2023-02-24 01:05:14,793 - mmseg - INFO - Multi-processing start method is `None` 2023-02-24 01:05:14,794 - mmseg - INFO - OpenCV num_threads is `44 2023-02-24 01:05:14,794 - mmseg - INFO - OMP num threads is 1 2023-02-24 01:05:15,055 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.1, V11.1.105 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 1.12.0+cu113 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 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 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.3.2 (built against CUDA 11.5) - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -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 -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -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=1.12.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.13.0+cu113 OpenCV: 4.4.0 MMCV: 1.6.2 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.29.0+ ------------------------------------------------------------ 2023-02-24 01:05:15,055 - mmseg - INFO - Distributed training: True 2023-02-24 01:05:16,875 - mmseg - INFO - Config: dataset_type = 'CityscapesDataset' data_root = 'data/cityscapes/' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) crop_size = (512, 1024) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations'), dict(type='Resize', img_scale=(2048, 1024), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(512, 1024), 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, 1024), pad_val=0, seg_pad_val=255), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_semantic_seg']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2048, 1024), 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='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=4, workers_per_gpu=4, train=dict( type='CityscapesDataset', data_root='data/cityscapes/', img_dir='leftImg8bit/train', ann_dir='gtFine/train', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations'), dict( type='Resize', img_scale=(2048, 1024), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(512, 1024), 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, 1024), pad_val=0, seg_pad_val=255), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_semantic_seg']) ]), val=dict( type='CityscapesDataset', data_root='data/cityscapes/', img_dir='leftImg8bit/val', ann_dir='gtFine/val', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2048, 1024), 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='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='CityscapesDataset', data_root='data/cityscapes/', img_dir='leftImg8bit/val', ann_dir='gtFine/val', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2048, 1024), 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='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=6e-05, betas=(0.9, 0.999), weight_decay=0.01, paramwise_cfg=dict( custom_keys=dict( pos_block=dict(decay_mult=0.0), norm=dict(decay_mult=0.0), head=dict(lr_mult=1.0)))) optimizer_config = dict() lr_config = dict( policy='poly', warmup='linear', warmup_iters=1500, warmup_ratio=1e-06, power=1.0, min_lr=0.0, by_epoch=False) runner = dict(type='IterBasedRunner', max_iters=160000) checkpoint_config = dict(by_epoch=False, interval=16000) evaluation = dict( interval=16000, metric='mIoU', pre_eval=True, save_best='mIoU') custom_imports = dict(imports='mmcls.models', allow_failed_imports=False) checkpoint_file = 'https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth' norm_cfg = dict(type='SyncBN', requires_grad=True) backbone_norm_cfg = dict(type='LN', requires_grad=True) model = dict( type='DiffSegV20', bit_scale=0.01, pretrained=None, backbone=dict( type='mmcls.ConvNeXt', arch='tiny', out_indices=[0, 1, 2, 3], drop_path_rate=0.4, layer_scale_init_value=1.0, gap_before_final_norm=False, init_cfg=dict( type='Pretrained', checkpoint= 'https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth', prefix='backbone.')), neck=[ dict( type='FPN', in_channels=[96, 192, 384, 768], out_channels=256, act_cfg=None, norm_cfg=dict(type='GN', num_groups=32), num_outs=4), dict( type='MultiStageMerging', in_channels=[256, 256, 256, 256], out_channels=256, kernel_size=1, norm_cfg=dict(type='GN', num_groups=32), act_cfg=None) ], auxiliary_head=dict( type='FCNHead', in_channels=256, in_index=0, channels=256, num_convs=1, concat_input=False, dropout_ratio=0.1, num_classes=19, norm_cfg=dict(type='SyncBN', requires_grad=True), align_corners=False, loss_decode=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=0.4)), decode_head=dict( type='DeformableHeadWithTime', in_channels=[256], channels=256, in_index=[0], dropout_ratio=0.0, num_classes=19, norm_cfg=dict(type='SyncBN', requires_grad=True), align_corners=False, num_feature_levels=1, encoder=dict( type='DetrTransformerEncoder', num_layers=6, transformerlayers=dict( type='BaseTransformerLayer', use_time_mlp=True, attn_cfgs=dict( type='MultiScaleDeformableAttention', embed_dims=256, num_levels=1, num_heads=8, dropout=0.0), ffn_cfgs=dict( type='FFN', embed_dims=256, feedforward_channels=1024, ffn_drop=0.0, act_cfg=dict(type='GELU')), operation_order=('self_attn', 'norm', 'ffn', 'norm'))), positional_encoding=dict( type='SinePositionalEncoding', num_feats=128, normalize=True, offset=-0.5), loss_decode=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0)), train_cfg=dict(), test_cfg=dict(mode='whole')) find_unused_parameters = True work_dir = 'local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20/' gpu_ids = range(0, 4) auto_resume = True 2023-02-24 01:05:19,520 - mmseg - INFO - Set random seed to 1409286299, deterministic: True 2023-02-24 01:05:20,006 - mmseg - INFO - initialize ConvNeXt with init_cfg {'type': 'Pretrained', 'checkpoint': 'https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth', 'prefix': 'backbone.'} 2023-02-24 01:05:25,937 - mmseg - INFO - initialize FPN with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} 2023-02-24 01:05:25,960 - mmseg - INFO - initialize MultiStageMerging with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} 2023-02-24 01:05:26,029 - mmseg - INFO - initialize FCNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information backbone.downsample_layers.0.0.weight - torch.Size([96, 3, 4, 4]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.0.0.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.0.1.weight - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.0.1.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.1.0.weight - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.1.0.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.1.1.weight - torch.Size([192, 96, 2, 2]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.1.1.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.2.0.weight - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.2.0.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.2.1.weight - torch.Size([384, 192, 2, 2]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.2.1.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.3.0.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.3.0.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.3.1.weight - torch.Size([768, 384, 2, 2]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.downsample_layers.3.1.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.gamma - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.depthwise_conv.weight - torch.Size([96, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.depthwise_conv.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.norm.weight - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.norm.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.pointwise_conv1.weight - torch.Size([384, 96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.pointwise_conv1.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.pointwise_conv2.weight - torch.Size([96, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.0.pointwise_conv2.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.gamma - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.depthwise_conv.weight - torch.Size([96, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.depthwise_conv.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.norm.weight - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.norm.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.pointwise_conv1.weight - torch.Size([384, 96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.pointwise_conv1.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.pointwise_conv2.weight - torch.Size([96, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.1.pointwise_conv2.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.gamma - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.depthwise_conv.weight - torch.Size([96, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.depthwise_conv.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.norm.weight - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.norm.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.pointwise_conv1.weight - torch.Size([384, 96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.pointwise_conv1.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.pointwise_conv2.weight - torch.Size([96, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.0.2.pointwise_conv2.bias - torch.Size([96]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.gamma - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.depthwise_conv.weight - torch.Size([192, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.depthwise_conv.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.norm.weight - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.norm.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.pointwise_conv1.weight - torch.Size([768, 192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.pointwise_conv1.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.pointwise_conv2.weight - torch.Size([192, 768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.0.pointwise_conv2.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.gamma - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.depthwise_conv.weight - torch.Size([192, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.depthwise_conv.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.norm.weight - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.norm.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.pointwise_conv1.weight - torch.Size([768, 192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.pointwise_conv1.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.pointwise_conv2.weight - torch.Size([192, 768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.1.pointwise_conv2.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.gamma - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.depthwise_conv.weight - torch.Size([192, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.depthwise_conv.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.norm.weight - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.norm.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.pointwise_conv1.weight - torch.Size([768, 192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.pointwise_conv1.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.pointwise_conv2.weight - torch.Size([192, 768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.1.2.pointwise_conv2.bias - torch.Size([192]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.0.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.1.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.2.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.3.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.4.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.5.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.6.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.7.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.gamma - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.depthwise_conv.weight - torch.Size([384, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.depthwise_conv.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.norm.weight - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.norm.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.pointwise_conv1.weight - torch.Size([1536, 384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.pointwise_conv1.bias - torch.Size([1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.pointwise_conv2.weight - torch.Size([384, 1536]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.2.8.pointwise_conv2.bias - torch.Size([384]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.gamma - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.depthwise_conv.weight - torch.Size([768, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.depthwise_conv.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.norm.weight - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.norm.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.pointwise_conv1.weight - torch.Size([3072, 768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.pointwise_conv1.bias - torch.Size([3072]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.pointwise_conv2.weight - torch.Size([768, 3072]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.0.pointwise_conv2.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.gamma - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.depthwise_conv.weight - torch.Size([768, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.depthwise_conv.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.norm.weight - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.norm.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.pointwise_conv1.weight - torch.Size([3072, 768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.pointwise_conv1.bias - torch.Size([3072]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.pointwise_conv2.weight - torch.Size([768, 3072]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.1.pointwise_conv2.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.gamma - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.depthwise_conv.weight - torch.Size([768, 1, 7, 7]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.depthwise_conv.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.norm.weight - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.norm.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.pointwise_conv1.weight - torch.Size([3072, 768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.pointwise_conv1.bias - torch.Size([3072]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.pointwise_conv2.weight - torch.Size([768, 3072]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.stages.3.2.pointwise_conv2.bias - torch.Size([768]): PretrainedInit: load from https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth backbone.norm0.weight - torch.Size([96]): The value is the same before and after calling `init_weights` of DiffSegV20 backbone.norm0.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DiffSegV20 backbone.norm1.weight - torch.Size([192]): The value is the same before and after calling `init_weights` of DiffSegV20 backbone.norm1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DiffSegV20 backbone.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DiffSegV20 backbone.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DiffSegV20 backbone.norm3.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DiffSegV20 backbone.norm3.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.0.conv.weight - torch.Size([256, 96, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.lateral_convs.0.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.0.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.1.conv.weight - torch.Size([256, 192, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.lateral_convs.1.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.1.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.2.conv.weight - torch.Size([256, 384, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.lateral_convs.2.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.2.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.3.conv.weight - torch.Size([256, 768, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.lateral_convs.3.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.lateral_convs.3.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.fpn_convs.0.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.0.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.1.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.fpn_convs.1.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.1.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.2.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.fpn_convs.2.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.2.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.3.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.0.fpn_convs.3.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.0.fpn_convs.3.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.1.down.conv.weight - torch.Size([256, 1024, 1, 1]): Initialized by user-defined `init_weights` in ConvModule neck.1.down.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 neck.1.down.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.conv_seg.weight - torch.Size([19, 256, 1, 1]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.conv_seg.bias - torch.Size([19]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.attentions.0.sampling_offsets.weight - torch.Size([64, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.attentions.0.sampling_offsets.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.attentions.0.attention_weights.weight - torch.Size([32, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.attentions.0.attention_weights.bias - torch.Size([32]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.0.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.0.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.time_mlp.1.weight - torch.Size([512, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.0.time_mlp.1.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.attentions.0.sampling_offsets.weight - torch.Size([64, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.attentions.0.sampling_offsets.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.attentions.0.attention_weights.weight - torch.Size([32, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.attentions.0.attention_weights.bias - torch.Size([32]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.1.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.1.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.time_mlp.1.weight - torch.Size([512, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.1.time_mlp.1.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.attentions.0.sampling_offsets.weight - torch.Size([64, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.attentions.0.sampling_offsets.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.attentions.0.attention_weights.weight - torch.Size([32, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.attentions.0.attention_weights.bias - torch.Size([32]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.2.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.2.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.time_mlp.1.weight - torch.Size([512, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.2.time_mlp.1.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.attentions.0.sampling_offsets.weight - torch.Size([64, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.attentions.0.sampling_offsets.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.attentions.0.attention_weights.weight - torch.Size([32, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.attentions.0.attention_weights.bias - torch.Size([32]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.3.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.3.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.time_mlp.1.weight - torch.Size([512, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.3.time_mlp.1.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.attentions.0.sampling_offsets.weight - torch.Size([64, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.attentions.0.sampling_offsets.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.attentions.0.attention_weights.weight - torch.Size([32, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.attentions.0.attention_weights.bias - torch.Size([32]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.4.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.4.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.time_mlp.1.weight - torch.Size([512, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.4.time_mlp.1.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.attentions.0.sampling_offsets.weight - torch.Size([64, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.attentions.0.sampling_offsets.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.attentions.0.attention_weights.weight - torch.Size([32, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.attentions.0.attention_weights.bias - torch.Size([32]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.5.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.5.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.time_mlp.1.weight - torch.Size([512, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.5.time_mlp.1.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([1024, 256]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 1024]): Initialized by user-defined `init_weights` in DeformableHeadWithTime decode_head.encoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 decode_head.encoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 auxiliary_head.conv_seg.weight - torch.Size([19, 256, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 auxiliary_head.conv_seg.bias - torch.Size([19]): NormalInit: mean=0, std=0.01, bias=0 auxiliary_head.convs.0.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of DiffSegV20 auxiliary_head.convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 auxiliary_head.convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 embedding_table.weight - torch.Size([20, 256]): The value is the same before and after calling `init_weights` of DiffSegV20 transform.conv.weight - torch.Size([256, 512, 1, 1]): Initialized by user-defined `init_weights` in ConvModule transform.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DiffSegV20 time_mlp.0.weights - torch.Size([8]): The value is the same before and after calling `init_weights` of DiffSegV20 time_mlp.1.weight - torch.Size([1024, 17]): The value is the same before and after calling `init_weights` of DiffSegV20 time_mlp.1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 time_mlp.3.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DiffSegV20 time_mlp.3.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DiffSegV20 2023-02-24 01:05:26,041 - mmseg - INFO - DiffSegV20( (backbone): ConvNeXt( (downsample_layers): ModuleList( (0): Sequential( (0): Conv2d(3, 96, kernel_size=(4, 4), stride=(4, 4)) (1): LayerNorm2d((96,), eps=1e-06, elementwise_affine=True) ) (1): Sequential( (0): LayerNorm2d((96,), eps=1e-05, elementwise_affine=True) (1): Conv2d(96, 192, kernel_size=(2, 2), stride=(2, 2)) ) (2): Sequential( (0): LayerNorm2d((192,), eps=1e-05, elementwise_affine=True) (1): Conv2d(192, 384, kernel_size=(2, 2), stride=(2, 2)) ) (3): Sequential( (0): LayerNorm2d((384,), eps=1e-05, elementwise_affine=True) (1): Conv2d(384, 768, kernel_size=(2, 2), stride=(2, 2)) ) ) (stages): ModuleList( (0): Sequential( (0): ConvNeXtBlock( (depthwise_conv): Conv2d(96, 96, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=96) (norm): LayerNorm2d((96,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=96, out_features=384, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=384, out_features=96, bias=True) (drop_path): Identity() ) (1): ConvNeXtBlock( (depthwise_conv): Conv2d(96, 96, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=96) (norm): LayerNorm2d((96,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=96, out_features=384, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=384, out_features=96, bias=True) (drop_path): DropPath() ) (2): ConvNeXtBlock( (depthwise_conv): Conv2d(96, 96, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=96) (norm): LayerNorm2d((96,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=96, out_features=384, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=384, out_features=96, bias=True) (drop_path): DropPath() ) ) (1): Sequential( (0): ConvNeXtBlock( (depthwise_conv): Conv2d(192, 192, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=192) (norm): LayerNorm2d((192,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=192, out_features=768, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=768, out_features=192, bias=True) (drop_path): DropPath() ) (1): ConvNeXtBlock( (depthwise_conv): Conv2d(192, 192, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=192) (norm): LayerNorm2d((192,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=192, out_features=768, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=768, out_features=192, bias=True) (drop_path): DropPath() ) (2): ConvNeXtBlock( (depthwise_conv): Conv2d(192, 192, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=192) (norm): LayerNorm2d((192,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=192, out_features=768, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=768, out_features=192, bias=True) (drop_path): DropPath() ) ) (2): Sequential( (0): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (1): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (2): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (3): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (4): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (5): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (6): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (7): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) (8): ConvNeXtBlock( (depthwise_conv): Conv2d(384, 384, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=384) (norm): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=384, out_features=1536, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=1536, out_features=384, bias=True) (drop_path): DropPath() ) ) (3): Sequential( (0): ConvNeXtBlock( (depthwise_conv): Conv2d(768, 768, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=768) (norm): LayerNorm2d((768,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=768, out_features=3072, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=3072, out_features=768, bias=True) (drop_path): DropPath() ) (1): ConvNeXtBlock( (depthwise_conv): Conv2d(768, 768, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=768) (norm): LayerNorm2d((768,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=768, out_features=3072, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=3072, out_features=768, bias=True) (drop_path): DropPath() ) (2): ConvNeXtBlock( (depthwise_conv): Conv2d(768, 768, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), groups=768) (norm): LayerNorm2d((768,), eps=1e-06, elementwise_affine=True) (pointwise_conv1): Linear(in_features=768, out_features=3072, bias=True) (act): GELU(approximate=none) (pointwise_conv2): Linear(in_features=3072, out_features=768, bias=True) (drop_path): DropPath() ) ) ) (norm0): LayerNorm2d((96,), eps=1e-06, elementwise_affine=True) (norm1): LayerNorm2d((192,), eps=1e-06, elementwise_affine=True) (norm2): LayerNorm2d((384,), eps=1e-06, elementwise_affine=True) (norm3): LayerNorm2d((768,), eps=1e-06, elementwise_affine=True) ) init_cfg={'type': 'Pretrained', 'checkpoint': 'https://download.openmmlab.com/mmclassification/v0/convnext/downstream/convnext-tiny_3rdparty_32xb128-noema_in1k_20220301-795e9634.pth', 'prefix': 'backbone.'} (neck): Sequential( (0): FPN( (lateral_convs): ModuleList( (0): ConvModule( (conv): Conv2d(96, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (1): ConvModule( (conv): Conv2d(192, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (2): ConvModule( (conv): Conv2d(384, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (3): ConvModule( (conv): Conv2d(768, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) ) (fpn_convs): ModuleList( (0): ConvModule( (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (1): ConvModule( (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (2): ConvModule( (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) (3): ConvModule( (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) ) ) init_cfg={'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} (1): MultiStageMerging( (down): ConvModule( (conv): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (gn): GroupNorm(32, 256, eps=1e-05, affine=True) ) ) init_cfg={'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} ) (decode_head): DeformableHeadWithTime( input_transform=multiple_select, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(256, 19, kernel_size=(1, 1), stride=(1, 1)) (encoder): DetrTransformerEncoder( (layers): ModuleList( (0): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=64, bias=True) (attention_weights): Linear(in_features=256, out_features=32, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (time_mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (ffns): ModuleList( (0): FFN( (activate): GELU(approximate=none) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=1024, bias=True) (1): GELU(approximate=none) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=1024, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (1): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=64, bias=True) (attention_weights): Linear(in_features=256, out_features=32, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (time_mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (ffns): ModuleList( (0): FFN( (activate): GELU(approximate=none) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=1024, bias=True) (1): GELU(approximate=none) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=1024, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (2): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=64, bias=True) (attention_weights): Linear(in_features=256, out_features=32, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (time_mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (ffns): ModuleList( (0): FFN( (activate): GELU(approximate=none) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=1024, bias=True) (1): GELU(approximate=none) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=1024, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (3): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=64, bias=True) (attention_weights): Linear(in_features=256, out_features=32, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (time_mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (ffns): ModuleList( (0): FFN( (activate): GELU(approximate=none) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=1024, bias=True) (1): GELU(approximate=none) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=1024, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (4): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=64, bias=True) (attention_weights): Linear(in_features=256, out_features=32, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (time_mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (ffns): ModuleList( (0): FFN( (activate): GELU(approximate=none) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=1024, bias=True) (1): GELU(approximate=none) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=1024, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) (5): BaseTransformerLayer( (attentions): ModuleList( (0): MultiScaleDeformableAttention( (dropout): Dropout(p=0.0, inplace=False) (sampling_offsets): Linear(in_features=256, out_features=64, bias=True) (attention_weights): Linear(in_features=256, out_features=32, bias=True) (value_proj): Linear(in_features=256, out_features=256, bias=True) (output_proj): Linear(in_features=256, out_features=256, bias=True) ) ) (time_mlp): Sequential( (0): SiLU() (1): Linear(in_features=1024, out_features=512, bias=True) ) (ffns): ModuleList( (0): FFN( (activate): GELU(approximate=none) (layers): Sequential( (0): Sequential( (0): Linear(in_features=256, out_features=1024, bias=True) (1): GELU(approximate=none) (2): Dropout(p=0.0, inplace=False) ) (1): Linear(in_features=1024, out_features=256, bias=True) (2): Dropout(p=0.0, inplace=False) ) (dropout_layer): Identity() ) ) (norms): ModuleList( (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True) (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True) ) ) ) ) (positional_encoding): SinePositionalEncoding(num_feats=128, temperature=10000, normalize=True, scale=6.283185307179586, eps=1e-06) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} (auxiliary_head): FCNHead( input_transform=None, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(256, 19, kernel_size=(1, 1), stride=(1, 1)) (dropout): Dropout2d(p=0.1, inplace=False) (convs): Sequential( (0): ConvModule( (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (activate): ReLU(inplace=True) ) ) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} (embedding_table): Embedding(20, 256) (transform): ConvModule( (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1)) ) (time_mlp): Sequential( (0): LearnedSinusoidalPosEmb() (1): Linear(in_features=17, out_features=1024, bias=True) (2): GELU(approximate=none) (3): Linear(in_features=1024, out_features=1024, bias=True) ) ) 2023-02-24 01:05:26,046 - mmseg - INFO - Model size:136.06 2023-02-24 01:05:26,641 - mmseg - INFO - Loaded 2975 images 2023-02-24 01:05:29,167 - mmseg - INFO - Loaded 500 images 2023-02-24 01:05:29,199 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-02-24 01:05:29,200 - mmseg - INFO - workflow: [('train', 1)], max: 160000 iters 2023-02-24 01:05:29,200 - mmseg - INFO - Checkpoints will be saved to /apdcephfs/share_1364275/yuanfengji/project/DiffSeg/local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20 by HardDiskBackend. 2023-02-24 01:06:28,684 - mmseg - INFO - Iter [50/160000] lr: 1.959e-06, eta: 1 day, 14:35:21, time: 0.869, data_time: 0.028, memory: 21800, decode.loss_ce: 3.6231, decode.acc_seg: 7.6950, aux.loss_ce: 1.1201, aux.acc_seg: 4.6571, loss: 4.7432 2023-02-24 01:07:08,845 - mmseg - INFO - Iter [100/160000] lr: 3.958e-06, eta: 1 day, 13:07:37, time: 0.803, data_time: 0.016, memory: 21800, decode.loss_ce: 2.1864, decode.acc_seg: 31.3705, aux.loss_ce: 1.1060, aux.acc_seg: 5.7754, loss: 3.2924 2023-02-24 01:07:49,123 - mmseg - INFO - Iter [150/160000] lr: 5.955e-06, eta: 1 day, 12:39:58, time: 0.806, data_time: 0.014, memory: 21800, decode.loss_ce: 1.7906, decode.acc_seg: 40.7997, aux.loss_ce: 1.0995, aux.acc_seg: 9.5375, loss: 2.8901 2023-02-24 01:08:32,204 - mmseg - INFO - Iter [200/160000] lr: 7.950e-06, eta: 1 day, 13:03:07, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 1.4639, decode.acc_seg: 54.9200, aux.loss_ce: 1.0673, aux.acc_seg: 22.8187, loss: 2.5311 2023-02-24 01:09:12,223 - mmseg - INFO - Iter [250/160000] lr: 9.945e-06, eta: 1 day, 12:44:02, time: 0.800, data_time: 0.010, memory: 21800, decode.loss_ce: 1.1522, decode.acc_seg: 65.8201, aux.loss_ce: 1.0233, aux.acc_seg: 44.2267, loss: 2.1755 2023-02-24 01:09:52,296 - mmseg - INFO - Iter [300/160000] lr: 1.194e-05, eta: 1 day, 12:31:44, time: 0.802, data_time: 0.011, memory: 21800, decode.loss_ce: 0.9195, decode.acc_seg: 72.5728, aux.loss_ce: 0.9444, aux.acc_seg: 62.3436, loss: 1.8639 2023-02-24 01:10:32,414 - mmseg - INFO - Iter [350/160000] lr: 1.393e-05, eta: 1 day, 12:23:00, time: 0.802, data_time: 0.011, memory: 21800, decode.loss_ce: 0.7787, decode.acc_seg: 76.2570, aux.loss_ce: 0.8562, aux.acc_seg: 69.2931, loss: 1.6350 2023-02-24 01:11:15,284 - mmseg - INFO - Iter [400/160000] lr: 1.592e-05, eta: 1 day, 12:34:38, time: 0.857, data_time: 0.068, memory: 21800, decode.loss_ce: 0.7467, decode.acc_seg: 77.3953, aux.loss_ce: 0.7848, aux.acc_seg: 70.0749, loss: 1.5315 2023-02-24 01:11:55,352 - mmseg - INFO - Iter [450/160000] lr: 1.791e-05, eta: 1 day, 12:26:55, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.6640, decode.acc_seg: 79.3248, aux.loss_ce: 0.7073, aux.acc_seg: 72.4066, loss: 1.3714 2023-02-24 01:12:35,391 - mmseg - INFO - Iter [500/160000] lr: 1.990e-05, eta: 1 day, 12:20:29, time: 0.801, data_time: 0.011, memory: 21800, decode.loss_ce: 0.6086, decode.acc_seg: 80.5841, aux.loss_ce: 0.6466, aux.acc_seg: 73.1599, loss: 1.2551 2023-02-24 01:13:15,413 - mmseg - INFO - Iter [550/160000] lr: 2.188e-05, eta: 1 day, 12:15:00, time: 0.800, data_time: 0.011, memory: 21800, decode.loss_ce: 0.5741, decode.acc_seg: 82.0620, aux.loss_ce: 0.5869, aux.acc_seg: 75.0820, loss: 1.1610 2023-02-24 01:13:58,722 - mmseg - INFO - Iter [600/160000] lr: 2.387e-05, eta: 1 day, 12:24:53, time: 0.866, data_time: 0.076, memory: 21800, decode.loss_ce: 0.5250, decode.acc_seg: 82.9015, aux.loss_ce: 0.5428, aux.acc_seg: 75.3572, loss: 1.0678 2023-02-24 01:14:39,223 - mmseg - INFO - Iter [650/160000] lr: 2.585e-05, eta: 1 day, 12:21:40, time: 0.810, data_time: 0.021, memory: 21800, decode.loss_ce: 0.5084, decode.acc_seg: 83.4666, aux.loss_ce: 0.5066, aux.acc_seg: 75.4577, loss: 1.0151 2023-02-24 01:15:19,627 - mmseg - INFO - Iter [700/160000] lr: 2.784e-05, eta: 1 day, 12:18:24, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.4956, decode.acc_seg: 83.8223, aux.loss_ce: 0.4695, aux.acc_seg: 77.6083, loss: 0.9652 2023-02-24 01:16:02,496 - mmseg - INFO - Iter [750/160000] lr: 2.982e-05, eta: 1 day, 12:24:17, time: 0.858, data_time: 0.068, memory: 21800, decode.loss_ce: 0.4596, decode.acc_seg: 85.0616, aux.loss_ce: 0.4317, aux.acc_seg: 78.9593, loss: 0.8913 2023-02-24 01:16:42,387 - mmseg - INFO - Iter [800/160000] lr: 3.180e-05, eta: 1 day, 12:19:26, time: 0.798, data_time: 0.010, memory: 21800, decode.loss_ce: 0.4263, decode.acc_seg: 85.9367, aux.loss_ce: 0.3986, aux.acc_seg: 80.2458, loss: 0.8249 2023-02-24 01:17:22,377 - mmseg - INFO - Iter [850/160000] lr: 3.378e-05, eta: 1 day, 12:15:19, time: 0.799, data_time: 0.010, memory: 21800, decode.loss_ce: 0.4825, decode.acc_seg: 83.8786, aux.loss_ce: 0.3948, aux.acc_seg: 78.6383, loss: 0.8773 2023-02-24 01:18:02,373 - mmseg - INFO - Iter [900/160000] lr: 3.576e-05, eta: 1 day, 12:11:42, time: 0.800, data_time: 0.010, memory: 21800, decode.loss_ce: 0.4284, decode.acc_seg: 85.7977, aux.loss_ce: 0.3632, aux.acc_seg: 81.2554, loss: 0.7916 2023-02-24 01:18:45,973 - mmseg - INFO - Iter [950/160000] lr: 3.773e-05, eta: 1 day, 12:18:25, time: 0.872, data_time: 0.078, memory: 21800, decode.loss_ce: 0.4292, decode.acc_seg: 85.5287, aux.loss_ce: 0.3351, aux.acc_seg: 81.9659, loss: 0.7644 2023-02-24 01:19:25,870 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 01:19:25,870 - mmseg - INFO - Iter [1000/160000] lr: 3.971e-05, eta: 1 day, 12:14:34, time: 0.798, data_time: 0.010, memory: 21800, decode.loss_ce: 0.4095, decode.acc_seg: 86.2597, aux.loss_ce: 0.3158, aux.acc_seg: 82.6712, loss: 0.7252 2023-02-24 01:20:05,776 - mmseg - INFO - Iter [1050/160000] lr: 4.168e-05, eta: 1 day, 12:11:03, time: 0.798, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3990, decode.acc_seg: 86.1841, aux.loss_ce: 0.2971, aux.acc_seg: 83.2881, loss: 0.6961 2023-02-24 01:20:45,670 - mmseg - INFO - Iter [1100/160000] lr: 4.366e-05, eta: 1 day, 12:07:45, time: 0.798, data_time: 0.010, memory: 21800, decode.loss_ce: 0.4110, decode.acc_seg: 86.3467, aux.loss_ce: 0.2960, aux.acc_seg: 82.5683, loss: 0.7071 2023-02-24 01:21:28,440 - mmseg - INFO - Iter [1150/160000] lr: 4.563e-05, eta: 1 day, 12:11:19, time: 0.855, data_time: 0.067, memory: 21800, decode.loss_ce: 0.3955, decode.acc_seg: 86.5473, aux.loss_ce: 0.2733, aux.acc_seg: 83.8924, loss: 0.6688 2023-02-24 01:22:08,731 - mmseg - INFO - Iter [1200/160000] lr: 4.760e-05, eta: 1 day, 12:09:03, time: 0.806, data_time: 0.009, memory: 21800, decode.loss_ce: 0.3969, decode.acc_seg: 86.5912, aux.loss_ce: 0.2642, aux.acc_seg: 83.8763, loss: 0.6611 2023-02-24 01:22:48,950 - mmseg - INFO - Iter [1250/160000] lr: 4.957e-05, eta: 1 day, 12:06:46, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3802, decode.acc_seg: 