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.2958, loss: 0.1629 2023-03-03 07:24:20,100 - mmseg - INFO - Iter [217850/400000] lr: 9.375e-06, eta: 16:19:59, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.4346, loss: 0.1629 2023-03-03 07:24:33,413 - mmseg - INFO - Iter 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9.375e-06, eta: 16:18:26, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 93.0854, loss: 0.1700 2023-03-03 07:25:39,656 - mmseg - INFO - Iter [218150/400000] lr: 9.375e-06, eta: 16:18:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.0709, loss: 0.1689 2023-03-03 07:25:53,060 - mmseg - INFO - Iter [218200/400000] lr: 9.375e-06, eta: 16:17:49, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.2751, loss: 0.1648 2023-03-03 07:26:06,479 - mmseg - INFO - Iter [218250/400000] lr: 9.375e-06, eta: 16:17:31, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0265, loss: 0.1701 2023-03-03 07:26:19,729 - mmseg - INFO - Iter [218300/400000] lr: 9.375e-06, eta: 16:17:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2194, loss: 0.1621 2023-03-03 07:26:35,491 - mmseg - INFO - Iter [218350/400000] lr: 9.375e-06, eta: 16:16:56, time: 0.315, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3332, loss: 0.1587 2023-03-03 07:26:48,763 - mmseg - INFO - Iter [218400/400000] lr: 9.375e-06, eta: 16:16:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 92.8595, loss: 0.1740 2023-03-03 07:27:02,012 - mmseg - INFO - Iter [218450/400000] lr: 9.375e-06, eta: 16:16:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 92.9971, loss: 0.1699 2023-03-03 07:27:15,229 - mmseg - INFO - Iter [218500/400000] lr: 9.375e-06, eta: 16:16:00, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1700, decode.acc_seg: 93.0149, loss: 0.1700 2023-03-03 07:27:28,489 - mmseg - INFO - Iter [218550/400000] lr: 9.375e-06, eta: 16:15:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4254, loss: 0.1592 2023-03-03 07:27:41,728 - mmseg - INFO - Iter [218600/400000] lr: 9.375e-06, eta: 16:15:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.8695, loss: 0.1704 2023-03-03 07:27:55,060 - mmseg - INFO - Iter [218650/400000] lr: 9.375e-06, eta: 16:15:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.3687, loss: 0.1599 2023-03-03 07:28:08,312 - mmseg - INFO - Iter [218700/400000] lr: 9.375e-06, eta: 16:14:46, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.2099, loss: 0.1640 2023-03-03 07:28:21,656 - mmseg - INFO - Iter [218750/400000] lr: 9.375e-06, eta: 16:14:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3454, loss: 0.1611 2023-03-03 07:28:34,951 - mmseg - INFO - Iter [218800/400000] lr: 9.375e-06, eta: 16:14:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3593, loss: 0.1614 2023-03-03 07:28:48,320 - mmseg - INFO - Iter [218850/400000] lr: 9.375e-06, eta: 16:13:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.0312, loss: 0.1650 2023-03-03 07:29:01,529 - mmseg - INFO - Iter [218900/400000] lr: 9.375e-06, eta: 16:13:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1836, loss: 0.1664 2023-03-03 07:29:14,775 - mmseg - INFO - Iter [218950/400000] lr: 9.375e-06, eta: 16:13:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.1929, loss: 0.1688 2023-03-03 07:29:30,546 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:29:30,546 - mmseg - INFO - Iter [219000/400000] lr: 9.375e-06, eta: 16:12:58, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0862, loss: 0.1679 2023-03-03 07:29:43,789 - mmseg - INFO - Iter [219050/400000] lr: 9.375e-06, eta: 16:12:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.2411, loss: 0.1655 2023-03-03 07:29:57,147 - mmseg - INFO - Iter [219100/400000] lr: 9.375e-06, eta: 16:12:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.1511, loss: 0.1657 2023-03-03 07:30:10,427 - mmseg - INFO - Iter [219150/400000] lr: 9.375e-06, eta: 16:12:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.3135, loss: 0.1602 2023-03-03 07:30:23,791 - mmseg - INFO - Iter [219200/400000] lr: 9.375e-06, eta: 16:11:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1679, loss: 0.1670 2023-03-03 07:30:37,109 - mmseg - INFO - Iter [219250/400000] lr: 9.375e-06, eta: 16:11:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.1655, loss: 0.1662 2023-03-03 07:30:50,433 - mmseg - INFO - Iter [219300/400000] lr: 9.375e-06, eta: 16:11:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.2114, loss: 0.1612 2023-03-03 07:31:03,801 - mmseg - INFO - Iter [219350/400000] lr: 9.375e-06, eta: 16:10:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3382, loss: 0.1622 2023-03-03 07:31:17,089 - mmseg - INFO - Iter [219400/400000] lr: 9.375e-06, eta: 16:10:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1609, loss: 0.1660 2023-03-03 07:31:30,353 - mmseg - INFO - Iter [219450/400000] lr: 9.375e-06, eta: 16:10:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1551, loss: 0.1680 2023-03-03 07:31:43,710 - mmseg - INFO - Iter [219500/400000] lr: 9.375e-06, eta: 16:09:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2001, loss: 0.1634 2023-03-03 07:31:56,964 - mmseg - INFO - Iter [219550/400000] lr: 9.375e-06, eta: 16:09:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.1083, loss: 0.1681 2023-03-03 07:32:12,912 - mmseg - INFO - Iter [219600/400000] lr: 9.375e-06, eta: 16:09:19, time: 0.319, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1216, loss: 0.1655 2023-03-03 07:32:26,170 - mmseg - INFO - Iter [219650/400000] lr: 9.375e-06, eta: 16:09:00, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 93.0738, loss: 0.1731 2023-03-03 07:32:39,419 - mmseg - INFO - Iter [219700/400000] lr: 9.375e-06, eta: 16:08:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1724, decode.acc_seg: 92.9168, loss: 0.1724 2023-03-03 07:32:52,712 - mmseg - INFO - Iter [219750/400000] lr: 9.375e-06, eta: 16:08:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1837, loss: 0.1660 2023-03-03 07:33:05,955 - mmseg - INFO - Iter [219800/400000] lr: 9.375e-06, eta: 16:08:05, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1281, loss: 0.1686 2023-03-03 07:33:19,217 - mmseg - INFO - Iter [219850/400000] lr: 9.375e-06, eta: 16:07:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1256, loss: 0.1686 2023-03-03 07:33:32,451 - mmseg - INFO - Iter [219900/400000] lr: 9.375e-06, eta: 16:07:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3713, loss: 0.1601 2023-03-03 07:33:45,855 - mmseg - INFO - Iter [219950/400000] lr: 9.375e-06, eta: 16:07:09, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2960, loss: 0.1630 2023-03-03 07:33:59,184 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:33:59,184 - mmseg - INFO - Iter [220000/400000] lr: 9.375e-06, eta: 16:06:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 92.9825, loss: 0.1692 2023-03-03 07:34:12,452 - mmseg - INFO - Iter [220050/400000] lr: 9.375e-06, eta: 16:06:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3158, loss: 0.1628 2023-03-03 07:34:25,718 - mmseg - INFO - Iter [220100/400000] lr: 9.375e-06, eta: 16:06:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 92.7409, loss: 0.1726 2023-03-03 07:34:38,927 - mmseg - INFO - Iter [220150/400000] lr: 9.375e-06, eta: 16:05:56, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2307, loss: 0.1639 2023-03-03 07:34:52,179 - mmseg - INFO - Iter [220200/400000] lr: 9.375e-06, eta: 16:05:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.9934, loss: 0.1735 2023-03-03 07:35:08,109 - mmseg - INFO - Iter [220250/400000] lr: 9.375e-06, eta: 16:05:21, time: 0.319, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1596, decode.acc_seg: 93.2266, loss: 0.1596 2023-03-03 07:35:21,411 - mmseg - INFO - Iter [220300/400000] lr: 9.375e-06, eta: 16:05:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1574, decode.acc_seg: 93.5100, loss: 0.1574 2023-03-03 07:35:34,656 - mmseg - INFO - Iter [220350/400000] lr: 9.375e-06, eta: 16:04:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.2327, loss: 0.1669 2023-03-03 07:35:48,035 - mmseg - INFO - Iter [220400/400000] lr: 9.375e-06, eta: 16:04:26, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3712, loss: 0.1604 2023-03-03 07:36:01,353 - mmseg - INFO - Iter [220450/400000] lr: 9.375e-06, eta: 16:04:07, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1075, loss: 0.1673 2023-03-03 07:36:14,731 - mmseg - INFO - Iter [220500/400000] lr: 9.375e-06, eta: 16:03:49, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.3335, loss: 0.1641 2023-03-03 07:36:28,065 - mmseg - INFO - Iter [220550/400000] lr: 9.375e-06, eta: 16:03:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.2882, loss: 0.1619 2023-03-03 07:36:41,307 - mmseg - INFO - Iter [220600/400000] lr: 9.375e-06, eta: 16:03:12, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.2190, loss: 0.1652 2023-03-03 07:36:54,508 - mmseg - INFO - Iter [220650/400000] lr: 9.375e-06, eta: 16:02:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 92.8999, loss: 0.1703 2023-03-03 07:37:07,734 - mmseg - INFO - Iter [220700/400000] lr: 9.375e-06, eta: 16:02:35, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1800, decode.acc_seg: 92.8755, loss: 0.1800 2023-03-03 07:37:21,144 - mmseg - INFO - Iter [220750/400000] lr: 9.375e-06, eta: 16:02:17, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3660, loss: 0.1625 2023-03-03 07:37:34,531 - mmseg - INFO - Iter [220800/400000] lr: 9.375e-06, eta: 16:01:59, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 92.9834, loss: 0.1686 2023-03-03 07:37:47,809 - mmseg - INFO - Iter [220850/400000] lr: 9.375e-06, eta: 16:01:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4780, loss: 0.1600 2023-03-03 07:38:03,716 - mmseg - INFO - Iter [220900/400000] lr: 9.375e-06, eta: 16:01:24, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0207, loss: 0.1691 2023-03-03 07:38:17,022 - mmseg - INFO - Iter [220950/400000] lr: 9.375e-06, eta: 16:01:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2052, loss: 0.1638 2023-03-03 07:38:30,405 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:38:30,405 - mmseg - INFO - Iter [221000/400000] lr: 9.375e-06, eta: 16:00:47, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.2317, loss: 0.1671 2023-03-03 07:38:43,712 - mmseg - INFO - Iter [221050/400000] lr: 9.375e-06, eta: 16:00:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 92.9173, loss: 0.1737 2023-03-03 07:38:57,101 - mmseg - INFO - Iter [221100/400000] lr: 9.375e-06, eta: 16:00:11, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 92.9693, loss: 0.1698 2023-03-03 07:39:10,469 - mmseg - INFO - Iter [221150/400000] lr: 9.375e-06, eta: 15:59:52, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.2108, loss: 0.1648 2023-03-03 07:39:23,784 - mmseg - INFO - Iter [221200/400000] lr: 9.375e-06, eta: 15:59:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.1665, loss: 0.1632 2023-03-03 07:39:37,007 - mmseg - INFO - Iter [221250/400000] lr: 9.375e-06, eta: 15:59:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0657, loss: 0.1694 2023-03-03 07:39:50,323 - mmseg - INFO - Iter [221300/400000] lr: 9.375e-06, eta: 15:58:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1362, loss: 0.1677 2023-03-03 07:40:03,616 - mmseg - INFO - Iter [221350/400000] lr: 9.375e-06, eta: 15:58:39, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0338, loss: 0.1677 2023-03-03 07:40:17,051 - mmseg - INFO - Iter [221400/400000] lr: 9.375e-06, eta: 15:58:21, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.4258, loss: 0.1595 2023-03-03 07:40:30,396 - mmseg - INFO - Iter [221450/400000] lr: 9.375e-06, eta: 15:58:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.2872, loss: 0.1652 2023-03-03 07:40:46,244 - mmseg - INFO - Iter [221500/400000] lr: 9.375e-06, eta: 15:57:46, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1538, loss: 0.1666 2023-03-03 07:40:59,541 - mmseg - INFO - Iter [221550/400000] lr: 9.375e-06, eta: 15:57:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.3618, loss: 0.1637 2023-03-03 07:41:12,785 - mmseg - INFO - Iter [221600/400000] lr: 9.375e-06, eta: 15:57:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3078, loss: 0.1606 2023-03-03 07:41:26,106 - mmseg - INFO - Iter [221650/400000] lr: 9.375e-06, eta: 15:56:51, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0175, loss: 0.1690 2023-03-03 07:41:39,590 - mmseg - INFO - Iter [221700/400000] lr: 9.375e-06, eta: 15:56:33, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3596, loss: 0.1618 2023-03-03 07:41:52,850 - mmseg - INFO - Iter [221750/400000] lr: 9.375e-06, eta: 15:56:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3001, loss: 0.1629 2023-03-03 07:42:06,104 - mmseg - INFO - Iter [221800/400000] lr: 9.375e-06, eta: 15:55:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1518, loss: 0.1652 2023-03-03 07:42:19,329 - mmseg - INFO - Iter [221850/400000] lr: 9.375e-06, eta: 15:55:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.1167, loss: 0.1689 2023-03-03 07:42:32,572 - mmseg - INFO - Iter [221900/400000] lr: 9.375e-06, eta: 15:55:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0093, loss: 0.1695 2023-03-03 07:42:45,935 - mmseg - INFO - Iter [221950/400000] lr: 9.375e-06, eta: 15:55:01, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1640, loss: 0.1661 2023-03-03 07:42:59,216 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:42:59,216 - mmseg - INFO - Iter [222000/400000] lr: 9.375e-06, eta: 15:54:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3081, loss: 0.1618 2023-03-03 07:43:12,606 - mmseg - INFO - Iter [222050/400000] lr: 9.375e-06, eta: 15:54:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9880, loss: 0.1721 2023-03-03 07:43:26,127 - mmseg - INFO - Iter [222100/400000] lr: 9.375e-06, eta: 15:54:06, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.0550, loss: 0.1671 2023-03-03 07:43:41,961 - mmseg - INFO - Iter [222150/400000] lr: 9.375e-06, eta: 15:53:50, time: 0.317, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1260, loss: 0.1673 2023-03-03 07:43:55,229 - mmseg - INFO - Iter [222200/400000] lr: 9.375e-06, eta: 15:53:32, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1064, loss: 0.1665 2023-03-03 07:44:08,472 - mmseg - INFO - Iter [222250/400000] lr: 9.375e-06, eta: 15:53:13, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1212, loss: 0.1669 2023-03-03 07:44:21,765 - mmseg - INFO - Iter [222300/400000] lr: 9.375e-06, eta: 15:52:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.3202, loss: 0.1626 2023-03-03 07:44:35,060 - mmseg - INFO - Iter [222350/400000] lr: 9.375e-06, eta: 15:52:37, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 93.0075, loss: 0.1720 2023-03-03 07:44:48,398 - mmseg - INFO - Iter [222400/400000] lr: 9.375e-06, eta: 15:52:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.0022, loss: 0.1698 2023-03-03 07:45:01,736 - mmseg - INFO - Iter [222450/400000] lr: 9.375e-06, eta: 15:52:00, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3455, loss: 0.1621 2023-03-03 07:45:14,966 - mmseg - INFO - Iter [222500/400000] lr: 9.375e-06, eta: 15:51:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3770, loss: 0.1628 2023-03-03 07:45:28,318 - mmseg - INFO - Iter [222550/400000] lr: 9.375e-06, eta: 15:51:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2650, loss: 0.1630 2023-03-03 07:45:41,633 - mmseg - INFO - Iter [222600/400000] lr: 9.375e-06, eta: 15:51:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 93.0319, loss: 0.1720 2023-03-03 07:45:54,982 - mmseg - INFO - Iter [222650/400000] lr: 9.375e-06, eta: 15:50:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1780, decode.acc_seg: 92.9408, loss: 0.1780 2023-03-03 07:46:08,365 - mmseg - INFO - Iter [222700/400000] lr: 9.375e-06, eta: 15:50:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1268, loss: 0.1687 2023-03-03 07:46:24,312 - mmseg - INFO - Iter [222750/400000] lr: 9.375e-06, eta: 15:50:12, time: 0.319, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.1893, loss: 0.1645 2023-03-03 07:46:37,556 - mmseg - INFO - Iter [222800/400000] lr: 9.375e-06, eta: 15:49:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 93.0058, loss: 0.1710 2023-03-03 07:46:50,817 - mmseg - INFO - Iter [222850/400000] lr: 9.375e-06, eta: 15:49:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1755, decode.acc_seg: 92.8249, loss: 0.1755 2023-03-03 07:47:04,094 - mmseg - INFO - Iter [222900/400000] lr: 9.375e-06, eta: 15:49:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 92.9903, loss: 0.1684 2023-03-03 07:47:17,499 - mmseg - INFO - Iter [222950/400000] lr: 9.375e-06, eta: 15:48:59, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.9631, loss: 0.1709 2023-03-03 07:47:30,873 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:47:30,873 - mmseg - INFO - Iter [223000/400000] lr: 9.375e-06, eta: 15:48:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0021, loss: 0.1691 2023-03-03 07:47:44,125 - mmseg - INFO - Iter [223050/400000] lr: 9.375e-06, eta: 15:48:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1823, loss: 0.1673 2023-03-03 07:47:57,462 - mmseg - INFO - Iter [223100/400000] lr: 9.375e-06, eta: 15:48:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2144, loss: 0.1627 2023-03-03 07:48:10,781 - mmseg - INFO - Iter [223150/400000] lr: 9.375e-06, eta: 15:47:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.2929, loss: 0.1604 2023-03-03 07:48:24,014 - mmseg - INFO - Iter [223200/400000] lr: 9.375e-06, eta: 15:47:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1888, loss: 0.1680 2023-03-03 07:48:37,265 - mmseg - INFO - Iter [223250/400000] lr: 9.375e-06, eta: 15:47:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1243, loss: 0.1686 2023-03-03 07:48:50,629 - mmseg - INFO - Iter [223300/400000] lr: 9.375e-06, eta: 15:46:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.1564, loss: 0.1698 2023-03-03 07:49:03,855 - mmseg - INFO - Iter [223350/400000] lr: 9.375e-06, eta: 15:46:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3434, loss: 0.1618 2023-03-03 07:49:19,660 - mmseg - INFO - Iter [223400/400000] lr: 9.375e-06, eta: 15:46:17, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.2328, loss: 0.1640 2023-03-03 07:49:32,983 - mmseg - INFO - Iter [223450/400000] lr: 9.375e-06, eta: 15:45:58, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.2297, loss: 0.1671 2023-03-03 07:49:46,269 - mmseg - INFO - Iter [223500/400000] lr: 9.375e-06, eta: 15:45:40, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.1483, loss: 0.1631 2023-03-03 07:49:59,642 - mmseg - INFO - Iter [223550/400000] lr: 9.375e-06, eta: 15:45:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.3211, loss: 0.1609 2023-03-03 07:50:12,916 - mmseg - INFO - Iter [223600/400000] lr: 9.375e-06, eta: 15:45:04, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.3873, loss: 0.1593 2023-03-03 07:50:26,183 - mmseg - INFO - Iter [223650/400000] lr: 9.375e-06, eta: 15:44:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.1410, loss: 0.1624 2023-03-03 07:50:39,386 - mmseg - INFO - Iter [223700/400000] lr: 9.375e-06, eta: 15:44:27, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.0879, loss: 0.1648 2023-03-03 07:50:52,619 - mmseg - INFO - Iter [223750/400000] lr: 9.375e-06, eta: 15:44:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3767, loss: 0.1607 2023-03-03 07:51:05,916 - mmseg - INFO - Iter [223800/400000] lr: 9.375e-06, eta: 15:43:50, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1596, decode.acc_seg: 93.4250, loss: 0.1596 2023-03-03 07:51:19,188 - mmseg - INFO - Iter [223850/400000] lr: 9.375e-06, eta: 15:43:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.0711, loss: 0.1674 2023-03-03 07:51:32,572 - mmseg - INFO - Iter [223900/400000] lr: 9.375e-06, eta: 15:43:14, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3578, loss: 0.1624 2023-03-03 07:51:45,816 - mmseg - INFO - Iter [223950/400000] lr: 9.375e-06, eta: 15:42:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.0835, loss: 0.1672 2023-03-03 07:51:59,104 - mmseg - INFO - Swap parameters (after train) after iter [224000] 2023-03-03 07:51:59,117 - mmseg - INFO - Saving checkpoint at 224000 iterations 2023-03-03 07:52:01,268 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 07:52:01,268 - mmseg - INFO - Iter [224000/400000] lr: 9.375e-06, eta: 15:42:39, time: 0.309, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0625, loss: 0.1691 2023-03-03 08:06:34,299 - mmseg - INFO - per class results: 2023-03-03 08:06:34,308 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.61,77.64,77.66,77.69,77.71,77.71,77.74,77.73,77.74,77.75 | | building | 81.77,81.77,81.79,81.8,81.82,81.84,81.85,81.86,81.84,81.86 | | sky | 94.58,94.58,94.59,94.6,94.61,94.63,94.65,94.65,94.64,94.64 | | floor | 81.92,81.95,81.95,81.99,81.98,81.98,81.98,81.98,82.02,82.02 | | tree | 74.25,74.27,74.32,74.31,74.36,74.36,74.4,74.41,74.43,74.46 | | ceiling | 84.96,84.95,84.98,84.98,85.0,84.99,84.98,84.94,84.96,84.97 | | road | 82.32,82.31,82.35,82.35,82.38,82.38,82.42,82.43,82.4,82.39 | | bed | 87.88,87.9,87.93,87.94,87.99,88.06,88.05,88.1,88.13,88.11 | | windowpane | 60.67,60.75,60.8,60.91,60.94,61.08,61.17,61.26,61.39,61.45 | | grass | 67.49,67.55,67.57,67.62,67.66,67.72,67.76,67.82,67.81,67.85 | | cabinet | 60.89,60.99,61.03,60.98,61.06,60.99,61.05,60.95,60.96,60.94 | | sidewalk | 65.33,65.38,65.56,65.59,65.65,65.69,65.76,65.76,65.72,65.72 | | person | 80.25,80.28,80.28,80.3,80.29,80.29,80.28,80.26,80.3,80.27 | | earth | 36.06,36.13,36.08,36.05,36.0,35.98,35.97,35.97,36.02,36.05 | | door | 46.06,46.01,46.06,46.11,46.04,45.98,45.93,45.85,45.88,45.87 | | table | 62.21,62.34,62.46,62.55,62.58,62.66,62.72,62.79,62.81,62.83 | | mountain | 56.89,57.13,57.26,57.44,57.59,57.68,57.77,57.8,57.83,57.86 | | plant | 50.0,49.98,50.05,50.01,49.98,49.96,50.0,50.02,50.04,50.11 | | curtain | 73.93,73.95,74.02,74.04,74.09,74.19,74.23,74.27,74.32,74.42 | | chair | 57.35,57.41,57.52,57.48,57.46,57.5,57.51,57.51,57.5,57.54 | | car | 82.72,82.75,82.82,82.78,82.81,82.81,82.79,82.76,82.76,82.71 | | water | 57.1,57.15,57.18,57.23,57.24,57.21,57.25,57.25,57.27,57.28 | | painting | 69.47,69.42,69.43,69.41,69.39,69.39,69.46,69.42,69.44,69.49 | | sofa | 64.66,64.88,64.99,65.04,65.27,65.16,65.21,65.18,65.23,65.23 | | shelf | 43.63,43.62,43.57,43.59,43.65,43.62,43.74,43.84,43.8,43.87 | | house | 43.34,43.18,43.37,43.2,43.34,43.36,43.23,43.24,43.21,43.25 | | sea | 59.76,59.83,59.93,60.07,60.03,60.14,60.22,60.25,60.33,60.38 | | mirror | 67.36,67.62,67.9,68.23,68.36,68.43,68.53,68.65,68.72,68.75 | | rug | 65.97,66.25,66.32,66.48,66.55,66.78,66.77,66.82,66.9,66.91 | | field | 31.01,30.99,31.0,31.0,30.96,30.95,30.93,30.92,30.88,30.86 | | armchair | 38.37,38.64,38.66,38.76,38.7,38.61,38.66,38.63,38.63,38.56 | | seat | 67.54,67.71,67.82,67.79,67.78,67.78,67.71,67.65,67.66,67.58 | | fence | 41.34,41.48,41.54,41.7,41.79,41.92,42.03,42.24,42.27,42.41 | | desk | 46.97,47.13,47.37,47.45,47.58,47.71,47.91,47.9,48.03,48.06 | | rock | 38.71,38.77,38.98,39.03,39.14,39.13,39.35,39.35,39.38,39.43 | | wardrobe | 57.76,57.8,57.73,57.6,57.63,57.61,57.67,57.61,57.46,57.35 | | lamp | 65.55,65.6,65.83,65.95,66.11,66.21,66.26,66.31,66.39,66.34 | | bathtub | 75.54,75.41,75.5,75.65,75.83,75.82,75.92,75.98,76.02,76.08 | | railing | 34.04,34.26,34.41,34.31,34.56,34.55,34.67,34.71,34.77,34.77 | | cushion | 57.27,57.23,57.31,57.24,57.28,57.4,57.36,57.42,57.51,57.5 | | base | 22.31,22.45,22.72,22.78,23.12,23.26,23.38,23.52,23.54,23.71 | | box | 23.63,23.63,23.74,23.8,23.89,23.9,24.0,24.08,24.09,24.14 | | column | 46.36,46.63,46.6,46.62,46.7,46.83,46.98,46.95,47.03,47.14 | | signboard | 38.38,38.47,38.6,38.86,38.98,38.84,38.81,38.84,38.76,38.71 | | chest of drawers | 36.51,36.9,36.87,36.99,36.89,36.7,36.68,36.39,36.39,36.37 | | counter | 29.17,29.64,29.71,30.0,30.34,30.73,30.82,31.0,31.15,31.31 | | sand | 42.26,41.7,41.64,41.51,41.38,41.39,41.35,41.34,41.31,41.33 | | sink | 69.04,68.94,68.9,68.88,68.9,69.07,69.24,69.15,69.26,69.34 | | skyscraper | 50.86,50.7,50.57,50.48,50.32,50.39,50.39,49.99,50.02,49.98 | | fireplace | 75.98,76.27,76.18,76.61,76.38,76.6,76.34,76.45,76.47,76.42 | | refrigerator | 77.73,78.12,78.33,78.45,78.65,78.86,79.02,78.89,78.86,78.87 | | grandstand | 54.48,54.61,54.45,54.33,54.67,54.89,54.79,54.93,54.85,55.07 | | path | 22.92,22.83,22.56,22.34,22.28,22.22,22.2,22.15,22.16,22.12 | | stairs | 32.46,32.48,32.41,32.31,32.38,32.24,32.11,32.01,31.88,31.87 | | runway | 68.2,68.28,68.4,68.47,68.49,68.54,68.58,68.59,68.61,68.63 | | case | 43.96,44.21,44.22,44.42,44.85,44.93,45.31,45.22,45.56,45.66 | | pool table | 91.87,91.94,91.95,91.93,91.95,91.93,91.91,91.92,91.92,91.91 | | pillow | 63.84,63.83,64.17,64.35,64.26,64.42,64.3,64.45,64.42,64.35 | | screen door | 71.15,71.01,71.29,71.62,71.26,71.01,70.81,70.93,70.7,70.87 | | stairway | 22.45,22.48,22.47,22.55,22.62,22.58,22.57,22.62,22.67,22.69 | | river | 12.02,12.01,12.08,12.12,12.16,12.3,12.35,12.34,12.35,12.35 | | bridge | 34.52,34.76,34.82,35.42,34.98,34.97,35.03,35.24,35.3,35.37 | | bookcase | 44.86,44.82,44.99,44.88,44.97,45.19,45.11,45.26,45.29,45.41 | | blind | 40.85,40.83,40.85,40.89,41.0,40.9,40.95,41.03,41.0,40.79 | | coffee table | 55.08,54.94,55.1,55.03,55.12,55.14,55.38,55.48,55.81,56.03 | | toilet | 84.67,84.62,84.69,84.66,84.65,84.67,84.69,84.64,84.72,84.67 | | flower | 39.13,39.16,39.42,39.56,39.58,39.84,39.97,40.1,40.25,40.52 | | book | 46.53,46.59,46.77,46.91,47.0,47.07,47.11,47.11,47.26,47.32 | | hill | 16.19,16.17,16.14,16.08,15.86,15.7,15.62,15.62,15.39,15.33 | | bench | 42.91,42.89,42.68,42.66,42.44,41.95,41.88,41.76,41.74,41.67 | | countertop | 57.22,57.38,57.9,57.73,57.98,58.35,59.02,59.31,59.43,59.51 | | stove | 73.61,73.8,73.66,73.75,73.53,73.61,73.62,73.57,73.75,73.85 | | palm | 49.02,49.04,49.06,49.16,49.19,49.2,49.13,49.31,49.22,49.34 | | kitchen island | 46.58,47.85,48.41,48.72,48.88,48.77,48.97,49.12,48.93,48.48 | | computer | 60.76,60.93,60.91,60.92,60.86,60.82,60.57,60.52,60.41,60.38 | | swivel chair | 43.67,43.68,43.72,43.75,43.85,44.03,44.02,43.78,43.95,44.01 | | boat | 70.56,70.85,70.84,71.11,70.98,71.31,71.49,71.57,71.73,71.82 | | bar | 24.26,24.27,24.33,24.33,24.31,24.38,24.39,24.39,24.34,24.32 | | arcade machine | 71.19,71.1,71.17,71.08,71.43,70.71,70.59,70.72,70.92,69.81 | | hovel | 28.11,28.18,28.16,28.13,28.15,28.41,28.3,28.3,28.34,28.43 | | bus | 79.69,79.82,79.95,79.95,80.09,80.17,80.15,80.27,80.24,80.32 | | towel | 61.99,61.8,61.82,61.91,61.68,61.63,61.58,61.42,61.36,61.45 | | light | 57.35,57.43,57.53,57.65,57.73,57.68,57.75,57.87,57.94,57.88 | | truck | 17.91,17.81,18.01,18.03,18.24,18.18,18.3,18.32,18.32,18.45 | | tower | 6.66,6.54,6.55,6.85,6.88,7.1,7.44,7.57,7.53,7.68 | | chandelier | 66.1,66.2,66.27,66.29,66.53,66.72,66.81,66.99,66.99,66.91 | | awning | 24.6,24.34,24.48,24.48,24.56,24.47,24.63,24.63,24.65,24.6 | | streetlight | 29.29,29.52,29.38,29.65,29.68,29.77,29.67,29.73,29.76,29.74 | | booth | 49.75,50.15,50.35,50.45,50.53,50.79,50.99,50.93,50.93,50.86 | | television receiver | 65.44,65.62,65.57,65.64,65.66,65.62,65.47,65.46,65.41,65.39 | | airplane | 58.86,59.04,59.08,59.25,59.17,59.23,59.29,59.37,59.43,59.46 | | dirt track | 20.72,21.38,21.67,21.93,21.85,22.58,23.05,23.53,23.8,23.76 | | apparel | 30.89,30.69,30.56,30.86,30.92,30.86,30.81,30.87,30.83,31.15 | | pole | 20.49,20.53,20.74,20.87,20.85,20.9,20.89,21.05,21.04,21.06 | | land | 4.16,4.07,4.12,4.09,4.1,4.12,4.08,4.12,4.12,4.07 | | bannister | 13.62,13.67,13.73,13.61,13.8,13.69,13.51,13.57,13.66,13.64 | | escalator | 23.12,23.23,23.26,23.31,23.18,23.2,23.12,23.1,23.13,23.05 | | ottoman | 41.95,41.95,41.4,41.14,41.13,41.13,40.95,41.06,40.79,40.57 | | bottle | 36.44,36.47,36.55,36.44,36.43,36.19,36.21,36.08,36.03,35.96 | | buffet | 40.23,40.06,39.86,39.71,39.6,39.62,39.61,39.6,39.59,39.51 | | poster | 21.43,21.32,21.46,21.47,21.5,21.39,22.14,22.16,22.83,23.57 | | stage | 13.01,12.93,12.84,12.94,12.74,12.59,12.75,12.68,12.91,12.86 | | van | 39.11,39.16,39.18,39.26,39.11,39.08,39.11,39.01,38.88,38.77 | | ship | 80.38,80.64,80.72,80.77,80.85,80.75,80.75,80.87,80.9,80.89 | | fountain | 20.92,21.13,21.17,21.56,21.57,21.51,21.62,21.61,21.57,21.54 | | conveyer belt | 86.34,86.6,86.53,86.48,86.58,86.59,86.58,86.46,85.14,85.25 | | canopy | 29.0,29.37,29.38,29.68,29.74,29.87,30.05,30.09,30.49,30.66 | | washer | 72.51,72.7,73.02,72.79,72.84,73.39,73.15,73.37,73.57,73.89 | | plaything | 21.78,21.75,21.7,21.83,21.81,21.88,21.88,21.87,21.85,21.66 | | swimming pool | 75.62,75.6,75.75,76.09,76.11,76.18,76.17,76.1,76.23,76.39 | | stool | 46.3,46.59,46.81,46.83,47.1,47.06,46.96,47.1,46.95,47.01 | | barrel | 49.29,48.97,49.21,49.34,49.58,49.86,49.93,50.25,50.0,49.91 | | basket | 25.62,25.77,25.68,25.78,25.84,25.7,25.56,25.57,25.7,25.74 | | waterfall | 42.67,42.6,42.61,42.63,42.48,42.5,42.5,42.29,42.32,42.28 | | tent | 95.78,95.83,95.82,95.92,95.88,95.95,95.98,95.98,96.02,96.08 | | bag | 15.72,15.91,15.96,16.11,16.16,16.41,16.53,16.69,16.71,16.91 | | minibike | 61.27,60.9,61.12,61.0,61.01,61.02,60.79,60.92,60.9,60.86 | | cradle | 85.98,86.06,86.31,86.41,86.6,86.74,86.75,86.78,86.81,86.88 | | oven | 44.87,45.32,45.68,46.03,46.15,46.37,46.98,46.99,47.79,48.43 | | ball | 46.0,45.93,45.84,45.97,45.43,45.69,45.3,45.13,44.92,45.0 | | food | 55.25,55.14,54.82,54.58,54.4,54.19,53.94,53.9,53.54,53.22 | | step | 7.55,7.42,7.0,7.01,6.64,6.51,6.42,6.39,6.29,6.24 | | tank | 55.59,55.79,55.84,55.69,55.76,55.7,55.53,55.31,55.17,55.11 | | trade name | 27.35,27.36,26.65,26.76,26.62,26.79,26.5,26.68,26.47,26.51 | | microwave | 69.62,70.15,70.57,70.91,71.04,71.07,71.62,71.55,71.88,72.06 | | pot | 32.05,32.0,32.04,31.87,31.99,31.94,32.07,32.09,32.16,32.07 | | animal | 53.72,53.7,53.7,53.75,53.77,53.74,53.73,53.75,53.77,53.78 | | bicycle | 56.85,56.95,57.39,57.13,57.12,57.29,57.2,57.13,57.11,57.18 | | lake | 57.89,57.95,57.96,57.99,58.07,58.03,58.12,58.13,58.13,58.18 | | dishwasher | 73.49,73.98,74.13,74.9,74.9,75.04,74.68,75.06,75.22,75.11 | | screen | 63.71,63.46,63.59,63.33,63.24,63.34,63.36,63.23,63.34,63.34 | | blanket | 19.48,19.62,19.99,19.79,20.17,20.15,19.92,19.99,19.82,19.9 | | sculpture | 55.84,55.85,55.8,55.31,55.51,55.67,55.53,55.52,55.19,55.16 | | hood | 61.17,60.32,60.25,59.84,59.69,59.67,60.0,59.62,60.05,59.85 | | sconce | 43.92,44.09,44.16,44.36,44.34,44.5,44.46,44.68,44.69,44.55 | | vase | 39.68,39.86,39.94,39.94,40.1,40.27,40.27,40.42,40.48,40.59 | | traffic light | 34.28,34.52,34.78,34.92,35.03,35.31,35.41,35.5,35.67,35.68 | | tray | 7.87,8.02,8.14,8.28,8.25,8.6,8.92,9.4,9.69,9.92 | | ashcan | 43.53,43.5,44.05,44.3,44.51,44.67,44.9,45.01,45.12,45.36 | | fan | 58.97,59.12,59.51,59.38,59.43,59.52,59.48,59.52,59.46,59.51 | | pier | 39.92,40.5,41.25,42.19,42.03,43.15,44.16,44.68,45.41,46.51 | | crt screen | 8.4,8.28,8.4,8.36,8.36,8.39,8.35,8.34,8.3,8.29 | | plate | 53.28,53.28,53.2,53.35,53.35,53.4,53.34,53.32,53.26,53.26 | | monitor | 15.74,15.69,15.55,15.64,15.47,15.54,15.42,15.33,15.29,15.22 | | bulletin board | 41.24,41.39,41.83,42.13,42.03,41.85,42.39,42.2,41.31,41.47 | | shower | 3.0,3.03,3.1,3.24,3.22,3.22,3.19,3.29,3.31,3.33 | | radiator | 61.76,61.63,62.25,62.18,61.97,62.33,61.73,61.25,60.39,60.21 | | glass | 14.94,14.8,14.85,14.84,14.77,14.71,14.8,14.69,14.71,14.53 | | clock | 38.93,38.85,39.02,39.1,39.09,39.07,39.12,39.01,39.23,39.46 | | flag | 32.78,32.89,32.88,32.73,32.64,32.76,32.65,32.72,32.95,32.97 | +---------------------+-------------------------------------------------------------+ 2023-03-03 08:06:34,308 - mmseg - INFO - Summary: 2023-03-03 08:06:34,308 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 49.11,49.18,49.25,49.31,49.33,49.38,49.42,49.44,49.46,49.48 | +-------------------------------------------------------------+ 2023-03-03 08:06:34,308 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:06:34,308 - mmseg - INFO - Iter(val) [250] mIoU: [0.4911, 0.4918, 0.4925, 0.4931, 0.4933, 0.4938, 0.4942, 0.4944, 0.4946, 0.4948], copy_paste: 49.11,49.18,49.25,49.31,49.33,49.38,49.42,49.44,49.46,49.48 2023-03-03 08:06:34,314 - mmseg - INFO - Swap parameters (before train) before iter [224001] 2023-03-03 08:06:50,582 - mmseg - INFO - Iter [224050/400000] lr: 9.375e-06, eta: 15:53:49, time: 17.786, data_time: 17.518, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0502, loss: 0.1680 2023-03-03 08:07:04,176 - mmseg - INFO - Iter [224100/400000] lr: 9.375e-06, eta: 15:53:30, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.8204, loss: 0.1734 2023-03-03 08:07:17,607 - mmseg - INFO - Iter [224150/400000] lr: 9.375e-06, eta: 15:53:12, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2214, loss: 0.1643 2023-03-03 08:07:30,941 - mmseg - INFO - Iter [224200/400000] lr: 9.375e-06, eta: 15:52:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3920, loss: 0.1587 2023-03-03 08:07:44,224 - mmseg - INFO - Iter [224250/400000] lr: 9.375e-06, eta: 15:52:35, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4121, loss: 0.1600 2023-03-03 08:07:57,586 - mmseg - INFO - Iter [224300/400000] lr: 9.375e-06, eta: 15:52:16, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0713, loss: 0.1690 2023-03-03 08:08:10,816 - mmseg - INFO - Iter [224350/400000] lr: 9.375e-06, eta: 15:51:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0056, loss: 0.1679 2023-03-03 08:08:24,303 - mmseg - INFO - Iter [224400/400000] lr: 9.375e-06, eta: 15:51:39, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.1127, loss: 0.1657 2023-03-03 08:08:37,522 - mmseg - INFO - Iter [224450/400000] lr: 9.375e-06, eta: 15:51:21, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.9981, loss: 0.1693 2023-03-03 08:08:50,785 - mmseg - INFO - Iter [224500/400000] lr: 9.375e-06, eta: 15:51:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.1649, loss: 0.1647 2023-03-03 08:09:04,094 - mmseg - INFO - Iter [224550/400000] lr: 9.375e-06, eta: 15:50:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2292, loss: 0.1650 2023-03-03 08:09:17,361 - mmseg - INFO - Iter [224600/400000] lr: 9.375e-06, eta: 15:50:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 92.8996, loss: 0.1693 2023-03-03 08:09:33,263 - mmseg - INFO - Iter [224650/400000] lr: 9.375e-06, eta: 15:50:08, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.1618, loss: 0.1642 2023-03-03 08:09:46,631 - mmseg - INFO - Iter [224700/400000] lr: 9.375e-06, eta: 15:49:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.0917, loss: 0.1683 2023-03-03 08:10:00,073 - mmseg - INFO - Iter [224750/400000] lr: 9.375e-06, eta: 15:49:31, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.0338, loss: 0.1669 2023-03-03 08:10:13,371 - mmseg - INFO - Iter [224800/400000] lr: 9.375e-06, eta: 15:49:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.4266, loss: 0.1616 2023-03-03 08:10:26,968 - mmseg - INFO - Iter [224850/400000] lr: 9.375e-06, eta: 15:48:54, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3167, loss: 0.1611 2023-03-03 08:10:40,273 - mmseg - INFO - Iter [224900/400000] lr: 9.375e-06, eta: 15:48:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1557, decode.acc_seg: 93.4213, loss: 0.1557 2023-03-03 08:10:53,588 - mmseg - INFO - Iter [224950/400000] lr: 9.375e-06, eta: 15:48:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.1914, loss: 0.1656 2023-03-03 08:11:06,879 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:11:06,879 - mmseg - INFO - Iter [225000/400000] lr: 9.375e-06, eta: 15:47:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1323, loss: 0.1660 2023-03-03 08:11:20,136 - mmseg - INFO - Iter [225050/400000] lr: 9.375e-06, eta: 15:47:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.0503, loss: 0.1675 2023-03-03 08:11:33,377 - mmseg - INFO - Iter [225100/400000] lr: 9.375e-06, eta: 15:47:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.1848, loss: 0.1639 2023-03-03 08:11:46,694 - mmseg - INFO - Iter [225150/400000] lr: 9.375e-06, eta: 15:47:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.1492, loss: 0.1684 2023-03-03 08:12:00,001 - mmseg - INFO - Iter [225200/400000] lr: 9.375e-06, eta: 15:46:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1562, decode.acc_seg: 93.4298, loss: 0.1562 2023-03-03 08:12:13,278 - mmseg - INFO - Iter [225250/400000] lr: 9.375e-06, eta: 15:46:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.1639, loss: 0.1645 2023-03-03 08:12:29,087 - mmseg - INFO - Iter [225300/400000] lr: 9.375e-06, eta: 15:46:09, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 92.9931, loss: 0.1717 2023-03-03 08:12:42,466 - mmseg - INFO - Iter [225350/400000] lr: 9.375e-06, eta: 15:45:51, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2192, loss: 0.1633 2023-03-03 08:12:55,712 - mmseg - INFO - Iter [225400/400000] lr: 9.375e-06, eta: 15:45:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1539, decode.acc_seg: 93.6377, loss: 0.1539 2023-03-03 08:13:08,967 - mmseg - INFO - Iter [225450/400000] lr: 9.375e-06, eta: 15:45:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.1144, loss: 0.1696 2023-03-03 08:13:22,185 - mmseg - INFO - Iter [225500/400000] lr: 9.375e-06, eta: 15:44:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1904, loss: 0.1667 2023-03-03 08:13:35,383 - mmseg - INFO - Iter [225550/400000] lr: 9.375e-06, eta: 15:44:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1557, decode.acc_seg: 93.5658, loss: 0.1557 2023-03-03 08:13:48,702 - mmseg - INFO - Iter [225600/400000] lr: 9.375e-06, eta: 15:44:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1466, loss: 0.1669 2023-03-03 08:14:01,967 - mmseg - INFO - Iter [225650/400000] lr: 9.375e-06, eta: 15:44:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 92.8706, loss: 0.1718 2023-03-03 08:14:15,213 - mmseg - INFO - Iter [225700/400000] lr: 9.375e-06, eta: 15:43:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2381, loss: 0.1624 2023-03-03 08:14:28,484 - mmseg - INFO - Iter [225750/400000] lr: 9.375e-06, eta: 15:43:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.2780, loss: 0.1615 2023-03-03 08:14:41,718 - mmseg - INFO - Iter [225800/400000] lr: 9.375e-06, eta: 15:43:04, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.2220, loss: 0.1640 2023-03-03 08:14:54,961 - mmseg - INFO - Iter [225850/400000] lr: 9.375e-06, eta: 15:42:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2519, loss: 0.1647 2023-03-03 08:15:10,730 - mmseg - INFO - Iter [225900/400000] lr: 9.375e-06, eta: 15:42:29, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.1288, loss: 0.1641 2023-03-03 08:15:23,952 - mmseg - INFO - Iter [225950/400000] lr: 9.375e-06, eta: 15:42:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4238, loss: 0.1584 2023-03-03 08:15:37,174 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:15:37,175 - mmseg - INFO - Iter [226000/400000] lr: 9.375e-06, eta: 15:41:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0242, loss: 0.1684 2023-03-03 08:15:50,626 - mmseg - INFO - Iter [226050/400000] lr: 9.375e-06, eta: 15:41:33, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.4600, loss: 0.1593 2023-03-03 08:16:04,003 - mmseg - INFO - Iter [226100/400000] lr: 9.375e-06, eta: 15:41:15, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1740, decode.acc_seg: 93.0467, loss: 0.1740 2023-03-03 08:16:17,289 - mmseg - INFO - Iter [226150/400000] lr: 9.375e-06, eta: 15:40:56, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.2240, loss: 0.1652 2023-03-03 08:16:30,618 - mmseg - INFO - Iter [226200/400000] lr: 9.375e-06, eta: 15:40:38, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.2282, loss: 0.1674 2023-03-03 08:16:43,820 - mmseg - INFO - Iter [226250/400000] lr: 9.375e-06, eta: 15:40:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2149, loss: 0.1621 2023-03-03 08:16:57,038 - mmseg - INFO - Iter [226300/400000] lr: 9.375e-06, eta: 15:40:01, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2621, loss: 0.1646 2023-03-03 08:17:10,349 - mmseg - INFO - Iter [226350/400000] lr: 9.375e-06, eta: 15:39:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0160, loss: 0.1704 2023-03-03 08:17:23,619 - mmseg - INFO - Iter [226400/400000] lr: 9.375e-06, eta: 15:39:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.3071, loss: 0.1598 2023-03-03 08:17:36,911 - mmseg - INFO - Iter [226450/400000] lr: 9.375e-06, eta: 15:39:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2747, loss: 0.1649 2023-03-03 08:17:50,165 - mmseg - INFO - Iter [226500/400000] lr: 9.375e-06, eta: 15:38:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1861, loss: 0.1655 2023-03-03 08:18:06,020 - mmseg - INFO - Iter [226550/400000] lr: 9.375e-06, eta: 15:38:30, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0369, loss: 0.1684 2023-03-03 08:18:19,357 - mmseg - INFO - Iter [226600/400000] lr: 9.375e-06, eta: 15:38:12, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 93.0165, loss: 0.1707 2023-03-03 08:18:32,637 - mmseg - INFO - Iter [226650/400000] lr: 9.375e-06, eta: 15:37:53, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1459, loss: 0.1670 2023-03-03 08:18:46,142 - mmseg - INFO - Iter [226700/400000] lr: 9.375e-06, eta: 15:37:35, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.4040, loss: 0.1623 2023-03-03 08:18:59,386 - mmseg - INFO - Iter [226750/400000] lr: 9.375e-06, eta: 15:37:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1570, decode.acc_seg: 93.5962, loss: 0.1570 2023-03-03 08:19:12,626 - mmseg - INFO - Iter [226800/400000] lr: 9.375e-06, eta: 15:36:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.1983, loss: 0.1611 2023-03-03 08:19:25,969 - mmseg - INFO - Iter [226850/400000] lr: 9.375e-06, eta: 15:36:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1148, loss: 0.1661 2023-03-03 08:19:39,348 - mmseg - INFO - Iter [226900/400000] lr: 9.375e-06, eta: 15:36:21, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.0637, loss: 0.1648 2023-03-03 08:19:52,686 - mmseg - INFO - Iter [226950/400000] lr: 9.375e-06, eta: 15:36:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3523, loss: 0.1608 2023-03-03 08:20:06,000 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:20:06,000 - mmseg - INFO - Iter [227000/400000] lr: 9.375e-06, eta: 15:35:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.3153, loss: 0.1651 2023-03-03 08:20:19,243 - mmseg - INFO - Iter [227050/400000] lr: 9.375e-06, eta: 15:35:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3169, loss: 0.1635 2023-03-03 08:20:32,577 - mmseg - INFO - Iter [227100/400000] lr: 9.375e-06, eta: 15:35:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2574, loss: 0.1650 2023-03-03 08:20:45,780 - mmseg - INFO - Iter [227150/400000] lr: 9.375e-06, eta: 15:34:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3255, loss: 0.1628 2023-03-03 08:21:01,693 - mmseg - INFO - Iter [227200/400000] lr: 9.375e-06, eta: 15:34:32, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2781, loss: 0.1634 2023-03-03 08:21:15,141 - mmseg - INFO - Iter [227250/400000] lr: 9.375e-06, eta: 15:34:14, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1492, loss: 0.1670 2023-03-03 08:21:28,616 - mmseg - INFO - Iter [227300/400000] lr: 9.375e-06, eta: 15:33:56, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0933, loss: 0.1679 2023-03-03 08:21:41,908 - mmseg - INFO - Iter [227350/400000] lr: 9.375e-06, eta: 15:33:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1966, loss: 0.1675 2023-03-03 08:21:55,143 - mmseg - INFO - Iter [227400/400000] lr: 9.375e-06, eta: 15:33:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.1904, loss: 0.1624 2023-03-03 08:22:08,396 - mmseg - INFO - Iter [227450/400000] lr: 9.375e-06, eta: 15:33:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1265, loss: 0.1683 2023-03-03 08:22:21,961 - mmseg - INFO - Iter [227500/400000] lr: 9.375e-06, eta: 15:32:42, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1403, loss: 0.1670 2023-03-03 08:22:35,297 - mmseg - INFO - Iter [227550/400000] lr: 9.375e-06, eta: 15:32:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1735, decode.acc_seg: 92.9925, loss: 0.1735 2023-03-03 08:22:48,650 - mmseg - INFO - Iter [227600/400000] lr: 9.375e-06, eta: 15:32:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.2147, loss: 0.1653 2023-03-03 08:23:01,867 - mmseg - INFO - Iter [227650/400000] lr: 9.375e-06, eta: 15:31:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0026, loss: 0.1701 2023-03-03 08:23:15,145 - mmseg - INFO - Iter [227700/400000] lr: 9.375e-06, eta: 15:31:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.2454, loss: 0.1636 2023-03-03 08:23:28,480 - mmseg - INFO - Iter [227750/400000] lr: 9.375e-06, eta: 15:31:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.3184, loss: 0.1641 2023-03-03 08:23:44,294 - mmseg - INFO - Iter [227800/400000] lr: 9.375e-06, eta: 15:30:53, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1732, decode.acc_seg: 93.0013, loss: 0.1732 2023-03-03 08:23:57,633 - mmseg - INFO - Iter [227850/400000] lr: 9.375e-06, eta: 15:30:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2524, loss: 0.1628 2023-03-03 08:24:10,925 - mmseg - INFO - Iter [227900/400000] lr: 9.375e-06, eta: 15:30:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3385, loss: 0.1601 2023-03-03 08:24:24,295 - mmseg - INFO - Iter [227950/400000] lr: 9.375e-06, eta: 15:29:58, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.2080, loss: 0.1655 2023-03-03 08:24:37,762 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:24:37,763 - mmseg - INFO - Iter [228000/400000] lr: 9.375e-06, eta: 15:29:40, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3004, loss: 0.1616 2023-03-03 08:24:51,046 - mmseg - INFO - Iter [228050/400000] lr: 9.375e-06, eta: 15:29:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2403, loss: 0.1630 2023-03-03 08:25:04,320 - mmseg - INFO - Iter [228100/400000] lr: 9.375e-06, eta: 15:29:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.3759, loss: 0.1590 2023-03-03 08:25:17,775 - mmseg - INFO - Iter [228150/400000] lr: 9.375e-06, eta: 15:28:45, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.0848, loss: 0.1689 2023-03-03 08:25:31,007 - mmseg - INFO - Iter [228200/400000] lr: 9.375e-06, eta: 15:28:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.2556, loss: 0.1663 2023-03-03 08:25:44,316 - mmseg - INFO - Iter [228250/400000] lr: 9.375e-06, eta: 15:28:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1549, decode.acc_seg: 93.5341, loss: 0.1549 2023-03-03 08:25:57,677 - mmseg - INFO - Iter [228300/400000] lr: 9.375e-06, eta: 15:27:50, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.2258, loss: 0.1669 2023-03-03 08:26:11,017 - mmseg - INFO - Iter [228350/400000] lr: 9.375e-06, eta: 15:27:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1064, loss: 0.1678 2023-03-03 08:26:24,320 - mmseg - INFO - Iter [228400/400000] lr: 9.375e-06, eta: 15:27:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1237, loss: 0.1686 2023-03-03 08:26:40,226 - mmseg - INFO - Iter [228450/400000] lr: 9.375e-06, eta: 15:26:56, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1808, loss: 0.1655 2023-03-03 08:26:53,494 - mmseg - INFO - Iter [228500/400000] lr: 9.375e-06, eta: 15:26:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.2342, loss: 0.1666 2023-03-03 08:27:06,728 - mmseg - INFO - Iter [228550/400000] lr: 9.375e-06, eta: 15:26:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0960, loss: 0.1670 2023-03-03 08:27:20,048 - mmseg - INFO - Iter [228600/400000] lr: 9.375e-06, eta: 15:26:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.0585, loss: 0.1659 2023-03-03 08:27:33,318 - mmseg - INFO - Iter [228650/400000] lr: 9.375e-06, eta: 15:25:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1571, decode.acc_seg: 93.5614, loss: 0.1571 2023-03-03 08:27:46,579 - mmseg - INFO - Iter [228700/400000] lr: 9.375e-06, eta: 15:25:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.3132, loss: 0.1646 2023-03-03 08:27:59,895 - mmseg - INFO - Iter [228750/400000] lr: 9.375e-06, eta: 15:25:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.3070, loss: 0.1632 2023-03-03 08:28:13,200 - mmseg - INFO - Iter [228800/400000] lr: 9.375e-06, eta: 15:24:48, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0696, loss: 0.1709 2023-03-03 08:28:26,469 - mmseg - INFO - Iter [228850/400000] lr: 9.375e-06, eta: 15:24:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1073, loss: 0.1673 2023-03-03 08:28:39,671 - mmseg - INFO - Iter [228900/400000] lr: 9.375e-06, eta: 15:24:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.0751, loss: 0.1655 2023-03-03 08:28:53,048 - mmseg - INFO - Iter [228950/400000] lr: 9.375e-06, eta: 15:23:52, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 92.9774, loss: 0.1678 2023-03-03 08:29:06,325 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:29:06,325 - mmseg - INFO - Iter [229000/400000] lr: 9.375e-06, eta: 15:23:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.5306, loss: 0.1595 2023-03-03 08:29:19,606 - mmseg - INFO - Iter [229050/400000] lr: 9.375e-06, eta: 15:23:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.1239, loss: 0.1685 2023-03-03 08:29:35,456 - mmseg - INFO - Iter [229100/400000] lr: 9.375e-06, eta: 15:22:59, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2420, loss: 0.1638 2023-03-03 08:29:48,737 - mmseg - INFO - Iter [229150/400000] lr: 9.375e-06, eta: 15:22:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1798, loss: 0.1670 2023-03-03 08:30:02,212 - mmseg - INFO - Iter [229200/400000] lr: 9.375e-06, eta: 15:22:22, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2580, loss: 0.1624 2023-03-03 08:30:15,531 - mmseg - INFO - Iter [229250/400000] lr: 9.375e-06, eta: 15:22:04, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.3815, loss: 0.1582 2023-03-03 08:30:28,884 - mmseg - INFO - Iter [229300/400000] lr: 9.375e-06, eta: 15:21:46, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.0845, loss: 0.1681 2023-03-03 08:30:42,182 - mmseg - INFO - Iter [229350/400000] lr: 9.375e-06, eta: 15:21:27, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.0315, loss: 0.1642 2023-03-03 08:30:55,487 - mmseg - INFO - Iter [229400/400000] lr: 9.375e-06, eta: 15:21:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1815, decode.acc_seg: 92.6570, loss: 0.1815 2023-03-03 08:31:08,700 - mmseg - INFO - Iter [229450/400000] lr: 9.375e-06, eta: 15:20:51, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4210, loss: 0.1590 2023-03-03 08:31:21,976 - mmseg - INFO - Iter [229500/400000] lr: 9.375e-06, eta: 15:20:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9557, loss: 0.1721 2023-03-03 08:31:35,340 - mmseg - INFO - Iter [229550/400000] lr: 9.375e-06, eta: 15:20:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.1379, loss: 0.1668 2023-03-03 08:31:48,776 - mmseg - INFO - Iter [229600/400000] lr: 9.375e-06, eta: 15:19:56, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1253, loss: 0.1673 2023-03-03 08:32:02,111 - mmseg - INFO - Iter [229650/400000] lr: 9.375e-06, eta: 15:19:37, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1574, decode.acc_seg: 93.3895, loss: 0.1574 2023-03-03 08:32:17,896 - mmseg - INFO - Iter [229700/400000] lr: 9.375e-06, eta: 15:19:21, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 93.0036, loss: 0.1705 2023-03-03 08:32:31,294 - mmseg - INFO - Iter [229750/400000] lr: 9.375e-06, eta: 15:19:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1747, decode.acc_seg: 92.7932, loss: 0.1747 2023-03-03 08:32:44,673 - mmseg - INFO - Iter [229800/400000] lr: 9.375e-06, eta: 15:18:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.2062, loss: 0.1636 2023-03-03 08:32:58,012 - mmseg - INFO - Iter [229850/400000] lr: 9.375e-06, eta: 15:18:26, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.1124, loss: 0.1692 2023-03-03 08:33:11,502 - mmseg - INFO - Iter [229900/400000] lr: 9.375e-06, eta: 15:18:08, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.2690, loss: 0.1654 2023-03-03 08:33:24,716 - mmseg - INFO - Iter [229950/400000] lr: 9.375e-06, eta: 15:17:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 93.0985, loss: 0.1714 2023-03-03 08:33:38,036 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:33:38,036 - mmseg - INFO - Iter [230000/400000] lr: 9.375e-06, eta: 15:17:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2762, loss: 0.1634 2023-03-03 08:33:51,325 - mmseg - INFO - Iter [230050/400000] lr: 9.375e-06, eta: 15:17:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.3183, loss: 0.1631 2023-03-03 08:34:04,555 - mmseg - INFO - Iter [230100/400000] lr: 9.375e-06, eta: 15:16:54, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.4502, loss: 0.1591 2023-03-03 08:34:17,776 - mmseg - INFO - Iter [230150/400000] lr: 9.375e-06, eta: 15:16:36, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.4838, loss: 0.1618 2023-03-03 08:34:30,995 - mmseg - INFO - Iter [230200/400000] lr: 9.375e-06, eta: 15:16:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2322, loss: 0.1665 2023-03-03 08:34:44,239 - mmseg - INFO - Iter [230250/400000] lr: 9.375e-06, eta: 15:15:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0619, loss: 0.1695 2023-03-03 08:34:57,498 - mmseg - INFO - Iter [230300/400000] lr: 9.375e-06, eta: 15:15:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2291, loss: 0.1625 2023-03-03 08:35:13,341 - mmseg - INFO - Iter [230350/400000] lr: 9.375e-06, eta: 15:15:25, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1564, decode.acc_seg: 93.5275, loss: 0.1564 2023-03-03 08:35:26,559 - mmseg - INFO - Iter [230400/400000] lr: 9.375e-06, eta: 15:15:06, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.2159, loss: 0.1687 2023-03-03 08:35:39,790 - mmseg - INFO - Iter [230450/400000] lr: 9.375e-06, eta: 15:14:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 92.9711, loss: 0.1714 2023-03-03 08:35:53,028 - mmseg - INFO - Iter [230500/400000] lr: 9.375e-06, eta: 15:14:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.0341, loss: 0.1658 2023-03-03 08:36:06,273 - mmseg - INFO - Iter [230550/400000] lr: 9.375e-06, eta: 15:14:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0195, loss: 0.1717 2023-03-03 08:36:19,529 - mmseg - INFO - Iter [230600/400000] lr: 9.375e-06, eta: 15:13:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.9438, loss: 0.1705 2023-03-03 08:36:32,994 - mmseg - INFO - Iter [230650/400000] lr: 9.375e-06, eta: 15:13:35, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2572, loss: 0.1646 2023-03-03 08:36:46,306 - mmseg - INFO - Iter [230700/400000] lr: 9.375e-06, eta: 15:13:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1561, loss: 0.1652 2023-03-03 08:36:59,534 - mmseg - INFO - Iter [230750/400000] lr: 9.375e-06, eta: 15:12:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3707, loss: 0.1611 2023-03-03 08:37:12,841 - mmseg - INFO - Iter [230800/400000] lr: 9.375e-06, eta: 15:12:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1869, loss: 0.1669 2023-03-03 08:37:26,052 - mmseg - INFO - Iter [230850/400000] lr: 9.375e-06, eta: 15:12:21, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1617, loss: 0.1674 2023-03-03 08:37:39,263 - mmseg - INFO - Iter [230900/400000] lr: 9.375e-06, eta: 15:12:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.3966, loss: 0.1605 2023-03-03 08:37:55,111 - mmseg - INFO - Iter [230950/400000] lr: 9.375e-06, eta: 15:11:47, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.1777, loss: 0.1685 2023-03-03 08:38:08,353 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:38:08,353 - mmseg - INFO - Iter [231000/400000] lr: 9.375e-06, eta: 15:11:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.3653, loss: 0.1603 2023-03-03 08:38:21,619 - mmseg - INFO - Iter [231050/400000] lr: 9.375e-06, eta: 15:11:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.1167, loss: 0.1709 2023-03-03 08:38:35,078 - mmseg - INFO - Iter [231100/400000] lr: 9.375e-06, eta: 15:10:52, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1617, loss: 0.1660 2023-03-03 08:38:48,290 - mmseg - INFO - Iter [231150/400000] lr: 9.375e-06, eta: 15:10:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1106, loss: 0.1651 2023-03-03 08:39:01,690 - mmseg - INFO - Iter [231200/400000] lr: 9.375e-06, eta: 15:10:15, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.2546, loss: 0.1678 2023-03-03 08:39:14,922 - mmseg - INFO - Iter [231250/400000] lr: 9.375e-06, eta: 15:09:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.3245, loss: 0.1645 2023-03-03 08:39:28,192 - mmseg - INFO - Iter [231300/400000] lr: 9.375e-06, eta: 15:09:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1784, decode.acc_seg: 92.8194, loss: 0.1784 2023-03-03 08:39:41,429 - mmseg - INFO - Iter [231350/400000] lr: 9.375e-06, eta: 15:09:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1706, decode.acc_seg: 92.9607, loss: 0.1706 2023-03-03 08:39:54,754 - mmseg - INFO - Iter [231400/400000] lr: 9.375e-06, eta: 15:09:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0598, loss: 0.1702 2023-03-03 08:40:07,962 - mmseg - INFO - Iter [231450/400000] lr: 9.375e-06, eta: 15:08:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1690, loss: 0.1673 2023-03-03 08:40:21,442 - mmseg - INFO - Iter [231500/400000] lr: 9.375e-06, eta: 15:08:26, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2576, loss: 0.1627 2023-03-03 08:40:34,744 - mmseg - INFO - Iter [231550/400000] lr: 9.375e-06, eta: 15:08:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.0906, loss: 0.1661 2023-03-03 08:40:50,423 - mmseg - INFO - Iter [231600/400000] lr: 9.375e-06, eta: 15:07:51, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.4260, loss: 0.1617 2023-03-03 08:41:03,651 - mmseg - INFO - Iter [231650/400000] lr: 9.375e-06, eta: 15:07:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3579, loss: 0.1618 2023-03-03 08:41:16,972 - mmseg - INFO - Iter [231700/400000] lr: 9.375e-06, eta: 15:07:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.1857, loss: 0.1634 2023-03-03 08:41:30,239 - mmseg - INFO - Iter [231750/400000] lr: 9.375e-06, eta: 15:06:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.2842, loss: 0.1660 2023-03-03 08:41:43,689 - mmseg - INFO - Iter [231800/400000] lr: 9.375e-06, eta: 15:06:38, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0383, loss: 0.1682 2023-03-03 08:41:56,929 - mmseg - INFO - Iter [231850/400000] lr: 9.375e-06, eta: 15:06:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.0212, loss: 0.1693 2023-03-03 08:42:10,297 - mmseg - INFO - Iter [231900/400000] lr: 9.375e-06, eta: 15:06:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.4317, loss: 0.1587 2023-03-03 08:42:23,499 - mmseg - INFO - Iter [231950/400000] lr: 9.375e-06, eta: 15:05:43, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.4051, loss: 0.1599 2023-03-03 08:42:36,719 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:42:36,720 - mmseg - INFO - Iter [232000/400000] lr: 9.375e-06, eta: 15:05:25, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1952, loss: 0.1665 2023-03-03 08:42:50,099 - mmseg - INFO - Iter [232050/400000] lr: 9.375e-06, eta: 15:05:06, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3192, loss: 0.1604 2023-03-03 08:43:03,460 - mmseg - INFO - Iter [232100/400000] lr: 9.375e-06, eta: 15:04:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0110, loss: 0.1702 2023-03-03 08:43:16,701 - mmseg - INFO - Iter [232150/400000] lr: 9.375e-06, eta: 15:04:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1772, decode.acc_seg: 92.7912, loss: 0.1772 2023-03-03 08:43:29,957 - mmseg - INFO - Iter [232200/400000] lr: 9.375e-06, eta: 15:04:12, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1047, loss: 0.1680 2023-03-03 08:43:45,742 - mmseg - INFO - Iter [232250/400000] lr: 9.375e-06, eta: 15:03:55, time: 0.316, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.5099, loss: 0.1568 2023-03-03 08:43:59,009 - mmseg - INFO - Iter [232300/400000] lr: 9.375e-06, eta: 15:03:37, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0921, loss: 0.1682 2023-03-03 08:44:12,284 - mmseg - INFO - Iter [232350/400000] lr: 9.375e-06, eta: 15:03:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.4360, loss: 0.1587 2023-03-03 08:44:25,674 - mmseg - INFO - Iter [232400/400000] lr: 9.375e-06, eta: 15:03:01, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.3307, loss: 0.1633 2023-03-03 08:44:39,103 - mmseg - INFO - Iter [232450/400000] lr: 9.375e-06, eta: 15:02:42, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0009, loss: 0.1717 2023-03-03 08:44:52,367 - mmseg - INFO - Iter [232500/400000] lr: 9.375e-06, eta: 15:02:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1859, loss: 0.1666 2023-03-03 08:45:05,690 - mmseg - INFO - Iter [232550/400000] lr: 9.375e-06, eta: 15:02:06, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.4203, loss: 0.1614 2023-03-03 08:45:18,997 - mmseg - INFO - Iter [232600/400000] lr: 9.375e-06, eta: 15:01:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.1556, loss: 0.1663 2023-03-03 08:45:32,322 - mmseg - INFO - Iter [232650/400000] lr: 9.375e-06, eta: 15:01:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2847, loss: 0.1649 2023-03-03 08:45:45,668 - mmseg - INFO - Iter [232700/400000] lr: 9.375e-06, eta: 15:01:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.3636, loss: 0.1612 2023-03-03 08:45:59,122 - mmseg - INFO - Iter [232750/400000] lr: 9.375e-06, eta: 15:00:53, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.1763, loss: 0.1637 2023-03-03 08:46:12,403 - mmseg - INFO - Iter [232800/400000] lr: 9.375e-06, eta: 15:00:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1186, loss: 0.1667 2023-03-03 08:46:28,389 - mmseg - INFO - Iter [232850/400000] lr: 9.375e-06, eta: 15:00:19, time: 0.320, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1558, loss: 0.1652 2023-03-03 08:46:41,649 - mmseg - INFO - Iter [232900/400000] lr: 9.375e-06, eta: 15:00:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1865, loss: 0.1661 2023-03-03 08:46:54,893 - mmseg - INFO - Iter [232950/400000] lr: 9.375e-06, eta: 14:59:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.3036, loss: 0.1654 2023-03-03 08:47:08,141 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:47:08,141 - mmseg - INFO - Iter [233000/400000] lr: 9.375e-06, eta: 14:59:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1751, decode.acc_seg: 93.0471, loss: 0.1751 2023-03-03 08:47:21,523 - mmseg - INFO - Iter [233050/400000] lr: 9.375e-06, eta: 14:59:06, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.1288, loss: 0.1653 2023-03-03 08:47:34,855 - mmseg - INFO - Iter [233100/400000] lr: 9.375e-06, eta: 14:58:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2550, loss: 0.1664 2023-03-03 08:47:48,176 - mmseg - INFO - Iter [233150/400000] lr: 9.375e-06, eta: 14:58:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.2391, loss: 0.1676 2023-03-03 08:48:01,695 - mmseg - INFO - Iter [233200/400000] lr: 9.375e-06, eta: 14:58:11, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3763, loss: 0.1622 2023-03-03 08:48:15,040 - mmseg - INFO - Iter [233250/400000] lr: 9.375e-06, eta: 14:57:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2021, loss: 0.1650 2023-03-03 08:48:28,371 - mmseg - INFO - Iter [233300/400000] lr: 9.375e-06, eta: 14:57:35, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.0775, loss: 0.1676 2023-03-03 08:48:41,605 - mmseg - INFO - Iter [233350/400000] lr: 9.375e-06, eta: 14:57:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4049, loss: 0.1590 2023-03-03 08:48:54,871 - mmseg - INFO - Iter [233400/400000] lr: 9.375e-06, eta: 14:56:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.1541, loss: 0.1671 2023-03-03 08:49:08,194 - mmseg - INFO - Iter [233450/400000] lr: 9.375e-06, eta: 14:56:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.2929, loss: 0.1600 2023-03-03 08:49:24,032 - mmseg - INFO - Iter [233500/400000] lr: 9.375e-06, eta: 14:56:24, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3504, loss: 0.1607 2023-03-03 08:49:37,299 - mmseg - INFO - Iter [233550/400000] lr: 9.375e-06, eta: 14:56:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 92.9982, loss: 0.1720 2023-03-03 08:49:50,542 - mmseg - INFO - Iter [233600/400000] lr: 9.375e-06, eta: 14:55:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1268, loss: 0.1665 2023-03-03 08:50:03,856 - mmseg - INFO - Iter [233650/400000] lr: 9.375e-06, eta: 14:55:30, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 92.8712, loss: 0.1716 2023-03-03 08:50:17,178 - mmseg - INFO - Iter [233700/400000] lr: 9.375e-06, eta: 14:55:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 92.9973, loss: 0.1731 2023-03-03 08:50:30,382 - mmseg - INFO - Iter [233750/400000] lr: 9.375e-06, eta: 14:54:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.2881, loss: 0.1616 2023-03-03 08:50:43,771 - mmseg - INFO - Iter [233800/400000] lr: 9.375e-06, eta: 14:54:35, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.3583, loss: 0.1627 2023-03-03 08:50:57,028 - mmseg - INFO - Iter [233850/400000] lr: 9.375e-06, eta: 14:54:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2731, loss: 0.1637 2023-03-03 08:51:10,403 - mmseg - INFO - Iter [233900/400000] lr: 9.375e-06, eta: 14:53:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1730, loss: 0.1660 2023-03-03 08:51:23,671 - mmseg - INFO - Iter [233950/400000] lr: 9.375e-06, eta: 14:53:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3122, loss: 0.1624 2023-03-03 08:51:36,930 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:51:36,930 - mmseg - INFO - Iter [234000/400000] lr: 9.375e-06, eta: 14:53:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1463, loss: 0.1673 2023-03-03 08:51:50,244 - mmseg - INFO - Iter [234050/400000] lr: 9.375e-06, eta: 14:53:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.0591, loss: 0.1657 2023-03-03 08:52:03,566 - mmseg - INFO - Iter [234100/400000] lr: 9.375e-06, eta: 14:52:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.3806, loss: 0.1599 2023-03-03 08:52:19,483 - mmseg - INFO - Iter [234150/400000] lr: 9.375e-06, eta: 14:52:30, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.1241, loss: 0.1634 2023-03-03 08:52:32,797 - mmseg - INFO - Iter [234200/400000] lr: 9.375e-06, eta: 14:52:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0391, loss: 0.1665 2023-03-03 08:52:46,030 - mmseg - INFO - Iter [234250/400000] lr: 9.375e-06, eta: 14:51:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1564, decode.acc_seg: 93.5181, loss: 0.1564 2023-03-03 08:52:59,262 - mmseg - INFO - Iter [234300/400000] lr: 9.375e-06, eta: 14:51:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.3176, loss: 0.1642 2023-03-03 08:53:12,494 - mmseg - INFO - Iter [234350/400000] lr: 9.375e-06, eta: 14:51:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.4632, loss: 0.1588 2023-03-03 08:53:25,749 - mmseg - INFO - Iter [234400/400000] lr: 9.375e-06, eta: 14:50:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3478, loss: 0.1629 2023-03-03 08:53:39,024 - mmseg - INFO - Iter [234450/400000] lr: 9.375e-06, eta: 14:50:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 92.9977, loss: 0.1689 2023-03-03 08:53:52,225 - mmseg - INFO - Iter [234500/400000] lr: 9.375e-06, eta: 14:50:22, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.2406, loss: 0.1653 2023-03-03 08:54:05,541 - mmseg - INFO - Iter [234550/400000] lr: 9.375e-06, eta: 14:50:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.0717, loss: 0.1674 2023-03-03 08:54:18,803 - mmseg - INFO - Iter [234600/400000] lr: 9.375e-06, eta: 14:49:46, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.9102, loss: 0.1709 2023-03-03 08:54:32,240 - mmseg - INFO - Iter [234650/400000] lr: 9.375e-06, eta: 14:49:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3535, loss: 0.1635 2023-03-03 08:54:45,803 - mmseg - INFO - Iter [234700/400000] lr: 9.375e-06, eta: 14:49:10, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.2050, loss: 0.1670 2023-03-03 08:55:01,778 - mmseg - INFO - Iter [234750/400000] lr: 9.375e-06, eta: 14:48:54, time: 0.319, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2390, loss: 0.1624 2023-03-03 08:55:15,032 - mmseg - INFO - Iter [234800/400000] lr: 9.375e-06, eta: 14:48:36, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.2126, loss: 0.1675 2023-03-03 08:55:28,439 - mmseg - INFO - Iter [234850/400000] lr: 9.375e-06, eta: 14:48:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.0839, loss: 0.1669 2023-03-03 08:55:41,726 - mmseg - INFO - Iter [234900/400000] lr: 9.375e-06, eta: 14:47:59, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.4361, loss: 0.1611 2023-03-03 08:55:54,951 - mmseg - INFO - Iter [234950/400000] lr: 9.375e-06, eta: 14:47:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2940, loss: 0.1637 2023-03-03 08:56:08,195 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 08:56:08,195 - mmseg - INFO - Iter [235000/400000] lr: 9.375e-06, eta: 14:47:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.2907, loss: 0.1636 2023-03-03 08:56:21,539 - mmseg - INFO - Iter [235050/400000] lr: 9.375e-06, eta: 14:47:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.2916, loss: 0.1598 2023-03-03 08:56:35,086 - mmseg - INFO - Iter [235100/400000] lr: 9.375e-06, eta: 14:46:47, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0619, loss: 0.1717 2023-03-03 08:56:48,382 - mmseg - INFO - Iter [235150/400000] lr: 9.375e-06, eta: 14:46:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0182, loss: 0.1709 2023-03-03 08:57:01,720 - mmseg - INFO - Iter [235200/400000] lr: 9.375e-06, eta: 14:46:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.1897, loss: 0.1641 2023-03-03 08:57:15,056 - mmseg - INFO - Iter [235250/400000] lr: 9.375e-06, eta: 14:45:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 93.0947, loss: 0.1714 2023-03-03 08:57:28,415 - mmseg - INFO - Iter [235300/400000] lr: 9.375e-06, eta: 14:45:35, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.2150, loss: 0.1657 2023-03-03 08:57:41,657 - mmseg - INFO - Iter [235350/400000] lr: 9.375e-06, eta: 14:45:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.0164, loss: 0.1674 2023-03-03 08:57:57,409 - mmseg - INFO - Iter [235400/400000] lr: 9.375e-06, eta: 14:45:00, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3742, loss: 0.1610 2023-03-03 08:58:10,667 - mmseg - INFO - Iter [235450/400000] lr: 9.375e-06, eta: 14:44:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2226, loss: 0.1638 2023-03-03 08:58:23,975 - mmseg - INFO - Iter [235500/400000] lr: 9.375e-06, eta: 14:44:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.0093, loss: 0.1696 2023-03-03 08:58:37,227 - mmseg - INFO - Iter [235550/400000] lr: 9.375e-06, eta: 14:44:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.2045, loss: 0.1659 2023-03-03 08:58:50,547 - mmseg - INFO - Iter [235600/400000] lr: 9.375e-06, eta: 14:43:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1581, decode.acc_seg: 93.4351, loss: 0.1581 2023-03-03 08:59:03,862 - mmseg - INFO - Iter [235650/400000] lr: 9.375e-06, eta: 14:43:30, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0962, loss: 0.1680 2023-03-03 08:59:17,088 - mmseg - INFO - Iter [235700/400000] lr: 9.375e-06, eta: 14:43:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2122, loss: 0.1664 2023-03-03 08:59:30,410 - mmseg - INFO - Iter [235750/400000] lr: 9.375e-06, eta: 14:42:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2500, loss: 0.1644 2023-03-03 08:59:43,800 - mmseg - INFO - Iter [235800/400000] lr: 9.375e-06, eta: 14:42:35, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1893, loss: 0.1667 2023-03-03 08:59:57,059 - mmseg - INFO - Iter [235850/400000] lr: 9.375e-06, eta: 14:42:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.2828, loss: 0.1601 2023-03-03 09:00:10,401 - mmseg - INFO - Iter [235900/400000] lr: 9.375e-06, eta: 14:41:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.4317, loss: 0.1575 2023-03-03 09:00:23,649 - mmseg - INFO - Iter [235950/400000] lr: 9.375e-06, eta: 14:41:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3171, loss: 0.1614 2023-03-03 09:00:39,483 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:00:39,484 - mmseg - INFO - Iter [236000/400000] lr: 9.375e-06, eta: 14:41:25, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3014, loss: 0.1628 2023-03-03 09:00:52,900 - mmseg - INFO - Iter [236050/400000] lr: 9.375e-06, eta: 14:41:07, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1688, loss: 0.1670 2023-03-03 09:01:06,144 - mmseg - INFO - Iter [236100/400000] lr: 9.375e-06, eta: 14:40:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1555, decode.acc_seg: 93.5296, loss: 0.1555 2023-03-03 09:01:19,385 - mmseg - INFO - Iter [236150/400000] lr: 9.375e-06, eta: 14:40:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1668, loss: 0.1677 2023-03-03 09:01:32,656 - mmseg - INFO - Iter [236200/400000] lr: 9.375e-06, eta: 14:40:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.3961, loss: 0.1575 2023-03-03 09:01:46,059 - mmseg - INFO - Iter [236250/400000] lr: 9.375e-06, eta: 14:39:54, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.1433, loss: 0.1643 2023-03-03 09:01:59,276 - mmseg - INFO - Iter [236300/400000] lr: 9.375e-06, eta: 14:39:36, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 93.0333, loss: 0.1722 2023-03-03 09:02:12,526 - mmseg - INFO - Iter [236350/400000] lr: 9.375e-06, eta: 14:39:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.2099, loss: 0.1673 2023-03-03 09:02:25,817 - mmseg - INFO - Iter [236400/400000] lr: 9.375e-06, eta: 14:39:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 92.9381, loss: 0.1714 2023-03-03 09:02:39,086 - mmseg - INFO - Iter [236450/400000] lr: 9.375e-06, eta: 14:38:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1220, loss: 0.1683 2023-03-03 09:02:52,496 - mmseg - INFO - Iter [236500/400000] lr: 9.375e-06, eta: 14:38:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1560, decode.acc_seg: 93.4018, loss: 0.1560 2023-03-03 09:03:05,737 - mmseg - INFO - Iter [236550/400000] lr: 9.375e-06, eta: 14:38:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.0991, loss: 0.1681 2023-03-03 09:03:19,027 - mmseg - INFO - Iter [236600/400000] lr: 9.375e-06, eta: 14:37:48, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.5015, loss: 0.1592 2023-03-03 09:03:35,025 - mmseg - INFO - Iter [236650/400000] lr: 9.375e-06, eta: 14:37:32, time: 0.320, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.3625, loss: 0.1641 2023-03-03 09:03:48,261 - mmseg - INFO - Iter [236700/400000] lr: 9.375e-06, eta: 14:37:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.3577, loss: 0.1603 2023-03-03 09:04:01,576 - mmseg - INFO - Iter [236750/400000] lr: 9.375e-06, eta: 14:36:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3023, loss: 0.1610 2023-03-03 09:04:14,796 - mmseg - INFO - Iter [236800/400000] lr: 9.375e-06, eta: 14:36:37, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.2091, loss: 0.1659 2023-03-03 09:04:28,050 - mmseg - INFO - Iter [236850/400000] lr: 9.375e-06, eta: 14:36:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2731, loss: 0.1641 2023-03-03 09:04:41,328 - mmseg - INFO - Iter [236900/400000] lr: 9.375e-06, eta: 14:36:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 93.0679, loss: 0.1710 2023-03-03 09:04:54,605 - mmseg - INFO - Iter [236950/400000] lr: 9.375e-06, eta: 14:35:43, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2855, loss: 0.1628 2023-03-03 09:05:07,956 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:05:07,957 - mmseg - INFO - Iter [237000/400000] lr: 9.375e-06, eta: 14:35:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2137, loss: 0.1624 2023-03-03 09:05:21,315 - mmseg - INFO - Iter [237050/400000] lr: 9.375e-06, eta: 14:35:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.0061, loss: 0.1708 2023-03-03 09:05:34,556 - mmseg - INFO - Iter [237100/400000] lr: 9.375e-06, eta: 14:34:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.9208, loss: 0.1733 2023-03-03 09:05:47,791 - mmseg - INFO - Iter [237150/400000] lr: 9.375e-06, eta: 14:34:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.1181, loss: 0.1692 2023-03-03 09:06:01,114 - mmseg - INFO - Iter [237200/400000] lr: 9.375e-06, eta: 14:34:13, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3640, loss: 0.1617 2023-03-03 09:06:14,537 - mmseg - INFO - Iter [237250/400000] lr: 9.375e-06, eta: 14:33:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.0705, loss: 0.1668 2023-03-03 09:06:30,227 - mmseg - INFO - Iter [237300/400000] lr: 9.375e-06, eta: 14:33:39, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.5376, loss: 0.1612 2023-03-03 09:06:43,759 - mmseg - INFO - Iter [237350/400000] lr: 9.375e-06, eta: 14:33:21, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2077, loss: 0.1664 2023-03-03 09:06:57,004 - mmseg - INFO - Iter [237400/400000] lr: 9.375e-06, eta: 14:33:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1409, loss: 0.1687 2023-03-03 09:07:10,414 - mmseg - INFO - Iter [237450/400000] lr: 9.375e-06, eta: 14:32:45, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3133, loss: 0.1625 2023-03-03 09:07:23,710 - mmseg - INFO - Iter [237500/400000] lr: 9.375e-06, eta: 14:32:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.0635, loss: 0.1663 2023-03-03 09:07:36,956 - mmseg - INFO - Iter [237550/400000] lr: 9.375e-06, eta: 14:32:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.3111, loss: 0.1649 2023-03-03 09:07:50,248 - mmseg - INFO - Iter [237600/400000] lr: 9.375e-06, eta: 14:31:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.1489, loss: 0.1697 2023-03-03 09:08:03,447 - mmseg - INFO - Iter [237650/400000] lr: 9.375e-06, eta: 14:31:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2960, loss: 0.1632 2023-03-03 09:08:16,939 - mmseg - INFO - Iter [237700/400000] lr: 9.375e-06, eta: 14:31:15, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.4130, loss: 0.1599 2023-03-03 09:08:30,179 - mmseg - INFO - Iter [237750/400000] lr: 9.375e-06, eta: 14:30:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.2911, loss: 0.1636 2023-03-03 09:08:43,422 - mmseg - INFO - Iter [237800/400000] lr: 9.375e-06, eta: 14:30:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.2632, loss: 0.1693 2023-03-03 09:08:56,623 - mmseg - INFO - Iter [237850/400000] lr: 9.375e-06, eta: 14:30:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.2147, loss: 0.1673 2023-03-03 09:09:12,387 - mmseg - INFO - Iter [237900/400000] lr: 9.375e-06, eta: 14:30:04, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.0712, loss: 0.1663 2023-03-03 09:09:25,742 - mmseg - INFO - Iter [237950/400000] lr: 9.375e-06, eta: 14:29:46, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0735, loss: 0.1679 2023-03-03 09:09:39,098 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:09:39,099 - mmseg - INFO - Iter [238000/400000] lr: 9.375e-06, eta: 14:29:28, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2463, loss: 0.1633 2023-03-03 09:09:52,451 - mmseg - INFO - Iter [238050/400000] lr: 9.375e-06, eta: 14:29:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.2410, loss: 0.1666 2023-03-03 09:10:05,660 - mmseg - INFO - Iter [238100/400000] lr: 9.375e-06, eta: 14:28:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.1429, loss: 0.1661 2023-03-03 09:10:19,014 - mmseg - INFO - Iter [238150/400000] lr: 9.375e-06, eta: 14:28:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0823, loss: 0.1690 2023-03-03 09:10:32,436 - mmseg - INFO - Iter [238200/400000] lr: 9.375e-06, eta: 14:28:16, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.1609, loss: 0.1619 2023-03-03 09:10:45,666 - mmseg - INFO - Iter [238250/400000] lr: 9.375e-06, eta: 14:27:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9897, loss: 0.1711 2023-03-03 09:10:58,903 - mmseg - INFO - Iter [238300/400000] lr: 9.375e-06, eta: 14:27:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.0542, loss: 0.1685 2023-03-03 09:11:12,310 - mmseg - INFO - Iter [238350/400000] lr: 9.375e-06, eta: 14:27:22, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.4089, loss: 0.1618 2023-03-03 09:11:25,595 - mmseg - INFO - Iter [238400/400000] lr: 9.375e-06, eta: 14:27:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.0964, loss: 0.1667 2023-03-03 09:11:38,958 - mmseg - INFO - Iter [238450/400000] lr: 9.375e-06, eta: 14:26:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1556, decode.acc_seg: 93.5751, loss: 0.1556 2023-03-03 09:11:52,213 - mmseg - INFO - Iter [238500/400000] lr: 9.375e-06, eta: 14:26:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 93.1137, loss: 0.1720 2023-03-03 09:12:07,914 - mmseg - INFO - Iter [238550/400000] lr: 9.375e-06, eta: 14:26:12, time: 0.314, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0927, loss: 0.1682 2023-03-03 09:12:21,148 - mmseg - INFO - Iter [238600/400000] lr: 9.375e-06, eta: 14:25:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.0236, loss: 0.1708 2023-03-03 09:12:34,560 - mmseg - INFO - Iter [238650/400000] lr: 9.375e-06, eta: 14:25:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.2174, loss: 0.1689 2023-03-03 09:12:47,919 - mmseg - INFO - Iter [238700/400000] lr: 9.375e-06, eta: 14:25:18, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.2696, loss: 0.1608 2023-03-03 09:13:01,255 - mmseg - INFO - Iter [238750/400000] lr: 9.375e-06, eta: 14:25:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.2078, loss: 0.1673 2023-03-03 09:13:14,533 - mmseg - INFO - Iter [238800/400000] lr: 9.375e-06, eta: 14:24:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 92.9186, loss: 0.1694 2023-03-03 09:13:27,759 - mmseg - INFO - Iter [238850/400000] lr: 9.375e-06, eta: 14:24:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.1439, loss: 0.1653 2023-03-03 09:13:41,030 - mmseg - INFO - Iter [238900/400000] lr: 9.375e-06, eta: 14:24:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.2255, loss: 0.1652 2023-03-03 09:13:54,476 - mmseg - INFO - Iter [238950/400000] lr: 9.375e-06, eta: 14:23:48, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.0995, loss: 0.1673 2023-03-03 09:14:07,761 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:14:07,761 - mmseg - INFO - Iter [239000/400000] lr: 9.375e-06, eta: 14:23:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.3795, loss: 0.1626 2023-03-03 09:14:21,084 - mmseg - INFO - Iter [239050/400000] lr: 9.375e-06, eta: 14:23:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1776, decode.acc_seg: 92.7589, loss: 0.1776 2023-03-03 09:14:34,334 - mmseg - INFO - Iter [239100/400000] lr: 9.375e-06, eta: 14:22:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1393, loss: 0.1677 2023-03-03 09:14:50,135 - mmseg - INFO - Iter [239150/400000] lr: 9.375e-06, eta: 14:22:38, time: 0.316, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.2791, loss: 0.1616 2023-03-03 09:15:03,448 - mmseg - INFO - Iter [239200/400000] lr: 9.375e-06, eta: 14:22:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1706, loss: 0.1674 2023-03-03 09:15:17,045 - mmseg - INFO - Iter [239250/400000] lr: 9.375e-06, eta: 14:22:02, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1608, loss: 0.1678 2023-03-03 09:15:30,297 - mmseg - INFO - Iter [239300/400000] lr: 9.375e-06, eta: 14:21:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.1698, loss: 0.1635 2023-03-03 09:15:44,122 - mmseg - INFO - Iter [239350/400000] lr: 9.375e-06, eta: 14:21:27, time: 0.276, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 92.9177, loss: 0.1672 2023-03-03 09:15:57,391 - mmseg - INFO - Iter [239400/400000] lr: 9.375e-06, eta: 14:21:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1717, decode.acc_seg: 93.0111, loss: 0.1717 2023-03-03 09:16:10,688 - mmseg - INFO - Iter [239450/400000] lr: 9.375e-06, eta: 14:20:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.3793, loss: 0.1586 2023-03-03 09:16:24,014 - mmseg - INFO - Iter [239500/400000] lr: 9.375e-06, eta: 14:20:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2943, loss: 0.1646 2023-03-03 09:16:37,245 - mmseg - INFO - Iter [239550/400000] lr: 9.375e-06, eta: 14:20:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.1378, loss: 0.1644 2023-03-03 09:16:50,465 - mmseg - INFO - Iter [239600/400000] lr: 9.375e-06, eta: 14:19:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.0390, loss: 0.1678 2023-03-03 09:17:03,682 - mmseg - INFO - Iter [239650/400000] lr: 9.375e-06, eta: 14:19:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2770, loss: 0.1643 2023-03-03 09:17:16,967 - mmseg - INFO - Iter [239700/400000] lr: 9.375e-06, eta: 14:19:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1726, decode.acc_seg: 93.0320, loss: 0.1726 2023-03-03 09:17:30,249 - mmseg - INFO - Iter [239750/400000] lr: 9.375e-06, eta: 14:19:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3225, loss: 0.1625 2023-03-03 09:17:46,256 - mmseg - INFO - Iter [239800/400000] lr: 9.375e-06, eta: 14:18:47, time: 0.320, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.1930, loss: 0.1637 2023-03-03 09:17:59,641 - mmseg - INFO - Iter [239850/400000] lr: 9.375e-06, eta: 14:18:29, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2741, loss: 0.1650 2023-03-03 09:18:12,876 - mmseg - INFO - Iter [239900/400000] lr: 9.375e-06, eta: 14:18:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.2759, loss: 0.1661 2023-03-03 09:18:26,129 - mmseg - INFO - Iter [239950/400000] lr: 9.375e-06, eta: 14:17:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.3317, loss: 0.1623 2023-03-03 09:18:39,393 - mmseg - INFO - Swap parameters (after train) after iter [240000] 2023-03-03 09:18:39,406 - mmseg - INFO - Saving checkpoint at 240000 iterations 2023-03-03 09:18:41,803 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:18:41,803 - mmseg - INFO - Iter [240000/400000] lr: 9.375e-06, eta: 14:17:36, time: 0.313, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.3918, loss: 0.1598 2023-03-03 09:33:14,323 - mmseg - INFO - per class results: 2023-03-03 09:33:14,332 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.62,77.66,77.7,77.72,77.73,77.73,77.75,77.76,77.76,77.77 | | building | 81.63,81.65,81.65,81.66,81.65,81.66,81.67,81.67,81.66,81.68 | | sky | 94.58,94.59,94.6,94.61,94.61,94.61,94.61,94.62,94.61,94.63 | | floor | 81.82,81.84,81.86,81.9,81.9,81.91,81.91,81.93,81.94,81.97 | | tree | 74.23,74.28,74.3,74.3,74.31,74.32,74.33,74.35,74.38,74.39 | | ceiling | 84.96,84.98,85.03,85.03,85.04,85.04,85.06,85.04,85.05,85.09 | | road | 82.37,82.33,82.28,82.22,82.15,82.13,82.13,82.07,82.07,82.06 | | bed | 87.67,87.72,87.75,87.78,87.76,87.8,87.81,87.83,87.86,87.88 | | windowpane | 60.75,60.85,60.93,60.98,61.09,61.14,61.29,61.26,61.37,61.43 | | grass | 67.47,67.55,67.6,67.68,67.75,67.78,67.83,67.85,67.88,67.91 | | cabinet | 61.21,61.36,61.36,61.45,61.61,61.65,61.61,61.68,61.86,61.82 | | sidewalk | 65.14,65.05,65.05,64.93,64.89,64.81,64.73,64.61,64.56,64.54 | | person | 80.23,80.24,80.24,80.29,80.29,80.3,80.29,80.31,80.3,80.3 | | earth | 36.19,36.21,36.19,36.09,36.04,36.02,35.92,35.8,35.74,35.76 | | door | 45.87,46.01,45.97,45.89,45.87,45.94,45.93,46.01,46.02,46.05 | | table | 62.4,62.44,62.59,62.61,62.69,62.72,62.76,62.72,62.73,62.76 | | mountain | 56.87,57.09,57.35,57.53,57.73,57.85,57.96,58.02,58.07,57.99 | | plant | 50.24,50.33,50.34,50.36,50.41,50.51,50.59,50.64,50.67,50.7 | | curtain | 73.97,74.05,74.18,74.25,74.16,74.22,74.23,74.32,74.33,74.28 | | chair | 57.62,57.72,57.73,57.87,57.88,57.91,57.89,57.88,57.88,57.88 | | car | 83.09,83.16,83.14,83.17,83.2,83.2,83.17,83.23,83.18,83.18 | | water | 56.93,56.98,57.06,57.11,57.13,57.16,57.21,57.28,57.3,57.34 | | painting | 69.67,69.64,69.63,69.62,69.56,69.61,69.72,69.72,69.77,69.76 | | sofa | 65.05,65.22,65.25,65.35,65.29,65.35,65.42,65.44,65.36,65.38 | | shelf | 43.76,43.89,43.83,43.95,43.78,43.86,44.01,44.02,44.05,44.02 | | house | 42.98,43.12,43.03,43.16,43.09,43.04,42.99,43.01,43.04,43.05 | | sea | 59.72,59.78,59.85,59.93,59.97,60.01,60.07,60.2,60.26,60.33 | | mirror | 67.38,67.63,67.83,67.8,67.94,67.83,67.7,67.76,67.8,67.87 | | rug | 65.98,66.0,66.11,66.1,66.12,66.07,66.09,66.12,66.03,66.06 | | field | 31.23,31.2,31.21,31.16,31.15,31.16,31.15,31.18,31.14,31.13 | | armchair | 38.36,38.65,38.61,38.84,38.52,38.8,38.66,38.64,38.47,38.37 | | seat | 67.8,67.92,67.98,68.04,68.09,68.05,67.99,67.94,67.93,67.93 | | fence | 40.97,41.05,41.18,41.22,41.37,41.45,41.61,41.7,41.8,41.88 | | desk | 47.17,47.12,47.3,47.36,47.46,47.48,47.7,47.75,47.71,47.79 | | rock | 38.47,38.55,38.68,38.68,38.76,38.72,38.82,38.83,38.81,38.84 | | wardrobe | 56.8,56.67,56.65,57.4,57.64,57.89,57.68,57.74,58.58,58.6 | | lamp | 65.29,65.54,65.41,65.62,65.63,65.76,65.76,65.75,65.85,65.95 | | bathtub | 75.38,75.24,75.09,75.35,75.4,75.51,75.54,75.65,75.74,75.9 | | railing | 33.71,33.7,33.82,33.71,33.8,33.94,33.95,34.03,34.06,34.15 | | cushion | 57.28,57.43,57.36,57.45,57.53,57.51,57.76,57.63,57.55,57.51 | | base | 22.08,22.05,22.18,22.3,22.46,22.63,22.76,22.95,23.04,23.12 | | box | 23.58,23.69,23.71,23.76,23.84,24.01,24.02,24.1,24.21,24.26 | | column | 45.96,45.82,45.82,45.82,45.73,45.84,45.81,45.83,45.82,45.88 | | signboard | 38.25,38.32,38.34,38.41,38.46,38.39,38.46,38.32,38.19,38.15 | | chest of drawers | 36.03,36.52,36.3,35.83,36.12,36.19,36.51,36.59,36.66,36.56 | | counter | 28.57,28.73,29.07,29.19,29.71,29.88,30.11,30.4,30.74,30.96 | | sand | 42.06,41.64,41.4,41.18,41.17,41.11,41.07,41.0,40.99,40.98 | | sink | 68.81,68.94,69.01,69.03,68.99,68.98,69.19,69.16,69.31,69.52 | | skyscraper | 50.45,50.43,50.51,50.46,50.48,50.36,50.63,50.6,50.57,50.51 | | fireplace | 76.3,76.47,76.55,76.72,76.61,76.62,76.63,76.65,76.61,76.57 | | refrigerator | 76.9,77.23,77.13,77.25,77.24,77.41,77.4,77.38,77.3,77.32 | | grandstand | 54.5,54.77,55.0,54.97,55.17,55.12,55.43,55.52,55.67,55.72 | | path | 22.7,22.85,22.87,22.94,22.98,23.01,22.94,22.97,22.94,22.9 | | stairs | 32.48,32.53,32.45,32.35,32.44,32.41,32.42,32.27,32.28,32.27 | | runway | 68.41,68.59,68.69,68.77,68.75,68.75,68.75,68.74,68.76,68.77 | | case | 44.73,44.87,45.03,45.11,45.43,45.6,45.84,46.05,46.2,46.33 | | pool table | 91.77,91.73,91.75,91.77,91.79,91.77,91.83,91.78,91.79,91.84 | | pillow | 64.21,64.3,64.42,64.48,64.34,64.34,64.35,64.2,64.0,63.95 | | screen door | 70.72,70.87,70.86,70.81,70.86,70.5,70.84,70.88,70.66,70.6 | | stairway | 22.17,22.19,22.12,22.1,22.11,22.1,22.13,22.17,22.09,22.06 | | river | 12.3,12.34,12.41,12.52,12.49,12.55,12.51,12.53,12.5,12.49 | | bridge | 34.32,34.4,34.61,34.62,35.13,35.41,35.49,35.67,35.72,35.59 | | bookcase | 44.63,44.78,44.8,44.91,44.73,44.88,44.81,44.87,44.84,44.74 | | blind | 40.92,41.23,41.0,41.16,41.43,41.6,41.72,41.87,41.87,41.49 | | coffee table | 55.05,55.07,55.17,55.27,55.16,55.03,55.07,55.11,55.14,55.15 | | toilet | 84.55,84.49,84.54,84.52,84.57,84.66,84.72,84.68,84.75,84.83 | | flower | 39.02,39.16,39.2,39.29,39.38,39.52,39.6,39.72,39.9,40.1 | | book | 47.08,46.97,47.11,47.08,47.03,47.1,47.15,47.09,47.22,47.19 | | hill | 15.68,15.71,15.71,15.6,15.28,15.44,15.25,15.25,15.19,14.93 | | bench | 43.61,43.4,43.66,43.77,43.66,43.73,43.66,43.52,43.45,43.41 | | countertop | 56.7,56.81,57.37,57.64,57.6,57.75,57.89,57.85,57.81,57.96 | | stove | 73.51,73.56,73.64,73.36,73.37,73.42,73.31,73.44,73.48,73.48 | | palm | 48.98,49.0,49.01,49.03,49.03,49.16,49.16,49.15,49.17,49.37 | | kitchen island | 49.08,49.55,49.59,49.5,49.54,49.34,49.37,49.54,49.37,49.36 | | computer | 61.01,61.14,61.13,61.12,60.83,60.63,60.59,60.43,60.28,60.29 | | swivel chair | 44.78,44.72,45.04,45.26,45.67,45.56,45.83,45.76,45.88,46.39 | | boat | 70.3,70.56,70.51,70.63,70.59,70.71,70.9,70.88,70.8,70.91 | | bar | 24.72,24.68,24.7,24.62,24.57,24.4,24.39,24.34,24.36,24.33 | | arcade machine | 69.17,69.51,69.52,69.65,69.07,68.92,69.09,69.25,69.45,69.54 | | hovel | 30.49,30.52,30.33,30.45,30.33,30.29,30.28,30.12,30.08,30.05 | | bus | 79.8,79.95,79.95,80.08,80.22,80.2,80.15,80.33,80.3,80.38 | | towel | 61.76,61.71,61.83,61.99,62.09,62.01,62.07,61.75,61.91,61.87 | | light | 57.46,57.45,57.6,57.73,57.81,57.85,57.88,57.87,58.02,57.99 | | truck | 18.63,18.26,17.91,17.97,18.04,17.93,17.94,18.12,18.16,18.24 | | tower | 5.51,5.51,5.38,5.36,5.37,5.34,5.31,5.32,5.29,5.26 | | chandelier | 66.96,66.98,67.01,67.02,67.11,67.04,67.1,67.01,67.05,67.16 | | awning | 23.67,23.88,23.82,23.92,23.85,23.91,24.08,23.94,24.04,24.07 | | streetlight | 29.8,29.9,29.85,30.01,29.98,30.12,30.18,30.21,30.23,30.12 | | booth | 50.63,51.03,51.03,51.32,51.45,51.61,51.79,51.92,52.08,52.16 | | television receiver | 66.03,66.17,66.25,66.26,66.3,66.25,66.36,66.13,66.24,66.19 | | airplane | 59.37,59.45,59.44,59.58,59.62,59.59,59.67,59.67,59.66,59.7 | | dirt track | 22.46,22.05,22.21,22.31,22.45,22.56,22.5,22.24,22.45,22.25 | | apparel | 31.67,31.63,31.57,31.76,31.84,31.85,31.71,31.66,31.75,31.7 | | pole | 20.32,20.6,20.67,20.53,20.89,20.67,20.67,20.59,20.56,20.61 | | land | 4.18,4.15,4.24,4.11,4.14,4.19,4.11,4.14,4.14,4.12 | | bannister | 12.57,12.61,12.62,12.74,12.85,12.85,12.79,12.75,12.71,12.74 | | escalator | 22.81,22.8,22.81,22.71,22.68,22.76,22.64,22.65,22.67,22.56 | | ottoman | 42.88,43.02,43.46,43.08,42.83,43.09,42.97,42.92,42.66,42.69 | | bottle | 36.1,36.12,36.02,36.03,36.0,36.13,36.0,35.83,35.81,35.8 | | buffet | 36.55,37.21,37.56,37.31,37.28,37.27,37.23,37.29,37.29,37.04 | | poster | 21.07,21.02,20.91,20.62,21.11,20.97,20.99,21.23,21.74,21.96 | | stage | 13.3,13.25,13.25,13.32,13.24,13.16,13.16,13.17,13.14,13.09 | | van | 38.66,38.93,38.95,38.93,38.73,38.72,38.77,38.79,38.83,38.75 | | ship | 79.82,80.34,80.69,80.85,81.0,80.92,80.88,80.9,80.9,80.95 | | fountain | 20.05,20.93,21.23,21.71,21.73,21.87,22.06,22.22,22.02,22.22 | | conveyer belt | 85.99,86.14,86.36,86.13,85.95,86.04,85.95,86.15,86.15,86.02 | | canopy | 29.18,29.57,29.79,30.11,30.63,30.99,30.99,31.16,31.19,31.19 | | washer | 73.3,73.88,74.12,73.97,74.2,74.26,74.05,74.31,74.7,74.64 | | plaything | 21.95,22.15,22.01,22.11,22.1,22.04,22.11,22.0,21.91,21.91 | | swimming pool | 75.52,75.82,76.29,76.4,76.24,76.55,76.55,76.57,76.68,76.68 | | stool | 46.46,46.38,46.42,46.56,46.54,46.61,46.56,46.5,46.53,46.5 | | barrel | 47.12,47.88,48.1,48.75,48.35,49.2,49.04,49.38,49.38,49.59 | | basket | 24.97,25.06,25.1,25.21,25.12,25.22,25.2,25.27,25.34,25.42 | | waterfall | 42.41,42.31,42.33,42.38,42.28,42.3,42.24,42.24,42.33,42.21 | | tent | 95.8,95.85,95.83,95.84,95.88,96.0,96.02,96.06,96.05,96.05 | | bag | 15.4,15.67,15.74,15.87,15.99,15.89,16.04,16.27,16.44,16.65 | | minibike | 60.71,60.64,60.7,60.63,60.51,60.41,60.3,60.23,60.37,60.39 | | cradle | 85.86,86.02,86.25,86.49,86.62,86.7,86.82,86.96,87.07,86.96 | | oven | 46.94,47.21,47.93,48.14,48.13,48.88,49.1,49.73,50.13,50.78 | | ball | 47.55,47.31,47.39,47.42,47.39,47.35,47.23,47.52,47.44,47.46 | | food | 56.11,55.97,55.79,55.65,55.17,54.95,54.79,54.59,54.23,53.98 | | step | 6.53,6.23,6.54,6.35,6.24,6.15,6.07,6.01,6.08,6.03 | | tank | 57.12,57.36,57.75,57.68,58.06,58.1,58.16,58.17,58.21,58.3 | | trade name | 26.77,26.12,25.82,25.18,24.96,24.58,24.51,24.28,24.1,24.12 | | microwave | 70.84,71.69,72.05,72.38,72.37,72.77,72.78,72.93,73.23,73.6 | | pot | 32.01,32.04,32.03,32.06,31.97,32.1,32.28,32.15,32.11,32.13 | | animal | 53.36,53.46,53.52,53.57,53.63,53.65,53.69,53.72,53.75,53.78 | | bicycle | 56.68,56.77,57.01,57.02,57.04,56.98,56.83,56.92,56.62,56.57 | | lake | 58.28,58.42,58.44,58.41,58.59,58.58,58.59,58.63,58.71,58.72 | | dishwasher | 72.18,73.93,73.93,73.54,73.8,74.18,74.16,74.02,73.99,74.37 | | screen | 63.48,63.32,63.3,63.1,63.28,63.14,63.13,63.0,62.95,62.9 | | blanket | 19.14,19.36,19.34,19.79,20.24,20.27,20.29,20.39,20.51,20.43 | | sculpture | 55.83,56.07,55.95,55.79,55.87,55.74,55.68,55.76,55.28,55.28 | | hood | 62.96,62.65,61.55,61.2,60.73,60.64,60.53,60.38,60.18,60.08 | | sconce | 43.22,43.57,43.54,43.68,43.92,44.22,44.25,44.43,44.61,44.52 | | vase | 39.71,39.85,39.88,40.01,39.95,40.35,40.19,40.29,40.63,40.61 | | traffic light | 34.7,34.71,35.21,35.27,35.49,35.57,35.71,35.91,35.97,35.95 | | tray | 8.03,8.07,8.19,8.19,8.65,8.72,8.81,9.01,9.35,9.49 | | ashcan | 42.9,43.06,43.36,43.34,43.4,43.62,43.66,44.01,44.04,43.98 | | fan | 59.62,59.68,59.83,60.06,59.73,60.05,59.97,60.63,60.34,60.65 | | pier | 36.54,37.17,36.91,37.12,36.45,35.58,35.65,35.65,34.97,34.67 | | crt screen | 8.3,8.28,8.23,8.15,8.18,8.14,8.12,8.09,8.07,8.06 | | plate | 52.9,52.73,52.9,53.14,53.23,53.18,52.97,53.03,53.02,52.95 | | monitor | 14.42,14.33,14.04,14.08,13.98,13.92,13.88,13.82,13.74,13.69 | | bulletin board | 40.47,40.08,40.42,39.78,39.22,39.12,37.4,37.34,35.64,34.39 | | shower | 2.98,3.17,3.21,3.29,3.3,3.33,3.47,3.48,3.5,3.57 | | radiator | 62.12,61.88,62.25,62.51,62.24,62.26,62.08,62.18,61.84,61.91 | | glass | 15.1,15.09,15.09,15.02,15.2,15.06,15.01,14.92,15.03,14.99 | | clock | 39.37,39.86,40.0,39.81,40.32,40.26,40.23,40.42,40.49,40.56 | | flag | 33.22,33.1,33.0,33.1,33.01,33.07,33.17,33.02,33.17,33.22 | +---------------------+-------------------------------------------------------------+ 2023-03-03 09:33:14,332 - mmseg - INFO - Summary: 2023-03-03 09:33:14,332 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 49.08,49.18,49.24,49.27,49.29,49.33,49.34,49.37,49.37,49.38 | +-------------------------------------------------------------+ 2023-03-03 09:33:14,333 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:33:14,333 - mmseg - INFO - Iter(val) [250] mIoU: [0.4908, 0.4918, 0.4924, 0.4927, 0.4929, 0.4933, 0.4934, 0.4937, 0.4937, 0.4938], copy_paste: 49.08,49.18,49.24,49.27,49.29,49.33,49.34,49.37,49.37,49.38 2023-03-03 09:33:14,339 - mmseg - INFO - Swap parameters (before train) before iter [240001] 2023-03-03 09:33:27,869 - mmseg - INFO - Iter [240050/400000] lr: 9.375e-06, eta: 14:27:00, time: 17.721, data_time: 17.459, memory: 39575, decode.loss_ce: 0.1544, decode.acc_seg: 93.5603, loss: 0.1544 2023-03-03 09:33:41,365 - mmseg - INFO - Iter [240100/400000] lr: 9.375e-06, eta: 14:26:42, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.2981, loss: 0.1599 2023-03-03 09:33:54,721 - mmseg - INFO - Iter [240150/400000] lr: 9.375e-06, eta: 14:26:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1009, loss: 0.1651 2023-03-03 09:34:07,995 - mmseg - INFO - Iter [240200/400000] lr: 9.375e-06, eta: 14:26:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.3433, loss: 0.1627 2023-03-03 09:34:21,358 - mmseg - INFO - Iter [240250/400000] lr: 9.375e-06, eta: 14:25:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.1570, loss: 0.1662 2023-03-03 09:34:34,605 - mmseg - INFO - Iter [240300/400000] lr: 9.375e-06, eta: 14:25:29, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1051, loss: 0.1677 2023-03-03 09:34:47,825 - mmseg - INFO - Iter [240350/400000] lr: 9.375e-06, eta: 14:25:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1366, loss: 0.1667 2023-03-03 09:35:01,058 - mmseg - INFO - Iter [240400/400000] lr: 9.375e-06, eta: 14:24:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.3945, loss: 0.1594 2023-03-03 09:35:16,864 - mmseg - INFO - Iter [240450/400000] lr: 9.375e-06, eta: 14:24:36, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.2077, loss: 0.1636 2023-03-03 09:35:30,218 - mmseg - INFO - Iter [240500/400000] lr: 9.375e-06, eta: 14:24:18, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.3602, loss: 0.1646 2023-03-03 09:35:43,514 - mmseg - INFO - Iter [240550/400000] lr: 9.375e-06, eta: 14:24:00, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.1910, loss: 0.1659 2023-03-03 09:35:56,779 - mmseg - INFO - Iter [240600/400000] lr: 9.375e-06, eta: 14:23:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 93.0386, loss: 0.1703 2023-03-03 09:36:09,950 - mmseg - INFO - Iter [240650/400000] lr: 9.375e-06, eta: 14:23:23, time: 0.263, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.4951, loss: 0.1568 2023-03-03 09:36:23,174 - mmseg - INFO - Iter [240700/400000] lr: 9.375e-06, eta: 14:23:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.3371, loss: 0.1599 2023-03-03 09:36:36,479 - mmseg - INFO - Iter [240750/400000] lr: 9.375e-06, eta: 14:22:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2795, loss: 0.1630 2023-03-03 09:36:49,764 - mmseg - INFO - Iter [240800/400000] lr: 9.375e-06, eta: 14:22:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 92.9629, loss: 0.1709 2023-03-03 09:37:03,004 - mmseg - INFO - Iter [240850/400000] lr: 9.375e-06, eta: 14:22:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1746, loss: 0.1677 2023-03-03 09:37:16,246 - mmseg - INFO - Iter [240900/400000] lr: 9.375e-06, eta: 14:21:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.0459, loss: 0.1687 2023-03-03 09:37:29,480 - mmseg - INFO - Iter [240950/400000] lr: 9.375e-06, eta: 14:21:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2540, loss: 0.1634 2023-03-03 09:37:42,745 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:37:42,745 - mmseg - INFO - Iter [241000/400000] lr: 9.375e-06, eta: 14:21:15, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.2182, loss: 0.1687 2023-03-03 09:37:58,699 - mmseg - INFO - Iter [241050/400000] lr: 9.375e-06, eta: 14:20:59, time: 0.319, data_time: 0.059, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.0806, loss: 0.1656 2023-03-03 09:38:11,992 - mmseg - INFO - Iter [241100/400000] lr: 9.375e-06, eta: 14:20:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1555, decode.acc_seg: 93.5496, loss: 0.1555 2023-03-03 09:38:25,249 - mmseg - INFO - Iter [241150/400000] lr: 9.375e-06, eta: 14:20:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.1053, loss: 0.1693 2023-03-03 09:38:38,508 - mmseg - INFO - Iter [241200/400000] lr: 9.375e-06, eta: 14:20:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1520, loss: 0.1673 2023-03-03 09:38:51,851 - mmseg - INFO - Iter [241250/400000] lr: 9.375e-06, eta: 14:19:46, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1743, decode.acc_seg: 92.8003, loss: 0.1743 2023-03-03 09:39:05,370 - mmseg - INFO - Iter [241300/400000] lr: 9.375e-06, eta: 14:19:28, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2937, loss: 0.1631 2023-03-03 09:39:18,675 - mmseg - INFO - Iter [241350/400000] lr: 9.375e-06, eta: 14:19:10, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2865, loss: 0.1638 2023-03-03 09:39:31,985 - mmseg - INFO - Iter [241400/400000] lr: 9.375e-06, eta: 14:18:52, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.1505, loss: 0.1689 2023-03-03 09:39:45,236 - mmseg - INFO - Iter [241450/400000] lr: 9.375e-06, eta: 14:18:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.3886, loss: 0.1597 2023-03-03 09:39:58,541 - mmseg - INFO - Iter [241500/400000] lr: 9.375e-06, eta: 14:18:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.0438, loss: 0.1676 2023-03-03 09:40:11,887 - mmseg - INFO - Iter [241550/400000] lr: 9.375e-06, eta: 14:17:57, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.2670, loss: 0.1622 2023-03-03 09:40:25,395 - mmseg - INFO - Iter [241600/400000] lr: 9.375e-06, eta: 14:17:39, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 93.0124, loss: 0.1714 2023-03-03 09:40:38,727 - mmseg - INFO - Iter [241650/400000] lr: 9.375e-06, eta: 14:17:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.2281, loss: 0.1620 2023-03-03 09:40:54,668 - mmseg - INFO - Iter [241700/400000] lr: 9.375e-06, eta: 14:17:05, time: 0.319, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1401, loss: 0.1652 2023-03-03 09:41:07,959 - mmseg - INFO - Iter [241750/400000] lr: 9.375e-06, eta: 14:16:46, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.4301, loss: 0.1603 2023-03-03 09:41:21,258 - mmseg - INFO - Iter [241800/400000] lr: 9.375e-06, eta: 14:16:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.2201, loss: 0.1654 2023-03-03 09:41:34,529 - mmseg - INFO - Iter [241850/400000] lr: 9.375e-06, eta: 14:16:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.2388, loss: 0.1642 2023-03-03 09:41:48,043 - mmseg - INFO - Iter [241900/400000] lr: 9.375e-06, eta: 14:15:52, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1770, loss: 0.1658 2023-03-03 09:42:01,377 - mmseg - INFO - Iter [241950/400000] lr: 9.375e-06, eta: 14:15:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2244, loss: 0.1665 2023-03-03 09:42:14,600 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:42:14,600 - mmseg - INFO - Iter [242000/400000] lr: 9.375e-06, eta: 14:15:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.0436, loss: 0.1686 2023-03-03 09:42:28,089 - mmseg - INFO - Iter [242050/400000] lr: 9.375e-06, eta: 14:14:58, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1809, loss: 0.1655 2023-03-03 09:42:41,318 - mmseg - INFO - Iter [242100/400000] lr: 9.375e-06, eta: 14:14:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2902, loss: 0.1624 2023-03-03 09:42:54,586 - mmseg - INFO - Iter [242150/400000] lr: 9.375e-06, eta: 14:14:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.2993, loss: 0.1642 2023-03-03 09:43:07,902 - mmseg - INFO - Iter [242200/400000] lr: 9.375e-06, eta: 14:14:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2333, loss: 0.1628 2023-03-03 09:43:21,322 - mmseg - INFO - Iter [242250/400000] lr: 9.375e-06, eta: 14:13:45, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.8978, loss: 0.1750 2023-03-03 09:43:34,713 - mmseg - INFO - Iter [242300/400000] lr: 9.375e-06, eta: 14:13:27, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3636, loss: 0.1614 2023-03-03 09:43:50,830 - mmseg - INFO - Iter [242350/400000] lr: 9.375e-06, eta: 14:13:11, time: 0.322, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.4345, loss: 0.1599 2023-03-03 09:44:04,074 - mmseg - INFO - Iter [242400/400000] lr: 9.375e-06, eta: 14:12:52, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2457, loss: 0.1637 2023-03-03 09:44:17,402 - mmseg - INFO - Iter [242450/400000] lr: 9.375e-06, eta: 14:12:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0994, loss: 0.1695 2023-03-03 09:44:30,744 - mmseg - INFO - Iter [242500/400000] lr: 9.375e-06, eta: 14:12:16, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.2998, loss: 0.1603 2023-03-03 09:44:44,149 - mmseg - INFO - Iter [242550/400000] lr: 9.375e-06, eta: 14:11:58, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3040, loss: 0.1629 2023-03-03 09:44:57,482 - mmseg - INFO - Iter [242600/400000] lr: 9.375e-06, eta: 14:11:40, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.9155, loss: 0.1750 2023-03-03 09:45:10,780 - mmseg - INFO - Iter [242650/400000] lr: 9.375e-06, eta: 14:11:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3925, loss: 0.1617 2023-03-03 09:45:24,021 - mmseg - INFO - Iter [242700/400000] lr: 9.375e-06, eta: 14:11:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.4276, loss: 0.1586 2023-03-03 09:45:37,346 - mmseg - INFO - Iter [242750/400000] lr: 9.375e-06, eta: 14:10:46, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.1452, loss: 0.1696 2023-03-03 09:45:50,853 - mmseg - INFO - Iter [242800/400000] lr: 9.375e-06, eta: 14:10:28, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.2540, loss: 0.1669 2023-03-03 09:46:04,103 - mmseg - INFO - Iter [242850/400000] lr: 9.375e-06, eta: 14:10:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2020, loss: 0.1650 2023-03-03 09:46:17,365 - mmseg - INFO - Iter [242900/400000] lr: 9.375e-06, eta: 14:09:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.0813, loss: 0.1657 2023-03-03 09:46:33,233 - mmseg - INFO - Iter [242950/400000] lr: 9.375e-06, eta: 14:09:35, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1106, loss: 0.1674 2023-03-03 09:46:46,513 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:46:46,513 - mmseg - INFO - Iter [243000/400000] lr: 9.375e-06, eta: 14:09:17, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3494, loss: 0.1618 2023-03-03 09:46:59,856 - mmseg - INFO - Iter [243050/400000] lr: 9.375e-06, eta: 14:08:59, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 93.0251, loss: 0.1705 2023-03-03 09:47:13,191 - mmseg - INFO - Iter [243100/400000] lr: 9.375e-06, eta: 14:08:41, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.3700, loss: 0.1583 2023-03-03 09:47:26,467 - mmseg - INFO - Iter [243150/400000] lr: 9.375e-06, eta: 14:08:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2127, loss: 0.1647 2023-03-03 09:47:39,732 - mmseg - INFO - Iter [243200/400000] lr: 9.375e-06, eta: 14:08:04, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3790, loss: 0.1624 2023-03-03 09:47:53,082 - mmseg - INFO - Iter [243250/400000] lr: 9.375e-06, eta: 14:07:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.0700, loss: 0.1654 2023-03-03 09:48:06,843 - mmseg - INFO - Iter [243300/400000] lr: 9.375e-06, eta: 14:07:28, time: 0.275, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 93.0010, loss: 0.1715 2023-03-03 09:48:20,122 - mmseg - INFO - Iter [243350/400000] lr: 9.375e-06, eta: 14:07:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3520, loss: 0.1629 2023-03-03 09:48:33,618 - mmseg - INFO - Iter [243400/400000] lr: 9.375e-06, eta: 14:06:52, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3377, loss: 0.1610 2023-03-03 09:48:47,187 - mmseg - INFO - Iter [243450/400000] lr: 9.375e-06, eta: 14:06:34, time: 0.272, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.2400, loss: 0.1680 2023-03-03 09:49:00,589 - mmseg - INFO - Iter [243500/400000] lr: 9.375e-06, eta: 14:06:16, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0865, loss: 0.1670 2023-03-03 09:49:13,964 - mmseg - INFO - Iter [243550/400000] lr: 9.375e-06, eta: 14:05:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1852, loss: 0.1655 2023-03-03 09:49:30,061 - mmseg - INFO - Iter [243600/400000] lr: 9.375e-06, eta: 14:05:42, time: 0.322, data_time: 0.060, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2648, loss: 0.1631 2023-03-03 09:49:43,496 - mmseg - INFO - Iter [243650/400000] lr: 9.375e-06, eta: 14:05:24, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3497, loss: 0.1621 2023-03-03 09:49:56,935 - mmseg - INFO - Iter [243700/400000] lr: 9.375e-06, eta: 14:05:06, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 92.9196, loss: 0.1701 2023-03-03 09:50:10,250 - mmseg - INFO - Iter [243750/400000] lr: 9.375e-06, eta: 14:04:48, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1562, decode.acc_seg: 93.4963, loss: 0.1562 2023-03-03 09:50:23,505 - mmseg - INFO - Iter [243800/400000] lr: 9.375e-06, eta: 14:04:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4184, loss: 0.1607 2023-03-03 09:50:36,847 - mmseg - INFO - Iter [243850/400000] lr: 9.375e-06, eta: 14:04:12, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.0807, loss: 0.1666 2023-03-03 09:50:50,035 - mmseg - INFO - Iter [243900/400000] lr: 9.375e-06, eta: 14:03:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1562, decode.acc_seg: 93.6035, loss: 0.1562 2023-03-03 09:51:03,290 - mmseg - INFO - Iter [243950/400000] lr: 9.375e-06, eta: 14:03:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.1908, loss: 0.1692 2023-03-03 09:51:16,549 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:51:16,549 - mmseg - INFO - Iter [244000/400000] lr: 9.375e-06, eta: 14:03:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 92.9923, loss: 0.1699 2023-03-03 09:51:29,894 - mmseg - INFO - Iter [244050/400000] lr: 9.375e-06, eta: 14:02:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.0400, loss: 0.1690 2023-03-03 09:51:43,220 - mmseg - INFO - Iter [244100/400000] lr: 9.375e-06, eta: 14:02:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.3238, loss: 0.1663 2023-03-03 09:51:56,448 - mmseg - INFO - Iter [244150/400000] lr: 9.375e-06, eta: 14:02:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.0983, loss: 0.1662 2023-03-03 09:52:12,202 - mmseg - INFO - Iter [244200/400000] lr: 9.375e-06, eta: 14:02:07, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.1677, loss: 0.1695 2023-03-03 09:52:25,569 - mmseg - INFO - Iter [244250/400000] lr: 9.375e-06, eta: 14:01:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2674, loss: 0.1624 2023-03-03 09:52:38,870 - mmseg - INFO - Iter [244300/400000] lr: 9.375e-06, eta: 14:01:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.2531, loss: 0.1607 2023-03-03 09:52:52,127 - mmseg - INFO - Iter [244350/400000] lr: 9.375e-06, eta: 14:01:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2485, loss: 0.1647 2023-03-03 09:53:05,484 - mmseg - INFO - Iter [244400/400000] lr: 9.375e-06, eta: 14:00:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2538, loss: 0.1624 2023-03-03 09:53:18,702 - mmseg - INFO - Iter [244450/400000] lr: 9.375e-06, eta: 14:00:36, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3485, loss: 0.1624 2023-03-03 09:53:32,159 - mmseg - INFO - Iter [244500/400000] lr: 9.375e-06, eta: 14:00:18, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3034, loss: 0.1610 2023-03-03 09:53:45,497 - mmseg - INFO - Iter [244550/400000] lr: 9.375e-06, eta: 14:00:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.2396, loss: 0.1668 2023-03-03 09:53:58,744 - mmseg - INFO - Iter [244600/400000] lr: 9.375e-06, eta: 13:59:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1909, loss: 0.1675 2023-03-03 09:54:12,071 - mmseg - INFO - Iter [244650/400000] lr: 9.375e-06, eta: 13:59:24, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1465, loss: 0.1673 2023-03-03 09:54:25,356 - mmseg - INFO - Iter [244700/400000] lr: 9.375e-06, eta: 13:59:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.4516, loss: 0.1580 2023-03-03 09:54:38,690 - mmseg - INFO - Iter [244750/400000] lr: 9.375e-06, eta: 13:58:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.4103, loss: 0.1593 2023-03-03 09:54:51,978 - mmseg - INFO - Iter [244800/400000] lr: 9.375e-06, eta: 13:58:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1727, decode.acc_seg: 92.8369, loss: 0.1727 2023-03-03 09:55:07,821 - mmseg - INFO - Iter [244850/400000] lr: 9.375e-06, eta: 13:58:13, time: 0.317, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.0353, loss: 0.1671 2023-03-03 09:55:21,125 - mmseg - INFO - Iter [244900/400000] lr: 9.375e-06, eta: 13:57:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 93.0600, loss: 0.1703 2023-03-03 09:55:34,377 - mmseg - INFO - Iter [244950/400000] lr: 9.375e-06, eta: 13:57:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.1712, loss: 0.1649 2023-03-03 09:55:47,596 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 09:55:47,596 - mmseg - INFO - Iter [245000/400000] lr: 9.375e-06, eta: 13:57:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3195, loss: 0.1618 2023-03-03 09:56:00,865 - mmseg - INFO - Iter [245050/400000] lr: 9.375e-06, eta: 13:57:01, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2756, loss: 0.1633 2023-03-03 09:56:14,194 - mmseg - INFO - Iter [245100/400000] lr: 9.375e-06, eta: 13:56:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1615, loss: 0.1680 2023-03-03 09:56:27,582 - mmseg - INFO - Iter [245150/400000] lr: 9.375e-06, eta: 13:56:25, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.0941, loss: 0.1639 2023-03-03 09:56:41,244 - mmseg - INFO - Iter [245200/400000] lr: 9.375e-06, eta: 13:56:07, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1567, decode.acc_seg: 93.5428, loss: 0.1567 2023-03-03 09:56:54,503 - mmseg - INFO - Iter [245250/400000] lr: 9.375e-06, eta: 13:55:49, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.2083, loss: 0.1660 2023-03-03 09:57:07,836 - mmseg - INFO - Iter [245300/400000] lr: 9.375e-06, eta: 13:55:31, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0864, loss: 0.1665 2023-03-03 09:57:21,190 - mmseg - INFO - Iter [245350/400000] lr: 9.375e-06, eta: 13:55:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1690, decode.acc_seg: 93.1528, loss: 0.1690 2023-03-03 09:57:34,585 - mmseg - INFO - Iter [245400/400000] lr: 9.375e-06, eta: 13:54:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 93.1557, loss: 0.1699 2023-03-03 09:57:47,887 - mmseg - INFO - Iter [245450/400000] lr: 9.375e-06, eta: 13:54:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2156, loss: 0.1643 2023-03-03 09:58:03,582 - mmseg - INFO - Iter [245500/400000] lr: 9.375e-06, eta: 13:54:21, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.0134, loss: 0.1693 2023-03-03 09:58:16,922 - mmseg - INFO - Iter [245550/400000] lr: 9.375e-06, eta: 13:54:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.3300, loss: 0.1637 2023-03-03 09:58:30,241 - mmseg - INFO - Iter [245600/400000] lr: 9.375e-06, eta: 13:53:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.2134, loss: 0.1675 2023-03-03 09:58:43,556 - mmseg - INFO - Iter [245650/400000] lr: 9.375e-06, eta: 13:53:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.0494, loss: 0.1656 2023-03-03 09:58:56,804 - mmseg - INFO - Iter [245700/400000] lr: 9.375e-06, eta: 13:53:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1763, decode.acc_seg: 92.8715, loss: 0.1763 2023-03-03 09:59:10,058 - mmseg - INFO - Iter [245750/400000] lr: 9.375e-06, eta: 13:52:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2968, loss: 0.1627 2023-03-03 09:59:23,361 - mmseg - INFO - Iter [245800/400000] lr: 9.375e-06, eta: 13:52:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4060, loss: 0.1584 2023-03-03 09:59:36,651 - mmseg - INFO - Iter [245850/400000] lr: 9.375e-06, eta: 13:52:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.1800, loss: 0.1660 2023-03-03 09:59:49,929 - mmseg - INFO - Iter [245900/400000] lr: 9.375e-06, eta: 13:51:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3108, loss: 0.1624 2023-03-03 10:00:03,252 - mmseg - INFO - Iter [245950/400000] lr: 9.375e-06, eta: 13:51:39, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1777, decode.acc_seg: 92.8250, loss: 0.1777 2023-03-03 10:00:16,507 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:00:16,507 - mmseg - INFO - Iter [246000/400000] lr: 9.375e-06, eta: 13:51:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1556, decode.acc_seg: 93.5744, loss: 0.1556 2023-03-03 10:00:29,823 - mmseg - INFO - Iter [246050/400000] lr: 9.375e-06, eta: 13:51:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4812, loss: 0.1592 2023-03-03 10:00:45,690 - mmseg - INFO - Iter [246100/400000] lr: 9.375e-06, eta: 13:50:46, time: 0.317, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.2658, loss: 0.1618 2023-03-03 10:00:59,087 - mmseg - INFO - Iter [246150/400000] lr: 9.375e-06, eta: 13:50:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 93.0263, loss: 0.1707 2023-03-03 10:01:12,357 - mmseg - INFO - Iter [246200/400000] lr: 9.375e-06, eta: 13:50:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.2116, loss: 0.1653 2023-03-03 10:01:25,615 - mmseg - INFO - Iter [246250/400000] lr: 9.375e-06, eta: 13:49:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.1428, loss: 0.1684 2023-03-03 10:01:38,916 - mmseg - INFO - Iter [246300/400000] lr: 9.375e-06, eta: 13:49:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.4405, loss: 0.1593 2023-03-03 10:01:52,128 - mmseg - INFO - Iter [246350/400000] lr: 9.375e-06, eta: 13:49:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.0921, loss: 0.1682 2023-03-03 10:02:05,397 - mmseg - INFO - Iter [246400/400000] lr: 9.375e-06, eta: 13:48:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.1648, loss: 0.1626 2023-03-03 10:02:18,645 - mmseg - INFO - Iter [246450/400000] lr: 9.375e-06, eta: 13:48:40, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.5838, loss: 0.1610 2023-03-03 10:02:31,874 - mmseg - INFO - Iter [246500/400000] lr: 9.375e-06, eta: 13:48:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1105, loss: 0.1664 2023-03-03 10:02:45,187 - mmseg - INFO - Iter [246550/400000] lr: 9.375e-06, eta: 13:48:04, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.8185, loss: 0.1758 2023-03-03 10:02:58,439 - mmseg - INFO - Iter [246600/400000] lr: 9.375e-06, eta: 13:47:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.8799, loss: 0.1730 2023-03-03 10:03:11,695 - mmseg - INFO - Iter [246650/400000] lr: 9.375e-06, eta: 13:47:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.1418, loss: 0.1642 2023-03-03 10:03:24,958 - mmseg - INFO - Iter [246700/400000] lr: 9.375e-06, eta: 13:47:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.0804, loss: 0.1692 2023-03-03 10:03:40,806 - mmseg - INFO - Iter [246750/400000] lr: 9.375e-06, eta: 13:46:54, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.2247, loss: 0.1651 2023-03-03 10:03:54,165 - mmseg - INFO - Iter [246800/400000] lr: 9.375e-06, eta: 13:46:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.3609, loss: 0.1613 2023-03-03 10:04:07,459 - mmseg - INFO - Iter [246850/400000] lr: 9.375e-06, eta: 13:46:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2574, loss: 0.1627 2023-03-03 10:04:20,730 - mmseg - INFO - Iter [246900/400000] lr: 9.375e-06, eta: 13:46:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2056, loss: 0.1625 2023-03-03 10:04:33,982 - mmseg - INFO - Iter [246950/400000] lr: 9.375e-06, eta: 13:45:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.4925, loss: 0.1568 2023-03-03 10:04:47,221 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:04:47,221 - mmseg - INFO - Iter [247000/400000] lr: 9.375e-06, eta: 13:45:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2196, loss: 0.1638 2023-03-03 10:05:00,448 - mmseg - INFO - Iter [247050/400000] lr: 9.375e-06, eta: 13:45:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.3127, loss: 0.1620 2023-03-03 10:05:13,826 - mmseg - INFO - Iter [247100/400000] lr: 9.375e-06, eta: 13:44:48, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3524, loss: 0.1604 2023-03-03 10:05:27,168 - mmseg - INFO - Iter [247150/400000] lr: 9.375e-06, eta: 13:44:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.1344, loss: 0.1681 2023-03-03 10:05:40,509 - mmseg - INFO - Iter [247200/400000] lr: 9.375e-06, eta: 13:44:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.1882, loss: 0.1659 2023-03-03 10:05:53,841 - mmseg - INFO - Iter [247250/400000] lr: 9.375e-06, eta: 13:43:54, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.2778, loss: 0.1659 2023-03-03 10:06:07,159 - mmseg - INFO - Iter [247300/400000] lr: 9.375e-06, eta: 13:43:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1721, decode.acc_seg: 92.9135, loss: 0.1721 2023-03-03 10:06:20,360 - mmseg - INFO - Iter [247350/400000] lr: 9.375e-06, eta: 13:43:18, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1733, decode.acc_seg: 92.9523, loss: 0.1733 2023-03-03 10:06:36,206 - mmseg - INFO - Iter [247400/400000] lr: 9.375e-06, eta: 13:43:02, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4359, loss: 0.1584 2023-03-03 10:06:49,540 - mmseg - INFO - Iter [247450/400000] lr: 9.375e-06, eta: 13:42:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 92.9955, loss: 0.1683 2023-03-03 10:07:02,866 - mmseg - INFO - Iter [247500/400000] lr: 9.375e-06, eta: 13:42:26, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3076, loss: 0.1614 2023-03-03 10:07:16,146 - mmseg - INFO - Iter [247550/400000] lr: 9.375e-06, eta: 13:42:08, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.3757, loss: 0.1612 2023-03-03 10:07:29,369 - mmseg - INFO - Iter [247600/400000] lr: 9.375e-06, eta: 13:41:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1589, decode.acc_seg: 93.3450, loss: 0.1589 2023-03-03 10:07:42,612 - mmseg - INFO - Iter [247650/400000] lr: 9.375e-06, eta: 13:41:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2807, loss: 0.1665 2023-03-03 10:07:55,860 - mmseg - INFO - Iter [247700/400000] lr: 9.375e-06, eta: 13:41:14, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2484, loss: 0.1637 2023-03-03 10:08:09,166 - mmseg - INFO - Iter [247750/400000] lr: 9.375e-06, eta: 13:40:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1731, decode.acc_seg: 93.0891, loss: 0.1731 2023-03-03 10:08:22,389 - mmseg - INFO - Iter [247800/400000] lr: 9.375e-06, eta: 13:40:38, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.4660, loss: 0.1580 2023-03-03 10:08:35,582 - mmseg - INFO - Iter [247850/400000] lr: 9.375e-06, eta: 13:40:20, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.5533, loss: 0.1594 2023-03-03 10:08:48,832 - mmseg - INFO - Iter [247900/400000] lr: 9.375e-06, eta: 13:40:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2391, loss: 0.1647 2023-03-03 10:09:02,114 - mmseg - INFO - Iter [247950/400000] lr: 9.375e-06, eta: 13:39:44, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 93.0976, loss: 0.1699 2023-03-03 10:09:17,938 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:09:17,938 - mmseg - INFO - Iter [248000/400000] lr: 9.375e-06, eta: 13:39:28, time: 0.316, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1807, decode.acc_seg: 92.8309, loss: 0.1807 2023-03-03 10:09:31,162 - mmseg - INFO - Iter [248050/400000] lr: 9.375e-06, eta: 13:39:10, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.3565, loss: 0.1633 2023-03-03 10:09:44,386 - mmseg - INFO - Iter [248100/400000] lr: 9.375e-06, eta: 13:38:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.2428, loss: 0.1615 2023-03-03 10:09:57,822 - mmseg - INFO - Iter [248150/400000] lr: 9.375e-06, eta: 13:38:34, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.1701, loss: 0.1609 2023-03-03 10:10:11,091 - mmseg - INFO - Iter [248200/400000] lr: 9.375e-06, eta: 13:38:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.0377, loss: 0.1659 2023-03-03 10:10:24,344 - mmseg - INFO - Iter [248250/400000] lr: 9.375e-06, eta: 13:37:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1734, decode.acc_seg: 92.9468, loss: 0.1734 2023-03-03 10:10:37,641 - mmseg - INFO - Iter [248300/400000] lr: 9.375e-06, eta: 13:37:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 93.0772, loss: 0.1702 2023-03-03 10:10:50,911 - mmseg - INFO - Iter [248350/400000] lr: 9.375e-06, eta: 13:37:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1560, decode.acc_seg: 93.4372, loss: 0.1560 2023-03-03 10:11:04,117 - mmseg - INFO - Iter [248400/400000] lr: 9.375e-06, eta: 13:37:04, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2726, loss: 0.1631 2023-03-03 10:11:17,623 - mmseg - INFO - Iter [248450/400000] lr: 9.375e-06, eta: 13:36:46, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.4109, loss: 0.1640 2023-03-03 10:11:31,089 - mmseg - INFO - Iter [248500/400000] lr: 9.375e-06, eta: 13:36:28, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.5169, loss: 0.1593 2023-03-03 10:11:44,318 - mmseg - INFO - Iter [248550/400000] lr: 9.375e-06, eta: 13:36:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1825, loss: 0.1686 2023-03-03 10:11:57,561 - mmseg - INFO - Iter [248600/400000] lr: 9.375e-06, eta: 13:35:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.4785, loss: 0.1573 2023-03-03 10:12:13,385 - mmseg - INFO - Iter [248650/400000] lr: 9.375e-06, eta: 13:35:36, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.0652, loss: 0.1657 2023-03-03 10:12:26,652 - mmseg - INFO - Iter [248700/400000] lr: 9.375e-06, eta: 13:35:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.4254, loss: 0.1611 2023-03-03 10:12:40,193 - mmseg - INFO - Iter [248750/400000] lr: 9.375e-06, eta: 13:35:00, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.3073, loss: 0.1609 2023-03-03 10:12:53,461 - mmseg - INFO - Iter [248800/400000] lr: 9.375e-06, eta: 13:34:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2001, loss: 0.1639 2023-03-03 10:13:06,801 - mmseg - INFO - Iter [248850/400000] lr: 9.375e-06, eta: 13:34:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3016, loss: 0.1610 2023-03-03 10:13:20,055 - mmseg - INFO - Iter [248900/400000] lr: 9.375e-06, eta: 13:34:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2595, loss: 0.1638 2023-03-03 10:13:33,404 - mmseg - INFO - Iter [248950/400000] lr: 9.375e-06, eta: 13:33:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2297, loss: 0.1664 2023-03-03 10:13:46,720 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:13:46,720 - mmseg - INFO - Iter [249000/400000] lr: 9.375e-06, eta: 13:33:31, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2387, loss: 0.1646 2023-03-03 10:13:59,985 - mmseg - INFO - Iter [249050/400000] lr: 9.375e-06, eta: 13:33:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3795, loss: 0.1601 2023-03-03 10:14:13,216 - mmseg - INFO - Iter [249100/400000] lr: 9.375e-06, eta: 13:32:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3265, loss: 0.1629 2023-03-03 10:14:26,483 - mmseg - INFO - Iter [249150/400000] lr: 9.375e-06, eta: 13:32:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.3018, loss: 0.1626 2023-03-03 10:14:39,777 - mmseg - INFO - Iter [249200/400000] lr: 9.375e-06, eta: 13:32:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 93.0069, loss: 0.1710 2023-03-03 10:14:55,471 - mmseg - INFO - Iter [249250/400000] lr: 9.375e-06, eta: 13:32:03, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.5074, loss: 0.1573 2023-03-03 10:15:08,726 - mmseg - INFO - Iter [249300/400000] lr: 9.375e-06, eta: 13:31:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.4154, loss: 0.1601 2023-03-03 10:15:22,040 - mmseg - INFO - Iter [249350/400000] lr: 9.375e-06, eta: 13:31:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3704, loss: 0.1608 2023-03-03 10:15:35,294 - mmseg - INFO - Iter [249400/400000] lr: 9.375e-06, eta: 13:31:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.1809, loss: 0.1620 2023-03-03 10:15:48,863 - mmseg - INFO - Iter [249450/400000] lr: 9.375e-06, eta: 13:30:51, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 92.8577, loss: 0.1704 2023-03-03 10:16:02,101 - mmseg - INFO - Iter [249500/400000] lr: 9.375e-06, eta: 13:30:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1697, decode.acc_seg: 93.1050, loss: 0.1697 2023-03-03 10:16:15,351 - mmseg - INFO - Iter [249550/400000] lr: 9.375e-06, eta: 13:30:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1552, decode.acc_seg: 93.6943, loss: 0.1552 2023-03-03 10:16:28,632 - mmseg - INFO - Iter [249600/400000] lr: 9.375e-06, eta: 13:29:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.5091, loss: 0.1612 2023-03-03 10:16:41,861 - mmseg - INFO - Iter [249650/400000] lr: 9.375e-06, eta: 13:29:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.1046, loss: 0.1629 2023-03-03 10:16:55,117 - mmseg - INFO - Iter [249700/400000] lr: 9.375e-06, eta: 13:29:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1920, loss: 0.1666 2023-03-03 10:17:08,399 - mmseg - INFO - Iter [249750/400000] lr: 9.375e-06, eta: 13:29:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3662, loss: 0.1610 2023-03-03 10:17:21,629 - mmseg - INFO - Iter [249800/400000] lr: 9.375e-06, eta: 13:28:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.1749, loss: 0.1644 2023-03-03 10:17:34,859 - mmseg - INFO - Iter [249850/400000] lr: 9.375e-06, eta: 13:28:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.0777, loss: 0.1679 2023-03-03 10:17:50,730 - mmseg - INFO - Iter [249900/400000] lr: 9.375e-06, eta: 13:28:12, time: 0.317, data_time: 0.059, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3476, loss: 0.1629 2023-03-03 10:18:04,009 - mmseg - INFO - Iter [249950/400000] lr: 9.375e-06, eta: 13:27:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.4651, loss: 0.1601 2023-03-03 10:18:17,255 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:18:17,255 - mmseg - INFO - Iter [250000/400000] lr: 9.375e-06, eta: 13:27:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1581, decode.acc_seg: 93.5662, loss: 0.1581 2023-03-03 10:18:30,509 - mmseg - INFO - Iter [250050/400000] lr: 4.687e-06, eta: 13:27:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.4892, loss: 0.1602 2023-03-03 10:18:43,769 - mmseg - INFO - Iter [250100/400000] lr: 4.687e-06, eta: 13:27:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.1436, loss: 0.1662 2023-03-03 10:18:57,143 - mmseg - INFO - Iter [250150/400000] lr: 4.687e-06, eta: 13:26:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.1737, loss: 0.1643 2023-03-03 10:19:10,398 - mmseg - INFO - Iter [250200/400000] lr: 4.687e-06, eta: 13:26:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.3146, loss: 0.1612 2023-03-03 10:19:23,641 - mmseg - INFO - Iter [250250/400000] lr: 4.687e-06, eta: 13:26:07, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2921, loss: 0.1631 2023-03-03 10:19:37,007 - mmseg - INFO - Iter [250300/400000] lr: 4.687e-06, eta: 13:25:49, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.2807, loss: 0.1611 2023-03-03 10:19:50,361 - mmseg - INFO - Iter [250350/400000] lr: 4.687e-06, eta: 13:25:31, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3766, loss: 0.1629 2023-03-03 10:20:03,618 - mmseg - INFO - Iter [250400/400000] lr: 4.687e-06, eta: 13:25:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.4137, loss: 0.1598 2023-03-03 10:20:16,897 - mmseg - INFO - Iter [250450/400000] lr: 4.687e-06, eta: 13:24:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2880, loss: 0.1634 2023-03-03 10:20:30,241 - mmseg - INFO - Iter [250500/400000] lr: 4.687e-06, eta: 13:24:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.4820, loss: 0.1579 2023-03-03 10:20:46,007 - mmseg - INFO - Iter [250550/400000] lr: 4.687e-06, eta: 13:24:21, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.1040, loss: 0.1650 2023-03-03 10:20:59,287 - mmseg - INFO - Iter [250600/400000] lr: 4.687e-06, eta: 13:24:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.2308, loss: 0.1647 2023-03-03 10:21:12,650 - mmseg - INFO - Iter [250650/400000] lr: 4.687e-06, eta: 13:23:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.5073, loss: 0.1590 2023-03-03 10:21:25,921 - mmseg - INFO - Iter [250700/400000] lr: 4.687e-06, eta: 13:23:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 93.0484, loss: 0.1710 2023-03-03 10:21:39,329 - mmseg - INFO - Iter [250750/400000] lr: 4.687e-06, eta: 13:23:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.4444, loss: 0.1618 2023-03-03 10:21:52,588 - mmseg - INFO - Iter [250800/400000] lr: 4.687e-06, eta: 13:22:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.3407, loss: 0.1641 2023-03-03 10:22:05,879 - mmseg - INFO - Iter [250850/400000] lr: 4.687e-06, eta: 13:22:34, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.0143, loss: 0.1687 2023-03-03 10:22:19,154 - mmseg - INFO - Iter [250900/400000] lr: 4.687e-06, eta: 13:22:16, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1848, loss: 0.1666 2023-03-03 10:22:32,385 - mmseg - INFO - Iter [250950/400000] lr: 4.687e-06, eta: 13:21:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3859, loss: 0.1621 2023-03-03 10:22:45,624 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:22:45,624 - mmseg - INFO - Iter [251000/400000] lr: 4.687e-06, eta: 13:21:40, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.4026, loss: 0.1631 2023-03-03 10:22:58,969 - mmseg - INFO - Iter [251050/400000] lr: 4.687e-06, eta: 13:21:23, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2574, loss: 0.1631 2023-03-03 10:23:12,192 - mmseg - INFO - Iter [251100/400000] lr: 4.687e-06, eta: 13:21:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.4787, loss: 0.1579 2023-03-03 10:23:27,941 - mmseg - INFO - Iter [251150/400000] lr: 4.687e-06, eta: 13:20:48, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1716, decode.acc_seg: 92.8461, loss: 0.1716 2023-03-03 10:23:41,174 - mmseg - INFO - Iter [251200/400000] lr: 4.687e-06, eta: 13:20:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1589, decode.acc_seg: 93.3847, loss: 0.1589 2023-03-03 10:23:54,530 - mmseg - INFO - Iter [251250/400000] lr: 4.687e-06, eta: 13:20:13, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3646, loss: 0.1616 2023-03-03 10:24:07,923 - mmseg - INFO - Iter [251300/400000] lr: 4.687e-06, eta: 13:19:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3799, loss: 0.1606 2023-03-03 10:24:21,159 - mmseg - INFO - Iter [251350/400000] lr: 4.687e-06, eta: 13:19:37, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.1717, loss: 0.1656 2023-03-03 10:24:34,389 - mmseg - INFO - Iter [251400/400000] lr: 4.687e-06, eta: 13:19:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2112, loss: 0.1664 2023-03-03 10:24:47,676 - mmseg - INFO - Iter [251450/400000] lr: 4.687e-06, eta: 13:19:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3356, loss: 0.1617 2023-03-03 10:25:00,990 - mmseg - INFO - Iter [251500/400000] lr: 4.687e-06, eta: 13:18:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3384, loss: 0.1628 2023-03-03 10:25:14,326 - mmseg - INFO - Iter [251550/400000] lr: 4.687e-06, eta: 13:18:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2982, loss: 0.1664 2023-03-03 10:25:27,538 - mmseg - INFO - Iter [251600/400000] lr: 4.687e-06, eta: 13:18:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3986, loss: 0.1601 2023-03-03 10:25:40,807 - mmseg - INFO - Iter [251650/400000] lr: 4.687e-06, eta: 13:17:50, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1572, decode.acc_seg: 93.4431, loss: 0.1572 2023-03-03 10:25:54,153 - mmseg - INFO - Iter [251700/400000] lr: 4.687e-06, eta: 13:17:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.5340, loss: 0.1598 2023-03-03 10:26:07,439 - mmseg - INFO - Iter [251750/400000] lr: 4.687e-06, eta: 13:17:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2985, loss: 0.1641 2023-03-03 10:26:23,209 - mmseg - INFO - Iter [251800/400000] lr: 4.687e-06, eta: 13:16:58, time: 0.315, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1738, decode.acc_seg: 93.1351, loss: 0.1738 2023-03-03 10:26:36,527 - mmseg - INFO - Iter [251850/400000] lr: 4.687e-06, eta: 13:16:40, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2984, loss: 0.1628 2023-03-03 10:26:49,793 - mmseg - INFO - Iter [251900/400000] lr: 4.687e-06, eta: 13:16:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1578, decode.acc_seg: 93.3822, loss: 0.1578 2023-03-03 10:27:03,104 - mmseg - INFO - Iter [251950/400000] lr: 4.687e-06, eta: 13:16:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.5559, loss: 0.1569 2023-03-03 10:27:16,432 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:27:16,432 - mmseg - INFO - Iter [252000/400000] lr: 4.687e-06, eta: 13:15:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.4500, loss: 0.1576 2023-03-03 10:27:29,727 - mmseg - INFO - Iter [252050/400000] lr: 4.687e-06, eta: 13:15:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1589, decode.acc_seg: 93.5354, loss: 0.1589 2023-03-03 10:27:43,078 - mmseg - INFO - Iter [252100/400000] lr: 4.687e-06, eta: 13:15:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0666, loss: 0.1694 2023-03-03 10:27:56,331 - mmseg - INFO - Iter [252150/400000] lr: 4.687e-06, eta: 13:14:54, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.0978, loss: 0.1667 2023-03-03 10:28:09,698 - mmseg - INFO - Iter [252200/400000] lr: 4.687e-06, eta: 13:14:36, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2270, loss: 0.1650 2023-03-03 10:28:23,090 - mmseg - INFO - Iter [252250/400000] lr: 4.687e-06, eta: 13:14:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2435, loss: 0.1641 2023-03-03 10:28:36,330 - mmseg - INFO - Iter [252300/400000] lr: 4.687e-06, eta: 