86.9291, aux.loss_ce: 0.2556, aux.acc_seg: 83.7362, loss: 0.6358 2023-02-24 01:23:29,475 - mmseg - INFO - Iter [1300/160000] lr: 5.154e-05, eta: 1 day, 12:05:13, time: 0.811, data_time: 0.023, memory: 21800, decode.loss_ce: 0.3623, decode.acc_seg: 87.5110, aux.loss_ce: 0.2397, aux.acc_seg: 84.5615, loss: 0.6020 2023-02-24 01:24:13,429 - mmseg - INFO - Iter [1350/160000] lr: 5.351e-05, eta: 1 day, 12:10:28, time: 0.879, data_time: 0.091, memory: 21800, decode.loss_ce: 0.3912, decode.acc_seg: 86.8820, aux.loss_ce: 0.2445, aux.acc_seg: 84.1868, loss: 0.6357 2023-02-24 01:24:53,599 - mmseg - INFO - Iter [1400/160000] lr: 5.547e-05, eta: 1 day, 12:08:08, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.3532, decode.acc_seg: 88.0925, aux.loss_ce: 0.2245, aux.acc_seg: 85.2101, loss: 0.5777 2023-02-24 01:25:33,521 - mmseg - INFO - Iter [1450/160000] lr: 5.744e-05, eta: 1 day, 12:05:27, time: 0.798, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3351, decode.acc_seg: 88.5261, aux.loss_ce: 0.2107, aux.acc_seg: 86.0029, loss: 0.5458 2023-02-24 01:26:16,302 - mmseg - INFO - Iter [1500/160000] lr: 5.940e-05, eta: 1 day, 12:07:58, time: 0.856, data_time: 0.064, memory: 21800, decode.loss_ce: 0.3553, decode.acc_seg: 87.6540, aux.loss_ce: 0.2170, aux.acc_seg: 85.2632, loss: 0.5724 2023-02-24 01:26:56,280 - mmseg - INFO - Iter [1550/160000] lr: 5.942e-05, eta: 1 day, 12:05:28, time: 0.799, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3452, decode.acc_seg: 88.2053, aux.loss_ce: 0.2029, aux.acc_seg: 86.0135, loss: 0.5481 2023-02-24 01:27:36,215 - mmseg - INFO - Iter [1600/160000] lr: 5.940e-05, eta: 1 day, 12:03:02, time: 0.799, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3416, decode.acc_seg: 88.2665, aux.loss_ce: 0.2017, aux.acc_seg: 86.0785, loss: 0.5432 2023-02-24 01:28:16,233 - mmseg - INFO - Iter [1650/160000] lr: 5.938e-05, eta: 1 day, 12:00:50, time: 0.800, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3421, decode.acc_seg: 88.2316, aux.loss_ce: 0.1989, aux.acc_seg: 86.1168, loss: 0.5410 2023-02-24 01:28:59,111 - mmseg - INFO - Iter [1700/160000] lr: 5.936e-05, eta: 1 day, 12:03:09, time: 0.858, data_time: 0.070, memory: 21800, decode.loss_ce: 0.3216, decode.acc_seg: 88.8038, aux.loss_ce: 0.1862, aux.acc_seg: 86.9158, loss: 0.5078 2023-02-24 01:29:39,614 - mmseg - INFO - Iter [1750/160000] lr: 5.934e-05, eta: 1 day, 12:01:44, time: 0.810, data_time: 0.022, memory: 21800, decode.loss_ce: 0.3126, decode.acc_seg: 89.1632, aux.loss_ce: 0.1792, aux.acc_seg: 87.6496, loss: 0.4918 2023-02-24 01:30:19,910 - mmseg - INFO - Iter [1800/160000] lr: 5.933e-05, eta: 1 day, 12:00:03, time: 0.806, data_time: 0.017, memory: 21800, decode.loss_ce: 0.3305, decode.acc_seg: 88.4934, aux.loss_ce: 0.1835, aux.acc_seg: 87.0321, loss: 0.5140 2023-02-24 01:30:59,861 - mmseg - INFO - Iter [1850/160000] lr: 5.931e-05, eta: 1 day, 11:57:55, time: 0.799, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3115, decode.acc_seg: 89.2147, aux.loss_ce: 0.1734, aux.acc_seg: 87.8644, loss: 0.4849 2023-02-24 01:31:43,076 - mmseg - INFO - Iter [1900/160000] lr: 5.929e-05, eta: 1 day, 12:00:24, time: 0.864, data_time: 0.069, memory: 21800, decode.loss_ce: 0.3196, decode.acc_seg: 88.9640, aux.loss_ce: 0.1759, aux.acc_seg: 87.4517, loss: 0.4955 2023-02-24 01:32:23,002 - mmseg - INFO - Iter [1950/160000] lr: 5.927e-05, eta: 1 day, 11:58:16, time: 0.798, data_time: 0.010, memory: 21800, decode.loss_ce: 0.3070, decode.acc_seg: 89.4340, aux.loss_ce: 0.1656, aux.acc_seg: 87.9674, loss: 0.4726 2023-02-24 01:33:03,071 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 01:33:03,072 - mmseg - INFO - Iter [2000/160000] lr: 5.925e-05, eta: 1 day, 11:56:25, time: 0.801, data_time: 0.011, memory: 21800, decode.loss_ce: 0.3151, decode.acc_seg: 89.0960, aux.loss_ce: 0.1656, aux.acc_seg: 87.8065, loss: 0.4807 2023-02-24 01:33:46,095 - mmseg - INFO - Iter [2050/160000] lr: 5.923e-05, eta: 1 day, 11:58:24, time: 0.860, data_time: 0.068, memory: 21800, decode.loss_ce: 0.3033, decode.acc_seg: 89.5271, aux.loss_ce: 0.1636, aux.acc_seg: 88.1873, loss: 0.4669 2023-02-24 01:34:26,042 - mmseg - INFO - Iter [2100/160000] lr: 5.921e-05, eta: 1 day, 11:56:24, time: 0.799, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2936, decode.acc_seg: 89.7713, aux.loss_ce: 0.1569, aux.acc_seg: 88.4252, loss: 0.4505 2023-02-24 01:35:06,171 - mmseg - INFO - Iter [2150/160000] lr: 5.919e-05, eta: 1 day, 11:54:41, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2954, decode.acc_seg: 89.8644, aux.loss_ce: 0.1558, aux.acc_seg: 88.6269, loss: 0.4512 2023-02-24 01:35:46,243 - mmseg - INFO - Iter [2200/160000] lr: 5.918e-05, eta: 1 day, 11:52:57, time: 0.801, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2871, decode.acc_seg: 89.9203, aux.loss_ce: 0.1556, aux.acc_seg: 88.4119, loss: 0.4427 2023-02-24 01:36:29,762 - mmseg - INFO - Iter [2250/160000] lr: 5.916e-05, eta: 1 day, 11:55:18, time: 0.870, data_time: 0.083, memory: 21800, decode.loss_ce: 0.2841, decode.acc_seg: 90.1452, aux.loss_ce: 0.1503, aux.acc_seg: 88.7616, loss: 0.4344 2023-02-24 01:37:10,448 - mmseg - INFO - Iter [2300/160000] lr: 5.914e-05, eta: 1 day, 11:54:16, time: 0.814, data_time: 0.018, memory: 21800, decode.loss_ce: 0.2895, decode.acc_seg: 89.8672, aux.loss_ce: 0.1507, aux.acc_seg: 88.6412, loss: 0.4402 2023-02-24 01:37:50,510 - mmseg - INFO - Iter [2350/160000] lr: 5.912e-05, eta: 1 day, 11:52:33, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2887, decode.acc_seg: 89.9686, aux.loss_ce: 0.1524, aux.acc_seg: 88.5489, loss: 0.4411 2023-02-24 01:38:30,580 - mmseg - INFO - Iter [2400/160000] lr: 5.910e-05, eta: 1 day, 11:50:53, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2778, decode.acc_seg: 90.2047, aux.loss_ce: 0.1486, aux.acc_seg: 88.6510, loss: 0.4264 2023-02-24 01:39:13,446 - mmseg - INFO - Iter [2450/160000] lr: 5.908e-05, eta: 1 day, 11:52:16, time: 0.857, data_time: 0.064, memory: 21800, decode.loss_ce: 0.2840, decode.acc_seg: 90.1254, aux.loss_ce: 0.1447, aux.acc_seg: 88.9187, loss: 0.4286 2023-02-24 01:39:53,508 - mmseg - INFO - Iter [2500/160000] lr: 5.906e-05, eta: 1 day, 11:50:37, time: 0.801, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2771, decode.acc_seg: 90.4265, aux.loss_ce: 0.1430, aux.acc_seg: 89.0011, loss: 0.4201 2023-02-24 01:40:33,564 - mmseg - INFO - Iter [2550/160000] lr: 5.904e-05, eta: 1 day, 11:49:00, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2679, decode.acc_seg: 90.6367, aux.loss_ce: 0.1407, aux.acc_seg: 89.0902, loss: 0.4085 2023-02-24 01:41:13,605 - mmseg - INFO - Iter [2600/160000] lr: 5.903e-05, eta: 1 day, 11:47:24, time: 0.801, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2840, decode.acc_seg: 90.2070, aux.loss_ce: 0.1421, aux.acc_seg: 88.9078, loss: 0.4261 2023-02-24 01:41:57,413 - mmseg - INFO - Iter [2650/160000] lr: 5.901e-05, eta: 1 day, 11:49:34, time: 0.876, data_time: 0.066, memory: 21800, decode.loss_ce: 0.2645, decode.acc_seg: 90.7850, aux.loss_ce: 0.1394, aux.acc_seg: 89.1063, loss: 0.4039 2023-02-24 01:42:37,440 - mmseg - INFO - Iter [2700/160000] lr: 5.899e-05, eta: 1 day, 11:47:57, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2705, decode.acc_seg: 90.4276, aux.loss_ce: 0.1377, aux.acc_seg: 89.1014, loss: 0.4082 2023-02-24 01:43:17,507 - mmseg - INFO - Iter [2750/160000] lr: 5.897e-05, eta: 1 day, 11:46:25, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2693, decode.acc_seg: 90.8152, aux.loss_ce: 0.1341, aux.acc_seg: 89.5781, loss: 0.4034 2023-02-24 01:44:00,480 - mmseg - INFO - Iter [2800/160000] lr: 5.895e-05, eta: 1 day, 11:47:37, time: 0.859, data_time: 0.069, memory: 21800, decode.loss_ce: 0.2646, decode.acc_seg: 90.9068, aux.loss_ce: 0.1356, aux.acc_seg: 89.3013, loss: 0.4002 2023-02-24 01:44:40,558 - mmseg - INFO - Iter [2850/160000] lr: 5.893e-05, eta: 1 day, 11:46:07, time: 0.802, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2631, decode.acc_seg: 90.8883, aux.loss_ce: 0.1333, aux.acc_seg: 89.4664, loss: 0.3964 2023-02-24 01:45:20,606 - mmseg - INFO - Iter [2900/160000] lr: 5.891e-05, eta: 1 day, 11:44:36, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2640, decode.acc_seg: 90.6751, aux.loss_ce: 0.1313, aux.acc_seg: 89.5602, loss: 0.3952 2023-02-24 01:46:00,604 - mmseg - INFO - Iter [2950/160000] lr: 5.889e-05, eta: 1 day, 11:43:04, time: 0.800, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2615, decode.acc_seg: 90.8831, aux.loss_ce: 0.1338, aux.acc_seg: 89.2586, loss: 0.3953 2023-02-24 01:46:43,693 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 01:46:43,694 - mmseg - INFO - Iter [3000/160000] lr: 5.888e-05, eta: 1 day, 11:44:16, time: 0.862, data_time: 0.069, memory: 21800, decode.loss_ce: 0.2662, decode.acc_seg: 90.7337, aux.loss_ce: 0.1299, aux.acc_seg: 89.6829, loss: 0.3961 2023-02-24 01:47:23,729 - mmseg - INFO - Iter [3050/160000] lr: 5.886e-05, eta: 1 day, 11:42:46, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2471, decode.acc_seg: 91.2173, aux.loss_ce: 0.1255, aux.acc_seg: 89.8466, loss: 0.3725 2023-02-24 01:48:03,807 - mmseg - INFO - Iter [3100/160000] lr: 5.884e-05, eta: 1 day, 11:41:21, time: 0.801, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2499, decode.acc_seg: 91.1314, aux.loss_ce: 0.1260, aux.acc_seg: 89.8003, loss: 0.3759 2023-02-24 01:48:44,050 - mmseg - INFO - Iter [3150/160000] lr: 5.882e-05, eta: 1 day, 11:40:05, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2386, decode.acc_seg: 91.5129, aux.loss_ce: 0.1198, aux.acc_seg: 90.4180, loss: 0.3584 2023-02-24 01:49:26,938 - mmseg - INFO - Iter [3200/160000] lr: 5.880e-05, eta: 1 day, 11:41:00, time: 0.858, data_time: 0.067, memory: 21800, decode.loss_ce: 0.2568, decode.acc_seg: 90.9011, aux.loss_ce: 0.1302, aux.acc_seg: 89.5966, loss: 0.3869 2023-02-24 01:50:07,065 - mmseg - INFO - Iter [3250/160000] lr: 5.878e-05, eta: 1 day, 11:39:39, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2605, decode.acc_seg: 90.8580, aux.loss_ce: 0.1268, aux.acc_seg: 89.7188, loss: 0.3874 2023-02-24 01:50:47,179 - mmseg - INFO - Iter [3300/160000] lr: 5.876e-05, eta: 1 day, 11:38:18, time: 0.802, data_time: 0.012, memory: 21800, decode.loss_ce: 0.2371, decode.acc_seg: 91.6090, aux.loss_ce: 0.1181, aux.acc_seg: 90.4377, loss: 0.3552 2023-02-24 01:51:30,230 - mmseg - INFO - Iter [3350/160000] lr: 5.874e-05, eta: 1 day, 11:39:16, time: 0.861, data_time: 0.069, memory: 21800, decode.loss_ce: 0.2560, decode.acc_seg: 90.9379, aux.loss_ce: 0.1273, aux.acc_seg: 89.4907, loss: 0.3833 2023-02-24 01:52:10,630 - mmseg - INFO - Iter [3400/160000] lr: 5.873e-05, eta: 1 day, 11:38:08, time: 0.808, data_time: 0.014, memory: 21800, decode.loss_ce: 0.2571, decode.acc_seg: 90.9295, aux.loss_ce: 0.1234, aux.acc_seg: 89.9623, loss: 0.3805 2023-02-24 01:52:50,828 - mmseg - INFO - Iter [3450/160000] lr: 5.871e-05, eta: 1 day, 11:36:52, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2384, decode.acc_seg: 91.6361, aux.loss_ce: 0.1174, aux.acc_seg: 90.4507, loss: 0.3558 2023-02-24 01:53:31,082 - mmseg - INFO - Iter [3500/160000] lr: 5.869e-05, eta: 1 day, 11:35:41, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2572, decode.acc_seg: 91.1842, aux.loss_ce: 0.1219, aux.acc_seg: 90.1944, loss: 0.3790 2023-02-24 01:54:14,307 - mmseg - INFO - Iter [3550/160000] lr: 5.867e-05, eta: 1 day, 11:36:41, time: 0.865, data_time: 0.071, memory: 21800, decode.loss_ce: 0.2638, decode.acc_seg: 90.8195, aux.loss_ce: 0.1265, aux.acc_seg: 89.6859, loss: 0.3903 2023-02-24 01:54:54,590 - mmseg - INFO - Iter [3600/160000] lr: 5.865e-05, eta: 1 day, 11:35:29, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2454, decode.acc_seg: 91.3406, aux.loss_ce: 0.1206, aux.acc_seg: 90.1510, loss: 0.3660 2023-02-24 01:55:34,928 - mmseg - INFO - Iter [3650/160000] lr: 5.863e-05, eta: 1 day, 11:34:22, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.2503, decode.acc_seg: 91.2401, aux.loss_ce: 0.1223, aux.acc_seg: 89.9284, loss: 0.3726 2023-02-24 01:56:15,652 - mmseg - INFO - Iter [3700/160000] lr: 5.861e-05, eta: 1 day, 11:33:31, time: 0.815, data_time: 0.025, memory: 21800, decode.loss_ce: 0.2338, decode.acc_seg: 91.7221, aux.loss_ce: 0.1148, aux.acc_seg: 90.6660, loss: 0.3486 2023-02-24 01:56:59,688 - mmseg - INFO - Iter [3750/160000] lr: 5.859e-05, eta: 1 day, 11:34:59, time: 0.881, data_time: 0.070, memory: 21800, decode.loss_ce: 0.2333, decode.acc_seg: 91.7135, aux.loss_ce: 0.1127, aux.acc_seg: 90.6772, loss: 0.3460 2023-02-24 01:57:39,725 - mmseg - INFO - Iter [3800/160000] lr: 5.858e-05, eta: 1 day, 11:33:39, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2390, decode.acc_seg: 91.7227, aux.loss_ce: 0.1168, aux.acc_seg: 90.6177, loss: 0.3558 2023-02-24 01:58:19,800 - mmseg - INFO - Iter [3850/160000] lr: 5.856e-05, eta: 1 day, 11:32:21, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2455, decode.acc_seg: 91.3618, aux.loss_ce: 0.1178, aux.acc_seg: 90.3588, loss: 0.3632 2023-02-24 01:58:59,859 - mmseg - INFO - Iter [3900/160000] lr: 5.854e-05, eta: 1 day, 11:31:03, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2396, decode.acc_seg: 91.5997, aux.loss_ce: 0.1172, aux.acc_seg: 90.3997, loss: 0.3568 2023-02-24 01:59:42,835 - mmseg - INFO - Iter [3950/160000] lr: 5.852e-05, eta: 1 day, 11:31:43, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.2292, decode.acc_seg: 91.9730, aux.loss_ce: 0.1076, aux.acc_seg: 91.1000, loss: 0.3367 2023-02-24 02:00:23,068 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 02:00:23,069 - mmseg - INFO - Iter [4000/160000] lr: 5.850e-05, eta: 1 day, 11:30:32, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2295, decode.acc_seg: 92.0649, aux.loss_ce: 0.1120, aux.acc_seg: 90.7787, loss: 0.3415 2023-02-24 02:01:03,361 - mmseg - INFO - Iter [4050/160000] lr: 5.848e-05, eta: 1 day, 11:29:25, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2323, decode.acc_seg: 91.9652, aux.loss_ce: 0.1123, aux.acc_seg: 90.8665, loss: 0.3446 2023-02-24 02:01:46,362 - mmseg - INFO - Iter [4100/160000] lr: 5.846e-05, eta: 1 day, 11:30:02, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.2454, decode.acc_seg: 91.3205, aux.loss_ce: 0.1148, aux.acc_seg: 90.4211, loss: 0.3602 2023-02-24 02:02:26,601 - mmseg - INFO - Iter [4150/160000] lr: 5.844e-05, eta: 1 day, 11:28:52, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2288, decode.acc_seg: 91.8442, aux.loss_ce: 0.1102, aux.acc_seg: 90.8379, loss: 0.3391 2023-02-24 02:03:06,723 - mmseg - INFO - Iter [4200/160000] lr: 5.843e-05, eta: 1 day, 11:27:40, time: 0.802, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2257, decode.acc_seg: 92.0565, aux.loss_ce: 0.1094, aux.acc_seg: 91.0281, loss: 0.3351 2023-02-24 02:03:46,858 - mmseg - INFO - Iter [4250/160000] lr: 5.841e-05, eta: 1 day, 11:26:28, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2196, decode.acc_seg: 92.2104, aux.loss_ce: 0.1097, aux.acc_seg: 90.8581, loss: 0.3293 2023-02-24 02:04:29,726 - mmseg - INFO - Iter [4300/160000] lr: 5.839e-05, eta: 1 day, 11:26:56, time: 0.857, data_time: 0.065, memory: 21800, decode.loss_ce: 0.2299, decode.acc_seg: 91.9522, aux.loss_ce: 0.1083, aux.acc_seg: 91.0215, loss: 0.3382 2023-02-24 02:05:09,858 - mmseg - INFO - Iter [4350/160000] lr: 5.837e-05, eta: 1 day, 11:25:45, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2254, decode.acc_seg: 92.1068, aux.loss_ce: 0.1092, aux.acc_seg: 91.0096, loss: 0.3347 2023-02-24 02:05:49,999 - mmseg - INFO - Iter [4400/160000] lr: 5.835e-05, eta: 1 day, 11:24:34, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2205, decode.acc_seg: 92.3008, aux.loss_ce: 0.1078, aux.acc_seg: 91.0685, loss: 0.3284 2023-02-24 02:06:30,068 - mmseg - INFO - Iter [4450/160000] lr: 5.833e-05, eta: 1 day, 11:23:22, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2364, decode.acc_seg: 91.7902, aux.loss_ce: 0.1097, aux.acc_seg: 90.9472, loss: 0.3461 2023-02-24 02:07:12,890 - mmseg - INFO - Iter [4500/160000] lr: 5.831e-05, eta: 1 day, 11:23:46, time: 0.856, data_time: 0.063, memory: 21800, decode.loss_ce: 0.2298, decode.acc_seg: 91.9300, aux.loss_ce: 0.1080, aux.acc_seg: 90.9773, loss: 0.3378 2023-02-24 02:07:53,269 - mmseg - INFO - Iter [4550/160000] lr: 5.829e-05, eta: 1 day, 11:22:45, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2284, decode.acc_seg: 91.8251, aux.loss_ce: 0.1121, aux.acc_seg: 90.6307, loss: 0.3405 2023-02-24 02:08:33,376 - mmseg - INFO - Iter [4600/160000] lr: 5.828e-05, eta: 1 day, 11:21:35, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2215, decode.acc_seg: 92.2003, aux.loss_ce: 0.1069, aux.acc_seg: 91.0511, loss: 0.3284 2023-02-24 02:09:13,461 - mmseg - INFO - Iter [4650/160000] lr: 5.826e-05, eta: 1 day, 11:20:24, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2225, decode.acc_seg: 92.1837, aux.loss_ce: 0.1052, aux.acc_seg: 91.3142, loss: 0.3276 2023-02-24 02:09:56,854 - mmseg - INFO - Iter [4700/160000] lr: 5.824e-05, eta: 1 day, 11:21:04, time: 0.868, data_time: 0.069, memory: 21800, decode.loss_ce: 0.2202, decode.acc_seg: 92.1855, aux.loss_ce: 0.1062, aux.acc_seg: 91.0035, loss: 0.3264 2023-02-24 02:10:36,978 - mmseg - INFO - Iter [4750/160000] lr: 5.822e-05, eta: 1 day, 11:19:56, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2246, decode.acc_seg: 92.1693, aux.loss_ce: 0.1044, aux.acc_seg: 91.2470, loss: 0.3290 2023-02-24 02:11:17,083 - mmseg - INFO - Iter [4800/160000] lr: 5.820e-05, eta: 1 day, 11:18:47, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2262, decode.acc_seg: 91.8410, aux.loss_ce: 0.1074, aux.acc_seg: 90.9617, loss: 0.3336 2023-02-24 02:12:00,046 - mmseg - INFO - Iter [4850/160000] lr: 5.818e-05, eta: 1 day, 11:19:10, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.2102, decode.acc_seg: 92.6374, aux.loss_ce: 0.1008, aux.acc_seg: 91.5924, loss: 0.3110 2023-02-24 02:12:40,111 - mmseg - INFO - Iter [4900/160000] lr: 5.816e-05, eta: 1 day, 11:18:00, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2309, decode.acc_seg: 92.0487, aux.loss_ce: 0.1060, aux.acc_seg: 91.1306, loss: 0.3370 2023-02-24 02:13:20,285 - mmseg - INFO - Iter [4950/160000] lr: 5.814e-05, eta: 1 day, 11:16:54, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2277, decode.acc_seg: 92.0047, aux.loss_ce: 0.1071, aux.acc_seg: 90.9854, loss: 0.3348 2023-02-24 02:14:00,442 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 02:14:00,443 - mmseg - INFO - Iter [5000/160000] lr: 5.813e-05, eta: 1 day, 11:15:48, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2217, decode.acc_seg: 92.2744, aux.loss_ce: 0.1046, aux.acc_seg: 91.2425, loss: 0.3263 2023-02-24 02:14:44,473 - mmseg - INFO - Iter [5050/160000] lr: 5.811e-05, eta: 1 day, 11:16:42, time: 0.881, data_time: 0.086, memory: 21800, decode.loss_ce: 0.1994, decode.acc_seg: 92.8484, aux.loss_ce: 0.0957, aux.acc_seg: 91.8707, loss: 0.2950 2023-02-24 02:15:24,609 - mmseg - INFO - Iter [5100/160000] lr: 5.809e-05, eta: 1 day, 11:15:35, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2114, decode.acc_seg: 92.7552, aux.loss_ce: 0.0994, aux.acc_seg: 91.8362, loss: 0.3108 2023-02-24 02:16:04,865 - mmseg - INFO - Iter [5150/160000] lr: 5.807e-05, eta: 1 day, 11:14:33, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2077, decode.acc_seg: 92.5006, aux.loss_ce: 0.0992, aux.acc_seg: 91.5388, loss: 0.3069 2023-02-24 02:16:45,311 - mmseg - INFO - Iter [5200/160000] lr: 5.805e-05, eta: 1 day, 11:13:36, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2105, decode.acc_seg: 92.5514, aux.loss_ce: 0.1021, aux.acc_seg: 91.3817, loss: 0.3125 2023-02-24 02:17:28,392 - mmseg - INFO - Iter [5250/160000] lr: 5.803e-05, eta: 1 day, 11:13:58, time: 0.862, data_time: 0.069, memory: 21800, decode.loss_ce: 0.2187, decode.acc_seg: 92.3199, aux.loss_ce: 0.1037, aux.acc_seg: 91.2833, loss: 0.3225 2023-02-24 02:18:08,664 - mmseg - INFO - Iter [5300/160000] lr: 5.801e-05, eta: 1 day, 11:12:56, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.2119, decode.acc_seg: 92.4753, aux.loss_ce: 0.1027, aux.acc_seg: 91.2819, loss: 0.3146 2023-02-24 02:18:48,833 - mmseg - INFO - Iter [5350/160000] lr: 5.799e-05, eta: 1 day, 11:11:52, time: 0.803, data_time: 0.012, memory: 21800, decode.loss_ce: 0.2093, decode.acc_seg: 92.6416, aux.loss_ce: 0.0997, aux.acc_seg: 91.5569, loss: 0.3090 2023-02-24 02:19:32,040 - mmseg - INFO - Iter [5400/160000] lr: 5.798e-05, eta: 1 day, 11:12:14, time: 0.864, data_time: 0.071, memory: 21800, decode.loss_ce: 0.2074, decode.acc_seg: 92.5938, aux.loss_ce: 0.1004, aux.acc_seg: 91.5373, loss: 0.3078 2023-02-24 02:20:12,155 - mmseg - INFO - Iter [5450/160000] lr: 5.796e-05, eta: 1 day, 11:11:09, time: 0.803, data_time: 0.012, memory: 21800, decode.loss_ce: 0.2087, decode.acc_seg: 92.5327, aux.loss_ce: 0.0998, aux.acc_seg: 91.5876, loss: 0.3085 2023-02-24 02:20:52,380 - mmseg - INFO - Iter [5500/160000] lr: 5.794e-05, eta: 1 day, 11:10:07, time: 0.804, data_time: 0.013, memory: 21800, decode.loss_ce: 0.2027, decode.acc_seg: 92.7536, aux.loss_ce: 0.0990, aux.acc_seg: 91.6460, loss: 0.3017 2023-02-24 02:21:32,574 - mmseg - INFO - Iter [5550/160000] lr: 5.792e-05, eta: 1 day, 11:09:04, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2083, decode.acc_seg: 92.6049, aux.loss_ce: 0.0987, aux.acc_seg: 91.6897, loss: 0.3070 2023-02-24 02:22:15,853 - mmseg - INFO - Iter [5600/160000] lr: 5.790e-05, eta: 1 day, 11:09:27, time: 0.866, data_time: 0.070, memory: 21800, decode.loss_ce: 0.2182, decode.acc_seg: 92.2410, aux.loss_ce: 0.1033, aux.acc_seg: 91.2546, loss: 0.3215 2023-02-24 02:22:57,012 - mmseg - INFO - Iter [5650/160000] lr: 5.788e-05, eta: 1 day, 11:08:51, time: 0.823, data_time: 0.031, memory: 21800, decode.loss_ce: 0.2026, decode.acc_seg: 92.8752, aux.loss_ce: 0.0987, aux.acc_seg: 91.6910, loss: 0.3013 2023-02-24 02:23:37,215 - mmseg - INFO - Iter [5700/160000] lr: 5.786e-05, eta: 1 day, 11:07:48, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2026, decode.acc_seg: 92.6488, aux.loss_ce: 0.0992, aux.acc_seg: 91.5278, loss: 0.3018 2023-02-24 02:24:17,349 - mmseg - INFO - Iter [5750/160000] lr: 5.784e-05, eta: 1 day, 11:06:45, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2090, decode.acc_seg: 92.5657, aux.loss_ce: 0.0999, aux.acc_seg: 91.4849, loss: 0.3089 2023-02-24 02:25:00,400 - mmseg - INFO - Iter [5800/160000] lr: 5.783e-05, eta: 1 day, 11:06:59, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.2225, decode.acc_seg: 92.1561, aux.loss_ce: 0.1046, aux.acc_seg: 91.1674, loss: 0.3271 2023-02-24 02:25:40,528 - mmseg - INFO - Iter [5850/160000] lr: 5.781e-05, eta: 1 day, 11:05:55, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2177, decode.acc_seg: 92.4028, aux.loss_ce: 0.1024, aux.acc_seg: 91.3293, loss: 0.3201 2023-02-24 02:26:20,608 - mmseg - INFO - Iter [5900/160000] lr: 5.779e-05, eta: 1 day, 11:04:51, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2102, decode.acc_seg: 92.4082, aux.loss_ce: 0.0987, aux.acc_seg: 91.5291, loss: 0.3089 2023-02-24 02:27:00,664 - mmseg - INFO - Iter [5950/160000] lr: 5.777e-05, eta: 1 day, 11:03:46, time: 0.801, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2026, decode.acc_seg: 92.8044, aux.loss_ce: 0.0969, aux.acc_seg: 91.7690, loss: 0.2995 2023-02-24 02:27:43,555 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 02:27:43,559 - mmseg - INFO - Iter [6000/160000] lr: 5.775e-05, eta: 1 day, 11:03:54, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.2132, decode.acc_seg: 92.5989, aux.loss_ce: 0.0982, aux.acc_seg: 91.7480, loss: 0.3114 2023-02-24 02:28:23,987 - mmseg - INFO - Iter [6050/160000] lr: 5.773e-05, eta: 1 day, 11:02:59, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1949, decode.acc_seg: 93.1376, aux.loss_ce: 0.0917, aux.acc_seg: 92.3037, loss: 0.2865 2023-02-24 02:29:04,235 - mmseg - INFO - Iter [6100/160000] lr: 5.771e-05, eta: 1 day, 11:01:59, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2038, decode.acc_seg: 92.7226, aux.loss_ce: 0.0979, aux.acc_seg: 91.6066, loss: 0.3017 2023-02-24 02:29:47,391 - mmseg - INFO - Iter [6150/160000] lr: 5.769e-05, eta: 1 day, 11:02:13, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.2044, decode.acc_seg: 92.6110, aux.loss_ce: 0.0948, aux.acc_seg: 91.8531, loss: 0.2992 2023-02-24 02:30:27,669 - mmseg - INFO - Iter [6200/160000] lr: 5.768e-05, eta: 1 day, 11:01:14, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1863, decode.acc_seg: 93.3879, aux.loss_ce: 0.0915, aux.acc_seg: 92.1959, loss: 0.2777 2023-02-24 02:31:07,880 - mmseg - INFO - Iter [6250/160000] lr: 5.766e-05, eta: 1 day, 11:00:14, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2075, decode.acc_seg: 92.6384, aux.loss_ce: 0.0982, aux.acc_seg: 91.6533, loss: 0.3058 2023-02-24 02:31:48,134 - mmseg - INFO - Iter [6300/160000] lr: 5.764e-05, eta: 1 day, 10:59:16, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.2004, decode.acc_seg: 92.8173, aux.loss_ce: 0.0975, aux.acc_seg: 91.7044, loss: 0.2979 2023-02-24 02:32:31,182 - mmseg - INFO - Iter [6350/160000] lr: 5.762e-05, eta: 1 day, 10:59:25, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.2015, decode.acc_seg: 92.8720, aux.loss_ce: 0.0966, aux.acc_seg: 91.7481, loss: 0.2981 2023-02-24 02:33:11,899 - mmseg - INFO - Iter [6400/160000] lr: 5.760e-05, eta: 1 day, 10:58:37, time: 0.814, data_time: 0.022, memory: 21800, decode.loss_ce: 0.1915, decode.acc_seg: 93.2034, aux.loss_ce: 0.0911, aux.acc_seg: 92.1903, loss: 0.2826 2023-02-24 02:33:52,090 - mmseg - INFO - Iter [6450/160000] lr: 5.758e-05, eta: 1 day, 10:57:37, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1988, decode.acc_seg: 92.9537, aux.loss_ce: 0.0961, aux.acc_seg: 91.7796, loss: 0.2950 2023-02-24 02:34:32,272 - mmseg - INFO - Iter [6500/160000] lr: 5.756e-05, eta: 1 day, 10:56:37, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.2033, decode.acc_seg: 92.8216, aux.loss_ce: 0.0967, aux.acc_seg: 91.8510, loss: 0.2999 2023-02-24 02:35:15,253 - mmseg - INFO - Iter [6550/160000] lr: 5.754e-05, eta: 1 day, 10:56:43, time: 0.860, data_time: 0.068, memory: 21800, decode.loss_ce: 0.2111, decode.acc_seg: 92.5723, aux.loss_ce: 0.0985, aux.acc_seg: 91.6686, loss: 0.3096 2023-02-24 02:35:55,443 - mmseg - INFO - Iter [6600/160000] lr: 5.753e-05, eta: 1 day, 10:55:44, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2118, decode.acc_seg: 92.6867, aux.loss_ce: 0.0976, aux.acc_seg: 91.7645, loss: 0.3094 2023-02-24 02:36:35,680 - mmseg - INFO - Iter [6650/160000] lr: 5.751e-05, eta: 1 day, 10:54:45, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2053, decode.acc_seg: 92.7550, aux.loss_ce: 0.0963, aux.acc_seg: 91.7723, loss: 0.3016 2023-02-24 02:37:18,732 - mmseg - INFO - Iter [6700/160000] lr: 5.749e-05, eta: 1 day, 10:54:52, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.2019, decode.acc_seg: 92.9841, aux.loss_ce: 0.0911, aux.acc_seg: 92.1752, loss: 0.2930 2023-02-24 02:37:58,858 - mmseg - INFO - Iter [6750/160000] lr: 5.747e-05, eta: 1 day, 10:53:51, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1933, decode.acc_seg: 93.0257, aux.loss_ce: 0.0924, aux.acc_seg: 91.9550, loss: 0.2857 2023-02-24 02:38:39,102 - mmseg - INFO - Iter [6800/160000] lr: 5.745e-05, eta: 1 day, 10:52:53, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1868, decode.acc_seg: 93.3977, aux.loss_ce: 0.0912, aux.acc_seg: 92.2542, loss: 0.2781 2023-02-24 02:39:19,274 - mmseg - INFO - Iter [6850/160000] lr: 5.743e-05, eta: 1 day, 10:51:54, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1894, decode.acc_seg: 93.3005, aux.loss_ce: 0.0911, aux.acc_seg: 92.1684, loss: 0.2805 2023-02-24 02:40:02,289 - mmseg - INFO - Iter [6900/160000] lr: 5.741e-05, eta: 1 day, 10:51:58, time: 0.860, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1912, decode.acc_seg: 93.1089, aux.loss_ce: 0.0931, aux.acc_seg: 91.9841, loss: 0.2843 2023-02-24 02:40:42,413 - mmseg - INFO - Iter [6950/160000] lr: 5.739e-05, eta: 1 day, 10:50:58, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1954, decode.acc_seg: 92.9488, aux.loss_ce: 0.0941, aux.acc_seg: 91.9203, loss: 0.2895 2023-02-24 02:41:22,542 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 02:41:22,542 - mmseg - INFO - Iter [7000/160000] lr: 5.738e-05, eta: 1 day, 10:49:58, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2035, decode.acc_seg: 92.6841, aux.loss_ce: 0.0949, aux.acc_seg: 91.8198, loss: 0.2984 2023-02-24 02:42:02,955 - mmseg - INFO - Iter [7050/160000] lr: 5.736e-05, eta: 1 day, 10:49:05, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1948, decode.acc_seg: 93.0563, aux.loss_ce: 0.0922, aux.acc_seg: 92.0477, loss: 0.2870 2023-02-24 02:42:46,030 - mmseg - INFO - Iter [7100/160000] lr: 5.734e-05, eta: 1 day, 10:49:09, time: 0.861, data_time: 0.062, memory: 21800, decode.loss_ce: 0.1805, decode.acc_seg: 93.4675, aux.loss_ce: 0.0867, aux.acc_seg: 92.5293, loss: 0.2672 2023-02-24 02:43:26,391 - mmseg - INFO - Iter [7150/160000] lr: 5.732e-05, eta: 1 day, 10:48:15, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1886, decode.acc_seg: 93.2710, aux.loss_ce: 0.0906, aux.acc_seg: 92.2067, loss: 0.2793 2023-02-24 02:44:07,087 - mmseg - INFO - Iter [7200/160000] lr: 5.730e-05, eta: 1 day, 10:47:28, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.1965, decode.acc_seg: 93.0072, aux.loss_ce: 0.0958, aux.acc_seg: 91.7401, loss: 0.2923 2023-02-24 02:44:47,325 - mmseg - INFO - Iter [7250/160000] lr: 5.728e-05, eta: 1 day, 10:46:31, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1803, decode.acc_seg: 93.5441, aux.loss_ce: 0.0878, aux.acc_seg: 92.4024, loss: 0.2681 2023-02-24 02:45:30,503 - mmseg - INFO - Iter [7300/160000] lr: 5.726e-05, eta: 1 day, 10:46:36, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1916, decode.acc_seg: 93.0188, aux.loss_ce: 0.0913, aux.acc_seg: 92.0311, loss: 0.2828 2023-02-24 02:46:10,734 - mmseg - INFO - Iter [7350/160000] lr: 5.724e-05, eta: 1 day, 10:45:39, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1874, decode.acc_seg: 93.2353, aux.loss_ce: 0.0916, aux.acc_seg: 91.9532, loss: 0.2790 2023-02-24 02:46:50,906 - mmseg - INFO - Iter [7400/160000] lr: 5.723e-05, eta: 1 day, 10:44:41, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1965, decode.acc_seg: 92.9808, aux.loss_ce: 0.0913, aux.acc_seg: 92.0623, loss: 0.2878 2023-02-24 02:47:33,921 - mmseg - INFO - Iter [7450/160000] lr: 5.721e-05, eta: 1 day, 10:44:42, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1906, decode.acc_seg: 93.2883, aux.loss_ce: 0.0915, aux.acc_seg: 92.1056, loss: 0.2820 2023-02-24 02:48:14,056 - mmseg - INFO - Iter [7500/160000] lr: 5.719e-05, eta: 1 day, 10:43:44, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1845, decode.acc_seg: 93.4571, aux.loss_ce: 0.0908, aux.acc_seg: 92.2342, loss: 0.2753 2023-02-24 02:48:54,342 - mmseg - INFO - Iter [7550/160000] lr: 5.717e-05, eta: 1 day, 10:42:48, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.2048, decode.acc_seg: 92.6704, aux.loss_ce: 0.0953, aux.acc_seg: 91.7467, loss: 0.3001 2023-02-24 02:49:34,487 - mmseg - INFO - Iter [7600/160000] lr: 5.715e-05, eta: 1 day, 10:41:50, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1971, decode.acc_seg: 93.0030, aux.loss_ce: 0.0924, aux.acc_seg: 91.9959, loss: 0.2894 2023-02-24 02:50:17,596 - mmseg - INFO - Iter [7650/160000] lr: 5.713e-05, eta: 1 day, 10:41:52, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.2060, decode.acc_seg: 92.6676, aux.loss_ce: 0.0956, aux.acc_seg: 91.6588, loss: 0.3016 2023-02-24 02:50:57,754 - mmseg - INFO - Iter [7700/160000] lr: 5.711e-05, eta: 1 day, 10:40:54, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1909, decode.acc_seg: 93.2483, aux.loss_ce: 0.0902, aux.acc_seg: 92.2069, loss: 0.2812 2023-02-24 02:51:37,893 - mmseg - INFO - Iter [7750/160000] lr: 5.709e-05, eta: 1 day, 10:39:56, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1763, decode.acc_seg: 93.6462, aux.loss_ce: 0.0861, aux.acc_seg: 92.4876, loss: 0.2624 2023-02-24 02:52:18,042 - mmseg - INFO - Iter [7800/160000] lr: 5.708e-05, eta: 1 day, 10:38:59, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1843, decode.acc_seg: 93.4057, aux.loss_ce: 0.0868, aux.acc_seg: 92.4434, loss: 0.2711 2023-02-24 02:53:01,020 - mmseg - INFO - Iter [7850/160000] lr: 5.706e-05, eta: 1 day, 10:38:57, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1847, decode.acc_seg: 93.3593, aux.loss_ce: 0.0892, aux.acc_seg: 92.1699, loss: 0.2739 2023-02-24 02:53:41,232 - mmseg - INFO - Iter [7900/160000] lr: 5.704e-05, eta: 1 day, 10:38:01, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1784, decode.acc_seg: 93.4700, aux.loss_ce: 0.0878, aux.acc_seg: 92.3347, loss: 0.2662 2023-02-24 02:54:21,424 - mmseg - INFO - Iter [7950/160000] lr: 5.702e-05, eta: 1 day, 10:37:05, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1782, decode.acc_seg: 93.5584, aux.loss_ce: 0.0863, aux.acc_seg: 92.5597, loss: 0.2645 2023-02-24 02:55:04,673 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 02:55:04,673 - mmseg - INFO - Iter [8000/160000] lr: 5.700e-05, eta: 1 day, 10:37:07, time: 0.865, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1811, decode.acc_seg: 93.4393, aux.loss_ce: 0.0878, aux.acc_seg: 92.3487, loss: 0.2689 2023-02-24 02:55:45,103 - mmseg - INFO - Iter [8050/160000] lr: 5.698e-05, eta: 1 day, 10:36:15, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1711, decode.acc_seg: 93.8396, aux.loss_ce: 0.0835, aux.acc_seg: 92.7502, loss: 0.2546 2023-02-24 02:56:25,343 - mmseg - INFO - Iter [8100/160000] lr: 5.696e-05, eta: 1 day, 10:35:20, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1751, decode.acc_seg: 93.6993, aux.loss_ce: 0.0863, aux.acc_seg: 92.5160, loss: 0.2615 2023-02-24 02:57:05,580 - mmseg - INFO - Iter [8150/160000] lr: 5.694e-05, eta: 1 day, 10:34:25, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1963, decode.acc_seg: 93.2119, aux.loss_ce: 0.0926, aux.acc_seg: 92.1366, loss: 0.2889 2023-02-24 02:57:48,780 - mmseg - INFO - Iter [8200/160000] lr: 5.693e-05, eta: 1 day, 10:34:25, time: 0.864, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1944, decode.acc_seg: 93.1054, aux.loss_ce: 0.0912, aux.acc_seg: 92.1760, loss: 0.2856 2023-02-24 02:58:29,030 - mmseg - INFO - Iter [8250/160000] lr: 5.691e-05, eta: 1 day, 10:33:30, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1827, decode.acc_seg: 93.5141, aux.loss_ce: 0.0866, aux.acc_seg: 92.4681, loss: 0.2693 2023-02-24 02:59:09,209 - mmseg - INFO - Iter [8300/160000] lr: 5.689e-05, eta: 1 day, 10:32:35, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1809, decode.acc_seg: 93.5535, aux.loss_ce: 0.0878, aux.acc_seg: 92.2976, loss: 0.2687 2023-02-24 02:59:49,488 - mmseg - INFO - Iter [8350/160000] lr: 5.687e-05, eta: 1 day, 10:31:41, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1802, decode.acc_seg: 93.5510, aux.loss_ce: 0.0873, aux.acc_seg: 92.4029, loss: 0.2675 2023-02-24 03:00:32,471 - mmseg - INFO - Iter [8400/160000] lr: 5.685e-05, eta: 1 day, 10:31:36, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1780, decode.acc_seg: 93.6539, aux.loss_ce: 0.0864, aux.acc_seg: 92.4476, loss: 0.2645 2023-02-24 03:01:12,628 - mmseg - INFO - Iter [8450/160000] lr: 5.683e-05, eta: 1 day, 10:30:40, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1767, decode.acc_seg: 93.5953, aux.loss_ce: 0.0863, aux.acc_seg: 92.4644, loss: 0.2630 2023-02-24 03:01:52,864 - mmseg - INFO - Iter [8500/160000] lr: 5.681e-05, eta: 1 day, 10:29:45, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1822, decode.acc_seg: 93.4520, aux.loss_ce: 0.0857, aux.acc_seg: 92.4459, loss: 0.2680 2023-02-24 03:02:33,144 - mmseg - INFO - Iter [8550/160000] lr: 5.679e-05, eta: 1 day, 10:28:52, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1664, decode.acc_seg: 93.9029, aux.loss_ce: 0.0827, aux.acc_seg: 92.7794, loss: 0.2491 2023-02-24 03:03:16,164 - mmseg - INFO - Iter [8600/160000] lr: 5.678e-05, eta: 1 day, 10:28:47, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1744, decode.acc_seg: 93.8761, aux.loss_ce: 0.0861, aux.acc_seg: 92.5952, loss: 0.2605 2023-02-24 03:03:56,357 - mmseg - INFO - Iter [8650/160000] lr: 5.676e-05, eta: 1 day, 10:27:52, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1884, decode.acc_seg: 93.2484, aux.loss_ce: 0.0902, aux.acc_seg: 92.1896, loss: 0.2786 2023-02-24 03:04:36,524 - mmseg - INFO - Iter [8700/160000] lr: 5.674e-05, eta: 1 day, 10:26:56, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1771, decode.acc_seg: 93.5739, aux.loss_ce: 0.0855, aux.acc_seg: 92.5292, loss: 0.2626 2023-02-24 03:05:19,580 - mmseg - INFO - Iter [8750/160000] lr: 5.672e-05, eta: 1 day, 10:26:51, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1751, decode.acc_seg: 93.7422, aux.loss_ce: 0.0866, aux.acc_seg: 92.4753, loss: 0.2618 2023-02-24 03:05:59,695 - mmseg - INFO - Iter [8800/160000] lr: 5.670e-05, eta: 1 day, 10:25:55, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1785, decode.acc_seg: 93.6169, aux.loss_ce: 0.0876, aux.acc_seg: 92.3709, loss: 0.2662 2023-02-24 03:06:39,863 - mmseg - INFO - Iter [8850/160000] lr: 5.668e-05, eta: 1 day, 10:25:00, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1751, decode.acc_seg: 93.6997, aux.loss_ce: 0.0853, aux.acc_seg: 92.5447, loss: 0.2603 2023-02-24 03:07:20,420 - mmseg - INFO - Iter [8900/160000] lr: 5.666e-05, eta: 1 day, 10:24:12, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1816, decode.acc_seg: 93.5199, aux.loss_ce: 0.0865, aux.acc_seg: 92.4889, loss: 0.2681 2023-02-24 03:08:03,531 - mmseg - INFO - Iter [8950/160000] lr: 5.664e-05, eta: 1 day, 10:24:07, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1746, decode.acc_seg: 93.8384, aux.loss_ce: 0.0839, aux.acc_seg: 92.7192, loss: 0.2585 2023-02-24 03:08:43,745 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 03:08:43,745 - mmseg - INFO - Iter [9000/160000] lr: 5.663e-05, eta: 1 day, 10:23:13, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1914, decode.acc_seg: 93.2012, aux.loss_ce: 0.0912, aux.acc_seg: 92.0136, loss: 0.2826 2023-02-24 03:09:23,945 - mmseg - INFO - Iter [9050/160000] lr: 5.661e-05, eta: 1 day, 10:22:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1755, decode.acc_seg: 93.7074, aux.loss_ce: 0.0835, aux.acc_seg: 92.6651, loss: 0.2590 2023-02-24 03:10:04,179 - mmseg - INFO - Iter [9100/160000] lr: 5.659e-05, eta: 1 day, 10:21:25, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1734, decode.acc_seg: 93.7397, aux.loss_ce: 0.0843, aux.acc_seg: 92.5826, loss: 0.2577 2023-02-24 03:10:47,271 - mmseg - INFO - Iter [9150/160000] lr: 5.657e-05, eta: 1 day, 10:21:19, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1651, decode.acc_seg: 94.1121, aux.loss_ce: 0.0795, aux.acc_seg: 93.0631, loss: 0.2446 2023-02-24 03:11:27,848 - mmseg - INFO - Iter [9200/160000] lr: 5.655e-05, eta: 1 day, 10:20:31, time: 0.811, data_time: 0.014, memory: 21800, decode.loss_ce: 0.1845, decode.acc_seg: 93.3618, aux.loss_ce: 0.0875, aux.acc_seg: 92.4006, loss: 0.2720 2023-02-24 03:12:08,072 - mmseg - INFO - Iter [9250/160000] lr: 5.653e-05, eta: 1 day, 10:19:37, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1903, decode.acc_seg: 93.2406, aux.loss_ce: 0.0888, aux.acc_seg: 92.3369, loss: 0.2791 2023-02-24 03:12:48,609 - mmseg - INFO - Iter [9300/160000] lr: 5.651e-05, eta: 1 day, 10:18:49, time: 0.811, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1880, decode.acc_seg: 93.0950, aux.loss_ce: 0.0885, aux.acc_seg: 92.1719, loss: 0.2765 2023-02-24 03:13:31,491 - mmseg - INFO - Iter [9350/160000] lr: 5.649e-05, eta: 1 day, 10:18:39, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1834, decode.acc_seg: 93.5397, aux.loss_ce: 0.0855, aux.acc_seg: 92.5907, loss: 0.2689 2023-02-24 03:14:11,917 - mmseg - INFO - Iter [9400/160000] lr: 5.648e-05, eta: 1 day, 10:17:49, time: 0.809, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1791, decode.acc_seg: 93.5554, aux.loss_ce: 0.0861, aux.acc_seg: 92.3941, loss: 0.2652 2023-02-24 03:14:52,696 - mmseg - INFO - Iter [9450/160000] lr: 5.646e-05, eta: 1 day, 10:17:04, time: 0.816, data_time: 0.023, memory: 21800, decode.loss_ce: 0.1677, decode.acc_seg: 93.9781, aux.loss_ce: 0.0813, aux.acc_seg: 92.9365, loss: 0.2490 2023-02-24 03:15:35,993 - mmseg - INFO - Iter [9500/160000] lr: 5.644e-05, eta: 1 day, 10:17:00, time: 0.866, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1708, decode.acc_seg: 93.7644, aux.loss_ce: 0.0836, aux.acc_seg: 92.6627, loss: 0.2544 2023-02-24 03:16:16,229 - mmseg - INFO - Iter [9550/160000] lr: 5.642e-05, eta: 1 day, 10:16:07, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1833, decode.acc_seg: 93.5611, aux.loss_ce: 0.0862, aux.acc_seg: 