13:14:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.4230, loss: 0.1608 2023-03-03 10:28:49,569 - mmseg - INFO - Iter [252350/400000] lr: 4.687e-06, eta: 13:13:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.1556, loss: 0.1642 2023-03-03 10:29:02,823 - mmseg - INFO - Iter [252400/400000] lr: 4.687e-06, eta: 13:13:25, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1703, decode.acc_seg: 93.0795, loss: 0.1703 2023-03-03 10:29:18,540 - mmseg - INFO - Iter [252450/400000] lr: 4.687e-06, eta: 13:13:08, time: 0.314, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.2743, loss: 0.1619 2023-03-03 10:29:31,865 - mmseg - INFO - Iter [252500/400000] lr: 4.687e-06, eta: 13:12:51, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.4163, loss: 0.1594 2023-03-03 10:29:45,139 - mmseg - INFO - Iter [252550/400000] lr: 4.687e-06, eta: 13:12:33, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2294, loss: 0.1637 2023-03-03 10:29:58,377 - mmseg - INFO - Iter [252600/400000] lr: 4.687e-06, eta: 13:12:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1864, loss: 0.1674 2023-03-03 10:30:11,796 - mmseg - INFO - Iter [252650/400000] lr: 4.687e-06, eta: 13:11:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.3185, loss: 0.1646 2023-03-03 10:30:25,027 - mmseg - INFO - Iter [252700/400000] lr: 4.687e-06, eta: 13:11:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.5877, loss: 0.1568 2023-03-03 10:30:38,305 - mmseg - INFO - Iter [252750/400000] lr: 4.687e-06, eta: 13:11:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.4842, loss: 0.1568 2023-03-03 10:30:51,573 - mmseg - INFO - Iter [252800/400000] lr: 4.687e-06, eta: 13:11:04, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.4357, loss: 0.1595 2023-03-03 10:31:04,833 - mmseg - INFO - Iter [252850/400000] lr: 4.687e-06, eta: 13:10:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1782, loss: 0.1658 2023-03-03 10:31:18,053 - mmseg - INFO - Iter [252900/400000] lr: 4.687e-06, eta: 13:10:28, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1701, decode.acc_seg: 93.0513, loss: 0.1701 2023-03-03 10:31:31,348 - mmseg - INFO - Iter [252950/400000] lr: 4.687e-06, eta: 13:10:11, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2984, loss: 0.1649 2023-03-03 10:31:44,628 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:31:44,628 - mmseg - INFO - Iter [253000/400000] lr: 4.687e-06, eta: 13:09:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.3482, loss: 0.1590 2023-03-03 10:32:00,338 - mmseg - INFO - Iter [253050/400000] lr: 4.687e-06, eta: 13:09:36, time: 0.314, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3940, loss: 0.1629 2023-03-03 10:32:13,545 - mmseg - INFO - Iter [253100/400000] lr: 4.687e-06, eta: 13:09:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1730, decode.acc_seg: 92.9861, loss: 0.1730 2023-03-03 10:32:26,817 - mmseg - INFO - Iter [253150/400000] lr: 4.687e-06, eta: 13:09:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1523, decode.acc_seg: 93.7456, loss: 0.1523 2023-03-03 10:32:40,041 - mmseg - INFO - Iter [253200/400000] lr: 4.687e-06, eta: 13:08:43, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.2933, loss: 0.1610 2023-03-03 10:32:53,391 - mmseg - INFO - Iter [253250/400000] lr: 4.687e-06, eta: 13:08:25, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2879, loss: 0.1624 2023-03-03 10:33:06,776 - mmseg - INFO - Iter [253300/400000] lr: 4.687e-06, eta: 13:08:08, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3585, loss: 0.1621 2023-03-03 10:33:20,031 - mmseg - INFO - Iter [253350/400000] lr: 4.687e-06, eta: 13:07:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1551, decode.acc_seg: 93.6189, loss: 0.1551 2023-03-03 10:33:33,251 - mmseg - INFO - Iter [253400/400000] lr: 4.687e-06, eta: 13:07:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.1912, loss: 0.1640 2023-03-03 10:33:46,508 - mmseg - INFO - Iter [253450/400000] lr: 4.687e-06, eta: 13:07:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.2437, loss: 0.1654 2023-03-03 10:33:59,912 - mmseg - INFO - Iter [253500/400000] lr: 4.687e-06, eta: 13:06:57, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1712, decode.acc_seg: 93.1059, loss: 0.1712 2023-03-03 10:34:13,184 - mmseg - INFO - Iter [253550/400000] lr: 4.687e-06, eta: 13:06:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3380, loss: 0.1608 2023-03-03 10:34:26,463 - mmseg - INFO - Iter [253600/400000] lr: 4.687e-06, eta: 13:06:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1251, loss: 0.1666 2023-03-03 10:34:39,780 - mmseg - INFO - Iter [253650/400000] lr: 4.687e-06, eta: 13:06:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.1435, loss: 0.1645 2023-03-03 10:34:55,562 - mmseg - INFO - Iter [253700/400000] lr: 4.687e-06, eta: 13:05:47, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.3320, loss: 0.1609 2023-03-03 10:35:08,837 - mmseg - INFO - Iter [253750/400000] lr: 4.687e-06, eta: 13:05:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.5186, loss: 0.1573 2023-03-03 10:35:22,257 - mmseg - INFO - Iter [253800/400000] lr: 4.687e-06, eta: 13:05:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.2373, loss: 0.1680 2023-03-03 10:35:35,492 - mmseg - INFO - Iter [253850/400000] lr: 4.687e-06, eta: 13:04:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.3006, loss: 0.1645 2023-03-03 10:35:48,835 - mmseg - INFO - Iter [253900/400000] lr: 4.687e-06, eta: 13:04:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1589, decode.acc_seg: 93.2962, loss: 0.1589 2023-03-03 10:36:02,082 - mmseg - INFO - Iter [253950/400000] lr: 4.687e-06, eta: 13:04:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2992, loss: 0.1667 2023-03-03 10:36:15,454 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:36:15,455 - mmseg - INFO - Iter [254000/400000] lr: 4.687e-06, eta: 13:04:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1565, decode.acc_seg: 93.4762, loss: 0.1565 2023-03-03 10:36:28,763 - mmseg - INFO - Iter [254050/400000] lr: 4.687e-06, eta: 13:03:43, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.3558, loss: 0.1627 2023-03-03 10:36:42,109 - mmseg - INFO - Iter [254100/400000] lr: 4.687e-06, eta: 13:03:25, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.1795, loss: 0.1649 2023-03-03 10:36:55,460 - mmseg - INFO - Iter [254150/400000] lr: 4.687e-06, eta: 13:03:08, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4474, loss: 0.1585 2023-03-03 10:37:08,841 - mmseg - INFO - Iter [254200/400000] lr: 4.687e-06, eta: 13:02:50, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1957, loss: 0.1652 2023-03-03 10:37:22,092 - mmseg - INFO - Iter [254250/400000] lr: 4.687e-06, eta: 13:02:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.2877, loss: 0.1612 2023-03-03 10:37:38,229 - mmseg - INFO - Iter [254300/400000] lr: 4.687e-06, eta: 13:02:16, time: 0.323, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.2583, loss: 0.1655 2023-03-03 10:37:51,510 - mmseg - INFO - Iter [254350/400000] lr: 4.687e-06, eta: 13:01:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.4762, loss: 0.1569 2023-03-03 10:38:04,754 - mmseg - INFO - Iter [254400/400000] lr: 4.687e-06, eta: 13:01:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2335, loss: 0.1632 2023-03-03 10:38:18,210 - mmseg - INFO - Iter [254450/400000] lr: 4.687e-06, eta: 13:01:23, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.4757, loss: 0.1577 2023-03-03 10:38:31,482 - mmseg - INFO - Iter [254500/400000] lr: 4.687e-06, eta: 13:01:05, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0682, loss: 0.1694 2023-03-03 10:38:44,798 - mmseg - INFO - Iter [254550/400000] lr: 4.687e-06, eta: 13:00:48, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.0940, loss: 0.1673 2023-03-03 10:38:58,054 - mmseg - INFO - Iter [254600/400000] lr: 4.687e-06, eta: 13:00:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1108, loss: 0.1686 2023-03-03 10:39:11,307 - mmseg - INFO - Iter [254650/400000] lr: 4.687e-06, eta: 13:00:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.4253, loss: 0.1620 2023-03-03 10:39:24,593 - mmseg - INFO - Iter [254700/400000] lr: 4.687e-06, eta: 12:59:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1750, decode.acc_seg: 92.9091, loss: 0.1750 2023-03-03 10:39:37,902 - mmseg - INFO - Iter [254750/400000] lr: 4.687e-06, eta: 12:59:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.2788, loss: 0.1655 2023-03-03 10:39:51,119 - mmseg - INFO - Iter [254800/400000] lr: 4.687e-06, eta: 12:59:19, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.4033, loss: 0.1576 2023-03-03 10:40:04,469 - mmseg - INFO - Iter [254850/400000] lr: 4.687e-06, eta: 12:59:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2764, loss: 0.1665 2023-03-03 10:40:17,739 - mmseg - INFO - Iter [254900/400000] lr: 4.687e-06, eta: 12:58:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.2131, loss: 0.1666 2023-03-03 10:40:33,787 - mmseg - INFO - Iter [254950/400000] lr: 4.687e-06, eta: 12:58:28, time: 0.321, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.3558, loss: 0.1636 2023-03-03 10:40:47,032 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:40:47,032 - mmseg - INFO - Iter [255000/400000] lr: 4.687e-06, eta: 12:58:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3242, loss: 0.1629 2023-03-03 10:41:00,304 - mmseg - INFO - Iter [255050/400000] lr: 4.687e-06, eta: 12:57:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.2571, loss: 0.1648 2023-03-03 10:41:13,635 - mmseg - INFO - Iter [255100/400000] lr: 4.687e-06, eta: 12:57:34, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.4281, loss: 0.1580 2023-03-03 10:41:26,942 - mmseg - INFO - Iter [255150/400000] lr: 4.687e-06, eta: 12:57:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.1815, loss: 0.1693 2023-03-03 10:41:40,207 - mmseg - INFO - Iter [255200/400000] lr: 4.687e-06, eta: 12:56:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.4192, loss: 0.1575 2023-03-03 10:41:53,487 - mmseg - INFO - Iter [255250/400000] lr: 4.687e-06, eta: 12:56:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.2491, loss: 0.1626 2023-03-03 10:42:06,873 - mmseg - INFO - Iter [255300/400000] lr: 4.687e-06, eta: 12:56:24, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.3101, loss: 0.1626 2023-03-03 10:42:20,218 - mmseg - INFO - Iter [255350/400000] lr: 4.687e-06, eta: 12:56:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0834, loss: 0.1688 2023-03-03 10:42:33,492 - mmseg - INFO - Iter [255400/400000] lr: 4.687e-06, eta: 12:55:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1589, decode.acc_seg: 93.4650, loss: 0.1589 2023-03-03 10:42:46,754 - mmseg - INFO - Iter [255450/400000] lr: 4.687e-06, eta: 12:55:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1539, decode.acc_seg: 93.5806, loss: 0.1539 2023-03-03 10:43:00,025 - mmseg - INFO - Iter [255500/400000] lr: 4.687e-06, eta: 12:55:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1540, decode.acc_seg: 93.4333, loss: 0.1540 2023-03-03 10:43:13,247 - mmseg - INFO - Iter [255550/400000] lr: 4.687e-06, eta: 12:54:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1720, decode.acc_seg: 93.0538, loss: 0.1720 2023-03-03 10:43:29,047 - mmseg - INFO - Iter [255600/400000] lr: 4.687e-06, eta: 12:54:39, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.4315, loss: 0.1618 2023-03-03 10:43:42,394 - mmseg - INFO - Iter [255650/400000] lr: 4.687e-06, eta: 12:54:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.2534, loss: 0.1611 2023-03-03 10:43:55,731 - mmseg - INFO - Iter [255700/400000] lr: 4.687e-06, eta: 12:54:04, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2773, loss: 0.1631 2023-03-03 10:44:08,996 - mmseg - INFO - Iter [255750/400000] lr: 4.687e-06, eta: 12:53:46, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.2222, loss: 0.1663 2023-03-03 10:44:22,245 - mmseg - INFO - Iter [255800/400000] lr: 4.687e-06, eta: 12:53:28, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.3602, loss: 0.1623 2023-03-03 10:44:35,512 - mmseg - INFO - Iter [255850/400000] lr: 4.687e-06, eta: 12:53:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1758, decode.acc_seg: 92.8019, loss: 0.1758 2023-03-03 10:44:48,884 - mmseg - INFO - Iter [255900/400000] lr: 4.687e-06, eta: 12:52:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.2741, loss: 0.1640 2023-03-03 10:45:02,134 - mmseg - INFO - Iter [255950/400000] lr: 4.687e-06, eta: 12:52:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1737, decode.acc_seg: 93.0676, loss: 0.1737 2023-03-03 10:45:15,400 - mmseg - INFO - Swap parameters (after train) after iter [256000] 2023-03-03 10:45:15,413 - mmseg - INFO - Saving checkpoint at 256000 iterations 2023-03-03 10:45:17,399 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:45:17,399 - mmseg - INFO - Iter [256000/400000] lr: 4.687e-06, eta: 12:52:19, time: 0.305, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0840, loss: 0.1670 2023-03-03 10:59:51,119 - mmseg - INFO - per class results: 2023-03-03 10:59:51,128 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.68,77.73,77.77,77.8,77.84,77.86,77.88,77.9,77.92,77.93 | | building | 81.61,81.64,81.64,81.64,81.66,81.67,81.65,81.64,81.64,81.65 | | sky | 94.56,94.57,94.57,94.57,94.57,94.58,94.57,94.57,94.57,94.57 | | floor | 81.74,81.74,81.79,81.79,81.82,81.84,81.87,81.89,81.9,81.91 | | tree | 74.16,74.22,74.22,74.23,74.23,74.25,74.23,74.28,74.3,74.3 | | ceiling | 84.93,84.97,84.96,84.96,84.98,85.0,85.0,85.01,85.01,85.02 | | road | 82.3,82.28,82.31,82.24,82.21,82.17,82.21,82.21,82.24,82.24 | | bed | 87.53,87.58,87.64,87.65,87.7,87.73,87.72,87.72,87.71,87.72 | | windowpane | 60.56,60.64,60.72,60.83,60.94,61.02,61.12,61.19,61.33,61.39 | | grass | 67.43,67.47,67.54,67.55,67.63,67.62,67.67,67.68,67.69,67.7 | | cabinet | 60.79,60.91,61.11,61.09,61.27,61.23,61.31,61.32,61.48,61.43 | | sidewalk | 65.08,65.05,65.15,65.05,65.05,64.97,65.06,65.04,65.09,65.08 | | person | 80.25,80.31,80.31,80.31,80.33,80.35,80.34,80.34,80.34,80.31 | | earth | 35.96,36.01,36.03,35.84,35.84,35.69,35.66,35.62,35.62,35.67 | | door | 45.98,45.95,45.87,45.85,45.92,45.88,45.87,45.9,45.9,45.87 | | table | 62.24,62.39,62.44,62.55,62.67,62.63,62.71,62.77,62.82,62.86 | | mountain | 56.96,57.07,57.34,57.6,57.62,57.78,57.88,57.91,57.91,57.99 | | plant | 49.88,49.95,49.92,49.9,49.92,49.95,49.94,49.96,49.95,49.93 | | curtain | 74.07,74.09,74.35,74.51,74.6,74.75,74.82,74.86,74.93,74.98 | | chair | 57.65,57.83,58.0,58.01,58.04,58.07,58.15,58.13,58.15,58.14 | | car | 82.63,82.73,82.7,82.74,82.8,82.76,82.69,82.76,82.71,82.59 | | water | 57.24,57.28,57.38,57.45,57.52,57.57,57.66,57.71,57.7,57.76 | | painting | 69.98,70.01,70.04,70.19,70.22,70.26,70.32,70.36,70.46,70.56 | | sofa | 64.46,64.32,64.47,64.33,64.19,64.4,64.36,64.39,64.31,64.3 | | shelf | 43.87,43.93,44.01,43.99,43.96,43.98,44.02,44.03,44.02,43.99 | | house | 42.24,42.25,42.3,42.23,42.14,42.14,42.14,42.03,42.03,41.98 | | sea | 59.82,59.89,59.98,60.06,60.15,60.21,60.32,60.44,60.52,60.55 | | mirror | 67.75,67.89,68.27,68.33,68.58,68.65,68.88,68.86,68.92,68.95 | | rug | 66.01,66.04,66.23,66.13,66.25,66.13,66.19,66.19,66.22,66.31 | | field | 31.27,31.25,31.22,31.22,31.17,31.13,31.19,31.16,31.13,31.09 | | armchair | 38.77,38.79,39.07,38.83,38.75,38.89,38.69,38.63,38.59,38.41 | | seat | 67.51,67.62,67.65,67.74,67.81,67.78,67.76,67.79,67.77,67.81 | | fence | 40.87,41.04,41.11,41.28,41.32,41.4,41.61,41.81,42.04,42.3 | | desk | 47.45,47.47,47.6,47.78,47.75,47.86,47.94,48.04,48.04,48.08 | | rock | 38.49,38.61,38.71,38.9,39.01,39.07,39.06,39.11,39.08,39.16 | | wardrobe | 57.52,57.53,57.79,57.93,58.1,58.05,58.1,58.06,58.1,58.16 | | lamp | 65.45,65.52,65.67,65.71,65.75,65.64,65.72,65.73,65.75,65.74 | | bathtub | 74.55,74.76,74.73,75.13,75.21,75.45,75.39,75.68,75.55,75.63 | | railing | 33.83,33.89,34.01,34.03,34.21,34.26,34.44,34.51,34.64,34.73 | | cushion | 57.23,57.12,57.58,57.37,57.37,57.57,57.5,57.36,57.24,57.34 | | base | 21.76,21.87,22.41,22.47,22.83,22.98,22.96,22.75,22.87,23.0 | | box | 23.61,23.66,23.81,23.87,24.07,24.23,24.21,24.37,24.53,24.73 | | column | 46.81,46.96,46.82,46.83,46.89,46.99,47.19,47.22,47.27,47.33 | | signboard | 38.21,38.3,38.46,38.52,38.5,38.64,38.61,38.73,38.72,38.72 | | chest of drawers | 35.81,36.06,36.61,36.46,36.78,36.72,36.68,36.22,36.25,36.05 | | counter | 29.05,29.4,29.54,30.15,30.71,30.9,31.21,31.28,31.45,31.74 | | sand | 43.72,43.69,43.25,42.71,42.58,42.18,41.9,41.12,41.07,40.98 | | sink | 68.85,68.95,68.97,68.97,69.09,69.21,69.23,69.27,69.21,69.27 | | skyscraper | 49.92,50.12,50.0,50.15,50.08,50.01,49.99,49.96,49.95,49.93 | | fireplace | 77.06,77.1,77.2,77.23,77.12,77.11,77.14,76.96,76.82,76.84 | | refrigerator | 77.62,77.98,78.03,78.21,78.47,78.74,78.87,78.82,78.87,78.8 | | grandstand | 54.35,53.93,54.07,54.07,54.49,54.53,54.59,54.72,54.82,54.89 | | path | 22.57,22.72,22.73,22.67,22.7,22.64,22.66,22.64,22.59,22.59 | | stairs | 32.48,32.47,32.35,32.28,32.26,32.31,32.28,32.31,32.29,32.33 | | runway | 68.25,68.49,68.61,68.68,68.72,68.76,68.77,68.81,68.76,68.75 | | case | 45.16,45.62,45.73,46.06,46.47,46.76,47.06,47.35,47.64,47.65 | | pool table | 91.67,91.67,91.68,91.71,91.7,91.74,91.75,91.73,91.73,91.79 | | pillow | 64.6,64.9,65.23,65.28,65.23,65.36,65.21,65.06,65.01,65.04 | | screen door | 70.4,70.22,70.4,69.99,70.17,70.15,70.32,70.26,70.4,70.56 | | stairway | 22.46,22.54,22.58,22.66,22.73,22.77,22.88,22.9,22.92,22.99 | | river | 12.33,12.36,12.39,12.48,12.46,12.5,12.56,12.58,12.56,12.56 | | bridge | 33.99,33.93,33.84,33.96,34.2,34.2,33.62,33.16,32.89,33.01 | | bookcase | 45.02,45.08,45.24,45.24,45.29,45.4,45.4,45.52,45.56,45.7 | | blind | 41.29,41.42,41.21,41.44,41.64,41.61,41.76,41.68,41.82,41.69 | | coffee table | 55.46,55.62,55.58,55.69,55.94,55.9,56.16,56.2,56.21,56.31 | | toilet | 84.5,84.61,84.55,84.57,84.56,84.6,84.58,84.64,84.57,84.55 | | flower | 39.08,39.0,39.22,39.35,39.52,39.67,39.89,40.03,40.45,40.58 | | book | 46.62,46.54,46.57,46.52,46.64,46.56,46.61,46.5,46.59,46.46 | | hill | 15.83,15.87,15.96,15.82,15.61,15.52,15.58,15.65,15.63,15.58 | | bench | 44.4,44.59,44.72,44.82,44.49,44.21,44.23,44.14,43.98,43.93 | | countertop | 56.83,57.05,57.67,57.74,58.05,58.77,58.49,58.68,58.8,58.87 | | stove | 73.16,73.02,73.2,73.19,73.27,73.38,73.61,73.69,73.72,73.83 | | palm | 49.62,49.74,49.74,49.77,49.79,49.89,50.01,50.04,50.16,50.2 | | kitchen island | 45.5,46.32,47.42,48.42,48.68,49.1,49.7,49.62,50.17,50.55 | | computer | 60.95,60.85,60.95,60.78,60.66,60.37,60.32,60.2,60.25,60.25 | | swivel chair | 44.16,44.24,44.69,44.75,45.01,44.97,45.71,45.71,45.62,45.84 | | boat | 69.83,69.82,70.01,70.07,70.41,70.41,70.52,70.52,70.52,70.57 | | bar | 24.57,24.49,24.42,24.46,24.44,24.41,24.36,24.36,24.3,24.25 | | arcade machine | 70.52,70.5,70.57,70.61,70.78,71.21,71.32,70.62,70.33,69.46 | | hovel | 29.28,29.38,29.66,29.66,29.92,29.89,30.03,30.33,30.92,30.31 | | bus | 79.18,79.28,79.6,79.57,79.74,79.71,79.81,79.89,79.96,80.04 | | towel | 62.06,62.34,62.08,62.14,62.27,62.2,62.17,61.99,61.84,61.83 | | light | 57.54,57.7,57.91,57.9,57.97,58.03,58.12,58.1,58.12,58.1 | | truck | 18.44,18.21,18.02,18.38,18.05,18.17,18.2,18.29,18.31,18.26 | | tower | 5.86,5.75,5.71,5.6,5.65,5.62,5.6,5.57,5.54,5.59 | | chandelier | 66.28,66.45,66.35,66.16,66.11,65.8,65.79,65.72,65.77,65.76 | | awning | 23.91,24.1,24.17,24.08,24.28,24.47,24.56,24.52,24.68,24.76 | | streetlight | 29.73,29.77,29.77,29.75,29.99,30.0,29.94,30.15,30.09,30.16 | | booth | 51.44,51.84,51.84,51.72,51.81,51.77,51.96,52.06,52.07,52.18 | | television receiver | 66.54,66.62,66.65,66.91,66.96,66.88,66.74,66.75,66.87,66.9 | | airplane | 59.36,59.47,59.48,59.49,59.49,59.54,59.58,59.63,59.67,59.65 | | dirt track | 22.98,21.91,23.32,23.1,23.55,23.48,23.51,23.52,23.34,23.25 | | apparel | 31.46,31.54,31.37,31.47,31.21,31.13,30.91,31.0,31.29,31.16 | | pole | 19.76,19.96,20.1,20.2,20.2,20.39,20.29,20.4,20.33,20.1 | | land | 4.17,4.19,4.14,4.15,4.11,4.01,4.08,4.1,4.13,4.12 | | bannister | 13.24,13.12,13.27,13.32,13.18,13.21,13.12,13.08,13.06,13.03 | | escalator | 22.46,22.46,22.49,22.53,22.54,22.62,22.59,22.67,22.59,22.59 | | ottoman | 41.54,41.12,41.32,41.41,41.2,40.88,40.69,40.45,40.25,40.21 | | bottle | 35.97,35.87,36.03,35.83,35.58,35.2,34.97,35.09,35.31,35.34 | | buffet | 40.41,40.79,40.67,40.51,39.75,38.89,39.9,40.8,45.05,45.0 | | poster | 20.87,20.84,20.77,20.7,20.98,20.95,21.13,21.09,21.52,21.55 | | stage | 13.45,12.98,13.16,12.79,12.81,12.83,12.49,12.44,12.62,12.72 | | van | 38.13,38.25,38.42,38.54,38.82,38.6,38.52,38.49,38.47,38.32 | | ship | 79.84,80.09,80.09,80.3,80.55,80.62,80.75,80.85,80.96,81.13 | | fountain | 20.78,21.14,21.26,21.5,21.59,21.65,21.67,21.54,21.62,21.57 | | conveyer belt | 86.94,87.09,87.29,87.2,87.11,87.16,87.13,86.92,86.79,86.53 | | canopy | 28.83,29.1,29.28,29.64,29.97,30.47,30.56,30.83,30.87,30.99 | | washer | 71.88,72.19,72.16,72.04,72.44,72.49,72.73,73.06,73.21,73.24 | | plaything | 21.65,21.73,21.72,21.97,21.95,21.98,22.15,21.99,22.08,22.2 | | swimming pool | 74.5,74.55,74.47,74.3,74.75,74.68,74.35,74.6,74.84,74.92 | | stool | 45.86,46.07,46.07,46.27,46.37,46.41,46.72,46.85,46.96,46.94 | | barrel | 49.86,49.87,49.39,49.92,49.96,50.09,50.44,50.7,51.08,50.18 | | basket | 25.15,25.2,25.13,25.23,25.24,25.28,25.26,25.34,25.38,25.41 | | waterfall | 42.77,42.65,42.55,42.56,42.48,42.29,42.26,42.09,42.11,42.1 | | tent | 95.45,95.4,95.43,95.52,95.48,95.61,95.59,95.66,95.71,95.74 | | bag | 14.83,14.77,15.02,15.17,15.07,15.11,15.34,15.2,15.6,15.67 | | minibike | 61.88,61.84,61.64,61.81,61.65,61.62,61.5,61.39,61.46,61.39 | | cradle | 85.79,85.81,86.14,86.33,86.42,86.56,86.61,86.75,86.81,86.95 | | oven | 46.14,46.54,47.59,47.67,48.04,48.54,49.24,49.51,49.69,50.05 | | ball | 46.63,46.86,46.99,46.81,46.9,46.85,46.76,46.88,46.91,46.86 | | food | 54.81,54.69,54.38,54.26,53.95,53.52,53.41,53.2,52.92,52.55 | | step | 7.86,7.23,7.69,6.83,7.04,6.89,6.89,6.56,6.2,6.26 | | tank | 58.45,58.81,58.93,59.35,59.63,59.5,59.72,59.44,59.56,59.55 | | trade name | 27.25,27.37,27.41,27.16,27.54,27.26,27.61,27.55,27.67,27.63 | | microwave | 70.73,71.32,72.03,72.03,72.23,72.69,72.9,72.98,73.09,73.22 | | pot | 31.69,31.7,31.56,31.61,31.64,31.77,31.71,31.57,31.52,31.41 | | animal | 53.44,53.41,53.42,53.43,53.47,53.46,53.47,53.49,53.52,53.56 | | bicycle | 56.8,56.84,56.82,56.85,56.89,56.9,57.02,56.88,56.94,56.9 | | lake | 58.27,58.25,58.31,58.35,58.37,58.39,58.42,58.5,58.49,58.55 | | dishwasher | 71.18,71.71,72.62,72.51,73.42,73.69,73.69,74.1,74.15,74.43 | | screen | 65.46,65.5,65.41,65.06,65.09,64.92,64.86,64.74,64.66,64.57 | | blanket | 18.66,18.77,19.07,19.45,19.31,19.44,19.68,19.47,19.38,19.69 | | sculpture | 55.71,55.46,55.48,55.75,55.51,55.58,55.87,56.04,55.85,55.72 | | hood | 60.92,60.64,60.83,60.83,60.53,60.98,61.07,60.85,61.18,61.27 | | sconce | 43.48,43.55,43.67,43.79,44.23,43.93,44.12,44.13,44.09,44.13 | | vase | 40.47,40.33,40.55,40.61,40.72,40.96,41.11,41.19,41.49,41.51 | | traffic light | 34.51,34.86,35.04,35.33,35.49,35.56,35.34,35.53,35.58,35.8 | | tray | 7.99,8.16,8.33,8.42,8.73,8.63,8.87,9.07,9.18,9.44 | | ashcan | 43.51,43.51,43.84,44.03,44.32,44.5,44.52,44.58,44.72,44.97 | | fan | 59.64,59.64,59.91,59.98,59.95,59.99,60.28,60.26,60.34,60.32 | | pier | 35.08,35.29,35.79,35.88,35.95,35.31,34.6,33.58,31.94,31.36 | | crt screen | 8.74,8.7,8.7,8.52,8.44,8.37,8.39,8.39,8.34,8.31 | | plate | 52.94,52.96,53.0,53.23,52.95,52.89,52.97,53.07,52.97,52.95 | | monitor | 15.65,15.75,15.43,15.2,15.13,14.97,14.93,14.84,14.76,14.56 | | bulletin board | 42.54,43.02,43.58,42.99,43.29,42.15,42.68,43.44,42.72,42.57 | | shower | 3.22,3.33,3.38,3.37,3.43,3.44,3.49,3.49,3.55,3.59 | | radiator | 62.88,63.05,62.79,62.82,62.61,62.18,62.23,62.0,62.02,61.92 | | glass | 14.79,14.81,14.75,14.79,14.67,14.69,14.55,14.56,14.55,14.6 | | clock | 39.11,39.07,39.45,39.38,39.64,39.78,39.77,40.19,39.91,40.21 | | flag | 34.14,33.8,34.41,33.69,33.49,33.0,33.02,33.14,32.86,32.8 | +---------------------+-------------------------------------------------------------+ 2023-03-03 10:59:51,129 - mmseg - INFO - Summary: 2023-03-03 10:59:51,129 - mmseg - INFO - +-----------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-----------------------------------------------------------+ | 49.13,49.19,49.31,49.33,49.4,49.4,49.46,49.46,49.51,49.52 | +-----------------------------------------------------------+ 2023-03-03 10:59:51,129 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 10:59:51,129 - mmseg - INFO - Iter(val) [250] mIoU: [0.4913, 0.4919, 0.4931, 0.4933, 0.494, 0.494, 0.4946, 0.4946, 0.4951, 0.4952], copy_paste: 49.13,49.19,49.31,49.33,49.4,49.4,49.46,49.46,49.51,49.52 2023-03-03 10:59:51,139 - mmseg - INFO - Swap parameters (before train) before iter [256001] 2023-03-03 11:00:04,690 - mmseg - INFO - Iter [256050/400000] lr: 4.687e-06, eta: 13:00:12, time: 17.746, data_time: 17.483, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2653, loss: 0.1635 2023-03-03 11:00:18,007 - mmseg - INFO - Iter [256100/400000] lr: 4.687e-06, eta: 12:59:55, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.3674, loss: 0.1689 2023-03-03 11:00:31,487 - mmseg - INFO - Iter [256150/400000] lr: 4.687e-06, eta: 12:59:37, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3290, loss: 0.1621 2023-03-03 11:00:47,407 - mmseg - INFO - Iter [256200/400000] lr: 4.687e-06, eta: 12:59:20, time: 0.318, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.2890, loss: 0.1615 2023-03-03 11:01:00,841 - mmseg - INFO - Iter [256250/400000] lr: 4.687e-06, eta: 12:59:02, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.0831, loss: 0.1672 2023-03-03 11:01:14,108 - mmseg - INFO - Iter [256300/400000] lr: 4.687e-06, eta: 12:58:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.3966, loss: 0.1627 2023-03-03 11:01:27,457 - mmseg - INFO - Iter [256350/400000] lr: 4.687e-06, eta: 12:58:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.4203, loss: 0.1588 2023-03-03 11:01:40,717 - mmseg - INFO - Iter [256400/400000] lr: 4.687e-06, eta: 12:58:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4063, loss: 0.1607 2023-03-03 11:01:53,984 - mmseg - INFO - Iter [256450/400000] lr: 4.687e-06, eta: 12:57:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1553, decode.acc_seg: 93.6069, loss: 0.1553 2023-03-03 11:02:07,238 - mmseg - INFO - Iter [256500/400000] lr: 4.687e-06, eta: 12:57:33, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4165, loss: 0.1592 2023-03-03 11:02:20,527 - mmseg - INFO - Iter [256550/400000] lr: 4.687e-06, eta: 12:57:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.1605, loss: 0.1633 2023-03-03 11:02:33,753 - mmseg - INFO - Iter [256600/400000] lr: 4.687e-06, eta: 12:56:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3055, loss: 0.1617 2023-03-03 11:02:47,031 - mmseg - INFO - Iter [256650/400000] lr: 4.687e-06, eta: 12:56:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.3406, loss: 0.1612 2023-03-03 11:03:00,319 - mmseg - INFO - Iter [256700/400000] lr: 4.687e-06, eta: 12:56:21, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.4507, loss: 0.1568 2023-03-03 11:03:13,569 - mmseg - INFO - Iter [256750/400000] lr: 4.687e-06, eta: 12:56:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1106, loss: 0.1678 2023-03-03 11:03:26,926 - mmseg - INFO - Iter [256800/400000] lr: 4.687e-06, eta: 12:55:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.0557, loss: 0.1670 2023-03-03 11:03:42,699 - mmseg - INFO - Iter [256850/400000] lr: 4.687e-06, eta: 12:55:29, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.2937, loss: 0.1617 2023-03-03 11:03:56,034 - mmseg - INFO - Iter [256900/400000] lr: 4.687e-06, eta: 12:55:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3575, loss: 0.1624 2023-03-03 11:04:09,309 - mmseg - INFO - Iter [256950/400000] lr: 4.687e-06, eta: 12:54:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.3696, loss: 0.1623 2023-03-03 11:04:22,592 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:04:22,592 - mmseg - INFO - Iter [257000/400000] lr: 4.687e-06, eta: 12:54:35, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1554, decode.acc_seg: 93.5230, loss: 0.1554 2023-03-03 11:04:35,837 - mmseg - INFO - Iter [257050/400000] lr: 4.687e-06, eta: 12:54:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.2477, loss: 0.1601 2023-03-03 11:04:49,143 - mmseg - INFO - Iter [257100/400000] lr: 4.687e-06, eta: 12:53:59, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3276, loss: 0.1629 2023-03-03 11:05:02,440 - mmseg - INFO - Iter [257150/400000] lr: 4.687e-06, eta: 12:53:41, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1681, decode.acc_seg: 93.1873, loss: 0.1681 2023-03-03 11:05:15,686 - mmseg - INFO - Iter [257200/400000] lr: 4.687e-06, eta: 12:53:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1546, decode.acc_seg: 93.4509, loss: 0.1546 2023-03-03 11:05:28,972 - mmseg - INFO - Iter [257250/400000] lr: 4.687e-06, eta: 12:53:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1753, loss: 0.1652 2023-03-03 11:05:42,280 - mmseg - INFO - Iter [257300/400000] lr: 4.687e-06, eta: 12:52:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2430, loss: 0.1646 2023-03-03 11:05:55,540 - mmseg - INFO - Iter [257350/400000] lr: 4.687e-06, eta: 12:52:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1558, decode.acc_seg: 93.4049, loss: 0.1558 2023-03-03 11:06:08,807 - mmseg - INFO - Iter [257400/400000] lr: 4.687e-06, eta: 12:52:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.5386, loss: 0.1576 2023-03-03 11:06:24,589 - mmseg - INFO - Iter [257450/400000] lr: 4.687e-06, eta: 12:51:55, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1004, loss: 0.1678 2023-03-03 11:06:37,854 - mmseg - INFO - Iter [257500/400000] lr: 4.687e-06, eta: 12:51:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.3411, loss: 0.1599 2023-03-03 11:06:51,160 - mmseg - INFO - Iter [257550/400000] lr: 4.687e-06, eta: 12:51:20, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.3899, loss: 0.1631 2023-03-03 11:07:04,451 - mmseg - INFO - Iter [257600/400000] lr: 4.687e-06, eta: 12:51:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.4769, loss: 0.1582 2023-03-03 11:07:17,876 - mmseg - INFO - Iter [257650/400000] lr: 4.687e-06, eta: 12:50:44, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1128, loss: 0.1673 2023-03-03 11:07:31,110 - mmseg - INFO - Iter [257700/400000] lr: 4.687e-06, eta: 12:50:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.4079, loss: 0.1618 2023-03-03 11:07:44,319 - mmseg - INFO - Iter [257750/400000] lr: 4.687e-06, eta: 12:50:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.1841, loss: 0.1691 2023-03-03 11:07:57,594 - mmseg - INFO - Iter [257800/400000] lr: 4.687e-06, eta: 12:49:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.1520, loss: 0.1654 2023-03-03 11:08:10,808 - mmseg - INFO - Iter [257850/400000] lr: 4.687e-06, eta: 12:49:32, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.4137, loss: 0.1608 2023-03-03 11:08:24,066 - mmseg - INFO - Iter [257900/400000] lr: 4.687e-06, eta: 12:49:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 93.1211, loss: 0.1705 2023-03-03 11:08:37,475 - mmseg - INFO - Iter [257950/400000] lr: 4.687e-06, eta: 12:48:57, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1718, loss: 0.1652 2023-03-03 11:08:50,750 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:08:50,751 - mmseg - INFO - Iter [258000/400000] lr: 4.687e-06, eta: 12:48:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3170, loss: 0.1618 2023-03-03 11:09:03,978 - mmseg - INFO - Iter [258050/400000] lr: 4.687e-06, eta: 12:48:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3522, loss: 0.1624 2023-03-03 11:09:19,796 - mmseg - INFO - Iter [258100/400000] lr: 4.687e-06, eta: 12:48:04, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.4092, loss: 0.1601 2023-03-03 11:09:33,114 - mmseg - INFO - Iter [258150/400000] lr: 4.687e-06, eta: 12:47:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4326, loss: 0.1590 2023-03-03 11:09:46,606 - mmseg - INFO - Iter [258200/400000] lr: 4.687e-06, eta: 12:47:29, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.1962, loss: 0.1657 2023-03-03 11:09:59,827 - mmseg - INFO - Iter [258250/400000] lr: 4.687e-06, eta: 12:47:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.3012, loss: 0.1612 2023-03-03 11:10:13,071 - mmseg - INFO - Iter [258300/400000] lr: 4.687e-06, eta: 12:46:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1551, decode.acc_seg: 93.5363, loss: 0.1551 2023-03-03 11:10:26,300 - mmseg - INFO - Iter [258350/400000] lr: 4.687e-06, eta: 12:46:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.2735, loss: 0.1663 2023-03-03 11:10:39,915 - mmseg - INFO - Iter [258400/400000] lr: 4.687e-06, eta: 12:46:18, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.4298, loss: 0.1599 2023-03-03 11:10:53,163 - mmseg - INFO - Iter [258450/400000] lr: 4.687e-06, eta: 12:46:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.3927, loss: 0.1591 2023-03-03 11:11:06,451 - mmseg - INFO - Iter [258500/400000] lr: 4.687e-06, eta: 12:45:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.2981, loss: 0.1652 2023-03-03 11:11:19,682 - mmseg - INFO - Iter [258550/400000] lr: 4.687e-06, eta: 12:45:24, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1704, decode.acc_seg: 93.0267, loss: 0.1704 2023-03-03 11:11:33,048 - mmseg - INFO - Iter [258600/400000] lr: 4.687e-06, eta: 12:45:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.1019, loss: 0.1668 2023-03-03 11:11:46,411 - mmseg - INFO - Iter [258650/400000] lr: 4.687e-06, eta: 12:44:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1679, decode.acc_seg: 93.1694, loss: 0.1679 2023-03-03 11:11:59,846 - mmseg - INFO - Iter [258700/400000] lr: 4.687e-06, eta: 12:44:31, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.5354, loss: 0.1591 2023-03-03 11:12:15,799 - mmseg - INFO - Iter [258750/400000] lr: 4.687e-06, eta: 12:44:14, time: 0.319, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 93.0385, loss: 0.1711 2023-03-03 11:12:29,142 - mmseg - INFO - Iter [258800/400000] lr: 4.687e-06, eta: 12:43:56, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.2906, loss: 0.1613 2023-03-03 11:12:42,454 - mmseg - INFO - Iter [258850/400000] lr: 4.687e-06, eta: 12:43:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1565, decode.acc_seg: 93.4475, loss: 0.1565 2023-03-03 11:12:55,696 - mmseg - INFO - Iter [258900/400000] lr: 4.687e-06, eta: 12:43:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.2814, loss: 0.1588 2023-03-03 11:13:08,938 - mmseg - INFO - Iter [258950/400000] lr: 4.687e-06, eta: 12:43:03, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0942, loss: 0.1695 2023-03-03 11:13:22,285 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:13:22,285 - mmseg - INFO - Iter [259000/400000] lr: 4.687e-06, eta: 12:42:45, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.0981, loss: 0.1666 2023-03-03 11:13:35,538 - mmseg - INFO - Iter [259050/400000] lr: 4.687e-06, eta: 12:42:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.2944, loss: 0.1622 2023-03-03 11:13:48,742 - mmseg - INFO - Iter [259100/400000] lr: 4.687e-06, eta: 12:42:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2219, loss: 0.1633 2023-03-03 11:14:02,006 - mmseg - INFO - Iter [259150/400000] lr: 4.687e-06, eta: 12:41:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.4957, loss: 0.1577 2023-03-03 11:14:15,389 - mmseg - INFO - Iter [259200/400000] lr: 4.687e-06, eta: 12:41:34, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3457, loss: 0.1622 2023-03-03 11:14:28,637 - mmseg - INFO - Iter [259250/400000] lr: 4.687e-06, eta: 12:41:16, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.2990, loss: 0.1604 2023-03-03 11:14:41,901 - mmseg - INFO - Iter [259300/400000] lr: 4.687e-06, eta: 12:40:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2737, loss: 0.1625 2023-03-03 11:14:57,666 - mmseg - INFO - Iter [259350/400000] lr: 4.687e-06, eta: 12:40:42, time: 0.315, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1515, loss: 0.1687 2023-03-03 11:15:10,948 - mmseg - INFO - Iter [259400/400000] lr: 4.687e-06, eta: 12:40:24, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2010, loss: 0.1631 2023-03-03 11:15:24,201 - mmseg - INFO - Iter [259450/400000] lr: 4.687e-06, eta: 12:40:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.4867, loss: 0.1611 2023-03-03 11:15:37,603 - mmseg - INFO - Iter [259500/400000] lr: 4.687e-06, eta: 12:39:48, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2521, loss: 0.1667 2023-03-03 11:15:50,819 - mmseg - INFO - Iter [259550/400000] lr: 4.687e-06, eta: 12:39:30, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2812, loss: 0.1633 2023-03-03 11:16:04,042 - mmseg - INFO - Iter [259600/400000] lr: 4.687e-06, eta: 12:39:12, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.4294, loss: 0.1604 2023-03-03 11:16:17,271 - mmseg - INFO - Iter [259650/400000] lr: 4.687e-06, eta: 12:38:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.2253, loss: 0.1654 2023-03-03 11:16:30,563 - mmseg - INFO - Iter [259700/400000] lr: 4.687e-06, eta: 12:38:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.3210, loss: 0.1615 2023-03-03 11:16:43,945 - mmseg - INFO - Iter [259750/400000] lr: 4.687e-06, eta: 12:38:19, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.1696, loss: 0.1684 2023-03-03 11:16:57,243 - mmseg - INFO - Iter [259800/400000] lr: 4.687e-06, eta: 12:38:01, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2852, loss: 0.1635 2023-03-03 11:17:10,549 - mmseg - INFO - Iter [259850/400000] lr: 4.687e-06, eta: 12:37:43, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4350, loss: 0.1585 2023-03-03 11:17:23,831 - mmseg - INFO - Iter [259900/400000] lr: 4.687e-06, eta: 12:37:26, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.1684, loss: 0.1644 2023-03-03 11:17:37,262 - mmseg - INFO - Iter [259950/400000] lr: 4.687e-06, eta: 12:37:08, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2761, loss: 0.1628 2023-03-03 11:17:53,087 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:17:53,087 - mmseg - INFO - Iter [260000/400000] lr: 4.687e-06, eta: 12:36:51, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2895, loss: 0.1643 2023-03-03 11:18:06,359 - mmseg - INFO - Iter [260050/400000] lr: 4.687e-06, eta: 12:36:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.2647, loss: 0.1605 2023-03-03 11:18:19,577 - mmseg - INFO - Iter [260100/400000] lr: 4.687e-06, eta: 12:36:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.2145, loss: 0.1654 2023-03-03 11:18:32,843 - mmseg - INFO - Iter [260150/400000] lr: 4.687e-06, eta: 12:35:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.1714, loss: 0.1650 2023-03-03 11:18:46,086 - mmseg - INFO - Iter [260200/400000] lr: 4.687e-06, eta: 12:35:40, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.2008, loss: 0.1668 2023-03-03 11:18:59,517 - mmseg - INFO - Iter [260250/400000] lr: 4.687e-06, eta: 12:35:23, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1959, loss: 0.1651 2023-03-03 11:19:12,724 - mmseg - INFO - Iter [260300/400000] lr: 4.687e-06, eta: 12:35:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1722, decode.acc_seg: 92.9090, loss: 0.1722 2023-03-03 11:19:25,935 - mmseg - INFO - Iter [260350/400000] lr: 4.687e-06, eta: 12:34:47, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1578, decode.acc_seg: 93.4554, loss: 0.1578 2023-03-03 11:19:39,176 - mmseg - INFO - Iter [260400/400000] lr: 4.687e-06, eta: 12:34:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.1463, loss: 0.1671 2023-03-03 11:19:52,421 - mmseg - INFO - Iter [260450/400000] lr: 4.687e-06, eta: 12:34:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2607, loss: 0.1630 2023-03-03 11:20:05,631 - mmseg - INFO - Iter [260500/400000] lr: 4.687e-06, eta: 12:33:53, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2264, loss: 0.1667 2023-03-03 11:20:18,924 - mmseg - INFO - Iter [260550/400000] lr: 4.687e-06, eta: 12:33:36, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1540, decode.acc_seg: 93.6976, loss: 0.1540 2023-03-03 11:20:32,319 - mmseg - INFO - Iter [260600/400000] lr: 4.687e-06, eta: 12:33:18, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.4204, loss: 0.1605 2023-03-03 11:20:48,304 - mmseg - INFO - Iter [260650/400000] lr: 4.687e-06, eta: 12:33:02, time: 0.320, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.2668, loss: 0.1656 2023-03-03 11:21:01,606 - mmseg - INFO - Iter [260700/400000] lr: 4.687e-06, eta: 12:32:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.4243, loss: 0.1611 2023-03-03 11:21:14,902 - mmseg - INFO - Iter [260750/400000] lr: 4.687e-06, eta: 12:32:26, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.0940, loss: 0.1659 2023-03-03 11:21:28,183 - mmseg - INFO - Iter [260800/400000] lr: 4.687e-06, eta: 12:32:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1546, loss: 0.1674 2023-03-03 11:21:41,435 - mmseg - INFO - Iter [260850/400000] lr: 4.687e-06, eta: 12:31:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1563, decode.acc_seg: 93.5616, loss: 0.1563 2023-03-03 11:21:54,945 - mmseg - INFO - Iter [260900/400000] lr: 4.687e-06, eta: 12:31:33, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1833, loss: 0.1658 2023-03-03 11:22:08,174 - mmseg - INFO - Iter [260950/400000] lr: 4.687e-06, eta: 12:31:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3847, loss: 0.1611 2023-03-03 11:22:21,458 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:22:21,459 - mmseg - INFO - Iter [261000/400000] lr: 4.687e-06, eta: 12:30:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1238, loss: 0.1667 2023-03-03 11:22:34,696 - mmseg - INFO - Iter [261050/400000] lr: 4.687e-06, eta: 12:30:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.4176, loss: 0.1577 2023-03-03 11:22:47,993 - mmseg - INFO - Iter [261100/400000] lr: 4.687e-06, eta: 12:30:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.4895, loss: 0.1583 2023-03-03 11:23:01,286 - mmseg - INFO - Iter [261150/400000] lr: 4.687e-06, eta: 12:30:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3869, loss: 0.1607 2023-03-03 11:23:14,559 - mmseg - INFO - Iter [261200/400000] lr: 4.687e-06, eta: 12:29:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1564, decode.acc_seg: 93.4412, loss: 0.1564 2023-03-03 11:23:30,442 - mmseg - INFO - Iter [261250/400000] lr: 4.687e-06, eta: 12:29:30, time: 0.318, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.1886, loss: 0.1612 2023-03-03 11:23:43,843 - mmseg - INFO - Iter [261300/400000] lr: 4.687e-06, eta: 12:29:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.0944, loss: 0.1673 2023-03-03 11:23:57,083 - mmseg - INFO - Iter [261350/400000] lr: 4.687e-06, eta: 12:28:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.2135, loss: 0.1663 2023-03-03 11:24:10,423 - mmseg - INFO - Iter [261400/400000] lr: 4.687e-06, eta: 12:28:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.3376, loss: 0.1602 2023-03-03 11:24:23,713 - mmseg - INFO - Iter [261450/400000] lr: 4.687e-06, eta: 12:28:19, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1566, decode.acc_seg: 93.5815, loss: 0.1566 2023-03-03 11:24:36,972 - mmseg - INFO - Iter [261500/400000] lr: 4.687e-06, eta: 12:28:01, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.3389, loss: 0.1615 2023-03-03 11:24:50,312 - mmseg - INFO - Iter [261550/400000] lr: 4.687e-06, eta: 12:27:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.1917, loss: 0.1676 2023-03-03 11:25:03,585 - mmseg - INFO - Iter [261600/400000] lr: 4.687e-06, eta: 12:27:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3666, loss: 0.1624 2023-03-03 11:25:16,918 - mmseg - INFO - Iter [261650/400000] lr: 4.687e-06, eta: 12:27:08, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1688, loss: 0.1658 2023-03-03 11:25:30,168 - mmseg - INFO - Iter [261700/400000] lr: 4.687e-06, eta: 12:26:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.5729, loss: 0.1586 2023-03-03 11:25:43,504 - mmseg - INFO - Iter [261750/400000] lr: 4.687e-06, eta: 12:26:32, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.2640, loss: 0.1618 2023-03-03 11:25:56,771 - mmseg - INFO - Iter [261800/400000] lr: 4.687e-06, eta: 12:26:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3486, loss: 0.1611 2023-03-03 11:26:09,997 - mmseg - INFO - Iter [261850/400000] lr: 4.687e-06, eta: 12:25:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1505, decode.acc_seg: 93.7467, loss: 0.1505 2023-03-03 11:26:25,790 - mmseg - INFO - Iter [261900/400000] lr: 4.687e-06, eta: 12:25:41, time: 0.316, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2660, loss: 0.1632 2023-03-03 11:26:39,101 - mmseg - INFO - Iter [261950/400000] lr: 4.687e-06, eta: 12:25:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3786, loss: 0.1604 2023-03-03 11:26:52,571 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:26:52,572 - mmseg - INFO - Iter [262000/400000] lr: 4.687e-06, eta: 12:25:05, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.4581, loss: 0.1598 2023-03-03 11:27:05,868 - mmseg - INFO - Iter [262050/400000] lr: 4.687e-06, eta: 12:24:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2952, loss: 0.1625 2023-03-03 11:27:19,131 - mmseg - INFO - Iter [262100/400000] lr: 4.687e-06, eta: 12:24:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.2524, loss: 0.1645 2023-03-03 11:27:32,427 - mmseg - INFO - Iter [262150/400000] lr: 4.687e-06, eta: 12:24:12, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1707, loss: 0.1683 2023-03-03 11:27:45,668 - mmseg - INFO - Iter [262200/400000] lr: 4.687e-06, eta: 12:23:54, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.1423, loss: 0.1696 2023-03-03 11:27:59,029 - mmseg - INFO - Iter [262250/400000] lr: 4.687e-06, eta: 12:23:37, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.4236, loss: 0.1605 2023-03-03 11:28:12,331 - mmseg - INFO - Iter [262300/400000] lr: 4.687e-06, eta: 12:23:19, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.5143, loss: 0.1583 2023-03-03 11:28:25,749 - mmseg - INFO - Iter [262350/400000] lr: 4.687e-06, eta: 12:23:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.5098, loss: 0.1580 2023-03-03 11:28:39,013 - mmseg - INFO - Iter [262400/400000] lr: 4.687e-06, eta: 12:22:43, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3606, loss: 0.1604 