92.5396, loss: 0.2695 2023-02-24 03:16:56,450 - mmseg - INFO - Iter [9600/160000] lr: 5.640e-05, eta: 1 day, 10:15:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1816, decode.acc_seg: 93.5793, aux.loss_ce: 0.0852, aux.acc_seg: 92.5787, loss: 0.2668 2023-02-24 03:17:36,642 - mmseg - INFO - Iter [9650/160000] lr: 5.638e-05, eta: 1 day, 10:14:20, time: 0.804, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1706, decode.acc_seg: 93.9466, aux.loss_ce: 0.0837, aux.acc_seg: 92.7320, loss: 0.2543 2023-02-24 03:18:20,463 - mmseg - INFO - Iter [9700/160000] lr: 5.636e-05, eta: 1 day, 10:14:23, time: 0.876, data_time: 0.083, memory: 21800, decode.loss_ce: 0.1546, decode.acc_seg: 94.4349, aux.loss_ce: 0.0784, aux.acc_seg: 93.1492, loss: 0.2330 2023-02-24 03:19:00,701 - mmseg - INFO - Iter [9750/160000] lr: 5.634e-05, eta: 1 day, 10:13:30, time: 0.805, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1635, decode.acc_seg: 93.9893, aux.loss_ce: 0.0817, aux.acc_seg: 92.7672, loss: 0.2452 2023-02-24 03:19:41,818 - mmseg - INFO - Iter [9800/160000] lr: 5.633e-05, eta: 1 day, 10:12:51, time: 0.822, data_time: 0.013, memory: 21800, decode.loss_ce: 0.1802, decode.acc_seg: 93.5514, aux.loss_ce: 0.0851, aux.acc_seg: 92.6382, loss: 0.2653 2023-02-24 03:20:22,094 - mmseg - INFO - Iter [9850/160000] lr: 5.631e-05, eta: 1 day, 10:11:58, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1813, decode.acc_seg: 93.5011, aux.loss_ce: 0.0861, aux.acc_seg: 92.3884, loss: 0.2674 2023-02-24 03:21:07,086 - mmseg - INFO - Iter [9900/160000] lr: 5.629e-05, eta: 1 day, 10:12:18, time: 0.900, data_time: 0.081, memory: 21800, decode.loss_ce: 0.1622, decode.acc_seg: 94.1354, aux.loss_ce: 0.0800, aux.acc_seg: 92.9166, loss: 0.2422 2023-02-24 03:21:48,035 - mmseg - INFO - Iter [9950/160000] lr: 5.627e-05, eta: 1 day, 10:11:36, time: 0.819, data_time: 0.025, memory: 21800, decode.loss_ce: 0.1781, decode.acc_seg: 93.5959, aux.loss_ce: 0.0856, aux.acc_seg: 92.5394, loss: 0.2636 2023-02-24 03:22:28,265 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 03:22:28,265 - mmseg - INFO - Iter [10000/160000] lr: 5.625e-05, eta: 1 day, 10:10:43, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1809, decode.acc_seg: 93.6976, aux.loss_ce: 0.0874, aux.acc_seg: 92.5141, loss: 0.2683 2023-02-24 03:23:11,297 - mmseg - INFO - Iter [10050/160000] lr: 5.623e-05, eta: 1 day, 10:10:32, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1666, decode.acc_seg: 93.9845, aux.loss_ce: 0.0811, aux.acc_seg: 92.8150, loss: 0.2477 2023-02-24 03:23:51,517 - mmseg - INFO - Iter [10100/160000] lr: 5.621e-05, eta: 1 day, 10:09:39, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1640, decode.acc_seg: 94.0108, aux.loss_ce: 0.0823, aux.acc_seg: 92.7512, loss: 0.2463 2023-02-24 03:24:31,865 - mmseg - INFO - Iter [10150/160000] lr: 5.619e-05, eta: 1 day, 10:08:48, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1760, decode.acc_seg: 93.6909, aux.loss_ce: 0.0862, aux.acc_seg: 92.4606, loss: 0.2622 2023-02-24 03:25:12,308 - mmseg - INFO - Iter [10200/160000] lr: 5.618e-05, eta: 1 day, 10:07:59, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1633, decode.acc_seg: 94.0038, aux.loss_ce: 0.0788, aux.acc_seg: 92.9372, loss: 0.2421 2023-02-24 03:25:56,268 - mmseg - INFO - Iter [10250/160000] lr: 5.616e-05, eta: 1 day, 10:08:01, time: 0.879, data_time: 0.082, memory: 21800, decode.loss_ce: 0.1666, decode.acc_seg: 93.9919, aux.loss_ce: 0.0811, aux.acc_seg: 92.8828, loss: 0.2478 2023-02-24 03:26:36,478 - mmseg - INFO - Iter [10300/160000] lr: 5.614e-05, eta: 1 day, 10:07:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1628, decode.acc_seg: 94.0282, aux.loss_ce: 0.0790, aux.acc_seg: 93.0331, loss: 0.2419 2023-02-24 03:27:16,681 - mmseg - INFO - Iter [10350/160000] lr: 5.612e-05, eta: 1 day, 10:06:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1632, decode.acc_seg: 94.1616, aux.loss_ce: 0.0793, aux.acc_seg: 93.0908, loss: 0.2425 2023-02-24 03:27:56,897 - mmseg - INFO - Iter [10400/160000] lr: 5.610e-05, eta: 1 day, 10:05:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1667, decode.acc_seg: 93.9985, aux.loss_ce: 0.0813, aux.acc_seg: 92.8044, loss: 0.2480 2023-02-24 03:28:41,005 - mmseg - INFO - Iter [10450/160000] lr: 5.608e-05, eta: 1 day, 10:05:26, time: 0.882, data_time: 0.085, memory: 21800, decode.loss_ce: 0.1682, decode.acc_seg: 93.8970, aux.loss_ce: 0.0807, aux.acc_seg: 92.8735, loss: 0.2489 2023-02-24 03:29:21,224 - mmseg - INFO - Iter [10500/160000] lr: 5.606e-05, eta: 1 day, 10:04:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1713, decode.acc_seg: 93.7070, aux.loss_ce: 0.0840, aux.acc_seg: 92.5422, loss: 0.2553 2023-02-24 03:30:01,423 - mmseg - INFO - Iter [10550/160000] lr: 5.604e-05, eta: 1 day, 10:03:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1725, decode.acc_seg: 93.8838, aux.loss_ce: 0.0829, aux.acc_seg: 92.8018, loss: 0.2554 2023-02-24 03:30:41,584 - mmseg - INFO - Iter [10600/160000] lr: 5.603e-05, eta: 1 day, 10:02:47, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1651, decode.acc_seg: 94.0873, aux.loss_ce: 0.0829, aux.acc_seg: 92.8224, loss: 0.2480 2023-02-24 03:31:24,801 - mmseg - INFO - Iter [10650/160000] lr: 5.601e-05, eta: 1 day, 10:02:37, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1657, decode.acc_seg: 93.9560, aux.loss_ce: 0.0827, aux.acc_seg: 92.7075, loss: 0.2483 2023-02-24 03:32:05,138 - mmseg - INFO - Iter [10700/160000] lr: 5.599e-05, eta: 1 day, 10:01:46, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1692, decode.acc_seg: 93.8565, aux.loss_ce: 0.0811, aux.acc_seg: 92.8099, loss: 0.2502 2023-02-24 03:32:45,403 - mmseg - INFO - Iter [10750/160000] lr: 5.597e-05, eta: 1 day, 10:00:55, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1617, decode.acc_seg: 94.1332, aux.loss_ce: 0.0785, aux.acc_seg: 93.1104, loss: 0.2402 2023-02-24 03:33:28,764 - mmseg - INFO - Iter [10800/160000] lr: 5.595e-05, eta: 1 day, 10:00:46, time: 0.867, data_time: 0.073, memory: 21800, decode.loss_ce: 0.1659, decode.acc_seg: 94.1381, aux.loss_ce: 0.0801, aux.acc_seg: 93.0080, loss: 0.2460 2023-02-24 03:34:09,071 - mmseg - INFO - Iter [10850/160000] lr: 5.593e-05, eta: 1 day, 9:59:55, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1764, decode.acc_seg: 93.6220, aux.loss_ce: 0.0838, aux.acc_seg: 92.6587, loss: 0.2601 2023-02-24 03:34:49,300 - mmseg - INFO - Iter [10900/160000] lr: 5.591e-05, eta: 1 day, 9:59:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1733, decode.acc_seg: 93.7622, aux.loss_ce: 0.0829, aux.acc_seg: 92.6720, loss: 0.2562 2023-02-24 03:35:29,616 - mmseg - INFO - Iter [10950/160000] lr: 5.589e-05, eta: 1 day, 9:58:12, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1595, decode.acc_seg: 94.1619, aux.loss_ce: 0.0776, aux.acc_seg: 93.0597, loss: 0.2370 2023-02-24 03:36:12,691 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 03:36:12,691 - mmseg - INFO - Iter [11000/160000] lr: 5.588e-05, eta: 1 day, 9:57:59, time: 0.862, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1663, decode.acc_seg: 93.9640, aux.loss_ce: 0.0808, aux.acc_seg: 92.9089, loss: 0.2470 2023-02-24 03:36:53,355 - mmseg - INFO - Iter [11050/160000] lr: 5.586e-05, eta: 1 day, 9:57:13, time: 0.813, data_time: 0.020, memory: 21800, decode.loss_ce: 0.1696, decode.acc_seg: 93.7934, aux.loss_ce: 0.0821, aux.acc_seg: 92.7304, loss: 0.2516 2023-02-24 03:37:33,545 - mmseg - INFO - Iter [11100/160000] lr: 5.584e-05, eta: 1 day, 9:56:20, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1749, decode.acc_seg: 93.5922, aux.loss_ce: 0.0863, aux.acc_seg: 92.3830, loss: 0.2612 2023-02-24 03:38:13,892 - mmseg - INFO - Iter [11150/160000] lr: 5.582e-05, eta: 1 day, 9:55:30, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1680, decode.acc_seg: 93.9947, aux.loss_ce: 0.0813, aux.acc_seg: 92.9018, loss: 0.2494 2023-02-24 03:38:57,009 - mmseg - INFO - Iter [11200/160000] lr: 5.580e-05, eta: 1 day, 9:55:17, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1577, decode.acc_seg: 94.3292, aux.loss_ce: 0.0768, aux.acc_seg: 93.2930, loss: 0.2345 2023-02-24 03:39:37,240 - mmseg - INFO - Iter [11250/160000] lr: 5.578e-05, eta: 1 day, 9:54:25, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1653, decode.acc_seg: 94.0521, aux.loss_ce: 0.0815, aux.acc_seg: 92.8867, loss: 0.2469 2023-02-24 03:40:17,470 - mmseg - INFO - Iter [11300/160000] lr: 5.576e-05, eta: 1 day, 9:53:34, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1590, decode.acc_seg: 94.1555, aux.loss_ce: 0.0784, aux.acc_seg: 93.0749, loss: 0.2374 2023-02-24 03:41:02,674 - mmseg - INFO - Iter [11350/160000] lr: 5.574e-05, eta: 1 day, 9:53:48, time: 0.904, data_time: 0.109, memory: 21800, decode.loss_ce: 0.1537, decode.acc_seg: 94.4881, aux.loss_ce: 0.0758, aux.acc_seg: 93.3465, loss: 0.2295 2023-02-24 03:41:43,574 - mmseg - INFO - Iter [11400/160000] lr: 5.573e-05, eta: 1 day, 9:53:05, time: 0.818, data_time: 0.025, memory: 21800, decode.loss_ce: 0.1591, decode.acc_seg: 94.1701, aux.loss_ce: 0.0788, aux.acc_seg: 93.0470, loss: 0.2379 2023-02-24 03:42:23,796 - mmseg - INFO - Iter [11450/160000] lr: 5.571e-05, eta: 1 day, 9:52:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1543, decode.acc_seg: 94.4290, aux.loss_ce: 0.0771, aux.acc_seg: 93.2677, loss: 0.2314 2023-02-24 03:43:04,034 - mmseg - INFO - Iter [11500/160000] lr: 5.569e-05, eta: 1 day, 9:51:21, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1685, decode.acc_seg: 93.9020, aux.loss_ce: 0.0830, aux.acc_seg: 92.7154, loss: 0.2515 2023-02-24 03:43:47,853 - mmseg - INFO - Iter [11550/160000] lr: 5.567e-05, eta: 1 day, 9:51:16, time: 0.876, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1573, decode.acc_seg: 94.3968, aux.loss_ce: 0.0780, aux.acc_seg: 93.1597, loss: 0.2353 2023-02-24 03:44:28,446 - mmseg - INFO - Iter [11600/160000] lr: 5.565e-05, eta: 1 day, 9:50:29, time: 0.812, data_time: 0.018, memory: 21800, decode.loss_ce: 0.1572, decode.acc_seg: 94.2143, aux.loss_ce: 0.0776, aux.acc_seg: 93.1281, loss: 0.2348 2023-02-24 03:45:08,672 - mmseg - INFO - Iter [11650/160000] lr: 5.563e-05, eta: 1 day, 9:49:38, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1628, decode.acc_seg: 94.1972, aux.loss_ce: 0.0803, aux.acc_seg: 92.9560, loss: 0.2431 2023-02-24 03:45:48,900 - mmseg - INFO - Iter [11700/160000] lr: 5.561e-05, eta: 1 day, 9:48:46, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1649, decode.acc_seg: 94.1422, aux.loss_ce: 0.0793, aux.acc_seg: 93.0800, loss: 0.2442 2023-02-24 03:46:32,100 - mmseg - INFO - Iter [11750/160000] lr: 5.559e-05, eta: 1 day, 9:48:33, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1665, decode.acc_seg: 93.9019, aux.loss_ce: 0.0823, aux.acc_seg: 92.6942, loss: 0.2488 2023-02-24 03:47:12,393 - mmseg - INFO - Iter [11800/160000] lr: 5.558e-05, eta: 1 day, 9:47:42, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1652, decode.acc_seg: 93.9618, aux.loss_ce: 0.0802, aux.acc_seg: 92.8599, loss: 0.2454 2023-02-24 03:47:52,578 - mmseg - INFO - Iter [11850/160000] lr: 5.556e-05, eta: 1 day, 9:46:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1502, decode.acc_seg: 94.5395, aux.loss_ce: 0.0751, aux.acc_seg: 93.3782, loss: 0.2253 2023-02-24 03:48:32,882 - mmseg - INFO - Iter [11900/160000] lr: 5.554e-05, eta: 1 day, 9:46:00, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1608, decode.acc_seg: 94.2520, aux.loss_ce: 0.0778, aux.acc_seg: 93.1344, loss: 0.2386 2023-02-24 03:49:16,594 - mmseg - INFO - Iter [11950/160000] lr: 5.552e-05, eta: 1 day, 9:45:52, time: 0.874, data_time: 0.075, memory: 21800, decode.loss_ce: 0.1546, decode.acc_seg: 94.2701, aux.loss_ce: 0.0780, aux.acc_seg: 93.1189, loss: 0.2326 2023-02-24 03:49:56,908 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 03:49:56,909 - mmseg - INFO - Iter [12000/160000] lr: 5.550e-05, eta: 1 day, 9:45:02, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1520, decode.acc_seg: 94.3649, aux.loss_ce: 0.0773, aux.acc_seg: 93.0915, loss: 0.2292 2023-02-24 03:50:37,109 - mmseg - INFO - Iter [12050/160000] lr: 5.548e-05, eta: 1 day, 9:44:10, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1540, decode.acc_seg: 94.3761, aux.loss_ce: 0.0758, aux.acc_seg: 93.2904, loss: 0.2298 2023-02-24 03:51:20,243 - mmseg - INFO - Iter [12100/160000] lr: 5.546e-05, eta: 1 day, 9:43:55, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1595, decode.acc_seg: 94.2884, aux.loss_ce: 0.0777, aux.acc_seg: 93.1689, loss: 0.2372 2023-02-24 03:52:00,436 - mmseg - INFO - Iter [12150/160000] lr: 5.544e-05, eta: 1 day, 9:43:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1684, decode.acc_seg: 94.0374, aux.loss_ce: 0.0812, aux.acc_seg: 92.8788, loss: 0.2496 2023-02-24 03:52:40,641 - mmseg - INFO - Iter [12200/160000] lr: 5.543e-05, eta: 1 day, 9:42:12, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1560, decode.acc_seg: 94.3371, aux.loss_ce: 0.0774, aux.acc_seg: 93.1544, loss: 0.2334 2023-02-24 03:53:20,841 - mmseg - INFO - Iter [12250/160000] lr: 5.541e-05, eta: 1 day, 9:41:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1646, decode.acc_seg: 94.0654, aux.loss_ce: 0.0799, aux.acc_seg: 93.0467, loss: 0.2445 2023-02-24 03:54:03,990 - mmseg - INFO - Iter [12300/160000] lr: 5.539e-05, eta: 1 day, 9:41:05, time: 0.863, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1550, decode.acc_seg: 94.4258, aux.loss_ce: 0.0782, aux.acc_seg: 93.1299, loss: 0.2332 2023-02-24 03:54:44,317 - mmseg - INFO - Iter [12350/160000] lr: 5.537e-05, eta: 1 day, 9:40:15, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1509, decode.acc_seg: 94.5522, aux.loss_ce: 0.0760, aux.acc_seg: 93.2841, loss: 0.2269 2023-02-24 03:55:24,518 - mmseg - INFO - Iter [12400/160000] lr: 5.535e-05, eta: 1 day, 9:39:24, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1636, decode.acc_seg: 94.2778, aux.loss_ce: 0.0816, aux.acc_seg: 92.7938, loss: 0.2452 2023-02-24 03:56:04,727 - mmseg - INFO - Iter [12450/160000] lr: 5.533e-05, eta: 1 day, 9:38:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1627, decode.acc_seg: 94.1109, aux.loss_ce: 0.0807, aux.acc_seg: 92.8675, loss: 0.2434 2023-02-24 03:56:47,687 - mmseg - INFO - Iter [12500/160000] lr: 5.531e-05, eta: 1 day, 9:38:15, time: 0.859, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1538, decode.acc_seg: 94.4335, aux.loss_ce: 0.0773, aux.acc_seg: 93.2170, loss: 0.2311 2023-02-24 03:57:27,850 - mmseg - INFO - Iter [12550/160000] lr: 5.529e-05, eta: 1 day, 9:37:23, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1555, decode.acc_seg: 94.3336, aux.loss_ce: 0.0785, aux.acc_seg: 93.0044, loss: 0.2340 2023-02-24 03:58:08,185 - mmseg - INFO - Iter [12600/160000] lr: 5.528e-05, eta: 1 day, 9:36:34, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1486, decode.acc_seg: 94.5490, aux.loss_ce: 0.0743, aux.acc_seg: 93.4143, loss: 0.2229 2023-02-24 03:58:51,532 - mmseg - INFO - Iter [12650/160000] lr: 5.526e-05, eta: 1 day, 9:36:20, time: 0.867, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1530, decode.acc_seg: 94.4094, aux.loss_ce: 0.0772, aux.acc_seg: 93.1050, loss: 0.2302 2023-02-24 03:59:31,736 - mmseg - INFO - Iter [12700/160000] lr: 5.524e-05, eta: 1 day, 9:35:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1537, decode.acc_seg: 94.3865, aux.loss_ce: 0.0762, aux.acc_seg: 93.2285, loss: 0.2299 2023-02-24 04:00:11,990 - mmseg - INFO - Iter [12750/160000] lr: 5.522e-05, eta: 1 day, 9:34:39, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1587, decode.acc_seg: 94.3613, aux.loss_ce: 0.0770, aux.acc_seg: 93.1844, loss: 0.2357 2023-02-24 04:00:52,188 - mmseg - INFO - Iter [12800/160000] lr: 5.520e-05, eta: 1 day, 9:33:48, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1542, decode.acc_seg: 94.3793, aux.loss_ce: 0.0762, aux.acc_seg: 93.2150, loss: 0.2304 2023-02-24 04:01:35,138 - mmseg - INFO - Iter [12850/160000] lr: 5.518e-05, eta: 1 day, 9:33:29, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1509, decode.acc_seg: 94.4993, aux.loss_ce: 0.0772, aux.acc_seg: 93.1473, loss: 0.2281 2023-02-24 04:02:15,337 - mmseg - INFO - Iter [12900/160000] lr: 5.516e-05, eta: 1 day, 9:32:38, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1523, decode.acc_seg: 94.4449, aux.loss_ce: 0.0751, aux.acc_seg: 93.4583, loss: 0.2273 2023-02-24 04:02:55,569 - mmseg - INFO - Iter [12950/160000] lr: 5.514e-05, eta: 1 day, 9:31:48, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1724, decode.acc_seg: 93.8514, aux.loss_ce: 0.0821, aux.acc_seg: 92.7100, loss: 0.2545 2023-02-24 04:03:36,214 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 04:03:36,214 - mmseg - INFO - Iter [13000/160000] lr: 5.513e-05, eta: 1 day, 9:31:02, time: 0.813, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1601, decode.acc_seg: 94.2661, aux.loss_ce: 0.0782, aux.acc_seg: 93.1159, loss: 0.2383 2023-02-24 04:04:19,333 - mmseg - INFO - Iter [13050/160000] lr: 5.511e-05, eta: 1 day, 9:30:44, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1505, decode.acc_seg: 94.5080, aux.loss_ce: 0.0756, aux.acc_seg: 93.2555, loss: 0.2261 2023-02-24 04:04:59,611 - mmseg - INFO - Iter [13100/160000] lr: 5.509e-05, eta: 1 day, 9:29:55, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1568, decode.acc_seg: 94.3437, aux.loss_ce: 0.0814, aux.acc_seg: 92.8471, loss: 0.2383 2023-02-24 04:05:39,842 - mmseg - INFO - Iter [13150/160000] lr: 5.507e-05, eta: 1 day, 9:29:05, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1488, decode.acc_seg: 94.5545, aux.loss_ce: 0.0752, aux.acc_seg: 93.2842, loss: 0.2239 2023-02-24 04:06:20,032 - mmseg - INFO - Iter [13200/160000] lr: 5.505e-05, eta: 1 day, 9:28:14, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1440, decode.acc_seg: 94.6545, aux.loss_ce: 0.0748, aux.acc_seg: 93.2382, loss: 0.2188 2023-02-24 04:07:03,048 - mmseg - INFO - Iter [13250/160000] lr: 5.503e-05, eta: 1 day, 9:27:55, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1570, decode.acc_seg: 94.3374, aux.loss_ce: 0.0782, aux.acc_seg: 93.1266, loss: 0.2352 2023-02-24 04:07:44,025 - mmseg - INFO - Iter [13300/160000] lr: 5.501e-05, eta: 1 day, 9:27:13, time: 0.819, data_time: 0.026, memory: 21800, decode.loss_ce: 0.1646, decode.acc_seg: 94.1739, aux.loss_ce: 0.0775, aux.acc_seg: 93.1380, loss: 0.2421 2023-02-24 04:08:24,220 - mmseg - INFO - Iter [13350/160000] lr: 5.499e-05, eta: 1 day, 9:26:23, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1480, decode.acc_seg: 94.6762, aux.loss_ce: 0.0740, aux.acc_seg: 93.4735, loss: 0.2220 2023-02-24 04:09:07,291 - mmseg - INFO - Iter [13400/160000] lr: 5.498e-05, eta: 1 day, 9:26:04, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1436, decode.acc_seg: 94.7627, aux.loss_ce: 0.0725, aux.acc_seg: 93.5860, loss: 0.2162 2023-02-24 04:09:47,487 - mmseg - INFO - Iter [13450/160000] lr: 5.496e-05, eta: 1 day, 9:25:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1527, decode.acc_seg: 94.4274, aux.loss_ce: 0.0773, aux.acc_seg: 93.1659, loss: 0.2300 2023-02-24 04:10:27,746 - mmseg - INFO - Iter [13500/160000] lr: 5.494e-05, eta: 1 day, 9:24:24, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1571, decode.acc_seg: 94.3034, aux.loss_ce: 0.0789, aux.acc_seg: 92.9899, loss: 0.2360 2023-02-24 04:11:07,964 - mmseg - INFO - Iter [13550/160000] lr: 5.492e-05, eta: 1 day, 9:23:34, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1659, decode.acc_seg: 94.1993, aux.loss_ce: 0.0788, aux.acc_seg: 93.1388, loss: 0.2446 2023-02-24 04:11:51,710 - mmseg - INFO - Iter [13600/160000] lr: 5.490e-05, eta: 1 day, 9:23:22, time: 0.875, data_time: 0.062, memory: 21800, decode.loss_ce: 0.1484, decode.acc_seg: 94.6186, aux.loss_ce: 0.0734, aux.acc_seg: 93.4888, loss: 0.2218 2023-02-24 04:12:31,951 - mmseg - INFO - Iter [13650/160000] lr: 5.488e-05, eta: 1 day, 9:22:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1453, decode.acc_seg: 94.7003, aux.loss_ce: 0.0750, aux.acc_seg: 93.3224, loss: 0.2203 2023-02-24 04:13:12,201 - mmseg - INFO - Iter [13700/160000] lr: 5.486e-05, eta: 1 day, 9:21:42, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1417, decode.acc_seg: 94.8493, aux.loss_ce: 0.0745, aux.acc_seg: 93.3371, loss: 0.2162 2023-02-24 04:13:52,378 - mmseg - INFO - Iter [13750/160000] lr: 5.484e-05, eta: 1 day, 9:20:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1484, decode.acc_seg: 94.5524, aux.loss_ce: 0.0764, aux.acc_seg: 93.1476, loss: 0.2248 2023-02-24 04:14:35,523 - mmseg - INFO - Iter [13800/160000] lr: 5.483e-05, eta: 1 day, 9:20:33, time: 0.863, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1371, decode.acc_seg: 95.0053, aux.loss_ce: 0.0714, aux.acc_seg: 93.6561, loss: 0.2085 2023-02-24 04:15:15,766 - mmseg - INFO - Iter [13850/160000] lr: 5.481e-05, eta: 1 day, 9:19:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1419, decode.acc_seg: 94.8418, aux.loss_ce: 0.0719, aux.acc_seg: 93.5925, loss: 0.2138 2023-02-24 04:15:55,991 - mmseg - INFO - Iter [13900/160000] lr: 5.479e-05, eta: 1 day, 9:18:54, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1542, decode.acc_seg: 94.5520, aux.loss_ce: 0.0759, aux.acc_seg: 93.3345, loss: 0.2302 2023-02-24 04:16:36,323 - mmseg - INFO - Iter [13950/160000] lr: 5.477e-05, eta: 1 day, 9:18:05, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1484, decode.acc_seg: 94.4970, aux.loss_ce: 0.0763, aux.acc_seg: 93.1121, loss: 0.2247 2023-02-24 04:17:20,119 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 04:17:20,120 - mmseg - INFO - Iter [14000/160000] lr: 5.475e-05, eta: 1 day, 9:17:53, time: 0.876, data_time: 0.082, memory: 21800, decode.loss_ce: 0.1421, decode.acc_seg: 94.8366, aux.loss_ce: 0.0745, aux.acc_seg: 93.4016, loss: 0.2166 2023-02-24 04:18:00,367 - mmseg - INFO - Iter [14050/160000] lr: 5.473e-05, eta: 1 day, 9:17:04, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1406, decode.acc_seg: 94.8330, aux.loss_ce: 0.0747, aux.acc_seg: 93.3010, loss: 0.2153 2023-02-24 04:18:40,646 - mmseg - INFO - Iter [14100/160000] lr: 5.471e-05, eta: 1 day, 9:16:15, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1379, decode.acc_seg: 94.8965, aux.loss_ce: 0.0725, aux.acc_seg: 93.6287, loss: 0.2104 2023-02-24 04:19:23,626 - mmseg - INFO - Iter [14150/160000] lr: 5.469e-05, eta: 1 day, 9:15:54, time: 0.860, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1431, decode.acc_seg: 94.7638, aux.loss_ce: 0.0751, aux.acc_seg: 93.2728, loss: 0.2182 2023-02-24 04:20:04,024 - mmseg - INFO - Iter [14200/160000] lr: 5.468e-05, eta: 1 day, 9:15:06, time: 0.808, data_time: 0.014, memory: 21800, decode.loss_ce: 0.1404, decode.acc_seg: 94.9173, aux.loss_ce: 0.0719, aux.acc_seg: 93.6527, loss: 0.2123 2023-02-24 04:20:44,248 - mmseg - INFO - Iter [14250/160000] lr: 5.466e-05, eta: 1 day, 9:14:16, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1363, decode.acc_seg: 94.9753, aux.loss_ce: 0.0719, aux.acc_seg: 93.5330, loss: 0.2083 2023-02-24 04:21:24,661 - mmseg - INFO - Iter [14300/160000] lr: 5.464e-05, eta: 1 day, 9:13:29, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1392, decode.acc_seg: 94.9018, aux.loss_ce: 0.0723, aux.acc_seg: 93.4623, loss: 0.2116 2023-02-24 04:22:07,748 - mmseg - INFO - Iter [14350/160000] lr: 5.462e-05, eta: 1 day, 9:13:08, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1368, decode.acc_seg: 95.0315, aux.loss_ce: 0.0729, aux.acc_seg: 93.5255, loss: 0.2097 2023-02-24 04:22:47,929 - mmseg - INFO - Iter [14400/160000] lr: 5.460e-05, eta: 1 day, 9:12:19, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1383, decode.acc_seg: 94.9389, aux.loss_ce: 0.0719, aux.acc_seg: 93.6182, loss: 0.2102 2023-02-24 04:23:28,157 - mmseg - INFO - Iter [14450/160000] lr: 5.458e-05, eta: 1 day, 9:11:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1311, decode.acc_seg: 95.2300, aux.loss_ce: 0.0703, aux.acc_seg: 93.7376, loss: 0.2014 2023-02-24 04:24:08,348 - mmseg - INFO - Iter [14500/160000] lr: 5.456e-05, eta: 1 day, 9:10:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1393, decode.acc_seg: 94.8422, aux.loss_ce: 0.0736, aux.acc_seg: 93.4173, loss: 0.2128 2023-02-24 04:24:51,815 - mmseg - INFO - Iter [14550/160000] lr: 5.454e-05, eta: 1 day, 9:10:23, time: 0.869, data_time: 0.074, memory: 21800, decode.loss_ce: 0.1360, decode.acc_seg: 94.9926, aux.loss_ce: 0.0726, aux.acc_seg: 93.4867, loss: 0.2086 2023-02-24 04:25:31,974 - mmseg - INFO - Iter [14600/160000] lr: 5.453e-05, eta: 1 day, 9:09:33, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1529, decode.acc_seg: 94.4094, aux.loss_ce: 0.0779, aux.acc_seg: 93.1138, loss: 0.2307 2023-02-24 04:26:12,193 - mmseg - INFO - Iter [14650/160000] lr: 5.451e-05, eta: 1 day, 9:08:43, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1554, decode.acc_seg: 94.3877, aux.loss_ce: 0.0767, aux.acc_seg: 93.2283, loss: 0.2322 2023-02-24 04:26:55,125 - mmseg - INFO - Iter [14700/160000] lr: 5.449e-05, eta: 1 day, 9:08:21, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1379, decode.acc_seg: 94.9789, aux.loss_ce: 0.0724, aux.acc_seg: 93.5543, loss: 0.2103 2023-02-24 04:27:35,428 - mmseg - INFO - Iter [14750/160000] lr: 5.447e-05, eta: 1 day, 9:07:33, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1369, decode.acc_seg: 94.9829, aux.loss_ce: 0.0719, aux.acc_seg: 93.6267, loss: 0.2087 2023-02-24 04:28:15,662 - mmseg - INFO - Iter [14800/160000] lr: 5.445e-05, eta: 1 day, 9:06:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1441, decode.acc_seg: 94.7575, aux.loss_ce: 0.0779, aux.acc_seg: 93.1149, loss: 0.2220 2023-02-24 04:28:55,870 - mmseg - INFO - Iter [14850/160000] lr: 5.443e-05, eta: 1 day, 9:05:54, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1419, decode.acc_seg: 94.8907, aux.loss_ce: 0.0745, aux.acc_seg: 93.3733, loss: 0.2163 2023-02-24 04:29:38,939 - mmseg - INFO - Iter [14900/160000] lr: 5.441e-05, eta: 1 day, 9:05:33, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1495, decode.acc_seg: 94.7314, aux.loss_ce: 0.0758, aux.acc_seg: 93.3569, loss: 0.2254 2023-02-24 04:30:19,427 - mmseg - INFO - Iter [14950/160000] lr: 5.439e-05, eta: 1 day, 9:04:46, time: 0.810, data_time: 0.015, memory: 21800, decode.loss_ce: 0.1333, decode.acc_seg: 95.1573, aux.loss_ce: 0.0716, aux.acc_seg: 93.5945, loss: 0.2049 2023-02-24 04:30:59,847 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 04:30:59,848 - mmseg - INFO - Iter [15000/160000] lr: 5.438e-05, eta: 1 day, 9:03:59, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1409, decode.acc_seg: 94.8294, aux.loss_ce: 0.0755, aux.acc_seg: 93.3902, loss: 0.2164 2023-02-24 04:31:40,086 - mmseg - INFO - Iter [15050/160000] lr: 5.436e-05, eta: 1 day, 9:03:10, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1495, decode.acc_seg: 94.5512, aux.loss_ce: 0.0776, aux.acc_seg: 93.0800, loss: 0.2270 2023-02-24 04:32:23,274 - mmseg - INFO - Iter [15100/160000] lr: 5.434e-05, eta: 1 day, 9:02:50, time: 0.864, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1444, decode.acc_seg: 94.7901, aux.loss_ce: 0.0728, aux.acc_seg: 93.4996, loss: 0.2172 2023-02-24 04:33:03,551 - mmseg - INFO - Iter [15150/160000] lr: 5.432e-05, eta: 1 day, 9:02:01, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1465, decode.acc_seg: 94.7685, aux.loss_ce: 0.0762, aux.acc_seg: 93.2973, loss: 0.2227 2023-02-24 04:33:44,585 - mmseg - INFO - Iter [15200/160000] lr: 5.430e-05, eta: 1 day, 9:01:20, time: 0.821, data_time: 0.026, memory: 21800, decode.loss_ce: 0.1382, decode.acc_seg: 94.8622, aux.loss_ce: 0.0715, aux.acc_seg: 93.5570, loss: 0.2097 2023-02-24 04:34:24,856 - mmseg - INFO - Iter [15250/160000] lr: 5.428e-05, eta: 1 day, 9:00:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1358, decode.acc_seg: 94.9939, aux.loss_ce: 0.0725, aux.acc_seg: 93.4930, loss: 0.2084 2023-02-24 04:35:09,158 - mmseg - INFO - Iter [15300/160000] lr: 5.426e-05, eta: 1 day, 9:00:21, time: 0.886, data_time: 0.085, memory: 21800, decode.loss_ce: 0.1325, decode.acc_seg: 95.1625, aux.loss_ce: 0.0737, aux.acc_seg: 93.3773, loss: 0.2062 2023-02-24 04:35:50,052 - mmseg - INFO - Iter [15350/160000] lr: 5.424e-05, eta: 1 day, 8:59:39, time: 0.818, data_time: 0.019, memory: 21800, decode.loss_ce: 0.1397, decode.acc_seg: 94.8917, aux.loss_ce: 0.0754, aux.acc_seg: 93.2753, loss: 0.2151 2023-02-24 04:36:30,382 - mmseg - INFO - Iter [15400/160000] lr: 5.423e-05, eta: 1 day, 8:58:51, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1344, decode.acc_seg: 95.1227, aux.loss_ce: 0.0704, aux.acc_seg: 93.8346, loss: 0.2048 2023-02-24 04:37:14,620 - mmseg - INFO - Iter [15450/160000] lr: 5.421e-05, eta: 1 day, 8:58:40, time: 0.885, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1334, decode.acc_seg: 95.1449, aux.loss_ce: 0.0716, aux.acc_seg: 93.6357, loss: 0.2050 2023-02-24 04:37:54,923 - mmseg - INFO - Iter [15500/160000] lr: 5.419e-05, eta: 1 day, 8:57:52, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1391, decode.acc_seg: 94.9506, aux.loss_ce: 0.0727, aux.acc_seg: 93.5057, loss: 0.2118 2023-02-24 04:38:35,418 - mmseg - INFO - Iter [15550/160000] lr: 5.417e-05, eta: 1 day, 8:57:05, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1474, decode.acc_seg: 94.7193, aux.loss_ce: 0.0757, aux.acc_seg: 93.2720, loss: 0.2231 2023-02-24 04:39:15,657 - mmseg - INFO - Iter [15600/160000] lr: 5.415e-05, eta: 1 day, 8:56:17, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1354, decode.acc_seg: 95.0552, aux.loss_ce: 0.0742, aux.acc_seg: 93.3327, loss: 0.2097 2023-02-24 04:39:58,633 - mmseg - INFO - Iter [15650/160000] lr: 5.413e-05, eta: 1 day, 8:55:53, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1328, decode.acc_seg: 95.2256, aux.loss_ce: 0.0736, aux.acc_seg: 93.4965, loss: 0.2065 2023-02-24 04:40:38,889 - mmseg - INFO - Iter [15700/160000] lr: 5.411e-05, eta: 1 day, 8:55:05, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1308, decode.acc_seg: 95.1788, aux.loss_ce: 0.0690, aux.acc_seg: 93.7405, loss: 0.1998 2023-02-24 04:41:19,627 - mmseg - INFO - Iter [15750/160000] lr: 5.409e-05, eta: 1 day, 8:54:21, time: 0.815, data_time: 0.022, memory: 21800, decode.loss_ce: 0.1300, decode.acc_seg: 95.2352, aux.loss_ce: 0.0717, aux.acc_seg: 93.6064, loss: 0.2017 2023-02-24 04:41:59,940 - mmseg - INFO - Iter [15800/160000] lr: 5.408e-05, eta: 1 day, 8:53:33, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1413, decode.acc_seg: 94.8381, aux.loss_ce: 0.0732, aux.acc_seg: 93.5401, loss: 0.2145 2023-02-24 04:42:43,088 - mmseg - INFO - Iter [15850/160000] lr: 5.406e-05, eta: 1 day, 8:53:11, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1393, decode.acc_seg: 94.8280, aux.loss_ce: 0.0742, aux.acc_seg: 93.3776, loss: 0.2135 2023-02-24 04:43:23,381 - mmseg - INFO - Iter [15900/160000] lr: 5.404e-05, eta: 1 day, 8:52:23, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1380, decode.acc_seg: 94.9572, aux.loss_ce: 0.0732, aux.acc_seg: 93.5293, loss: 0.2112 2023-02-24 04:44:03,625 - mmseg - INFO - Iter [15950/160000] lr: 5.402e-05, eta: 1 day, 8:51:34, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1234, decode.acc_seg: 95.4304, aux.loss_ce: 0.0679, aux.acc_seg: 93.8893, loss: 0.1913 2023-02-24 04:44:46,767 - mmseg - INFO - Saving checkpoint at 16000 iterations 2023-02-24 04:44:48,175 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 04:44:48,179 - mmseg - INFO - Iter [16000/160000] lr: 5.400e-05, eta: 1 day, 8:51:25, time: 0.891, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1435, decode.acc_seg: 94.6963, aux.loss_ce: 0.0745, aux.acc_seg: 93.3139, loss: 0.2179 2023-02-24 04:45:50,857 - mmseg - INFO - per class results: 2023-02-24 04:45:50,860 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 97.04 | 97.2 | | sidewalk | 79.77 | 96.71 | | building | 92.12 | 96.74 | | wall | 57.72 | 63.22 | | fence | 60.63 | 67.42 | | pole | 59.3 | 64.78 | | traffic light | 66.2 | 87.22 | | traffic sign | 78.54 | 88.37 | | vegetation | 92.33 | 96.38 | | terrain | 64.04 | 72.59 | | sky | 94.59 | 98.0 | | person | 81.1 | 86.79 | | rider | 61.82 | 73.68 | | car | 93.59 | 98.75 | | truck | 77.26 | 88.99 | | bus | 87.56 | 91.62 | | train | 74.6 | 83.36 | | motorcycle | 67.3 | 77.04 | | bicycle | 75.68 | 93.17 | +---------------+-------+-------+ 2023-02-24 04:45:50,861 - mmseg - INFO - Summary: 2023-02-24 04:45:50,861 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 95.51 | 76.9 | 85.37 | +-------+------+-------+ 2023-02-24 04:45:52,088 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_16000.pth. 2023-02-24 04:45:52,090 - mmseg - INFO - Best mIoU is 0.7690 at 16000 iter. 2023-02-24 04:45:52,090 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 04:45:52,090 - mmseg - INFO - Iter(val) [125] aAcc: 0.9551, mIoU: 0.7690, mAcc: 0.8537, IoU.road: 0.9704, IoU.sidewalk: 0.7977, IoU.building: 0.9212, IoU.wall: 0.5772, IoU.fence: 0.6063, IoU.pole: 0.5930, IoU.traffic light: 0.6620, IoU.traffic sign: 0.7854, IoU.vegetation: 0.9233, IoU.terrain: 0.6404, IoU.sky: 0.9459, IoU.person: 0.8110, IoU.rider: 0.6182, IoU.car: 0.9359, IoU.truck: 0.7726, IoU.bus: 0.8756, IoU.train: 0.7460, IoU.motorcycle: 0.6730, IoU.bicycle: 0.7568, Acc.road: 0.9720, Acc.sidewalk: 0.9671, Acc.building: 0.9674, Acc.wall: 0.6322, Acc.fence: 0.6742, Acc.pole: 0.6478, Acc.traffic light: 0.8722, Acc.traffic sign: 0.8837, Acc.vegetation: 0.9638, Acc.terrain: 0.7259, Acc.sky: 0.9800, Acc.person: 0.8679, Acc.rider: 0.7368, Acc.car: 0.9875, Acc.truck: 0.8899, Acc.bus: 0.9162, Acc.train: 0.8336, Acc.motorcycle: 0.7704, Acc.bicycle: 0.9317 2023-02-24 04:46:32,286 - mmseg - INFO - Iter [16050/160000] lr: 5.398e-05, eta: 1 day, 9:00:09, time: 2.082, data_time: 1.289, memory: 21800, decode.loss_ce: 0.1363, decode.acc_seg: 94.9856, aux.loss_ce: 0.0734, aux.acc_seg: 93.4010, loss: 0.2097 2023-02-24 04:47:12,898 - mmseg - INFO - Iter [16100/160000] lr: 5.396e-05, eta: 1 day, 8:59:22, time: 0.812, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1326, decode.acc_seg: 95.0970, aux.loss_ce: 0.0725, aux.acc_seg: 93.4492, loss: 0.2051 2023-02-24 04:47:53,381 - mmseg - INFO - Iter [16150/160000] lr: 5.394e-05, eta: 1 day, 8:58:33, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1292, decode.acc_seg: 95.2677, aux.loss_ce: 0.0721, aux.acc_seg: 93.5793, loss: 0.2013 2023-02-24 04:48:36,585 - mmseg - INFO - Iter [16200/160000] lr: 5.393e-05, eta: 1 day, 8:58:09, time: 0.864, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1425, decode.acc_seg: 94.7539, aux.loss_ce: 0.0765, aux.acc_seg: 93.2061, loss: 0.2190 2023-02-24 04:49:16,897 - mmseg - INFO - Iter [16250/160000] lr: 5.391e-05, eta: 1 day, 8:57:20, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1432, decode.acc_seg: 94.7826, aux.loss_ce: 0.0716, aux.acc_seg: 93.6306, loss: 0.2148 2023-02-24 04:49:57,248 - mmseg - INFO - Iter [16300/160000] lr: 5.389e-05, eta: 1 day, 8:56:30, time: 0.807, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1244, decode.acc_seg: 95.3821, aux.loss_ce: 0.0700, aux.acc_seg: 93.6603, loss: 0.1944 2023-02-24 04:50:37,690 - mmseg - INFO - Iter [16350/160000] lr: 5.387e-05, eta: 1 day, 8:55:42, time: 0.809, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1583, decode.acc_seg: 94.2721, aux.loss_ce: 0.0774, aux.acc_seg: 93.0657, loss: 0.2357 2023-02-24 04:51:21,567 - mmseg - INFO - Iter [16400/160000] lr: 5.385e-05, eta: 1 day, 8:55:23, time: 0.878, data_time: 0.077, memory: 21800, decode.loss_ce: 0.1458, decode.acc_seg: 94.6963, aux.loss_ce: 0.0737, aux.acc_seg: 93.3654, loss: 0.2195 2023-02-24 04:52:01,842 - mmseg - INFO - Iter [16450/160000] lr: 5.383e-05, eta: 1 day, 8:54:33, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1456, decode.acc_seg: 94.6768, aux.loss_ce: 0.0751, aux.acc_seg: 93.2982, loss: 0.2206 2023-02-24 04:52:42,110 - mmseg - INFO - Iter [16500/160000] lr: 5.381e-05, eta: 1 day, 8:53:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1423, decode.acc_seg: 94.8339, aux.loss_ce: 0.0731, aux.acc_seg: 93.4346, loss: 0.2154 2023-02-24 04:53:22,363 - mmseg - INFO - Iter [16550/160000] lr: 5.379e-05, eta: 1 day, 8:52:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1334, decode.acc_seg: 95.0768, aux.loss_ce: 0.0725, aux.acc_seg: 93.5235, loss: 0.2059 2023-02-24 04:54:05,552 - mmseg - INFO - Iter [16600/160000] lr: 5.378e-05, eta: 1 day, 8:52:29, time: 0.864, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1355, decode.acc_seg: 94.9130, aux.loss_ce: 0.0731, aux.acc_seg: 93.4416, loss: 0.2086 2023-02-24 04:54:45,911 - mmseg - INFO - Iter [16650/160000] lr: 5.376e-05, eta: 1 day, 8:51:40, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1337, decode.acc_seg: 95.1273, aux.loss_ce: 0.0708, aux.acc_seg: 93.7074, loss: 0.2044 2023-02-24 04:55:26,151 - mmseg - INFO - Iter [16700/160000] lr: 5.374e-05, eta: 1 day, 8:50:50, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1422, decode.acc_seg: 94.8473, aux.loss_ce: 0.0752, aux.acc_seg: 93.2950, loss: 0.2174 2023-02-24 04:56:09,164 - mmseg - INFO - Iter [16750/160000] lr: 5.372e-05, eta: 1 day, 8:50:24, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1364, decode.acc_seg: 94.9734, aux.loss_ce: 0.0703, aux.acc_seg: 93.7116, loss: 0.2067 2023-02-24 04:56:50,017 - mmseg - INFO - Iter [16800/160000] lr: 5.370e-05, eta: 1 day, 8:49:39, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.1366, decode.acc_seg: 94.9463, aux.loss_ce: 0.0737, aux.acc_seg: 93.3822, loss: 0.2103 2023-02-24 04:57:30,316 - mmseg - INFO - Iter [16850/160000] lr: 5.368e-05, eta: 1 day, 8:48:49, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1288, decode.acc_seg: 95.1912, aux.loss_ce: 0.0688, aux.acc_seg: 93.7885, loss: 0.1976 2023-02-24 04:58:10,984 - mmseg - INFO - Iter [16900/160000] lr: 5.366e-05, eta: 1 day, 8:48:03, time: 0.813, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1361, decode.acc_seg: 94.9957, aux.loss_ce: 0.0729, aux.acc_seg: 93.5493, loss: 0.2089 2023-02-24 04:58:54,498 - mmseg - INFO - Iter [16950/160000] lr: 5.364e-05, eta: 1 day, 8:47:41, time: 0.870, data_time: 0.076, memory: 21800, decode.loss_ce: 0.1276, decode.acc_seg: 95.3458, aux.loss_ce: 0.0698, aux.acc_seg: 93.7811, loss: 0.1974 2023-02-24 04:59:34,840 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 04:59:34,841 - mmseg - INFO - Iter [17000/160000] lr: 5.363e-05, eta: 1 day, 8:46:52, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1388, decode.acc_seg: 94.9802, aux.loss_ce: 0.0737, aux.acc_seg: 93.3986, loss: 0.2124 2023-02-24 05:00:15,145 - mmseg - INFO - Iter [17050/160000] lr: 5.361e-05, eta: 1 day, 8:46:02, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1395, decode.acc_seg: 94.9149, aux.loss_ce: 0.0727, aux.acc_seg: 93.4355, loss: 0.2122 2023-02-24 05:00:55,499 - mmseg - INFO - Iter [17100/160000] lr: 5.359e-05, eta: 1 day, 8:45:14, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1445, decode.acc_seg: 94.8884, aux.loss_ce: 0.0726, aux.acc_seg: 93.5753, loss: 0.2172 2023-02-24 05:01:38,546 - mmseg - INFO - Iter [17150/160000] lr: 5.357e-05, eta: 1 day, 8:44:47, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1308, decode.acc_seg: 95.1736, aux.loss_ce: 0.0710, aux.acc_seg: 93.6387, loss: 0.2018 2023-02-24 05:02:18,829 - mmseg - INFO - Iter [17200/160000] lr: 5.355e-05, eta: 1 day, 8:43:58, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1385, decode.acc_seg: 94.8953, aux.loss_ce: 0.0731, aux.acc_seg: 93.4474, loss: 0.2116 2023-02-24 05:02:59,046 - mmseg - INFO - Iter [17250/160000] lr: 5.353e-05, eta: 1 day, 8:43:08, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1285, decode.acc_seg: 95.3322, aux.loss_ce: 0.0730, aux.acc_seg: 93.4759, loss: 0.2015 2023-02-24 05:03:42,541 - mmseg - INFO - Iter [17300/160000] lr: 5.351e-05, eta: 1 day, 8:42:45, time: 0.870, data_time: 0.076, memory: 21800, decode.loss_ce: 0.1307, decode.acc_seg: 95.1793, aux.loss_ce: 0.0741, aux.acc_seg: 93.3470, loss: 0.2049 2023-02-24 05:04:22,678 - mmseg - INFO - Iter [17350/160000] lr: 5.349e-05, eta: 1 day, 8:41:55, time: 0.803, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1292, decode.acc_seg: 95.2456, aux.loss_ce: 0.0706, aux.acc_seg: 93.6946, loss: 0.1998 2023-02-24 05:05:02,957 - mmseg - INFO - Iter [17400/160000] lr: 5.348e-05, eta: 1 day, 8:41:05, time: 0.806, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1277, decode.acc_seg: 95.2115, aux.loss_ce: 0.0720, aux.acc_seg: 93.4845, loss: 0.1997 2023-02-24 05:05:43,121 - mmseg - INFO - Iter [17450/160000] lr: 5.346e-05, eta: 1 day, 8:40:15, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1191, decode.acc_seg: 95.5995, aux.loss_ce: 0.0672, aux.acc_seg: 93.9896, loss: 0.1863 2023-02-24 05:06:26,083 - mmseg - INFO - Iter [17500/160000] lr: 5.344e-05, eta: 