2023-03-03 11:28:52,227 - mmseg - INFO - Iter [262450/400000] lr: 4.687e-06, eta: 12:22:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.0327, loss: 0.1693 2023-03-03 11:29:08,151 - mmseg - INFO - Iter [262500/400000] lr: 4.687e-06, eta: 12:22:09, time: 0.318, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1962, loss: 0.1672 2023-03-03 11:29:21,396 - mmseg - INFO - Iter [262550/400000] lr: 4.687e-06, eta: 12:21:52, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3928, loss: 0.1606 2023-03-03 11:29:34,629 - mmseg - INFO - Iter [262600/400000] lr: 4.687e-06, eta: 12:21:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.1432, loss: 0.1659 2023-03-03 11:29:47,895 - mmseg - INFO - Iter [262650/400000] lr: 4.687e-06, eta: 12:21:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.3285, loss: 0.1650 2023-03-03 11:30:01,248 - mmseg - INFO - Iter [262700/400000] lr: 4.687e-06, eta: 12:20:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.2693, loss: 0.1640 2023-03-03 11:30:14,504 - mmseg - INFO - Iter [262750/400000] lr: 4.687e-06, eta: 12:20:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.2419, loss: 0.1619 2023-03-03 11:30:27,765 - mmseg - INFO - Iter [262800/400000] lr: 4.687e-06, eta: 12:20:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.1225, loss: 0.1633 2023-03-03 11:30:41,014 - mmseg - INFO - Iter [262850/400000] lr: 4.687e-06, eta: 12:20:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1558, decode.acc_seg: 93.6685, loss: 0.1558 2023-03-03 11:30:54,283 - mmseg - INFO - Iter [262900/400000] lr: 4.687e-06, eta: 12:19:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.4973, loss: 0.1588 2023-03-03 11:31:07,547 - mmseg - INFO - Iter [262950/400000] lr: 4.687e-06, eta: 12:19:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1536, decode.acc_seg: 93.6834, loss: 0.1536 2023-03-03 11:31:20,809 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:31:20,809 - mmseg - INFO - Iter [263000/400000] lr: 4.687e-06, eta: 12:19:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3547, loss: 0.1619 2023-03-03 11:31:34,138 - mmseg - INFO - Iter [263050/400000] lr: 4.687e-06, eta: 12:18:55, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.4151, loss: 0.1598 2023-03-03 11:31:47,365 - mmseg - INFO - Iter [263100/400000] lr: 4.687e-06, eta: 12:18:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.4473, loss: 0.1575 2023-03-03 11:32:03,140 - mmseg - INFO - Iter [263150/400000] lr: 4.687e-06, eta: 12:18:20, time: 0.316, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3288, loss: 0.1622 2023-03-03 11:32:16,530 - mmseg - INFO - Iter [263200/400000] lr: 4.687e-06, eta: 12:18:03, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2834, loss: 0.1665 2023-03-03 11:32:29,881 - mmseg - INFO - Iter [263250/400000] lr: 4.687e-06, eta: 12:17:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.4660, loss: 0.1593 2023-03-03 11:32:43,176 - mmseg - INFO - Iter [263300/400000] lr: 4.687e-06, eta: 12:17:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2067, loss: 0.1621 2023-03-03 11:32:56,448 - mmseg - INFO - Iter [263350/400000] lr: 4.687e-06, eta: 12:17:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.4113, loss: 0.1593 2023-03-03 11:33:09,781 - mmseg - INFO - Iter [263400/400000] lr: 4.687e-06, eta: 12:16:52, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.3446, loss: 0.1586 2023-03-03 11:33:22,988 - mmseg - INFO - Iter [263450/400000] lr: 4.687e-06, eta: 12:16:34, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.3643, loss: 0.1609 2023-03-03 11:33:36,278 - mmseg - INFO - Iter [263500/400000] lr: 4.687e-06, eta: 12:16:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.4199, loss: 0.1613 2023-03-03 11:33:49,898 - mmseg - INFO - Iter [263550/400000] lr: 4.687e-06, eta: 12:15:59, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2902, loss: 0.1625 2023-03-03 11:34:03,403 - mmseg - INFO - Iter [263600/400000] lr: 4.687e-06, eta: 12:15:42, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3686, loss: 0.1601 2023-03-03 11:34:16,762 - mmseg - INFO - Iter [263650/400000] lr: 4.687e-06, eta: 12:15:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 92.9113, loss: 0.1711 2023-03-03 11:34:30,028 - mmseg - INFO - Iter [263700/400000] lr: 4.687e-06, eta: 12:15:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1561, decode.acc_seg: 93.5958, loss: 0.1561 2023-03-03 11:34:43,219 - mmseg - INFO - Iter [263750/400000] lr: 4.687e-06, eta: 12:14:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.4384, loss: 0.1610 2023-03-03 11:34:59,078 - mmseg - INFO - Iter [263800/400000] lr: 4.687e-06, eta: 12:14:32, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4811, loss: 0.1590 2023-03-03 11:35:12,434 - mmseg - INFO - Iter [263850/400000] lr: 4.687e-06, eta: 12:14:15, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.4536, loss: 0.1577 2023-03-03 11:35:25,684 - mmseg - INFO - Iter [263900/400000] lr: 4.687e-06, eta: 12:13:57, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3683, loss: 0.1635 2023-03-03 11:35:39,151 - mmseg - INFO - Iter [263950/400000] lr: 4.687e-06, eta: 12:13:39, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.2948, loss: 0.1626 2023-03-03 11:35:52,378 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:35:52,378 - mmseg - INFO - Iter [264000/400000] lr: 4.687e-06, eta: 12:13:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.4611, loss: 0.1573 2023-03-03 11:36:05,617 - mmseg - INFO - Iter [264050/400000] lr: 4.687e-06, eta: 12:13:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1545, decode.acc_seg: 93.5947, loss: 0.1545 2023-03-03 11:36:19,018 - mmseg - INFO - Iter [264100/400000] lr: 4.687e-06, eta: 12:12:46, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.3660, loss: 0.1651 2023-03-03 11:36:32,274 - mmseg - INFO - Iter [264150/400000] lr: 4.687e-06, eta: 12:12:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.0159, loss: 0.1663 2023-03-03 11:36:45,472 - mmseg - INFO - Iter [264200/400000] lr: 4.687e-06, eta: 12:12:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3357, loss: 0.1618 2023-03-03 11:36:58,703 - mmseg - INFO - Iter [264250/400000] lr: 4.687e-06, eta: 12:11:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1566, decode.acc_seg: 93.5920, loss: 0.1566 2023-03-03 11:37:11,982 - mmseg - INFO - Iter [264300/400000] lr: 4.687e-06, eta: 12:11:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.2571, loss: 0.1631 2023-03-03 11:37:25,337 - mmseg - INFO - Iter [264350/400000] lr: 4.687e-06, eta: 12:11:18, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 92.9845, loss: 0.1705 2023-03-03 11:37:41,106 - mmseg - INFO - Iter [264400/400000] lr: 4.687e-06, eta: 12:11:02, time: 0.315, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3879, loss: 0.1606 2023-03-03 11:37:54,416 - mmseg - INFO - Iter [264450/400000] lr: 4.687e-06, eta: 12:10:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.3732, loss: 0.1660 2023-03-03 11:38:07,936 - mmseg - INFO - Iter [264500/400000] lr: 4.687e-06, eta: 12:10:26, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1596, decode.acc_seg: 93.5486, loss: 0.1596 2023-03-03 11:38:21,361 - mmseg - INFO - Iter [264550/400000] lr: 4.687e-06, eta: 12:10:09, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3535, loss: 0.1611 2023-03-03 11:38:34,624 - mmseg - INFO - Iter [264600/400000] lr: 4.687e-06, eta: 12:09:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1744, decode.acc_seg: 92.7551, loss: 0.1744 2023-03-03 11:38:47,843 - mmseg - INFO - Iter [264650/400000] lr: 4.687e-06, eta: 12:09:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.4764, loss: 0.1573 2023-03-03 11:39:01,119 - mmseg - INFO - Iter [264700/400000] lr: 4.687e-06, eta: 12:09:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.1838, loss: 0.1623 2023-03-03 11:39:14,390 - mmseg - INFO - Iter [264750/400000] lr: 4.687e-06, eta: 12:08:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1570, decode.acc_seg: 93.4841, loss: 0.1570 2023-03-03 11:39:27,734 - mmseg - INFO - Iter [264800/400000] lr: 4.687e-06, eta: 12:08:41, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.3989, loss: 0.1595 2023-03-03 11:39:40,993 - mmseg - INFO - Iter [264850/400000] lr: 4.687e-06, eta: 12:08:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.2539, loss: 0.1597 2023-03-03 11:39:54,235 - mmseg - INFO - Iter [264900/400000] lr: 4.687e-06, eta: 12:08:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1711, decode.acc_seg: 93.1119, loss: 0.1711 2023-03-03 11:40:07,545 - mmseg - INFO - Iter [264950/400000] lr: 4.687e-06, eta: 12:07:48, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.4657, loss: 0.1619 2023-03-03 11:40:20,840 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:40:20,840 - mmseg - INFO - Iter [265000/400000] lr: 4.687e-06, eta: 12:07:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3363, loss: 0.1611 2023-03-03 11:40:36,890 - mmseg - INFO - Iter [265050/400000] lr: 4.687e-06, eta: 12:07:14, time: 0.321, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3513, loss: 0.1616 2023-03-03 11:40:50,180 - mmseg - INFO - Iter [265100/400000] lr: 4.687e-06, eta: 12:06:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4009, loss: 0.1600 2023-03-03 11:41:03,513 - mmseg - INFO - Iter [265150/400000] lr: 4.687e-06, eta: 12:06:39, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1501, loss: 0.1672 2023-03-03 11:41:16,740 - mmseg - INFO - Iter [265200/400000] lr: 4.687e-06, eta: 12:06:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.3786, loss: 0.1594 2023-03-03 11:41:30,009 - mmseg - INFO - Iter [265250/400000] lr: 4.687e-06, eta: 12:06:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.3621, loss: 0.1594 2023-03-03 11:41:43,233 - mmseg - INFO - Iter [265300/400000] lr: 4.687e-06, eta: 12:05:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.4251, loss: 0.1604 2023-03-03 11:41:56,478 - mmseg - INFO - Iter [265350/400000] lr: 4.687e-06, eta: 12:05:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3953, loss: 0.1587 2023-03-03 11:42:09,784 - mmseg - INFO - Iter [265400/400000] lr: 4.687e-06, eta: 12:05:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.1982, loss: 0.1643 2023-03-03 11:42:23,116 - mmseg - INFO - Iter [265450/400000] lr: 4.687e-06, eta: 12:04:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.3355, loss: 0.1603 2023-03-03 11:42:36,325 - mmseg - INFO - Iter [265500/400000] lr: 4.687e-06, eta: 12:04:35, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1538, decode.acc_seg: 93.5520, loss: 0.1538 2023-03-03 11:42:49,565 - mmseg - INFO - Iter [265550/400000] lr: 4.687e-06, eta: 12:04:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3342, loss: 0.1618 2023-03-03 11:43:02,839 - mmseg - INFO - Iter [265600/400000] lr: 4.687e-06, eta: 12:04:00, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.4141, loss: 0.1608 2023-03-03 11:43:16,176 - mmseg - INFO - Iter [265650/400000] lr: 4.687e-06, eta: 12:03:42, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.4631, loss: 0.1587 2023-03-03 11:43:32,172 - mmseg - INFO - Iter [265700/400000] lr: 4.687e-06, eta: 12:03:26, time: 0.320, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1535, decode.acc_seg: 93.6493, loss: 0.1535 2023-03-03 11:43:45,642 - mmseg - INFO - Iter [265750/400000] lr: 4.687e-06, eta: 12:03:08, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2354, loss: 0.1650 2023-03-03 11:43:59,017 - mmseg - INFO - Iter [265800/400000] lr: 4.687e-06, eta: 12:02:51, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3015, loss: 0.1635 2023-03-03 11:44:12,397 - mmseg - INFO - Iter [265850/400000] lr: 4.687e-06, eta: 12:02:33, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0363, loss: 0.1677 2023-03-03 11:44:25,650 - mmseg - INFO - Iter [265900/400000] lr: 4.687e-06, eta: 12:02:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1525, decode.acc_seg: 93.6462, loss: 0.1525 2023-03-03 11:44:38,970 - mmseg - INFO - Iter [265950/400000] lr: 4.687e-06, eta: 12:01:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.3171, loss: 0.1576 2023-03-03 11:44:52,201 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:44:52,201 - mmseg - INFO - Iter [266000/400000] lr: 4.687e-06, eta: 12:01:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4610, loss: 0.1584 2023-03-03 11:45:05,590 - mmseg - INFO - Iter [266050/400000] lr: 4.687e-06, eta: 12:01:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1391, loss: 0.1658 2023-03-03 11:45:19,034 - mmseg - INFO - Iter [266100/400000] lr: 4.687e-06, eta: 12:01:05, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3583, loss: 0.1617 2023-03-03 11:45:32,322 - mmseg - INFO - Iter [266150/400000] lr: 4.687e-06, eta: 12:00:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.2726, loss: 0.1623 2023-03-03 11:45:45,535 - mmseg - INFO - Iter [266200/400000] lr: 4.687e-06, eta: 12:00:30, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3547, loss: 0.1604 2023-03-03 11:45:58,891 - mmseg - INFO - Iter [266250/400000] lr: 4.687e-06, eta: 12:00:13, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2564, loss: 0.1624 2023-03-03 11:46:14,667 - mmseg - INFO - Iter [266300/400000] lr: 4.687e-06, eta: 11:59:56, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.1530, loss: 0.1632 2023-03-03 11:46:27,887 - mmseg - INFO - Iter [266350/400000] lr: 4.687e-06, eta: 11:59:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.3913, loss: 0.1600 2023-03-03 11:46:41,201 - mmseg - INFO - Iter [266400/400000] lr: 4.687e-06, eta: 11:59:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1617, loss: 0.1686 2023-03-03 11:46:55,195 - mmseg - INFO - Iter [266450/400000] lr: 4.687e-06, eta: 11:59:04, time: 0.280, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.4295, loss: 0.1569 2023-03-03 11:47:08,607 - mmseg - INFO - Iter [266500/400000] lr: 4.687e-06, eta: 11:58:46, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2496, loss: 0.1644 2023-03-03 11:47:21,918 - mmseg - INFO - Iter [266550/400000] lr: 4.687e-06, eta: 11:58:29, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.4016, loss: 0.1615 2023-03-03 11:47:35,244 - mmseg - INFO - Iter [266600/400000] lr: 4.687e-06, eta: 11:58:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2249, loss: 0.1637 2023-03-03 11:47:48,501 - mmseg - INFO - Iter [266650/400000] lr: 4.687e-06, eta: 11:57:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.3467, loss: 0.1600 2023-03-03 11:48:01,813 - mmseg - INFO - Iter [266700/400000] lr: 4.687e-06, eta: 11:57:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3393, loss: 0.1619 2023-03-03 11:48:15,087 - mmseg - INFO - Iter [266750/400000] lr: 4.687e-06, eta: 11:57:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.5315, loss: 0.1575 2023-03-03 11:48:28,518 - mmseg - INFO - Iter [266800/400000] lr: 4.687e-06, eta: 11:57:01, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1578, decode.acc_seg: 93.4247, loss: 0.1578 2023-03-03 11:48:41,779 - mmseg - INFO - Iter [266850/400000] lr: 4.687e-06, eta: 11:56:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.1722, loss: 0.1640 2023-03-03 11:48:55,001 - mmseg - INFO - Iter [266900/400000] lr: 4.687e-06, eta: 11:56:26, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2545, loss: 0.1664 2023-03-03 11:49:10,696 - mmseg - INFO - Iter [266950/400000] lr: 4.687e-06, eta: 11:56:09, time: 0.314, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.1487, loss: 0.1638 2023-03-03 11:49:24,015 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:49:24,015 - mmseg - INFO - Iter [267000/400000] lr: 4.687e-06, eta: 11:55:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3741, loss: 0.1635 2023-03-03 11:49:37,256 - mmseg - INFO - Iter [267050/400000] lr: 4.687e-06, eta: 11:55:34, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.1943, loss: 0.1638 2023-03-03 11:49:50,574 - mmseg - INFO - Iter [267100/400000] lr: 4.687e-06, eta: 11:55:17, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.4678, loss: 0.1612 2023-03-03 11:50:03,835 - mmseg - INFO - Iter [267150/400000] lr: 4.687e-06, eta: 11:54:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1880, loss: 0.1655 2023-03-03 11:50:17,088 - mmseg - INFO - Iter [267200/400000] lr: 4.687e-06, eta: 11:54:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 92.9454, loss: 0.1710 2023-03-03 11:50:30,460 - mmseg - INFO - Iter [267250/400000] lr: 4.687e-06, eta: 11:54:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3255, loss: 0.1614 2023-03-03 11:50:43,691 - mmseg - INFO - Iter [267300/400000] lr: 4.687e-06, eta: 11:54:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.4089, loss: 0.1595 2023-03-03 11:50:57,161 - mmseg - INFO - Iter [267350/400000] lr: 4.687e-06, eta: 11:53:49, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1491, loss: 0.1675 2023-03-03 11:51:10,377 - mmseg - INFO - Iter [267400/400000] lr: 4.687e-06, eta: 11:53:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.3468, loss: 0.1605 2023-03-03 11:51:23,604 - mmseg - INFO - Iter [267450/400000] lr: 4.687e-06, eta: 11:53:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1203, loss: 0.1683 2023-03-03 11:51:37,212 - mmseg - INFO - Iter [267500/400000] lr: 4.687e-06, eta: 11:52:56, time: 0.272, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.1786, loss: 0.1678 2023-03-03 11:51:52,967 - mmseg - INFO - Iter [267550/400000] lr: 4.687e-06, eta: 11:52:40, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.5092, loss: 0.1579 2023-03-03 11:52:06,272 - mmseg - INFO - Iter [267600/400000] lr: 4.687e-06, eta: 11:52:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1559, decode.acc_seg: 93.4775, loss: 0.1559 2023-03-03 11:52:19,651 - mmseg - INFO - Iter [267650/400000] lr: 4.687e-06, eta: 11:52:05, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.5033, loss: 0.1575 2023-03-03 11:52:33,027 - mmseg - INFO - Iter [267700/400000] lr: 4.687e-06, eta: 11:51:47, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.1819, loss: 0.1593 2023-03-03 11:52:46,297 - mmseg - INFO - Iter [267750/400000] lr: 4.687e-06, eta: 11:51:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.3841, loss: 0.1569 2023-03-03 11:52:59,640 - mmseg - INFO - Iter [267800/400000] lr: 4.687e-06, eta: 11:51:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.4118, loss: 0.1626 2023-03-03 11:53:12,953 - mmseg - INFO - Iter [267850/400000] lr: 4.687e-06, eta: 11:50:55, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3728, loss: 0.1610 2023-03-03 11:53:26,226 - mmseg - INFO - Iter [267900/400000] lr: 4.687e-06, eta: 11:50:37, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.2381, loss: 0.1686 2023-03-03 11:53:39,596 - mmseg - INFO - Iter [267950/400000] lr: 4.687e-06, eta: 11:50:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2939, loss: 0.1635 2023-03-03 11:53:52,842 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:53:52,842 - mmseg - INFO - Iter [268000/400000] lr: 4.687e-06, eta: 11:50:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2671, loss: 0.1639 2023-03-03 11:54:06,154 - mmseg - INFO - Iter [268050/400000] lr: 4.687e-06, eta: 11:49:45, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1474, loss: 0.1672 2023-03-03 11:54:19,440 - mmseg - INFO - Iter [268100/400000] lr: 4.687e-06, eta: 11:49:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.2205, loss: 0.1614 2023-03-03 11:54:32,670 - mmseg - INFO - Iter [268150/400000] lr: 4.687e-06, eta: 11:49:10, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.5002, loss: 0.1606 2023-03-03 11:54:48,545 - mmseg - INFO - Iter [268200/400000] lr: 4.687e-06, eta: 11:48:53, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1578, decode.acc_seg: 93.4730, loss: 0.1578 2023-03-03 11:55:01,945 - mmseg - INFO - Iter [268250/400000] lr: 4.687e-06, eta: 11:48:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.3491, loss: 0.1602 2023-03-03 11:55:15,211 - mmseg - INFO - Iter [268300/400000] lr: 4.687e-06, eta: 11:48:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.3722, loss: 0.1584 2023-03-03 11:55:28,518 - mmseg - INFO - Iter [268350/400000] lr: 4.687e-06, eta: 11:48:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0869, loss: 0.1680 2023-03-03 11:55:41,828 - mmseg - INFO - Iter [268400/400000] lr: 4.687e-06, eta: 11:47:43, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4287, loss: 0.1600 2023-03-03 11:55:55,086 - mmseg - INFO - Iter [268450/400000] lr: 4.687e-06, eta: 11:47:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.3800, loss: 0.1583 2023-03-03 11:56:08,330 - mmseg - INFO - Iter [268500/400000] lr: 4.687e-06, eta: 11:47:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3908, loss: 0.1606 2023-03-03 11:56:21,697 - mmseg - INFO - Iter [268550/400000] lr: 4.687e-06, eta: 11:46:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2827, loss: 0.1646 2023-03-03 11:56:35,106 - mmseg - INFO - Iter [268600/400000] lr: 4.687e-06, eta: 11:46:33, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1543, decode.acc_seg: 93.5885, loss: 0.1543 2023-03-03 11:56:48,391 - mmseg - INFO - Iter [268650/400000] lr: 4.687e-06, eta: 11:46:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.3521, loss: 0.1647 2023-03-03 11:57:01,652 - mmseg - INFO - Iter [268700/400000] lr: 4.687e-06, eta: 11:45:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2227, loss: 0.1643 2023-03-03 11:57:14,888 - mmseg - INFO - Iter [268750/400000] lr: 4.687e-06, eta: 11:45:41, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0723, loss: 0.1677 2023-03-03 11:57:28,167 - mmseg - INFO - Iter [268800/400000] lr: 4.687e-06, eta: 11:45:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2770, loss: 0.1667 2023-03-03 11:57:44,077 - mmseg - INFO - Iter [268850/400000] lr: 4.687e-06, eta: 11:45:07, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2221, loss: 0.1664 2023-03-03 11:57:57,465 - mmseg - INFO - Iter [268900/400000] lr: 4.687e-06, eta: 11:44:49, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3784, loss: 0.1604 2023-03-03 11:58:10,866 - mmseg - INFO - Iter [268950/400000] lr: 4.687e-06, eta: 11:44:32, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.2623, loss: 0.1614 2023-03-03 11:58:24,121 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 11:58:24,121 - mmseg - INFO - Iter [269000/400000] lr: 4.687e-06, eta: 11:44:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.3150, loss: 0.1644 2023-03-03 11:58:37,439 - mmseg - INFO - Iter [269050/400000] lr: 4.687e-06, eta: 11:43:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.3616, loss: 0.1632 2023-03-03 11:58:50,840 - mmseg - INFO - Iter [269100/400000] lr: 4.687e-06, eta: 11:43:39, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.3552, loss: 0.1600 2023-03-03 11:59:04,160 - mmseg - INFO - Iter [269150/400000] lr: 4.687e-06, eta: 11:43:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0749, loss: 0.1695 2023-03-03 11:59:17,490 - mmseg - INFO - Iter [269200/400000] lr: 4.687e-06, eta: 11:43:04, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.3279, loss: 0.1623 2023-03-03 11:59:30,792 - mmseg - INFO - Iter [269250/400000] lr: 4.687e-06, eta: 11:42:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.3621, loss: 0.1585 2023-03-03 11:59:44,138 - mmseg - INFO - Iter [269300/400000] lr: 4.687e-06, eta: 11:42:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.3214, loss: 0.1613 2023-03-03 11:59:57,444 - mmseg - INFO - Iter [269350/400000] lr: 4.687e-06, eta: 11:42:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2864, loss: 0.1627 2023-03-03 12:00:10,758 - mmseg - INFO - Iter [269400/400000] lr: 4.687e-06, eta: 11:41:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.2525, loss: 0.1687 2023-03-03 12:00:26,615 - mmseg - INFO - Iter [269450/400000] lr: 4.687e-06, eta: 11:41:38, time: 0.317, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2814, loss: 0.1630 2023-03-03 12:00:39,991 - mmseg - INFO - Iter [269500/400000] lr: 4.687e-06, eta: 11:41:21, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.6001, loss: 0.1586 2023-03-03 12:00:53,306 - mmseg - INFO - Iter [269550/400000] lr: 4.687e-06, eta: 11:41:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1562, decode.acc_seg: 93.3888, loss: 0.1562 2023-03-03 12:01:06,530 - mmseg - INFO - Iter [269600/400000] lr: 4.687e-06, eta: 11:40:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.3118, loss: 0.1668 2023-03-03 12:01:19,769 - mmseg - INFO - Iter [269650/400000] lr: 4.687e-06, eta: 11:40:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4572, loss: 0.1607 2023-03-03 12:01:33,085 - mmseg - INFO - Iter [269700/400000] lr: 4.687e-06, eta: 11:40:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1720, loss: 0.1664 2023-03-03 12:01:46,372 - mmseg - INFO - Iter [269750/400000] lr: 4.687e-06, eta: 11:39:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.3999, loss: 0.1602 2023-03-03 12:01:59,753 - mmseg - INFO - Iter [269800/400000] lr: 4.687e-06, eta: 11:39:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.2538, loss: 0.1688 2023-03-03 12:02:13,041 - mmseg - INFO - Iter [269850/400000] lr: 4.687e-06, eta: 11:39:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1006, loss: 0.1680 2023-03-03 12:02:26,344 - mmseg - INFO - Iter [269900/400000] lr: 4.687e-06, eta: 11:39:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.3312, loss: 0.1631 2023-03-03 12:02:39,584 - mmseg - INFO - Iter [269950/400000] lr: 4.687e-06, eta: 11:38:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.4936, loss: 0.1601 2023-03-03 12:02:52,924 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:02:52,924 - mmseg - INFO - Iter [270000/400000] lr: 4.687e-06, eta: 11:38:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.4356, loss: 0.1605 2023-03-03 12:03:06,220 - mmseg - INFO - Iter [270050/400000] lr: 4.687e-06, eta: 11:38:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1125, loss: 0.1674 2023-03-03 12:03:22,151 - mmseg - INFO - Iter [270100/400000] lr: 4.687e-06, eta: 11:37:52, time: 0.318, data_time: 0.059, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.5307, loss: 0.1576 2023-03-03 12:03:35,428 - mmseg - INFO - Iter [270150/400000] lr: 4.687e-06, eta: 11:37:35, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2129, loss: 0.1637 2023-03-03 12:03:48,704 - mmseg - INFO - Iter [270200/400000] lr: 4.687e-06, eta: 11:37:17, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.3112, loss: 0.1651 2023-03-03 12:04:01,982 - mmseg - INFO - Iter [270250/400000] lr: 4.687e-06, eta: 11:37:00, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.4201, loss: 0.1635 2023-03-03 12:04:15,345 - mmseg - INFO - Iter [270300/400000] lr: 4.687e-06, eta: 11:36:42, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1563, decode.acc_seg: 93.5346, loss: 0.1563 2023-03-03 12:04:28,624 - mmseg - INFO - Iter [270350/400000] lr: 4.687e-06, eta: 11:36:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.3413, loss: 0.1605 2023-03-03 12:04:41,864 - mmseg - INFO - Iter [270400/400000] lr: 4.687e-06, eta: 11:36:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.2464, loss: 0.1639 2023-03-03 12:04:55,311 - mmseg - INFO - Iter [270450/400000] lr: 4.687e-06, eta: 11:35:50, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.2148, loss: 0.1656 2023-03-03 12:05:08,614 - mmseg - INFO - Iter [270500/400000] lr: 4.687e-06, eta: 11:35:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1550, decode.acc_seg: 93.4495, loss: 0.1550 2023-03-03 12:05:21,883 - mmseg - INFO - Iter [270550/400000] lr: 4.687e-06, eta: 11:35:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2836, loss: 0.1625 2023-03-03 12:05:35,142 - mmseg - INFO - Iter [270600/400000] lr: 4.687e-06, eta: 11:34:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2479, loss: 0.1641 2023-03-03 12:05:48,408 - mmseg - INFO - Iter [270650/400000] lr: 4.687e-06, eta: 11:34:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.3630, loss: 0.1618 2023-03-03 12:06:04,276 - mmseg - INFO - Iter [270700/400000] lr: 4.687e-06, eta: 11:34:24, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3251, loss: 0.1610 2023-03-03 12:06:17,538 - mmseg - INFO - Iter [270750/400000] lr: 4.687e-06, eta: 11:34:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2245, loss: 0.1638 2023-03-03 12:06:30,875 - mmseg - INFO - Iter [270800/400000] lr: 4.687e-06, eta: 11:33:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.0536, loss: 0.1658 2023-03-03 12:06:44,301 - mmseg - INFO - Iter [270850/400000] lr: 4.687e-06, eta: 11:33:32, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 93.0954, loss: 0.1710 2023-03-03 12:06:57,708 - mmseg - INFO - Iter [270900/400000] lr: 4.687e-06, eta: 11:33:14, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.2706, loss: 0.1645 2023-03-03 12:07:10,985 - mmseg - INFO - Iter [270950/400000] lr: 4.687e-06, eta: 11:32:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3074, loss: 0.1616 2023-03-03 12:07:24,208 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:07:24,209 - mmseg - INFO - Iter [271000/400000] lr: 4.687e-06, eta: 11:32:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.2435, loss: 0.1659 2023-03-03 12:07:37,438 - mmseg - INFO - Iter [271050/400000] lr: 4.687e-06, eta: 11:32:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.2945, loss: 0.1622 2023-03-03 12:07:50,749 - mmseg - INFO - Iter [271100/400000] lr: 4.687e-06, eta: 11:32:04, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.4215, loss: 0.1604 2023-03-03 12:08:03,994 - mmseg - INFO - Iter [271150/400000] lr: 4.687e-06, eta: 11:31:47, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.5117, loss: 0.1602 2023-03-03 12:08:17,323 - mmseg - INFO - Iter [271200/400000] lr: 4.687e-06, eta: 11:31:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3356, loss: 0.1607 2023-03-03 12:08:30,618 - mmseg - INFO - Iter [271250/400000] lr: 4.687e-06, eta: 11:31:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1542, decode.acc_seg: 93.7039, loss: 0.1542 2023-03-03 12:08:43,912 - mmseg - INFO - Iter [271300/400000] lr: 4.687e-06, eta: 11:30:55, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1897, loss: 0.1666 2023-03-03 12:08:59,700 - mmseg - INFO - Iter [271350/400000] lr: 4.687e-06, eta: 11:30:38, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1438, loss: 0.1646 2023-03-03 12:09:12,946 - mmseg - INFO - Iter [271400/400000] lr: 4.687e-06, eta: 11:30:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 92.9781, loss: 0.1707 2023-03-03 12:09:26,248 - mmseg - INFO - Iter [271450/400000] lr: 4.687e-06, eta: 11:30:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1718, decode.acc_seg: 93.0099, loss: 0.1718 2023-03-03 12:09:39,504 - mmseg - INFO - Iter [271500/400000] lr: 4.687e-06, eta: 11:29:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.4011, loss: 0.1587 2023-03-03 12:09:52,749 - mmseg - INFO - Iter [271550/400000] lr: 4.687e-06, eta: 11:29:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.4047, loss: 0.1621 2023-03-03 12:10:06,081 - mmseg - INFO - Iter [271600/400000] lr: 4.687e-06, eta: 11:29:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.4395, loss: 0.1605 2023-03-03 12:10:19,393 - mmseg - INFO - Iter [271650/400000] lr: 4.687e-06, eta: 11:28:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.5706, loss: 0.1575 2023-03-03 12:10:32,815 - mmseg - INFO - Iter [271700/400000] lr: 4.687e-06, eta: 11:28:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1535, decode.acc_seg: 93.6541, loss: 0.1535 2023-03-03 12:10:46,282 - mmseg - INFO - Iter [271750/400000] lr: 4.687e-06, eta: 11:28:19, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0476, loss: 0.1695 2023-03-03 12:10:59,564 - mmseg - INFO - Iter [271800/400000] lr: 4.687e-06, eta: 11:28:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.1328, loss: 0.1665 2023-03-03 12:11:12,923 - mmseg - INFO - Iter [271850/400000] lr: 4.687e-06, eta: 11:27:44, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.3159, loss: 0.1639 2023-03-03 12:11:26,280 - mmseg - INFO - Iter [271900/400000] lr: 4.687e-06, eta: 11:27:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1581, decode.acc_seg: 93.4386, loss: 0.1581 2023-03-03 12:11:39,625 - mmseg - INFO - Iter [271950/400000] lr: 4.687e-06, eta: 11:27:09, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.4497, loss: 0.1588 2023-03-03 12:11:55,457 - mmseg - INFO - Swap parameters (after train) after iter [272000] 2023-03-03 12:11:55,470 - mmseg - INFO - Saving checkpoint at 272000 iterations 2023-03-03 12:11:57,444 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:11:57,444 - mmseg - INFO - Iter [272000/400000] lr: 4.687e-06, eta: 11:26:54, time: 0.356, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.4547, loss: 0.1586 2023-03-03 12:26:30,972 - mmseg - INFO - per class results: 2023-03-03 12:26:30,981 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.58,77.61,77.67,77.71,77.73,77.73,77.71,77.74,77.76,77.76 | | building | 81.7,81.73,81.75,81.75,81.76,81.77,81.76,81.75,81.73,81.69 | | sky | 94.54,94.56,94.56,94.57,94.57,94.58,94.58,94.57,94.57,94.57 | | floor | 81.84,81.88,81.92,81.97,81.99,82.02,82.04,82.06,82.06,82.05 | | tree | 74.09,74.09,74.11,74.16,74.15,74.16,74.15,74.17,74.2,74.22 | | ceiling | 84.82,84.81,84.87,84.8,84.83,84.8,84.82,84.77,84.76,84.75 | | road | 82.3,82.28,82.26,82.29,82.28,82.31,82.31,82.28,82.24,82.21 | | bed | 87.83,87.88,87.89,87.9,87.92,87.95,88.05,88.1,88.1,88.13 | | windowpane | 60.64,60.65,60.75,60.81,60.84,60.86,60.98,61.09,61.15,61.22 | | grass | 67.47,67.52,67.54,67.62,67.64,67.69,67.69,67.75,67.75,67.8 | | cabinet | 60.46,60.48,60.6,60.55,60.64,60.63,60.63,60.63,60.75,60.82 | | sidewalk | 65.37,65.25,65.22,65.28,65.3,65.33,65.37,65.26,65.16,65.1 | | person | 80.26,80.24,80.27,80.3,80.28,80.23,80.25,80.24,80.23,80.24 | | earth | 36.14,36.15,36.02,36.0,35.85,35.82,35.65,35.65,35.63,35.64 | | door | 45.73,45.73,45.78,45.82,45.72,45.65,45.67,45.77,45.82,45.9 | | table | 62.21,62.33,62.41,62.46,62.55,62.57,62.68,62.69,62.74,62.72 | | mountain | 56.49,56.67,56.69,56.9,56.99,56.97,56.98,56.95,56.94,56.87 | | plant | 49.69,49.69,49.74,49.75,49.76,49.72,49.8,49.77,49.77,49.75 | | curtain | 73.81,73.93,74.1,74.14,74.29,74.35,74.47,74.62,74.64,74.61 | | chair | 57.55,57.64,57.65,57.81,57.89,57.9,57.91,57.91,57.96,57.98 | | car | 82.87,82.86,82.9,82.91,82.92,82.94,82.93,82.94,82.93,82.93 | | water | 57.23,57.27,57.28,57.39,57.41,57.52,57.56,57.6,57.61,57.6 | | painting | 70.17,70.13,70.16,70.24,70.42,70.55,70.61,70.69,70.9,70.87 | | sofa | 64.5,64.51,64.63,64.48,64.57,64.61,64.64,64.57,64.57,64.62 | | shelf | 43.72,43.69,43.76,43.83,43.84,43.88,43.98,44.03,44.07,44.2 | | house | 42.76,43.07,43.2,43.14,43.19,43.15,43.17,43.11,43.02,42.87 | | sea | 60.01,60.08,60.15,60.29,60.33,60.44,60.52,60.57,60.63,60.63 | | mirror | 67.46,67.78,68.06,68.07,68.26,68.26,68.34,68.44,68.54,68.56 | | rug | 66.39,66.65,66.99,67.09,67.09,67.2,67.2,67.2,67.14,67.11 | | field | 31.26,31.24,31.2,31.19,31.14,31.15,31.14,31.14,31.15,31.15 | | armchair | 38.5,38.6,38.82,38.7,38.75,38.63,38.7,38.73,38.73,38.83 | | seat | 67.59,67.68,67.85,67.79,67.83,67.89,67.78,67.76,67.76,67.81 | | fence | 40.88,40.85,40.87,40.73,41.02,41.05,41.14,41.2,41.3,41.42 | | desk | 47.27,47.31,47.42,47.49,47.65,47.71,47.8,47.83,47.88,47.96 | | rock | 38.67,38.72,38.74,38.76,38.91,39.04,38.98,39.02,39.01,38.97 | | wardrobe | 57.7,57.43,57.41,57.37,57.36,57.28,57.31,57.32,57.29,57.29 | | lamp | 65.81,65.83,65.91,65.98,66.04,65.92,65.89,65.78,65.83,65.79 | | bathtub | 74.16,74.26,74.38,74.5,74.52,74.54,74.58,74.7,74.78,74.96 | | railing | 33.96,33.98,34.01,34.15,34.12,34.33,34.38,34.41,34.6,34.65 | | cushion | 57.44,57.54,57.36,57.43,57.56,57.39,57.46,57.33,57.24,57.28 | | base | 23.04,23.15,23.36,23.36,23.49,23.48,23.56,23.4,23.42,23.5 | | box | 23.84,23.92,24.03,24.16,24.24,24.45,24.5,24.58,24.7,24.72 | | column | 46.49,46.57,46.67,46.8,46.79,46.68,46.59,46.54,46.57,46.51 | | signboard | 38.5,38.57,38.54,38.75,38.89,38.85,38.87,38.88,38.85,38.81 | | chest of drawers | 37.16,36.93,37.36,36.92,37.13,37.15,37.06,36.78,36.91,36.91 | | counter | 28.55,28.56,28.89,29.33,29.83,30.36,30.51,30.71,30.95,30.96 | | sand | 41.55,41.5,41.41,41.39,41.32,41.34,41.2,41.26,41.14,40.98 | | sink | 68.36,68.4,68.44,68.48,68.42,68.51,68.58,68.77,68.7,68.68 | | skyscraper | 50.28,50.12,50.0,50.04,50.05,50.08,50.14,50.14,50.16,50.13 | | fireplace | 76.67,76.62,76.77,76.72,76.82,76.72,76.72,76.65,76.73,76.74 | | refrigerator | 76.76,77.4,77.56,77.72,77.8,78.11,78.29,78.34,78.44,78.46 | | grandstand | 53.29,53.55,53.6,53.87,54.07,54.04,54.3,54.25,54.3,54.31 | | path | 22.02,22.14,22.14,22.31,22.19,22.31,22.42,22.48,22.48,22.45 | | stairs | 32.13,32.2,32.27,32.38,32.45,32.51,32.61,32.67,32.65,32.74 | | runway | 67.59,67.93,68.25,68.4,68.49,68.55,68.54,68.57,68.59,68.62 | | case | 45.57,46.01,46.06,46.37,46.68,46.91,47.12,47.25,47.44,47.5 | | pool table | 91.63,91.67,91.66,91.68,91.68,91.67,91.74,91.74,91.76,91.79 | | pillow | 65.26,64.98,65.04,64.92,65.07,65.04,65.1,64.96,64.96,64.88 | | screen door | 71.7,71.8,72.08,71.92,71.44,71.54,71.69,71.78,71.77,71.91 | | stairway | 22.14,22.16,22.25,22.31,22.28,22.26,22.38,22.36,22.46,22.54 | | river | 12.16,12.25,12.29,12.33,12.41,12.48,12.49,12.57,12.57,12.61 | | bridge | 34.22,34.29,34.54,34.69,34.31,34.57,34.39,33.78,33.51,33.14 | | bookcase | 44.67,44.72,44.82,44.77,44.76,44.73,44.82,45.06,44.99,45.24 | | blind | 41.21,41.29,41.29,41.35,41.32,41.32,41.21,41.31,41.37,41.3 | | coffee table | 55.29,55.46,55.56,55.68,55.71,55.9,55.98,56.01,56.08,56.1 | | toilet | 84.36,84.39,84.49,84.46,84.43,84.4,84.46,84.44,84.46,84.47 | | flower | 38.8,38.92,38.88,39.11,39.26,39.41,39.85,39.96,40.12,40.36 | | book | 46.89,46.82,46.7,46.8,46.86,46.89,46.84,46.82,46.83,46.79 | | hill | 16.03,16.04,16.01,15.79,15.67,15.65,15.63,15.51,15.55,15.54 | | bench | 43.73,43.52,43.42,43.6,43.83,43.77,43.78,43.78,43.71,43.65 | | countertop | 57.45,57.49,57.7,57.72,57.66,57.66,57.57,57.5,57.58,58.6 | | stove | 73.21,73.5,73.5,73.55,73.33,73.64,73.7,73.78,73.86,74.02 | | palm | 49.53,49.55,49.59,49.63,49.65,49.77,49.75,49.65,49.72,49.81 | | kitchen island | 44.63,45.83,47.65,48.07,49.24,49.42,49.85,49.82,50.35,50.31 | | computer | 60.8,60.78,60.81,60.85,60.85,60.62,60.32,60.14,60.13,60.07 | | swivel chair | 44.32,44.32,44.35,44.98,44.85,44.65,45.23,45.01,45.28,45.91 | | boat | 69.66,70.07,70.08,70.36,70.35,70.69,70.59,70.86,70.93,71.04 | | bar | 24.4,24.31,24.08,24.08,24.12,24.1,24.09,24.05,24.03,23.93 | | arcade machine | 68.57,68.75,69.39,69.18,69.02,69.33,68.4,68.24,68.36,68.31 | | hovel | 28.93,29.12,29.21,29.22,29.44,29.28,29.25,29.46,29.77,29.55 | | bus | 79.45,79.57,79.77,79.91,79.95,80.03,80.04,80.13,80.28,80.35 | | towel | 61.57,61.33,61.3,61.26,61.25,60.97,60.96,60.68,60.79,60.83 | | light | 57.07,57.28,57.47,57.56,57.69,57.86,57.87,57.96,58.0,58.05 | | truck | 18.01,18.21,18.23,18.11,18.07,18.16,18.03,18.06,17.97,18.06 | | tower | 6.04,5.97,5.92,5.89,5.73,5.72,5.75,5.83,5.8,5.82 | | chandelier | 66.25,66.28,66.24,66.11,66.18,65.83,65.75,65.65,65.57,65.58 | | awning | 23.92,24.0,24.23,24.0,24.25,24.38,24.44,24.44,24.54,24.72 | | streetlight | 29.9,29.9,30.03,30.3,30.13,30.12,30.2,30.23,30.24,30.25 | | booth | 50.3,50.3,50.59,50.91,50.94,50.91,51.01,51.34,51.27,51.47 | | television receiver | 66.5,66.49,66.38,66.34,66.71,66.5,66.69,66.61,66.54,66.53 | | airplane | 59.33,59.36,59.55,59.55,59.56,59.6,59.48,59.58,59.55,59.53 | | dirt track | 20.89,20.22,21.07,21.34,21.66,21.51,22.36,22.17,22.36,22.24 | | apparel | 31.39,30.93,30.92,30.66,30.49,30.22,30.39,30.23,30.23,30.24 | | pole | 20.05,20.09,20.28,20.28,20.44,20.34,20.28,20.31,20.54,20.6 | | land | 4.61,4.58,4.55,4.6,4.7,4.63,4.62,4.61,4.58,4.61 | | bannister | 12.07,12.23,12.29,12.49,12.59,12.8,13.19,13.18,13.26,13.36 | | escalator | 21.85,21.87,21.93,22.05,22.13,22.15,22.23,22.25,22.26,22.27 | | ottoman | 42.39,42.55,42.28,41.68,41.46,41.43,41.82,41.8,41.79,41.76 | | bottle | 36.27,36.16,35.91,35.74,35.8,35.48,35.55,35.95,35.8,35.67 | | buffet | 39.63,40.12,39.39,39.28,39.26,39.19,38.2,38.64,39.14,39.37 | | poster | 22.62,22.67,22.88,22.95,24.12,24.49,24.8,25.07,25.6,25.79 | | stage | 13.63,13.31,13.4,13.44,13.36,13.29,13.19,13.05,13.09,13.08 | | van | 38.95,38.93,38.99,38.84,38.77,38.65,38.61,38.3,38.36,38.32 | | ship | 79.83,79.92,79.97,80.05,79.97,80.27,80.22,80.32,80.36,80.42 | | fountain | 21.34,21.61,21.94,22.24,22.46,22.96,23.34,23.64,23.8,23.9 | | conveyer belt | 86.72,86.74,86.82,86.86,86.96,86.7,86.64,86.53,86.5,86.42 | | canopy | 28.25,28.6,28.91,29.09,29.3,29.67,29.57,30.24,30.33,30.68 | | washer | 71.82,72.07,72.35,73.02,72.9,72.84,73.07,73.36,74.11,74.43 | | plaything | 21.46,21.57,21.5,21.53,21.45,21.57,21.33,21.49,21.41,21.32 | | swimming pool | 75.63,75.76,75.23,75.15,75.42,75.78,76.59,76.73,76.65,76.72 | | stool | 45.77,45.78,45.81,45.81,45.81,45.91,45.86,46.17,46.38,46.43 | | barrel | 51.38,51.81,52.01,51.93,51.77,52.33,52.16,52.68,52.81,52.43 | | basket | 25.11,25.28,25.21,25.4,25.4,25.27,25.46,25.52,25.56,25.72 | | waterfall | 42.45,42.56,42.31,42.38,42.22,42.14,42.18,42.23,42.0,41.94 | | tent | 95.62,95.66,95.66,95.74,95.84,95.82,95.91,95.92,95.93,95.95 | | bag | 15.62,15.73,15.94,16.06,16.14,16.16,16.2,16.62,16.8,16.98 | | minibike | 62.44,62.34,62.31,62.09,62.16,62.04,62.11,61.98,62.09,62.07 | | cradle | 86.15,86.28,86.53,86.62,86.7,86.86,87.0,86.95,87.07,87.15 | | oven | 44.76,45.62,45.85,46.14,46.34,47.33,47.52,47.96,48.47,49.22 | | ball | 46.95,46.85,46.9,46.71,46.75,46.59,46.7,46.85,46.82,46.85 | | food | 55.04,54.82,54.73,54.48,54.13,53.82,53.76,53.49,53.32,52.98 | | step | 5.9,5.82,5.79,5.55,5.59,5.52,5.53,5.57,5.7,6.15 | | tank | 56.65,57.01,57.39,57.82,57.8,57.93,57.94,58.13,58.19,58.17 | | trade name | 26.56,26.27,26.57,26.17,26.21,25.66,25.81,26.01,26.0,26.13 | | microwave | 68.19,69.32,70.18,70.63,70.97,71.37,71.7,71.76,72.18,72.46 | | pot | 32.29,32.37,32.2,32.27,32.24,32.27,32.21,32.18,32.11,32.07 | | animal | 53.27,53.3,53.33,53.35,53.35,53.38,53.36,53.42,53.44,53.45 | | bicycle | 56.7,56.81,56.9,57.0,57.11,57.07,57.24,57.19,57.05,57.26 | | lake | 58.48,58.47,58.52,58.43,58.54,58.56,58.51,58.62,58.6,58.72 | | dishwasher | 71.8,72.46,72.57,72.54,73.03,73.68,73.58,73.87,74.16,73.99 | | screen | 63.36,63.23,63.09,63.01,63.16,63.16,62.94,62.98,62.83,62.85 | | blanket | 19.22,19.4,19.34,19.57,19.42,19.71,19.72,19.43,19.8,19.82 | | sculpture | 56.22,56.01,56.05,56.08,56.12,56.04,56.02,56.18,56.21,55.92 | | hood | 60.0,60.04,59.67,60.16,60.1,60.12,60.31,60.33,60.34,60.43 | | sconce | 43.11,43.43,43.58,43.75,43.73,44.1,44.02,44.11,44.43,44.27 | | vase | 40.2,40.19,40.31,40.34,40.4,40.52,40.85,40.99,41.0,41.2 | | traffic light | 34.5,34.85,35.0,35.27,35.37,35.18,35.73,35.66,35.8,36.0 | | tray | 7.84,8.04,8.16,8.22,8.51,8.43,8.64,8.7,8.94,9.24 | | ashcan | 43.13,43.18,43.48,43.59,43.83,43.99,44.07,44.25,44.35,44.46 | | fan | 59.41,59.37,59.56,59.63,59.5,59.7,59.81,59.91,59.81,59.79 | | pier | 37.47,37.38,38.68,38.81,39.38,40.14,40.2,41.32,41.67,41.86 | | crt screen | 8.79,8.66,8.62,8.4,8.4,8.28,8.24,8.24,8.21,8.19 | | plate | 53.32,53.28,53.3,53.38,53.32,53.32,53.3,53.4,53.4,53.31 | | monitor | 16.4,16.2,15.99,16.01,16.01,15.82,15.77,15.7,15.54,15.52 | | bulletin board | 42.67,42.16,43.19,42.62,42.46,42.46,42.55,43.21,42.46,41.05 | | shower | 3.5,3.5,3.68,3.63,3.75,3.7,3.8,3.89,3.93,3.95 | | radiator | 61.02,61.57,60.82,60.96,59.91,58.93,57.62,57.98,56.84,56.49 | | glass | 14.61,14.6,14.5,14.51,14.58,14.52,14.47,14.41,14.52,14.49 | | clock | 38.34,38.59,38.73,38.69,38.84,38.85,38.85,38.76,39.21,39.01 | | flag | 34.96,34.16,33.76,33.42,33.45,33.21,33.24,33.27,33.22,33.18 | +---------------------+-------------------------------------------------------------+ 2023-03-03 12:26:30,981 - mmseg - INFO - Summary: 2023-03-03 12:26:30,981 - mmseg - INFO - +------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +------------------------------------------------------------+ | 49.05,49.11,49.2,49.24,49.29,49.33,49.37,49.41,49.46,49.49 | +------------------------------------------------------------+ 2023-03-03 12:26:30,981 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:26:30,981 - mmseg - INFO - Iter(val) [250] mIoU: [0.4905, 0.4911, 0.492, 0.4924, 0.4929, 0.4933, 0.4937, 0.4941, 0.4946, 0.4949], copy_paste: 49.05,49.11,49.2,49.24,49.29,49.33,49.37,49.41,49.46,49.49 2023-03-03 12:26:30,989 - mmseg - INFO - Swap parameters (before train) before iter [272001] 2023-03-03 12:26:44,630 - mmseg - INFO - Iter [272050/400000] lr: 4.687e-06, eta: 11:33:28, time: 17.744, data_time: 17.479, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.2628, loss: 0.1652 2023-03-03 12:26:58,033 - mmseg - INFO - Iter [272100/400000] lr: 4.687e-06, eta: 11:33:10, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1808, loss: 0.1669 2023-03-03 12:27:11,448 - mmseg - INFO - Iter [272150/400000] lr: 4.687e-06, eta: 11:32:52, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.2607, loss: 0.1616 2023-03-03 12:27:24,900 - mmseg - INFO - Iter [272200/400000] lr: 4.687e-06, eta: 11:32:35, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2864, loss: 0.1627 2023-03-03 12:27:38,136 - mmseg - INFO - Iter [272250/400000] lr: 4.687e-06, eta: 11:32:17, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.2115, loss: 0.1656 2023-03-03 12:27:51,484 - mmseg - INFO - Iter [272300/400000] lr: 4.687e-06, eta: 11:32:00, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.1104, loss: 0.1688 2023-03-03 12:28:04,753 - mmseg - INFO - Iter [272350/400000] lr: 4.687e-06, eta: 11:31:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.4626, loss: 0.1599 2023-03-03 12:28:18,011 - mmseg - INFO - Iter [272400/400000] lr: 4.687e-06, eta: 11:31:24, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.1251, loss: 0.1692 2023-03-03 12:28:31,249 - mmseg - INFO - Iter [272450/400000] lr: 4.687e-06, eta: 11:31:07, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3505, loss: 0.1624 2023-03-03 12:28:44,518 - mmseg - INFO - Iter [272500/400000] lr: 4.687e-06, eta: 11:30:49, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.4434, loss: 0.1568 2023-03-03 12:28:57,762 - mmseg - INFO - Iter [272550/400000] lr: 4.687e-06, eta: 11:30:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.4539, loss: 0.1618 2023-03-03 12:29:13,513 - mmseg - INFO - Iter [272600/400000] lr: 4.687e-06, eta: 11:30:15, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.2184, loss: 0.1626 2023-03-03 12:29:26,723 - mmseg - INFO - Iter [272650/400000] lr: 4.687e-06, eta: 11:29:57, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.3191, loss: 0.1599 2023-03-03 12:29:39,999 - mmseg - INFO - Iter [272700/400000] lr: 4.687e-06, eta: 11:29:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.1003, loss: 0.1644 2023-03-03 12:29:53,273 - mmseg - INFO - Iter [272750/400000] lr: 4.687e-06, eta: 11:29:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.3886, loss: 0.1600 2023-03-03 12:30:06,606 - mmseg - INFO - Iter [272800/400000] lr: 4.687e-06, eta: 11:29:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.2915, loss: 0.1601 2023-03-03 12:30:19,828 - mmseg - INFO - Iter [272850/400000] lr: 4.687e-06, eta: 11:28:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.2996, loss: 0.1618 2023-03-03 12:30:33,048 - mmseg - INFO - Iter [272900/400000] lr: 4.687e-06, eta: 11:28:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1545, decode.acc_seg: 93.5560, loss: 0.1545 2023-03-03 12:30:46,371 - mmseg - INFO - Iter [272950/400000] lr: 4.687e-06, eta: 11:28:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4262, loss: 0.1584 2023-03-03 12:30:59,595 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:30:59,595 - mmseg - INFO - Iter [273000/400000] lr: 4.687e-06, eta: 11:27:54, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.3411, loss: 0.1592 2023-03-03 12:31:12,895 - mmseg - INFO - Iter [273050/400000] lr: 4.687e-06, eta: 11:27:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.4945, loss: 0.1588 2023-03-03 12:31:26,138 - mmseg - INFO - Iter [273100/400000] lr: 4.687e-06, eta: 11:27:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.2043, loss: 0.1642 2023-03-03 12:31:39,416 - mmseg - INFO - Iter [273150/400000] lr: 4.687e-06, eta: 11:27:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2068, loss: 0.1643 2023-03-03 12:31:52,637 - mmseg - INFO - Iter [273200/400000] lr: 4.687e-06, eta: 11:26:43, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3601, loss: 0.1616 2023-03-03 12:32:08,376 - mmseg - INFO - Iter [273250/400000] lr: 4.687e-06, eta: 11:26:27, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1544, decode.acc_seg: 93.6042, loss: 0.1544 2023-03-03 12:32:21,617 - mmseg - INFO - Iter [273300/400000] lr: 4.687e-06, eta: 11:26:09, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.0853, loss: 0.1666 2023-03-03 12:32:34,969 - mmseg - INFO - Iter [273350/400000] lr: 4.687e-06, eta: 11:25:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1533, decode.acc_seg: 93.6559, loss: 0.1533 2023-03-03 12:32:48,247 - mmseg - INFO - Iter [273400/400000] lr: 4.687e-06, eta: 11:25:34, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.1711, loss: 0.1658 2023-03-03 12:33:01,598 - mmseg - INFO - Iter [273450/400000] lr: 4.687e-06, eta: 11:25:16, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.3519, loss: 0.1610 2023-03-03 12:33:14,872 - mmseg - INFO - Iter [273500/400000] lr: 4.687e-06, eta: 11:24:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3452, loss: 0.1616 2023-03-03 12:33:28,283 - mmseg - INFO - Iter [273550/400000] lr: 4.687e-06, eta: 11:24:41, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.2956, loss: 0.1613 2023-03-03 12:33:41,659 - mmseg - INFO - Iter [273600/400000] lr: 4.687e-06, eta: 11:24:23, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1587, loss: 0.1674 2023-03-03 12:33:55,012 - mmseg - INFO - Iter [273650/400000] lr: 4.687e-06, eta: 11:24:06, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2588, loss: 0.1667 2023-03-03 12:34:08,313 - mmseg - INFO - Iter [273700/400000] lr: 4.687e-06, eta: 11:23:48, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2923, loss: 0.1632 2023-03-03 12:34:21,776 - mmseg - INFO - Iter [273750/400000] lr: 4.687e-06, eta: 11:23:31, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1554, decode.acc_seg: 93.5441, loss: 0.1554 2023-03-03 12:34:35,135 - mmseg - INFO - Iter [273800/400000] lr: 4.687e-06, eta: 11:23:13, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.3071, loss: 0.1603 2023-03-03 12:34:48,345 - mmseg - INFO - Iter [273850/400000] lr: 4.687e-06, eta: 11:22:55, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.5044, loss: 0.1591 2023-03-03 12:35:04,197 - mmseg - INFO - Iter [273900/400000] lr: 4.687e-06, eta: 11:22:39, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1856, loss: 0.1655 2023-03-03 12:35:17,523 - mmseg - INFO - Iter [273950/400000] lr: 4.687e-06, eta: 11:22:21, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4007, loss: 0.1600 2023-03-03 12:35:30,813 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:35:30,813 - mmseg - INFO - Iter [274000/400000] lr: 4.687e-06, eta: 11:22:04, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.2098, loss: 0.1657 2023-03-03 12:35:44,095 - mmseg - INFO - Iter [274050/400000] lr: 4.687e-06, eta: 11:21:46, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.3088, loss: 0.1632 2023-03-03 12:35:57,299 - mmseg - INFO - Iter [274100/400000] lr: 4.687e-06, eta: 11:21:29, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1571, decode.acc_seg: 93.6375, loss: 0.1571 2023-03-03 12:36:10,667 - mmseg - INFO - Iter [274150/400000] lr: 4.687e-06, eta: 11:21:11, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.2106, loss: 0.1648 2023-03-03 12:36:24,041 - mmseg - INFO - Iter [274200/400000] lr: 4.687e-06, eta: 11:20:53, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1598, decode.acc_seg: 93.3248, loss: 0.1598 2023-03-03 12:36:37,355 - mmseg - INFO - Iter [274250/400000] lr: 4.687e-06, eta: 11:20:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1536, decode.acc_seg: 93.6243, loss: 0.1536 2023-03-03 12:36:50,861 - mmseg - INFO - Iter [274300/400000] lr: 4.687e-06, eta: 11:20:18, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.2785, loss: 0.1663 2023-03-03 12:37:04,175 - mmseg - INFO - Iter [274350/400000] lr: 4.687e-06, eta: 11:20:01, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2800, loss: 0.1635 2023-03-03 12:37:17,615 - mmseg - INFO - Iter [274400/400000] lr: 4.687e-06, eta: 11:19:43, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1678, decode.acc_seg: 93.0754, loss: 0.1678 2023-03-03 12:37:30,965 - mmseg - INFO - Iter [274450/400000] lr: 4.687e-06, eta: 11:19:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3609, loss: 0.1587 2023-03-03 12:37:47,001 - mmseg - INFO - Iter [274500/400000] lr: 4.687e-06, eta: 11:19:09, time: 0.321, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1710, decode.acc_seg: 93.0482, loss: 0.1710 2023-03-03 12:38:00,344 - mmseg - INFO - Iter [274550/400000] lr: 4.687e-06, eta: 11:18:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3395, loss: 0.1629 2023-03-03 12:38:13,604 - mmseg - INFO - Iter [274600/400000] lr: 4.687e-06, eta: 11:18:34, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.4781, loss: 0.1576 2023-03-03 12:38:27,417 - mmseg - INFO - Iter [274650/400000] lr: 4.687e-06, eta: 11:18:17, time: 0.276, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.3348, loss: 0.1583 2023-03-03 12:38:40,928 - mmseg - INFO - Iter [274700/400000] lr: 4.687e-06, eta: 11:17:59, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.3036, loss: 0.1602 2023-03-03 12:38:54,200 - mmseg - INFO - Iter [274750/400000] lr: 4.687e-06, eta: 11:17:42, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2497, loss: 0.1621 2023-03-03 12:39:07,558 - mmseg - INFO - Iter [274800/400000] lr: 4.687e-06, eta: 11:17:24, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3151, loss: 0.1625 2023-03-03 12:39:20,905 - mmseg - INFO - Iter [274850/400000] lr: 4.687e-06, eta: 11:17:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.4286, loss: 0.1603 2023-03-03 12:39:34,111 - mmseg - INFO - Iter [274900/400000] lr: 4.687e-06, eta: 11:16:49, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.2706, loss: 0.1653 2023-03-03 12:39:47,413 - mmseg - INFO - Iter [274950/400000] lr: 4.687e-06, eta: 11:16:32, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.3441, loss: 0.1588 2023-03-03 12:40:00,702 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:40:00,702 - mmseg - INFO - Iter [275000/400000] lr: 4.687e-06, eta: 11:16:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.1955, loss: 0.1653 2023-03-03 12:40:14,020 - mmseg - INFO - Iter [275050/400000] lr: 4.687e-06, eta: 11:15:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.3620, loss: 0.1642 2023-03-03 12:40:27,519 - mmseg - INFO - Iter [275100/400000] lr: 4.687e-06, eta: 11:15:39, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.3577, loss: 0.1597 2023-03-03 12:40:43,288 - mmseg - INFO - Iter [275150/400000] lr: 4.687e-06, eta: 11:15:23, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.2619, loss: 0.1622 2023-03-03 12:40:56,544 - mmseg - INFO - Iter [275200/400000] lr: 4.687e-06, eta: 11:15:05, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.0936, loss: 0.1666 2023-03-03 12:41:09,853 - mmseg - INFO - Iter [275250/400000] lr: 4.687e-06, eta: 11:14:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3125, loss: 0.1629 2023-03-03 12:41:23,193 - mmseg - INFO - Iter [275300/400000] lr: 4.687e-06, eta: 11:14:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.5364, loss: 0.1593 2023-03-03 12:41:36,437 - mmseg - INFO - Iter [275350/400000] lr: 4.687e-06, eta: 11:14:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1563, decode.acc_seg: 93.4490, loss: 0.1563 2023-03-03 12:41:49,673 - mmseg - INFO - Iter [275400/400000] lr: 4.687e-06, eta: 11:13:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1694, decode.acc_seg: 93.0150, loss: 0.1694 2023-03-03 12:42:03,080 - mmseg - INFO - Iter [275450/400000] lr: 4.687e-06, eta: 11:13:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3153, loss: 0.1629 2023-03-03 12:42:16,439 - mmseg - INFO - Iter [275500/400000] lr: 4.687e-06, eta: 11:13:20, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.3296, loss: 0.1631 2023-03-03 12:42:29,705 - mmseg - INFO - Iter [275550/400000] lr: 4.687e-06, eta: 11:13:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.4381, loss: 0.1630 2023-03-03 12:42:42,951 - mmseg - INFO - Iter [275600/400000] lr: 4.687e-06, eta: 11:12:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1544, decode.acc_seg: 93.5692, loss: 0.1544 2023-03-03 12:42:56,195 - mmseg - INFO - Iter [275650/400000] lr: 4.687e-06, eta: 11:12:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.2348, loss: 0.1661 2023-03-03 12:43:09,509 - mmseg - INFO - Iter [275700/400000] lr: 4.687e-06, eta: 11:12:10, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.3800, loss: 0.1593 2023-03-03 12:43:25,457 - mmseg - INFO - Iter [275750/400000] lr: 4.687e-06, eta: 11:11:53, time: 0.319, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.5545, loss: 0.1588 2023-03-03 12:43:38,699 - mmseg - INFO - Iter [275800/400000] lr: 4.687e-06, eta: 11:11:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.5591, loss: 0.1579 2023-03-03 12:43:51,987 - mmseg - INFO - Iter [275850/400000] lr: 4.687e-06, eta: 11:11:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.4451, loss: 0.1615 2023-03-03 12:44:05,369 - mmseg - INFO - Iter [275900/400000] lr: 4.687e-06, eta: 11:11:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.4206, loss: 0.1640 2023-03-03 12:44:18,614 - mmseg - INFO - Iter [275950/400000] lr: 4.687e-06, eta: 11:10:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.2030, loss: 0.1669 2023-03-03 12:44:31,950 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:44:31,950 - mmseg - INFO - Iter [276000/400000] lr: 4.687e-06, eta: 11:10:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4633, loss: 0.1585 2023-03-03 12:44:45,251 - mmseg - INFO - Iter [276050/400000] lr: 4.687e-06, eta: 11:10:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0800, loss: 0.1684 2023-03-03 12:44:58,598 - mmseg - INFO - Iter [276100/400000] lr: 4.687e-06, eta: 11:09:50, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.0584, loss: 0.1691 2023-03-03 12:45:11,947 - mmseg - INFO - Iter [276150/400000] lr: 4.687e-06, eta: 11:09:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2154, loss: 0.1625 2023-03-03 12:45:25,176 - mmseg - INFO - Iter [276200/400000] lr: 4.687e-06, eta: 11:09:15, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1532, decode.acc_seg: 93.6158, loss: 0.1532 2023-03-03 12:45:38,422 - mmseg - INFO - Iter [276250/400000] lr: 4.687e-06, eta: 11:08:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2930, loss: 0.1621 2023-03-03 12:45:51,905 - mmseg - INFO - Iter [276300/400000] lr: 4.687e-06, eta: 11:08:40, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1541, decode.acc_seg: 93.5108, loss: 0.1541 2023-03-03 12:46:05,248 - mmseg - INFO - Iter [276350/400000] lr: 4.687e-06, eta: 11:08:23, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.3692, loss: 0.1590 2023-03-03 12:46:21,179 - mmseg - INFO - Iter [276400/400000] lr: 4.687e-06, eta: 11:08:07, time: 0.319, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3414, loss: 0.1621 2023-03-03 12:46:34,474 - mmseg - INFO - Iter [276450/400000] lr: 4.687e-06, eta: 11:07:49, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1566, decode.acc_seg: 93.6041, loss: 0.1566 2023-03-03 12:46:47,988 - mmseg - INFO - Iter [276500/400000] lr: 4.687e-06, eta: 11:07:32, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.5010, loss: 0.1576 2023-03-03 12:47:01,249 - mmseg - INFO - Iter [276550/400000] lr: 4.687e-06, eta: 11:07:14, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.3924, loss: 0.1580 2023-03-03 12:47:14,532 - mmseg - INFO - Iter [276600/400000] lr: 4.687e-06, eta: 11:06:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3850, loss: 0.1628 2023-03-03 12:47:28,330 - mmseg - INFO - Iter [276650/400000] lr: 4.687e-06, eta: 11:06:39, time: 0.276, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.2344, loss: 0.1638 2023-03-03 12:47:41,621 - mmseg - INFO - Iter [276700/400000] lr: 4.687e-06, eta: 11:06:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.2706, loss: 0.1617 2023-03-03 12:47:55,006 - mmseg - INFO - Iter [276750/400000] lr: 4.687e-06, eta: 11:06:04, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1714, decode.acc_seg: 93.0873, loss: 0.1714 2023-03-03 12:48:08,413 - mmseg - INFO - Iter [276800/400000] lr: 4.687e-06, eta: 11:05:47, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.2343, loss: 0.1670 2023-03-03 12:48:21,753 - mmseg - INFO - Iter [276850/400000] lr: 4.687e-06, eta: 11:05:29, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.4558, loss: 0.1604 2023-03-03 12:48:35,103 - mmseg - INFO - Iter [276900/400000] lr: 4.687e-06, eta: 11:05:12, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.5365, loss: 0.1577 2023-03-03 12:48:48,338 - mmseg - INFO - Iter [276950/400000] lr: 4.687e-06, eta: 11:04:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.3991, loss: 0.1615 2023-03-03 12:49:01,743 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:49:01,743 - mmseg - INFO - Iter [277000/400000] lr: 4.687e-06, eta: 11:04:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0590, loss: 0.1677 2023-03-03 12:49:17,807 - mmseg - INFO - Iter [277050/400000] lr: 4.687e-06, eta: 11:04:21, time: 0.321, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3123, loss: 0.1622 2023-03-03 12:49:31,174 - mmseg - INFO - Iter [277100/400000] lr: 4.687e-06, eta: 11:04:03, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.4237, loss: 0.1597 2023-03-03 12:49:44,396 - mmseg - INFO - Iter [277150/400000] lr: 4.687e-06, eta: 11:03:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.3387, loss: 0.1645 2023-03-03 12:49:57,648 - mmseg - INFO - Iter [277200/400000] lr: 4.687e-06, eta: 11:03:28, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3245, loss: 0.1625 2023-03-03 12:50:10,883 - mmseg - INFO - Iter [277250/400000] lr: 4.687e-06, eta: 11:03:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1571, decode.acc_seg: 93.5393, loss: 0.1571 2023-03-03 12:50:24,165 - mmseg - INFO - Iter [277300/400000] lr: 4.687e-06, eta: 11:02:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.2609, loss: 0.1659 2023-03-03 12:50:37,523 - mmseg - INFO - Iter [277350/400000] lr: 4.687e-06, eta: 11:02:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.1942, loss: 0.1680 2023-03-03 12:50:50,763 - mmseg - INFO - Iter [277400/400000] lr: 4.687e-06, eta: 11:02:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1562, decode.acc_seg: 93.5019, loss: 0.1562 2023-03-03 12:51:04,090 - mmseg - INFO - Iter [277450/400000] lr: 4.687e-06, eta: 11:02:01, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.3961, loss: 0.1594 2023-03-03 12:51:17,426 - mmseg - INFO - Iter [277500/400000] lr: 4.687e-06, eta: 11:01:43, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.1879, loss: 0.1652 2023-03-03 12:51:30,824 - mmseg - INFO - Iter [277550/400000] lr: 4.687e-06, eta: 11:01:26, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.0604, loss: 0.1676 2023-03-03 12:51:44,118 - mmseg - INFO - Iter [277600/400000] lr: 4.687e-06, eta: 11:01:08, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3096, loss: 0.1622 2023-03-03 12:52:00,032 - mmseg - INFO - Iter [277650/400000] lr: 4.687e-06, eta: 11:00:52, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4721, loss: 0.1592 2023-03-03 12:52:13,385 - mmseg - INFO - Iter [277700/400000] lr: 4.687e-06, eta: 11:00:34, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.3141, loss: 0.1644 2023-03-03 12:52:26,809 - mmseg - INFO - Iter [277750/400000] lr: 4.687e-06, eta: 11:00:17, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3867, loss: 0.1628 2023-03-03 12:52:40,167 - mmseg - INFO - Iter [277800/400000] lr: 4.687e-06, eta: 10:59:59, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2114, loss: 0.1649 2023-03-03 12:52:53,520 - mmseg - INFO - Iter [277850/400000] lr: 4.687e-06, eta: 10:59:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.2592, loss: 0.1629 2023-03-03 12:53:06,840 - mmseg - INFO - Iter [277900/400000] lr: 4.687e-06, eta: 10:59:25, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.1769, loss: 0.1639 2023-03-03 12:53:20,191 - mmseg - INFO - Iter [277950/400000] lr: 4.687e-06, eta: 10:59:07, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1558, decode.acc_seg: 93.5254, loss: 0.1558 2023-03-03 12:53:33,450 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:53:33,451 - mmseg - INFO - Iter [278000/400000] lr: 4.687e-06, eta: 10:58:50, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.3922, loss: 0.1590 2023-03-03 12:53:46,729 - mmseg - INFO - Iter [278050/400000] lr: 4.687e-06, eta: 10:58:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2612, loss: 0.1621 2023-03-03 12:53:59,986 - mmseg - INFO - Iter [278100/400000] lr: 4.687e-06, eta: 10:58:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2546, loss: 0.1643 2023-03-03 12:54:13,231 - mmseg - INFO - Iter [278150/400000] lr: 4.687e-06, eta: 10:57:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1689, decode.acc_seg: 93.2817, loss: 0.1689 2023-03-03 12:54:26,481 - mmseg - INFO - Iter [278200/400000] lr: 4.687e-06, eta: 10:57:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.3259, loss: 0.1633 2023-03-03 12:54:39,854 - mmseg - INFO - Iter [278250/400000] lr: 4.687e-06, eta: 10:57:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.2976, loss: 0.1604 2023-03-03 12:54:55,588 - mmseg - INFO - Iter [278300/400000] lr: 4.687e-06, eta: 10:57:06, time: 0.315, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1715, decode.acc_seg: 92.9211, loss: 0.1715 2023-03-03 12:55:08,863 - mmseg - INFO - Iter [278350/400000] lr: 4.687e-06, eta: 10:56:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.3042, loss: 0.1654 2023-03-03 12:55:22,370 - mmseg - INFO - Iter [278400/400000] lr: 4.687e-06, eta: 10:56:31, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3815, loss: 0.1601 2023-03-03 12:55:35,599 - mmseg - INFO - Iter [278450/400000] lr: 4.687e-06, eta: 10:56:13, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1566, decode.acc_seg: 93.5373, loss: 0.1566 2023-03-03 12:55:48,851 - mmseg - INFO - Iter [278500/400000] lr: 4.687e-06, eta: 10:55:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1540, decode.acc_seg: 93.5920, loss: 0.1540 2023-03-03 12:56:02,085 - mmseg - INFO - Iter [278550/400000] lr: 4.687e-06, eta: 10:55:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.3355, loss: 0.1634 2023-03-03 12:56:15,473 - mmseg - INFO - Iter [278600/400000] lr: 4.687e-06, eta: 10:55:21, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.0794, loss: 0.1676 2023-03-03 12:56:28,699 - mmseg - INFO - Iter [278650/400000] lr: 4.687e-06, eta: 10:55:04, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.4838, loss: 0.1587 2023-03-03 12:56:41,918 - mmseg - INFO - Iter [278700/400000] lr: 4.687e-06, eta: 10:54:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.6239, loss: 0.1599 2023-03-03 12:56:55,315 - mmseg - INFO - Iter [278750/400000] lr: 4.687e-06, eta: 10:54:29, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1571, decode.acc_seg: 93.4305, loss: 0.1571 2023-03-03 12:57:08,573 - mmseg - INFO - Iter [278800/400000] lr: 4.687e-06, eta: 10:54:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2526, loss: 0.1646 2023-03-03 12:57:21,965 - mmseg - INFO - Iter [278850/400000] lr: 4.687e-06, eta: 10:53:54, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.4734, loss: 0.1591 2023-03-03 12:57:35,167 - mmseg - INFO - Iter [278900/400000] lr: 4.687e-06, eta: 10:53:36, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1564, decode.acc_seg: 93.3843, loss: 0.1564 2023-03-03 12:57:51,099 - mmseg - INFO - Iter [278950/400000] lr: 4.687e-06, eta: 10:53:20, time: 0.319, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1719, loss: 0.1646 2023-03-03 12:58:04,415 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 12:58:04,415 - mmseg - INFO - Iter [279000/400000] lr: 4.687e-06, eta: 10:53:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.2218, loss: 0.1657 2023-03-03 12:58:17,659 - mmseg - INFO - Iter [279050/400000] lr: 4.687e-06, eta: 10:52:45, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1547, decode.acc_seg: 93.5909, loss: 0.1547 2023-03-03 12:58:30,904 - mmseg - INFO - Iter [279100/400000] lr: 4.687e-06, eta: 10:52:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1537, decode.acc_seg: 93.6989, loss: 0.1537 2023-03-03 12:58:44,156 - mmseg - INFO - Iter [279150/400000] lr: 4.687e-06, eta: 10:52:10, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1558, decode.acc_seg: 93.5484, loss: 0.1558 2023-03-03 12:58:57,385 - mmseg - INFO - Iter [279200/400000] lr: 4.687e-06, eta: 10:51:53, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.4045, loss: 0.1617 2023-03-03 12:59:10,635 - mmseg - INFO - Iter [279250/400000] lr: 4.687e-06, eta: 10:51:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.3754, loss: 0.1595 2023-03-03 12:59:23,885 - mmseg - INFO - Iter [279300/400000] lr: 4.687e-06, eta: 10:51:18, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.0692, loss: 0.1693 2023-03-03 12:59:37,104 - mmseg - INFO - Iter [279350/400000] lr: 4.687e-06, eta: 10:51:00, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1695, decode.acc_seg: 93.0091, loss: 0.1695 2023-03-03 12:59:50,335 - mmseg - INFO - Iter [279400/400000] lr: 4.687e-06, eta: 10:50:43, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4286, loss: 0.1585 2023-03-03 13:00:03,560 - mmseg - INFO - Iter [279450/400000] lr: 4.687e-06, eta: 10:50:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1514, decode.acc_seg: 93.6288, loss: 0.1514 2023-03-03 13:00:16,776 - mmseg - INFO - Iter [279500/400000] lr: 4.687e-06, eta: 10:50:08, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3258, loss: 0.1601 2023-03-03 13:00:32,697 - mmseg - INFO - Iter [279550/400000] lr: 4.687e-06, eta: 10:49:52, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.2884, loss: 0.1626 2023-03-03 13:00:46,342 - mmseg - INFO - Iter [279600/400000] lr: 4.687e-06, eta: 10:49:34, time: 0.273, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1572, decode.acc_seg: 93.5058, loss: 0.1572 2023-03-03 13:00:59,704 - mmseg - INFO - Iter [279650/400000] lr: 4.687e-06, eta: 10:49:17, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3993, loss: 0.1619 2023-03-03 13:01:13,028 - mmseg - INFO - Iter [279700/400000] lr: 4.687e-06, eta: 10:49:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3455, loss: 0.1628 2023-03-03 13:01:26,365 - mmseg - INFO - Iter [279750/400000] lr: 4.687e-06, eta: 10:48:42, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3756, loss: 0.1608 2023-03-03 13:01:39,600 - mmseg - INFO - Iter [279800/400000] lr: 4.687e-06, eta: 10:48:25, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.2471, loss: 0.1619 2023-03-03 13:01:52,905 - mmseg - INFO - Iter [279850/400000] lr: 4.687e-06, eta: 10:48:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4680, loss: 0.1600 2023-03-03 13:02:06,388 - mmseg - INFO - Iter [279900/400000] lr: 4.687e-06, eta: 10:47:50, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4827, loss: 0.1590 2023-03-03 13:02:19,973 - mmseg - INFO - Iter [279950/400000] lr: 4.687e-06, eta: 10:47:33, time: 0.272, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3732, loss: 0.1607 2023-03-03 13:02:33,193 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:02:33,193 - mmseg - INFO - Iter [280000/400000] lr: 4.687e-06, eta: 10:47:15, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1696, decode.acc_seg: 93.2084, loss: 0.1696 2023-03-03 13:02:46,471 - mmseg - INFO - Iter [280050/400000] lr: 4.687e-06, eta: 10:46:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1572, decode.acc_seg: 93.4553, loss: 0.1572 2023-03-03 13:02:59,707 - mmseg - INFO - Iter [280100/400000] lr: 4.687e-06, eta: 10:46:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.2269, loss: 0.1597 2023-03-03 13:03:13,023 - mmseg - INFO - Iter [280150/400000] lr: 4.687e-06, eta: 10:46:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3137, loss: 0.1606 2023-03-03 13:03:28,921 - mmseg - INFO - Iter [280200/400000] lr: 4.687e-06, eta: 10:46:07, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.3484, loss: 0.1644 2023-03-03 13:03:42,156 - mmseg - INFO - Iter [280250/400000] lr: 4.687e-06, eta: 10:45:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2397, loss: 0.1621 2023-03-03 13:03:55,383 - mmseg - INFO - Iter [280300/400000] lr: 4.687e-06, eta: 10:45:32, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.2431, loss: 0.1671 2023-03-03 13:04:08,728 - mmseg - INFO - Iter [280350/400000] lr: 4.687e-06, eta: 10:45:14, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1551, decode.acc_seg: 93.5492, loss: 0.1551 2023-03-03 13:04:21,966 - mmseg - INFO - Iter [280400/400000] lr: 4.687e-06, eta: 10:44:57, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.1802, loss: 0.1656 2023-03-03 13:04:35,289 - mmseg - INFO - Iter [280450/400000] lr: 4.687e-06, eta: 10:44:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.1964, loss: 0.1664 2023-03-03 13:04:48,792 - mmseg - INFO - Iter [280500/400000] lr: 4.687e-06, eta: 10:44:22, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3761, loss: 0.1601 2023-03-03 13:05:02,031 - mmseg - INFO - Iter [280550/400000] lr: 4.687e-06, eta: 10:44:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.1965, loss: 0.1628 2023-03-03 13:05:15,231 - mmseg - INFO - Iter [280600/400000] lr: 4.687e-06, eta: 10:43:47, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.2920, loss: 0.1619 2023-03-03 13:05:28,465 - mmseg - INFO - Iter [280650/400000] lr: 4.687e-06, eta: 10:43:30, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.0983, loss: 0.1674 2023-03-03 13:05:41,837 - mmseg - INFO - Iter [280700/400000] lr: 4.687e-06, eta: 10:43:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1531, decode.acc_seg: 93.6501, loss: 0.1531 2023-03-03 13:05:55,194 - mmseg - INFO - Iter [280750/400000] lr: 4.687e-06, eta: 10:42:55, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2506, loss: 0.1641 2023-03-03 13:06:10,972 - mmseg - INFO - Iter [280800/400000] lr: 4.687e-06, eta: 10:42:39, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1610, decode.acc_seg: 93.2716, loss: 0.1610 2023-03-03 13:06:24,282 - mmseg - INFO - Iter [280850/400000] lr: 4.687e-06, eta: 10:42:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3938, loss: 0.1601 2023-03-03 13:06:37,677 - mmseg - INFO - Iter [280900/400000] lr: 4.687e-06, eta: 10:42:04, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.1761, loss: 0.1646 2023-03-03 13:06:50,981 - mmseg - INFO - Iter [280950/400000] lr: 4.687e-06, eta: 10:41:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1556, decode.acc_seg: 93.5910, loss: 0.1556 2023-03-03 13:07:04,449 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:07:04,449 - mmseg - INFO - Iter [281000/400000] lr: 4.687e-06, eta: 10:41:29, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1554, decode.acc_seg: 93.5008, loss: 0.1554 2023-03-03 13:07:17,688 - mmseg - INFO - Iter [281050/400000] lr: 4.687e-06, eta: 10:41:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.4199, loss: 0.1606 2023-03-03 13:07:30,957 - mmseg - INFO - Iter [281100/400000] lr: 4.687e-06, eta: 10:40:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.1654, loss: 0.1668 2023-03-03 13:07:44,180 - mmseg - INFO - Iter 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[281400/400000] lr: 4.687e-06, eta: 10:39:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2331, loss: 0.1646 2023-03-03 13:09:06,756 - mmseg - INFO - Iter [281450/400000] lr: 4.687e-06, eta: 10:38:54, time: 0.321, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.3848, loss: 0.1609 2023-03-03 13:09:20,035 - mmseg - INFO - Iter [281500/400000] lr: 4.687e-06, eta: 10:38:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1247, loss: 0.1683 2023-03-03 13:09:33,294 - mmseg - INFO - Iter [281550/400000] lr: 4.687e-06, eta: 10:38:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.3417, loss: 0.1626 2023-03-03 13:09:46,619 - mmseg - INFO - Iter [281600/400000] lr: 4.687e-06, eta: 10:38:02, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.5045, loss: 0.1577 2023-03-03 13:09:59,868 - mmseg - INFO - Iter [281650/400000] lr: 4.687e-06, eta: 10:37:44, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1557, decode.acc_seg: 93.5834, loss: 0.1557 2023-03-03 13:10:13,140 - mmseg - INFO - Iter [281700/400000] lr: 4.687e-06, eta: 10:37:27, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.0984, loss: 0.1663 2023-03-03 13:10:26,481 - mmseg - INFO - Iter [281750/400000] lr: 4.687e-06, eta: 10:37:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1541, decode.acc_seg: 93.6170, loss: 0.1541 2023-03-03 13:10:39,700 - mmseg - INFO - Iter [281800/400000] lr: 4.687e-06, eta: 10:36:52, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2548, loss: 0.1625 2023-03-03 13:10:53,002 - mmseg - INFO - Iter [281850/400000] lr: 4.687e-06, eta: 10:36:35, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1574, decode.acc_seg: 93.4924, loss: 0.1574 2023-03-03 13:11:06,290 - mmseg - INFO - Iter [281900/400000] lr: 4.687e-06, eta: 10:36:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1702, decode.acc_seg: 92.9906, loss: 0.1702 2023-03-03 13:11:19,518 - mmseg - INFO - Iter [281950/400000] lr: 4.687e-06, eta: 10:36:00, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.3393, loss: 0.1639 2023-03-03 13:11:32,769 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:11:32,769 - mmseg - INFO - Iter [282000/400000] lr: 4.687e-06, eta: 10:35:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.0221, loss: 0.1672 2023-03-03 13:11:46,050 - mmseg - INFO - Iter [282050/400000] lr: 4.687e-06, eta: 10:35:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3950, loss: 0.1587 2023-03-03 13:12:01,845 - mmseg - INFO - Iter [282100/400000] lr: 4.687e-06, eta: 10:35:09, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1541, decode.acc_seg: 93.5547, loss: 0.1541 2023-03-03 13:12:15,137 - mmseg - INFO - Iter [282150/400000] lr: 4.687e-06, eta: 10:34:52, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.4920, loss: 0.1576 2023-03-03 13:12:28,450 - mmseg - INFO - Iter [282200/400000] lr: 4.687e-06, eta: 10:34:34, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1565, decode.acc_seg: 93.4247, loss: 0.1565 2023-03-03 13:12:41,718 - mmseg - INFO - Iter [282250/400000] lr: 4.687e-06, eta: 10:34:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3322, loss: 0.1625 2023-03-03 13:12:55,049 - mmseg - INFO - Iter [282300/400000] lr: 4.687e-06, eta: 10:34:00, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1557, decode.acc_seg: 93.6518, loss: 0.1557 2023-03-03 13:13:08,327 - mmseg - INFO - Iter [282350/400000] lr: 4.687e-06, eta: 10:33:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3643, loss: 0.1608 2023-03-03 13:13:21,592 - mmseg - INFO - Iter [282400/400000] lr: 4.687e-06, eta: 10:33:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3684, loss: 0.1607 2023-03-03 13:13:34,863 - mmseg - INFO - Iter [282450/400000] lr: 4.687e-06, eta: 10:33:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2729, loss: 0.1624 2023-03-03 13:13:48,168 - mmseg - INFO - Iter [282500/400000] lr: 4.687e-06, eta: 10:32:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.4132, loss: 0.1611 2023-03-03 13:14:01,595 - mmseg - INFO - Iter [282550/400000] lr: 4.687e-06, eta: 10:32:33, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.2354, loss: 0.1666 2023-03-03 13:14:14,915 - mmseg - INFO - Iter [282600/400000] lr: 4.687e-06, eta: 10:32:16, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1520, decode.acc_seg: 93.6492, loss: 0.1520 2023-03-03 13:14:28,346 - mmseg - INFO - Iter [282650/400000] lr: 4.687e-06, eta: 10:31:58, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1554, decode.acc_seg: 93.5575, loss: 0.1554 2023-03-03 13:14:44,148 - mmseg - INFO - Iter [282700/400000] lr: 4.687e-06, eta: 10:31:42, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.2445, loss: 0.1667 2023-03-03 13:14:57,374 - mmseg - INFO - Iter [282750/400000] lr: 4.687e-06, eta: 10:31:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.1213, loss: 0.1677 2023-03-03 13:15:10,642 - mmseg - INFO - Iter [282800/400000] lr: 4.687e-06, eta: 10:31:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2235, loss: 0.1650 2023-03-03 13:15:23,892 - mmseg - INFO - Iter [282850/400000] lr: 4.687e-06, eta: 10:30:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3102, loss: 0.1625 2023-03-03 13:15:37,131 - mmseg - INFO - Iter [282900/400000] lr: 4.687e-06, eta: 10:30:33, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.2491, loss: 0.1657 2023-03-03 13:15:50,409 - mmseg - INFO - Iter [282950/400000] lr: 4.687e-06, eta: 10:30:15, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.2528, loss: 0.1656 2023-03-03 13:16:03,662 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:16:03,662 - mmseg - INFO - Iter [283000/400000] lr: 4.687e-06, eta: 10:29:58, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.5391, loss: 0.1606 2023-03-03 13:16:16,901 - mmseg - INFO - Iter [283050/400000] lr: 4.687e-06, eta: 10:29:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.2813, loss: 0.1604 2023-03-03 13:16:30,144 - mmseg - INFO - Iter [283100/400000] lr: 4.687e-06, eta: 10:29:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2685, loss: 0.1632 2023-03-03 13:16:43,400 - mmseg - INFO - Iter [283150/400000] lr: 4.687e-06, eta: 10:29:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.5333, loss: 0.1569 2023-03-03 13:16:56,757 - mmseg - INFO - Iter [283200/400000] lr: 4.687e-06, eta: 10:28:49, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.5258, loss: 0.1597 2023-03-03 13:17:09,998 - mmseg - INFO - Iter [283250/400000] lr: 4.687e-06, eta: 10:28:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.2241, loss: 0.1632 2023-03-03 13:17:23,259 - mmseg - INFO - Iter [283300/400000] lr: 4.687e-06, eta: 10:28:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2106, loss: 0.1646 2023-03-03 13:17:39,176 - mmseg - INFO - Iter [283350/400000] lr: 4.687e-06, eta: 10:27:58, time: 0.319, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.2518, loss: 0.1622 2023-03-03 13:17:52,490 - mmseg - INFO - Iter [283400/400000] lr: 4.687e-06, eta: 10:27:40, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.0971, loss: 0.1674 2023-03-03 13:18:05,912 - mmseg - INFO - Iter [283450/400000] lr: 4.687e-06, eta: 10:27:23, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.4241, loss: 0.1619 2023-03-03 13:18:19,255 - mmseg - INFO - Iter [283500/400000] lr: 4.687e-06, eta: 10:27:06, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1707, loss: 0.1672 2023-03-03 13:18:32,546 - mmseg - INFO - Iter [283550/400000] lr: 4.687e-06, eta: 10:26:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1693, decode.acc_seg: 93.1968, loss: 0.1693 2023-03-03 13:18:46,009 - mmseg - INFO - Iter [283600/400000] lr: 4.687e-06, eta: 10:26:31, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1668, decode.acc_seg: 93.3500, loss: 0.1668 2023-03-03 13:18:59,329 - mmseg - INFO - Iter [283650/400000] lr: 4.687e-06, eta: 10:26:14, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1514, decode.acc_seg: 93.5650, loss: 0.1514 2023-03-03 13:19:12,604 - mmseg - INFO - Iter [283700/400000] lr: 4.687e-06, eta: 10:25:57, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.3259, loss: 0.1638 2023-03-03 13:19:25,849 - mmseg - INFO - Iter [283750/400000] lr: 4.687e-06, eta: 10:25:39, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1589, decode.acc_seg: 93.3695, loss: 0.1589 2023-03-03 13:19:39,080 - mmseg - INFO - Iter [283800/400000] lr: 4.687e-06, eta: 10:25:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.4655, loss: 0.1605 2023-03-03 13:19:52,357 - mmseg - INFO - Iter [283850/400000] lr: 4.687e-06, eta: 10:25:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.2880, loss: 0.1651 2023-03-03 13:20:05,658 - mmseg - INFO - Iter [283900/400000] lr: 4.687e-06, eta: 10:24:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2093, loss: 0.1643 2023-03-03 13:20:18,963 - mmseg - INFO - Iter [283950/400000] lr: 4.687e-06, eta: 10:24:30, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.5044, loss: 0.1577 2023-03-03 13:20:34,788 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:20:34,789 - mmseg - INFO - Iter [284000/400000] lr: 4.687e-06, eta: 10:24:14, time: 0.317, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3646, loss: 0.1616 2023-03-03 13:20:48,101 - mmseg - INFO - Iter [284050/400000] lr: 4.687e-06, eta: 10:23:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.3371, loss: 0.1603 2023-03-03 13:21:01,492 - mmseg - INFO - Iter [284100/400000] lr: 4.687e-06, eta: 10:23:39, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4378, loss: 0.1592 2023-03-03 13:21:14,746 - mmseg - INFO - Iter [284150/400000] lr: 4.687e-06, eta: 10:23:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3976, loss: 0.1607 2023-03-03 13:21:28,022 - mmseg - INFO - Iter [284200/400000] lr: 4.687e-06, eta: 10:23:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.1072, loss: 0.1659 2023-03-03 13:21:41,284 - mmseg - INFO - Iter [284250/400000] lr: 4.687e-06, eta: 10:22:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.5032, loss: 0.1569 2023-03-03 13:21:54,656 - mmseg - INFO - Iter [284300/400000] lr: 4.687e-06, eta: 10:22:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1531, decode.acc_seg: 93.6182, loss: 0.1531 2023-03-03 13:22:07,964 - mmseg - INFO - Iter [284350/400000] lr: 4.687e-06, eta: 10:22:13, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.5298, loss: 0.1573 2023-03-03 13:22:21,286 - mmseg - INFO - Iter [284400/400000] lr: 4.687e-06, eta: 10:21:55, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2402, loss: 0.1630 2023-03-03 13:22:34,739 - mmseg - INFO - Iter [284450/400000] lr: 4.687e-06, eta: 10:21:38, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.3889, loss: 0.1597 2023-03-03 13:22:48,015 - mmseg - INFO - Iter [284500/400000] lr: 4.687e-06, eta: 10:21:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1663, decode.acc_seg: 93.3110, loss: 0.1663 2023-03-03 13:23:01,324 - mmseg - INFO - Iter [284550/400000] lr: 4.687e-06, eta: 10:21:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1577, decode.acc_seg: 93.5348, loss: 0.1577 2023-03-03 13:23:17,129 - mmseg - INFO - Iter [284600/400000] lr: 4.687e-06, eta: 10:20:47, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4020, loss: 0.1584 2023-03-03 13:23:30,510 - mmseg - INFO - Iter [284650/400000] lr: 4.687e-06, eta: 10:20:30, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2610, loss: 0.1635 2023-03-03 13:23:43,859 - mmseg - INFO - Iter [284700/400000] lr: 4.687e-06, eta: 10:20:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.2970, loss: 0.1608 2023-03-03 13:23:57,201 - mmseg - INFO - Iter [284750/400000] lr: 4.687e-06, eta: 10:19:55, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2655, loss: 0.1649 2023-03-03 13:24:10,444 - mmseg - INFO - Iter [284800/400000] lr: 4.687e-06, eta: 10:19:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.2535, loss: 0.1665 2023-03-03 13:24:23,683 - mmseg - INFO - Iter [284850/400000] lr: 4.687e-06, eta: 10:19:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.4041, loss: 0.1606 2023-03-03 13:24:36,931 - mmseg - INFO - Iter [284900/400000] lr: 4.687e-06, eta: 10:19:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.2658, loss: 0.1660 2023-03-03 13:24:50,412 - mmseg - INFO - Iter [284950/400000] lr: 4.687e-06, eta: 10:18:46, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.4428, loss: 0.1569 2023-03-03 13:25:03,723 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:25:03,724 - mmseg - INFO - Iter [285000/400000] lr: 4.687e-06, eta: 10:18:29, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1675, decode.acc_seg: 93.1806, loss: 0.1675 2023-03-03 13:25:16,966 - mmseg - INFO - Iter [285050/400000] lr: 4.687e-06, eta: 10:18:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1543, decode.acc_seg: 93.5202, loss: 0.1543 2023-03-03 13:25:30,240 - mmseg - INFO - Iter [285100/400000] lr: 4.687e-06, eta: 10:17:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.3044, loss: 0.1629 2023-03-03 13:25:43,776 - mmseg - INFO - Iter [285150/400000] lr: 4.687e-06, eta: 10:17:37, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.5000, loss: 0.1586 2023-03-03 13:25:57,189 - mmseg - INFO - Iter [285200/400000] lr: 4.687e-06, eta: 10:17:20, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.1305, loss: 0.1655 2023-03-03 13:26:13,067 - mmseg - INFO - Iter [285250/400000] lr: 4.687e-06, eta: 10:17:04, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.3556, loss: 0.1632 2023-03-03 13:26:26,433 - mmseg - INFO - Iter [285300/400000] lr: 4.687e-06, eta: 10:16:47, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.2284, loss: 0.1617 2023-03-03 13:26:39,663 - mmseg - INFO - Iter [285350/400000] lr: 4.687e-06, eta: 10:16:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1569, decode.acc_seg: 93.5672, loss: 0.1569 2023-03-03 13:26:52,945 - mmseg - INFO - Iter [285400/400000] lr: 4.687e-06, eta: 10:16:12, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.1680, loss: 0.1633 2023-03-03 13:27:06,217 - mmseg - INFO - Iter [285450/400000] lr: 4.687e-06, eta: 10:15:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1940, loss: 0.1651 2023-03-03 13:27:19,600 - mmseg - INFO - Iter [285500/400000] lr: 4.687e-06, eta: 10:15:37, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.5132, loss: 0.1595 2023-03-03 13:27:32,851 - mmseg - INFO - Iter [285550/400000] lr: 4.687e-06, eta: 10:15:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.2394, loss: 0.1602 2023-03-03 13:27:46,057 - mmseg - INFO - Iter [285600/400000] lr: 4.687e-06, eta: 10:15:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3777, loss: 0.1624 2023-03-03 13:27:59,321 - mmseg - INFO - Iter [285650/400000] lr: 4.687e-06, eta: 10:14:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.4043, loss: 0.1624 2023-03-03 13:28:12,580 - mmseg - INFO - Iter [285700/400000] lr: 4.687e-06, eta: 10:14:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.2975, loss: 0.1645 2023-03-03 13:28:25,848 - mmseg - INFO - Iter [285750/400000] lr: 4.687e-06, eta: 10:14:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.3687, loss: 0.1593 2023-03-03 13:28:39,102 - mmseg - INFO - Iter [285800/400000] lr: 4.687e-06, eta: 10:13:54, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3502, loss: 0.1625 2023-03-03 13:28:54,914 - mmseg - INFO - Iter [285850/400000] lr: 4.687e-06, eta: 10:13:38, time: 0.316, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3851, loss: 0.1587 2023-03-03 13:29:08,252 - mmseg - INFO - Iter [285900/400000] lr: 4.687e-06, eta: 10:13:20, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.2947, loss: 0.1611 2023-03-03 13:29:21,566 - mmseg - INFO - Iter [285950/400000] lr: 4.687e-06, eta: 10:13:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.4979, loss: 0.1568 2023-03-03 13:29:34,779 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:29:34,779 - mmseg - INFO - Iter [286000/400000] lr: 4.687e-06, eta: 10:12:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.4215, loss: 0.1619 2023-03-03 13:29:48,061 - mmseg - INFO - Iter [286050/400000] lr: 4.687e-06, eta: 10:12:28, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1513, decode.acc_seg: 93.6492, loss: 0.1513 2023-03-03 13:30:01,505 - mmseg - INFO - Iter [286100/400000] lr: 4.687e-06, eta: 10:12:11, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2316, loss: 0.1627 2023-03-03 13:30:14,822 - mmseg - INFO - Iter [286150/400000] lr: 4.687e-06, eta: 10:11:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.3707, loss: 0.1609 2023-03-03 13:30:28,087 - mmseg - INFO - Iter [286200/400000] lr: 4.687e-06, eta: 10:11:37, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2318, loss: 0.1637 2023-03-03 13:30:41,362 - mmseg - INFO - Iter [286250/400000] lr: 4.687e-06, eta: 10:11:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.2012, loss: 0.1659 2023-03-03 13:30:54,606 - mmseg - INFO - Iter [286300/400000] lr: 4.687e-06, eta: 10:11:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2723, loss: 0.1630 2023-03-03 13:31:07,953 - mmseg - INFO - Iter [286350/400000] lr: 4.687e-06, eta: 10:10:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1521, decode.acc_seg: 93.6889, loss: 0.1521 2023-03-03 13:31:21,344 - mmseg - INFO - Iter [286400/400000] lr: 4.687e-06, eta: 10:10:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.3709, loss: 0.1592 2023-03-03 13:31:34,597 - mmseg - INFO - Iter [286450/400000] lr: 4.687e-06, eta: 10:10:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.0121, loss: 0.1686 2023-03-03 13:31:50,447 - mmseg - INFO - Iter [286500/400000] lr: 4.687e-06, eta: 10:09:54, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.2588, loss: 0.1618 2023-03-03 13:32:03,747 - mmseg - INFO - Iter [286550/400000] lr: 4.687e-06, eta: 10:09:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.4642, loss: 0.1612 2023-03-03 13:32:17,018 - mmseg - INFO - Iter [286600/400000] lr: 4.687e-06, eta: 10:09:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1566, decode.acc_seg: 93.6042, loss: 0.1566 2023-03-03 13:32:30,325 - mmseg - INFO - Iter [286650/400000] lr: 4.687e-06, eta: 10:09:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.0975, loss: 0.1671 2023-03-03 13:32:43,605 - mmseg - INFO - Iter [286700/400000] lr: 4.687e-06, eta: 10:08:45, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.3489, loss: 0.1601 2023-03-03 13:32:56,856 - mmseg - INFO - Iter [286750/400000] lr: 4.687e-06, eta: 10:08:28, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1529, decode.acc_seg: 93.6284, loss: 0.1529 2023-03-03 13:33:10,212 - mmseg - INFO - Iter [286800/400000] lr: 4.687e-06, eta: 10:08:11, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.3419, loss: 0.1605 2023-03-03 13:33:23,488 - mmseg - INFO - Iter [286850/400000] lr: 4.687e-06, eta: 10:07:54, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.5226, loss: 0.1580 2023-03-03 13:33:36,758 - mmseg - INFO - Iter [286900/400000] lr: 4.687e-06, eta: 10:07:36, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.1521, loss: 0.1641 2023-03-03 13:33:49,978 - mmseg - INFO - Iter [286950/400000] lr: 4.687e-06, eta: 10:07:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.5054, loss: 0.1614 2023-03-03 13:34:03,242 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:34:03,243 - mmseg - INFO - Iter [287000/400000] lr: 4.687e-06, eta: 10:07:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2145, loss: 0.1625 2023-03-03 13:34:16,662 - mmseg - INFO - Iter [287050/400000] lr: 4.687e-06, eta: 10:06:45, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3853, loss: 0.1607 2023-03-03 13:34:29,936 - mmseg - INFO - Iter [287100/400000] lr: 4.687e-06, eta: 10:06:28, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1609, decode.acc_seg: 93.3149, loss: 0.1609 2023-03-03 13:34:45,835 - mmseg - INFO - Iter [287150/400000] lr: 4.687e-06, eta: 10:06:11, time: 0.318, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4126, loss: 0.1585 2023-03-03 13:34:59,160 - mmseg - INFO - Iter [287200/400000] lr: 4.687e-06, eta: 10:05:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1686, decode.acc_seg: 93.1209, loss: 0.1686 2023-03-03 13:35:12,457 - mmseg - INFO - Iter [287250/400000] lr: 4.687e-06, eta: 10:05:37, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1537, decode.acc_seg: 93.5968, loss: 0.1537 2023-03-03 13:35:25,731 - mmseg - INFO - Iter [287300/400000] lr: 4.687e-06, eta: 10:05:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.3619, loss: 0.1628 2023-03-03 13:35:39,138 - mmseg - INFO - Iter [287350/400000] lr: 4.687e-06, eta: 10:05:02, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1570, decode.acc_seg: 93.4389, loss: 0.1570 2023-03-03 13:35:52,511 - mmseg - INFO - Iter [287400/400000] lr: 4.687e-06, eta: 10:04:45, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2954, loss: 0.1646 2023-03-03 13:36:05,831 - mmseg - INFO - Iter [287450/400000] lr: 4.687e-06, eta: 10:04:28, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1599, decode.acc_seg: 93.4309, loss: 0.1599 2023-03-03 13:36:19,096 - mmseg - INFO - Iter [287500/400000] lr: 4.687e-06, eta: 10:04:11, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2114, loss: 0.1643 2023-03-03 13:36:32,393 - mmseg - INFO - Iter [287550/400000] lr: 4.687e-06, eta: 10:03:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.3296, loss: 0.1657 2023-03-03 13:36:45,682 - mmseg - INFO - Iter [287600/400000] lr: 4.687e-06, eta: 10:03:36, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2559, loss: 0.1635 2023-03-03 13:36:59,094 - mmseg - INFO - Iter [287650/400000] lr: 4.687e-06, eta: 10:03:19, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2657, loss: 0.1646 2023-03-03 13:37:12,371 - mmseg - INFO - Iter [287700/400000] lr: 4.687e-06, eta: 10:03:02, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1565, decode.acc_seg: 93.6439, loss: 0.1565 2023-03-03 13:37:28,183 - mmseg - INFO - Iter [287750/400000] lr: 4.687e-06, eta: 10:02:46, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3393, loss: 0.1587 2023-03-03 13:37:41,445 - mmseg - INFO - Iter [287800/400000] lr: 4.687e-06, eta: 10:02:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1533, decode.acc_seg: 93.6329, loss: 0.1533 2023-03-03 13:37:54,734 - mmseg - INFO - Iter [287850/400000] lr: 4.687e-06, eta: 10:02:11, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2726, loss: 0.1624 2023-03-03 13:38:08,145 - mmseg - INFO - Iter [287900/400000] lr: 4.687e-06, eta: 10:01:54, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 92.9950, loss: 0.1691 2023-03-03 13:38:21,437 - mmseg - INFO - Iter [287950/400000] lr: 4.687e-06, eta: 10:01:37, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.4812, loss: 0.1580 2023-03-03 13:38:34,734 - mmseg - INFO - Swap parameters (after train) after iter [288000] 2023-03-03 13:38:34,747 - mmseg - INFO - Saving checkpoint at 288000 iterations 2023-03-03 13:38:36,826 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:38:36,826 - mmseg - INFO - Iter [288000/400000] lr: 4.687e-06, eta: 10:01:21, time: 0.308, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3284, loss: 0.1619 2023-03-03 13:53:09,849 - mmseg - INFO - per class results: 2023-03-03 13:53:09,858 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.58,77.62,77.63,77.7,77.71,77.75,77.78,77.8,77.82,77.84 | | building | 81.69,81.69,81.72,81.74,81.75,81.75,81.75,81.73,81.75,81.74 | | sky | 94.54,94.56,94.54,94.56,94.57,94.59,94.59,94.6,94.6,94.6 | | floor | 81.71,81.72,81.76,81.77,81.78,81.78,81.82,81.82,81.85,81.86 | | tree | 74.07,74.11,74.07,74.09,74.13,74.12,74.15,74.18,74.2,74.21 | | ceiling | 84.94,84.92,84.96,84.96,84.93,84.97,85.0,84.97,84.96,84.96 | | road | 82.15,82.15,82.16,82.1,82.1,82.08,82.05,82.02,82.0,82.02 | | bed | 87.62,87.63,87.71,87.72,87.75,87.77,87.78,87.8,87.85,87.88 | | windowpane | 60.8,60.86,60.94,61.01,61.13,61.16,61.24,61.3,61.41,61.46 | | grass | 67.35,67.39,67.41,67.49,67.54,67.63,67.66,67.69,67.72,67.73 | | cabinet | 60.7,60.79,60.79,60.8,60.81,60.83,60.72,60.8,60.82,60.73 | | sidewalk | 65.16,65.2,65.22,65.02,65.04,65.03,65.03,65.14,65.08,65.06 | | person | 80.19,80.18,80.2,80.23,80.23,80.21,80.23,80.25,80.24,80.23 | | earth | 36.09,36.04,35.96,35.81,35.75,35.59,35.57,35.49,35.39,35.37 | | door | 46.08,46.13,46.18,46.22,46.23,46.26,46.22,46.34,46.51,46.58 | | table | 62.02,62.15,62.32,62.36,62.41,62.54,62.57,62.63,62.63,62.62 | | mountain | 56.36,56.43,56.44,56.56,56.69,56.78,56.87,56.9,56.9,56.93 | | plant | 49.97,49.95,49.92,49.93,49.89,49.94,49.99,50.02,50.06,50.03 | | curtain | 74.05,74.08,74.06,74.15,74.25,74.19,74.33,74.52,74.53,74.56 | | chair | 57.44,57.62,57.7,57.8,57.76,57.79,57.84,57.91,57.95,57.95 | | car | 82.8,82.78,82.77,82.77,82.78,82.74,82.68,82.7,82.68,82.62 | | water | 57.1,57.2,57.25,57.29,57.36,57.38,57.41,57.43,57.42,57.45 | | painting | 70.09,70.19,70.14,70.28,70.35,70.61,70.72,70.76,70.84,70.92 | | sofa | 64.86,64.9,65.4,65.42,65.24,65.37,65.39,65.29,65.31,65.29 | | shelf | 43.74,43.82,43.73,43.88,43.79,43.76,43.79,43.84,43.89,43.93 | | house | 43.24,43.34,43.54,43.66,43.72,43.62,43.53,43.59,43.73,43.69 | | sea | 59.71,59.86,59.9,59.99,60.09,60.11,60.12,60.15,60.18,60.26 | | mirror | 67.76,67.84,68.14,68.32,68.27,68.31,68.39,68.3,68.31,68.37 | | rug | 66.36,66.53,66.82,66.93,66.86,66.91,66.88,66.75,66.79,66.71 | | field | 31.42,31.42,31.4,31.36,31.32,31.3,31.29,31.24,31.22,31.25 | | armchair | 38.62,38.72,39.21,39.26,39.04,39.23,39.2,39.13,39.11,38.94 | | seat | 67.55,67.63,67.65,67.78,67.73,67.65,67.7,67.65,67.6,67.57 | | fence | 41.37,41.6,41.58,41.71,42.0,42.06,42.18,42.14,42.34,42.56 | | desk | 47.11,47.34,47.4,47.55,47.67,47.75,47.93,48.05,48.14,48.23 | | rock | 38.55,38.56,38.79,38.86,38.83,38.81,38.81,38.72,38.69,38.64 | | wardrobe | 57.7,57.87,57.78,57.84,57.76,57.77,57.59,57.59,57.51,57.39 | | lamp | 65.74,65.93,65.99,65.98,66.08,66.13,66.14,66.24,66.16,66.25 | | bathtub | 74.28,74.54,74.58,74.71,74.8,74.86,75.12,75.27,75.36,75.36 | | railing | 33.81,33.81,33.94,34.02,34.04,34.19,34.22,34.4,34.56,34.59 | | cushion | 57.63,57.7,57.61,57.38,57.58,57.87,57.78,57.76,57.74,57.78 | | base | 22.42,22.64,22.93,22.99,23.26,23.32,23.45,23.4,23.51,23.85 | | box | 23.41,23.55,23.53,23.66,23.6,23.8,23.88,24.06,24.16,24.25 | | column | 46.3,46.22,46.25,46.17,46.3,46.39,46.44,46.48,46.47,46.55 | | signboard | 38.39,38.47,38.64,38.8,38.83,38.96,39.04,39.12,39.12,39.11 | | chest of drawers | 36.97,37.04,37.47,37.48,37.39,37.02,36.46,36.27,36.13,36.16 | | counter | 28.23,28.54,28.73,29.05,29.92,30.44,30.67,31.01,31.27,31.63 | | sand | 41.85,41.82,41.66,41.56,41.56,41.57,41.55,41.47,41.45,41.39 | | sink | 69.11,69.2,69.36,69.45,69.6,69.69,69.88,69.86,69.91,69.95 | | skyscraper | 49.97,50.08,49.99,49.97,49.93,49.99,49.91,49.95,49.92,49.92 | | fireplace | 76.23,76.39,76.22,76.32,76.45,76.4,76.34,76.42,76.37,76.37 | | refrigerator | 77.21,77.58,77.69,78.14,78.18,78.25,78.35,78.34,78.49,78.59 | | grandstand | 52.06,52.28,52.48,52.98,53.2,53.24,53.38,53.65,53.72,53.85 | | path | 22.1,22.13,22.28,22.31,22.45,22.33,22.43,22.16,22.1,22.12 | | stairs | 31.85,31.8,31.91,31.91,32.16,32.11,32.24,32.19,32.27,32.29 | | runway | 67.97,68.13,68.24,68.31,68.45,68.45,68.46,68.6,68.61,68.64 | | case | 45.26,45.55,45.75,46.12,46.24,46.59,46.91,46.91,47.1,47.29 | | pool table | 91.76,91.82,91.78,91.83,91.82,91.86,91.85,91.89,91.87,91.9 | | pillow | 64.49,64.77,64.79,64.68,64.55,64.66,64.5,64.57,64.47,64.5 | | screen door | 71.67,72.01,72.13,71.69,71.6,71.84,71.99,71.96,72.02,72.08 | | stairway | 22.47,22.46,22.51,22.51,22.56,22.6,22.56,22.66,22.67,22.67 | | river | 12.35,12.38,12.39,12.42,12.41,12.43,12.44,12.43,12.4,12.4 | | bridge | 33.96,33.78,33.65,33.71,33.63,33.9,34.65,35.32,35.62,35.56 | | bookcase | 44.32,44.4,44.53,44.56,44.74,44.83,44.88,45.14,45.15,45.35 | | blind | 41.38,41.38,41.45,41.31,41.52,41.39,41.52,41.44,41.61,41.94 | | coffee table | 55.55,55.58,55.85,55.88,56.02,56.12,56.31,56.51,56.46,56.54 | | toilet | 84.5,84.52,84.53,84.51,84.59,84.59,84.58,84.54,84.64,84.67 | | flower | 39.0,39.13,39.4,39.49,39.51,39.83,39.83,39.92,40.04,40.18 | | book | 47.04,46.93,47.02,47.02,46.93,46.98,47.13,47.06,47.1,47.11 | | hill | 15.54,15.64,15.42,15.24,15.09,14.82,14.76,14.73,14.51,14.61 | | bench | 43.23,43.04,42.6,42.41,42.21,42.14,42.08,41.95,41.76,41.68 | | countertop | 56.87,57.19,57.43,57.83,57.95,58.75,58.99,59.0,59.1,59.24 | | stove | 73.25,73.42,73.2,73.36,73.35,73.26,73.56,73.33,73.33,73.25 | | palm | 49.54,49.57,49.52,49.5,49.76,49.73,49.88,49.83,49.98,49.99 | | kitchen island | 44.18,44.56,44.81,44.93,44.95,44.98,44.91,44.81,44.51,44.73 | | computer | 60.77,60.79,60.71,60.65,60.4,60.25,60.14,60.11,60.11,60.06 | | swivel chair | 44.48,44.82,44.54,45.3,45.08,45.14,45.31,45.66,45.99,46.03 | | boat | 69.75,70.09,70.25,70.29,70.3,70.61,70.72,71.03,71.14,71.29 | | bar | 24.3,24.06,24.05,23.89,23.85,23.68,23.56,23.58,23.52,23.49 | | arcade machine | 69.14,69.06,69.81,70.25,69.49,69.94,69.22,69.61,68.91,68.39 | | hovel | 28.85,28.83,28.92,29.04,29.07,28.93,28.99,29.13,29.28,29.16 | | bus | 79.39,79.53,79.57,79.68,79.76,79.7,79.79,80.02,80.05,80.08 | | towel | 61.78,61.58,61.54,61.49,61.42,61.31,61.38,61.2,61.25,61.28 | | light | 56.8,57.01,57.21,57.23,57.29,57.37,57.54,57.47,57.64,57.73 | | truck | 18.79,18.65,18.64,18.38,18.69,18.71,18.66,18.69,18.67,18.59 | | tower | 6.25,6.23,6.2,6.09,6.12,6.09,6.03,6.06,6.33,7.59 | | chandelier | 66.3,66.34,66.27,66.41,66.3,66.47,66.49,66.61,66.52,66.56 | | awning | 23.94,23.93,23.97,24.34,24.21,24.36,24.5,24.59,24.52,24.6 | | streetlight | 29.77,30.02,29.98,30.1,30.01,30.09,30.12,30.18,30.21,30.2 | | booth | 51.2,51.28,51.77,51.37,51.6,51.23,51.29,51.48,51.82,51.91 | | television receiver | 66.34,66.43,66.51,66.39,66.55,66.45,66.6,66.53,66.5,66.53 | | airplane | 59.68,59.58,59.76,59.71,59.59,59.76,59.73,59.69,59.74,59.73 | | dirt track | 21.42,22.76,22.52,23.09,22.66,23.86,23.88,23.5,23.72,23.52 | | apparel | 32.08,31.76,31.5,31.69,31.17,31.44,31.02,30.91,31.43,31.05 | | pole | 20.3,20.3,20.07,20.35,20.29,20.66,20.51,20.73,20.84,20.9 | | land | 4.25,4.24,4.21,4.23,4.2,4.28,4.25,4.19,4.18,4.24 | | bannister | 12.44,12.36,12.55,12.72,12.66,12.74,12.83,12.73,12.9,12.86 | | escalator | 22.27,22.44,22.47,22.45,22.64,22.58,22.72,22.83,22.8,22.85 | | ottoman | 41.52,41.63,41.77,41.7,42.11,42.42,42.24,42.22,42.1,42.04 | | bottle | 36.06,35.97,35.94,35.9,35.62,35.39,35.43,35.63,35.72,35.66 | | buffet | 41.99,41.9,42.02,41.14,41.01,39.17,38.95,40.64,40.85,39.91 | | poster | 20.62,20.39,20.28,20.6,20.7,20.86,21.35,21.82,21.9,22.57 | | stage | 13.59,13.6,13.58,13.28,13.42,13.36,13.22,13.22,13.16,13.27 | | van | 37.86,37.76,37.74,37.66,37.57,37.61,37.51,37.46,37.27,37.06 | | ship | 79.73,80.16,80.48,80.69,80.69,81.08,80.92,80.99,81.16,81.4 | | fountain | 21.51,22.34,22.84,23.26,23.71,23.7,24.04,24.04,24.14,24.23 | | conveyer belt | 86.35,86.36,86.06,86.22,86.21,85.67,85.38,85.21,85.01,84.98 | | canopy | 28.24,28.66,28.72,29.6,29.46,29.38,29.89,30.29,30.16,30.17 | | washer | 72.01,72.26,72.7,73.12,73.82,73.63,73.66,73.65,73.88,74.42 | | plaything | 21.78,21.95,21.89,21.82,21.7,21.62,21.71,21.61,21.6,21.65 | | swimming pool | 74.65,74.87,74.81,74.68,74.77,74.75,74.78,75.38,76.07,76.34 | | stool | 46.44,46.47,46.65,46.9,46.47,46.7,46.75,46.99,47.16,47.33 | | barrel | 49.35,50.01,50.12,50.31,50.13,50.82,50.67,50.48,50.6,50.97 | | basket | 25.16,25.15,25.41,25.44,25.41,25.51,25.54,25.58,25.78,25.88 | | waterfall | 42.25,42.38,42.51,42.56,42.59,42.57,42.44,42.5,42.34,42.29 | | tent | 95.54,95.53,95.59,95.66,95.66,95.69,95.68,95.66,95.71,95.82 | | bag | 14.95,14.98,15.09,15.15,15.24,15.37,15.4,15.47,15.4,15.62 | | minibike | 62.44,62.32,62.33,62.54,62.29,62.09,62.2,62.07,62.02,61.99 | | cradle | 86.11,86.36,86.46,86.61,86.76,86.84,86.87,87.03,86.94,86.9 | | oven | 42.9,43.14,43.44,43.97,44.61,44.66,45.42,45.65,46.54,47.45 | | ball | 46.39,46.49,46.4,46.34,46.55,46.15,46.31,46.22,46.2,46.28 | | food | 55.37,55.34,55.07,54.72,54.44,54.12,53.9,53.66,53.49,53.34 | | step | 6.85,6.59,6.47,6.42,6.34,6.23,6.26,6.3,6.3,6.31 | | tank | 57.23,57.5,57.61,57.93,57.93,58.09,57.92,57.72,57.59,56.83 | | trade name | 25.7,25.63,26.07,25.82,26.12,26.24,26.29,26.19,26.22,26.26 | | microwave | 66.29,67.26,67.85,68.55,69.1,69.23,70.32,70.53,71.46,72.11 | | pot | 32.21,32.24,32.11,32.05,32.07,32.28,32.11,32.1,32.13,31.99 | | animal | 53.45,53.5,53.48,53.52,53.49,53.52,53.53,53.53,53.56,53.57 | | bicycle | 56.88,57.08,57.03,57.25,57.26,57.36,57.27,57.15,57.26,57.1 | | lake | 58.68,58.78,58.75,58.69,58.74,58.73,58.74,58.82,58.82,58.91 | | dishwasher | 71.1,71.72,72.29,73.07,73.39,74.09,74.22,74.13,74.43,74.47 | | screen | 65.34,65.33,65.09,64.37,64.67,64.51,64.1,64.03,64.07,63.99 | | blanket | 19.69,19.87,20.12,20.16,19.99,19.89,19.95,19.6,19.56,19.78 | | sculpture | 55.39,55.14,55.33,55.18,55.35,55.09,54.39,54.16,54.17,54.06 | | hood | 61.71,60.81,60.32,59.58,59.12,59.19,58.9,58.55,58.76,58.7 | | sconce | 43.2,43.36,43.36,43.46,43.6,43.89,43.97,43.84,43.89,44.15 | | vase | 39.81,40.02,39.98,40.15,40.17,40.43,40.64,40.78,40.72,41.05 | | traffic light | 34.53,34.95,34.87,35.36,35.63,35.55,35.81,35.74,36.11,36.09 | | tray | 8.33,8.43,8.62,8.53,8.8,8.92,8.92,9.21,9.47,9.87 | | ashcan | 43.68,43.73,44.07,44.04,44.07,44.28,44.36,44.38,44.55,44.79 | | fan | 59.75,60.04,60.0,59.98,60.2,60.3,60.32,60.53,60.51,60.64 | | pier | 39.99,40.76,41.73,42.56,43.84,44.08,43.47,44.8,44.97,44.46 | | crt screen | 8.55,8.55,8.43,8.45,8.45,8.46,8.38,8.38,8.35,8.35 | | plate | 53.39,53.59,53.34,53.69,53.55,53.53,53.45,53.36,53.38,53.45 | | monitor | 15.88,15.74,15.37,15.46,15.39,15.35,15.28,15.32,15.26,15.16 | | bulletin board | 42.32,41.91,42.08,42.67,42.72,42.79,41.99,42.18,42.22,41.82 | | shower | 3.54,3.7,3.72,3.89,3.84,3.98,3.99,4.11,4.22,4.26 | | radiator | 62.04,62.39,63.68,63.12,63.1,61.55,62.36,61.75,59.99,59.72 | | glass | 14.67,14.61,14.67,14.59,14.65,14.55,14.36,14.39,14.34,14.41 | | clock | 38.46,38.38,38.69,38.79,38.74,38.99,39.02,38.8,39.14,39.18 | | flag | 34.82,34.59,33.84,33.68,33.58,33.17,33.06,32.95,32.9,32.76 | +---------------------+-------------------------------------------------------------+ 2023-03-03 13:53:09,858 - mmseg - INFO - Summary: 2023-03-03 13:53:09,858 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 49.05,49.14,49.21,49.27,49.31,49.34,49.37,49.41,49.45,49.49 | +-------------------------------------------------------------+ 2023-03-03 13:53:09,858 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:53:09,858 - mmseg - INFO - Iter(val) [250] mIoU: [0.4905, 0.4914, 0.4921, 0.4927, 0.4931, 0.4934, 0.4937, 0.4941, 0.4945, 0.4949], copy_paste: 49.05,49.14,49.21,49.27,49.31,49.34,49.37,49.41,49.45,49.49 2023-03-03 13:53:09,866 - mmseg - INFO - Swap parameters (before train) before iter [288001] 2023-03-03 13:53:23,372 - mmseg - INFO - Iter [288050/400000] lr: 4.687e-06, eta: 10:06:43, time: 17.731, data_time: 17.469, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.3631, loss: 0.1638 2023-03-03 13:53:36,792 - mmseg - INFO - Iter [288100/400000] lr: 4.687e-06, eta: 10:06:25, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.5124, loss: 0.1605 2023-03-03 13:53:50,257 - mmseg - INFO - Iter [288150/400000] lr: 4.687e-06, eta: 10:06:08, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3384, loss: 0.1608 2023-03-03 13:54:03,630 - mmseg - INFO - Iter [288200/400000] lr: 4.687e-06, eta: 10:05:51, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.4055, loss: 0.1591 2023-03-03 13:54:16,967 - mmseg - INFO - Iter [288250/400000] lr: 4.687e-06, eta: 10:05:33, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1459, loss: 0.1687 2023-03-03 13:54:30,261 - mmseg - INFO - Iter [288300/400000] lr: 4.687e-06, eta: 10:05:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1647, decode.acc_seg: 93.3220, loss: 0.1647 2023-03-03 13:54:43,503 - mmseg - INFO - Iter [288350/400000] lr: 4.687e-06, eta: 10:04:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1671, decode.acc_seg: 93.1241, loss: 0.1671 2023-03-03 13:54:59,324 - mmseg - INFO - Iter [288400/400000] lr: 4.687e-06, eta: 10:04:42, time: 0.316, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.1017, loss: 0.1669 2023-03-03 13:55:12,620 - mmseg - INFO - Iter [288450/400000] lr: 4.687e-06, eta: 10:04:25, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.4577, loss: 0.1582 2023-03-03 13:55:25,936 - mmseg - INFO - Iter [288500/400000] lr: 4.687e-06, eta: 10:04:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1664, decode.acc_seg: 93.2886, loss: 0.1664 2023-03-03 13:55:39,337 - mmseg - INFO - Iter [288550/400000] lr: 4.687e-06, eta: 10:03:50, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.5063, loss: 0.1568 2023-03-03 13:55:52,645 - mmseg - INFO - Iter [288600/400000] lr: 4.687e-06, eta: 10:03:33, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.4195, loss: 0.1630 2023-03-03 13:56:05,894 - mmseg - INFO - Iter [288650/400000] lr: 4.687e-06, eta: 10:03:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.5304, loss: 0.1582 2023-03-03 13:56:19,266 - mmseg - INFO - Iter [288700/400000] lr: 4.687e-06, eta: 10:02:58, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3184, loss: 0.1608 2023-03-03 13:56:32,569 - mmseg - INFO - Iter [288750/400000] lr: 4.687e-06, eta: 10:02:40, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.4423, loss: 0.1614 2023-03-03 13:56:45,914 - mmseg - INFO - Iter [288800/400000] lr: 4.687e-06, eta: 10:02:23, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3346, loss: 0.1622 2023-03-03 13:56:59,140 - mmseg - INFO - Iter [288850/400000] lr: 4.687e-06, eta: 10:02:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.5041, loss: 0.1603 2023-03-03 13:57:12,410 - mmseg - INFO - Iter [288900/400000] lr: 4.687e-06, eta: 10:01:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3765, loss: 0.1608 2023-03-03 13:57:25,634 - mmseg - INFO - Iter [288950/400000] lr: 4.687e-06, eta: 10:01:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.3119, loss: 0.1605 2023-03-03 13:57:41,414 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 13:57:41,414 - mmseg - INFO - Iter [289000/400000] lr: 4.687e-06, eta: 10:01:14, time: 0.316, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2547, loss: 0.1633 2023-03-03 13:57:54,753 - mmseg - INFO - Iter [289050/400000] lr: 4.687e-06, eta: 10:00:57, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.5967, loss: 0.1582 2023-03-03 13:58:08,106 - mmseg - INFO - Iter [289100/400000] lr: 4.687e-06, eta: 10:00:40, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4560, loss: 0.1585 2023-03-03 13:58:21,398 - mmseg - INFO - Iter [289150/400000] lr: 4.687e-06, eta: 10:00:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1662, decode.acc_seg: 93.2329, loss: 0.1662 2023-03-03 13:58:34,805 - mmseg - INFO - Iter [289200/400000] lr: 4.687e-06, eta: 10:00:05, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1639, decode.acc_seg: 93.3172, loss: 0.1639 2023-03-03 13:58:48,192 - mmseg - INFO - Iter [289250/400000] lr: 4.687e-06, eta: 9:59:48, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.1555, loss: 0.1659 2023-03-03 13:59:01,523 - mmseg - INFO - Iter [289300/400000] lr: 4.687e-06, eta: 9:59:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.2808, loss: 0.1611 2023-03-03 13:59:14,873 - mmseg - INFO - Iter [289350/400000] lr: 4.687e-06, eta: 9:59:13, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1552, decode.acc_seg: 93.4764, loss: 0.1552 2023-03-03 13:59:28,100 - mmseg - INFO - Iter [289400/400000] lr: 4.687e-06, eta: 9:58:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.3174, loss: 0.1580 2023-03-03 13:59:41,337 - mmseg - INFO - Iter [289450/400000] lr: 4.687e-06, eta: 9:58:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.2743, loss: 0.1634 2023-03-03 13:59:54,853 - mmseg - INFO - Iter [289500/400000] lr: 4.687e-06, eta: 9:58:21, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3424, loss: 0.1621 2023-03-03 14:00:08,134 - mmseg - INFO - Iter [289550/400000] lr: 4.687e-06, eta: 9:58:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.3206, loss: 0.1650 2023-03-03 14:00:21,400 - mmseg - INFO - Iter [289600/400000] lr: 4.687e-06, eta: 9:57:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.4277, loss: 0.1594 2023-03-03 14:00:37,100 - mmseg - INFO - Iter [289650/400000] lr: 4.687e-06, eta: 9:57:30, time: 0.314, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.1937, loss: 0.1611 2023-03-03 14:00:50,481 - mmseg - INFO - Iter [289700/400000] lr: 4.687e-06, eta: 9:57:12, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0877, loss: 0.1684 2023-03-03 14:01:03,868 - mmseg - INFO - Iter [289750/400000] lr: 4.687e-06, eta: 9:56:55, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1559, decode.acc_seg: 93.3311, loss: 0.1559 2023-03-03 14:01:17,135 - mmseg - INFO - Iter [289800/400000] lr: 4.687e-06, eta: 9:56:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3992, loss: 0.1614 2023-03-03 14:01:30,361 - mmseg - INFO - Iter [289850/400000] lr: 4.687e-06, eta: 9:56:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1685, decode.acc_seg: 93.1279, loss: 0.1685 2023-03-03 14:01:43,665 - mmseg - INFO - Iter [289900/400000] lr: 4.687e-06, eta: 9:56:03, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1565, decode.acc_seg: 93.4577, loss: 0.1565 2023-03-03 14:01:56,926 - mmseg - INFO - Iter [289950/400000] lr: 4.687e-06, eta: 9:55:45, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1580, decode.acc_seg: 93.4854, loss: 0.1580 2023-03-03 14:02:10,237 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:02:10,237 - mmseg - INFO - Iter [290000/400000] lr: 4.687e-06, eta: 9:55:28, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2915, loss: 0.1643 2023-03-03 14:02:23,628 - mmseg - INFO - Iter [290050/400000] lr: 4.687e-06, eta: 9:55:11, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.3308, loss: 0.1637 2023-03-03 14:02:37,081 - mmseg - INFO - Iter [290100/400000] lr: 4.687e-06, eta: 9:54:53, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2027, loss: 0.1650 2023-03-03 14:02:50,426 - mmseg - INFO - Iter [290150/400000] lr: 4.687e-06, eta: 9:54:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.0698, loss: 0.1692 2023-03-03 14:03:03,693 - mmseg - INFO - Iter [290200/400000] lr: 4.687e-06, eta: 9:54:19, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1563, decode.acc_seg: 93.4885, loss: 0.1563 2023-03-03 14:03:16,956 - mmseg - INFO - Iter [290250/400000] lr: 4.687e-06, eta: 9:54:01, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.3282, loss: 0.1648 2023-03-03 14:03:32,812 - mmseg - INFO - Iter [290300/400000] lr: 4.687e-06, eta: 9:53:45, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.3122, loss: 0.1650 2023-03-03 14:03:46,206 - mmseg - INFO - Iter [290350/400000] lr: 4.687e-06, eta: 9:53:28, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1555, decode.acc_seg: 93.5899, loss: 0.1555 2023-03-03 14:03:59,551 - mmseg - INFO - Iter [290400/400000] lr: 4.687e-06, eta: 9:53:10, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1532, decode.acc_seg: 93.6797, loss: 0.1532 2023-03-03 14:04:12,812 - mmseg - INFO - Iter [290450/400000] lr: 4.687e-06, eta: 9:52:53, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1661, decode.acc_seg: 93.2188, loss: 0.1661 2023-03-03 14:04:26,165 - mmseg - INFO - Iter [290500/400000] lr: 4.687e-06, eta: 9:52:36, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.2656, loss: 0.1622 2023-03-03 14:04:39,390 - mmseg - INFO - Iter [290550/400000] lr: 4.687e-06, eta: 9:52:18, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.3033, loss: 0.1631 2023-03-03 14:04:52,657 - mmseg - INFO - Iter [290600/400000] lr: 4.687e-06, eta: 9:52:01, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.3144, loss: 0.1600 2023-03-03 14:05:05,930 - mmseg - INFO - Iter [290650/400000] lr: 4.687e-06, eta: 9:51:44, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1528, decode.acc_seg: 93.5780, loss: 0.1528 2023-03-03 14:05:19,162 - mmseg - INFO - Iter [290700/400000] lr: 4.687e-06, eta: 9:51:26, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.2425, loss: 0.1601 2023-03-03 14:05:32,383 - mmseg - INFO - Iter [290750/400000] lr: 4.687e-06, eta: 9:51:09, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.3224, loss: 0.1612 2023-03-03 14:05:45,749 - mmseg - INFO - Iter [290800/400000] lr: 4.687e-06, eta: 9:50:52, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4916, loss: 0.1590 2023-03-03 14:05:59,005 - mmseg - INFO - Iter [290850/400000] lr: 4.687e-06, eta: 9:50:34, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3280, loss: 0.1619 2023-03-03 14:06:15,287 - mmseg - INFO - Iter [290900/400000] lr: 4.687e-06, eta: 9:50:18, time: 0.326, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1691, decode.acc_seg: 93.1850, loss: 0.1691 2023-03-03 14:06:28,616 - mmseg - INFO - Iter [290950/400000] lr: 4.687e-06, eta: 9:50:01, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.5206, loss: 0.1568 2023-03-03 14:06:41,868 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:06:41,868 - mmseg - INFO - Iter [291000/400000] lr: 4.687e-06, eta: 9:49:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1389, loss: 0.1673 2023-03-03 14:06:55,108 - mmseg - INFO - Iter [291050/400000] lr: 4.687e-06, eta: 9:49:26, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1637, decode.acc_seg: 93.2859, loss: 0.1637 2023-03-03 14:07:08,424 - mmseg - INFO - Iter [291100/400000] lr: 4.687e-06, eta: 9:49:09, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1332, loss: 0.1648 2023-03-03 14:07:21,693 - mmseg - INFO - Iter [291150/400000] lr: 4.687e-06, eta: 9:48:51, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.5118, loss: 0.1601 2023-03-03 14:07:34,936 - mmseg - INFO - Iter [291200/400000] lr: 4.687e-06, eta: 9:48:34, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.2052, loss: 0.1636 2023-03-03 14:07:48,177 - mmseg - INFO - Iter [291250/400000] lr: 4.687e-06, eta: 9:48:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1540, decode.acc_seg: 93.6531, loss: 0.1540 2023-03-03 14:08:01,467 - mmseg - INFO - Iter [291300/400000] lr: 4.687e-06, eta: 9:47:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.4447, loss: 0.1606 2023-03-03 14:08:14,918 - mmseg - INFO - Iter [291350/400000] lr: 4.687e-06, eta: 9:47:42, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2856, loss: 0.1628 2023-03-03 14:08:28,248 - mmseg - INFO - Iter [291400/400000] lr: 4.687e-06, eta: 9:47:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.3192, loss: 0.1595 2023-03-03 14:08:41,477 - mmseg - INFO - Iter [291450/400000] lr: 4.687e-06, eta: 9:47:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.3494, loss: 0.1613 2023-03-03 14:08:54,839 - mmseg - INFO - Iter [291500/400000] lr: 4.687e-06, eta: 9:46:50, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1563, decode.acc_seg: 93.5090, loss: 0.1563 2023-03-03 14:09:10,710 - mmseg - INFO - Iter [291550/400000] lr: 4.687e-06, eta: 9:46:34, time: 0.317, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.2967, loss: 0.1629 2023-03-03 14:09:24,013 - mmseg - INFO - Iter [291600/400000] lr: 4.687e-06, eta: 9:46:16, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1687, decode.acc_seg: 93.1867, loss: 0.1687 2023-03-03 14:09:37,349 - mmseg - INFO - Iter [291650/400000] lr: 4.687e-06, eta: 9:45:59, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.3423, loss: 0.1630 2023-03-03 14:09:50,591 - mmseg - INFO - Iter [291700/400000] lr: 4.687e-06, eta: 9:45:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1557, decode.acc_seg: 93.6484, loss: 0.1557 2023-03-03 14:10:03,805 - mmseg - INFO - Iter [291750/400000] lr: 4.687e-06, eta: 9:45:24, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1546, loss: 0.1648 2023-03-03 14:10:17,023 - mmseg - INFO 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4.687e-06, eta: 9:43:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1568, decode.acc_seg: 93.4913, loss: 0.1568 2023-03-03 14:11:23,619 - mmseg - INFO - Iter [292050/400000] lr: 4.687e-06, eta: 9:43:41, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2735, loss: 0.1644 2023-03-03 14:11:36,891 - mmseg - INFO - Iter [292100/400000] lr: 4.687e-06, eta: 9:43:23, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.4047, loss: 0.1603 2023-03-03 14:11:50,217 - mmseg - INFO - Iter [292150/400000] lr: 4.687e-06, eta: 9:43:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1548, decode.acc_seg: 93.6365, loss: 0.1548 2023-03-03 14:12:06,248 - mmseg - INFO - Iter [292200/400000] lr: 4.687e-06, eta: 9:42:50, time: 0.321, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.4382, loss: 0.1597 2023-03-03 14:12:19,489 - mmseg - INFO - Iter [292250/400000] lr: 4.687e-06, eta: 9:42:32, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1513, decode.acc_seg: 93.7332, loss: 0.1513 2023-03-03 14:12:32,779 - mmseg - INFO - Iter [292300/400000] lr: 4.687e-06, eta: 9:42:15, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1596, decode.acc_seg: 93.3641, loss: 0.1596 2023-03-03 14:12:46,153 - mmseg - INFO - Iter [292350/400000] lr: 4.687e-06, eta: 9:41:58, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.3116, loss: 0.1643 2023-03-03 14:12:59,522 - mmseg - INFO - Iter [292400/400000] lr: 4.687e-06, eta: 9:41:41, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.3354, loss: 0.1616 2023-03-03 14:13:12,824 - mmseg - INFO - Iter [292450/400000] lr: 4.687e-06, eta: 9:41:23, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1684, decode.acc_seg: 93.0940, loss: 0.1684 2023-03-03 14:13:26,129 - mmseg - INFO - Iter [292500/400000] lr: 4.687e-06, eta: 9:41:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1673, decode.acc_seg: 93.1888, loss: 0.1673 2023-03-03 14:13:39,372 - mmseg - INFO - Iter [292550/400000] lr: 4.687e-06, eta: 9:40:49, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2288, loss: 0.1633 2023-03-03 14:13:52,585 - mmseg - INFO - Iter [292600/400000] lr: 4.687e-06, eta: 9:40:31, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1549, decode.acc_seg: 93.5717, loss: 0.1549 2023-03-03 14:14:05,879 - mmseg - INFO - Iter [292650/400000] lr: 4.687e-06, eta: 9:40:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1698, decode.acc_seg: 93.1811, loss: 0.1698 2023-03-03 14:14:19,141 - mmseg - INFO - Iter [292700/400000] lr: 4.687e-06, eta: 9:39:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1683, decode.acc_seg: 93.1576, loss: 0.1683 2023-03-03 14:14:32,397 - mmseg - INFO - Iter [292750/400000] lr: 4.687e-06, eta: 9:39:40, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4454, loss: 0.1600 2023-03-03 14:14:48,134 - mmseg - INFO - Iter [292800/400000] lr: 4.687e-06, eta: 9:39:23, time: 0.315, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1632, decode.acc_seg: 93.3792, loss: 0.1632 2023-03-03 14:15:01,384 - mmseg - INFO - Iter [292850/400000] lr: 4.687e-06, eta: 9:39:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.2365, loss: 0.1629 2023-03-03 14:15:14,616 - mmseg - INFO - Iter [292900/400000] lr: 4.687e-06, eta: 9:38:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1657, decode.acc_seg: 93.3018, loss: 0.1657 2023-03-03 14:15:27,885 - mmseg - INFO - Iter [292950/400000] lr: 4.687e-06, eta: 9:38:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.3828, loss: 0.1606 2023-03-03 14:15:41,148 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:15:41,148 - mmseg - INFO - Iter [293000/400000] lr: 4.687e-06, eta: 9:38:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.4022, loss: 0.1633 2023-03-03 14:15:54,395 - mmseg - INFO - Iter [293050/400000] lr: 4.687e-06, eta: 9:37:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.3249, loss: 0.1584 2023-03-03 14:16:07,704 - mmseg - INFO - Iter [293100/400000] lr: 4.687e-06, eta: 9:37:39, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.3804, loss: 0.1631 2023-03-03 14:16:21,024 - mmseg - INFO - Iter [293150/400000] lr: 4.687e-06, eta: 9:37:22, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.5050, loss: 0.1603 2023-03-03 14:16:34,355 - mmseg - INFO - Iter [293200/400000] lr: 4.687e-06, eta: 9:37:05, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.4807, loss: 0.1595 2023-03-03 14:16:47,714 - mmseg - INFO - Iter [293250/400000] lr: 4.687e-06, eta: 9:36:48, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1658, decode.acc_seg: 93.3993, loss: 0.1658 2023-03-03 14:17:01,069 - mmseg - INFO - Iter [293300/400000] lr: 4.687e-06, eta: 9:36:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.3981, loss: 0.1585 2023-03-03 14:17:14,298 - mmseg - INFO - Iter [293350/400000] lr: 4.687e-06, eta: 9:36:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2476, loss: 0.1644 2023-03-03 14:17:27,546 - mmseg - INFO - Iter [293400/400000] lr: 4.687e-06, eta: 9:35:56, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1633, decode.acc_seg: 93.2903, loss: 0.1633 2023-03-03 14:17:43,317 - mmseg - INFO - Iter [293450/400000] lr: 4.687e-06, eta: 9:35:39, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.3248, loss: 0.1608 2023-03-03 14:17:56,679 - mmseg - INFO - Iter [293500/400000] lr: 4.687e-06, eta: 9:35:22, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.4097, loss: 0.1587 2023-03-03 14:18:10,149 - mmseg - INFO - Iter [293550/400000] lr: 4.687e-06, eta: 9:35:05, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.2812, loss: 0.1618 2023-03-03 14:18:23,638 - mmseg - INFO - Iter [293600/400000] lr: 4.687e-06, eta: 9:34:48, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1597, decode.acc_seg: 93.5147, loss: 0.1597 2023-03-03 14:18:37,023 - mmseg - INFO - Iter [293650/400000] lr: 4.687e-06, eta: 9:34:31, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1608, decode.acc_seg: 93.4245, loss: 0.1608 2023-03-03 14:18:50,274 - mmseg - INFO - Iter [293700/400000] lr: 4.687e-06, eta: 9:34:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.2430, loss: 0.1645 2023-03-03 14:19:03,509 - mmseg - INFO - Iter [293750/400000] lr: 4.687e-06, eta: 9:33:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4298, loss: 0.1592 2023-03-03 14:19:16,712 - mmseg - INFO - Iter [293800/400000] lr: 4.687e-06, eta: 9:33:39, time: 0.264, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 93.0601, loss: 0.1708 2023-03-03 14:19:29,940 - mmseg - INFO - Iter [293850/400000] lr: 4.687e-06, eta: 9:33:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1513, decode.acc_seg: 93.6902, loss: 0.1513 2023-03-03 14:19:43,264 - mmseg - INFO - Iter [293900/400000] lr: 4.687e-06, eta: 9:33:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.3379, loss: 0.1615 2023-03-03 14:19:56,526 - mmseg - INFO - Iter [293950/400000] lr: 4.687e-06, eta: 9:32:47, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1553, decode.acc_seg: 93.5569, loss: 0.1553 2023-03-03 14:20:09,753 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:20:09,753 - mmseg - INFO - Iter [294000/400000] lr: 4.687e-06, eta: 9:32:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.2049, loss: 0.1607 2023-03-03 14:20:25,511 - mmseg - INFO - Iter [294050/400000] lr: 4.687e-06, eta: 9:32:13, time: 0.315, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1544, decode.acc_seg: 93.5688, loss: 0.1544 2023-03-03 14:20:38,748 - mmseg - INFO - Iter [294100/400000] lr: 4.687e-06, eta: 9:31:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4466, loss: 0.1584 2023-03-03 14:20:52,010 - mmseg - INFO - Iter [294150/400000] lr: 4.687e-06, eta: 9:31:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1540, decode.acc_seg: 93.5926, loss: 0.1540 2023-03-03 14:21:05,396 - mmseg - INFO - Iter [294200/400000] lr: 4.687e-06, eta: 9:31:22, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.4253, loss: 0.1612 2023-03-03 14:21:18,756 - mmseg - INFO - Iter [294250/400000] lr: 4.687e-06, eta: 9:31:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.3418, loss: 0.1619 2023-03-03 14:21:32,090 - mmseg - INFO - Iter [294300/400000] lr: 4.687e-06, eta: 9:30:47, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1582, decode.acc_seg: 93.4055, loss: 0.1582 2023-03-03 14:21:45,310 - mmseg - INFO - Iter [294350/400000] lr: 4.687e-06, eta: 9:30:30, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.4560, loss: 0.1573 2023-03-03 14:21:58,564 - mmseg - INFO - Iter [294400/400000] lr: 4.687e-06, eta: 9:30:13, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.4747, loss: 0.1575 2023-03-03 14:22:11,925 - mmseg - INFO - Iter [294450/400000] lr: 4.687e-06, eta: 9:29:55, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.4031, loss: 0.1616 2023-03-03 14:22:25,234 - mmseg - INFO - Iter [294500/400000] lr: 4.687e-06, eta: 9:29:38, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3082, loss: 0.1621 2023-03-03 14:22:38,472 - mmseg - INFO - Iter [294550/400000] lr: 4.687e-06, eta: 9:29:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.3707, loss: 0.1627 2023-03-03 14:22:51,843 - mmseg - INFO - Iter [294600/400000] lr: 4.687e-06, eta: 9:29:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.4465, loss: 0.1616 2023-03-03 14:23:05,088 - mmseg - INFO - Iter [294650/400000] lr: 4.687e-06, eta: 9:28:46, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1643, decode.acc_seg: 93.2606, loss: 0.1643 2023-03-03 14:23:20,961 - mmseg - INFO - Iter [294700/400000] lr: 4.687e-06, eta: 9:28:30, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4474, loss: 0.1585 2023-03-03 14:23:34,475 - mmseg - INFO - Iter [294750/400000] lr: 4.687e-06, eta: 9:28:13, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1610, loss: 0.1648 2023-03-03 14:23:47,755 - mmseg - INFO - Iter [294800/400000] lr: 4.687e-06, eta: 9:27:56, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.1858, loss: 0.1670 2023-03-03 14:24:00,990 - mmseg - INFO - Iter [294850/400000] lr: 4.687e-06, eta: 9:27:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2812, loss: 0.1624 2023-03-03 14:24:14,284 - mmseg - INFO - Iter [294900/400000] lr: 4.687e-06, eta: 9:27:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1634, decode.acc_seg: 93.3323, loss: 0.1634 2023-03-03 14:24:27,545 - mmseg - INFO - Iter [294950/400000] lr: 4.687e-06, eta: 9:27:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1669, decode.acc_seg: 93.2148, loss: 0.1669 2023-03-03 14:24:41,059 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:24:41,059 - mmseg - INFO - Iter [295000/400000] lr: 4.687e-06, eta: 9:26:47, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1652, decode.acc_seg: 93.2559, loss: 0.1652 2023-03-03 14:24:54,311 - mmseg - INFO - Iter [295050/400000] lr: 4.687e-06, eta: 9:26:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.2667, loss: 0.1641 2023-03-03 14:25:07,572 - mmseg - INFO - Iter [295100/400000] lr: 4.687e-06, eta: 9:26:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.5525, loss: 0.1631 2023-03-03 14:25:20,827 - mmseg - INFO - Iter [295150/400000] lr: 4.687e-06, eta: 9:25:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.4084, loss: 0.1576 2023-03-03 14:25:34,075 - mmseg - INFO - Iter [295200/400000] lr: 4.687e-06, eta: 9:25:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4331, loss: 0.1592 2023-03-03 14:25:47,357 - mmseg - INFO - Iter [295250/400000] lr: 4.687e-06, eta: 9:25:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2826, loss: 0.1621 2023-03-03 14:26:00,671 - mmseg - INFO - Iter [295300/400000] lr: 4.687e-06, eta: 9:25:03, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.3598, loss: 0.1592 2023-03-03 14:26:16,475 - mmseg - INFO - Iter [295350/400000] lr: 4.687e-06, eta: 9:24:47, time: 0.316, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2390, loss: 0.1650 2023-03-03 14:26:29,817 - mmseg - INFO - Iter [295400/400000] lr: 4.687e-06, eta: 9:24:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0435, loss: 0.1665 2023-03-03 14:26:43,246 - mmseg - INFO - Iter [295450/400000] lr: 4.687e-06, eta: 9:24:13, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1680, decode.acc_seg: 93.0053, loss: 0.1680 2023-03-03 14:26:56,539 - mmseg - INFO - Iter [295500/400000] lr: 4.687e-06, eta: 9:23:55, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.1818, loss: 0.1654 2023-03-03 14:27:09,807 - mmseg - INFO - Iter [295550/400000] lr: 4.687e-06, eta: 9:23:38, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.3867, loss: 0.1592 2023-03-03 14:27:23,034 - mmseg - INFO - Iter [295600/400000] lr: 4.687e-06, eta: 9:23:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1563, decode.acc_seg: 93.6776, loss: 0.1563 2023-03-03 14:27:36,326 - mmseg - INFO - Iter [295650/400000] lr: 4.687e-06, eta: 9:23:04, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4007, loss: 0.1607 2023-03-03 14:27:49,609 - mmseg - INFO - Iter [295700/400000] lr: 4.687e-06, eta: 9:22:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.4158, loss: 0.1575 2023-03-03 14:28:02,919 - mmseg - INFO - Iter [295750/400000] lr: 4.687e-06, eta: 9:22:29, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.2680, loss: 0.1677 2023-03-03 14:28:16,237 - mmseg - INFO - Iter [295800/400000] lr: 4.687e-06, eta: 9:22:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.2303, loss: 0.1670 2023-03-03 14:28:29,482 - mmseg - INFO - Iter [295850/400000] lr: 4.687e-06, eta: 9:21:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.3145, loss: 0.1588 2023-03-03 14:28:42,735 - mmseg - INFO - Iter [295900/400000] lr: 4.687e-06, eta: 9:21:38, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4528, loss: 0.1584 2023-03-03 14:28:58,620 - mmseg - INFO - Iter [295950/400000] lr: 4.687e-06, eta: 9:21:21, time: 0.318, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1677, decode.acc_seg: 93.0723, loss: 0.1677 2023-03-03 14:29:11,984 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:29:11,985 - mmseg - INFO - Iter [296000/400000] lr: 4.687e-06, eta: 9:21:04, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.3619, loss: 0.1612 2023-03-03 14:29:25,286 - mmseg - INFO - Iter [296050/400000] lr: 4.687e-06, eta: 9:20:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1529, decode.acc_seg: 93.6614, loss: 0.1529 2023-03-03 14:29:38,594 - mmseg - INFO - Iter [296100/400000] lr: 4.687e-06, eta: 9:20:30, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1561, decode.acc_seg: 93.4916, loss: 0.1561 2023-03-03 14:29:51,834 - mmseg - INFO - Iter [296150/400000] lr: 4.687e-06, eta: 9:20:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.4278, loss: 0.1605 2023-03-03 14:30:05,192 - mmseg - INFO - Iter [296200/400000] lr: 4.687e-06, eta: 9:19:56, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1561, decode.acc_seg: 93.6007, loss: 0.1561 2023-03-03 14:30:18,496 - mmseg - INFO - Iter [296250/400000] lr: 4.687e-06, eta: 9:19:38, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.4133, loss: 0.1624 2023-03-03 14:30:31,733 - mmseg - INFO - Iter [296300/400000] lr: 4.687e-06, eta: 9:19:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.2801, loss: 0.1616 2023-03-03 14:30:44,986 - mmseg - INFO - Iter [296350/400000] lr: 4.687e-06, eta: 9:19:04, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1676, decode.acc_seg: 93.1744, loss: 0.1676 2023-03-03 14:30:58,354 - mmseg - INFO - Iter [296400/400000] lr: 4.687e-06, eta: 9:18:47, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.2965, loss: 0.1602 2023-03-03 14:31:11,759 - mmseg - INFO - Iter [296450/400000] lr: 4.687e-06, eta: 9:18:30, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.3788, loss: 