1 day, 8:39:48, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1335, decode.acc_seg: 95.1079, aux.loss_ce: 0.0729, aux.acc_seg: 93.4562, loss: 0.2064 2023-02-24 05:07:06,262 - mmseg - INFO - Iter [17550/160000] lr: 5.342e-05, eta: 1 day, 8:38:58, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1219, decode.acc_seg: 95.4626, aux.loss_ce: 0.0707, aux.acc_seg: 93.6392, loss: 0.1926 2023-02-24 05:07:46,453 - mmseg - INFO - Iter [17600/160000] lr: 5.340e-05, eta: 1 day, 8:38:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1368, decode.acc_seg: 95.0125, aux.loss_ce: 0.0748, aux.acc_seg: 93.3165, loss: 0.2116 2023-02-24 05:08:26,670 - mmseg - INFO - Iter [17650/160000] lr: 5.338e-05, eta: 1 day, 8:37:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1265, decode.acc_seg: 95.3077, aux.loss_ce: 0.0693, aux.acc_seg: 93.7199, loss: 0.1958 2023-02-24 05:09:09,632 - mmseg - INFO - Iter [17700/160000] lr: 5.336e-05, eta: 1 day, 8:36:51, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1325, decode.acc_seg: 95.1428, aux.loss_ce: 0.0726, aux.acc_seg: 93.5701, loss: 0.2052 2023-02-24 05:09:49,822 - mmseg - INFO - Iter [17750/160000] lr: 5.334e-05, eta: 1 day, 8:36:01, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1243, decode.acc_seg: 95.4165, aux.loss_ce: 0.0700, aux.acc_seg: 93.7116, loss: 0.1943 2023-02-24 05:10:30,294 - mmseg - INFO - Iter [17800/160000] lr: 5.333e-05, eta: 1 day, 8:35:13, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1447, decode.acc_seg: 94.8181, aux.loss_ce: 0.0752, aux.acc_seg: 93.3263, loss: 0.2199 2023-02-24 05:11:10,697 - mmseg - INFO - Iter [17850/160000] lr: 5.331e-05, eta: 1 day, 8:34:25, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1256, decode.acc_seg: 95.3466, aux.loss_ce: 0.0709, aux.acc_seg: 93.5658, loss: 0.1966 2023-02-24 05:11:53,792 - mmseg - INFO - Iter [17900/160000] lr: 5.329e-05, eta: 1 day, 8:33:59, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1311, decode.acc_seg: 95.2422, aux.loss_ce: 0.0707, aux.acc_seg: 93.6364, loss: 0.2018 2023-02-24 05:12:34,020 - mmseg - INFO - Iter [17950/160000] lr: 5.327e-05, eta: 1 day, 8:33:10, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1324, decode.acc_seg: 95.1407, aux.loss_ce: 0.0721, aux.acc_seg: 93.5602, loss: 0.2045 2023-02-24 05:13:14,210 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 05:13:14,210 - mmseg - INFO - Iter [18000/160000] lr: 5.325e-05, eta: 1 day, 8:32:20, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1268, decode.acc_seg: 95.3633, aux.loss_ce: 0.0700, aux.acc_seg: 93.7119, loss: 0.1968 2023-02-24 05:13:58,045 - mmseg - INFO - Iter [18050/160000] lr: 5.323e-05, eta: 1 day, 8:31:59, time: 0.877, data_time: 0.079, memory: 21800, decode.loss_ce: 0.1234, decode.acc_seg: 95.4465, aux.loss_ce: 0.0693, aux.acc_seg: 93.7854, loss: 0.1927 2023-02-24 05:14:38,261 - mmseg - INFO - Iter [18100/160000] lr: 5.321e-05, eta: 1 day, 8:31:10, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1311, decode.acc_seg: 95.2652, aux.loss_ce: 0.0693, aux.acc_seg: 93.8211, loss: 0.2004 2023-02-24 05:15:18,566 - mmseg - INFO - Iter [18150/160000] lr: 5.319e-05, eta: 1 day, 8:30:21, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1251, decode.acc_seg: 95.4005, aux.loss_ce: 0.0678, aux.acc_seg: 93.9147, loss: 0.1929 2023-02-24 05:15:58,793 - mmseg - INFO - Iter [18200/160000] lr: 5.318e-05, eta: 1 day, 8:29:32, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1355, decode.acc_seg: 95.0520, aux.loss_ce: 0.0762, aux.acc_seg: 93.3228, loss: 0.2117 2023-02-24 05:16:41,825 - mmseg - INFO - Iter [18250/160000] lr: 5.316e-05, eta: 1 day, 8:29:04, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1321, decode.acc_seg: 95.1648, aux.loss_ce: 0.0708, aux.acc_seg: 93.6689, loss: 0.2029 2023-02-24 05:17:22,068 - mmseg - INFO - Iter [18300/160000] lr: 5.314e-05, eta: 1 day, 8:28:15, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1335, decode.acc_seg: 95.2437, aux.loss_ce: 0.0723, aux.acc_seg: 93.6034, loss: 0.2057 2023-02-24 05:18:02,276 - mmseg - INFO - Iter [18350/160000] lr: 5.312e-05, eta: 1 day, 8:27:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1319, decode.acc_seg: 95.1617, aux.loss_ce: 0.0701, aux.acc_seg: 93.7092, loss: 0.2021 2023-02-24 05:18:42,530 - mmseg - INFO - Iter [18400/160000] lr: 5.310e-05, eta: 1 day, 8:26:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1269, decode.acc_seg: 95.2942, aux.loss_ce: 0.0696, aux.acc_seg: 93.6886, loss: 0.1965 2023-02-24 05:19:25,713 - mmseg - INFO - Iter [18450/160000] lr: 5.308e-05, eta: 1 day, 8:26:11, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1265, decode.acc_seg: 95.3742, aux.loss_ce: 0.0735, aux.acc_seg: 93.5790, loss: 0.2000 2023-02-24 05:20:05,900 - mmseg - INFO - Iter [18500/160000] lr: 5.306e-05, eta: 1 day, 8:25:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1311, decode.acc_seg: 95.1163, aux.loss_ce: 0.0724, aux.acc_seg: 93.5765, loss: 0.2035 2023-02-24 05:20:46,336 - mmseg - INFO - Iter [18550/160000] lr: 5.304e-05, eta: 1 day, 8:24:34, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1259, decode.acc_seg: 95.3978, aux.loss_ce: 0.0712, aux.acc_seg: 93.6134, loss: 0.1972 2023-02-24 05:21:26,607 - mmseg - INFO - Iter [18600/160000] lr: 5.303e-05, eta: 1 day, 8:23:45, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1246, decode.acc_seg: 95.4673, aux.loss_ce: 0.0678, aux.acc_seg: 93.8566, loss: 0.1923 2023-02-24 05:22:10,344 - mmseg - INFO - Iter [18650/160000] lr: 5.301e-05, eta: 1 day, 8:23:23, time: 0.875, data_time: 0.081, memory: 21800, decode.loss_ce: 0.1166, decode.acc_seg: 95.6757, aux.loss_ce: 0.0642, aux.acc_seg: 94.2373, loss: 0.1808 2023-02-24 05:22:50,516 - mmseg - INFO - Iter [18700/160000] lr: 5.299e-05, eta: 1 day, 8:22:34, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1210, decode.acc_seg: 95.4724, aux.loss_ce: 0.0665, aux.acc_seg: 93.9833, loss: 0.1874 2023-02-24 05:23:30,748 - mmseg - INFO - Iter [18750/160000] lr: 5.297e-05, eta: 1 day, 8:21:45, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1252, decode.acc_seg: 95.3108, aux.loss_ce: 0.0707, aux.acc_seg: 93.5649, loss: 0.1959 2023-02-24 05:24:13,738 - mmseg - INFO - Iter [18800/160000] lr: 5.295e-05, eta: 1 day, 8:21:17, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1180, decode.acc_seg: 95.6659, aux.loss_ce: 0.0677, aux.acc_seg: 93.9422, loss: 0.1857 2023-02-24 05:24:53,942 - mmseg - INFO - Iter [18850/160000] lr: 5.293e-05, eta: 1 day, 8:20:28, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1184, decode.acc_seg: 95.5357, aux.loss_ce: 0.0661, aux.acc_seg: 93.9874, loss: 0.1845 2023-02-24 05:25:34,308 - mmseg - INFO - Iter [18900/160000] lr: 5.291e-05, eta: 1 day, 8:19:40, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1225, decode.acc_seg: 95.4533, aux.loss_ce: 0.0666, aux.acc_seg: 94.0088, loss: 0.1890 2023-02-24 05:26:15,166 - mmseg - INFO - Iter [18950/160000] lr: 5.289e-05, eta: 1 day, 8:18:56, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.1184, decode.acc_seg: 95.5628, aux.loss_ce: 0.0667, aux.acc_seg: 93.9141, loss: 0.1851 2023-02-24 05:26:58,306 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 05:26:58,306 - mmseg - INFO - Iter [19000/160000] lr: 5.288e-05, eta: 1 day, 8:18:29, time: 0.863, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1177, decode.acc_seg: 95.6354, aux.loss_ce: 0.0682, aux.acc_seg: 93.8708, loss: 0.1859 2023-02-24 05:27:38,461 - mmseg - INFO - Iter [19050/160000] lr: 5.286e-05, eta: 1 day, 8:17:39, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1240, decode.acc_seg: 95.3403, aux.loss_ce: 0.0677, aux.acc_seg: 93.8439, loss: 0.1917 2023-02-24 05:28:18,783 - mmseg - INFO - Iter [19100/160000] lr: 5.284e-05, eta: 1 day, 8:16:51, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1225, decode.acc_seg: 95.4403, aux.loss_ce: 0.0675, aux.acc_seg: 93.8940, loss: 0.1900 2023-02-24 05:28:59,307 - mmseg - INFO - Iter [19150/160000] lr: 5.282e-05, eta: 1 day, 8:16:05, time: 0.810, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1337, decode.acc_seg: 95.1167, aux.loss_ce: 0.0740, aux.acc_seg: 93.3816, loss: 0.2077 2023-02-24 05:29:42,223 - mmseg - INFO - Iter [19200/160000] lr: 5.280e-05, eta: 1 day, 8:15:36, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1219, decode.acc_seg: 95.5308, aux.loss_ce: 0.0672, aux.acc_seg: 93.9815, loss: 0.1890 2023-02-24 05:30:22,484 - mmseg - INFO - Iter [19250/160000] lr: 5.278e-05, eta: 1 day, 8:14:48, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1219, decode.acc_seg: 95.5585, aux.loss_ce: 0.0676, aux.acc_seg: 93.8767, loss: 0.1894 2023-02-24 05:31:02,722 - mmseg - INFO - Iter [19300/160000] lr: 5.276e-05, eta: 1 day, 8:13:59, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1250, decode.acc_seg: 95.3702, aux.loss_ce: 0.0697, aux.acc_seg: 93.6691, loss: 0.1946 2023-02-24 05:31:45,819 - mmseg - INFO - Iter [19350/160000] lr: 5.274e-05, eta: 1 day, 8:13:31, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1218, decode.acc_seg: 95.5103, aux.loss_ce: 0.0678, aux.acc_seg: 93.9270, loss: 0.1896 2023-02-24 05:32:26,029 - mmseg - INFO - Iter [19400/160000] lr: 5.273e-05, eta: 1 day, 8:12:42, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1248, decode.acc_seg: 95.3990, aux.loss_ce: 0.0726, aux.acc_seg: 93.5290, loss: 0.1974 2023-02-24 05:33:06,242 - mmseg - INFO - Iter [19450/160000] lr: 5.271e-05, eta: 1 day, 8:11:54, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1178, decode.acc_seg: 95.6127, aux.loss_ce: 0.0662, aux.acc_seg: 93.9648, loss: 0.1840 2023-02-24 05:33:46,486 - mmseg - INFO - Iter [19500/160000] lr: 5.269e-05, eta: 1 day, 8:11:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1217, decode.acc_seg: 95.5219, aux.loss_ce: 0.0667, aux.acc_seg: 93.9902, loss: 0.1884 2023-02-24 05:34:29,379 - mmseg - INFO - Iter [19550/160000] lr: 5.267e-05, eta: 1 day, 8:10:36, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1241, decode.acc_seg: 95.4199, aux.loss_ce: 0.0687, aux.acc_seg: 93.8379, loss: 0.1928 2023-02-24 05:35:10,246 - mmseg - INFO - Iter [19600/160000] lr: 5.265e-05, eta: 1 day, 8:09:52, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.1147, decode.acc_seg: 95.7471, aux.loss_ce: 0.0652, aux.acc_seg: 94.1215, loss: 0.1799 2023-02-24 05:35:50,566 - mmseg - INFO - Iter [19650/160000] lr: 5.263e-05, eta: 1 day, 8:09:04, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1246, decode.acc_seg: 95.4068, aux.loss_ce: 0.0686, aux.acc_seg: 93.8317, loss: 0.1932 2023-02-24 05:36:31,003 - mmseg - INFO - Iter [19700/160000] lr: 5.261e-05, eta: 1 day, 8:08:18, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1295, decode.acc_seg: 95.2959, aux.loss_ce: 0.0729, aux.acc_seg: 93.5018, loss: 0.2024 2023-02-24 05:37:14,101 - mmseg - INFO - Iter [19750/160000] lr: 5.259e-05, eta: 1 day, 8:07:50, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1214, decode.acc_seg: 95.5104, aux.loss_ce: 0.0683, aux.acc_seg: 93.8566, loss: 0.1897 2023-02-24 05:37:54,312 - mmseg - INFO - Iter [19800/160000] lr: 5.258e-05, eta: 1 day, 8:07:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1321, decode.acc_seg: 95.2386, aux.loss_ce: 0.0703, aux.acc_seg: 93.6280, loss: 0.2023 2023-02-24 05:38:34,586 - mmseg - INFO - Iter [19850/160000] lr: 5.256e-05, eta: 1 day, 8:06:13, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1238, decode.acc_seg: 95.4134, aux.loss_ce: 0.0687, aux.acc_seg: 93.7856, loss: 0.1926 2023-02-24 05:39:15,488 - mmseg - INFO - Iter [19900/160000] lr: 5.254e-05, eta: 1 day, 8:05:29, time: 0.818, data_time: 0.022, memory: 21800, decode.loss_ce: 0.1188, decode.acc_seg: 95.5871, aux.loss_ce: 0.0660, aux.acc_seg: 94.0086, loss: 0.1848 2023-02-24 05:39:59,228 - mmseg - INFO - Iter [19950/160000] lr: 5.252e-05, eta: 1 day, 8:05:06, time: 0.875, data_time: 0.081, memory: 21800, decode.loss_ce: 0.1163, decode.acc_seg: 95.6732, aux.loss_ce: 0.0640, aux.acc_seg: 94.1989, loss: 0.1803 2023-02-24 05:40:39,427 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 05:40:39,428 - mmseg - INFO - Iter [20000/160000] lr: 5.250e-05, eta: 1 day, 8:04:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1156, decode.acc_seg: 95.7093, aux.loss_ce: 0.0646, aux.acc_seg: 94.1381, loss: 0.1802 2023-02-24 05:41:19,757 - mmseg - INFO - Iter [20050/160000] lr: 5.248e-05, eta: 1 day, 8:03:30, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1258, decode.acc_seg: 95.2885, aux.loss_ce: 0.0661, aux.acc_seg: 93.9877, loss: 0.1919 2023-02-24 05:42:03,406 - mmseg - INFO - Iter [20100/160000] lr: 5.246e-05, eta: 1 day, 8:03:05, time: 0.873, data_time: 0.074, memory: 21800, decode.loss_ce: 0.1331, decode.acc_seg: 95.0859, aux.loss_ce: 0.0719, aux.acc_seg: 93.4945, loss: 0.2050 2023-02-24 05:42:43,747 - mmseg - INFO - Iter [20150/160000] lr: 5.244e-05, eta: 1 day, 8:02:18, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1207, decode.acc_seg: 95.5484, aux.loss_ce: 0.0688, aux.acc_seg: 93.7447, loss: 0.1895 2023-02-24 05:43:24,020 - mmseg - INFO - Iter [20200/160000] lr: 5.243e-05, eta: 1 day, 8:01:30, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1227, decode.acc_seg: 95.4867, aux.loss_ce: 0.0670, aux.acc_seg: 93.9637, loss: 0.1898 2023-02-24 05:44:04,375 - mmseg - INFO - Iter [20250/160000] lr: 5.241e-05, eta: 1 day, 8:00:43, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1255, decode.acc_seg: 95.3677, aux.loss_ce: 0.0674, aux.acc_seg: 93.9073, loss: 0.1930 2023-02-24 05:44:47,948 - mmseg - INFO - Iter [20300/160000] lr: 5.239e-05, eta: 1 day, 8:00:18, time: 0.872, data_time: 0.072, memory: 21800, decode.loss_ce: 0.1137, decode.acc_seg: 95.7664, aux.loss_ce: 0.0639, aux.acc_seg: 94.2004, loss: 0.1776 2023-02-24 05:45:28,134 - mmseg - INFO - Iter [20350/160000] lr: 5.237e-05, eta: 1 day, 7:59:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1161, decode.acc_seg: 95.6960, aux.loss_ce: 0.0669, aux.acc_seg: 94.0252, loss: 0.1830 2023-02-24 05:46:08,381 - mmseg - INFO - Iter [20400/160000] lr: 5.235e-05, eta: 1 day, 7:58:41, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1211, decode.acc_seg: 95.5027, aux.loss_ce: 0.0671, aux.acc_seg: 93.8989, loss: 0.1882 2023-02-24 05:46:48,577 - mmseg - INFO - Iter [20450/160000] lr: 5.233e-05, eta: 1 day, 7:57:53, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1273, decode.acc_seg: 95.4042, aux.loss_ce: 0.0699, aux.acc_seg: 93.8250, loss: 0.1972 2023-02-24 05:47:31,558 - mmseg - INFO - Iter [20500/160000] lr: 5.231e-05, eta: 1 day, 7:57:24, time: 0.860, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1240, decode.acc_seg: 95.3843, aux.loss_ce: 0.0692, aux.acc_seg: 93.7653, loss: 0.1932 2023-02-24 05:48:11,805 - mmseg - INFO - Iter [20550/160000] lr: 5.229e-05, eta: 1 day, 7:56:36, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1136, decode.acc_seg: 95.7880, aux.loss_ce: 0.0648, aux.acc_seg: 94.1452, loss: 0.1784 2023-02-24 05:48:52,074 - mmseg - INFO - Iter [20600/160000] lr: 5.228e-05, eta: 1 day, 7:55:48, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1171, decode.acc_seg: 95.7050, aux.loss_ce: 0.0663, aux.acc_seg: 94.0181, loss: 0.1834 2023-02-24 05:49:34,992 - mmseg - INFO - Iter [20650/160000] lr: 5.226e-05, eta: 1 day, 7:55:18, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1245, decode.acc_seg: 95.4823, aux.loss_ce: 0.0672, aux.acc_seg: 93.9124, loss: 0.1916 2023-02-24 05:50:15,737 - mmseg - INFO - Iter [20700/160000] lr: 5.224e-05, eta: 1 day, 7:54:33, time: 0.815, data_time: 0.018, memory: 21800, decode.loss_ce: 0.1292, decode.acc_seg: 95.2437, aux.loss_ce: 0.0699, aux.acc_seg: 93.6807, loss: 0.1991 2023-02-24 05:50:56,048 - mmseg - INFO - Iter [20750/160000] lr: 5.222e-05, eta: 1 day, 7:53:46, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1201, decode.acc_seg: 95.5271, aux.loss_ce: 0.0633, aux.acc_seg: 94.2170, loss: 0.1834 2023-02-24 05:51:36,429 - mmseg - INFO - Iter [20800/160000] lr: 5.220e-05, eta: 1 day, 7:52:59, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1167, decode.acc_seg: 95.6681, aux.loss_ce: 0.0647, aux.acc_seg: 94.1300, loss: 0.1814 2023-02-24 05:52:19,995 - mmseg - INFO - Iter [20850/160000] lr: 5.218e-05, eta: 1 day, 7:52:33, time: 0.871, data_time: 0.077, memory: 21800, decode.loss_ce: 0.1179, decode.acc_seg: 95.5732, aux.loss_ce: 0.0663, aux.acc_seg: 93.9912, loss: 0.1842 2023-02-24 05:53:00,711 - mmseg - INFO - Iter [20900/160000] lr: 5.216e-05, eta: 1 day, 7:51:49, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.1248, decode.acc_seg: 95.4418, aux.loss_ce: 0.0724, aux.acc_seg: 93.4227, loss: 0.1972 2023-02-24 05:53:40,956 - mmseg - INFO - Iter [20950/160000] lr: 5.214e-05, eta: 1 day, 7:51:01, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1198, decode.acc_seg: 95.5870, aux.loss_ce: 0.0672, aux.acc_seg: 93.9198, loss: 0.1870 2023-02-24 05:54:21,211 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 05:54:21,212 - mmseg - INFO - Iter [21000/160000] lr: 5.213e-05, eta: 1 day, 7:50:13, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1147, decode.acc_seg: 95.7550, aux.loss_ce: 0.0663, aux.acc_seg: 94.0323, loss: 0.1811 2023-02-24 05:55:04,309 - mmseg - INFO - Iter [21050/160000] lr: 5.211e-05, eta: 1 day, 7:49:44, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1158, decode.acc_seg: 95.6678, aux.loss_ce: 0.0649, aux.acc_seg: 94.1307, loss: 0.1807 2023-02-24 05:55:44,606 - mmseg - INFO - Iter [21100/160000] lr: 5.209e-05, eta: 1 day, 7:48:57, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1174, decode.acc_seg: 95.6206, aux.loss_ce: 0.0672, aux.acc_seg: 93.8845, loss: 0.1846 2023-02-24 05:56:24,858 - mmseg - INFO - Iter [21150/160000] lr: 5.207e-05, eta: 1 day, 7:48:09, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1282, decode.acc_seg: 95.3191, aux.loss_ce: 0.0706, aux.acc_seg: 93.6068, loss: 0.1988 2023-02-24 05:57:05,139 - mmseg - INFO - Iter [21200/160000] lr: 5.205e-05, eta: 1 day, 7:47:22, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1215, decode.acc_seg: 95.4726, aux.loss_ce: 0.0669, aux.acc_seg: 93.9683, loss: 0.1884 2023-02-24 05:57:48,911 - mmseg - INFO - Iter [21250/160000] lr: 5.203e-05, eta: 1 day, 7:46:57, time: 0.875, data_time: 0.076, memory: 21800, decode.loss_ce: 0.1132, decode.acc_seg: 95.7867, aux.loss_ce: 0.0626, aux.acc_seg: 94.3454, loss: 0.1758 2023-02-24 05:58:29,253 - mmseg - INFO - Iter [21300/160000] lr: 5.201e-05, eta: 1 day, 7:46:10, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1172, decode.acc_seg: 95.6718, aux.loss_ce: 0.0670, aux.acc_seg: 93.9524, loss: 0.1842 2023-02-24 05:59:09,426 - mmseg - INFO - Iter [21350/160000] lr: 5.199e-05, eta: 1 day, 7:45:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1120, decode.acc_seg: 95.8475, aux.loss_ce: 0.0645, aux.acc_seg: 94.1762, loss: 0.1765 2023-02-24 05:59:52,503 - mmseg - INFO - Iter [21400/160000] lr: 5.198e-05, eta: 1 day, 7:44:53, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1167, decode.acc_seg: 95.6407, aux.loss_ce: 0.0663, aux.acc_seg: 93.9928, loss: 0.1829 2023-02-24 06:00:32,763 - mmseg - INFO - Iter [21450/160000] lr: 5.196e-05, eta: 1 day, 7:44:05, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1130, decode.acc_seg: 95.8205, aux.loss_ce: 0.0645, aux.acc_seg: 94.1024, loss: 0.1774 2023-02-24 06:01:13,073 - mmseg - INFO - Iter [21500/160000] lr: 5.194e-05, eta: 1 day, 7:43:18, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1119, decode.acc_seg: 95.8599, aux.loss_ce: 0.0617, aux.acc_seg: 94.4122, loss: 0.1736 2023-02-24 06:01:53,294 - mmseg - INFO - Iter [21550/160000] lr: 5.192e-05, eta: 1 day, 7:42:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1201, decode.acc_seg: 95.5988, aux.loss_ce: 0.0667, aux.acc_seg: 93.9531, loss: 0.1868 2023-02-24 06:02:36,293 - mmseg - INFO - Iter [21600/160000] lr: 5.190e-05, eta: 1 day, 7:42:01, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1229, decode.acc_seg: 95.4323, aux.loss_ce: 0.0667, aux.acc_seg: 94.0062, loss: 0.1896 2023-02-24 06:03:16,717 - mmseg - INFO - Iter [21650/160000] lr: 5.188e-05, eta: 1 day, 7:41:14, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1158, decode.acc_seg: 95.7145, aux.loss_ce: 0.0634, aux.acc_seg: 94.3187, loss: 0.1792 2023-02-24 06:03:57,086 - mmseg - INFO - Iter [21700/160000] lr: 5.186e-05, eta: 1 day, 7:40:28, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1178, decode.acc_seg: 95.6482, aux.loss_ce: 0.0656, aux.acc_seg: 94.1418, loss: 0.1834 2023-02-24 06:04:37,589 - mmseg - INFO - Iter [21750/160000] lr: 5.184e-05, eta: 1 day, 7:39:42, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1237, decode.acc_seg: 95.4331, aux.loss_ce: 0.0693, aux.acc_seg: 93.7485, loss: 0.1930 2023-02-24 06:05:20,572 - mmseg - INFO - Iter [21800/160000] lr: 5.183e-05, eta: 1 day, 7:39:12, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1141, decode.acc_seg: 95.7401, aux.loss_ce: 0.0639, aux.acc_seg: 94.1792, loss: 0.1780 2023-02-24 06:06:00,990 - mmseg - INFO - Iter [21850/160000] lr: 5.181e-05, eta: 1 day, 7:38:25, time: 0.808, data_time: 0.013, memory: 21800, decode.loss_ce: 0.1275, decode.acc_seg: 95.3455, aux.loss_ce: 0.0678, aux.acc_seg: 93.8574, loss: 0.1953 2023-02-24 06:06:41,311 - mmseg - INFO - Iter [21900/160000] lr: 5.179e-05, eta: 1 day, 7:37:38, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1200, decode.acc_seg: 95.5929, aux.loss_ce: 0.0680, aux.acc_seg: 93.9298, loss: 0.1880 2023-02-24 06:07:24,440 - mmseg - INFO - Iter [21950/160000] lr: 5.177e-05, eta: 1 day, 7:37:09, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1196, decode.acc_seg: 95.5050, aux.loss_ce: 0.0683, aux.acc_seg: 93.8212, loss: 0.1879 2023-02-24 06:08:04,640 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 06:08:04,641 - mmseg - INFO - Iter [22000/160000] lr: 5.175e-05, eta: 1 day, 7:36:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1180, decode.acc_seg: 95.6957, aux.loss_ce: 0.0650, aux.acc_seg: 94.1708, loss: 0.1830 2023-02-24 06:08:44,850 - mmseg - INFO - Iter [22050/160000] lr: 5.173e-05, eta: 1 day, 7:35:34, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1144, decode.acc_seg: 95.7469, aux.loss_ce: 0.0658, aux.acc_seg: 94.0546, loss: 0.1802 2023-02-24 06:09:25,037 - mmseg - INFO - Iter [22100/160000] lr: 5.171e-05, eta: 1 day, 7:34:46, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1175, decode.acc_seg: 95.6186, aux.loss_ce: 0.0641, aux.acc_seg: 94.2051, loss: 0.1816 2023-02-24 06:10:09,515 - mmseg - INFO - Iter [22150/160000] lr: 5.169e-05, eta: 1 day, 7:34:25, time: 0.889, data_time: 0.093, memory: 21800, decode.loss_ce: 0.1173, decode.acc_seg: 95.6628, aux.loss_ce: 0.0655, aux.acc_seg: 94.0406, loss: 0.1828 2023-02-24 06:10:49,729 - mmseg - INFO - Iter [22200/160000] lr: 5.168e-05, eta: 1 day, 7:33:38, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1195, decode.acc_seg: 95.5668, aux.loss_ce: 0.0666, aux.acc_seg: 94.0051, loss: 0.1861 2023-02-24 06:11:29,941 - mmseg - INFO - Iter [22250/160000] lr: 5.166e-05, eta: 1 day, 7:32:50, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1309, decode.acc_seg: 95.1942, aux.loss_ce: 0.0669, aux.acc_seg: 93.8742, loss: 0.1978 2023-02-24 06:12:10,183 - mmseg - INFO - Iter [22300/160000] lr: 5.164e-05, eta: 1 day, 7:32:03, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1427, decode.acc_seg: 94.9196, aux.loss_ce: 0.0721, aux.acc_seg: 93.5799, loss: 0.2148 2023-02-24 06:12:53,914 - mmseg - INFO - Iter [22350/160000] lr: 5.162e-05, eta: 1 day, 7:31:37, time: 0.875, data_time: 0.081, memory: 21800, decode.loss_ce: 0.1237, decode.acc_seg: 95.3529, aux.loss_ce: 0.0675, aux.acc_seg: 93.8154, loss: 0.1912 2023-02-24 06:13:34,222 - mmseg - INFO - Iter [22400/160000] lr: 5.160e-05, eta: 1 day, 7:30:50, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1170, decode.acc_seg: 95.6830, aux.loss_ce: 0.0639, aux.acc_seg: 94.2268, loss: 0.1809 2023-02-24 06:14:14,626 - mmseg - INFO - Iter [22450/160000] lr: 5.158e-05, eta: 1 day, 7:30:04, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1224, decode.acc_seg: 95.5084, aux.loss_ce: 0.0700, aux.acc_seg: 93.7015, loss: 0.1924 2023-02-24 06:14:54,977 - mmseg - INFO - Iter [22500/160000] lr: 5.156e-05, eta: 1 day, 7:29:18, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1148, decode.acc_seg: 95.7151, aux.loss_ce: 0.0665, aux.acc_seg: 94.0090, loss: 0.1813 2023-02-24 06:15:38,125 - mmseg - INFO - Iter [22550/160000] lr: 5.154e-05, eta: 1 day, 7:28:48, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1242, decode.acc_seg: 95.4440, aux.loss_ce: 0.0689, aux.acc_seg: 93.7460, loss: 0.1930 2023-02-24 06:16:18,450 - mmseg - INFO - Iter [22600/160000] lr: 5.153e-05, eta: 1 day, 7:28:01, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1101, decode.acc_seg: 95.8827, aux.loss_ce: 0.0649, aux.acc_seg: 94.0850, loss: 0.1751 2023-02-24 06:16:58,661 - mmseg - INFO - Iter [22650/160000] lr: 5.151e-05, eta: 1 day, 7:27:14, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1207, decode.acc_seg: 95.5007, aux.loss_ce: 0.0688, aux.acc_seg: 93.7284, loss: 0.1895 2023-02-24 06:17:41,654 - mmseg - INFO - Iter [22700/160000] lr: 5.149e-05, eta: 1 day, 7:26:44, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1178, decode.acc_seg: 95.6655, aux.loss_ce: 0.0643, aux.acc_seg: 94.2250, loss: 0.1820 2023-02-24 06:18:21,910 - mmseg - INFO - Iter [22750/160000] lr: 5.147e-05, eta: 1 day, 7:25:57, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1119, decode.acc_seg: 95.8218, aux.loss_ce: 0.0629, aux.acc_seg: 94.3137, loss: 0.1748 2023-02-24 06:19:02,291 - mmseg - INFO - Iter [22800/160000] lr: 5.145e-05, eta: 1 day, 7:25:10, time: 0.808, data_time: 0.013, memory: 21800, decode.loss_ce: 0.1120, decode.acc_seg: 95.7953, aux.loss_ce: 0.0629, aux.acc_seg: 94.2490, loss: 0.1749 2023-02-24 06:19:42,515 - mmseg - INFO - Iter [22850/160000] lr: 5.143e-05, eta: 1 day, 7:24:23, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1133, decode.acc_seg: 95.7136, aux.loss_ce: 0.0648, aux.acc_seg: 94.0434, loss: 0.1781 2023-02-24 06:20:25,519 - mmseg - INFO - Iter [22900/160000] lr: 5.141e-05, eta: 1 day, 7:23:52, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1107, decode.acc_seg: 95.8698, aux.loss_ce: 0.0647, aux.acc_seg: 94.1752, loss: 0.1754 2023-02-24 06:21:06,233 - mmseg - INFO - Iter [22950/160000] lr: 5.139e-05, eta: 1 day, 7:23:08, time: 0.814, data_time: 0.018, memory: 21800, decode.loss_ce: 0.1135, decode.acc_seg: 95.7303, aux.loss_ce: 0.0664, aux.acc_seg: 93.9048, loss: 0.1800 2023-02-24 06:21:46,553 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 06:21:46,554 - mmseg - INFO - Iter [23000/160000] lr: 5.138e-05, eta: 1 day, 7:22:22, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1092, decode.acc_seg: 95.9372, aux.loss_ce: 0.0630, aux.acc_seg: 94.2430, loss: 0.1721 2023-02-24 06:22:26,722 - mmseg - INFO - Iter [23050/160000] lr: 5.136e-05, eta: 1 day, 7:21:34, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1152, decode.acc_seg: 95.6960, aux.loss_ce: 0.0659, aux.acc_seg: 93.9706, loss: 0.1811 2023-02-24 06:23:10,350 - mmseg - INFO - Iter [23100/160000] lr: 5.134e-05, eta: 1 day, 7:21:07, time: 0.873, data_time: 0.076, memory: 21800, decode.loss_ce: 0.1136, decode.acc_seg: 95.7501, aux.loss_ce: 0.0654, aux.acc_seg: 94.1258, loss: 0.1790 2023-02-24 06:23:51,215 - mmseg - INFO - Iter [23150/160000] lr: 5.132e-05, eta: 1 day, 7:20:24, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.1100, decode.acc_seg: 95.8324, aux.loss_ce: 0.0651, aux.acc_seg: 94.0213, loss: 0.1751 2023-02-24 06:24:31,451 - mmseg - INFO - Iter [23200/160000] lr: 5.130e-05, eta: 1 day, 7:19:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1151, decode.acc_seg: 95.6979, aux.loss_ce: 0.0654, aux.acc_seg: 94.0940, loss: 0.1805 2023-02-24 06:25:11,653 - mmseg - INFO - Iter [23250/160000] lr: 5.128e-05, eta: 1 day, 7:18:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1204, decode.acc_seg: 95.5225, aux.loss_ce: 0.0658, aux.acc_seg: 93.9207, loss: 0.1862 2023-02-24 06:25:54,645 - mmseg - INFO - Iter [23300/160000] lr: 5.126e-05, eta: 1 day, 7:18:19, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1159, decode.acc_seg: 95.6794, aux.loss_ce: 0.0662, aux.acc_seg: 93.9822, loss: 0.1821 2023-02-24 06:26:34,988 - mmseg - INFO - Iter [23350/160000] lr: 5.124e-05, eta: 1 day, 7:17:32, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1139, decode.acc_seg: 95.7468, aux.loss_ce: 0.0644, aux.acc_seg: 94.2112, loss: 0.1783 2023-02-24 06:27:15,321 - mmseg - INFO - Iter [23400/160000] lr: 5.123e-05, eta: 1 day, 7:16:46, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1160, decode.acc_seg: 95.6469, aux.loss_ce: 0.0645, aux.acc_seg: 94.1221, loss: 0.1805 2023-02-24 06:27:58,890 - mmseg - INFO - Iter [23450/160000] lr: 5.121e-05, eta: 1 day, 7:16:19, time: 0.872, data_time: 0.078, memory: 21800, decode.loss_ce: 0.1108, decode.acc_seg: 95.8286, aux.loss_ce: 0.0638, aux.acc_seg: 94.1547, loss: 0.1746 2023-02-24 06:28:39,141 - mmseg - INFO - Iter [23500/160000] lr: 5.119e-05, eta: 1 day, 7:15:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1087, decode.acc_seg: 95.9444, aux.loss_ce: 0.0638, aux.acc_seg: 94.2153, loss: 0.1725 2023-02-24 06:29:19,365 - mmseg - INFO - Iter [23550/160000] lr: 5.117e-05, eta: 1 day, 7:14:45, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1191, decode.acc_seg: 95.5335, aux.loss_ce: 0.0652, aux.acc_seg: 94.0741, loss: 0.1842 2023-02-24 06:29:59,856 - mmseg - INFO - Iter [23600/160000] lr: 5.115e-05, eta: 1 day, 7:13:59, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1120, decode.acc_seg: 95.8772, aux.loss_ce: 0.0644, aux.acc_seg: 94.1246, loss: 0.1763 2023-02-24 06:30:43,806 - mmseg - INFO - Iter [23650/160000] lr: 5.113e-05, eta: 1 day, 7:13:34, time: 0.879, data_time: 0.080, memory: 21800, decode.loss_ce: 0.1131, decode.acc_seg: 95.7134, aux.loss_ce: 0.0642, aux.acc_seg: 94.1173, loss: 0.1772 2023-02-24 06:31:23,972 - mmseg - INFO - Iter [23700/160000] lr: 5.111e-05, eta: 1 day, 7:12:46, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1127, decode.acc_seg: 95.8273, aux.loss_ce: 0.0638, aux.acc_seg: 94.2028, loss: 0.1765 2023-02-24 06:32:04,283 - mmseg - INFO - Iter [23750/160000] lr: 5.109e-05, eta: 1 day, 7:12:00, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1106, decode.acc_seg: 95.8638, aux.loss_ce: 0.0628, aux.acc_seg: 94.3062, loss: 0.1734 2023-02-24 06:32:44,508 - mmseg - INFO - Iter [23800/160000] lr: 5.108e-05, eta: 1 day, 7:11:13, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1140, decode.acc_seg: 95.7521, aux.loss_ce: 0.0635, aux.acc_seg: 94.2514, loss: 0.1775 2023-02-24 06:33:27,539 - mmseg - INFO - Iter [23850/160000] lr: 5.106e-05, eta: 1 day, 7:10:42, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1059, decode.acc_seg: 96.0404, aux.loss_ce: 0.0613, aux.acc_seg: 94.4064, loss: 0.1672 2023-02-24 06:34:07,705 - mmseg - INFO - Iter [23900/160000] lr: 5.104e-05, eta: 1 day, 7:09:55, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1172, decode.acc_seg: 95.6129, aux.loss_ce: 0.0683, aux.acc_seg: 93.7849, loss: 0.1855 2023-02-24 06:34:47,911 - mmseg - INFO - Iter [23950/160000] lr: 5.102e-05, eta: 1 day, 7:09:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1158, decode.acc_seg: 95.7273, aux.loss_ce: 0.0653, aux.acc_seg: 94.0476, loss: 0.1811 2023-02-24 06:35:31,671 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 06:35:31,674 - mmseg - INFO - Iter [24000/160000] lr: 5.100e-05, eta: 1 day, 7:08:41, time: 0.875, data_time: 0.081, memory: 21800, decode.loss_ce: 0.1138, decode.acc_seg: 95.7376, aux.loss_ce: 0.0644, aux.acc_seg: 94.1491, loss: 0.1782 2023-02-24 06:36:11,853 - mmseg - INFO - Iter [24050/160000] lr: 5.098e-05, eta: 1 day, 7:07:54, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1119, decode.acc_seg: 95.8404, aux.loss_ce: 0.0638, aux.acc_seg: 94.2615, loss: 0.1756 2023-02-24 06:36:52,074 - mmseg - INFO - Iter [24100/160000] lr: 5.096e-05, eta: 1 day, 7:07:07, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1108, decode.acc_seg: 95.9006, aux.loss_ce: 0.0639, aux.acc_seg: 94.2288, loss: 0.1747 2023-02-24 06:37:32,266 - mmseg - INFO - Iter [24150/160000] lr: 5.094e-05, eta: 1 day, 7:06:20, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1122, decode.acc_seg: 95.8312, aux.loss_ce: 0.0643, aux.acc_seg: 94.1636, loss: 0.1766 2023-02-24 06:38:15,364 - mmseg - INFO - Iter [24200/160000] lr: 5.093e-05, eta: 1 day, 7:05:50, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1171, decode.acc_seg: 95.6421, aux.loss_ce: 0.0647, aux.acc_seg: 94.1053, loss: 0.1818 2023-02-24 06:38:55,530 - mmseg - INFO - Iter [24250/160000] lr: 5.091e-05, eta: 1 day, 7:05:03, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1135, decode.acc_seg: 95.7336, aux.loss_ce: 0.0659, aux.acc_seg: 93.9969, loss: 0.1793 2023-02-24 06:39:36,510 - mmseg - INFO - Iter [24300/160000] lr: 5.089e-05, eta: 1 day, 7:04:20, time: 0.820, data_time: 0.023, memory: 21800, decode.loss_ce: 0.1159, decode.acc_seg: 95.6402, aux.loss_ce: 0.0650, aux.acc_seg: 94.0745, loss: 0.1809 2023-02-24 06:40:16,735 - mmseg - INFO - Iter [24350/160000] lr: 5.087e-05, eta: 1 day, 7:03:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1091, decode.acc_seg: 95.9426, aux.loss_ce: 0.0656, aux.acc_seg: 94.0216, loss: 0.1746 2023-02-24 06:40:59,769 - mmseg - INFO - Iter [24400/160000] lr: 5.085e-05, eta: 1 day, 7:03:02, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1103, decode.acc_seg: 95.8953, aux.loss_ce: 0.0654, aux.acc_seg: 94.0824, loss: 0.1757 2023-02-24 06:41:40,256 - mmseg - INFO - Iter [24450/160000] lr: 5.083e-05, eta: 1 day, 7:02:17, time: 0.810, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1040, decode.acc_seg: 96.0777, aux.loss_ce: 0.0611, aux.acc_seg: 94.4054, loss: 0.1651 2023-02-24 06:42:20,451 - mmseg - INFO - Iter [24500/160000] lr: 5.081e-05, eta: 1 day, 7:01:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1128, decode.acc_seg: 95.7951, aux.loss_ce: 0.0635, aux.acc_seg: 94.1781, loss: 0.1763 2023-02-24 06:43:00,631 - mmseg - INFO - Iter [24550/160000] lr: 5.079e-05, eta: 1 day, 7:00:43, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1141, decode.acc_seg: 95.7555, aux.loss_ce: 0.0673, aux.acc_seg: 93.8472, loss: 0.1813 2023-02-24 06:43:44,797 - mmseg - INFO - Iter [24600/160000] lr: 5.078e-05, eta: 1 day, 7:00:18, time: 0.883, data_time: 0.076, memory: 21800, decode.loss_ce: 0.1187, decode.acc_seg: 95.5561, aux.loss_ce: 0.0689, aux.acc_seg: 93.7269, loss: 0.1876 2023-02-24 06:44:25,109 - mmseg - INFO - Iter [24650/160000] lr: 5.076e-05, eta: 1 day, 6:59:32, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1103, decode.acc_seg: 95.9012, aux.loss_ce: 0.0632, aux.acc_seg: 94.2525, loss: 0.1735 2023-02-24 06:45:05,408 - mmseg - INFO - Iter [24700/160000] lr: 5.074e-05, eta: 1 day, 6:58:46, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1094, decode.acc_seg: 95.9678, aux.loss_ce: 0.0637, aux.acc_seg: 94.2773, loss: 0.1731 2023-02-24 06:45:48,516 - mmseg - INFO - Iter [24750/160000] lr: 5.072e-05, eta: 1 day, 6:58:15, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1135, decode.acc_seg: 95.7294, aux.loss_ce: 0.0636, aux.acc_seg: 94.1603, loss: 0.1771 2023-02-24 06:46:28,726 - mmseg - INFO - Iter [24800/160000] lr: 5.070e-05, eta: 1 day, 6:57:28, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1142, decode.acc_seg: 95.7681, aux.loss_ce: 0.0663, aux.acc_seg: 93.9455, loss: 0.1806 2023-02-24 06:47:08,948 - mmseg - INFO - Iter [24850/160000] lr: 5.068e-05, eta: 1 day, 6:56:42, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1088, decode.acc_seg: 95.9488, aux.loss_ce: 0.0631, aux.acc_seg: 94.2828, loss: 0.1720 2023-02-24 06:47:49,543 - mmseg - INFO - Iter [24900/160000] lr: 5.066e-05, eta: 1 day, 6:55:57, time: 0.812, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1074, decode.acc_seg: 95.9153, aux.loss_ce: 0.0620, aux.acc_seg: 94.3697, loss: 0.1694 2023-02-24 06:48:33,065 - mmseg - INFO - Iter [24950/160000] lr: 5.064e-05, eta: 1 day, 6:55:28, time: 0.871, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1238, decode.acc_seg: 95.4482, aux.loss_ce: 0.0660, aux.acc_seg: 94.0413, loss: 0.1898 2023-02-24 06:49:13,337 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 06:49:13,338 - mmseg - INFO - Iter [25000/160000] lr: 5.063e-05, eta: 1 day, 6:54:42, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1241, decode.acc_seg: 95.3400, aux.loss_ce: 0.0658, aux.acc_seg: 93.9543, loss: 0.1899 2023-02-24 06:49:53,753 - mmseg - INFO - Iter [25050/160000] lr: 5.061e-05, eta: 1 day, 6:53:56, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1124, decode.acc_seg: 95.8634, aux.loss_ce: 0.0617, aux.acc_seg: 94.4104, loss: 0.1741 2023-02-24 06:50:34,315 - mmseg - INFO - Iter [25100/160000] lr: 5.059e-05, eta: 1 day, 6:53:12, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1102, decode.acc_seg: 95.8538, aux.loss_ce: 0.0646, aux.acc_seg: 94.0850, loss: 0.1748 2023-02-24 06:51:17,514 - mmseg - INFO - Iter [25150/160000] lr: 5.057e-05, eta: 1 day, 6:52:41, time: 0.864, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1155, decode.acc_seg: 95.7593, aux.loss_ce: 0.0633, aux.acc_seg: 94.2623, loss: 0.1787 2023-02-24 06:51:57,739 - mmseg - INFO - Iter [25200/160000] lr: 5.055e-05, eta: 1 day, 6:51:55, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1037, decode.acc_seg: 96.0940, aux.loss_ce: 0.0623, aux.acc_seg: 94.3268, loss: 0.1661 2023-02-24 06:52:37,982 - mmseg - INFO - Iter [25250/160000] lr: 5.053e-05, eta: 1 day, 6:51:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1108, decode.acc_seg: 95.9184, aux.loss_ce: 0.0613, aux.acc_seg: 94.4537, loss: 0.1721 2023-02-24 06:53:21,138 - mmseg - INFO - Iter [25300/160000] lr: 5.051e-05, eta: 1 day, 6:50:37, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1095, decode.acc_seg: 95.8729, aux.loss_ce: 0.0629, aux.acc_seg: 94.3004, loss: 0.1724 2023-02-24 06:54:01,639 - mmseg - INFO - Iter [25350/160000] lr: 5.049e-05, eta: 1 day, 6:49:52, time: 0.810, data_time: 0.018, memory: 21800, decode.loss_ce: 0.1153, decode.acc_seg: 95.7037, aux.loss_ce: 0.0648, aux.acc_seg: 94.1313, loss: 0.1802 2023-02-24 06:54:41,828 - mmseg - INFO - Iter [25400/160000] lr: 5.048e-05, eta: 1 day, 6:49:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1041, decode.acc_seg: 96.1050, aux.loss_ce: 0.0610, aux.acc_seg: 94.4476, loss: 0.1651 2023-02-24 06:55:22,099 - mmseg - INFO - Iter [25450/160000] lr: 5.046e-05, eta: 1 day, 6:48:19, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1143, decode.acc_seg: 95.7783, aux.loss_ce: 0.0640, aux.acc_seg: 94.1601, loss: 0.1783 2023-02-24 06:56:05,223 - mmseg - INFO - Iter [25500/160000] lr: 5.044e-05, eta: 1 day, 6:47:48, time: 0.862, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1145, decode.acc_seg: 95.7908, aux.loss_ce: 0.0656, aux.acc_seg: 94.0276, loss: 0.1801 2023-02-24 06:56:45,502 - mmseg - INFO - Iter [25550/160000] lr: 5.042e-05, eta: 1 day, 6:47:02, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1065, decode.acc_seg: 96.0169, aux.loss_ce: 0.0626, aux.acc_seg: 94.2453, loss: 0.1691 2023-02-24 06:57:25,793 - mmseg - INFO - Iter [25600/160000] lr: 5.040e-05, eta: 1 day, 6:46:16, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1080, decode.acc_seg: 95.9546, aux.loss_ce: 0.0625, aux.acc_seg: 94.3118, loss: 0.1705 2023-02-24 06:58:06,545 - mmseg - INFO - Iter [25650/160000] lr: 5.038e-05, eta: 1 day, 6:45:32, time: 0.815, data_time: 0.020, memory: 21800, decode.loss_ce: 0.1079, decode.acc_seg: 95.9000, aux.loss_ce: 0.0624, aux.acc_seg: 94.2224, loss: 0.1703 2023-02-24 06:58:49,857 - mmseg - INFO - Iter [25700/160000] lr: 5.036e-05, eta: 1 day, 6:45:02, time: 0.866, data_time: 0.072, memory: 21800, decode.loss_ce: 0.1100, decode.acc_seg: 95.8746, aux.loss_ce: 0.0646, aux.acc_seg: 94.0985, loss: 0.1746 2023-02-24 06:59:30,081 - mmseg - INFO - Iter [25750/160000] lr: 5.034e-05, eta: 1 day, 6:44:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1104, decode.acc_seg: 95.9051, aux.loss_ce: 0.0641, aux.acc_seg: 94.2184, loss: 0.1745 2023-02-24 07:00:10,422 - mmseg - INFO - Iter [25800/160000] lr: 5.033e-05, eta: 1 day, 6:43:30, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1089, decode.acc_seg: 95.9091, aux.loss_ce: 0.0617, aux.acc_seg: 94.3676, loss: 0.1706 2023-02-24 07:00:50,744 - mmseg - INFO - Iter [25850/160000] lr: 5.031e-05, eta: 1 day, 6:42:44, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1074, decode.acc_seg: 95.9525, aux.loss_ce: 0.0637, aux.acc_seg: 94.1514, loss: 0.1711 2023-02-24 07:01:34,542 - mmseg - INFO - Iter [25900/160000] lr: 5.029e-05, eta: 1 day, 6:42:16, time: 0.876, data_time: 0.077, memory: 21800, decode.loss_ce: 0.1144, decode.acc_seg: 95.7356, aux.loss_ce: 0.0659, aux.acc_seg: 93.9349, loss: 0.1803 2023-02-24 07:02:14,822 - mmseg - INFO - Iter [25950/160000] lr: 5.027e-05, eta: 1 day, 6:41:30, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1089, decode.acc_seg: 95.9428, aux.loss_ce: 0.0603, aux.acc_seg: 94.4986, loss: 0.1692 2023-02-24 07:02:55,018 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 07:02:55,019 - mmseg - INFO - Iter [26000/160000] lr: 5.025e-05, eta: 1 day, 6:40:44, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1144, decode.acc_seg: 95.7267, aux.loss_ce: 0.0636, aux.acc_seg: 94.1866, loss: 0.1780 2023-02-24 07:03:38,327 - mmseg - INFO - Iter [26050/160000] lr: 5.023e-05, eta: 1 day, 6:40:14, time: 0.866, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1189, decode.acc_seg: 95.7131, aux.loss_ce: 0.0652, aux.acc_seg: 94.0939, loss: 0.1842 2023-02-24 07:04:18,755 - mmseg - INFO - Iter [26100/160000] lr: 5.021e-05, eta: 1 day, 6:39:28, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1191, decode.acc_seg: 95.6173, aux.loss_ce: 0.0666, aux.acc_seg: 93.9177, loss: 0.1857 2023-02-24 07:04:59,507 - mmseg - INFO - Iter [26150/160000] lr: 5.019e-05, eta: 1 day, 6:38:45, time: 0.815, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1003, decode.acc_seg: 96.2535, aux.loss_ce: 0.0603, aux.acc_seg: 94.4673, loss: 0.1606 2023-02-24 07:05:39,796 - mmseg - INFO - Iter [26200/160000] lr: 5.018e-05, eta: 1 day, 6:37:59, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1064, decode.acc_seg: 96.0400, aux.loss_ce: 0.0616, aux.acc_seg: 94.4729, loss: 0.1680 2023-02-24 07:06:23,137 - mmseg - INFO - Iter [26250/160000] lr: 5.016e-05, eta: 1 day, 6:37:28, time: 0.867, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1085, decode.acc_seg: 95.9086, aux.loss_ce: 0.0653, aux.acc_seg: 93.9795, loss: 0.1738 2023-02-24 07:07:03,363 - mmseg - INFO - Iter [26300/160000] lr: 5.014e-05, eta: 1 day, 6:36:42, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1005, decode.acc_seg: 96.2426, aux.loss_ce: 0.0594, aux.acc_seg: 94.6154, loss: 0.1598 2023-02-24 07:07:43,753 - mmseg - INFO - Iter [26350/160000] lr: 5.012e-05, eta: 1 day, 6:35:57, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1015, decode.acc_seg: 96.1936, aux.loss_ce: 0.0590, aux.acc_seg: 94.6029, loss: 0.1605 2023-02-24 07:08:23,994 - mmseg - INFO - Iter [26400/160000] lr: 5.010e-05, eta: 1 day, 6:35:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1041, decode.acc_seg: 96.1576, aux.loss_ce: 0.0606, aux.acc_seg: 94.5024, loss: 0.1647 2023-02-24 07:09:07,241 - mmseg - INFO - Iter [26450/160000] lr: 5.008e-05, eta: 1 day, 6:34:40, time: 0.865, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1172, decode.acc_seg: 95.5833, aux.loss_ce: 0.0640, aux.acc_seg: 94.1481, loss: 0.1813 2023-02-24 07:09:47,938 - mmseg - INFO - Iter [26500/160000] lr: 5.006e-05, eta: 1 day, 6:33:56, time: 0.814, data_time: 0.017, memory: 21800, decode.loss_ce: 0.1143, decode.acc_seg: 95.8210, aux.loss_ce: 0.0613, aux.acc_seg: 94.4656, loss: 0.1756 2023-02-24 07:10:28,334 - mmseg - INFO - Iter [26550/160000] lr: 5.004e-05, eta: 1 day, 6:33:11, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1106, decode.acc_seg: 95.8684, aux.loss_ce: 0.0642, aux.acc_seg: 94.1204, loss: 0.1748 2023-02-24 07:11:11,377 - mmseg - INFO - Iter [26600/160000] lr: 5.003e-05, eta: 1 day, 6:32:39, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1066, decode.acc_seg: 96.0247, aux.loss_ce: 0.0627, aux.acc_seg: 94.2679, loss: 0.1693 2023-02-24 07:11:51,671 - mmseg - INFO - Iter [26650/160000] lr: 5.001e-05, eta: 1 day, 6:31:53, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1109, decode.acc_seg: 95.8517, aux.loss_ce: 0.0637, aux.acc_seg: 94.1293, loss: 0.1747 2023-02-24 07:12:31,984 - mmseg - INFO - Iter [26700/160000] lr: 4.999e-05, eta: 1 day, 6:31:07, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1086, decode.acc_seg: 95.9283, aux.loss_ce: 0.0652, aux.acc_seg: 94.0311, loss: 0.1738 2023-02-24 07:13:12,938 - mmseg - INFO - Iter [26750/160000] lr: 4.997e-05, eta: 1 day, 6:30:25, time: 0.819, data_time: 0.025, memory: 21800, decode.loss_ce: 0.1085, decode.acc_seg: 95.9138, aux.loss_ce: 0.0641, aux.acc_seg: 94.1750, loss: 0.1726 2023-02-24 07:13:56,270 - mmseg - INFO - Iter [26800/160000] lr: 4.995e-05, eta: 1 day, 6:29:54, time: 0.867, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1112, decode.acc_seg: 95.8514, aux.loss_ce: 0.0602, aux.acc_seg: 94.4643, loss: 0.1713 2023-02-24 07:14:36,668 - mmseg - INFO - Iter [26850/160000] lr: 4.993e-05, eta: 1 day, 6:29:09, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1090, decode.acc_seg: 95.9588, aux.loss_ce: 0.0600, aux.acc_seg: 94.5385, loss: 0.1690 2023-02-24 07:15:17,151 - mmseg - INFO - Iter [26900/160000] lr: 4.991e-05, eta: 1 day, 6:28:24, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1020, decode.acc_seg: 96.1520, aux.loss_ce: 0.0581, aux.acc_seg: 94.6630, loss: 0.1601 2023-02-24 07:15:57,840 - mmseg - INFO - Iter [26950/160000] lr: 4.989e-05, eta: 1 day, 6:27:40, time: 0.814, data_time: 0.019, memory: 21800, decode.loss_ce: 0.1079, decode.acc_seg: 95.9935, aux.loss_ce: 0.0608, aux.acc_seg: 94.4694, loss: 0.1688 2023-02-24 07:16:41,103 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 07:16:41,103 - mmseg - INFO - Iter [27000/160000] lr: 4.988e-05, eta: 1 day, 6:27:09, time: 0.865, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1132, decode.acc_seg: 95.7192, aux.loss_ce: 0.0651, aux.acc_seg: 94.0116, loss: 0.1783 2023-02-24 07:17:21,298 - mmseg - INFO - Iter [27050/160000] lr: 4.986e-05, eta: 1 day, 6:26:23, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1109, decode.acc_seg: 95.8518, aux.loss_ce: 0.0601, aux.acc_seg: 94.4671, loss: 0.1711 2023-02-24 07:18:01,472 - mmseg - INFO - Iter [27100/160000] lr: 4.984e-05, eta: 1 day, 6:25:36, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1115, decode.acc_seg: 95.8196, aux.loss_ce: 0.0652, aux.acc_seg: 94.0057, loss: 0.1767 2023-02-24 07:18:41,679 - mmseg - INFO - Iter [27150/160000] lr: 4.982e-05, eta: 1 day, 6:24:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1149, decode.acc_seg: 95.6287, aux.loss_ce: 0.0667, aux.acc_seg: 93.9057, loss: 0.1816 2023-02-24 07:19:24,894 - mmseg - INFO - Iter [27200/160000] lr: 4.980e-05, eta: 1 day, 6:24:19, time: 0.864, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1118, decode.acc_seg: 95.8476, aux.loss_ce: 0.0661, aux.acc_seg: 94.0390, loss: 0.1778 2023-02-24 07:20:05,245 - mmseg - INFO - Iter [27250/160000] lr: 4.978e-05, eta: 1 day, 6:23:33, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1148, decode.acc_seg: 95.6463, aux.loss_ce: 0.0639, aux.acc_seg: 94.0817, loss: 0.1788 2023-02-24 07:20:45,639 - mmseg - INFO - Iter [27300/160000] lr: 4.976e-05, eta: 1 day, 6:22:48, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1044, decode.acc_seg: 96.0865, aux.loss_ce: 0.0590, aux.acc_seg: 94.6196, loss: 0.1634 2023-02-24 07:21:28,994 - mmseg - INFO - Iter [27350/160000] lr: 4.974e-05, eta: 1 day, 6:22:17, time: 0.867, data_time: 0.071, memory: 21800, decode.loss_ce: 0.1072, decode.acc_seg: 95.9674, aux.loss_ce: 0.0630, aux.acc_seg: 94.1314, loss: 0.1702 2023-02-24 07:22:09,759 - mmseg - INFO - Iter [27400/160000] lr: 4.973e-05, eta: 1 day, 6:21:34, time: 0.815, data_time: 0.022, memory: 21800, decode.loss_ce: 0.1083, decode.acc_seg: 95.9243, aux.loss_ce: 0.0612, aux.acc_seg: 94.3264, loss: 0.1695 2023-02-24 07:22:50,080 - mmseg - INFO - Iter [27450/160000] lr: 4.971e-05, eta: 1 day, 6:20:49, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.1136, decode.acc_seg: 95.7485, aux.loss_ce: 0.0666, aux.acc_seg: 93.9160, loss: 0.1802 2023-02-24 07:23:30,354 - mmseg - INFO - Iter [27500/160000] lr: 4.969e-05, eta: 1 day, 6:20:03, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1146, decode.acc_seg: 95.7185, aux.loss_ce: 0.0652, aux.acc_seg: 94.0886, loss: 0.1799 2023-02-24 07:24:14,064 - mmseg - INFO - Iter [27550/160000] lr: 4.967e-05, eta: 1 day, 6:19:34, time: 0.874, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1031, decode.acc_seg: 96.0891, aux.loss_ce: 0.0608, aux.acc_seg: 94.3963, loss: 0.1639 2023-02-24 07:24:54,593 - mmseg - INFO - Iter [27600/160000] lr: 4.965e-05, eta: 1 day, 6:18:49, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1038, decode.acc_seg: 96.0483, aux.loss_ce: 0.0603, aux.acc_seg: 94.4622, loss: 0.1642 2023-02-24 07:25:35,372 - mmseg - INFO - Iter [27650/160000] lr: 4.963e-05, eta: 1 day, 6:18:06, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.1084, decode.acc_seg: 95.9248, aux.loss_ce: 0.0620, aux.acc_seg: 94.3497, loss: 0.1704 2023-02-24 07:26:15,681 - mmseg - INFO - Iter [27700/160000] lr: 4.961e-05, eta: 1 day, 6:17:20, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1068, decode.acc_seg: 95.9735, aux.loss_ce: 0.0611, aux.acc_seg: 94.4163, loss: 0.1679 2023-02-24 07:26:59,509 - mmseg - INFO - Iter [27750/160000] lr: 4.959e-05, eta: 1 day, 6:16:52, time: 0.876, data_time: 0.080, memory: 21800, decode.loss_ce: 0.1025, decode.acc_seg: 96.1226, aux.loss_ce: 0.0594, aux.acc_seg: 94.5871, loss: 0.1619 2023-02-24 07:27:40,589 - mmseg - INFO - Iter [27800/160000] lr: 4.958e-05, eta: 1 day, 6:16:10, time: 0.822, data_time: 0.024, memory: 21800, decode.loss_ce: 0.1088, decode.acc_seg: 95.9337, aux.loss_ce: 0.0634, aux.acc_seg: 94.1856, loss: 0.1722 2023-02-24 07:28:20,818 - mmseg - INFO - Iter [27850/160000] lr: 4.956e-05, eta: 1 day, 6:15:24, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1083, decode.acc_seg: 95.9942, aux.loss_ce: 0.0597, aux.acc_seg: 94.5517, loss: 0.1679 2023-02-24 07:29:01,177 - mmseg - INFO - Iter [27900/160000] lr: 4.954e-05, eta: 1 day, 6:14:39, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1115, decode.acc_seg: 95.8710, aux.loss_ce: 0.0649, aux.acc_seg: 94.1302, loss: 0.1764 2023-02-24 07:29:44,159 - mmseg - INFO - Iter [27950/160000] lr: 4.952e-05, eta: 1 day, 6:14:06, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0999, decode.acc_seg: 96.1913, aux.loss_ce: 0.0592, aux.acc_seg: 94.5430, loss: 0.1591 2023-02-24 07:30:24,389 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 07:30:24,389 - mmseg - INFO - Iter [28000/160000] lr: 4.950e-05, eta: 1 day, 6:13:20, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1078, decode.acc_seg: 95.9073, aux.loss_ce: 0.0593, aux.acc_seg: 94.4968, loss: 0.1671 2023-02-24 07:31:04,676 - mmseg - INFO - Iter [28050/160000] lr: 4.948e-05, eta: 1 day, 6:12:34, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1076, decode.acc_seg: 95.9757, aux.loss_ce: 0.0647, aux.acc_seg: 94.1427, loss: 0.1724 2023-02-24 07:31:48,266 - mmseg - INFO - Iter [28100/160000] lr: 4.946e-05, eta: 1 day, 6:12:04, time: 0.872, data_time: 0.077, memory: 21800, decode.loss_ce: 0.1073, decode.acc_seg: 95.9799, aux.loss_ce: 0.0626, aux.acc_seg: 94.2630, loss: 0.1699 2023-02-24 07:32:28,450 - mmseg - INFO - Iter [28150/160000] lr: 4.944e-05, eta: 1 day, 6:11:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1023, decode.acc_seg: 96.1427, aux.loss_ce: 0.0608, aux.acc_seg: 94.4328, loss: 0.1631 2023-02-24 07:33:08,620 - mmseg - INFO - Iter [28200/160000] lr: 4.943e-05, eta: 1 day, 6:10:32, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1046, decode.acc_seg: 96.0657, aux.loss_ce: 0.0627, aux.acc_seg: 94.2185, loss: 0.1672 2023-02-24 07:33:48,891 - mmseg - INFO - Iter [28250/160000] lr: 4.941e-05, eta: 1 day, 6:09:47, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1046, decode.acc_seg: 96.0184, aux.loss_ce: 0.0614, aux.acc_seg: 94.3630, loss: 0.1660 2023-02-24 07:34:32,157 - mmseg - INFO - Iter [28300/160000] lr: 4.939e-05, eta: 1 day, 6:09:15, time: 0.865, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1034, decode.acc_seg: 96.0505, aux.loss_ce: 0.0605, aux.acc_seg: 94.4284, loss: 0.1639 2023-02-24 07:35:12,402 - mmseg - INFO - Iter [28350/160000] lr: 4.937e-05, eta: 1 day, 6:08:29, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1004, decode.acc_seg: 96.2567, aux.loss_ce: 0.0592, aux.acc_seg: 94.5958, loss: 0.1596 2023-02-24 07:35:52,760 - mmseg - INFO - Iter [28400/160000] lr: 4.935e-05, eta: 1 day, 6:07:44, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1013, decode.acc_seg: 96.1742, aux.loss_ce: 0.0593, aux.acc_seg: 94.5740, loss: 0.1606 2023-02-24 07:36:32,951 - mmseg - INFO - Iter [28450/160000] lr: 4.933e-05, eta: 1 day, 6:06:58, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1158, decode.acc_seg: 95.7525, aux.loss_ce: 0.0662, aux.acc_seg: 94.0993, loss: 0.1821 2023-02-24 07:37:15,925 - mmseg - INFO - Iter [28500/160000] lr: 4.931e-05, eta: 1 day, 6:06:25, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1085, decode.acc_seg: 95.9105, aux.loss_ce: 0.0638, aux.acc_seg: 94.1797, loss: 0.1724 2023-02-24 07:37:56,078 - mmseg - INFO - Iter [28550/160000] lr: 4.929e-05, eta: 1 day, 6:05:39, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0985, decode.acc_seg: 96.2786, aux.loss_ce: 0.0584, aux.acc_seg: 94.6284, loss: 0.1569 2023-02-24 07:38:36,302 - mmseg - INFO - Iter [28600/160000] lr: 4.928e-05, eta: 1 day, 6:04:53, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1070, decode.acc_seg: 95.9987, aux.loss_ce: 0.0625, aux.acc_seg: 94.2598, loss: 0.1696 2023-02-24 07:39:19,535 - mmseg - INFO - Iter [28650/160000] lr: 4.926e-05, eta: 1 day, 6:04:21, time: 0.865, data_time: 0.069, memory: 21800, decode.loss_ce: 0.1143, decode.acc_seg: 95.7501, aux.loss_ce: 0.0651, aux.acc_seg: 94.0414, loss: 0.1795 2023-02-24 07:39:59,748 - mmseg - INFO - Iter [28700/160000] lr: 4.924e-05, eta: 1 day, 6:03:36, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1079, decode.acc_seg: 95.9244, aux.loss_ce: 0.0601, aux.acc_seg: 94.4910, loss: 0.1680 2023-02-24 07:40:39,969 - mmseg - INFO - Iter [28750/160000] lr: 4.922e-05, eta: 1 day, 6:02:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1164, decode.acc_seg: 95.6495, aux.loss_ce: 0.0611, aux.acc_seg: 94.4246, loss: 0.1776 2023-02-24 07:41:20,848 - mmseg - INFO - Iter [28800/160000] lr: 4.920e-05, eta: 1 day, 6:02:07, time: 0.818, data_time: 0.022, memory: 21800, decode.loss_ce: 0.1090, decode.acc_seg: 95.9584, aux.loss_ce: 0.0617, aux.acc_seg: 94.3362, loss: 0.1707 2023-02-24 07:42:04,038 - mmseg - INFO - Iter [28850/160000] lr: 4.918e-05, eta: 1 day, 6:01:35, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1091, decode.acc_seg: 95.9484, aux.loss_ce: 0.0620, aux.acc_seg: 94.2773, loss: 0.1711 2023-02-24 07:42:44,351 - mmseg - INFO - Iter [28900/160000] lr: 4.916e-05, eta: 1 day, 6:00:50, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1195, decode.acc_seg: 95.5150, aux.loss_ce: 0.0627, aux.acc_seg: 94.2757, loss: 0.1822 2023-02-24 07:43:24,514 - mmseg - INFO - Iter [28950/160000] lr: 4.914e-05, eta: 1 day, 6:00:04, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1055, decode.acc_seg: 96.0050, aux.loss_ce: 0.0621, aux.acc_seg: 94.3151, loss: 0.1676 2023-02-24 07:44:04,773 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 07:44:04,774 - mmseg - INFO - Iter [29000/160000] lr: 4.913e-05, eta: 1 day, 5:59:18, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1084, decode.acc_seg: 95.9555, aux.loss_ce: 0.0636, aux.acc_seg: 94.2629, loss: 0.1720 2023-02-24 07:44:48,763 - mmseg - INFO - Iter [29050/160000] lr: 4.911e-05, eta: 1 day, 5:58:50, time: 0.880, data_time: 0.082, memory: 21800, decode.loss_ce: 0.1095, decode.acc_seg: 95.8936, aux.loss_ce: 0.0643, aux.acc_seg: 94.1679, loss: 0.1738 2023-02-24 07:45:29,076 - mmseg - INFO - Iter [29100/160000] lr: 4.909e-05, eta: 1 day, 5:58:04, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1049, decode.acc_seg: 96.0342, aux.loss_ce: 0.0604, aux.acc_seg: 94.4274, loss: 0.1654 2023-02-24 07:46:09,274 - mmseg - INFO - Iter [29150/160000] lr: 4.907e-05, eta: 1 day, 5:57:19, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1122, decode.acc_seg: 95.8846, aux.loss_ce: 0.0634, aux.acc_seg: 94.2513, loss: 0.1756 2023-02-24 07:46:49,513 - mmseg - INFO - Iter [29200/160000] lr: 4.905e-05, eta: 1 day, 5:56:33, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1050, decode.acc_seg: 96.0601, aux.loss_ce: 0.0619, aux.acc_seg: 94.3431, loss: 0.1669 2023-02-24 07:47:32,775 - mmseg - INFO - Iter [29250/160000] lr: 4.903e-05, eta: 1 day, 5:56:01, time: 0.865, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1037, decode.acc_seg: 96.1396, aux.loss_ce: 0.0593, aux.acc_seg: 94.5519, loss: 0.1630 2023-02-24 07:48:13,041 - mmseg - INFO - Iter [29300/160000] lr: 4.901e-05, eta: 1 day, 5:55:16, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1041, decode.acc_seg: 96.0531, aux.loss_ce: 0.0621, aux.acc_seg: 94.3027, loss: 0.1662 2023-02-24 07:48:53,259 - mmseg - INFO - Iter [29350/160000] lr: 4.899e-05, eta: 1 day, 5:54:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1048, decode.acc_seg: 96.0181, aux.loss_ce: 0.0618, aux.acc_seg: 94.2853, loss: 0.1666 2023-02-24 07:49:36,458 - mmseg - INFO - Iter [29400/160000] lr: 4.898e-05, eta: 1 day, 5:53:58, time: 0.864, data_time: 0.071, memory: 21800, decode.loss_ce: 0.1087, decode.acc_seg: 95.9355, aux.loss_ce: 0.0626, aux.acc_seg: 94.2103, loss: 0.1713 2023-02-24 07:50:16,657 - mmseg - INFO - Iter [29450/160000] lr: 4.896e-05, eta: 1 day, 5:53:12, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0991, decode.acc_seg: 96.2266, aux.loss_ce: 0.0584, aux.acc_seg: 94.5944, loss: 0.1574 2023-02-24 07:50:56,913 - mmseg - INFO - Iter [29500/160000] lr: 4.894e-05, eta: 1 day, 5:52:27, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1077, decode.acc_seg: 95.9339, aux.loss_ce: 0.0619, aux.acc_seg: 94.3543, loss: 0.1696 2023-02-24 07:51:37,174 - mmseg - INFO - Iter [29550/160000] lr: 4.892e-05, eta: 1 day, 5:51:41, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1012, decode.acc_seg: 96.1997, aux.loss_ce: 0.0590, aux.acc_seg: 94.5640, loss: 0.1602 2023-02-24 07:52:20,266 - mmseg - INFO - Iter [29600/160000] lr: 4.890e-05, eta: 1 day, 5:51:08, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1046, decode.acc_seg: 96.0400, aux.loss_ce: 0.0612, aux.acc_seg: 94.3297, loss: 0.1658 2023-02-24 07:53:01,182 - mmseg - INFO - Iter [29650/160000] lr: 4.888e-05, eta: 1 day, 5:50:26, time: 0.818, data_time: 0.020, memory: 21800, decode.loss_ce: 0.1004, decode.acc_seg: 96.1702, aux.loss_ce: 0.0586, aux.acc_seg: 94.6636, loss: 0.1590 2023-02-24 07:53:41,366 - mmseg - INFO - Iter [29700/160000] lr: 4.886e-05, eta: 1 day, 5:49:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1015, decode.acc_seg: 96.1555, aux.loss_ce: 0.0597, aux.acc_seg: 94.5619, loss: 0.1613 2023-02-24 07:54:21,871 - mmseg - INFO - Iter [29750/160000] lr: 4.884e-05, eta: 1 day, 5:48:56, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1045, decode.acc_seg: 96.0451, aux.loss_ce: 0.0600, aux.acc_seg: 94.5441, loss: 0.1645 2023-02-24 07:55:04,895 - mmseg - INFO - Iter [29800/160000] lr: 4.883e-05, eta: 1 day, 5:48:23, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.1062, decode.acc_seg: 96.0259, aux.loss_ce: 0.0619, aux.acc_seg: 94.3559, loss: 0.1680 2023-02-24 07:55:45,097 - mmseg - INFO - Iter [29850/160000] lr: 4.881e-05, eta: 1 day, 5:47:37, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1031, decode.acc_seg: 96.1233, aux.loss_ce: 0.0606, aux.acc_seg: 94.4366, loss: 0.1636 2023-02-24 07:56:25,279 - mmseg - INFO - Iter [29900/160000] lr: 4.879e-05, eta: 1 day, 5:46:51, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1021, decode.acc_seg: 96.1305, aux.loss_ce: 0.0579, aux.acc_seg: 94.6488, loss: 0.1600 2023-02-24 07:57:09,663 - mmseg - INFO - Iter [29950/160000] lr: 4.877e-05, eta: 1 day, 5:46:24, time: 0.888, data_time: 0.091, memory: 21800, decode.loss_ce: 0.1061, decode.acc_seg: 95.9961, aux.loss_ce: 0.0603, aux.acc_seg: 94.5162, loss: 0.1664 2023-02-24 07:57:49,905 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 07:57:49,906 - mmseg - INFO - Iter [30000/160000] lr: 4.875e-05, eta: 1 day, 5:45:38, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1044, decode.acc_seg: 96.0622, aux.loss_ce: 0.0591, aux.acc_seg: 94.5750, loss: 0.1634 2023-02-24 07:58:30,113 - mmseg - INFO - Iter [30050/160000] lr: 4.873e-05, eta: 1 day, 5:44:53, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1058, decode.acc_seg: 95.9958, aux.loss_ce: 0.0644, aux.acc_seg: 94.1338, loss: 0.1702 2023-02-24 07:59:10,286 - mmseg - INFO - Iter [30100/160000] lr: 4.871e-05, eta: 1 day, 5:44:07, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0970, decode.acc_seg: 96.3462, aux.loss_ce: 0.0586, aux.acc_seg: 94.6492, loss: 0.1556 2023-02-24 07:59:53,542 - mmseg - INFO - Iter [30150/160000] lr: 4.869e-05, eta: 1 day, 5:43:35, time: 0.865, data_time: 0.070, memory: 21800, decode.loss_ce: 0.1096, decode.acc_seg: 95.9429, aux.loss_ce: 0.0617, aux.acc_seg: 94.3256, loss: 0.1713 2023-02-24 08:00:33,746 - mmseg - INFO - Iter [30200/160000] lr: 4.868e-05, eta: 1 day, 5:42:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0998, decode.acc_seg: 96.2056, aux.loss_ce: 0.0571, aux.acc_seg: 94.7272, loss: 0.1569 2023-02-24 08:01:14,199 - mmseg - INFO - Iter [30250/160000] lr: 4.866e-05, eta: 1 day, 5:42:05, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1013, decode.acc_seg: 96.1919, aux.loss_ce: 0.0611, aux.acc_seg: 94.4578, loss: 0.1623 2023-02-24 08:01:54,665 - mmseg - INFO - Iter [30300/160000] lr: 4.864e-05, eta: 1 day, 5:41:21, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0957, decode.acc_seg: 96.3569, aux.loss_ce: 0.0565, aux.acc_seg: 94.8132, loss: 0.1522 2023-02-24 08:02:37,621 - mmseg - INFO - Iter [30350/160000] lr: 4.862e-05, eta: 1 day, 5:40:47, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1093, decode.acc_seg: 95.8287, aux.loss_ce: 0.0625, aux.acc_seg: 94.2675, loss: 0.1719 2023-02-24 08:03:17,890 - mmseg - INFO - Iter [30400/160000] lr: 4.860e-05, eta: 1 day, 5:40:02, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1014, decode.acc_seg: 96.1309, aux.loss_ce: 0.0574, aux.acc_seg: 94.6574, loss: 0.1588 2023-02-24 08:03:58,078 - mmseg - INFO - Iter [30450/160000] lr: 4.858e-05, eta: 1 day, 5:39:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0996, decode.acc_seg: 96.2212, aux.loss_ce: 0.0581, aux.acc_seg: 94.6717, loss: 0.1577 2023-02-24 08:04:38,649 - mmseg - INFO - Iter [30500/160000] lr: 4.856e-05, eta: 1 day, 5:38:32, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.1032, decode.acc_seg: 96.1492, aux.loss_ce: 0.0600, aux.acc_seg: 94.4982, loss: 0.1633 2023-02-24 08:05:21,701 - mmseg - INFO - Iter [30550/160000] lr: 4.854e-05, eta: 1 day, 5:37:59, time: 0.861, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1094, decode.acc_seg: 95.9188, aux.loss_ce: 0.0629, aux.acc_seg: 94.2599, loss: 0.1722 2023-02-24 08:06:01,877 - mmseg - INFO - Iter [30600/160000] lr: 4.853e-05, eta: 1 day, 5:37:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1101, decode.acc_seg: 95.8251, aux.loss_ce: 0.0643, aux.acc_seg: 94.1500, loss: 0.1745 2023-02-24 08:06:42,155 - mmseg - INFO - Iter [30650/160000] lr: 4.851e-05, eta: 1 day, 5:36:28, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1026, decode.acc_seg: 96.1392, aux.loss_ce: 0.0618, aux.acc_seg: 94.3801, loss: 0.1644 2023-02-24 08:07:25,208 - mmseg - INFO - Iter [30700/160000] lr: 4.849e-05, eta: 1 day, 5:35:55, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1048, decode.acc_seg: 96.0872, aux.loss_ce: 0.0622, aux.acc_seg: 94.4156, loss: 0.1670 2023-02-24 08:08:05,590 - mmseg - INFO - Iter [30750/160000] lr: 4.847e-05, eta: 1 day, 5:35:10, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1017, decode.acc_seg: 96.1726, aux.loss_ce: 0.0593, aux.acc_seg: 94.5972, loss: 0.1609 2023-02-24 08:08:47,218 - mmseg - INFO - Iter [30800/160000] lr: 4.845e-05, eta: 1 day, 5:34:31, time: 0.832, data_time: 0.038, memory: 21800, decode.loss_ce: 0.1033, decode.acc_seg: 96.0887, aux.loss_ce: 0.0607, aux.acc_seg: 94.4154, loss: 0.1640 2023-02-24 08:09:27,436 - mmseg - INFO - Iter [30850/160000] lr: 4.843e-05, eta: 1 day, 5:33:45, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1070, decode.acc_seg: 96.0155, aux.loss_ce: 0.0591, aux.acc_seg: 94.6165, loss: 0.1661 2023-02-24 08:10:10,704 - mmseg - INFO - Iter [30900/160000] lr: 4.841e-05, eta: 1 day, 5:33:13, time: 0.865, data_time: 0.072, memory: 21800, decode.loss_ce: 0.1100, decode.acc_seg: 95.8466, aux.loss_ce: 0.0622, aux.acc_seg: 94.3015, loss: 0.1722 2023-02-24 08:10:51,034 - mmseg - INFO - Iter [30950/160000] lr: 4.839e-05, eta: 1 day, 5:32:28, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1051, decode.acc_seg: 96.0736, aux.loss_ce: 0.0614, aux.acc_seg: 94.3765, loss: 0.1665 2023-02-24 08:11:31,239 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 08:11:31,239 - mmseg - INFO - Iter [31000/160000] lr: 4.838e-05, eta: 1 day, 5:31:43, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1010, decode.acc_seg: 96.1796, aux.loss_ce: 0.0594, aux.acc_seg: 94.5688, loss: 0.1604 2023-02-24 08:12:11,442 - mmseg - INFO - Iter [31050/160000] lr: 4.836e-05, eta: 1 day, 5:30:57, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0986, decode.acc_seg: 96.3014, aux.loss_ce: 0.0574, aux.acc_seg: 94.7266, loss: 0.1560 2023-02-24 08:12:54,411 - mmseg - INFO - Iter [31100/160000] lr: 4.834e-05, eta: 1 day, 5:30:23, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0968, decode.acc_seg: 96.3789, aux.loss_ce: 0.0587, aux.acc_seg: 94.6066, loss: 0.1555 2023-02-24 08:13:34,656 - mmseg - INFO - Iter [31150/160000] lr: 4.832e-05, eta: 1 day, 5:29:38, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1030, decode.acc_seg: 96.1311, aux.loss_ce: 0.0601, aux.acc_seg: 94.4604, loss: 0.1632 2023-02-24 08:14:14,950 - mmseg - INFO - Iter [31200/160000] lr: 4.830e-05, eta: 1 day, 5:28:53, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1092, decode.acc_seg: 95.8963, aux.loss_ce: 0.0619, aux.acc_seg: 94.2804, loss: 0.1711 2023-02-24 08:14:58,111 - mmseg - INFO - Iter [31250/160000] lr: 4.828e-05, eta: 1 day, 5:28:20, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1019, decode.acc_seg: 96.1370, aux.loss_ce: 0.0592, aux.acc_seg: 94.5472, loss: 0.1611 2023-02-24 08:15:38,355 - mmseg - INFO - Iter [31300/160000] lr: 4.826e-05, eta: 1 day, 5:27:35, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1088, decode.acc_seg: 95.9137, aux.loss_ce: 0.0621, aux.acc_seg: 94.2768, loss: 0.1709 2023-02-24 08:16:18,543 - mmseg - INFO - Iter [31350/160000] lr: 4.824e-05, eta: 1 day, 5:26:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0991, decode.acc_seg: 96.2234, aux.loss_ce: 0.0578, aux.acc_seg: 94.6182, loss: 0.1569 2023-02-24 08:16:58,753 - mmseg - INFO - Iter [31400/160000] lr: 4.823e-05, eta: 1 day, 5:26:04, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1002, decode.acc_seg: 96.2451, aux.loss_ce: 0.0596, aux.acc_seg: 94.5864, loss: 0.1598 2023-02-24 08:17:41,710 - mmseg - INFO - Iter [31450/160000] lr: 4.821e-05, eta: 1 day, 5:25:30, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.1046, decode.acc_seg: 96.0153, aux.loss_ce: 0.0594, aux.acc_seg: 94.5017, loss: 0.1641 2023-02-24 08:18:21,988 - mmseg - INFO - Iter [31500/160000] lr: 4.819e-05, eta: 1 day, 5:24:45, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1005, decode.acc_seg: 96.1999, aux.loss_ce: 0.0596, aux.acc_seg: 94.4816, loss: 0.1601 2023-02-24 08:19:02,311 - mmseg - INFO - Iter [31550/160000] lr: 4.817e-05, eta: 1 day, 5:24:01, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1072, decode.acc_seg: 95.9190, aux.loss_ce: 0.0623, aux.acc_seg: 94.2894, loss: 0.1695 2023-02-24 08:19:42,515 - mmseg - INFO - Iter [31600/160000] lr: 4.815e-05, eta: 1 day, 5:23:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1005, decode.acc_seg: 96.1740, aux.loss_ce: 0.0602, aux.acc_seg: 94.4048, loss: 0.1607 2023-02-24 08:20:25,692 - mmseg - INFO - Iter [31650/160000] lr: 4.813e-05, eta: 1 day, 5:22:42, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.1026, decode.acc_seg: 96.1720, aux.loss_ce: 0.0578, aux.acc_seg: 94.7789, loss: 0.1604 2023-02-24 08:21:05,974 - mmseg - INFO - Iter [31700/160000] lr: 4.811e-05, eta: 1 day, 5:21:57, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1027, decode.acc_seg: 96.1396, aux.loss_ce: 0.0598, aux.acc_seg: 94.5364, loss: 0.1625 2023-02-24 08:21:46,181 - mmseg - INFO - Iter [31750/160000] lr: 4.809e-05, eta: 1 day, 5:21:12, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1036, decode.acc_seg: 96.0997, aux.loss_ce: 0.0589, aux.acc_seg: 94.6549, loss: 0.1625 2023-02-24 08:22:26,396 - mmseg - INFO - Iter [31800/160000] lr: 4.808e-05, eta: 1 day, 5:20:27, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1021, decode.acc_seg: 96.0861, aux.loss_ce: 0.0568, aux.acc_seg: 94.7265, loss: 0.1589 2023-02-24 08:23:09,355 - mmseg - INFO - Iter [31850/160000] lr: 4.806e-05, eta: 1 day, 5:19:53, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1184, decode.acc_seg: 95.6837, aux.loss_ce: 0.0629, aux.acc_seg: 94.2668, loss: 0.1812 2023-02-24 08:23:49,557 - mmseg - INFO - Iter [31900/160000] lr: 4.804e-05, eta: 1 day, 5:19:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1086, decode.acc_seg: 95.9198, aux.loss_ce: 0.0600, aux.acc_seg: 94.5001, loss: 0.1686 2023-02-24 08:24:29,744 - mmseg - INFO - Iter [31950/160000] lr: 4.802e-05, eta: 1 day, 5:18:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1119, decode.acc_seg: 95.8208, aux.loss_ce: 0.0628, aux.acc_seg: 94.2411, loss: 0.1748 2023-02-24 08:25:12,866 - mmseg - INFO - Saving checkpoint at 32000 iterations 2023-02-24 08:25:14,215 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 08:25:14,218 - mmseg - INFO - Iter [32000/160000] lr: 4.800e-05, eta: 1 day, 5:17:54, time: 0.889, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0940, decode.acc_seg: 96.4597, aux.loss_ce: 0.0564, aux.acc_seg: 94.8214, loss: 0.1505 2023-02-24 08:26:04,502 - mmseg - INFO - per class results: 2023-02-24 08:26:04,506 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.17 | 98.87 | | sidewalk | 84.47 | 94.97 | | building | 92.67 | 95.31 | | wall | 60.87 | 73.08 | | fence | 62.33 | 67.36 | | pole | 65.83 | 79.63 | | traffic light | 71.27 | 83.74 | | traffic sign | 79.85 | 91.14 | | vegetation | 92.4 | 96.27 | | terrain | 64.85 | 80.1 | | sky | 93.26 | 99.09 | | person | 82.01 | 93.71 | | rider | 64.07 | 75.33 | | car | 95.43 | 97.89 | | truck | 83.42 | 93.67 | | bus | 89.63 | 90.69 | | train | 83.21 | 89.92 | | motorcycle | 59.62 | 82.0 | | bicycle | 76.8 | 84.25 | +---------------+-------+-------+ 2023-02-24 08:26:04,506 - mmseg - INFO - Summary: 2023-02-24 08:26:04,506 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.11 | 78.96 | 87.74 | +-------+-------+-------+ 2023-02-24 08:26:04,518 - mmseg - INFO - The previous best checkpoint /apdcephfs/share_1364275/yuanfengji/project/DiffSeg/local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20/best_mIoU_iter_16000.pth was removed 2023-02-24 08:26:06,135 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_32000.pth. 2023-02-24 08:26:06,137 - mmseg - INFO - Best mIoU is 0.7896 at 32000 iter. 2023-02-24 08:26:06,137 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 08:26:06,137 - mmseg - INFO - Iter(val) [125] aAcc: 0.9611, mIoU: 0.7896, mAcc: 0.8774, IoU.road: 0.9817, IoU.sidewalk: 0.8447, IoU.building: 0.9267, IoU.wall: 0.6087, IoU.fence: 0.6233, IoU.pole: 0.6583, IoU.traffic light: 0.7127, IoU.traffic sign: 0.7985, IoU.vegetation: 0.9240, IoU.terrain: 0.6485, IoU.sky: 0.9326, IoU.person: 0.8201, IoU.rider: 0.6407, IoU.car: 0.9543, IoU.truck: 0.8342, IoU.bus: 0.8963, IoU.train: 0.8321, IoU.motorcycle: 0.5962, IoU.bicycle: 0.7680, Acc.road: 0.9887, Acc.sidewalk: 0.9497, Acc.building: 0.9531, Acc.wall: 0.7308, Acc.fence: 0.6736, Acc.pole: 0.7963, Acc.traffic light: 0.8374, Acc.traffic sign: 0.9114, Acc.vegetation: 0.9627, Acc.terrain: 0.8010, Acc.sky: 0.9909, Acc.person: 0.9371, Acc.rider: 0.7533, Acc.car: 0.9789, Acc.truck: 0.9367, Acc.bus: 0.9069, Acc.train: 0.8992, Acc.motorcycle: 0.8200, Acc.bicycle: 0.8425 2023-02-24 08:26:46,324 - mmseg - INFO - Iter [32050/160000] lr: 4.798e-05, eta: 1 day, 5:20:36, time: 1.842, data_time: 1.048, memory: 21800, decode.loss_ce: 0.1033, decode.acc_seg: 96.0847, aux.loss_ce: 0.0604, aux.acc_seg: 94.4666, loss: 0.1637 2023-02-24 08:27:26,732 - mmseg - INFO - Iter [32100/160000] lr: 4.796e-05, eta: 1 day, 5:19:51, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1077, decode.acc_seg: 96.0002, aux.loss_ce: 0.0626, aux.acc_seg: 94.3714, loss: 0.1703 2023-02-24 08:28:07,122 - mmseg - INFO - Iter [32150/160000] lr: 4.794e-05, eta: 1 day, 5:19:07, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0992, decode.acc_seg: 96.2292, aux.loss_ce: 0.0579, aux.acc_seg: 94.7033, loss: 0.1571 2023-02-24 08:28:50,229 - mmseg - INFO - Iter [32200/160000] lr: 4.793e-05, eta: 1 day, 5:18:33, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1046, decode.acc_seg: 96.1331, aux.loss_ce: 0.0599, aux.acc_seg: 94.5552, loss: 0.1645 2023-02-24 08:29:30,471 - mmseg - INFO - Iter [32250/160000] lr: 4.791e-05, eta: 1 day, 5:17:47, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1023, decode.acc_seg: 96.1626, aux.loss_ce: 0.0605, aux.acc_seg: 94.4340, loss: 0.1627 2023-02-24 08:30:11,024 - mmseg - INFO - Iter [32300/160000] lr: 4.789e-05, eta: 1 day, 5:17:03, time: 0.811, data_time: 0.017, memory: 21800, decode.loss_ce: 0.1058, decode.acc_seg: 95.9618, aux.loss_ce: 0.0605, aux.acc_seg: 94.4124, loss: 0.1662 2023-02-24 08:30:51,302 - mmseg - INFO - Iter [32350/160000] lr: 4.787e-05, eta: 1 day, 5:16:18, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.1065, decode.acc_seg: 95.9597, aux.loss_ce: 0.0611, aux.acc_seg: 94.4552, loss: 0.1676 2023-02-24 08:31:34,570 - mmseg - INFO - Iter [32400/160000] lr: 4.785e-05, eta: 1 day, 5:15:44, time: 0.865, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1055, decode.acc_seg: 96.0133, aux.loss_ce: 0.0622, aux.acc_seg: 94.2936, loss: 0.1677 2023-02-24 08:32:14,885 - mmseg - INFO - Iter [32450/160000] lr: 4.783e-05, eta: 1 day, 5:14:59, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1046, decode.acc_seg: 96.0415, aux.loss_ce: 0.0619, aux.acc_seg: 94.3660, loss: 0.1664 2023-02-24 08:32:55,086 - mmseg - INFO - Iter [32500/160000] lr: 4.781e-05, eta: 1 day, 5:14:14, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0963, decode.acc_seg: 96.3768, aux.loss_ce: 0.0587, aux.acc_seg: 94.5858, loss: 0.1550 2023-02-24 08:33:35,320 - mmseg - INFO - Iter [32550/160000] lr: 4.779e-05, eta: 1 day, 5:13:28, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0995, decode.acc_seg: 96.2267, aux.loss_ce: 0.0584, aux.acc_seg: 94.6982, loss: 0.1578 2023-02-24 08:34:18,602 - mmseg - INFO - Iter [32600/160000] lr: 4.778e-05, eta: 1 day, 5:12:55, time: 0.866, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0972, decode.acc_seg: 96.3213, aux.loss_ce: 0.0573, aux.acc_seg: 94.7227, loss: 0.1545 2023-02-24 08:34:58,864 - mmseg - INFO - Iter [32650/160000] lr: 4.776e-05, eta: 1 day, 5:12:10, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1003, decode.acc_seg: 96.2459, aux.loss_ce: 0.0587, aux.acc_seg: 94.6645, loss: 0.1591 2023-02-24 08:35:39,156 - mmseg - INFO - Iter [32700/160000] lr: 4.774e-05, eta: 1 day, 5:11:25, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.1000, decode.acc_seg: 96.2624, aux.loss_ce: 0.0582, aux.acc_seg: 94.6608, loss: 0.1582 2023-02-24 08:36:22,162 - mmseg - INFO - Iter [32750/160000] lr: 4.772e-05, eta: 1 day, 5:10:50, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0962, decode.acc_seg: 96.3462, aux.loss_ce: 0.0548, aux.acc_seg: 94.9224, loss: 0.1510 2023-02-24 08:37:02,740 - mmseg - INFO - Iter [32800/160000] lr: 4.770e-05, eta: 1 day, 5:10:06, time: 0.812, data_time: 0.016, memory: 21800, decode.loss_ce: 0.1016, decode.acc_seg: 96.1269, aux.loss_ce: 0.0590, aux.acc_seg: 94.5615, loss: 0.1606 2023-02-24 08:37:42,975 - mmseg - INFO - Iter [32850/160000] lr: 4.768e-05, eta: 1 day, 5:09:21, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1035, decode.acc_seg: 96.0882, aux.loss_ce: 0.0622, aux.acc_seg: 94.3606, loss: 0.1657 2023-02-24 08:38:24,105 - mmseg - INFO - Iter [32900/160000] lr: 4.766e-05, eta: 1 day, 5:08:39, time: 0.823, data_time: 0.027, memory: 21800, decode.loss_ce: 0.0961, decode.acc_seg: 96.3394, aux.loss_ce: 0.0573, aux.acc_seg: 94.6881, loss: 0.1534 2023-02-24 08:39:07,127 - mmseg - INFO - Iter [32950/160000] lr: 4.764e-05, eta: 1 day, 5:08:04, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0976, decode.acc_seg: 96.2729, aux.loss_ce: 0.0567, aux.acc_seg: 94.8169, loss: 0.1542 2023-02-24 08:39:47,448 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 08:39:47,449 - mmseg - INFO - Iter [33000/160000] lr: 4.763e-05, eta: 1 day, 5:07:19, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1063, decode.acc_seg: 95.9717, aux.loss_ce: 0.0622, aux.acc_seg: 94.2504, loss: 0.1685 2023-02-24 08:40:28,081 - mmseg - INFO - Iter [33050/160000] lr: 4.761e-05, eta: 1 day, 5:06:36, time: 0.813, data_time: 0.018, memory: 21800, decode.loss_ce: 0.1020, decode.acc_seg: 96.1633, aux.loss_ce: 0.0602, aux.acc_seg: 94.5176, loss: 0.1622 2023-02-24 08:41:08,630 - mmseg - INFO - Iter [33100/160000] lr: 4.759e-05, eta: 1 day, 5:05:52, time: 0.811, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0958, decode.acc_seg: 96.3793, aux.loss_ce: 0.0600, aux.acc_seg: 94.5031, loss: 0.1558 2023-02-24 08:41:51,710 - mmseg - INFO - Iter [33150/160000] lr: 4.757e-05, eta: 1 day, 5:05:17, time: 0.862, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0967, decode.acc_seg: 96.3066, aux.loss_ce: 0.0592, aux.acc_seg: 94.5358, loss: 0.1559 2023-02-24 08:42:32,005 - mmseg - INFO - Iter [33200/160000] lr: 4.755e-05, eta: 1 day, 5:04:32, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0957, decode.acc_seg: 96.3957, aux.loss_ce: 0.0569, aux.acc_seg: 94.7866, loss: 0.1526 2023-02-24 08:43:12,306 - mmseg - INFO - Iter [33250/160000] lr: 4.753e-05, eta: 1 day, 5:03:47, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0964, decode.acc_seg: 96.3340, aux.loss_ce: 0.0572, aux.acc_seg: 94.7207, loss: 0.1536 2023-02-24 08:43:55,464 - mmseg - INFO - Iter [33300/160000] lr: 4.751e-05, eta: 1 day, 5:03:13, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0980, decode.acc_seg: 96.3027, aux.loss_ce: 0.0587, aux.acc_seg: 94.6150, loss: 0.1568 2023-02-24 08:44:35,739 - mmseg - INFO - Iter [33350/160000] lr: 4.749e-05, eta: 1 day, 5:02:28, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0964, decode.acc_seg: 96.3761, aux.loss_ce: 0.0589, aux.acc_seg: 94.6311, loss: 0.1553 2023-02-24 08:45:15,971 - mmseg - INFO - Iter [33400/160000] lr: 4.748e-05, eta: 1 day, 5:01:43, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0976, decode.acc_seg: 96.2638, aux.loss_ce: 0.0569, aux.acc_seg: 94.7320, loss: 0.1546 2023-02-24 08:45:56,220 - mmseg - INFO - Iter [33450/160000] lr: 4.746e-05, eta: 1 day, 5:00:58, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1013, decode.acc_seg: 96.1517, aux.loss_ce: 0.0574, aux.acc_seg: 94.7008, loss: 0.1587 2023-02-24 08:46:39,544 - mmseg - INFO - Iter [33500/160000] lr: 4.744e-05, eta: 1 day, 5:00:24, time: 0.867, data_time: 0.073, memory: 21800, decode.loss_ce: 0.1176, decode.acc_seg: 95.7234, aux.loss_ce: 0.0662, aux.acc_seg: 94.0795, loss: 0.1838 2023-02-24 08:47:19,806 - mmseg - INFO - Iter [33550/160000] lr: 4.742e-05, eta: 1 day, 4:59:39, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1022, decode.acc_seg: 96.1058, aux.loss_ce: 0.0574, aux.acc_seg: 94.6706, loss: 0.1596 2023-02-24 08:48:00,083 - mmseg - INFO - Iter [33600/160000] lr: 4.740e-05, eta: 1 day, 4:58:54, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0969, decode.acc_seg: 96.3365, aux.loss_ce: 0.0575, aux.acc_seg: 94.7030, loss: 0.1544 2023-02-24 08:48:40,474 - mmseg - INFO - Iter [33650/160000] lr: 4.738e-05, eta: 1 day, 4:58:10, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1015, decode.acc_seg: 96.1943, aux.loss_ce: 0.0600, aux.acc_seg: 94.5531, loss: 0.1615 2023-02-24 08:49:23,736 - mmseg - INFO - Iter [33700/160000] lr: 4.736e-05, eta: 1 day, 4:57:36, time: 0.865, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0962, decode.acc_seg: 96.3634, aux.loss_ce: 0.0579, aux.acc_seg: 94.6534, loss: 0.1541 2023-02-24 08:50:03,941 - mmseg - INFO - Iter [33750/160000] lr: 4.734e-05, eta: 1 day, 4:56:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1037, decode.acc_seg: 96.0889, aux.loss_ce: 0.0602, aux.acc_seg: 94.3718, loss: 0.1640 2023-02-24 08:50:44,313 - mmseg - INFO - Iter [33800/160000] lr: 4.733e-05, eta: 1 day, 4:56:06, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1058, decode.acc_seg: 96.0316, aux.loss_ce: 0.0596, aux.acc_seg: 94.4963, loss: 0.1654 2023-02-24 08:51:24,627 - mmseg - INFO - Iter [33850/160000] lr: 4.731e-05, eta: 1 day, 4:55:21, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0992, decode.acc_seg: 96.2112, aux.loss_ce: 0.0590, aux.acc_seg: 94.5018, loss: 0.1583 2023-02-24 08:52:07,831 - mmseg - INFO - Iter [33900/160000] lr: 4.729e-05, eta: 1 day, 4:54:47, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0983, decode.acc_seg: 96.3635, aux.loss_ce: 0.0579, aux.acc_seg: 94.6168, loss: 0.1561 2023-02-24 08:52:48,033 - mmseg - INFO - Iter [33950/160000] lr: 4.727e-05, eta: 1 day, 4:54:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0919, decode.acc_seg: 96.4902, aux.loss_ce: 0.0550, aux.acc_seg: 94.8731, loss: 0.1469 2023-02-24 08:53:28,267 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 08:53:28,268 - mmseg - INFO - Iter [34000/160000] lr: 4.725e-05, eta: 1 day, 4:53:17, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1003, decode.acc_seg: 96.1353, aux.loss_ce: 0.0596, aux.acc_seg: 94.4610, loss: 0.1599 2023-02-24 08:54:12,074 - mmseg - INFO - Iter [34050/160000] lr: 4.723e-05, eta: 1 day, 4:52:45, time: 0.876, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1034, decode.acc_seg: 96.0859, aux.loss_ce: 0.0594, aux.acc_seg: 94.5765, loss: 0.1628 2023-02-24 08:54:52,882 - mmseg - INFO - Iter [34100/160000] lr: 4.721e-05, eta: 1 day, 4:52:02, time: 0.816, data_time: 0.015, memory: 21800, decode.loss_ce: 0.1011, decode.acc_seg: 96.1679, aux.loss_ce: 0.0571, aux.acc_seg: 94.7550, loss: 0.1582 2023-02-24 08:55:33,127 - mmseg - INFO - Iter [34150/160000] lr: 4.719e-05, eta: 1 day, 4:51:17, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0974, decode.acc_seg: 96.3037, aux.loss_ce: 0.0581, aux.acc_seg: 94.6416, loss: 0.1555 2023-02-24 08:56:13,543 - mmseg - INFO - Iter [34200/160000] lr: 4.718e-05, eta: 1 day, 4:50:32, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1026, decode.acc_seg: 96.0788, aux.loss_ce: 0.0607, aux.acc_seg: 94.4021, loss: 0.1633 2023-02-24 08:56:56,665 - mmseg - INFO - Iter [34250/160000] lr: 4.716e-05, eta: 1 day, 4:49:58, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0940, decode.acc_seg: 96.3975, aux.loss_ce: 0.0573, aux.acc_seg: 94.6510, loss: 0.1512 2023-02-24 08:57:37,118 - mmseg - INFO - Iter [34300/160000] lr: 4.714e-05, eta: 1 day, 4:49:13, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0983, decode.acc_seg: 96.2479, aux.loss_ce: 0.0591, aux.acc_seg: 94.5808, loss: 0.1574 2023-02-24 08:58:17,510 - mmseg - INFO - Iter [34350/160000] lr: 4.712e-05, eta: 1 day, 4:48:29, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0997, decode.acc_seg: 96.2674, aux.loss_ce: 0.0596, aux.acc_seg: 94.5179, loss: 0.1593 2023-02-24 08:58:58,118 - mmseg - INFO - Iter [34400/160000] lr: 4.710e-05, eta: 1 day, 4:47:45, time: 0.812, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0952, decode.acc_seg: 96.3921, aux.loss_ce: 0.0589, aux.acc_seg: 94.5969, loss: 0.1541 2023-02-24 08:59:41,186 - mmseg - INFO - Iter [34450/160000] lr: 4.708e-05, eta: 1 day, 4:47:11, time: 0.862, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1053, decode.acc_seg: 96.1068, aux.loss_ce: 0.0609, aux.acc_seg: 94.5081, loss: 0.1662 2023-02-24 09:00:21,390 - mmseg - INFO - Iter [34500/160000] lr: 4.706e-05, eta: 1 day, 4:46:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0933, decode.acc_seg: 96.4263, aux.loss_ce: 0.0556, aux.acc_seg: 94.8322, loss: 0.1490 2023-02-24 09:01:01,914 - mmseg - INFO - Iter [34550/160000] lr: 4.704e-05, eta: 1 day, 4:45:41, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0961, decode.acc_seg: 96.3353, aux.loss_ce: 0.0574, aux.acc_seg: 94.6595, loss: 0.1534 2023-02-24 09:01:45,216 - mmseg - INFO - Iter [34600/160000] lr: 4.703e-05, eta: 1 day, 4:45:08, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0968, decode.acc_seg: 96.3289, aux.loss_ce: 0.0581, aux.acc_seg: 94.6412, loss: 0.1549 2023-02-24 09:02:25,694 - mmseg - INFO - Iter [34650/160000] lr: 4.701e-05, eta: 1 day, 4:44:23, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1036, decode.acc_seg: 96.1495, aux.loss_ce: 0.0590, aux.acc_seg: 94.6005, loss: 0.1627 2023-02-24 09:03:06,014 - mmseg - INFO - Iter [34700/160000] lr: 4.699e-05, eta: 1 day, 4:43:39, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0955, decode.acc_seg: 96.3809, aux.loss_ce: 0.0569, aux.acc_seg: 94.7015, loss: 0.1524 2023-02-24 09:03:46,259 - mmseg - INFO - Iter [34750/160000] lr: 4.697e-05, eta: 1 day, 4:42:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0999, decode.acc_seg: 96.2002, aux.loss_ce: 0.0599, aux.acc_seg: 94.4540, loss: 0.1598 2023-02-24 09:04:29,187 - mmseg - INFO - Iter [34800/160000] lr: 4.695e-05, eta: 1 day, 4:42:18, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0960, decode.acc_seg: 96.3225, aux.loss_ce: 0.0575, aux.acc_seg: 94.6766, loss: 0.1535 2023-02-24 09:05:09,475 - mmseg - INFO - Iter [34850/160000] lr: 4.693e-05, eta: 1 day, 4:41:34, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0966, decode.acc_seg: 96.3374, aux.loss_ce: 0.0577, aux.acc_seg: 94.6935, loss: 0.1542 2023-02-24 09:05:49,669 - mmseg - INFO - Iter [34900/160000] lr: 4.691e-05, eta: 1 day, 4:40:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0993, decode.acc_seg: 96.2074, aux.loss_ce: 0.0578, aux.acc_seg: 94.7386, loss: 0.1571 2023-02-24 09:06:29,909 - mmseg - INFO - Iter [34950/160000] lr: 4.689e-05, eta: 1 day, 4:40:04, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0987, decode.acc_seg: 96.2755, aux.loss_ce: 0.0583, aux.acc_seg: 94.6130, loss: 0.1571 2023-02-24 09:07:13,089 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 09:07:13,089 - mmseg - INFO - Iter [35000/160000] lr: 4.688e-05, eta: 1 day, 4:39:29, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0926, decode.acc_seg: 96.4516, aux.loss_ce: 0.0545, aux.acc_seg: 94.8975, loss: 0.1471 2023-02-24 09:07:53,355 - mmseg - INFO - Iter [35050/160000] lr: 4.686e-05, eta: 1 day, 4:38:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0933, decode.acc_seg: 96.4482, aux.loss_ce: 0.0564, aux.acc_seg: 94.8418, loss: 0.1498 2023-02-24 09:08:33,571 - mmseg - INFO - Iter [35100/160000] lr: 4.684e-05, eta: 1 day, 4:37:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1114, decode.acc_seg: 95.9283, aux.loss_ce: 0.0598, aux.acc_seg: 94.6407, loss: 0.1712 2023-02-24 09:09:13,715 - mmseg - INFO - Iter [35150/160000] lr: 4.682e-05, eta: 1 day, 4:37:14, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0914, decode.acc_seg: 96.5536, aux.loss_ce: 0.0551, aux.acc_seg: 94.9187, loss: 0.1465 2023-02-24 09:09:56,722 - mmseg - INFO - Iter [35200/160000] lr: 4.680e-05, eta: 1 day, 4:36:39, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0948, decode.acc_seg: 96.3438, aux.loss_ce: 0.0589, aux.acc_seg: 94.4746, loss: 0.1537 2023-02-24 09:10:37,212 - mmseg - INFO - Iter [35250/160000] lr: 4.678e-05, eta: 1 day, 4:35:55, time: 0.810, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0964, decode.acc_seg: 96.3507, aux.loss_ce: 0.0584, aux.acc_seg: 94.6993, loss: 0.1547 2023-02-24 09:11:18,280 - mmseg - INFO - Iter [35300/160000] lr: 4.676e-05, eta: 1 day, 4:35:13, time: 0.822, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0970, decode.acc_seg: 96.3254, aux.loss_ce: 0.0588, aux.acc_seg: 94.6229, loss: 0.1557 2023-02-24 09:12:01,656 - mmseg - INFO - Iter [35350/160000] lr: 4.674e-05, eta: 1 day, 4:34:39, time: 0.867, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0940, decode.acc_seg: 96.4475, aux.loss_ce: 0.0569, aux.acc_seg: 94.7118, loss: 0.1510 2023-02-24 09:12:41,946 - mmseg - INFO - Iter [35400/160000] lr: 4.673e-05, eta: 1 day, 4:33:54, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0930, decode.acc_seg: 96.4901, aux.loss_ce: 0.0575, aux.acc_seg: 94.6932, loss: 0.1505 2023-02-24 09:13:22,130 - mmseg - INFO - Iter [35450/160000] lr: 4.671e-05, eta: 1 day, 4:33:09, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0954, decode.acc_seg: 96.3280, aux.loss_ce: 0.0586, aux.acc_seg: 94.5549, loss: 0.1540 2023-02-24 09:14:02,695 - mmseg - INFO - Iter [35500/160000] lr: 4.669e-05, eta: 1 day, 4:32:26, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0917, decode.acc_seg: 96.5165, aux.loss_ce: 0.0557, aux.acc_seg: 94.9369, loss: 0.1475 2023-02-24 09:14:45,918 - mmseg - INFO - Iter [35550/160000] lr: 4.667e-05, eta: 1 day, 4:31:51, time: 0.865, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0941, decode.acc_seg: 96.4243, aux.loss_ce: 0.0563, aux.acc_seg: 94.7948, loss: 0.1505 2023-02-24 09:15:26,224 - mmseg - INFO - Iter [35600/160000] lr: 4.665e-05, eta: 1 day, 4:31:07, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1006, decode.acc_seg: 96.1651, aux.loss_ce: 0.0575, aux.acc_seg: 94.6798, loss: 0.1581 2023-02-24 09:16:06,582 - mmseg - INFO - Iter [35650/160000] lr: 4.663e-05, eta: 1 day, 4:30:22, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0939, decode.acc_seg: 96.4203, aux.loss_ce: 0.0551, aux.acc_seg: 94.9086, loss: 0.1490 2023-02-24 09:16:46,828 - mmseg - INFO - Iter [35700/160000] lr: 4.661e-05, eta: 1 day, 4:29:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0946, decode.acc_seg: 96.3424, aux.loss_ce: 0.0551, aux.acc_seg: 94.8751, loss: 0.1497 2023-02-24 09:17:29,838 - mmseg - INFO - Iter [35750/160000] lr: 4.659e-05, eta: 1 day, 4:29:02, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0946, decode.acc_seg: 96.3996, aux.loss_ce: 0.0547, aux.acc_seg: 94.9712, loss: 0.1493 2023-02-24 09:18:10,434 - mmseg - INFO - Iter [35800/160000] lr: 4.658e-05, eta: 1 day, 4:28:19, time: 0.812, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0995, decode.acc_seg: 96.2370, aux.loss_ce: 0.0583, aux.acc_seg: 94.6147, loss: 0.1578 2023-02-24 09:18:50,939 - mmseg - INFO - Iter [35850/160000] lr: 4.656e-05, eta: 1 day, 4:27:35, time: 0.810, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0959, decode.acc_seg: 96.3221, aux.loss_ce: 0.0575, aux.acc_seg: 94.6033, loss: 0.1534 2023-02-24 09:19:34,013 - mmseg - INFO - Iter [35900/160000] lr: 4.654e-05, eta: 1 day, 4:27:00, time: 0.861, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0952, decode.acc_seg: 96.3346, aux.loss_ce: 0.0571, aux.acc_seg: 94.6487, loss: 0.1523 2023-02-24 09:20:14,331 - mmseg - INFO - Iter [35950/160000] lr: 4.652e-05, eta: 1 day, 4:26:15, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0923, decode.acc_seg: 96.4233, aux.loss_ce: 0.0558, aux.acc_seg: 94.8251, loss: 0.1482 2023-02-24 09:20:54,702 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 09:20:54,702 - mmseg - INFO - Iter [36000/160000] lr: 4.650e-05, eta: 1 day, 4:25:31, time: 0.807, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0959, decode.acc_seg: 96.3753, aux.loss_ce: 0.0580, aux.acc_seg: 94.6637, loss: 0.1539 2023-02-24 09:21:35,194 - mmseg - INFO - Iter [36050/160000] lr: 4.648e-05, eta: 1 day, 4:24:47, time: 0.810, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0921, decode.acc_seg: 96.5433, aux.loss_ce: 0.0561, aux.acc_seg: 94.8614, loss: 0.1481 2023-02-24 09:22:18,814 - mmseg - INFO - Iter [36100/160000] lr: 4.646e-05, eta: 1 day, 4:24:14, time: 0.872, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0958, decode.acc_seg: 96.3872, aux.loss_ce: 0.0567, aux.acc_seg: 94.7736, loss: 0.1525 2023-02-24 09:22:59,308 - mmseg - INFO - Iter [36150/160000] lr: 4.644e-05, eta: 1 day, 4:23:30, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0958, decode.acc_seg: 96.3270, aux.loss_ce: 0.0557, aux.acc_seg: 94.7905, loss: 0.1515 2023-02-24 09:23:39,631 - mmseg - INFO - Iter [36200/160000] lr: 4.643e-05, eta: 1 day, 4:22:45, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0944, decode.acc_seg: 96.4464, aux.loss_ce: 0.0559, aux.acc_seg: 94.9050, loss: 0.1503 2023-02-24 09:24:19,973 - mmseg - INFO - Iter [36250/160000] lr: 4.641e-05, eta: 1 day, 4:22:01, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0978, decode.acc_seg: 96.2448, aux.loss_ce: 0.0570, aux.acc_seg: 94.6676, loss: 0.1548 2023-02-24 09:25:03,015 - mmseg - INFO - Iter [36300/160000] lr: 4.639e-05, eta: 1 day, 4:21:26, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0948, decode.acc_seg: 96.3851, aux.loss_ce: 0.0583, aux.acc_seg: 94.6246, loss: 0.1532 2023-02-24 09:25:43,329 - mmseg - INFO - Iter [36350/160000] lr: 4.637e-05, eta: 1 day, 4:20:41, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0981, decode.acc_seg: 96.2600, aux.loss_ce: 0.0582, aux.acc_seg: 94.6195, loss: 0.1563 2023-02-24 09:26:24,020 - mmseg - INFO - Iter [36400/160000] lr: 4.635e-05, eta: 1 day, 4:19:58, time: 0.814, data_time: 0.019, memory: 21800, decode.loss_ce: 0.1026, decode.acc_seg: 96.0933, aux.loss_ce: 0.0609, aux.acc_seg: 94.4598, loss: 0.1634 2023-02-24 09:27:04,306 - mmseg - INFO - Iter [36450/160000] lr: 4.633e-05, eta: 1 day, 4:19:14, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1048, decode.acc_seg: 96.0285, aux.loss_ce: 0.0615, aux.acc_seg: 94.3451, loss: 0.1663 2023-02-24 09:27:47,554 - mmseg - INFO - Iter [36500/160000] lr: 4.631e-05, eta: 1 day, 4:18:39, time: 0.865, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1075, decode.acc_seg: 95.9945, aux.loss_ce: 0.0609, aux.acc_seg: 94.3816, loss: 0.1684 2023-02-24 09:28:27,840 - mmseg - INFO - Iter [36550/160000] lr: 4.629e-05, eta: 1 day, 4:17:54, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1044, decode.acc_seg: 96.1191, aux.loss_ce: 0.0590, aux.acc_seg: 94.5730, loss: 0.1634 2023-02-24 09:29:08,122 - mmseg - INFO - Iter [36600/160000] lr: 4.628e-05, eta: 1 day, 4:17:10, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0941, decode.acc_seg: 96.4315, aux.loss_ce: 0.0548, aux.acc_seg: 94.9294, loss: 0.1489 2023-02-24 09:29:51,451 - mmseg - INFO - Iter [36650/160000] lr: 4.626e-05, eta: 1 day, 4:16:36, time: 0.867, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0983, decode.acc_seg: 96.2794, aux.loss_ce: 0.0592, aux.acc_seg: 94.6244, loss: 0.1575 2023-02-24 09:30:31,622 - mmseg - INFO - Iter [36700/160000] lr: 4.624e-05, eta: 1 day, 4:15:51, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1022, decode.acc_seg: 96.1041, aux.loss_ce: 0.0596, aux.acc_seg: 94.4905, loss: 0.1618 2023-02-24 09:31:11,815 - mmseg - INFO - Iter [36750/160000] lr: 4.622e-05, eta: 1 day, 4:15:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0923, decode.acc_seg: 96.4620, aux.loss_ce: 0.0537, aux.acc_seg: 94.9794, loss: 0.1460 2023-02-24 09:31:52,030 - mmseg - INFO - Iter [36800/160000] lr: 4.620e-05, eta: 1 day, 4:14:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0980, decode.acc_seg: 96.2586, aux.loss_ce: 0.0595, aux.acc_seg: 94.5697, loss: 0.1575 2023-02-24 09:32:35,004 - mmseg - INFO - Iter [36850/160000] lr: 4.618e-05, eta: 1 day, 4:13:45, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.1099, decode.acc_seg: 95.8569, aux.loss_ce: 0.0586, aux.acc_seg: 94.5844, loss: 0.1685 2023-02-24 09:33:15,220 - mmseg - INFO - Iter [36900/160000] lr: 4.616e-05, eta: 1 day, 4:13:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0989, decode.acc_seg: 96.2344, aux.loss_ce: 0.0592, aux.acc_seg: 94.4945, loss: 0.1581 2023-02-24 09:33:55,387 - mmseg - INFO - Iter [36950/160000] lr: 4.614e-05, eta: 1 day, 4:12:16, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1020, decode.acc_seg: 96.2292, aux.loss_ce: 0.0597, aux.acc_seg: 94.5844, loss: 0.1616 2023-02-24 09:34:35,599 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 09:34:35,599 - mmseg - INFO - Iter [37000/160000] lr: 4.613e-05, eta: 1 day, 4:11:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0930, decode.acc_seg: 96.4810, aux.loss_ce: 0.0568, aux.acc_seg: 94.7533, loss: 0.1498 2023-02-24 09:35:18,597 - mmseg - INFO - Iter [37050/160000] lr: 4.611e-05, eta: 1 day, 4:10:56, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0973, decode.acc_seg: 96.2834, aux.loss_ce: 0.0572, aux.acc_seg: 94.7274, loss: 0.1545 2023-02-24 09:35:58,845 - mmseg - INFO - Iter [37100/160000] lr: 4.609e-05, eta: 1 day, 4:10:11, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1024, decode.acc_seg: 96.1146, aux.loss_ce: 0.0601, aux.acc_seg: 94.4902, loss: 0.1625 2023-02-24 09:36:39,009 - mmseg - INFO - Iter [37150/160000] lr: 4.607e-05, eta: 1 day, 4:09:26, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0939, decode.acc_seg: 96.4063, aux.loss_ce: 0.0532, aux.acc_seg: 95.0729, loss: 0.1471 2023-02-24 09:37:19,191 - mmseg - INFO - Iter [37200/160000] lr: 4.605e-05, eta: 1 day, 4:08:41, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1009, decode.acc_seg: 96.1940, aux.loss_ce: 0.0606, aux.acc_seg: 94.4092, loss: 0.1615 2023-02-24 09:38:02,147 - mmseg - INFO - Iter [37250/160000] lr: 4.603e-05, eta: 1 day, 4:08:06, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0929, decode.acc_seg: 96.4718, aux.loss_ce: 0.0568, aux.acc_seg: 94.7442, loss: 0.1496 2023-02-24 09:38:42,354 - mmseg - INFO - Iter [37300/160000] lr: 4.601e-05, eta: 1 day, 4:07:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0947, decode.acc_seg: 96.3832, aux.loss_ce: 0.0538, aux.acc_seg: 95.0257, loss: 0.1485 2023-02-24 09:39:22,879 - mmseg - INFO - Iter [37350/160000] lr: 4.599e-05, eta: 1 day, 4:06:37, time: 0.810, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0926, decode.acc_seg: 96.4542, aux.loss_ce: 0.0547, aux.acc_seg: 94.9440, loss: 0.1472 2023-02-24 09:40:05,969 - mmseg - INFO - Iter [37400/160000] lr: 4.598e-05, eta: 1 day, 4:06:02, time: 0.862, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0927, decode.acc_seg: 96.4967, aux.loss_ce: 0.0564, aux.acc_seg: 94.7919, loss: 0.1491 2023-02-24 09:40:46,166 - mmseg - INFO - Iter [37450/160000] lr: 4.596e-05, eta: 1 day, 4:05:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0938, decode.acc_seg: 96.4616, aux.loss_ce: 0.0565, aux.acc_seg: 94.8320, loss: 0.1503 2023-02-24 09:41:26,568 - mmseg - INFO - Iter [37500/160000] lr: 4.594e-05, eta: 1 day, 4:04:33, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0997, decode.acc_seg: 96.2195, aux.loss_ce: 0.0588, aux.acc_seg: 94.6204, loss: 0.1585 2023-02-24 09:42:06,787 - mmseg - INFO - Iter [37550/160000] lr: 4.592e-05, eta: 1 day, 4:03:49, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0976, decode.acc_seg: 96.3493, aux.loss_ce: 0.0553, aux.acc_seg: 94.9146, loss: 0.1529 2023-02-24 09:42:49,813 - mmseg - INFO - Iter [37600/160000] lr: 4.590e-05, eta: 1 day, 4:03:13, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0965, decode.acc_seg: 96.3045, aux.loss_ce: 0.0574, aux.acc_seg: 94.6498, loss: 0.1539 2023-02-24 09:43:30,036 - mmseg - INFO - Iter [37650/160000] lr: 4.588e-05, eta: 1 day, 4:02:29, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0980, decode.acc_seg: 96.3268, aux.loss_ce: 0.0566, aux.acc_seg: 94.7920, loss: 0.1546 2023-02-24 09:44:10,217 - mmseg - INFO - Iter [37700/160000] lr: 4.586e-05, eta: 1 day, 4:01:44, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.1000, decode.acc_seg: 96.2355, aux.loss_ce: 0.0593, aux.acc_seg: 94.6478, loss: 0.1593 2023-02-24 09:44:50,424 - mmseg - INFO - Iter [37750/160000] lr: 4.584e-05, eta: 1 day, 4:00:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0991, decode.acc_seg: 96.2704, aux.loss_ce: 0.0600, aux.acc_seg: 94.5202, loss: 0.1591 2023-02-24 09:45:33,501 - mmseg - INFO - Iter [37800/160000] lr: 4.583e-05, eta: 1 day, 4:00:24, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0984, decode.acc_seg: 96.2709, aux.loss_ce: 0.0569, aux.acc_seg: 94.7460, loss: 0.1554 2023-02-24 09:46:13,675 - mmseg - INFO - Iter [37850/160000] lr: 4.581e-05, eta: 1 day, 3:59:39, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0975, decode.acc_seg: 96.2472, aux.loss_ce: 0.0567, aux.acc_seg: 94.7627, loss: 0.1542 2023-02-24 09:46:53,880 - mmseg - INFO - Iter [37900/160000] lr: 4.579e-05, eta: 1 day, 3:58:54, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0997, decode.acc_seg: 96.1746, aux.loss_ce: 0.0594, aux.acc_seg: 94.5838, loss: 0.1591 2023-02-24 09:47:36,781 - mmseg - INFO - Iter [37950/160000] lr: 4.577e-05, eta: 1 day, 3:58:19, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0904, decode.acc_seg: 96.5353, aux.loss_ce: 0.0553, aux.acc_seg: 94.9094, loss: 0.1457 2023-02-24 09:48:17,001 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 09:48:17,002 - mmseg - INFO - Iter [38000/160000] lr: 4.575e-05, eta: 1 day, 3:57:34, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0925, decode.acc_seg: 96.4801, aux.loss_ce: 0.0573, aux.acc_seg: 94.7168, loss: 0.1498 2023-02-24 09:48:57,361 - mmseg - INFO - Iter [38050/160000] lr: 4.573e-05, eta: 1 day, 3:56:50, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0909, decode.acc_seg: 96.5170, aux.loss_ce: 0.0559, aux.acc_seg: 94.8290, loss: 0.1468 2023-02-24 09:49:37,570 - mmseg - INFO - Iter [38100/160000] lr: 4.571e-05, eta: 1 day, 3:56:05, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0978, decode.acc_seg: 96.2979, aux.loss_ce: 0.0574, aux.acc_seg: 94.7262, loss: 0.1552 2023-02-24 09:50:21,199 - mmseg - INFO - Iter [38150/160000] lr: 4.569e-05, eta: 1 day, 3:55:32, time: 0.873, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0945, decode.acc_seg: 96.3864, aux.loss_ce: 0.0562, aux.acc_seg: 94.7530, loss: 0.1507 2023-02-24 09:51:01,421 - mmseg - INFO - Iter [38200/160000] lr: 4.568e-05, eta: 1 day, 3:54:47, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0946, decode.acc_seg: 96.3716, aux.loss_ce: 0.0575, aux.acc_seg: 94.6489, loss: 0.1521 2023-02-24 09:51:41,738 - mmseg - INFO - Iter [38250/160000] lr: 4.566e-05, eta: 1 day, 3:54:03, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0930, decode.acc_seg: 96.4236, aux.loss_ce: 0.0556, aux.acc_seg: 94.8436, loss: 0.1486 2023-02-24 09:52:22,226 - mmseg - INFO - Iter [38300/160000] lr: 4.564e-05, eta: 1 day, 3:53:19, time: 0.810, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0945, decode.acc_seg: 96.4301, aux.loss_ce: 0.0567, aux.acc_seg: 94.8463, loss: 0.1512 2023-02-24 09:53:06,541 - mmseg - INFO - Iter [38350/160000] lr: 4.562e-05, eta: 1 day, 3:52:48, time: 0.886, data_time: 0.090, memory: 21800, decode.loss_ce: 0.0940, decode.acc_seg: 96.4353, aux.loss_ce: 0.0548, aux.acc_seg: 94.9562, loss: 0.1488 2023-02-24 09:53:46,856 - mmseg - INFO - Iter [38400/160000] lr: 4.560e-05, eta: 1 day, 3:52:03, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0958, decode.acc_seg: 96.3481, aux.loss_ce: 0.0562, aux.acc_seg: 94.7186, loss: 0.1520 2023-02-24 09:54:27,220 - mmseg - INFO - Iter [38450/160000] lr: 4.558e-05, eta: 1 day, 3:51:19, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0975, decode.acc_seg: 96.2718, aux.loss_ce: 0.0572, aux.acc_seg: 94.7634, loss: 0.1547 2023-02-24 09:55:07,482 - mmseg - INFO - Iter [38500/160000] lr: 4.556e-05, eta: 1 day, 3:50:35, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0940, decode.acc_seg: 96.3473, aux.loss_ce: 0.0555, aux.acc_seg: 94.8235, loss: 0.1495 2023-02-24 09:55:50,748 - mmseg - INFO - Iter [38550/160000] lr: 4.554e-05, eta: 1 day, 3:50:00, time: 0.865, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0934, decode.acc_seg: 96.4360, aux.loss_ce: 0.0561, aux.acc_seg: 94.8136, loss: 0.1495 2023-02-24 09:56:30,947 - mmseg - INFO - Iter [38600/160000] lr: 4.553e-05, eta: 1 day, 3:49:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0941, decode.acc_seg: 96.3643, aux.loss_ce: 0.0563, aux.acc_seg: 94.7488, loss: 0.1504 2023-02-24 09:57:11,213 - mmseg - INFO - Iter [38650/160000] lr: 4.551e-05, eta: 1 day, 3:48:31, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0912, decode.acc_seg: 96.5498, aux.loss_ce: 0.0558, aux.acc_seg: 94.8839, loss: 0.1470 2023-02-24 09:57:54,564 - mmseg - INFO - Iter [38700/160000] lr: 4.549e-05, eta: 1 day, 3:47:56, time: 0.867, data_time: 0.063, memory: 21800, decode.loss_ce: 0.1016, decode.acc_seg: 96.2313, aux.loss_ce: 0.0580, aux.acc_seg: 94.5950, loss: 0.1597 2023-02-24 09:58:35,004 - mmseg - INFO - Iter [38750/160000] lr: 4.547e-05, eta: 1 day, 3:47:13, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0983, decode.acc_seg: 96.2462, aux.loss_ce: 0.0556, aux.acc_seg: 94.8481, loss: 0.1539 2023-02-24 09:59:15,262 - mmseg - INFO - Iter [38800/160000] lr: 4.545e-05, eta: 1 day, 3:46:28, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0954, decode.acc_seg: 96.3699, aux.loss_ce: 0.0586, aux.acc_seg: 94.5892, loss: 0.1540 2023-02-24 09:59:55,530 - mmseg - INFO - Iter [38850/160000] lr: 4.543e-05, eta: 1 day, 3:45:44, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0937, decode.acc_seg: 96.4188, aux.loss_ce: 0.0553, aux.acc_seg: 94.8520, loss: 0.1490 2023-02-24 10:00:38,750 - mmseg - INFO - Iter [38900/160000] lr: 4.541e-05, eta: 1 day, 3:45:09, time: 0.865, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0942, decode.acc_seg: 96.3802, aux.loss_ce: 0.0563, aux.acc_seg: 94.7547, loss: 0.1504 2023-02-24 10:01:18,930 - mmseg - INFO - Iter [38950/160000] lr: 4.539e-05, eta: 1 day, 3:44:24, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0881, decode.acc_seg: 96.5999, aux.loss_ce: 0.0539, aux.acc_seg: 94.9797, loss: 0.1420 2023-02-24 10:01:59,161 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 10:01:59,162 - mmseg - INFO - Iter [39000/160000] lr: 4.538e-05, eta: 1 day, 3:43:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0953, decode.acc_seg: 96.4292, aux.loss_ce: 0.0560, aux.acc_seg: 94.8788, loss: 0.1513 2023-02-24 10:02:39,433 - mmseg - INFO - Iter [39050/160000] lr: 4.536e-05, eta: 1 day, 3:42:56, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.1010, decode.acc_seg: 96.1478, aux.loss_ce: 0.0645, aux.acc_seg: 94.1759, loss: 0.1654 2023-02-24 10:03:22,506 - mmseg - INFO - Iter [39100/160000] lr: 4.534e-05, eta: 1 day, 3:42:20, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0939, decode.acc_seg: 96.4254, aux.loss_ce: 0.0573, aux.acc_seg: 94.7627, loss: 0.1512 2023-02-24 10:04:02,723 - mmseg - INFO - Iter [39150/160000] lr: 4.532e-05, eta: 1 day, 3:41:36, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0909, decode.acc_seg: 96.5169, aux.loss_ce: 0.0571, aux.acc_seg: 94.7421, loss: 0.1481 2023-02-24 10:04:42,997 - mmseg - INFO - Iter [39200/160000] lr: 4.530e-05, eta: 1 day, 3:40:51, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0930, decode.acc_seg: 96.4677, aux.loss_ce: 0.0552, aux.acc_seg: 94.9193, loss: 0.1481 2023-02-24 10:05:27,181 - mmseg - INFO - Iter [39250/160000] lr: 4.528e-05, eta: 1 day, 3:40:19, time: 0.884, data_time: 0.090, memory: 21800, decode.loss_ce: 0.0927, decode.acc_seg: 96.4512, aux.loss_ce: 0.0557, aux.acc_seg: 94.8937, loss: 0.1485 2023-02-24 10:06:07,642 - mmseg - INFO - Iter [39300/160000] lr: 4.526e-05, eta: 1 day, 3:39:36, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0915, decode.acc_seg: 96.5153, aux.loss_ce: 0.0556, aux.acc_seg: 94.8143, loss: 0.1471 2023-02-24 10:06:47,990 - mmseg - INFO - Iter [39350/160000] lr: 4.524e-05, eta: 1 day, 3:38:52, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0927, decode.acc_seg: 96.4520, aux.loss_ce: 0.0551, aux.acc_seg: 94.9068, loss: 0.1478 2023-02-24 10:07:28,873 - mmseg - INFO - Iter [39400/160000] lr: 4.523e-05, eta: 1 day, 3:38:09, time: 0.817, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0878, decode.acc_seg: 96.6382, aux.loss_ce: 0.0536, aux.acc_seg: 95.0459, loss: 0.1414 2023-02-24 10:08:11,833 - mmseg - INFO - Iter [39450/160000] lr: 4.521e-05, eta: 1 day, 3:37:33, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0900, decode.acc_seg: 96.5365, aux.loss_ce: 0.0535, aux.acc_seg: 94.9814, loss: 0.1435 2023-02-24 10:08:52,120 - mmseg - INFO - Iter [39500/160000] lr: 4.519e-05, eta: 1 day, 3:36:49, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0907, decode.acc_seg: 96.5522, aux.loss_ce: 0.0565, aux.acc_seg: 94.8110, loss: 0.1472 2023-02-24 10:09:32,392 - mmseg - INFO - Iter [39550/160000] lr: 4.517e-05, eta: 1 day, 3:36:05, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0953, decode.acc_seg: 96.4035, aux.loss_ce: 0.0548, aux.acc_seg: 94.9113, loss: 0.1501 2023-02-24 10:10:12,635 - mmseg - INFO - Iter [39600/160000] lr: 4.515e-05, eta: 1 day, 3:35:20, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0907, decode.acc_seg: 96.5706, aux.loss_ce: 0.0540, aux.acc_seg: 95.0174, loss: 0.1447 2023-02-24 10:10:55,637 - mmseg - INFO - Iter [39650/160000] lr: 4.513e-05, eta: 1 day, 3:34:44, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0952, decode.acc_seg: 96.3947, aux.loss_ce: 0.0557, aux.acc_seg: 94.8900, loss: 0.1509 2023-02-24 10:11:35,880 - mmseg - INFO - Iter [39700/160000] lr: 4.511e-05, eta: 1 day, 3:34:00, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0939, decode.acc_seg: 96.4235, aux.loss_ce: 0.0548, aux.acc_seg: 94.8626, loss: 0.1487 2023-02-24 10:12:16,123 - mmseg - INFO - Iter [39750/160000] lr: 4.509e-05, eta: 1 day, 3:33:16, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0885, decode.acc_seg: 96.6305, aux.loss_ce: 0.0544, aux.acc_seg: 94.9415, loss: 0.1429 2023-02-24 10:12:56,441 - mmseg - INFO - Iter [39800/160000] lr: 4.508e-05, eta: 1 day, 3:32:32, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0926, decode.acc_seg: 96.4805, aux.loss_ce: 0.0554, aux.acc_seg: 94.9712, loss: 0.1480 2023-02-24 10:13:39,438 - mmseg - INFO - Iter [39850/160000] lr: 4.506e-05, eta: 1 day, 3:31:56, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0974, decode.acc_seg: 96.2669, aux.loss_ce: 0.0573, aux.acc_seg: 94.6275, loss: 0.1547 2023-02-24 10:14:19,654 - mmseg - INFO - Iter [39900/160000] lr: 4.504e-05, eta: 1 day, 3:31:12, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0974, decode.acc_seg: 96.2970, aux.loss_ce: 0.0549, aux.acc_seg: 94.9843, loss: 0.1523 2023-02-24 10:14:59,844 - mmseg - INFO - Iter [39950/160000] lr: 4.502e-05, eta: 1 day, 3:30:27, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0923, decode.acc_seg: 96.4839, aux.loss_ce: 0.0545, aux.acc_seg: 94.9595, loss: 0.1468 2023-02-24 10:15:42,843 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 10:15:42,844 - mmseg - INFO - Iter [40000/160000] lr: 4.500e-05, eta: 1 day, 3:29:51, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0954, decode.acc_seg: 96.3054, aux.loss_ce: 0.0542, aux.acc_seg: 94.9263, loss: 0.1496 2023-02-24 10:16:23,241 - mmseg - INFO - Iter [40050/160000] lr: 4.498e-05, eta: 1 day, 3:29:07, time: 0.808, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0935, decode.acc_seg: 96.4246, aux.loss_ce: 0.0572, aux.acc_seg: 94.7269, loss: 0.1507 2023-02-24 10:17:03,892 - mmseg - INFO - Iter [40100/160000] lr: 4.496e-05, eta: 1 day, 3:28:24, time: 0.813, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0871, decode.acc_seg: 96.6427, aux.loss_ce: 0.0532, aux.acc_seg: 95.0081, loss: 0.1403 2023-02-24 10:17:44,210 - mmseg - INFO - Iter [40150/160000] lr: 4.494e-05, eta: 1 day, 3:27:40, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0883, decode.acc_seg: 96.6009, aux.loss_ce: 0.0538, aux.acc_seg: 95.0157, loss: 0.1421 2023-02-24 10:18:27,221 - mmseg - INFO - Iter [40200/160000] lr: 4.493e-05, eta: 1 day, 3:27:04, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0921, decode.acc_seg: 96.4944, aux.loss_ce: 0.0562, aux.acc_seg: 94.7818, loss: 0.1483 2023-02-24 10:19:07,380 - mmseg - INFO - Iter [40250/160000] lr: 4.491e-05, eta: 1 day, 3:26:20, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0951, decode.acc_seg: 96.3969, aux.loss_ce: 0.0564, aux.acc_seg: 94.7656, loss: 0.1515 2023-02-24 10:19:47,530 - mmseg - INFO - Iter [40300/160000] lr: 4.489e-05, eta: 1 day, 3:25:35, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0876, decode.acc_seg: 96.6416, aux.loss_ce: 0.0531, aux.acc_seg: 95.0600, loss: 0.1407 2023-02-24 10:20:27,807 - mmseg - INFO - Iter [40350/160000] lr: 4.487e-05, eta: 1 day, 3:24:51, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0884, decode.acc_seg: 96.5807, aux.loss_ce: 0.0547, aux.acc_seg: 94.8816, loss: 0.1431 2023-02-24 10:21:10,789 - mmseg - INFO - Iter [40400/160000] lr: 4.485e-05, eta: 1 day, 3:24:15, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0983, decode.acc_seg: 96.3030, aux.loss_ce: 0.0570, aux.acc_seg: 94.7835, loss: 0.1553 2023-02-24 10:21:51,142 - mmseg - INFO - Iter [40450/160000] lr: 4.483e-05, eta: 1 day, 3:23:31, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1011, decode.acc_seg: 96.1306, aux.loss_ce: 0.0572, aux.acc_seg: 94.7761, loss: 0.1583 2023-02-24 10:22:31,557 - mmseg - INFO - Iter [40500/160000] lr: 4.481e-05, eta: 1 day, 3:22:48, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0974, decode.acc_seg: 96.2240, aux.loss_ce: 0.0563, aux.acc_seg: 94.7431, loss: 0.1538 2023-02-24 10:23:15,616 - mmseg - INFO - Iter [40550/160000] lr: 4.479e-05, eta: 1 day, 3:22:15, time: 0.881, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0896, decode.acc_seg: 96.5678, aux.loss_ce: 0.0568, aux.acc_seg: 94.7734, loss: 0.1465 2023-02-24 10:23:55,830 - mmseg - INFO - Iter [40600/160000] lr: 4.478e-05, eta: 1 day, 3:21:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0956, decode.acc_seg: 96.3443, aux.loss_ce: 0.0568, aux.acc_seg: 94.7396, loss: 0.1524 2023-02-24 10:24:36,287 - mmseg - INFO - Iter [40650/160000] lr: 4.476e-05, eta: 1 day, 3:20:47, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0917, decode.acc_seg: 96.5023, aux.loss_ce: 0.0532, aux.acc_seg: 95.0832, loss: 0.1449 2023-02-24 10:25:16,917 - mmseg - INFO - Iter [40700/160000] lr: 4.474e-05, eta: 1 day, 3:20:04, time: 0.813, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0946, decode.acc_seg: 96.3717, aux.loss_ce: 0.0559, aux.acc_seg: 94.7561, loss: 0.1505 2023-02-24 10:25:59,917 - mmseg - INFO - Iter [40750/160000] lr: 4.472e-05, eta: 1 day, 3:19:28, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0918, decode.acc_seg: 96.4799, aux.loss_ce: 0.0561, aux.acc_seg: 94.7818, loss: 0.1479 2023-02-24 10:26:40,319 - mmseg - INFO - Iter [40800/160000] lr: 4.470e-05, eta: 1 day, 3:18:44, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0919, decode.acc_seg: 96.5279, aux.loss_ce: 0.0540, aux.acc_seg: 95.0782, loss: 0.1459 2023-02-24 10:27:20,497 - mmseg - INFO - Iter [40850/160000] lr: 4.468e-05, eta: 1 day, 3:18:00, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0940, decode.acc_seg: 96.4371, aux.loss_ce: 0.0560, aux.acc_seg: 94.7963, loss: 0.1500 2023-02-24 10:28:00,726 - mmseg - INFO - Iter [40900/160000] lr: 4.466e-05, eta: 1 day, 3:17:15, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0952, decode.acc_seg: 96.3232, aux.loss_ce: 0.0588, aux.acc_seg: 94.5924, loss: 0.1540 2023-02-24 10:28:44,088 - mmseg - INFO - Iter [40950/160000] lr: 4.464e-05, eta: 1 day, 3:16:40, time: 0.867, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0894, decode.acc_seg: 96.5607, aux.loss_ce: 0.0528, aux.acc_seg: 95.0943, loss: 0.1423 2023-02-24 10:29:24,263 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 10:29:24,264 - mmseg - INFO - Iter [41000/160000] lr: 4.463e-05, eta: 1 day, 3:15:56, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0903, decode.acc_seg: 96.5142, aux.loss_ce: 0.0554, aux.acc_seg: 94.8362, loss: 0.1458 2023-02-24 10:30:04,565 - mmseg - INFO - Iter [41050/160000] lr: 4.461e-05, eta: 1 day, 3:15:12, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.1034, decode.acc_seg: 96.2135, aux.loss_ce: 0.0592, aux.acc_seg: 94.5635, loss: 0.1626 2023-02-24 10:30:44,902 - mmseg - INFO - Iter [41100/160000] lr: 4.459e-05, eta: 1 day, 3:14:28, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0914, decode.acc_seg: 96.4970, aux.loss_ce: 0.0558, aux.acc_seg: 94.8050, loss: 0.1472 2023-02-24 10:31:28,134 - mmseg - INFO - Iter [41150/160000] lr: 4.457e-05, eta: 1 day, 3:13:53, time: 0.865, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0955, decode.acc_seg: 96.4065, aux.loss_ce: 0.0588, aux.acc_seg: 94.5849, loss: 0.1543 2023-02-24 10:32:08,325 - mmseg - INFO - Iter [41200/160000] lr: 4.455e-05, eta: 1 day, 3:13:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0941, decode.acc_seg: 96.3828, aux.loss_ce: 0.0572, aux.acc_seg: 94.6630, loss: 0.1513 2023-02-24 10:32:49,323 - mmseg - INFO - Iter [41250/160000] lr: 4.453e-05, eta: 1 day, 3:12:26, time: 0.820, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0936, decode.acc_seg: 96.4516, aux.loss_ce: 0.0559, aux.acc_seg: 94.7995, loss: 0.1495 2023-02-24 10:33:32,418 - mmseg - INFO - Iter [41300/160000] lr: 4.451e-05, eta: 1 day, 3:11:51, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0884, decode.acc_seg: 96.6432, aux.loss_ce: 0.0546, aux.acc_seg: 94.9534, loss: 0.1430 2023-02-24 10:34:12,652 - mmseg - INFO - Iter [41350/160000] lr: 4.449e-05, eta: 1 day, 3:11:06, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0930, decode.acc_seg: 96.4783, aux.loss_ce: 0.0564, aux.acc_seg: 94.9160, loss: 0.1494 2023-02-24 10:34:52,926 - mmseg - INFO - Iter [41400/160000] lr: 4.448e-05, eta: 1 day, 3:10:22, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0904, decode.acc_seg: 96.5236, aux.loss_ce: 0.0551, aux.acc_seg: 94.8375, loss: 0.1455 2023-02-24 10:35:33,121 - mmseg - INFO - Iter [41450/160000] lr: 4.446e-05, eta: 1 day, 3:09:38, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0941, decode.acc_seg: 96.3740, aux.loss_ce: 0.0529, aux.acc_seg: 95.0548, loss: 0.1470 2023-02-24 10:36:16,617 - mmseg - INFO - Iter [41500/160000] lr: 4.444e-05, eta: 1 day, 3:09:03, time: 0.870, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0951, decode.acc_seg: 96.4506, aux.loss_ce: 0.0565, aux.acc_seg: 94.8287, loss: 0.1516 2023-02-24 10:36:56,927 - mmseg - INFO - Iter [41550/160000] lr: 4.442e-05, eta: 1 day, 3:08:19, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0876, decode.acc_seg: 96.6533, aux.loss_ce: 0.0538, aux.acc_seg: 94.9971, loss: 0.1414 2023-02-24 10:37:37,156 - mmseg - INFO - Iter [41600/160000] lr: 4.440e-05, eta: 1 day, 3:07:35, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0892, decode.acc_seg: 96.5829, aux.loss_ce: 0.0537, aux.acc_seg: 95.0290, loss: 0.1429 2023-02-24 10:38:17,350 - mmseg - INFO - Iter [41650/160000] lr: 4.438e-05, eta: 1 day, 3:06:51, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0910, decode.acc_seg: 96.4779, aux.loss_ce: 0.0561, aux.acc_seg: 94.7072, loss: 0.1471 2023-02-24 10:39:00,369 - mmseg - INFO - Iter [41700/160000] lr: 4.436e-05, eta: 1 day, 3:06:15, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0943, decode.acc_seg: 96.3914, aux.loss_ce: 0.0551, aux.acc_seg: 94.8510, loss: 0.1494 2023-02-24 10:39:40,579 - mmseg - INFO - Iter [41750/160000] lr: 4.434e-05, eta: 1 day, 3:05:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0910, decode.acc_seg: 96.5130, aux.loss_ce: 0.0540, aux.acc_seg: 94.9870, loss: 0.1450 2023-02-24 10:40:20,798 - mmseg - INFO - Iter [41800/160000] lr: 4.433e-05, eta: 1 day, 3:04:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0864, decode.acc_seg: 96.6970, aux.loss_ce: 0.0530, aux.acc_seg: 95.0404, loss: 0.1394 2023-02-24 10:41:01,012 - mmseg - INFO - Iter [41850/160000] lr: 4.431e-05, eta: 1 day, 3:04:03, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0920, decode.acc_seg: 96.4478, aux.loss_ce: 0.0548, aux.acc_seg: 94.8747, loss: 0.1468 2023-02-24 10:41:44,590 - mmseg - INFO - Iter [41900/160000] lr: 4.429e-05, eta: 1 day, 3:03:28, time: 0.872, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0867, decode.acc_seg: 96.6448, aux.loss_ce: 0.0525, aux.acc_seg: 95.0908, loss: 0.1392 2023-02-24 10:42:24,847 - mmseg - INFO - Iter [41950/160000] lr: 4.427e-05, eta: 1 day, 3:02:44, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0898, decode.acc_seg: 96.5438, aux.loss_ce: 0.0524, aux.acc_seg: 95.0865, loss: 0.1422 2023-02-24 10:43:05,096 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 10:43:05,097 - mmseg - INFO - Iter [42000/160000] lr: 4.425e-05, eta: 1 day, 3:02:00, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0924, decode.acc_seg: 96.4477, aux.loss_ce: 0.0535, aux.acc_seg: 95.0108, loss: 0.1459 2023-02-24 10:43:48,187 - mmseg - INFO - Iter [42050/160000] lr: 4.423e-05, eta: 1 day, 3:01:24, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0872, decode.acc_seg: 96.6689, aux.loss_ce: 0.0523, aux.acc_seg: 95.1365, loss: 0.1395 2023-02-24 10:44:28,362 - mmseg - INFO - Iter [42100/160000] lr: 4.421e-05, eta: 1 day, 3:00:40, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0965, decode.acc_seg: 96.2768, aux.loss_ce: 0.0555, aux.acc_seg: 94.7779, loss: 0.1520 2023-02-24 10:45:09,151 - mmseg - INFO - Iter [42150/160000] lr: 4.419e-05, eta: 1 day, 