0.1636 2023-03-03 14:31:25,143 - mmseg - INFO - Iter [296500/400000] lr: 4.687e-06, eta: 9:18:12, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4130, loss: 0.1607 2023-03-03 14:31:38,368 - mmseg - INFO - Iter [296550/400000] lr: 4.687e-06, eta: 9:17:55, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1659, decode.acc_seg: 93.0767, loss: 0.1659 2023-03-03 14:31:54,250 - mmseg - INFO - Iter [296600/400000] lr: 4.687e-06, eta: 9:17:39, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1692, decode.acc_seg: 93.1841, loss: 0.1692 2023-03-03 14:32:07,503 - mmseg - INFO - Iter [296650/400000] lr: 4.687e-06, eta: 9:17:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1631, decode.acc_seg: 93.3173, loss: 0.1631 2023-03-03 14:32:20,800 - mmseg - INFO - Iter [296700/400000] lr: 4.687e-06, eta: 9:17:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.2928, loss: 0.1635 2023-03-03 14:32:34,097 - mmseg - INFO - Iter [296750/400000] lr: 4.687e-06, eta: 9:16:47, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3279, loss: 0.1604 2023-03-03 14:32:47,367 - mmseg - INFO - Iter [296800/400000] lr: 4.687e-06, eta: 9:16:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.3582, loss: 0.1587 2023-03-03 14:33:00,599 - mmseg - INFO - Iter [296850/400000] lr: 4.687e-06, eta: 9:16:13, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.4979, loss: 0.1593 2023-03-03 14:33:13,838 - mmseg - INFO - Iter [296900/400000] lr: 4.687e-06, eta: 9:15:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1561, decode.acc_seg: 93.5791, loss: 0.1561 2023-03-03 14:33:27,091 - mmseg - INFO - Iter [296950/400000] lr: 4.687e-06, eta: 9:15:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.2887, loss: 0.1651 2023-03-03 14:33:40,393 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:33:40,393 - mmseg - INFO - Iter [297000/400000] lr: 4.687e-06, eta: 9:15:21, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3674, loss: 0.1617 2023-03-03 14:33:53,616 - mmseg - INFO - Iter [297050/400000] lr: 4.687e-06, eta: 9:15:04, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.3951, loss: 0.1620 2023-03-03 14:34:07,185 - mmseg - INFO - Iter [297100/400000] lr: 4.687e-06, eta: 9:14:47, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4265, loss: 0.1607 2023-03-03 14:34:20,423 - mmseg - INFO - Iter [297150/400000] lr: 4.687e-06, eta: 9:14:30, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1622, decode.acc_seg: 93.3887, loss: 0.1622 2023-03-03 14:34:33,640 - mmseg - INFO - Iter [297200/400000] lr: 4.687e-06, eta: 9:14:13, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.1307, loss: 0.1651 2023-03-03 14:34:49,437 - mmseg - INFO - Iter [297250/400000] lr: 4.687e-06, eta: 9:13:56, time: 0.316, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1561, decode.acc_seg: 93.6261, loss: 0.1561 2023-03-03 14:35:02,701 - mmseg - INFO - Iter [297300/400000] lr: 4.687e-06, eta: 9:13:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.4635, loss: 0.1595 2023-03-03 14:35:15,971 - mmseg - INFO - Iter [297350/400000] lr: 4.687e-06, eta: 9:13:22, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1688, decode.acc_seg: 93.0931, loss: 0.1688 2023-03-03 14:35:29,267 - mmseg - INFO - Iter [297400/400000] lr: 4.687e-06, eta: 9:13:05, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1626, decode.acc_seg: 93.1510, loss: 0.1626 2023-03-03 14:35:42,499 - mmseg - INFO - Iter [297450/400000] lr: 4.687e-06, eta: 9:12:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1646, decode.acc_seg: 93.2919, loss: 0.1646 2023-03-03 14:35:55,820 - mmseg - INFO - Iter [297500/400000] lr: 4.687e-06, eta: 9:12:31, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.2239, loss: 0.1623 2023-03-03 14:36:09,068 - mmseg - INFO - Iter [297550/400000] lr: 4.687e-06, eta: 9:12:13, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.4019, loss: 0.1583 2023-03-03 14:36:22,320 - mmseg - INFO - Iter [297600/400000] lr: 4.687e-06, eta: 9:11:56, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1594, decode.acc_seg: 93.4168, loss: 0.1594 2023-03-03 14:36:35,542 - mmseg - INFO - Iter [297650/400000] lr: 4.687e-06, eta: 9:11:39, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.3470, loss: 0.1644 2023-03-03 14:36:48,761 - mmseg - INFO - Iter [297700/400000] lr: 4.687e-06, eta: 9:11:22, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1553, decode.acc_seg: 93.5784, loss: 0.1553 2023-03-03 14:37:02,009 - mmseg - INFO - Iter [297750/400000] lr: 4.687e-06, eta: 9:11:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1566, decode.acc_seg: 93.4965, loss: 0.1566 2023-03-03 14:37:15,286 - mmseg - INFO - Iter [297800/400000] lr: 4.687e-06, eta: 9:10:48, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1578, decode.acc_seg: 93.5070, loss: 0.1578 2023-03-03 14:37:31,163 - mmseg - INFO - Iter [297850/400000] lr: 4.687e-06, eta: 9:10:31, time: 0.318, data_time: 0.057, memory: 39575, decode.loss_ce: 0.1596, decode.acc_seg: 93.5018, loss: 0.1596 2023-03-03 14:37:44,458 - mmseg - INFO - Iter [297900/400000] lr: 4.687e-06, eta: 9:10:14, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.4513, loss: 0.1603 2023-03-03 14:37:57,736 - mmseg - INFO - Iter [297950/400000] lr: 4.687e-06, eta: 9:09:57, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1627, decode.acc_seg: 93.2582, loss: 0.1627 2023-03-03 14:38:10,995 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:38:10,995 - mmseg - INFO - Iter [298000/400000] lr: 4.687e-06, eta: 9:09:40, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.4039, loss: 0.1603 2023-03-03 14:38:24,219 - mmseg - INFO - Iter [298050/400000] lr: 4.687e-06, eta: 9:09:23, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1674, decode.acc_seg: 93.1137, loss: 0.1674 2023-03-03 14:38:37,430 - mmseg - INFO - Iter [298100/400000] lr: 4.687e-06, eta: 9:09:05, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1549, decode.acc_seg: 93.6242, loss: 0.1549 2023-03-03 14:38:50,672 - mmseg - INFO - Iter [298150/400000] lr: 4.687e-06, eta: 9:08:48, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1641, decode.acc_seg: 93.3289, loss: 0.1641 2023-03-03 14:39:03,921 - mmseg - INFO - Iter [298200/400000] lr: 4.687e-06, eta: 9:08:31, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3752, loss: 0.1625 2023-03-03 14:39:17,181 - mmseg - INFO - Iter [298250/400000] lr: 4.687e-06, eta: 9:08:14, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1667, decode.acc_seg: 93.1124, loss: 0.1667 2023-03-03 14:39:30,454 - mmseg - INFO - Iter [298300/400000] lr: 4.687e-06, eta: 9:07:57, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2114, loss: 0.1628 2023-03-03 14:39:43,928 - mmseg - INFO - Iter [298350/400000] lr: 4.687e-06, eta: 9:07:40, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.2243, loss: 0.1621 2023-03-03 14:39:57,279 - mmseg - INFO - Iter [298400/400000] lr: 4.687e-06, eta: 9:07:23, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1638, decode.acc_seg: 93.3790, loss: 0.1638 2023-03-03 14:40:10,512 - mmseg - INFO - Iter [298450/400000] lr: 4.687e-06, eta: 9:07:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1682, decode.acc_seg: 93.2896, loss: 0.1682 2023-03-03 14:40:26,208 - mmseg - INFO - Iter [298500/400000] lr: 4.687e-06, eta: 9:06:49, time: 0.314, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1644, decode.acc_seg: 93.2999, loss: 0.1644 2023-03-03 14:40:39,524 - mmseg - INFO - Iter [298550/400000] lr: 4.687e-06, eta: 9:06:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1547, decode.acc_seg: 93.5903, loss: 0.1547 2023-03-03 14:40:52,809 - mmseg - INFO - Iter [298600/400000] lr: 4.687e-06, eta: 9:06:15, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1615, decode.acc_seg: 93.3812, loss: 0.1615 2023-03-03 14:41:06,066 - mmseg - INFO - Iter [298650/400000] lr: 4.687e-06, eta: 9:05:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.4500, loss: 0.1617 2023-03-03 14:41:19,277 - mmseg - INFO - Iter [298700/400000] lr: 4.687e-06, eta: 9:05:41, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3548, loss: 0.1611 2023-03-03 14:41:32,606 - mmseg - INFO 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name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:42:39,062 - mmseg - INFO - Iter [299000/400000] lr: 4.687e-06, eta: 9:03:58, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.3023, loss: 0.1591 2023-03-03 14:42:52,521 - mmseg - INFO - Iter [299050/400000] lr: 4.687e-06, eta: 9:03:41, time: 0.269, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.3489, loss: 0.1636 2023-03-03 14:43:08,532 - mmseg - INFO - Iter [299100/400000] lr: 4.687e-06, eta: 9:03:25, time: 0.320, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1551, decode.acc_seg: 93.5819, loss: 0.1551 2023-03-03 14:43:21,772 - mmseg - INFO - Iter [299150/400000] lr: 4.687e-06, eta: 9:03:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1545, decode.acc_seg: 93.5328, loss: 0.1545 2023-03-03 14:43:34,997 - mmseg - INFO - Iter [299200/400000] lr: 4.687e-06, eta: 9:02:50, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1547, decode.acc_seg: 93.5714, loss: 0.1547 2023-03-03 14:43:48,220 - mmseg - INFO - Iter [299250/400000] lr: 4.687e-06, eta: 9:02:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3050, loss: 0.1625 2023-03-03 14:44:01,468 - mmseg - INFO - Iter [299300/400000] lr: 4.687e-06, eta: 9:02:16, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.4104, loss: 0.1579 2023-03-03 14:44:14,701 - mmseg - INFO - Iter [299350/400000] lr: 4.687e-06, eta: 9:01:59, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1593, decode.acc_seg: 93.3911, loss: 0.1593 2023-03-03 14:44:28,013 - mmseg - INFO - Iter [299400/400000] lr: 4.687e-06, eta: 9:01:42, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.3910, loss: 0.1595 2023-03-03 14:44:41,351 - mmseg - INFO - Iter [299450/400000] lr: 4.687e-06, eta: 9:01:25, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1533, decode.acc_seg: 93.6602, loss: 0.1533 2023-03-03 14:44:54,590 - mmseg - INFO - Iter [299500/400000] lr: 4.687e-06, eta: 9:01:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1344, loss: 0.1648 2023-03-03 14:45:07,821 - mmseg - INFO - Iter [299550/400000] lr: 4.687e-06, eta: 9:00:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.2780, loss: 0.1625 2023-03-03 14:45:21,114 - mmseg - INFO - Iter [299600/400000] lr: 4.687e-06, eta: 9:00:33, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1619, decode.acc_seg: 93.2556, loss: 0.1619 2023-03-03 14:45:34,332 - mmseg - INFO - Iter [299650/400000] lr: 4.687e-06, eta: 9:00:16, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.5051, loss: 0.1579 2023-03-03 14:45:47,535 - mmseg - INFO - Iter [299700/400000] lr: 4.687e-06, eta: 8:59:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1578, decode.acc_seg: 93.5553, loss: 0.1578 2023-03-03 14:46:03,383 - mmseg - INFO - Iter [299750/400000] lr: 4.687e-06, eta: 8:59:43, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1561, decode.acc_seg: 93.6038, loss: 0.1561 2023-03-03 14:46:16,731 - mmseg - INFO - Iter [299800/400000] lr: 4.687e-06, eta: 8:59:26, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1623, decode.acc_seg: 93.3577, loss: 0.1623 2023-03-03 14:46:29,968 - mmseg - INFO - Iter [299850/400000] lr: 4.687e-06, eta: 8:59:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.2135, loss: 0.1649 2023-03-03 14:46:43,525 - mmseg - INFO - Iter [299900/400000] lr: 4.687e-06, eta: 8:58:51, time: 0.271, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.2850, loss: 0.1604 2023-03-03 14:46:56,812 - mmseg - INFO - Iter [299950/400000] lr: 4.687e-06, eta: 8:58:34, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.2119, loss: 0.1624 2023-03-03 14:47:10,060 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:47:10,061 - mmseg - INFO - Iter [300000/400000] lr: 4.687e-06, eta: 8:58:17, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1556, decode.acc_seg: 93.5096, loss: 0.1556 2023-03-03 14:47:23,369 - mmseg - INFO - Iter [300050/400000] lr: 2.344e-06, eta: 8:58:00, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1574, decode.acc_seg: 93.3276, loss: 0.1574 2023-03-03 14:47:36,597 - mmseg - INFO - Iter [300100/400000] lr: 2.344e-06, eta: 8:57:43, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1636, decode.acc_seg: 93.1791, loss: 0.1636 2023-03-03 14:47:49,840 - mmseg - INFO - Iter [300150/400000] lr: 2.344e-06, eta: 8:57:26, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1621, decode.acc_seg: 93.3753, loss: 0.1621 2023-03-03 14:48:03,187 - mmseg - INFO - Iter [300200/400000] lr: 2.344e-06, eta: 8:57:09, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1587, decode.acc_seg: 93.4847, loss: 0.1587 2023-03-03 14:48:16,450 - mmseg - INFO - Iter [300250/400000] lr: 2.344e-06, eta: 8:56:52, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1665, decode.acc_seg: 93.0770, loss: 0.1665 2023-03-03 14:48:29,857 - mmseg - INFO - Iter [300300/400000] lr: 2.344e-06, eta: 8:56:35, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1559, decode.acc_seg: 93.5720, loss: 0.1559 2023-03-03 14:48:43,171 - mmseg - INFO - Iter [300350/400000] lr: 2.344e-06, eta: 8:56:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.3201, loss: 0.1642 2023-03-03 14:48:59,243 - mmseg - INFO - Iter [300400/400000] lr: 2.344e-06, eta: 8:56:01, time: 0.321, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1528, decode.acc_seg: 93.6286, loss: 0.1528 2023-03-03 14:49:12,587 - mmseg - INFO - Iter [300450/400000] lr: 2.344e-06, eta: 8:55:44, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1605, decode.acc_seg: 93.4433, loss: 0.1605 2023-03-03 14:49:25,911 - mmseg - INFO - Iter [300500/400000] lr: 2.344e-06, eta: 8:55:27, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1581, decode.acc_seg: 93.5438, loss: 0.1581 2023-03-03 14:49:39,279 - mmseg - INFO - Iter [300550/400000] lr: 2.344e-06, eta: 8:55:10, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1630, decode.acc_seg: 93.2873, loss: 0.1630 2023-03-03 14:49:52,621 - mmseg - INFO - Iter [300600/400000] lr: 2.344e-06, eta: 8:54:53, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1709, decode.acc_seg: 93.0714, loss: 0.1709 2023-03-03 14:50:06,038 - mmseg - INFO - Iter [300650/400000] lr: 2.344e-06, eta: 8:54:36, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1590, decode.acc_seg: 93.4877, loss: 0.1590 2023-03-03 14:50:19,262 - mmseg - INFO - Iter [300700/400000] lr: 2.344e-06, eta: 8:54:19, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.3140, loss: 0.1640 2023-03-03 14:50:32,522 - mmseg - INFO - Iter [300750/400000] lr: 2.344e-06, eta: 8:54:02, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1571, decode.acc_seg: 93.5775, loss: 0.1571 2023-03-03 14:50:45,771 - mmseg - INFO - Iter [300800/400000] lr: 2.344e-06, eta: 8:53:45, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1642, decode.acc_seg: 93.3576, loss: 0.1642 2023-03-03 14:50:59,159 - mmseg - INFO - Iter [300850/400000] lr: 2.344e-06, eta: 8:53:28, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1536, decode.acc_seg: 93.5643, loss: 0.1536 2023-03-03 14:51:12,358 - mmseg - INFO - Iter [300900/400000] lr: 2.344e-06, eta: 8:53:11, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1539, decode.acc_seg: 93.5282, loss: 0.1539 2023-03-03 14:51:25,667 - mmseg - INFO - Iter [300950/400000] lr: 2.344e-06, eta: 8:52:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1509, decode.acc_seg: 93.6473, loss: 0.1509 2023-03-03 14:51:41,476 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:51:41,476 - mmseg - INFO - Iter [301000/400000] lr: 2.344e-06, eta: 8:52:37, time: 0.316, data_time: 0.054, memory: 39575, decode.loss_ce: 0.1616, decode.acc_seg: 93.1882, loss: 0.1616 2023-03-03 14:51:54,795 - mmseg - INFO - Iter [301050/400000] lr: 2.344e-06, eta: 8:52:20, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1589, decode.acc_seg: 93.4226, loss: 0.1589 2023-03-03 14:52:08,015 - mmseg - INFO - Iter [301100/400000] lr: 2.344e-06, eta: 8:52:03, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1534, decode.acc_seg: 93.6236, loss: 0.1534 2023-03-03 14:52:21,238 - mmseg - INFO - Iter [301150/400000] lr: 2.344e-06, eta: 8:51:46, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1546, decode.acc_seg: 93.4296, loss: 0.1546 2023-03-03 14:52:34,478 - mmseg - INFO - Iter [301200/400000] lr: 2.344e-06, eta: 8:51:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1650, decode.acc_seg: 93.2293, loss: 0.1650 2023-03-03 14:52:47,708 - mmseg - INFO - Iter [301250/400000] lr: 2.344e-06, eta: 8:51:12, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1570, decode.acc_seg: 93.6072, loss: 0.1570 2023-03-03 14:53:00,975 - mmseg - INFO - Iter [301300/400000] lr: 2.344e-06, eta: 8:50:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.2988, loss: 0.1595 2023-03-03 14:53:14,253 - mmseg - INFO - Iter [301350/400000] lr: 2.344e-06, eta: 8:50:38, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1584, decode.acc_seg: 93.4685, loss: 0.1584 2023-03-03 14:53:27,523 - mmseg - INFO - Iter [301400/400000] lr: 2.344e-06, eta: 8:50:21, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1601, decode.acc_seg: 93.4213, loss: 0.1601 2023-03-03 14:53:41,051 - mmseg - INFO - Iter [301450/400000] lr: 2.344e-06, eta: 8:50:04, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.3474, loss: 0.1600 2023-03-03 14:53:54,333 - mmseg - INFO - Iter [301500/400000] lr: 2.344e-06, eta: 8:49:47, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3789, loss: 0.1625 2023-03-03 14:54:07,668 - mmseg - INFO - Iter [301550/400000] lr: 2.344e-06, eta: 8:49:30, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1560, decode.acc_seg: 93.6451, loss: 0.1560 2023-03-03 14:54:20,956 - mmseg - INFO - Iter [301600/400000] lr: 2.344e-06, eta: 8:49:12, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1552, decode.acc_seg: 93.5619, loss: 0.1552 2023-03-03 14:54:36,709 - mmseg - INFO - Iter [301650/400000] lr: 2.344e-06, eta: 8:48:56, time: 0.315, data_time: 0.052, memory: 39575, decode.loss_ce: 0.1640, decode.acc_seg: 93.2820, loss: 0.1640 2023-03-03 14:54:49,941 - mmseg - INFO - Iter [301700/400000] lr: 2.344e-06, eta: 8:48:39, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1567, decode.acc_seg: 93.4623, loss: 0.1567 2023-03-03 14:55:03,225 - mmseg - INFO - Iter [301750/400000] lr: 2.344e-06, eta: 8:48:22, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1614, decode.acc_seg: 93.3467, loss: 0.1614 2023-03-03 14:55:16,470 - mmseg - INFO - Iter [301800/400000] lr: 2.344e-06, eta: 8:48:05, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.4139, loss: 0.1583 2023-03-03 14:55:29,846 - mmseg - INFO - Iter [301850/400000] lr: 2.344e-06, eta: 8:47:48, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.5200, loss: 0.1585 2023-03-03 14:55:43,154 - mmseg - INFO - Iter [301900/400000] lr: 2.344e-06, eta: 8:47:31, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.4881, loss: 0.1592 2023-03-03 14:55:56,374 - mmseg - INFO - Iter [301950/400000] lr: 2.344e-06, eta: 8:47:14, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.4516, loss: 0.1586 2023-03-03 14:56:09,685 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 14:56:09,685 - mmseg - INFO - Iter [302000/400000] lr: 2.344e-06, eta: 8:46:57, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.3303, loss: 0.1624 2023-03-03 14:56:22,890 - mmseg - INFO - Iter [302050/400000] lr: 2.344e-06, eta: 8:46:40, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1635, decode.acc_seg: 93.3361, loss: 0.1635 2023-03-03 14:56:36,309 - mmseg - INFO - Iter [302100/400000] lr: 2.344e-06, eta: 8:46:23, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1600, decode.acc_seg: 93.4225, loss: 0.1600 2023-03-03 14:56:49,539 - mmseg - INFO - Iter [302150/400000] lr: 2.344e-06, eta: 8:46:06, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1544, decode.acc_seg: 93.6010, loss: 0.1544 2023-03-03 14:57:02,799 - mmseg - INFO - Iter [302200/400000] lr: 2.344e-06, eta: 8:45:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.4996, loss: 0.1576 2023-03-03 14:57:18,530 - mmseg - INFO - Iter [302250/400000] lr: 2.344e-06, eta: 8:45:32, time: 0.314, data_time: 0.058, memory: 39575, decode.loss_ce: 0.1602, decode.acc_seg: 93.4411, loss: 0.1602 2023-03-03 14:57:31,955 - mmseg - INFO - Iter [302300/400000] lr: 2.344e-06, eta: 8:45:15, time: 0.269, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1596, decode.acc_seg: 93.4328, loss: 0.1596 2023-03-03 14:57:45,340 - mmseg - INFO - Iter [302350/400000] lr: 2.344e-06, eta: 8:44:58, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.4685, loss: 0.1583 2023-03-03 14:57:58,590 - mmseg - INFO - Iter [302400/400000] lr: 2.344e-06, eta: 8:44:41, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3327, loss: 0.1625 2023-03-03 14:58:11,827 - mmseg - INFO - Iter [302450/400000] lr: 2.344e-06, eta: 8:44:24, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1620, decode.acc_seg: 93.3827, loss: 0.1620 2023-03-03 14:58:25,120 - mmseg - INFO - Iter [302500/400000] lr: 2.344e-06, eta: 8:44:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1617, decode.acc_seg: 93.3223, loss: 0.1617 2023-03-03 14:58:38,367 - mmseg - INFO - Iter [302550/400000] lr: 2.344e-06, eta: 8:43:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.2234, loss: 0.1648 2023-03-03 14:58:51,777 - mmseg - INFO - Iter [302600/400000] lr: 2.344e-06, eta: 8:43:33, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1542, decode.acc_seg: 93.4678, loss: 0.1542 2023-03-03 14:59:05,133 - mmseg - INFO - Iter [302650/400000] lr: 2.344e-06, eta: 8:43:16, time: 0.267, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3349, loss: 0.1607 2023-03-03 14:59:18,353 - mmseg - INFO - Iter [302700/400000] lr: 2.344e-06, eta: 8:42:59, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1651, decode.acc_seg: 93.2336, loss: 0.1651 2023-03-03 14:59:31,721 - mmseg - INFO - Iter [302750/400000] lr: 2.344e-06, eta: 8:42:42, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1572, decode.acc_seg: 93.6005, loss: 0.1572 2023-03-03 14:59:44,995 - mmseg - INFO - Iter [302800/400000] lr: 2.344e-06, eta: 8:42:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1611, decode.acc_seg: 93.3194, loss: 0.1611 2023-03-03 14:59:58,239 - mmseg - INFO - Iter [302850/400000] lr: 2.344e-06, eta: 8:42:08, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.3875, loss: 0.1613 2023-03-03 15:00:14,125 - mmseg - INFO - Iter [302900/400000] lr: 2.344e-06, eta: 8:41:52, time: 0.318, data_time: 0.055, memory: 39575, decode.loss_ce: 0.1613, decode.acc_seg: 93.4229, loss: 0.1613 2023-03-03 15:00:27,393 - mmseg - INFO - Iter [302950/400000] lr: 2.344e-06, eta: 8:41:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1562, decode.acc_seg: 93.6106, loss: 0.1562 2023-03-03 15:00:40,686 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 15:00:40,687 - mmseg - INFO - Iter [303000/400000] lr: 2.344e-06, eta: 8:41:18, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1606, decode.acc_seg: 93.4085, loss: 0.1606 2023-03-03 15:00:54,069 - mmseg - INFO - Iter [303050/400000] lr: 2.344e-06, eta: 8:41:01, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1553, decode.acc_seg: 93.6672, loss: 0.1553 2023-03-03 15:01:07,361 - mmseg - INFO - Iter [303100/400000] lr: 2.344e-06, eta: 8:40:44, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1660, decode.acc_seg: 93.2376, loss: 0.1660 2023-03-03 15:01:20,712 - mmseg - INFO - Iter [303150/400000] lr: 2.344e-06, eta: 8:40:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1562, decode.acc_seg: 93.6371, loss: 0.1562 2023-03-03 15:01:33,938 - mmseg - INFO - Iter [303200/400000] lr: 2.344e-06, eta: 8:40:10, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1672, decode.acc_seg: 93.1774, loss: 0.1672 2023-03-03 15:01:47,227 - mmseg - INFO - Iter [303250/400000] lr: 2.344e-06, eta: 8:39:53, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1708, decode.acc_seg: 92.9829, loss: 0.1708 2023-03-03 15:02:00,472 - mmseg - INFO - Iter [303300/400000] lr: 2.344e-06, eta: 8:39:35, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.4271, loss: 0.1607 2023-03-03 15:02:13,765 - mmseg - INFO - Iter [303350/400000] lr: 2.344e-06, eta: 8:39:18, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1629, decode.acc_seg: 93.2408, loss: 0.1629 2023-03-03 15:02:27,054 - mmseg - INFO - Iter [303400/400000] lr: 2.344e-06, eta: 8:39:01, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1534, decode.acc_seg: 93.6475, loss: 0.1534 2023-03-03 15:02:40,274 - mmseg - INFO - Iter [303450/400000] lr: 2.344e-06, eta: 8:38:44, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1618, decode.acc_seg: 93.4283, loss: 0.1618 2023-03-03 15:02:53,609 - mmseg - INFO - Iter [303500/400000] lr: 2.344e-06, eta: 8:38:27, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 93.0986, loss: 0.1699 2023-03-03 15:03:09,363 - mmseg - INFO - Iter [303550/400000] lr: 2.344e-06, eta: 8:38:11, time: 0.315, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1551, decode.acc_seg: 93.5169, loss: 0.1551 2023-03-03 15:03:22,648 - mmseg - INFO - Iter [303600/400000] lr: 2.344e-06, eta: 8:37:54, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1526, decode.acc_seg: 93.7559, loss: 0.1526 2023-03-03 15:03:36,396 - mmseg - INFO - Iter [303650/400000] lr: 2.344e-06, eta: 8:37:37, time: 0.275, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1645, decode.acc_seg: 93.3037, loss: 0.1645 2023-03-03 15:03:49,635 - mmseg - INFO - Iter [303700/400000] lr: 2.344e-06, eta: 8:37:20, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1586, decode.acc_seg: 93.3695, loss: 0.1586 2023-03-03 15:04:02,902 - mmseg - INFO - Iter [303750/400000] lr: 2.344e-06, eta: 8:37:03, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1575, decode.acc_seg: 93.4684, loss: 0.1575 2023-03-03 15:04:16,224 - mmseg - INFO - Iter [303800/400000] lr: 2.344e-06, eta: 8:36:46, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1655, decode.acc_seg: 93.3294, loss: 0.1655 2023-03-03 15:04:29,493 - mmseg - INFO - Iter [303850/400000] lr: 2.344e-06, eta: 8:36:29, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1592, decode.acc_seg: 93.3871, loss: 0.1592 2023-03-03 15:04:42,753 - mmseg - INFO - Iter [303900/400000] lr: 2.344e-06, eta: 8:36:12, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1624, decode.acc_seg: 93.1928, loss: 0.1624 2023-03-03 15:04:55,991 - mmseg - INFO - Iter [303950/400000] lr: 2.344e-06, eta: 8:35:55, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1583, decode.acc_seg: 93.5279, loss: 0.1583 2023-03-03 15:05:09,247 - mmseg - INFO - Swap parameters (after train) after iter [304000] 2023-03-03 15:05:09,260 - mmseg - INFO - Saving checkpoint at 304000 iterations 2023-03-03 15:05:11,258 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 15:05:11,258 - mmseg - INFO - Iter [304000/400000] lr: 2.344e-06, eta: 8:35:39, time: 0.305, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1612, decode.acc_seg: 93.4329, loss: 0.1612 2023-03-03 15:19:43,844 - mmseg - INFO - per class results: 2023-03-03 15:19:43,853 - mmseg - INFO - +---------------------+-------------------------------------------------------------+ | Class | IoU 0,10,20,30,40,50,60,70,80,90 | +---------------------+-------------------------------------------------------------+ | background | nan,nan,nan,nan,nan,nan,nan,nan,nan,nan | | wall | 77.62,77.63,77.68,77.71,77.74,77.79,77.81,77.84,77.84,77.86 | | building | 81.7,81.7,81.75,81.73,81.74,81.74,81.75,81.73,81.72,81.72 | | sky | 94.53,94.53,94.55,94.56,94.57,94.57,94.58,94.59,94.61,94.61 | | floor | 81.72,81.72,81.73,81.75,81.76,81.75,81.78,81.83,81.84,81.87 | | tree | 74.09,74.12,74.15,74.19,74.24,74.22,74.25,74.27,74.33,74.31 | | ceiling | 84.83,84.84,84.88,84.91,84.92,84.94,84.93,84.96,84.95,84.97 | | road | 82.29,82.3,82.27,82.4,82.41,82.44,82.48,82.51,82.54,82.56 | | bed | 87.61,87.67,87.7,87.75,87.84,87.84,87.87,87.87,87.91,87.93 | | windowpane | 60.75,60.79,60.86,60.97,61.07,61.11,61.2,61.17,61.19,61.18 | | grass | 67.52,67.56,67.62,67.63,67.7,67.73,67.78,67.83,67.87,67.94 | | cabinet | 60.9,60.86,60.92,60.89,60.86,61.02,60.99,61.01,60.94,60.92 | | sidewalk | 65.62,65.72,65.73,65.91,66.04,66.09,66.14,66.21,66.3,66.31 | | person | 80.22,80.24,80.25,80.28,80.3,80.29,80.29,80.33,80.29,80.3 | | earth | 36.24,36.14,36.17,36.13,36.05,35.92,35.84,35.79,35.76,35.77 | | door | 45.8,45.71,45.78,45.72,45.75,45.88,45.85,45.92,45.93,45.87 | | table | 62.09,62.24,62.37,62.45,62.53,62.59,62.62,62.67,62.63,62.66 | | mountain | 56.51,56.58,56.62,56.7,56.88,56.96,56.94,56.95,56.97,57.01 | | plant | 50.05,50.1,50.14,50.25,50.27,50.24,50.31,50.29,50.33,50.32 | | curtain | 73.64,73.6,73.75,73.8,74.03,74.06,74.05,74.11,74.05,73.99 | | chair | 57.46,57.45,57.49,57.58,57.49,57.54,57.53,57.51,57.46,57.44 | | car | 82.59,82.61,82.61,82.64,82.74,82.7,82.7,82.65,82.63,82.6 | | water | 56.95,57.1,57.1,57.18,57.23,57.24,57.25,57.22,57.25,57.23 | | painting | 70.05,70.05,70.14,70.26,70.39,70.53,70.55,70.61,70.66,70.65 | | sofa | 65.2,65.24,65.32,65.66,65.79,65.7,65.72,65.65,65.62,65.64 | | shelf | 44.02,44.05,44.06,44.06,44.04,44.04,44.12,44.14,44.09,44.05 | | house | 42.81,42.92,43.05,43.04,42.97,43.03,43.0,43.06,42.9,43.1 | | sea | 59.63,59.75,59.87,59.93,59.99,60.1,60.15,60.12,60.25,60.26 | | mirror | 67.58,67.84,67.98,68.15,68.24,68.33,68.63,68.79,68.78,68.88 | | rug | 66.07,66.16,66.08,66.12,66.09,66.11,66.15,66.15,66.14,66.2 | | field | 31.32,31.3,31.25,31.24,31.25,31.21,31.17,31.11,31.08,31.06 | | armchair | 39.01,38.98,39.08,39.17,39.22,39.22,39.19,38.84,38.79,38.78 | | seat | 67.43,67.5,67.55,67.6,67.62,67.67,67.55,67.59,67.6,67.58 | | fence | 41.05,41.25,41.27,41.42,41.5,41.75,41.85,41.97,41.99,42.12 | | desk | 47.2,47.43,47.68,47.69,47.72,47.91,48.05,48.12,48.2,48.29 | | rock | 38.54,38.62,38.73,38.78,38.86,38.86,38.87,38.95,38.96,38.86 | | wardrobe | 57.66,57.63,57.82,57.63,57.46,57.57,57.5,57.45,57.4,57.42 | | lamp | 65.54,65.71,65.77,65.82,65.9,66.01,65.96,66.04,66.05,66.08 | | bathtub | 74.69,74.81,74.92,75.01,75.05,75.29,75.69,75.85,75.93,75.97 | | railing | 33.87,34.03,34.08,34.2,34.31,34.39,34.5,34.56,34.65,34.76 | | cushion | 57.69,57.85,57.68,57.88,58.28,58.43,58.59,58.42,58.39,58.46 | | base | 22.68,22.62,22.88,22.9,22.85,22.93,23.07,23.23,23.45,23.59 | | box | 23.55,23.65,23.87,23.83,23.94,23.94,24.1,24.26,24.38,24.39 | | column | 46.1,46.14,46.15,46.08,46.17,46.21,46.23,46.28,46.32,46.48 | | signboard | 38.28,38.53,38.57,38.66,38.84,38.69,38.74,38.57,38.6,38.55 | | chest of drawers | 36.86,36.95,36.71,36.91,36.49,36.74,36.15,35.49,35.05,35.0 | | counter | 29.21,29.43,29.82,29.94,30.55,31.13,31.33,31.57,31.68,31.62 | | sand | 42.29,42.08,41.95,41.67,41.55,41.5,41.46,41.38,41.38,41.29 | | sink | 69.39,69.45,69.46,69.73,69.9,70.0,70.09,70.24,70.22,70.19 | | skyscraper | 50.29,50.26,50.24,50.18,50.16,50.14,50.17,50.18,50.12,50.12 | | fireplace | 76.63,76.75,76.95,76.96,77.06,77.04,76.93,76.9,76.84,76.88 | | refrigerator | 77.15,77.23,77.54,77.7,77.91,77.82,77.99,78.0,77.88,77.81 | | grandstand | 52.2,52.66,52.59,52.91,53.09,53.41,53.36,53.6,53.7,53.79 | | path | 21.55,21.52,21.4,21.22,21.11,21.03,20.98,21.01,20.99,20.99 | | stairs | 31.55,31.68,31.72,31.78,31.92,31.91,32.05,32.14,32.18,32.12 | | runway | 68.26,68.42,68.51,68.62,68.64,68.66,68.67,68.71,68.71,68.74 | | case | 45.46,45.78,46.1,46.27,46.48,46.46,46.57,46.99,47.33,47.37 | | pool table | 91.78,91.81,91.84,91.83,91.86,91.88,91.83,91.85,91.82,91.84 | | pillow | 64.87,65.08,65.26,65.51,65.46,65.33,65.27,65.33,65.21,65.17 | | screen door | 71.58,71.53,70.89,71.53,71.13,71.08,71.1,71.23,71.26,71.28 | | stairway | 22.58,22.58,22.63,22.66,22.69,22.66,22.75,22.77,22.74,22.8 | | river | 12.17,12.23,12.22,12.3,12.32,12.29,12.3,12.26,12.27,12.16 | | bridge | 34.11,34.16,34.25,33.91,34.23,33.58,33.09,32.77,32.86,32.98 | | bookcase | 44.83,44.97,45.18,45.41,45.41,45.65,45.68,45.8,45.84,45.92 | | blind | 41.27,41.07,41.12,40.96,40.81,40.86,40.77,41.04,41.07,41.07 | | coffee table | 54.93,55.25,55.69,55.54,55.87,56.12,56.34,56.42,56.44,56.44 | | toilet | 84.72,84.69,84.74,84.77,84.8,84.87,84.86,84.9,84.92,84.98 | | flower | 38.93,38.87,39.33,39.41,39.53,39.7,39.98,40.07,40.26,40.38 | | book | 46.7,46.8,46.62,46.82,46.73,46.74,46.78,46.8,46.81,46.84 | | hill | 15.67,15.58,15.65,15.47,15.25,15.12,14.95,14.9,14.86,14.82 | | bench | 42.54,42.44,42.24,42.17,42.06,41.76,41.83,41.63,41.62,41.56 | | countertop | 56.81,56.79,57.22,57.18,57.65,57.59,57.54,57.73,57.66,57.87 | | stove | 73.48,73.61,73.71,73.66,73.73,73.79,73.76,73.94,74.4,74.49 | | palm | 49.33,49.33,49.34,49.36,49.33,49.37,49.33,49.56,49.44,49.58 | | kitchen island | 44.84,45.83,45.89,46.49,46.32,46.39,45.99,45.39,45.52,45.44 | | computer | 60.8,60.75,60.89,60.53,60.68,60.55,60.51,60.26,60.07,59.95 | | swivel chair | 44.22,43.83,43.43,43.21,42.72,42.79,42.42,42.46,42.32,42.22 | | boat | 70.34,70.45,70.33,70.48,70.52,70.73,70.71,71.04,71.06,71.27 | | bar | 24.22,24.01,23.82,23.72,23.55,23.42,23.31,23.24,23.18,23.11 | | arcade machine | 69.04,69.4,70.38,70.27,69.34,69.5,69.89,69.82,69.4,69.11 | | hovel | 28.87,28.99,29.26,29.39,29.3,29.3,29.27,29.26,29.15,29.1 | | bus | 79.4,79.65,79.92,80.02,79.96,80.18,80.28,80.2,80.3,80.35 | | towel | 61.87,62.07,62.01,61.93,61.79,61.64,61.85,61.65,61.52,61.55 | | light | 57.05,57.27,57.42,57.51,57.59,57.54,57.72,57.67,57.66,57.67 | | truck | 17.67,17.65,17.82,17.9,18.06,18.11,17.99,18.19,18.12,18.17 | | tower | 7.52,7.66,7.71,8.25,8.03,8.27,8.54,8.53,8.32,8.43 | | chandelier | 66.3,66.32,66.2,66.23,66.46,66.59,66.49,66.49,66.38,66.53 | | awning | 23.67,23.76,24.04,24.19,24.15,24.31,24.41,24.47,24.55,24.67 | | streetlight | 29.75,29.84,29.73,29.96,29.96,30.04,30.09,30.18,30.14,30.13 | | booth | 51.3,51.67,51.52,51.56,52.12,52.42,52.69,52.93,53.05,52.86 | | television receiver | 66.38,66.6,66.48,66.79,66.82,67.0,67.0,67.08,66.73,66.37 | | airplane | 59.72,59.69,59.64,59.64,59.56,59.67,59.58,59.69,59.66,59.71 | | dirt track | 19.21,18.86,20.61,19.79,19.86,21.07,21.45,21.25,21.41,21.31 | | apparel | 31.87,31.6,31.66,31.69,31.64,31.52,31.43,31.46,31.44,31.63 | | pole | 20.09,20.28,20.25,20.32,20.46,20.39,20.36,20.58,20.33,20.13 | | land | 4.56,4.55,4.55,4.56,4.55,4.57,4.63,4.64,4.78,4.78 | | bannister | 12.67,12.94,12.93,13.05,13.01,12.94,13.08,13.14,13.09,13.09 | | escalator | 22.76,22.82,22.72,22.91,22.9,22.95,23.06,22.97,22.99,22.98 | | ottoman | 41.03,41.45,41.85,42.1,42.38,42.21,42.38,42.16,42.14,42.22 | | bottle | 36.43,36.46,36.46,36.28,36.21,36.11,35.89,35.86,35.9,35.54 | | buffet | 41.19,41.33,40.61,39.56,39.75,39.78,39.02,38.78,38.94,39.54 | | poster | 21.85,21.32,21.61,21.7,21.97,22.18,22.87,22.84,23.07,23.76 | | stage | 13.73,13.73,13.38,13.41,13.27,13.25,13.1,13.23,13.05,13.04 | | van | 38.08,38.23,38.17,38.58,38.28,38.49,38.43,38.34,38.25,38.19 | | ship | 79.24,79.53,79.78,79.84,80.05,80.26,80.28,80.47,80.71,80.78 | | fountain | 18.43,19.92,20.61,20.96,21.31,21.37,21.64,21.58,21.55,21.62 | | conveyer belt | 86.89,86.84,86.89,86.83,86.98,86.74,85.95,85.77,85.72,85.58 | | canopy | 29.84,30.23,30.49,31.26,31.34,31.27,31.46,31.43,31.5,31.46 | | washer | 71.76,72.18,72.45,73.3,73.18,73.54,73.82,73.89,73.74,74.12 | | plaything | 21.95,22.01,21.98,21.98,21.99,22.05,22.0,21.95,21.86,21.8 | | swimming pool | 75.6,75.21,76.1,76.22,76.43,76.39,76.63,76.64,76.63,76.58 | | stool | 46.53,46.63,46.71,46.77,46.76,46.77,46.81,46.83,47.0,46.95 | | barrel | 48.8,49.41,49.76,49.58,50.37,50.69,50.42,50.16,51.09,50.67 | | basket | 24.89,24.99,25.14,25.07,25.34,25.41,25.35,25.43,25.56,25.47 | | waterfall | 42.3,42.27,42.29,42.28,42.48,42.28,42.2,42.22,42.09,42.12 | | tent | 95.46,95.57,95.56,95.62,95.62,95.63,95.62,95.65,95.73,95.77 | | bag | 15.35,15.56,15.88,15.76,15.76,16.06,15.83,15.73,15.97,16.06 | | minibike | 62.72,62.71,62.86,62.81,62.9,62.56,62.47,62.08,62.17,62.2 | | cradle | 86.48,86.72,86.79,87.02,86.99,87.15,87.2,87.28,87.36,87.44 | | oven | 46.57,46.61,46.84,47.25,47.38,47.63,47.89,48.03,48.66,49.07 | | ball | 47.12,47.04,47.09,47.15,47.23,47.1,47.02,47.13,47.14,47.01 | | food | 55.76,55.62,55.65,55.41,55.36,55.11,55.02,54.83,54.65,54.27 | | step | 6.82,6.67,6.68,6.4,6.29,6.47,6.34,6.18,6.18,6.15 | | tank | 56.39,56.7,56.95,56.85,56.72,56.77,56.98,56.77,56.48,56.26 | | trade name | 26.42,26.57,27.19,26.17,26.47,26.69,26.8,26.61,26.74,26.61 | | microwave | 70.72,70.91,70.99,71.47,71.73,71.74,72.18,72.1,72.45,72.67 | | pot | 32.02,32.16,32.14,32.09,32.06,32.2,31.89,31.78,31.71,31.62 | | animal | 53.53,53.56,53.59,53.56,53.54,53.55,53.56,53.59,53.6,53.61 | | bicycle | 57.22,57.48,57.67,57.66,57.6,57.66,57.68,57.57,57.66,57.61 | | lake | 58.84,58.9,58.94,59.0,59.01,59.08,59.03,59.01,59.08,59.06 | | dishwasher | 74.68,74.36,74.53,75.77,74.85,74.92,74.94,74.89,75.12,75.06 | | screen | 64.29,64.02,63.77,63.76,63.51,63.61,63.33,63.05,63.11,62.83 | | blanket | 20.02,20.39,20.14,20.45,20.6,20.52,20.63,20.34,20.17,20.43 | | sculpture | 56.36,56.05,56.11,56.14,56.03,56.11,56.45,56.35,56.41,56.5 | | hood | 61.79,61.22,60.65,59.76,59.94,58.97,59.1,59.02,59.0,58.96 | | sconce | 43.42,43.38,43.53,43.8,44.17,44.38,44.11,44.3,44.13,44.28 | | vase | 40.3,40.55,40.51,40.74,40.59,40.88,40.82,40.77,40.9,41.08 | | traffic light | 34.9,35.12,35.39,35.43,35.63,35.82,36.06,36.06,36.03,35.96 | | tray | 7.95,8.12,8.08,8.25,8.66,8.73,9.23,9.61,9.85,10.05 | | ashcan | 43.1,43.44,43.44,43.51,43.76,43.86,44.08,44.35,44.33,44.5 | | fan | 59.29,59.29,59.34,59.19,59.47,59.39,59.38,59.4,59.41,59.43 | | pier | 39.76,39.85,40.07,39.95,40.34,40.37,40.96,40.95,40.96,40.95 | | crt screen | 8.51,8.35,8.32,8.32,8.34,8.31,8.29,8.27,8.26,8.23 | | plate | 53.04,53.24,53.28,53.3,53.36,53.24,53.23,53.26,53.22,53.27 | | monitor | 14.95,14.73,14.52,14.65,14.61,14.54,14.48,14.38,14.26,14.25 | | bulletin board | 43.44,42.93,43.47,42.64,44.15,43.68,44.15,43.81,43.34,42.43 | | shower | 3.67,3.65,3.81,3.77,3.79,3.9,3.97,4.03,4.16,4.19 | | radiator | 62.3,62.15,61.96,62.36,62.23,62.21,61.84,61.57,60.92,61.12 | | glass | 14.73,14.7,14.69,14.68,14.71,14.65,14.67,14.62,14.53,14.61 | | clock | 38.81,39.33,39.16,39.33,39.46,39.67,39.68,39.69,39.7,39.75 | | flag | 33.41,33.0,33.02,32.81,32.72,32.8,32.74,32.59,33.02,32.93 | +---------------------+-------------------------------------------------------------+ 2023-03-03 15:19:43,853 - mmseg - INFO - Summary: 2023-03-03 15:19:43,853 - mmseg - INFO - +-------------------------------------------------------------+ | mIoU 0,10,20,30,40,50,60,70,80,90 | +-------------------------------------------------------------+ | 49.14,49.21,49.29,49.33,49.38,49.42,49.45,49.44,49.45,49.46 | +-------------------------------------------------------------+ 2023-03-03 15:19:43,853 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 15:19:43,853 - mmseg - INFO - Iter(val) [250] mIoU: [0.4914, 0.4921, 0.4929, 0.4933, 0.4938, 0.4942, 0.4945, 0.4944, 0.4945, 0.4946], copy_paste: 49.14,49.21,49.29,49.33,49.38,49.42,49.45,49.44,49.45,49.46 2023-03-03 15:19:43,860 - mmseg - INFO - Swap parameters (before train) before iter [304001] 2023-03-03 15:19:57,426 - mmseg - INFO - Iter [304050/400000] lr: 2.344e-06, eta: 8:39:57, time: 17.723, data_time: 17.460, memory: 39575, decode.loss_ce: 0.1528, decode.acc_seg: 93.6118, loss: 0.1528 2023-03-03 15:20:11,016 - mmseg - INFO - Iter [304100/400000] lr: 2.344e-06, eta: 8:39:40, time: 0.272, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1604, decode.acc_seg: 93.3750, loss: 0.1604 2023-03-03 15:20:26,866 - mmseg - INFO - Iter [304150/400000] lr: 2.344e-06, eta: 8:39:24, time: 0.317, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1670, decode.acc_seg: 93.3269, loss: 0.1670 2023-03-03 15:20:40,246 - mmseg - INFO - Iter [304200/400000] lr: 2.344e-06, eta: 8:39:07, time: 0.268, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1607, decode.acc_seg: 93.3847, loss: 0.1607 2023-03-03 15:20:53,643 - mmseg - INFO - Iter [304250/400000] lr: 2.344e-06, eta: 8:38:49, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1573, decode.acc_seg: 93.4435, loss: 0.1573 2023-03-03 15:21:06,952 - mmseg - INFO - Iter [304300/400000] lr: 2.344e-06, eta: 8:38:32, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1576, decode.acc_seg: 93.5380, loss: 0.1576 2023-03-03 15:21:20,239 - mmseg - INFO - Iter [304350/400000] lr: 2.344e-06, eta: 8:38:15, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1537, decode.acc_seg: 93.6849, loss: 0.1537 2023-03-03 15:21:33,538 - mmseg - INFO - Iter [304400/400000] lr: 2.344e-06, eta: 8:37:58, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1558, decode.acc_seg: 93.7065, loss: 0.1558 2023-03-03 15:21:46,858 - mmseg - INFO - Iter [304450/400000] lr: 2.344e-06, eta: 8:37:41, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1527, decode.acc_seg: 93.7504, loss: 0.1527 2023-03-03 15:22:00,097 - mmseg - INFO - Iter [304500/400000] lr: 2.344e-06, eta: 8:37:24, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1548, decode.acc_seg: 93.6148, loss: 0.1548 2023-03-03 15:22:13,380 - mmseg - INFO - Iter [304550/400000] lr: 2.344e-06, eta: 8:37:06, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1566, decode.acc_seg: 93.4748, loss: 0.1566 2023-03-03 15:22:26,626 - mmseg - INFO - Iter [304600/400000] lr: 2.344e-06, eta: 8:36:49, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1648, decode.acc_seg: 93.1495, loss: 0.1648 2023-03-03 15:22:39,970 - mmseg - INFO - Iter [304650/400000] lr: 2.344e-06, eta: 8:36:32, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1699, decode.acc_seg: 93.0458, loss: 0.1699 2023-03-03 15:22:53,456 - mmseg - INFO - Iter [304700/400000] lr: 2.344e-06, eta: 8:36:15, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.4159, loss: 0.1591 2023-03-03 15:23:06,923 - mmseg - INFO - Iter [304750/400000] lr: 2.344e-06, eta: 8:35:58, time: 0.270, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1603, decode.acc_seg: 93.4504, loss: 0.1603 2023-03-03 15:23:22,768 - mmseg - INFO - Iter [304800/400000] lr: 2.344e-06, eta: 8:35:41, time: 0.317, data_time: 0.056, memory: 39575, decode.loss_ce: 0.1538, decode.acc_seg: 93.5284, loss: 0.1538 2023-03-03 15:23:36,017 - mmseg - INFO - Iter [304850/400000] lr: 2.344e-06, eta: 8:35:24, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.5385, loss: 0.1579 2023-03-03 15:23:49,298 - mmseg - INFO - Iter [304900/400000] lr: 2.344e-06, eta: 8:35:07, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1561, decode.acc_seg: 93.5668, loss: 0.1561 2023-03-03 15:24:02,556 - mmseg - INFO - Iter [304950/400000] lr: 2.344e-06, eta: 8:34:50, time: 0.265, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1595, decode.acc_seg: 93.3798, loss: 0.1595 2023-03-03 15:24:15,778 - mmseg - INFO - Exp name: segformer_mit_b2_segformer_head_unet_fc_small_multi_step_ade_pretrained_freeze_embed_160k_ade20k151_finetune_ema_t100.py 2023-03-03 15:24:15,778 - mmseg - INFO - Iter [305000/400000] lr: 2.344e-06, eta: 8:34:33, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1656, decode.acc_seg: 93.2489, loss: 0.1656 2023-03-03 15:24:28,989 - mmseg - INFO - Iter [305050/400000] lr: 2.344e-06, eta: 8:34:15, time: 0.264, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1532, decode.acc_seg: 93.5394, loss: 0.1532 2023-03-03 15:24:42,221 - mmseg - INFO - Iter [305100/400000] lr: 2.344e-06, eta: 8:33:58, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1628, decode.acc_seg: 93.2285, loss: 0.1628 2023-03-03 15:24:55,564 - mmseg - INFO - Iter [305150/400000] lr: 2.344e-06, eta: 8:33:41, time: 0.267, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1509, decode.acc_seg: 93.7139, loss: 0.1509 2023-03-03 15:25:08,867 - mmseg - INFO - Iter [305200/400000] lr: 2.344e-06, eta: 8:33:24, time: 0.266, data_time: 0.008, memory: 39575, decode.loss_ce: 0.1585, decode.acc_seg: 93.4583, loss: 0.1585 2023-03-03 15:25:22,119 - mmseg - INFO - Iter [305250/400000] lr: 2.344e-06, eta: 8:33:07, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1653, decode.acc_seg: 93.2103, loss: 0.1653 2023-03-03 15:25:35,425 - mmseg - INFO - Iter [305300/400000] lr: 2.344e-06, eta: 8:32:50, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1542, decode.acc_seg: 93.6261, loss: 0.1542 2023-03-03 15:25:48,905 - mmseg - INFO - Iter [305350/400000] lr: 2.344e-06, eta: 8:32:32, time: 0.270, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1625, decode.acc_seg: 93.3958, loss: 0.1625 2023-03-03 15:26:02,141 - mmseg - INFO - Iter [305400/400000] lr: 2.344e-06, eta: 8:32:15, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1654, decode.acc_seg: 93.3028, loss: 0.1654 2023-03-03 15:26:17,922 - mmseg - INFO - Iter [305450/400000] lr: 2.344e-06, eta: 8:31:59, time: 0.316, data_time: 0.053, memory: 39575, decode.loss_ce: 0.1579, decode.acc_seg: 93.4992, loss: 0.1579 2023-03-03 15:26:31,182 - mmseg - INFO - Iter [305500/400000] lr: 2.344e-06, eta: 8:31:42, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1707, decode.acc_seg: 93.1048, loss: 0.1707 2023-03-03 15:26:44,426 - mmseg - INFO - Iter [305550/400000] lr: 2.344e-06, eta: 8:31:25, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1529, decode.acc_seg: 93.6244, loss: 0.1529 2023-03-03 15:26:57,723 - mmseg - INFO - Iter [305600/400000] lr: 2.344e-06, eta: 8:31:07, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1591, decode.acc_seg: 93.4846, loss: 0.1591 2023-03-03 15:27:10,953 - mmseg - INFO - Iter [305650/400000] lr: 2.344e-06, eta: 8:30:50, time: 0.265, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1649, decode.acc_seg: 93.1758, loss: 0.1649 2023-03-03 15:27:24,519 - mmseg - INFO - Iter [305700/400000] lr: 2.344e-06, eta: 8:30:33, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1572, decode.acc_seg: 93.5618, loss: 0.1572 2023-03-03 15:27:38,064 - mmseg - INFO - Iter [305750/400000] lr: 2.344e-06, eta: 8:30:16, time: 0.271, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1588, decode.acc_seg: 93.3376, loss: 0.1588 2023-03-03 15:27:51,363 - mmseg - INFO - Iter [305800/400000] lr: 2.344e-06, eta: 8:29:59, time: 0.266, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1666, decode.acc_seg: 93.1967, loss: 0.1666 2023-03-03 15:28:04,754 - mmseg - INFO - Iter [305850/400000] lr: 2.344e-06, eta: 8:29:42, time: 0.268, data_time: 0.007, memory: 39575, decode.loss_ce: 0.1705, decode.acc_seg: 93.1107, loss: 0.1705