2:59:57, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0919, decode.acc_seg: 96.5073, aux.loss_ce: 0.0536, aux.acc_seg: 94.9712, loss: 0.1455 2023-02-24 10:45:49,406 - mmseg - INFO - Iter [42200/160000] lr: 4.418e-05, eta: 1 day, 2:59:13, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0891, decode.acc_seg: 96.6303, aux.loss_ce: 0.0545, aux.acc_seg: 94.9757, loss: 0.1435 2023-02-24 10:46:32,421 - mmseg - INFO - Iter [42250/160000] lr: 4.416e-05, eta: 1 day, 2:58:37, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0871, decode.acc_seg: 96.6140, aux.loss_ce: 0.0521, aux.acc_seg: 95.0896, loss: 0.1392 2023-02-24 10:47:12,694 - mmseg - INFO - Iter [42300/160000] lr: 4.414e-05, eta: 1 day, 2:57:53, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0896, decode.acc_seg: 96.5678, aux.loss_ce: 0.0545, aux.acc_seg: 94.9757, loss: 0.1442 2023-02-24 10:47:52,893 - mmseg - INFO - Iter [42350/160000] lr: 4.412e-05, eta: 1 day, 2:57:09, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0888, decode.acc_seg: 96.6266, aux.loss_ce: 0.0550, aux.acc_seg: 94.9385, loss: 0.1438 2023-02-24 10:48:33,352 - mmseg - INFO - Iter [42400/160000] lr: 4.410e-05, eta: 1 day, 2:56:25, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0924, decode.acc_seg: 96.5172, aux.loss_ce: 0.0548, aux.acc_seg: 94.9025, loss: 0.1472 2023-02-24 10:49:16,373 - mmseg - INFO - Iter [42450/160000] lr: 4.408e-05, eta: 1 day, 2:55:49, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0972, decode.acc_seg: 96.3282, aux.loss_ce: 0.0592, aux.acc_seg: 94.5160, loss: 0.1564 2023-02-24 10:49:56,588 - mmseg - INFO - Iter [42500/160000] lr: 4.406e-05, eta: 1 day, 2:55:05, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0898, decode.acc_seg: 96.5867, aux.loss_ce: 0.0558, aux.acc_seg: 94.8714, loss: 0.1456 2023-02-24 10:50:36,769 - mmseg - INFO - Iter [42550/160000] lr: 4.404e-05, eta: 1 day, 2:54:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0894, decode.acc_seg: 96.5216, aux.loss_ce: 0.0553, aux.acc_seg: 94.8863, loss: 0.1446 2023-02-24 10:51:20,259 - mmseg - INFO - Iter [42600/160000] lr: 4.403e-05, eta: 1 day, 2:53:46, time: 0.870, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0961, decode.acc_seg: 96.3431, aux.loss_ce: 0.0556, aux.acc_seg: 94.8338, loss: 0.1517 2023-02-24 10:52:00,574 - mmseg - INFO - Iter [42650/160000] lr: 4.401e-05, eta: 1 day, 2:53:02, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0966, decode.acc_seg: 96.3577, aux.loss_ce: 0.0568, aux.acc_seg: 94.7398, loss: 0.1533 2023-02-24 10:52:40,762 - mmseg - INFO - Iter [42700/160000] lr: 4.399e-05, eta: 1 day, 2:52:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0867, decode.acc_seg: 96.6472, aux.loss_ce: 0.0546, aux.acc_seg: 94.9184, loss: 0.1413 2023-02-24 10:53:21,078 - mmseg - INFO - Iter [42750/160000] lr: 4.397e-05, eta: 1 day, 2:51:34, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0988, decode.acc_seg: 96.3285, aux.loss_ce: 0.0570, aux.acc_seg: 94.7268, loss: 0.1558 2023-02-24 10:54:04,341 - mmseg - INFO - Iter [42800/160000] lr: 4.395e-05, eta: 1 day, 2:50:59, time: 0.866, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0913, decode.acc_seg: 96.4904, aux.loss_ce: 0.0538, aux.acc_seg: 94.9814, loss: 0.1452 2023-02-24 10:54:44,628 - mmseg - INFO - Iter [42850/160000] lr: 4.393e-05, eta: 1 day, 2:50:15, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0901, decode.acc_seg: 96.5250, aux.loss_ce: 0.0550, aux.acc_seg: 94.8268, loss: 0.1451 2023-02-24 10:55:25,008 - mmseg - INFO - Iter [42900/160000] lr: 4.391e-05, eta: 1 day, 2:49:31, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0935, decode.acc_seg: 96.4107, aux.loss_ce: 0.0558, aux.acc_seg: 94.7386, loss: 0.1493 2023-02-24 10:56:05,251 - mmseg - INFO - Iter [42950/160000] lr: 4.389e-05, eta: 1 day, 2:48:47, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0924, decode.acc_seg: 96.4370, aux.loss_ce: 0.0547, aux.acc_seg: 94.9161, loss: 0.1471 2023-02-24 10:56:48,395 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 10:56:48,395 - mmseg - INFO - Iter [43000/160000] lr: 4.388e-05, eta: 1 day, 2:48:11, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0892, decode.acc_seg: 96.6031, aux.loss_ce: 0.0532, aux.acc_seg: 95.1234, loss: 0.1424 2023-02-24 10:57:28,895 - mmseg - INFO - Iter [43050/160000] lr: 4.386e-05, eta: 1 day, 2:47:28, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0940, decode.acc_seg: 96.4103, aux.loss_ce: 0.0577, aux.acc_seg: 94.6736, loss: 0.1517 2023-02-24 10:58:09,606 - mmseg - INFO - Iter [43100/160000] lr: 4.384e-05, eta: 1 day, 2:46:45, time: 0.814, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0970, decode.acc_seg: 96.2372, aux.loss_ce: 0.0552, aux.acc_seg: 94.8134, loss: 0.1522 2023-02-24 10:58:49,908 - mmseg - INFO - Iter [43150/160000] lr: 4.382e-05, eta: 1 day, 2:46:01, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0976, decode.acc_seg: 96.3609, aux.loss_ce: 0.0562, aux.acc_seg: 94.8274, loss: 0.1538 2023-02-24 10:59:33,676 - mmseg - INFO - Iter [43200/160000] lr: 4.380e-05, eta: 1 day, 2:45:27, time: 0.875, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0931, decode.acc_seg: 96.4267, aux.loss_ce: 0.0559, aux.acc_seg: 94.7988, loss: 0.1489 2023-02-24 11:00:14,760 - mmseg - INFO - Iter [43250/160000] lr: 4.378e-05, eta: 1 day, 2:44:45, time: 0.822, data_time: 0.028, memory: 21800, decode.loss_ce: 0.0872, decode.acc_seg: 96.6716, aux.loss_ce: 0.0525, aux.acc_seg: 95.1584, loss: 0.1397 2023-02-24 11:00:55,041 - mmseg - INFO - Iter [43300/160000] lr: 4.376e-05, eta: 1 day, 2:44:02, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0845, decode.acc_seg: 96.7564, aux.loss_ce: 0.0542, aux.acc_seg: 95.0362, loss: 0.1387 2023-02-24 11:01:38,001 - mmseg - INFO - Iter [43350/160000] lr: 4.374e-05, eta: 1 day, 2:43:25, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0876, decode.acc_seg: 96.6101, aux.loss_ce: 0.0545, aux.acc_seg: 94.8787, loss: 0.1422 2023-02-24 11:02:18,222 - mmseg - INFO - Iter [43400/160000] lr: 4.373e-05, eta: 1 day, 2:42:41, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0934, decode.acc_seg: 96.4848, aux.loss_ce: 0.0571, aux.acc_seg: 94.7766, loss: 0.1505 2023-02-24 11:02:58,509 - mmseg - INFO - Iter [43450/160000] lr: 4.371e-05, eta: 1 day, 2:41:57, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0948, decode.acc_seg: 96.3759, aux.loss_ce: 0.0550, aux.acc_seg: 95.0087, loss: 0.1497 2023-02-24 11:03:38,769 - mmseg - INFO - Iter [43500/160000] lr: 4.369e-05, eta: 1 day, 2:41:13, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0906, decode.acc_seg: 96.5753, aux.loss_ce: 0.0536, aux.acc_seg: 95.0620, loss: 0.1442 2023-02-24 11:04:22,395 - mmseg - INFO - Iter [43550/160000] lr: 4.367e-05, eta: 1 day, 2:40:39, time: 0.873, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0907, decode.acc_seg: 96.5300, aux.loss_ce: 0.0553, aux.acc_seg: 94.9039, loss: 0.1459 2023-02-24 11:05:02,721 - mmseg - INFO - Iter [43600/160000] lr: 4.365e-05, eta: 1 day, 2:39:55, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0895, decode.acc_seg: 96.5596, aux.loss_ce: 0.0559, aux.acc_seg: 94.8253, loss: 0.1454 2023-02-24 11:05:43,023 - mmseg - INFO - Iter [43650/160000] lr: 4.363e-05, eta: 1 day, 2:39:11, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0904, decode.acc_seg: 96.5610, aux.loss_ce: 0.0561, aux.acc_seg: 94.7983, loss: 0.1465 2023-02-24 11:06:23,355 - mmseg - INFO - Iter [43700/160000] lr: 4.361e-05, eta: 1 day, 2:38:28, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0961, decode.acc_seg: 96.3699, aux.loss_ce: 0.0571, aux.acc_seg: 94.7848, loss: 0.1532 2023-02-24 11:07:07,001 - mmseg - INFO - Iter [43750/160000] lr: 4.359e-05, eta: 1 day, 2:37:53, time: 0.873, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0909, decode.acc_seg: 96.5611, aux.loss_ce: 0.0540, aux.acc_seg: 95.0526, loss: 0.1449 2023-02-24 11:07:47,406 - mmseg - INFO - Iter [43800/160000] lr: 4.358e-05, eta: 1 day, 2:37:09, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0915, decode.acc_seg: 96.5414, aux.loss_ce: 0.0558, aux.acc_seg: 94.8648, loss: 0.1473 2023-02-24 11:08:27,624 - mmseg - INFO - Iter [43850/160000] lr: 4.356e-05, eta: 1 day, 2:36:25, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0918, decode.acc_seg: 96.4620, aux.loss_ce: 0.0555, aux.acc_seg: 94.7941, loss: 0.1473 2023-02-24 11:09:10,803 - mmseg - INFO - Iter [43900/160000] lr: 4.354e-05, eta: 1 day, 2:35:49, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0904, decode.acc_seg: 96.5277, aux.loss_ce: 0.0562, aux.acc_seg: 94.7572, loss: 0.1466 2023-02-24 11:09:51,059 - mmseg - INFO - Iter [43950/160000] lr: 4.352e-05, eta: 1 day, 2:35:05, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0921, decode.acc_seg: 96.4672, aux.loss_ce: 0.0558, aux.acc_seg: 94.8291, loss: 0.1479 2023-02-24 11:10:31,426 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 11:10:31,426 - mmseg - INFO - Iter [44000/160000] lr: 4.350e-05, eta: 1 day, 2:34:22, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0889, decode.acc_seg: 96.6090, aux.loss_ce: 0.0541, aux.acc_seg: 95.0322, loss: 0.1430 2023-02-24 11:11:11,616 - mmseg - INFO - Iter [44050/160000] lr: 4.348e-05, eta: 1 day, 2:33:38, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0851, decode.acc_seg: 96.7022, aux.loss_ce: 0.0544, aux.acc_seg: 94.8882, loss: 0.1395 2023-02-24 11:11:55,428 - mmseg - INFO - Iter [44100/160000] lr: 4.346e-05, eta: 1 day, 2:33:04, time: 0.876, data_time: 0.083, memory: 21800, decode.loss_ce: 0.0919, decode.acc_seg: 96.4320, aux.loss_ce: 0.0578, aux.acc_seg: 94.7777, loss: 0.1497 2023-02-24 11:12:35,705 - mmseg - INFO - Iter [44150/160000] lr: 4.344e-05, eta: 1 day, 2:32:20, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0934, decode.acc_seg: 96.4349, aux.loss_ce: 0.0555, aux.acc_seg: 94.8367, loss: 0.1489 2023-02-24 11:13:16,098 - mmseg - INFO - Iter [44200/160000] lr: 4.343e-05, eta: 1 day, 2:31:36, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0913, decode.acc_seg: 96.4865, aux.loss_ce: 0.0548, aux.acc_seg: 94.8954, loss: 0.1461 2023-02-24 11:13:56,330 - mmseg - INFO - Iter [44250/160000] lr: 4.341e-05, eta: 1 day, 2:30:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0928, decode.acc_seg: 96.4245, aux.loss_ce: 0.0563, aux.acc_seg: 94.7943, loss: 0.1491 2023-02-24 11:14:39,482 - mmseg - INFO - Iter [44300/160000] lr: 4.339e-05, eta: 1 day, 2:30:16, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0916, decode.acc_seg: 96.4784, aux.loss_ce: 0.0561, aux.acc_seg: 94.7905, loss: 0.1478 2023-02-24 11:15:20,171 - mmseg - INFO - Iter [44350/160000] lr: 4.337e-05, eta: 1 day, 2:29:34, time: 0.814, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0876, decode.acc_seg: 96.6115, aux.loss_ce: 0.0520, aux.acc_seg: 95.1389, loss: 0.1396 2023-02-24 11:16:00,365 - mmseg - INFO - Iter [44400/160000] lr: 4.335e-05, eta: 1 day, 2:28:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0907, decode.acc_seg: 96.5359, aux.loss_ce: 0.0540, aux.acc_seg: 94.9712, loss: 0.1447 2023-02-24 11:16:40,610 - mmseg - INFO - Iter [44450/160000] lr: 4.333e-05, eta: 1 day, 2:28:06, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0867, decode.acc_seg: 96.6666, aux.loss_ce: 0.0544, aux.acc_seg: 94.9784, loss: 0.1411 2023-02-24 11:17:23,764 - mmseg - INFO - Iter [44500/160000] lr: 4.331e-05, eta: 1 day, 2:27:30, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0886, decode.acc_seg: 96.5806, aux.loss_ce: 0.0560, aux.acc_seg: 94.7619, loss: 0.1445 2023-02-24 11:18:04,247 - mmseg - INFO - Iter [44550/160000] lr: 4.329e-05, eta: 1 day, 2:26:46, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0879, decode.acc_seg: 96.6311, aux.loss_ce: 0.0527, aux.acc_seg: 95.1095, loss: 0.1406 2023-02-24 11:18:45,024 - mmseg - INFO - Iter [44600/160000] lr: 4.328e-05, eta: 1 day, 2:26:04, time: 0.816, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0911, decode.acc_seg: 96.4783, aux.loss_ce: 0.0532, aux.acc_seg: 95.0299, loss: 0.1443 2023-02-24 11:19:28,904 - mmseg - INFO - Iter [44650/160000] lr: 4.326e-05, eta: 1 day, 2:25:30, time: 0.878, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0880, decode.acc_seg: 96.6299, aux.loss_ce: 0.0524, aux.acc_seg: 95.1675, loss: 0.1404 2023-02-24 11:20:09,090 - mmseg - INFO - Iter [44700/160000] lr: 4.324e-05, eta: 1 day, 2:24:46, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0884, decode.acc_seg: 96.6030, aux.loss_ce: 0.0544, aux.acc_seg: 94.9256, loss: 0.1428 2023-02-24 11:20:50,099 - mmseg - INFO - Iter [44750/160000] lr: 4.322e-05, eta: 1 day, 2:24:04, time: 0.820, data_time: 0.027, memory: 21800, decode.loss_ce: 0.0838, decode.acc_seg: 96.7531, aux.loss_ce: 0.0532, aux.acc_seg: 95.0434, loss: 0.1370 2023-02-24 11:21:30,379 - mmseg - INFO - Iter [44800/160000] lr: 4.320e-05, eta: 1 day, 2:23:20, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0887, decode.acc_seg: 96.5824, aux.loss_ce: 0.0537, aux.acc_seg: 95.0088, loss: 0.1423 2023-02-24 11:22:13,415 - mmseg - INFO - Iter [44850/160000] lr: 4.318e-05, eta: 1 day, 2:22:44, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0900, decode.acc_seg: 96.5816, aux.loss_ce: 0.0552, aux.acc_seg: 94.8468, loss: 0.1452 2023-02-24 11:22:53,696 - mmseg - INFO - Iter [44900/160000] lr: 4.316e-05, eta: 1 day, 2:22:00, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0896, decode.acc_seg: 96.5590, aux.loss_ce: 0.0555, aux.acc_seg: 94.8434, loss: 0.1450 2023-02-24 11:23:34,010 - mmseg - INFO - Iter [44950/160000] lr: 4.314e-05, eta: 1 day, 2:21:16, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0873, decode.acc_seg: 96.6622, aux.loss_ce: 0.0529, aux.acc_seg: 95.0690, loss: 0.1402 2023-02-24 11:24:14,194 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 11:24:14,195 - mmseg - INFO - Iter [45000/160000] lr: 4.313e-05, eta: 1 day, 2:20:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0829, decode.acc_seg: 96.8000, aux.loss_ce: 0.0518, aux.acc_seg: 95.1678, loss: 0.1348 2023-02-24 11:24:57,769 - mmseg - INFO - Iter [45050/160000] lr: 4.311e-05, eta: 1 day, 2:19:57, time: 0.871, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0873, decode.acc_seg: 96.6300, aux.loss_ce: 0.0536, aux.acc_seg: 94.9990, loss: 0.1409 2023-02-24 11:25:38,272 - mmseg - INFO - Iter [45100/160000] lr: 4.309e-05, eta: 1 day, 2:19:14, time: 0.810, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0856, decode.acc_seg: 96.6855, aux.loss_ce: 0.0527, aux.acc_seg: 95.0770, loss: 0.1383 2023-02-24 11:26:18,545 - mmseg - INFO - Iter [45150/160000] lr: 4.307e-05, eta: 1 day, 2:18:30, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0839, decode.acc_seg: 96.7703, aux.loss_ce: 0.0526, aux.acc_seg: 95.1045, loss: 0.1365 2023-02-24 11:27:02,250 - mmseg - INFO - Iter [45200/160000] lr: 4.305e-05, eta: 1 day, 2:17:55, time: 0.874, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0866, decode.acc_seg: 96.6659, aux.loss_ce: 0.0534, aux.acc_seg: 95.0392, loss: 0.1399 2023-02-24 11:27:42,515 - mmseg - INFO - Iter [45250/160000] lr: 4.303e-05, eta: 1 day, 2:17:12, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0884, decode.acc_seg: 96.6079, aux.loss_ce: 0.0536, aux.acc_seg: 94.9637, loss: 0.1419 2023-02-24 11:28:22,700 - mmseg - INFO - Iter [45300/160000] lr: 4.301e-05, eta: 1 day, 2:16:28, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0826, decode.acc_seg: 96.7886, aux.loss_ce: 0.0502, aux.acc_seg: 95.2971, loss: 0.1328 2023-02-24 11:29:03,052 - mmseg - INFO - Iter [45350/160000] lr: 4.299e-05, eta: 1 day, 2:15:44, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0886, decode.acc_seg: 96.5844, aux.loss_ce: 0.0535, aux.acc_seg: 94.9928, loss: 0.1421 2023-02-24 11:29:46,397 - mmseg - INFO - Iter [45400/160000] lr: 4.298e-05, eta: 1 day, 2:15:08, time: 0.867, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0853, decode.acc_seg: 96.6704, aux.loss_ce: 0.0515, aux.acc_seg: 95.1339, loss: 0.1368 2023-02-24 11:30:26,900 - mmseg - INFO - Iter [45450/160000] lr: 4.296e-05, eta: 1 day, 2:14:25, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0861, decode.acc_seg: 96.6776, aux.loss_ce: 0.0535, aux.acc_seg: 95.0241, loss: 0.1396 2023-02-24 11:31:07,361 - mmseg - INFO - Iter [45500/160000] lr: 4.294e-05, eta: 1 day, 2:13:42, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0930, decode.acc_seg: 96.4300, aux.loss_ce: 0.0555, aux.acc_seg: 94.8163, loss: 0.1486 2023-02-24 11:31:47,527 - mmseg - INFO - Iter [45550/160000] lr: 4.292e-05, eta: 1 day, 2:12:58, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0946, decode.acc_seg: 96.4020, aux.loss_ce: 0.0567, aux.acc_seg: 94.7853, loss: 0.1513 2023-02-24 11:32:30,643 - mmseg - INFO - Iter [45600/160000] lr: 4.290e-05, eta: 1 day, 2:12:22, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0923, decode.acc_seg: 96.4589, aux.loss_ce: 0.0556, aux.acc_seg: 94.8388, loss: 0.1479 2023-02-24 11:33:11,019 - mmseg - INFO - Iter [45650/160000] lr: 4.288e-05, eta: 1 day, 2:11:38, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0908, decode.acc_seg: 96.5117, aux.loss_ce: 0.0537, aux.acc_seg: 95.0083, loss: 0.1445 2023-02-24 11:33:51,196 - mmseg - INFO - Iter [45700/160000] lr: 4.286e-05, eta: 1 day, 2:10:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0958, decode.acc_seg: 96.3201, aux.loss_ce: 0.0534, aux.acc_seg: 95.0247, loss: 0.1492 2023-02-24 11:34:31,502 - mmseg - INFO - Iter [45750/160000] lr: 4.284e-05, eta: 1 day, 2:10:11, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0925, decode.acc_seg: 96.4749, aux.loss_ce: 0.0558, aux.acc_seg: 94.7863, loss: 0.1483 2023-02-24 11:35:14,878 - mmseg - INFO - Iter [45800/160000] lr: 4.283e-05, eta: 1 day, 2:09:35, time: 0.867, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0930, decode.acc_seg: 96.4055, aux.loss_ce: 0.0551, aux.acc_seg: 94.8364, loss: 0.1481 2023-02-24 11:35:55,132 - mmseg - INFO - Iter [45850/160000] lr: 4.281e-05, eta: 1 day, 2:08:51, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0865, decode.acc_seg: 96.6672, aux.loss_ce: 0.0539, aux.acc_seg: 94.9480, loss: 0.1404 2023-02-24 11:36:35,389 - mmseg - INFO - Iter [45900/160000] lr: 4.279e-05, eta: 1 day, 2:08:08, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0875, decode.acc_seg: 96.6196, aux.loss_ce: 0.0544, aux.acc_seg: 94.9598, loss: 0.1419 2023-02-24 11:37:18,348 - mmseg - INFO - Iter [45950/160000] lr: 4.277e-05, eta: 1 day, 2:07:31, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0845, decode.acc_seg: 96.7255, aux.loss_ce: 0.0525, aux.acc_seg: 95.1625, loss: 0.1370 2023-02-24 11:37:58,502 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 11:37:58,502 - mmseg - INFO - Iter [46000/160000] lr: 4.275e-05, eta: 1 day, 2:06:47, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0902, decode.acc_seg: 96.5834, aux.loss_ce: 0.0538, aux.acc_seg: 95.0603, loss: 0.1441 2023-02-24 11:38:38,720 - mmseg - INFO - Iter [46050/160000] lr: 4.273e-05, eta: 1 day, 2:06:03, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0881, decode.acc_seg: 96.5468, aux.loss_ce: 0.0566, aux.acc_seg: 94.6994, loss: 0.1447 2023-02-24 11:39:18,876 - mmseg - INFO - Iter [46100/160000] lr: 4.271e-05, eta: 1 day, 2:05:19, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0854, decode.acc_seg: 96.6775, aux.loss_ce: 0.0540, aux.acc_seg: 94.9265, loss: 0.1394 2023-02-24 11:40:01,860 - mmseg - INFO - Iter [46150/160000] lr: 4.269e-05, eta: 1 day, 2:04:42, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0913, decode.acc_seg: 96.4686, aux.loss_ce: 0.0557, aux.acc_seg: 94.7628, loss: 0.1470 2023-02-24 11:40:42,191 - mmseg - INFO - Iter [46200/160000] lr: 4.268e-05, eta: 1 day, 2:03:59, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0797, decode.acc_seg: 96.9083, aux.loss_ce: 0.0521, aux.acc_seg: 95.1185, loss: 0.1318 2023-02-24 11:41:22,447 - mmseg - INFO - Iter [46250/160000] lr: 4.266e-05, eta: 1 day, 2:03:15, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0864, decode.acc_seg: 96.6621, aux.loss_ce: 0.0519, aux.acc_seg: 95.1682, loss: 0.1383 2023-02-24 11:42:02,709 - mmseg - INFO - Iter [46300/160000] lr: 4.264e-05, eta: 1 day, 2:02:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0916, decode.acc_seg: 96.4825, aux.loss_ce: 0.0558, aux.acc_seg: 94.8243, loss: 0.1474 2023-02-24 11:42:45,748 - mmseg - INFO - Iter [46350/160000] lr: 4.262e-05, eta: 1 day, 2:01:55, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0909, decode.acc_seg: 96.5346, aux.loss_ce: 0.0529, aux.acc_seg: 95.0506, loss: 0.1438 2023-02-24 11:43:25,967 - mmseg - INFO - Iter [46400/160000] lr: 4.260e-05, eta: 1 day, 2:01:11, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0941, decode.acc_seg: 96.3833, aux.loss_ce: 0.0541, aux.acc_seg: 94.9318, loss: 0.1481 2023-02-24 11:44:06,557 - mmseg - INFO - Iter [46450/160000] lr: 4.258e-05, eta: 1 day, 2:00:28, time: 0.812, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0926, decode.acc_seg: 96.4368, aux.loss_ce: 0.0559, aux.acc_seg: 94.7617, loss: 0.1485 2023-02-24 11:44:46,896 - mmseg - INFO - Iter [46500/160000] lr: 4.256e-05, eta: 1 day, 1:59:45, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0926, decode.acc_seg: 96.4491, aux.loss_ce: 0.0545, aux.acc_seg: 94.9215, loss: 0.1471 2023-02-24 11:45:30,730 - mmseg - INFO - Iter [46550/160000] lr: 4.254e-05, eta: 1 day, 1:59:10, time: 0.876, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0922, decode.acc_seg: 96.5147, aux.loss_ce: 0.0528, aux.acc_seg: 95.0941, loss: 0.1450 2023-02-24 11:46:10,938 - mmseg - INFO - Iter [46600/160000] lr: 4.253e-05, eta: 1 day, 1:58:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0862, decode.acc_seg: 96.7226, aux.loss_ce: 0.0537, aux.acc_seg: 95.0664, loss: 0.1399 2023-02-24 11:46:51,257 - mmseg - INFO - Iter [46650/160000] lr: 4.251e-05, eta: 1 day, 1:57:43, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0866, decode.acc_seg: 96.6466, aux.loss_ce: 0.0531, aux.acc_seg: 94.9897, loss: 0.1397 2023-02-24 11:47:34,440 - mmseg - INFO - Iter [46700/160000] lr: 4.249e-05, eta: 1 day, 1:57:07, time: 0.864, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0919, decode.acc_seg: 96.4552, aux.loss_ce: 0.0544, aux.acc_seg: 94.9368, loss: 0.1463 2023-02-24 11:48:15,355 - mmseg - INFO - Iter [46750/160000] lr: 4.247e-05, eta: 1 day, 1:56:25, time: 0.818, data_time: 0.025, memory: 21800, decode.loss_ce: 0.0865, decode.acc_seg: 96.6411, aux.loss_ce: 0.0527, aux.acc_seg: 95.0595, loss: 0.1392 2023-02-24 11:48:55,567 - mmseg - INFO - Iter [46800/160000] lr: 4.245e-05, eta: 1 day, 1:55:41, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0857, decode.acc_seg: 96.6953, aux.loss_ce: 0.0518, aux.acc_seg: 95.1870, loss: 0.1375 2023-02-24 11:49:35,784 - mmseg - INFO - Iter [46850/160000] lr: 4.243e-05, eta: 1 day, 1:54:57, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0939, decode.acc_seg: 96.3783, aux.loss_ce: 0.0542, aux.acc_seg: 94.9340, loss: 0.1481 2023-02-24 11:50:18,931 - mmseg - INFO - Iter [46900/160000] lr: 4.241e-05, eta: 1 day, 1:54:21, time: 0.863, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0869, decode.acc_seg: 96.6112, aux.loss_ce: 0.0532, aux.acc_seg: 94.9726, loss: 0.1401 2023-02-24 11:50:59,102 - mmseg - INFO - Iter [46950/160000] lr: 4.239e-05, eta: 1 day, 1:53:37, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0849, decode.acc_seg: 96.7124, aux.loss_ce: 0.0570, aux.acc_seg: 94.8225, loss: 0.1419 2023-02-24 11:51:39,349 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 11:51:39,350 - mmseg - INFO - Iter [47000/160000] lr: 4.238e-05, eta: 1 day, 1:52:53, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0886, decode.acc_seg: 96.6039, aux.loss_ce: 0.0547, aux.acc_seg: 94.9374, loss: 0.1433 2023-02-24 11:52:19,697 - mmseg - INFO - Iter [47050/160000] lr: 4.236e-05, eta: 1 day, 1:52:10, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0853, decode.acc_seg: 96.6936, aux.loss_ce: 0.0522, aux.acc_seg: 95.1241, loss: 0.1374 2023-02-24 11:53:03,357 - mmseg - INFO - Iter [47100/160000] lr: 4.234e-05, eta: 1 day, 1:51:34, time: 0.873, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0880, decode.acc_seg: 96.7053, aux.loss_ce: 0.0547, aux.acc_seg: 94.9485, loss: 0.1428 2023-02-24 11:53:43,595 - mmseg - INFO - Iter [47150/160000] lr: 4.232e-05, eta: 1 day, 1:50:51, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0879, decode.acc_seg: 96.5979, aux.loss_ce: 0.0543, aux.acc_seg: 94.9115, loss: 0.1421 2023-02-24 11:54:23,787 - mmseg - INFO - Iter [47200/160000] lr: 4.230e-05, eta: 1 day, 1:50:07, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0912, decode.acc_seg: 96.5033, aux.loss_ce: 0.0538, aux.acc_seg: 95.0015, loss: 0.1450 2023-02-24 11:55:07,063 - mmseg - INFO - Iter [47250/160000] lr: 4.228e-05, eta: 1 day, 1:49:31, time: 0.866, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0932, decode.acc_seg: 96.3953, aux.loss_ce: 0.0578, aux.acc_seg: 94.6282, loss: 0.1510 2023-02-24 11:55:47,275 - mmseg - INFO - Iter [47300/160000] lr: 4.226e-05, eta: 1 day, 1:48:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0835, decode.acc_seg: 96.7672, aux.loss_ce: 0.0511, aux.acc_seg: 95.2621, loss: 0.1346 2023-02-24 11:56:27,644 - mmseg - INFO - Iter [47350/160000] lr: 4.224e-05, eta: 1 day, 1:48:04, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0951, decode.acc_seg: 96.4309, aux.loss_ce: 0.0563, aux.acc_seg: 94.9228, loss: 0.1513 2023-02-24 11:57:08,050 - mmseg - INFO - Iter [47400/160000] lr: 4.223e-05, eta: 1 day, 1:47:21, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0869, decode.acc_seg: 96.6313, aux.loss_ce: 0.0521, aux.acc_seg: 95.1070, loss: 0.1390 2023-02-24 11:57:51,882 - mmseg - INFO - Iter [47450/160000] lr: 4.221e-05, eta: 1 day, 1:46:46, time: 0.877, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0826, decode.acc_seg: 96.8329, aux.loss_ce: 0.0531, aux.acc_seg: 95.0482, loss: 0.1357 2023-02-24 11:58:32,071 - mmseg - INFO - Iter [47500/160000] lr: 4.219e-05, eta: 1 day, 1:46:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0868, decode.acc_seg: 96.6654, aux.loss_ce: 0.0533, aux.acc_seg: 95.0710, loss: 0.1402 2023-02-24 11:59:12,743 - mmseg - INFO - Iter [47550/160000] lr: 4.217e-05, eta: 1 day, 1:45:19, time: 0.814, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0887, decode.acc_seg: 96.6179, aux.loss_ce: 0.0537, aux.acc_seg: 94.9973, loss: 0.1424 2023-02-24 11:59:53,083 - mmseg - INFO - Iter [47600/160000] lr: 4.215e-05, eta: 1 day, 1:44:36, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0949, decode.acc_seg: 96.3185, aux.loss_ce: 0.0565, aux.acc_seg: 94.7907, loss: 0.1514 2023-02-24 12:00:36,328 - mmseg - INFO - Iter [47650/160000] lr: 4.213e-05, eta: 1 day, 1:44:00, time: 0.865, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0956, decode.acc_seg: 96.3890, aux.loss_ce: 0.0559, aux.acc_seg: 94.8593, loss: 0.1515 2023-02-24 12:01:16,721 - mmseg - INFO - Iter [47700/160000] lr: 4.211e-05, eta: 1 day, 1:43:16, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0877, decode.acc_seg: 96.6151, aux.loss_ce: 0.0553, aux.acc_seg: 94.8511, loss: 0.1430 2023-02-24 12:01:56,967 - mmseg - INFO - Iter [47750/160000] lr: 4.209e-05, eta: 1 day, 1:42:33, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0842, decode.acc_seg: 96.7427, aux.loss_ce: 0.0517, aux.acc_seg: 95.1335, loss: 0.1359 2023-02-24 12:02:37,238 - mmseg - INFO - Iter [47800/160000] lr: 4.208e-05, eta: 1 day, 1:41:49, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0858, decode.acc_seg: 96.6555, aux.loss_ce: 0.0517, aux.acc_seg: 95.1293, loss: 0.1375 2023-02-24 12:03:20,464 - mmseg - INFO - Iter [47850/160000] lr: 4.206e-05, eta: 1 day, 1:41:13, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0912, decode.acc_seg: 96.5471, aux.loss_ce: 0.0555, aux.acc_seg: 94.8791, loss: 0.1467 2023-02-24 12:04:00,958 - mmseg - INFO - Iter [47900/160000] lr: 4.204e-05, eta: 1 day, 1:40:30, time: 0.810, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0869, decode.acc_seg: 96.6836, aux.loss_ce: 0.0530, aux.acc_seg: 95.1110, loss: 0.1399 2023-02-24 12:04:41,230 - mmseg - INFO - Iter [47950/160000] lr: 4.202e-05, eta: 1 day, 1:39:47, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0841, decode.acc_seg: 96.7332, aux.loss_ce: 0.0534, aux.acc_seg: 94.9967, loss: 0.1375 2023-02-24 12:05:24,368 - mmseg - INFO - Saving checkpoint at 48000 iterations 2023-02-24 12:05:26,280 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 12:05:26,282 - mmseg - INFO - Iter [48000/160000] lr: 4.200e-05, eta: 1 day, 1:39:14, time: 0.901, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0847, decode.acc_seg: 96.7232, aux.loss_ce: 0.0551, aux.acc_seg: 94.8937, loss: 0.1398 2023-02-24 12:06:21,437 - mmseg - INFO - per class results: 2023-02-24 12:06:21,441 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.41 | 99.43 | | sidewalk | 86.59 | 90.92 | | building | 93.45 | 96.63 | | wall | 57.6 | 63.72 | | fence | 65.16 | 76.28 | | pole | 70.08 | 82.63 | | traffic light | 72.85 | 83.85 | | traffic sign | 82.54 | 89.79 | | vegetation | 92.94 | 96.66 | | terrain | 67.93 | 78.41 | | sky | 94.39 | 99.02 | | person | 82.43 | 88.22 | | rider | 58.65 | 88.1 | | car | 95.73 | 98.46 | | truck | 89.46 | 93.13 | | bus | 92.18 | 94.36 | | train | 85.09 | 94.08 | | motorcycle | 70.67 | 80.8 | | bicycle | 79.35 | 88.57 | +---------------+-------+-------+ 2023-02-24 12:06:21,441 - mmseg - INFO - Summary: 2023-02-24 12:06:21,442 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.52 | 80.82 | 88.58 | +-------+-------+-------+ 2023-02-24 12:06:21,466 - mmseg - INFO - The previous best checkpoint /apdcephfs/share_1364275/yuanfengji/project/DiffSeg/local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20/best_mIoU_iter_32000.pth was removed 2023-02-24 12:06:22,752 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_48000.pth. 2023-02-24 12:06:22,753 - mmseg - INFO - Best mIoU is 0.8082 at 48000 iter. 2023-02-24 12:06:22,753 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 12:06:22,753 - mmseg - INFO - Iter(val) [125] aAcc: 0.9652, mIoU: 0.8082, mAcc: 0.8858, IoU.road: 0.9841, IoU.sidewalk: 0.8659, IoU.building: 0.9345, IoU.wall: 0.5760, IoU.fence: 0.6516, IoU.pole: 0.7008, IoU.traffic light: 0.7285, IoU.traffic sign: 0.8254, IoU.vegetation: 0.9294, IoU.terrain: 0.6793, IoU.sky: 0.9439, IoU.person: 0.8243, IoU.rider: 0.5865, IoU.car: 0.9573, IoU.truck: 0.8946, IoU.bus: 0.9218, IoU.train: 0.8509, IoU.motorcycle: 0.7067, IoU.bicycle: 0.7935, Acc.road: 0.9943, Acc.sidewalk: 0.9092, Acc.building: 0.9663, Acc.wall: 0.6372, Acc.fence: 0.7628, Acc.pole: 0.8263, Acc.traffic light: 0.8385, Acc.traffic sign: 0.8979, Acc.vegetation: 0.9666, Acc.terrain: 0.7841, Acc.sky: 0.9902, Acc.person: 0.8822, Acc.rider: 0.8810, Acc.car: 0.9846, Acc.truck: 0.9313, Acc.bus: 0.9436, Acc.train: 0.9408, Acc.motorcycle: 0.8080, Acc.bicycle: 0.8857 2023-02-24 12:07:02,968 - mmseg - INFO - Iter [48050/160000] lr: 4.198e-05, eta: 1 day, 1:40:42, time: 1.934, data_time: 1.139, memory: 21800, decode.loss_ce: 0.0904, decode.acc_seg: 96.5217, aux.loss_ce: 0.0524, aux.acc_seg: 95.1147, loss: 0.1428 2023-02-24 12:07:43,433 - mmseg - INFO - Iter [48100/160000] lr: 4.196e-05, eta: 1 day, 1:39:59, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0862, decode.acc_seg: 96.6822, aux.loss_ce: 0.0536, aux.acc_seg: 95.0394, loss: 0.1398 2023-02-24 12:08:23,678 - mmseg - INFO - Iter [48150/160000] lr: 4.194e-05, eta: 1 day, 1:39:15, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0856, decode.acc_seg: 96.7245, aux.loss_ce: 0.0532, aux.acc_seg: 95.0819, loss: 0.1388 2023-02-24 12:09:07,628 - mmseg - INFO - Iter [48200/160000] lr: 4.193e-05, eta: 1 day, 1:38:40, time: 0.879, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0858, decode.acc_seg: 96.6775, aux.loss_ce: 0.0526, aux.acc_seg: 95.1097, loss: 0.1384 2023-02-24 12:09:47,952 - mmseg - INFO - Iter [48250/160000] lr: 4.191e-05, eta: 1 day, 1:37:57, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0881, decode.acc_seg: 96.5829, aux.loss_ce: 0.0538, aux.acc_seg: 94.9718, loss: 0.1419 2023-02-24 12:10:28,223 - mmseg - INFO - Iter [48300/160000] lr: 4.189e-05, eta: 1 day, 1:37:13, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0867, decode.acc_seg: 96.6682, aux.loss_ce: 0.0562, aux.acc_seg: 94.7558, loss: 0.1430 2023-02-24 12:11:08,399 - mmseg - INFO - Iter [48350/160000] lr: 4.187e-05, eta: 1 day, 1:36:29, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0841, decode.acc_seg: 96.7558, aux.loss_ce: 0.0520, aux.acc_seg: 95.1448, loss: 0.1361 2023-02-24 12:11:51,518 - mmseg - INFO - Iter [48400/160000] lr: 4.185e-05, eta: 1 day, 1:35:52, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0903, decode.acc_seg: 96.5281, aux.loss_ce: 0.0535, aux.acc_seg: 94.9883, loss: 0.1438 2023-02-24 12:12:31,716 - mmseg - INFO - Iter [48450/160000] lr: 4.183e-05, eta: 1 day, 1:35:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0834, decode.acc_seg: 96.7944, aux.loss_ce: 0.0513, aux.acc_seg: 95.2786, loss: 0.1348 2023-02-24 12:13:11,936 - mmseg - INFO - Iter [48500/160000] lr: 4.181e-05, eta: 1 day, 1:34:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0831, decode.acc_seg: 96.7561, aux.loss_ce: 0.0520, aux.acc_seg: 95.1057, loss: 0.1350 2023-02-24 12:13:55,039 - mmseg - INFO - Iter [48550/160000] lr: 4.179e-05, eta: 1 day, 1:33:47, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0874, decode.acc_seg: 96.6063, aux.loss_ce: 0.0541, aux.acc_seg: 94.9440, loss: 0.1415 2023-02-24 12:14:35,421 - mmseg - INFO - Iter [48600/160000] lr: 4.178e-05, eta: 1 day, 1:33:04, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0889, decode.acc_seg: 96.5554, aux.loss_ce: 0.0536, aux.acc_seg: 94.9835, loss: 0.1425 2023-02-24 12:15:16,060 - mmseg - INFO - Iter [48650/160000] lr: 4.176e-05, eta: 1 day, 1:32:21, time: 0.813, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0911, decode.acc_seg: 96.4866, aux.loss_ce: 0.0523, aux.acc_seg: 95.0715, loss: 0.1435 2023-02-24 12:15:56,397 - mmseg - INFO - Iter [48700/160000] lr: 4.174e-05, eta: 1 day, 1:31:38, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0869, decode.acc_seg: 96.6732, aux.loss_ce: 0.0524, aux.acc_seg: 95.1324, loss: 0.1392 2023-02-24 12:16:39,508 - mmseg - INFO - Iter [48750/160000] lr: 4.172e-05, eta: 1 day, 1:31:01, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0883, decode.acc_seg: 96.5824, aux.loss_ce: 0.0523, aux.acc_seg: 95.0369, loss: 0.1405 2023-02-24 12:17:19,773 - mmseg - INFO - Iter [48800/160000] lr: 4.170e-05, eta: 1 day, 1:30:17, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0871, decode.acc_seg: 96.5944, aux.loss_ce: 0.0525, aux.acc_seg: 95.0757, loss: 0.1396 2023-02-24 12:18:00,232 - mmseg - INFO - Iter [48850/160000] lr: 4.168e-05, eta: 1 day, 1:29:34, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0875, decode.acc_seg: 96.6542, aux.loss_ce: 0.0515, aux.acc_seg: 95.1758, loss: 0.1390 2023-02-24 12:18:41,290 - mmseg - INFO - Iter [48900/160000] lr: 4.166e-05, eta: 1 day, 1:28:52, time: 0.821, data_time: 0.026, memory: 21800, decode.loss_ce: 0.0874, decode.acc_seg: 96.5963, aux.loss_ce: 0.0539, aux.acc_seg: 94.9080, loss: 0.1413 2023-02-24 12:19:24,562 - mmseg - INFO - Iter [48950/160000] lr: 4.164e-05, eta: 1 day, 1:28:15, time: 0.865, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0884, decode.acc_seg: 96.5490, aux.loss_ce: 0.0551, aux.acc_seg: 94.8787, loss: 0.1435 2023-02-24 12:20:04,907 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 12:20:04,907 - mmseg - INFO - Iter [49000/160000] lr: 4.163e-05, eta: 1 day, 1:27:32, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0888, decode.acc_seg: 96.5288, aux.loss_ce: 0.0545, aux.acc_seg: 94.9286, loss: 0.1433 2023-02-24 12:20:45,242 - mmseg - INFO - Iter [49050/160000] lr: 4.161e-05, eta: 1 day, 1:26:49, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0857, decode.acc_seg: 96.6568, aux.loss_ce: 0.0519, aux.acc_seg: 95.1364, loss: 0.1377 2023-02-24 12:21:25,609 - mmseg - INFO - Iter [49100/160000] lr: 4.159e-05, eta: 1 day, 1:26:05, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0855, decode.acc_seg: 96.7090, aux.loss_ce: 0.0525, aux.acc_seg: 95.0583, loss: 0.1380 2023-02-24 12:22:09,498 - mmseg - INFO - Iter [49150/160000] lr: 4.157e-05, eta: 1 day, 1:25:30, time: 0.878, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0865, decode.acc_seg: 96.6543, aux.loss_ce: 0.0526, aux.acc_seg: 95.1252, loss: 0.1391 2023-02-24 12:22:49,710 - mmseg - INFO - Iter [49200/160000] lr: 4.155e-05, eta: 1 day, 1:24:46, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0871, decode.acc_seg: 96.6107, aux.loss_ce: 0.0535, aux.acc_seg: 94.9373, loss: 0.1406 2023-02-24 12:23:29,900 - mmseg - INFO - Iter [49250/160000] lr: 4.153e-05, eta: 1 day, 1:24:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0861, decode.acc_seg: 96.6879, aux.loss_ce: 0.0522, aux.acc_seg: 95.1385, loss: 0.1383 2023-02-24 12:24:13,106 - mmseg - INFO - Iter [49300/160000] lr: 4.151e-05, eta: 1 day, 1:23:25, time: 0.864, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0851, decode.acc_seg: 96.7201, aux.loss_ce: 0.0549, aux.acc_seg: 94.8976, loss: 0.1400 2023-02-24 12:24:53,386 - mmseg - INFO - Iter [49350/160000] lr: 4.149e-05, eta: 1 day, 1:22:42, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0861, decode.acc_seg: 96.6732, aux.loss_ce: 0.0534, aux.acc_seg: 95.0371, loss: 0.1395 2023-02-24 12:25:33,951 - mmseg - INFO - Iter [49400/160000] lr: 4.148e-05, eta: 1 day, 1:21:59, time: 0.811, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0846, decode.acc_seg: 96.7141, aux.loss_ce: 0.0527, aux.acc_seg: 95.0707, loss: 0.1372 2023-02-24 12:26:14,254 - mmseg - INFO - Iter [49450/160000] lr: 4.146e-05, eta: 1 day, 1:21:15, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0760, decode.acc_seg: 96.9971, aux.loss_ce: 0.0484, aux.acc_seg: 95.3815, loss: 0.1244 2023-02-24 12:26:57,439 - mmseg - INFO - Iter [49500/160000] lr: 4.144e-05, eta: 1 day, 1:20:38, time: 0.864, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0830, decode.acc_seg: 96.8366, aux.loss_ce: 0.0528, aux.acc_seg: 95.1058, loss: 0.1357 2023-02-24 12:27:37,636 - mmseg - INFO - Iter [49550/160000] lr: 4.142e-05, eta: 1 day, 1:19:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0877, decode.acc_seg: 96.5835, aux.loss_ce: 0.0544, aux.acc_seg: 94.9143, loss: 0.1421 2023-02-24 12:28:17,850 - mmseg - INFO - Iter [49600/160000] lr: 4.140e-05, eta: 1 day, 1:19:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0890, decode.acc_seg: 96.5955, aux.loss_ce: 0.0522, aux.acc_seg: 95.1596, loss: 0.1412 2023-02-24 12:28:58,090 - mmseg - INFO - Iter [49650/160000] lr: 4.138e-05, eta: 1 day, 1:18:27, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0848, decode.acc_seg: 96.7043, aux.loss_ce: 0.0510, aux.acc_seg: 95.2101, loss: 0.1358 2023-02-24 12:29:42,052 - mmseg - INFO - Iter [49700/160000] lr: 4.136e-05, eta: 1 day, 1:17:52, time: 0.879, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0891, decode.acc_seg: 96.6277, aux.loss_ce: 0.0527, aux.acc_seg: 95.1247, loss: 0.1417 2023-02-24 12:30:22,384 - mmseg - INFO - Iter [49750/160000] lr: 4.134e-05, eta: 1 day, 1:17:09, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0905, decode.acc_seg: 96.6038, aux.loss_ce: 0.0536, aux.acc_seg: 95.0097, loss: 0.1441 2023-02-24 12:31:02,635 - mmseg - INFO - Iter [49800/160000] lr: 4.133e-05, eta: 1 day, 1:16:25, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0908, decode.acc_seg: 96.5217, aux.loss_ce: 0.0533, aux.acc_seg: 95.0581, loss: 0.1441 2023-02-24 12:31:45,669 - mmseg - INFO - Iter [49850/160000] lr: 4.131e-05, eta: 1 day, 1:15:48, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0866, decode.acc_seg: 96.6760, aux.loss_ce: 0.0529, aux.acc_seg: 95.0847, loss: 0.1395 2023-02-24 12:32:26,470 - mmseg - INFO - Iter [49900/160000] lr: 4.129e-05, eta: 1 day, 1:15:05, time: 0.816, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0870, decode.acc_seg: 96.6276, aux.loss_ce: 0.0514, aux.acc_seg: 95.1827, loss: 0.1385 2023-02-24 12:33:06,673 - mmseg - INFO - Iter [49950/160000] lr: 4.127e-05, eta: 1 day, 1:14:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0844, decode.acc_seg: 96.7236, aux.loss_ce: 0.0518, aux.acc_seg: 95.1989, loss: 0.1362 2023-02-24 12:33:46,941 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 12:33:46,941 - mmseg - INFO - Iter [50000/160000] lr: 4.125e-05, eta: 1 day, 1:13:38, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0873, decode.acc_seg: 96.6257, aux.loss_ce: 0.0524, aux.acc_seg: 95.0955, loss: 0.1397 2023-02-24 12:34:30,190 - mmseg - INFO - Iter [50050/160000] lr: 4.123e-05, eta: 1 day, 1:13:01, time: 0.865, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0848, decode.acc_seg: 96.7337, aux.loss_ce: 0.0517, aux.acc_seg: 95.1508, loss: 0.1365 2023-02-24 12:35:10,468 - mmseg - INFO - Iter [50100/160000] lr: 4.121e-05, eta: 1 day, 1:12:18, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0834, decode.acc_seg: 96.8170, aux.loss_ce: 0.0545, aux.acc_seg: 94.9451, loss: 0.1378 2023-02-24 12:35:50,801 - mmseg - INFO - Iter [50150/160000] lr: 4.119e-05, eta: 1 day, 1:11:34, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0870, decode.acc_seg: 96.6421, aux.loss_ce: 0.0510, aux.acc_seg: 95.3144, loss: 0.1381 2023-02-24 12:36:31,693 - mmseg - INFO - Iter [50200/160000] lr: 4.118e-05, eta: 1 day, 1:10:52, time: 0.818, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0896, decode.acc_seg: 96.5473, aux.loss_ce: 0.0535, aux.acc_seg: 94.9800, loss: 0.1430 2023-02-24 12:37:14,787 - mmseg - INFO - Iter [50250/160000] lr: 4.116e-05, eta: 1 day, 1:10:15, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0884, decode.acc_seg: 96.5733, aux.loss_ce: 0.0524, aux.acc_seg: 95.0189, loss: 0.1408 2023-02-24 12:37:55,087 - mmseg - INFO - Iter [50300/160000] lr: 4.114e-05, eta: 1 day, 1:09:31, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0814, decode.acc_seg: 96.8979, aux.loss_ce: 0.0534, aux.acc_seg: 95.0556, loss: 0.1348 2023-02-24 12:38:35,273 - mmseg - INFO - Iter [50350/160000] lr: 4.112e-05, eta: 1 day, 1:08:48, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0886, decode.acc_seg: 96.6424, aux.loss_ce: 0.0531, aux.acc_seg: 95.1516, loss: 0.1416 2023-02-24 12:39:15,458 - mmseg - INFO - Iter [50400/160000] lr: 4.110e-05, eta: 1 day, 1:08:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0846, decode.acc_seg: 96.7118, aux.loss_ce: 0.0532, aux.acc_seg: 95.0192, loss: 0.1378 2023-02-24 12:39:58,616 - mmseg - INFO - Iter [50450/160000] lr: 4.108e-05, eta: 1 day, 1:07:27, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0862, decode.acc_seg: 96.7030, aux.loss_ce: 0.0541, aux.acc_seg: 94.9659, loss: 0.1404 2023-02-24 12:40:39,099 - mmseg - INFO - Iter [50500/160000] lr: 4.106e-05, eta: 1 day, 1:06:44, time: 0.810, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0810, decode.acc_seg: 96.8589, aux.loss_ce: 0.0514, aux.acc_seg: 95.1469, loss: 0.1324 2023-02-24 12:41:19,511 - mmseg - INFO - Iter [50550/160000] lr: 4.104e-05, eta: 1 day, 1:06:01, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0891, decode.acc_seg: 96.5435, aux.loss_ce: 0.0517, aux.acc_seg: 95.1416, loss: 0.1408 2023-02-24 12:42:03,776 - mmseg - INFO - Iter [50600/160000] lr: 4.103e-05, eta: 1 day, 1:05:26, time: 0.885, data_time: 0.088, memory: 21800, decode.loss_ce: 0.0875, decode.acc_seg: 96.6503, aux.loss_ce: 0.0544, aux.acc_seg: 94.9693, loss: 0.1419 2023-02-24 12:42:44,311 - mmseg - INFO - Iter [50650/160000] lr: 4.101e-05, eta: 1 day, 1:04:43, time: 0.811, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0809, decode.acc_seg: 96.8738, aux.loss_ce: 0.0502, aux.acc_seg: 95.2779, loss: 0.1312 2023-02-24 12:43:24,723 - mmseg - INFO - Iter [50700/160000] lr: 4.099e-05, eta: 1 day, 1:04:00, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0846, decode.acc_seg: 96.7274, aux.loss_ce: 0.0518, aux.acc_seg: 95.1410, loss: 0.1365 2023-02-24 12:44:05,056 - mmseg - INFO - Iter [50750/160000] lr: 4.097e-05, eta: 1 day, 1:03:17, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0851, decode.acc_seg: 96.6771, aux.loss_ce: 0.0513, aux.acc_seg: 95.2354, loss: 0.1364 2023-02-24 12:44:48,419 - mmseg - INFO - Iter [50800/160000] lr: 4.095e-05, eta: 1 day, 1:02:40, time: 0.867, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0863, decode.acc_seg: 96.6431, aux.loss_ce: 0.0528, aux.acc_seg: 95.0021, loss: 0.1391 2023-02-24 12:45:28,664 - mmseg - INFO - Iter [50850/160000] lr: 4.093e-05, eta: 1 day, 1:01:56, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0833, decode.acc_seg: 96.7703, aux.loss_ce: 0.0522, aux.acc_seg: 95.0870, loss: 0.1355 2023-02-24 12:46:08,932 - mmseg - INFO - Iter [50900/160000] lr: 4.091e-05, eta: 1 day, 1:01:13, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0864, decode.acc_seg: 96.6288, aux.loss_ce: 0.0546, aux.acc_seg: 94.9529, loss: 0.1409 2023-02-24 12:46:49,276 - mmseg - INFO - Iter [50950/160000] lr: 4.089e-05, eta: 1 day, 1:00:30, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0855, decode.acc_seg: 96.6748, aux.loss_ce: 0.0532, aux.acc_seg: 95.0464, loss: 0.1387 2023-02-24 12:47:32,419 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 12:47:32,419 - mmseg - INFO - Iter [51000/160000] lr: 4.088e-05, eta: 1 day, 0:59:52, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.1049, decode.acc_seg: 96.0030, aux.loss_ce: 0.0593, aux.acc_seg: 94.6108, loss: 0.1642 2023-02-24 12:48:12,996 - mmseg - INFO - Iter [51050/160000] lr: 4.086e-05, eta: 1 day, 0:59:09, time: 0.812, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0932, decode.acc_seg: 96.4556, aux.loss_ce: 0.0540, aux.acc_seg: 94.9855, loss: 0.1471 2023-02-24 12:48:53,275 - mmseg - INFO - Iter [51100/160000] lr: 4.084e-05, eta: 1 day, 0:58:26, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0859, decode.acc_seg: 96.7062, aux.loss_ce: 0.0519, aux.acc_seg: 95.1568, loss: 0.1378 2023-02-24 12:49:33,562 - mmseg - INFO - Iter [51150/160000] lr: 4.082e-05, eta: 1 day, 0:57:43, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0858, decode.acc_seg: 96.6925, aux.loss_ce: 0.0519, aux.acc_seg: 95.1530, loss: 0.1377 2023-02-24 12:50:17,393 - mmseg - INFO - Iter [51200/160000] lr: 4.080e-05, eta: 1 day, 0:57:07, time: 0.877, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0853, decode.acc_seg: 96.6688, aux.loss_ce: 0.0513, aux.acc_seg: 95.1470, loss: 0.1366 2023-02-24 12:50:57,646 - mmseg - INFO - Iter [51250/160000] lr: 4.078e-05, eta: 1 day, 0:56:23, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0864, decode.acc_seg: 96.6358, aux.loss_ce: 0.0519, aux.acc_seg: 95.0768, loss: 0.1383 2023-02-24 12:51:38,010 - mmseg - INFO - Iter [51300/160000] lr: 4.076e-05, eta: 1 day, 0:55:40, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0857, decode.acc_seg: 96.7204, aux.loss_ce: 0.0513, aux.acc_seg: 95.2382, loss: 0.1370 2023-02-24 12:52:21,053 - mmseg - INFO - Iter [51350/160000] lr: 4.074e-05, eta: 1 day, 0:55:03, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0870, decode.acc_seg: 96.6642, aux.loss_ce: 0.0517, aux.acc_seg: 95.1397, loss: 0.1387 2023-02-24 12:53:01,272 - mmseg - INFO - Iter [51400/160000] lr: 4.073e-05, eta: 1 day, 0:54:19, time: 0.804, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0883, decode.acc_seg: 96.5969, aux.loss_ce: 0.0546, aux.acc_seg: 94.8802, loss: 0.1429 2023-02-24 12:53:41,539 - mmseg - INFO - Iter [51450/160000] lr: 4.071e-05, eta: 1 day, 0:53:36, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0872, decode.acc_seg: 96.6936, aux.loss_ce: 0.0513, aux.acc_seg: 95.2370, loss: 0.1385 2023-02-24 12:54:22,366 - mmseg - INFO - Iter [51500/160000] lr: 4.069e-05, eta: 1 day, 0:52:53, time: 0.817, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0882, decode.acc_seg: 96.6121, aux.loss_ce: 0.0536, aux.acc_seg: 95.0199, loss: 0.1418 2023-02-24 12:55:05,434 - mmseg - INFO - Iter [51550/160000] lr: 4.067e-05, eta: 1 day, 0:52:16, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0849, decode.acc_seg: 96.7498, aux.loss_ce: 0.0515, aux.acc_seg: 95.2002, loss: 0.1364 2023-02-24 12:55:45,615 - mmseg - INFO - Iter [51600/160000] lr: 4.065e-05, eta: 1 day, 0:51:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0844, decode.acc_seg: 96.7411, aux.loss_ce: 0.0541, aux.acc_seg: 94.9501, loss: 0.1385 2023-02-24 12:56:25,949 - mmseg - INFO - Iter [51650/160000] lr: 4.063e-05, eta: 1 day, 0:50:49, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0837, decode.acc_seg: 96.7530, aux.loss_ce: 0.0492, aux.acc_seg: 95.4176, loss: 0.1329 2023-02-24 12:57:06,278 - mmseg - INFO - Iter [51700/160000] lr: 4.061e-05, eta: 1 day, 0:50:06, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0804, decode.acc_seg: 96.8546, aux.loss_ce: 0.0501, aux.acc_seg: 95.2806, loss: 0.1305 2023-02-24 12:57:49,271 - mmseg - INFO - Iter [51750/160000] lr: 4.059e-05, eta: 1 day, 0:49:28, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0873, decode.acc_seg: 96.6011, aux.loss_ce: 0.0535, aux.acc_seg: 94.9953, loss: 0.1408 2023-02-24 12:58:29,454 - mmseg - INFO - Iter [51800/160000] lr: 4.058e-05, eta: 1 day, 0:48:44, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0914, decode.acc_seg: 96.5201, aux.loss_ce: 0.0566, aux.acc_seg: 94.7316, loss: 0.1480 2023-02-24 12:59:09,801 - mmseg - INFO - Iter [51850/160000] lr: 4.056e-05, eta: 1 day, 0:48:01, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0864, decode.acc_seg: 96.6763, aux.loss_ce: 0.0531, aux.acc_seg: 95.0966, loss: 0.1395 2023-02-24 12:59:52,917 - mmseg - INFO - Iter [51900/160000] lr: 4.054e-05, eta: 1 day, 0:47:24, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0876, decode.acc_seg: 96.6613, aux.loss_ce: 0.0525, aux.acc_seg: 95.1050, loss: 0.1401 2023-02-24 13:00:33,183 - mmseg - INFO - Iter [51950/160000] lr: 4.052e-05, eta: 1 day, 0:46:40, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0814, decode.acc_seg: 96.8241, aux.loss_ce: 0.0509, aux.acc_seg: 95.2079, loss: 0.1323 2023-02-24 13:01:13,403 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 13:01:13,410 - mmseg - INFO - Iter [52000/160000] lr: 4.050e-05, eta: 1 day, 0:45:57, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0863, decode.acc_seg: 96.6339, aux.loss_ce: 0.0526, aux.acc_seg: 95.0791, loss: 0.1389 2023-02-24 13:01:53,602 - mmseg - INFO - Iter [52050/160000] lr: 4.048e-05, eta: 1 day, 0:45:13, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.7974, aux.loss_ce: 0.0524, aux.acc_seg: 95.0458, loss: 0.1344 2023-02-24 13:02:36,638 - mmseg - INFO - Iter [52100/160000] lr: 4.046e-05, eta: 1 day, 0:44:36, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0813, decode.acc_seg: 96.8281, aux.loss_ce: 0.0488, aux.acc_seg: 95.4061, loss: 0.1302 2023-02-24 13:03:17,424 - mmseg - INFO - Iter [52150/160000] lr: 4.044e-05, eta: 1 day, 0:43:54, time: 0.816, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0821, decode.acc_seg: 96.8203, aux.loss_ce: 0.0493, aux.acc_seg: 95.3538, loss: 0.1314 2023-02-24 13:03:57,674 - mmseg - INFO - Iter [52200/160000] lr: 4.043e-05, eta: 1 day, 0:43:10, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0828, decode.acc_seg: 96.7792, aux.loss_ce: 0.0492, aux.acc_seg: 95.3771, loss: 0.1320 2023-02-24 13:04:37,853 - mmseg - INFO - Iter [52250/160000] lr: 4.041e-05, eta: 1 day, 0:42:27, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0878, decode.acc_seg: 96.6434, aux.loss_ce: 0.0525, aux.acc_seg: 95.0732, loss: 0.1404 2023-02-24 13:05:20,962 - mmseg - INFO - Iter [52300/160000] lr: 4.039e-05, eta: 1 day, 0:41:49, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0854, decode.acc_seg: 96.7094, aux.loss_ce: 0.0520, aux.acc_seg: 95.1592, loss: 0.1373 2023-02-24 13:06:01,164 - mmseg - INFO - Iter [52350/160000] lr: 4.037e-05, eta: 1 day, 0:41:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0892, decode.acc_seg: 96.5480, aux.loss_ce: 0.0534, aux.acc_seg: 95.0190, loss: 0.1426 2023-02-24 13:06:41,420 - mmseg - INFO - Iter [52400/160000] lr: 4.035e-05, eta: 1 day, 0:40:22, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0862, decode.acc_seg: 96.7132, aux.loss_ce: 0.0513, aux.acc_seg: 95.2199, loss: 0.1375 2023-02-24 13:07:21,612 - mmseg - INFO - Iter [52450/160000] lr: 4.033e-05, eta: 1 day, 0:39:39, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0848, decode.acc_seg: 96.7347, aux.loss_ce: 0.0559, aux.acc_seg: 94.8351, loss: 0.1407 2023-02-24 13:08:04,744 - mmseg - INFO - Iter [52500/160000] lr: 4.031e-05, eta: 1 day, 0:39:01, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0853, decode.acc_seg: 96.6670, aux.loss_ce: 0.0523, aux.acc_seg: 95.0824, loss: 0.1375 2023-02-24 13:08:44,991 - mmseg - INFO - Iter [52550/160000] lr: 4.029e-05, eta: 1 day, 0:38:18, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0842, decode.acc_seg: 96.7437, aux.loss_ce: 0.0511, aux.acc_seg: 95.2450, loss: 0.1353 2023-02-24 13:09:25,274 - mmseg - INFO - Iter [52600/160000] lr: 4.028e-05, eta: 1 day, 0:37:35, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.8410, aux.loss_ce: 0.0522, aux.acc_seg: 95.1173, loss: 0.1341 2023-02-24 13:10:08,576 - mmseg - INFO - Iter [52650/160000] lr: 4.026e-05, eta: 1 day, 0:36:57, time: 0.866, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0833, decode.acc_seg: 96.8051, aux.loss_ce: 0.0510, aux.acc_seg: 95.2577, loss: 0.1343 2023-02-24 13:10:49,000 - mmseg - INFO - Iter [52700/160000] lr: 4.024e-05, eta: 1 day, 0:36:14, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0841, decode.acc_seg: 96.7572, aux.loss_ce: 0.0532, aux.acc_seg: 94.9825, loss: 0.1373 2023-02-24 13:11:29,359 - mmseg - INFO - Iter [52750/160000] lr: 4.022e-05, eta: 1 day, 0:35:31, time: 0.807, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0824, decode.acc_seg: 96.8061, aux.loss_ce: 0.0497, aux.acc_seg: 95.3607, loss: 0.1321 2023-02-24 13:12:09,797 - mmseg - INFO - Iter [52800/160000] lr: 4.020e-05, eta: 1 day, 0:34:48, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0838, decode.acc_seg: 96.7506, aux.loss_ce: 0.0516, aux.acc_seg: 95.1504, loss: 0.1354 2023-02-24 13:12:54,061 - mmseg - INFO - Iter [52850/160000] lr: 4.018e-05, eta: 1 day, 0:34:13, time: 0.885, data_time: 0.091, memory: 21800, decode.loss_ce: 0.0826, decode.acc_seg: 96.8101, aux.loss_ce: 0.0495, aux.acc_seg: 95.3494, loss: 0.1321 2023-02-24 13:13:34,326 - mmseg - INFO - Iter [52900/160000] lr: 4.016e-05, eta: 1 day, 0:33:30, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0851, decode.acc_seg: 96.7449, aux.loss_ce: 0.0505, aux.acc_seg: 95.3062, loss: 0.1356 2023-02-24 13:14:14,664 - mmseg - INFO - Iter [52950/160000] lr: 4.014e-05, eta: 1 day, 0:32:47, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0828, decode.acc_seg: 96.7842, aux.loss_ce: 0.0509, aux.acc_seg: 95.1900, loss: 0.1337 2023-02-24 13:14:55,071 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 13:14:55,072 - mmseg - INFO - Iter [53000/160000] lr: 4.013e-05, eta: 1 day, 0:32:04, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0829, decode.acc_seg: 96.7964, aux.loss_ce: 0.0533, aux.acc_seg: 95.0568, loss: 0.1363 2023-02-24 13:15:38,332 - mmseg - INFO - Iter [53050/160000] lr: 4.011e-05, eta: 1 day, 0:31:26, time: 0.865, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0809, decode.acc_seg: 96.8631, aux.loss_ce: 0.0498, aux.acc_seg: 95.3027, loss: 0.1308 2023-02-24 13:16:18,591 - mmseg - INFO - Iter [53100/160000] lr: 4.009e-05, eta: 1 day, 0:30:43, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0826, decode.acc_seg: 96.8122, aux.loss_ce: 0.0509, aux.acc_seg: 95.2664, loss: 0.1335 2023-02-24 13:16:59,016 - mmseg - INFO - Iter [53150/160000] lr: 4.007e-05, eta: 1 day, 0:30:00, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0816, decode.acc_seg: 96.7802, aux.loss_ce: 0.0505, aux.acc_seg: 95.1738, loss: 0.1321 2023-02-24 13:17:42,368 - mmseg - INFO - Iter [53200/160000] lr: 4.005e-05, eta: 1 day, 0:29:23, time: 0.867, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0818, decode.acc_seg: 96.8706, aux.loss_ce: 0.0512, aux.acc_seg: 95.2172, loss: 0.1330 2023-02-24 13:18:23,198 - mmseg - INFO - Iter [53250/160000] lr: 4.003e-05, eta: 1 day, 0:28:41, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0841, decode.acc_seg: 96.7405, aux.loss_ce: 0.0512, aux.acc_seg: 95.2040, loss: 0.1353 2023-02-24 13:19:03,357 - mmseg - INFO - Iter [53300/160000] lr: 4.001e-05, eta: 1 day, 0:27:57, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0808, decode.acc_seg: 96.8848, aux.loss_ce: 0.0497, aux.acc_seg: 95.3016, loss: 0.1305 2023-02-24 13:19:43,700 - mmseg - INFO - Iter [53350/160000] lr: 3.999e-05, eta: 1 day, 0:27:14, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0921, decode.acc_seg: 96.5318, aux.loss_ce: 0.0568, aux.acc_seg: 94.7909, loss: 0.1488 2023-02-24 13:20:26,770 - mmseg - INFO - Iter [53400/160000] lr: 3.998e-05, eta: 1 day, 0:26:36, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0841, decode.acc_seg: 96.7555, aux.loss_ce: 0.0534, aux.acc_seg: 95.0218, loss: 0.1375 2023-02-24 13:21:07,050 - mmseg - INFO - Iter [53450/160000] lr: 3.996e-05, eta: 1 day, 0:25:53, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0886, decode.acc_seg: 96.6132, aux.loss_ce: 0.0520, aux.acc_seg: 95.1367, loss: 0.1406 2023-02-24 13:21:47,291 - mmseg - INFO - Iter [53500/160000] lr: 3.994e-05, eta: 1 day, 0:25:10, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0810, decode.acc_seg: 96.8492, aux.loss_ce: 0.0507, aux.acc_seg: 95.2313, loss: 0.1317 2023-02-24 13:22:27,722 - mmseg - INFO - Iter [53550/160000] lr: 3.992e-05, eta: 1 day, 0:24:27, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0837, decode.acc_seg: 96.7435, aux.loss_ce: 0.0495, aux.acc_seg: 95.3603, loss: 0.1331 2023-02-24 13:23:11,412 - mmseg - INFO - Iter [53600/160000] lr: 3.990e-05, eta: 1 day, 0:23:50, time: 0.874, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.8358, aux.loss_ce: 0.0514, aux.acc_seg: 95.2224, loss: 0.1335 2023-02-24 13:23:51,672 - mmseg - INFO - Iter [53650/160000] lr: 3.988e-05, eta: 1 day, 0:23:07, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0846, decode.acc_seg: 96.7416, aux.loss_ce: 0.0509, aux.acc_seg: 95.2545, loss: 0.1355 2023-02-24 13:24:31,846 - mmseg - INFO - Iter [53700/160000] lr: 3.986e-05, eta: 1 day, 0:22:24, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0851, decode.acc_seg: 96.7483, aux.loss_ce: 0.0508, aux.acc_seg: 95.2917, loss: 0.1359 2023-02-24 13:25:12,150 - mmseg - INFO - Iter [53750/160000] lr: 3.984e-05, eta: 1 day, 0:21:41, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0814, decode.acc_seg: 96.8392, aux.loss_ce: 0.0522, aux.acc_seg: 95.0713, loss: 0.1336 2023-02-24 13:25:56,065 - mmseg - INFO - Iter [53800/160000] lr: 3.983e-05, eta: 1 day, 0:21:04, time: 0.878, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0806, decode.acc_seg: 96.8593, aux.loss_ce: 0.0505, aux.acc_seg: 95.2070, loss: 0.1310 2023-02-24 13:26:36,346 - mmseg - INFO - Iter [53850/160000] lr: 3.981e-05, eta: 1 day, 0:20:21, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0806, decode.acc_seg: 96.8735, aux.loss_ce: 0.0497, aux.acc_seg: 95.3357, loss: 0.1304 2023-02-24 13:27:16,631 - mmseg - INFO - Iter [53900/160000] lr: 3.979e-05, eta: 1 day, 0:19:38, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0794, decode.acc_seg: 96.9308, aux.loss_ce: 0.0507, aux.acc_seg: 95.2848, loss: 0.1301 2023-02-24 13:27:59,854 - mmseg - INFO - Iter [53950/160000] lr: 3.977e-05, eta: 1 day, 0:19:01, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0845, decode.acc_seg: 96.7237, aux.loss_ce: 0.0499, aux.acc_seg: 95.3333, loss: 0.1344 2023-02-24 13:28:40,102 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 13:28:40,102 - mmseg - INFO - Iter [54000/160000] lr: 3.975e-05, eta: 1 day, 0:18:17, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0816, decode.acc_seg: 96.8391, aux.loss_ce: 0.0515, aux.acc_seg: 95.1727, loss: 0.1331 2023-02-24 13:29:20,380 - mmseg - INFO - Iter [54050/160000] lr: 3.973e-05, eta: 1 day, 0:17:34, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0806, decode.acc_seg: 96.8379, aux.loss_ce: 0.0509, aux.acc_seg: 95.2491, loss: 0.1316 2023-02-24 13:30:00,691 - mmseg - INFO - Iter [54100/160000] lr: 3.971e-05, eta: 1 day, 0:16:51, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0793, decode.acc_seg: 96.9113, aux.loss_ce: 0.0498, aux.acc_seg: 95.3454, loss: 0.1291 2023-02-24 13:30:43,877 - mmseg - INFO - Iter [54150/160000] lr: 3.969e-05, eta: 1 day, 0:16:13, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0796, decode.acc_seg: 96.9018, aux.loss_ce: 0.0487, aux.acc_seg: 95.4298, loss: 0.1283 2023-02-24 13:31:24,056 - mmseg - INFO - Iter [54200/160000] lr: 3.968e-05, eta: 1 day, 0:15:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0867, decode.acc_seg: 96.6229, aux.loss_ce: 0.0538, aux.acc_seg: 94.9503, loss: 0.1405 2023-02-24 13:32:04,315 - mmseg - INFO - Iter [54250/160000] lr: 3.966e-05, eta: 1 day, 0:14:47, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.9531, aux.loss_ce: 0.0503, aux.acc_seg: 95.2780, loss: 0.1289 2023-02-24 13:32:44,676 - mmseg - INFO - Iter [54300/160000] lr: 3.964e-05, eta: 1 day, 0:14:04, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0812, decode.acc_seg: 96.8375, aux.loss_ce: 0.0514, aux.acc_seg: 95.2435, loss: 0.1326 2023-02-24 13:33:27,637 - mmseg - INFO - Iter [54350/160000] lr: 3.962e-05, eta: 1 day, 0:13:26, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0804, decode.acc_seg: 96.8681, aux.loss_ce: 0.0484, aux.acc_seg: 95.4596, loss: 0.1288 2023-02-24 13:34:07,846 - mmseg - INFO - Iter [54400/160000] lr: 3.960e-05, eta: 1 day, 0:12:42, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0825, decode.acc_seg: 96.7946, aux.loss_ce: 0.0504, aux.acc_seg: 95.2611, loss: 0.1329 2023-02-24 13:34:48,741 - mmseg - INFO - Iter [54450/160000] lr: 3.958e-05, eta: 1 day, 0:12:00, time: 0.818, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0849, decode.acc_seg: 96.7209, aux.loss_ce: 0.0535, aux.acc_seg: 94.9959, loss: 0.1384 2023-02-24 13:35:31,916 - mmseg - INFO - Iter [54500/160000] lr: 3.956e-05, eta: 1 day, 0:11:23, time: 0.864, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0823, decode.acc_seg: 96.7792, aux.loss_ce: 0.0513, aux.acc_seg: 95.1509, loss: 0.1336 2023-02-24 13:36:12,141 - mmseg - INFO - Iter [54550/160000] lr: 3.954e-05, eta: 1 day, 0:10:39, time: 0.804, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0870, decode.acc_seg: 96.6890, aux.loss_ce: 0.0518, aux.acc_seg: 95.2183, loss: 0.1387 2023-02-24 13:36:52,410 - mmseg - INFO - Iter [54600/160000] lr: 3.953e-05, eta: 1 day, 0:09:56, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0850, decode.acc_seg: 96.7058, aux.loss_ce: 0.0522, aux.acc_seg: 95.1382, loss: 0.1371 2023-02-24 13:37:32,654 - mmseg - INFO - Iter [54650/160000] lr: 3.951e-05, eta: 1 day, 0:09:13, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0799, decode.acc_seg: 96.8538, aux.loss_ce: 0.0482, aux.acc_seg: 95.4481, loss: 0.1281 2023-02-24 13:38:15,713 - mmseg - INFO - Iter [54700/160000] lr: 3.949e-05, eta: 1 day, 0:08:35, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0827, decode.acc_seg: 96.7864, aux.loss_ce: 0.0516, aux.acc_seg: 95.1900, loss: 0.1343 2023-02-24 13:38:55,924 - mmseg - INFO - Iter [54750/160000] lr: 3.947e-05, eta: 1 day, 0:07:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.8929, aux.loss_ce: 0.0506, aux.acc_seg: 95.2258, loss: 0.1307 2023-02-24 13:39:36,186 - mmseg - INFO - Iter [54800/160000] lr: 3.945e-05, eta: 1 day, 0:07:09, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0832, decode.acc_seg: 96.7945, aux.loss_ce: 0.0507, aux.acc_seg: 95.2991, loss: 0.1339 2023-02-24 13:40:16,456 - mmseg - INFO - Iter [54850/160000] lr: 3.943e-05, eta: 1 day, 0:06:26, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0819, decode.acc_seg: 96.8089, aux.loss_ce: 0.0502, aux.acc_seg: 95.2702, loss: 0.1321 2023-02-24 13:40:59,362 - mmseg - INFO - Iter [54900/160000] lr: 3.941e-05, eta: 1 day, 0:05:47, time: 0.858, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0860, decode.acc_seg: 96.6224, aux.loss_ce: 0.0525, aux.acc_seg: 95.0678, loss: 0.1385 2023-02-24 13:41:39,541 - mmseg - INFO - Iter [54950/160000] lr: 3.939e-05, eta: 1 day, 0:05:04, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0838, decode.acc_seg: 96.7673, aux.loss_ce: 0.0521, aux.acc_seg: 95.1202, loss: 0.1359 2023-02-24 13:42:19,747 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 13:42:19,747 - mmseg - INFO - Iter [55000/160000] lr: 3.938e-05, eta: 1 day, 0:04:21, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0828, decode.acc_seg: 96.7966, aux.loss_ce: 0.0497, aux.acc_seg: 95.3511, loss: 0.1325 2023-02-24 13:43:00,121 - mmseg - INFO - Iter [55050/160000] lr: 3.936e-05, eta: 1 day, 0:03:38, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0871, decode.acc_seg: 96.5607, aux.loss_ce: 0.0507, aux.acc_seg: 95.1652, loss: 0.1378 2023-02-24 13:43:43,277 - mmseg - INFO - Iter [55100/160000] lr: 3.934e-05, eta: 1 day, 0:03:00, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.8656, aux.loss_ce: 0.0512, aux.acc_seg: 95.2210, loss: 0.1331 2023-02-24 13:44:24,204 - mmseg - INFO - Iter [55150/160000] lr: 3.932e-05, eta: 1 day, 0:02:18, time: 0.819, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0856, decode.acc_seg: 96.6737, aux.loss_ce: 0.0514, aux.acc_seg: 95.1812, loss: 0.1369 2023-02-24 13:45:04,720 - mmseg - INFO - Iter [55200/160000] lr: 3.930e-05, eta: 1 day, 0:01:35, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0875, decode.acc_seg: 96.6072, aux.loss_ce: 0.0509, aux.acc_seg: 95.2502, loss: 0.1383 2023-02-24 13:45:47,938 - mmseg - INFO - Iter [55250/160000] lr: 3.928e-05, eta: 1 day, 0:00:58, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0833, decode.acc_seg: 96.7708, aux.loss_ce: 0.0498, aux.acc_seg: 95.3346, loss: 0.1331 2023-02-24 13:46:28,134 - mmseg - INFO - Iter [55300/160000] lr: 3.926e-05, eta: 1 day, 0:00:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.8152, aux.loss_ce: 0.0518, aux.acc_seg: 95.1723, loss: 0.1339 2023-02-24 13:47:08,379 - mmseg - INFO - Iter [55350/160000] lr: 3.924e-05, eta: 23:59:31, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0815, decode.acc_seg: 96.8303, aux.loss_ce: 0.0500, aux.acc_seg: 95.3200, loss: 0.1316 2023-02-24 13:47:49,407 - mmseg - INFO - Iter [55400/160000] lr: 3.923e-05, eta: 23:58:50, time: 0.820, data_time: 0.026, memory: 21800, decode.loss_ce: 0.0857, decode.acc_seg: 96.6826, aux.loss_ce: 0.0525, aux.acc_seg: 95.1364, loss: 0.1382 2023-02-24 13:48:32,634 - mmseg - INFO - Iter [55450/160000] lr: 3.921e-05, eta: 23:58:12, time: 0.864, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0844, decode.acc_seg: 96.7621, aux.loss_ce: 0.0511, aux.acc_seg: 95.2680, loss: 0.1355 2023-02-24 13:49:12,821 - mmseg - INFO - Iter [55500/160000] lr: 3.919e-05, eta: 23:57:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0829, decode.acc_seg: 96.7748, aux.loss_ce: 0.0516, aux.acc_seg: 95.2172, loss: 0.1345 2023-02-24 13:49:53,045 - mmseg - INFO - Iter [55550/160000] lr: 3.917e-05, eta: 23:56:46, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0804, decode.acc_seg: 96.8531, aux.loss_ce: 0.0501, aux.acc_seg: 95.2703, loss: 0.1305 2023-02-24 13:50:33,281 - mmseg - INFO - Iter [55600/160000] lr: 3.915e-05, eta: 23:56:02, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0822, decode.acc_seg: 96.7826, aux.loss_ce: 0.0505, aux.acc_seg: 95.2144, loss: 0.1327 2023-02-24 13:51:16,274 - mmseg - INFO - Iter [55650/160000] lr: 3.913e-05, eta: 23:55:24, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9545, aux.loss_ce: 0.0487, aux.acc_seg: 95.4165, loss: 0.1262 2023-02-24 13:51:56,590 - mmseg - INFO - Iter [55700/160000] lr: 3.911e-05, eta: 23:54:41, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0529, aux.loss_ce: 0.0477, aux.acc_seg: 95.5615, loss: 0.1235 2023-02-24 13:52:36,872 - mmseg - INFO - Iter [55750/160000] lr: 3.909e-05, eta: 23:53:58, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0769, decode.acc_seg: 96.9637, aux.loss_ce: 0.0496, aux.acc_seg: 95.2845, loss: 0.1265 2023-02-24 13:53:17,306 - mmseg - INFO - Iter [55800/160000] lr: 3.908e-05, eta: 23:53:15, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.9131, aux.loss_ce: 0.0512, aux.acc_seg: 95.2422, loss: 0.1307 2023-02-24 13:54:00,291 - mmseg - INFO - Iter [55850/160000] lr: 3.906e-05, eta: 23:52:37, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8533, aux.loss_ce: 0.0493, aux.acc_seg: 95.3419, loss: 0.1294 2023-02-24 13:54:40,550 - mmseg - INFO - Iter [55900/160000] lr: 3.904e-05, eta: 23:51:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0887, decode.acc_seg: 96.5479, aux.loss_ce: 0.0511, aux.acc_seg: 95.1918, loss: 0.1399 2023-02-24 13:55:20,776 - mmseg - INFO - Iter [55950/160000] lr: 3.902e-05, eta: 23:51:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.8177, aux.loss_ce: 0.0483, aux.acc_seg: 95.4683, loss: 0.1304 2023-02-24 13:56:03,854 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 13:56:03,855 - mmseg - INFO - Iter [56000/160000] lr: 3.900e-05, eta: 23:50:33, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0842, decode.acc_seg: 96.7171, aux.loss_ce: 0.0507, aux.acc_seg: 95.2057, loss: 0.1349 2023-02-24 13:56:44,564 - mmseg - INFO - Iter [56050/160000] lr: 3.898e-05, eta: 23:49:51, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0797, decode.acc_seg: 96.9216, aux.loss_ce: 0.0498, aux.acc_seg: 95.3319, loss: 0.1295 2023-02-24 13:57:24,840 - mmseg - INFO - Iter [56100/160000] lr: 3.896e-05, eta: 23:49:08, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9682, aux.loss_ce: 0.0505, aux.acc_seg: 95.2487, loss: 0.1279 2023-02-24 13:58:05,422 - mmseg - INFO - Iter [56150/160000] lr: 3.894e-05, eta: 23:48:25, time: 0.812, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.8423, aux.loss_ce: 0.0489, aux.acc_seg: 95.4023, loss: 0.1290 2023-02-24 13:58:48,503 - mmseg - INFO - Iter [56200/160000] lr: 3.893e-05, eta: 23:47:47, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0793, decode.acc_seg: 96.9359, aux.loss_ce: 0.0477, aux.acc_seg: 95.5685, loss: 0.1270 2023-02-24 13:59:28,901 - mmseg - INFO - Iter [56250/160000] lr: 3.891e-05, eta: 23:47:04, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0810, decode.acc_seg: 96.8233, aux.loss_ce: 0.0500, aux.acc_seg: 95.2719, loss: 0.1309 2023-02-24 14:00:10,030 - mmseg - INFO - Iter [56300/160000] lr: 3.889e-05, eta: 23:46:23, time: 0.823, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0780, decode.acc_seg: 96.9317, aux.loss_ce: 0.0499, aux.acc_seg: 95.3137, loss: 0.1279 2023-02-24 14:00:50,274 - mmseg - INFO - Iter [56350/160000] lr: 3.887e-05, eta: 23:45:40, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0835, decode.acc_seg: 96.7659, aux.loss_ce: 0.0495, aux.acc_seg: 95.3081, loss: 0.1330 2023-02-24 14:01:34,225 - mmseg - INFO - Iter [56400/160000] lr: 3.885e-05, eta: 23:45:03, time: 0.879, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0828, decode.acc_seg: 96.7767, aux.loss_ce: 0.0505, aux.acc_seg: 95.2830, loss: 0.1332 2023-02-24 14:02:14,615 - mmseg - INFO - Iter [56450/160000] lr: 3.883e-05, eta: 23:44:21, time: 0.808, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0837, decode.acc_seg: 96.7368, aux.loss_ce: 0.0514, aux.acc_seg: 95.1775, loss: 0.1351 2023-02-24 14:02:54,843 - mmseg - INFO - Iter [56500/160000] lr: 3.881e-05, eta: 23:43:37, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0827, decode.acc_seg: 96.8085, aux.loss_ce: 0.0508, aux.acc_seg: 95.1995, loss: 0.1335 2023-02-24 14:03:37,841 - mmseg - INFO - Iter [56550/160000] lr: 3.879e-05, eta: 23:42:59, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0788, decode.acc_seg: 96.9385, aux.loss_ce: 0.0505, aux.acc_seg: 95.2122, loss: 0.1292 2023-02-24 14:04:18,048 - mmseg - INFO - Iter [56600/160000] lr: 3.878e-05, eta: 23:42:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0499, aux.loss_ce: 0.0489, aux.acc_seg: 95.4288, loss: 0.1239 2023-02-24 14:04:58,190 - mmseg - INFO - Iter [56650/160000] lr: 3.876e-05, eta: 23:41:33, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0830, decode.acc_seg: 96.8027, aux.loss_ce: 0.0511, aux.acc_seg: 95.1749, loss: 0.1340 2023-02-24 14:05:38,491 - mmseg - INFO - Iter [56700/160000] lr: 3.874e-05, eta: 23:40:50, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.8997, aux.loss_ce: 0.0518, aux.acc_seg: 95.1759, loss: 0.1313 2023-02-24 14:06:21,612 - mmseg - INFO - Iter [56750/160000] lr: 3.872e-05, eta: 23:40:12, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0811, decode.acc_seg: 96.8629, aux.loss_ce: 0.0505, aux.acc_seg: 95.3449, loss: 0.1315 2023-02-24 14:07:02,045 - mmseg - INFO - Iter [56800/160000] lr: 3.870e-05, eta: 23:39:29, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0813, decode.acc_seg: 96.8381, aux.loss_ce: 0.0498, aux.acc_seg: 95.3481, loss: 0.1311 2023-02-24 14:07:42,311 - mmseg - INFO - Iter [56850/160000] lr: 3.868e-05, eta: 23:38:46, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0834, decode.acc_seg: 96.7166, aux.loss_ce: 0.0493, aux.acc_seg: 95.3201, loss: 0.1326 2023-02-24 14:08:22,465 - mmseg - INFO - Iter [56900/160000] lr: 3.866e-05, eta: 23:38:03, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0803, decode.acc_seg: 96.8794, aux.loss_ce: 0.0509, aux.acc_seg: 95.1963, loss: 0.1312 2023-02-24 14:09:05,526 - mmseg - INFO - Iter [56950/160000] lr: 3.864e-05, eta: 23:37:25, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0816, decode.acc_seg: 96.8202, aux.loss_ce: 0.0502, aux.acc_seg: 95.2584, loss: 0.1319 2023-02-24 14:09:45,821 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 14:09:45,821 - mmseg - INFO - Iter [57000/160000] lr: 3.863e-05, eta: 23:36:42, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0856, decode.acc_seg: 96.7920, aux.loss_ce: 0.0496, aux.acc_seg: 95.3721, loss: 0.1353 2023-02-24 14:10:26,124 - mmseg - INFO - Iter [57050/160000] lr: 3.861e-05, eta: 23:35:59, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0845, decode.acc_seg: 96.7263, aux.loss_ce: 0.0503, aux.acc_seg: 95.2350, loss: 0.1348 2023-02-24 14:11:06,330 - mmseg - INFO - Iter [57100/160000] lr: 3.859e-05, eta: 23:35:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0834, decode.acc_seg: 96.7726, aux.loss_ce: 0.0500, aux.acc_seg: 95.3201, loss: 0.1334 2023-02-24 14:11:49,431 - mmseg - INFO - Iter [57150/160000] lr: 3.857e-05, eta: 23:34:38, time: 0.862, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0935, decode.acc_seg: 96.4172, aux.loss_ce: 0.0547, aux.acc_seg: 94.8986, loss: 0.1482 2023-02-24 14:12:29,951 - mmseg - INFO - Iter [57200/160000] lr: 3.855e-05, eta: 23:33:55, time: 0.810, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0830, decode.acc_seg: 96.7575, aux.loss_ce: 0.0513, aux.acc_seg: 95.1495, loss: 0.1342 2023-02-24 14:13:10,271 - mmseg - INFO - Iter [57250/160000] lr: 3.853e-05, eta: 23:33:12, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0832, decode.acc_seg: 96.7546, aux.loss_ce: 0.0509, aux.acc_seg: 95.2554, loss: 0.1340 2023-02-24 14:13:53,415 - mmseg - INFO - Iter [57300/160000] lr: 3.851e-05, eta: 23:32:34, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0822, decode.acc_seg: 96.7947, aux.loss_ce: 0.0522, aux.acc_seg: 95.0790, loss: 0.1344 2023-02-24 14:14:33,814 - mmseg - INFO - Iter [57350/160000] lr: 3.849e-05, eta: 23:31:51, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0783, decode.acc_seg: 96.9582, aux.loss_ce: 0.0496, aux.acc_seg: 95.3351, loss: 0.1279 2023-02-24 14:15:14,281 - mmseg - INFO - Iter [57400/160000] lr: 3.848e-05, eta: 23:31:09, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9575, aux.loss_ce: 0.0470, aux.acc_seg: 95.5220, loss: 0.1241 2023-02-24 14:15:55,007 - mmseg - INFO - Iter [57450/160000] lr: 3.846e-05, eta: 23:30:26, time: 0.815, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0839, decode.acc_seg: 96.7464, aux.loss_ce: 0.0518, aux.acc_seg: 95.1799, loss: 0.1357 2023-02-24 14:16:38,148 - mmseg - INFO - Iter [57500/160000] lr: 3.844e-05, eta: 23:29:48, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9712, aux.loss_ce: 0.0493, aux.acc_seg: 95.3769, loss: 0.1270 2023-02-24 14:17:18,484 - mmseg - INFO - Iter [57550/160000] lr: 3.842e-05, eta: 23:29:06, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0802, decode.acc_seg: 96.8615, aux.loss_ce: 0.0499, aux.acc_seg: 95.3100, loss: 0.1301 2023-02-24 14:17:58,755 - mmseg - INFO - Iter [57600/160000] lr: 3.840e-05, eta: 23:28:23, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0809, decode.acc_seg: 96.8647, aux.loss_ce: 0.0491, aux.acc_seg: 95.3814, loss: 0.1300 2023-02-24 14:18:38,996 - mmseg - INFO - Iter [57650/160000] lr: 3.838e-05, eta: 23:27:39, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0892, decode.acc_seg: 96.5336, aux.loss_ce: 0.0511, aux.acc_seg: 95.1699, loss: 0.1403 2023-02-24 14:19:22,900 - mmseg - INFO - Iter [57700/160000] lr: 3.836e-05, eta: 23:27:03, time: 0.878, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8833, aux.loss_ce: 0.0517, aux.acc_seg: 95.1441, loss: 0.1318 2023-02-24 14:20:03,151 - mmseg - INFO - Iter [57750/160000] lr: 3.834e-05, eta: 23:26:20, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0810, decode.acc_seg: 96.8755, aux.loss_ce: 0.0529, aux.acc_seg: 95.0005, loss: 0.1340 2023-02-24 14:20:43,488 - mmseg - INFO - Iter [57800/160000] lr: 3.833e-05, eta: 23:25:37, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0772, decode.acc_seg: 96.9711, aux.loss_ce: 0.0505, aux.acc_seg: 95.2090, loss: 0.1277 2023-02-24 14:21:26,566 - mmseg - INFO - Iter [57850/160000] lr: 3.831e-05, eta: 23:24:59, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0805, decode.acc_seg: 96.9030, aux.loss_ce: 0.0518, aux.acc_seg: 95.1612, loss: 0.1323 2023-02-24 14:22:06,825 - mmseg - INFO - Iter [57900/160000] lr: 3.829e-05, eta: 23:24:16, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.9061, aux.loss_ce: 0.0495, aux.acc_seg: 95.3980, loss: 0.1290 2023-02-24 14:22:47,284 - mmseg - INFO - Iter [57950/160000] lr: 3.827e-05, eta: 23:23:33, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0886, decode.acc_seg: 96.6120, aux.loss_ce: 0.0536, aux.acc_seg: 95.0207, loss: 0.1422 2023-02-24 14:23:27,508 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 14:23:27,508 - mmseg - INFO - Iter [58000/160000] lr: 3.825e-05, eta: 23:22:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0849, decode.acc_seg: 96.6814, aux.loss_ce: 0.0530, aux.acc_seg: 95.0769, loss: 0.1379 2023-02-24 14:24:10,581 - mmseg - INFO - Iter [58050/160000] lr: 3.823e-05, eta: 23:22:12, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0864, decode.acc_seg: 96.6958, aux.loss_ce: 0.0515, aux.acc_seg: 95.2199, loss: 0.1379 2023-02-24 14:24:50,759 - mmseg - INFO - Iter [58100/160000] lr: 3.821e-05, eta: 23:21:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0848, decode.acc_seg: 96.6989, aux.loss_ce: 0.0511, aux.acc_seg: 95.1618, loss: 0.1359 2023-02-24 14:25:31,064 - mmseg - INFO - Iter [58150/160000] lr: 3.819e-05, eta: 23:20:46, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0833, decode.acc_seg: 96.7381, aux.loss_ce: 0.0521, aux.acc_seg: 95.0809, loss: 0.1354 2023-02-24 14:26:11,254 - mmseg - INFO - Iter [58200/160000] lr: 3.818e-05, eta: 23:20:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0841, decode.acc_seg: 96.7679, aux.loss_ce: 0.0525, aux.acc_seg: 95.0862, loss: 0.1366 2023-02-24 14:26:54,440 - mmseg - INFO - Iter [58250/160000] lr: 3.816e-05, eta: 23:19:25, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0794, decode.acc_seg: 96.8975, aux.loss_ce: 0.0502, aux.acc_seg: 95.2833, loss: 0.1297 2023-02-24 14:27:35,202 - mmseg - INFO - Iter [58300/160000] lr: 3.814e-05, eta: 23:18:43, time: 0.815, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0799, decode.acc_seg: 96.8576, aux.loss_ce: 0.0488, aux.acc_seg: 95.3542, loss: 0.1288 2023-02-24 14:28:15,495 - mmseg - INFO - Iter [58350/160000] lr: 3.812e-05, eta: 23:18:00, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0796, decode.acc_seg: 96.8763, aux.loss_ce: 0.0520, aux.acc_seg: 95.0780, loss: 0.1316 2023-02-24 14:28:55,760 - mmseg - INFO - Iter [58400/160000] lr: 3.810e-05, eta: 23:17:17, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0799, decode.acc_seg: 96.8794, aux.loss_ce: 0.0491, aux.acc_seg: 95.4111, loss: 0.1290 2023-02-24 14:29:38,833 - mmseg - INFO - Iter [58450/160000] lr: 3.808e-05, eta: 23:16:39, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0805, decode.acc_seg: 96.8578, aux.loss_ce: 0.0509, aux.acc_seg: 95.1849, loss: 0.1315 2023-02-24 14:30:19,015 - mmseg - INFO - Iter [58500/160000] lr: 3.806e-05, eta: 23:15:56, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0833, decode.acc_seg: 96.7693, aux.loss_ce: 0.0522, aux.acc_seg: 95.1555, loss: 0.1354 2023-02-24 14:30:59,264 - mmseg - INFO - Iter [58550/160000] lr: 3.804e-05, eta: 23:15:13, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.8670, aux.loss_ce: 0.0494, aux.acc_seg: 95.2879, loss: 0.1289 2023-02-24 14:31:42,275 - mmseg - INFO - Iter [58600/160000] lr: 3.803e-05, eta: 23:14:34, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0901, decode.acc_seg: 96.5800, aux.loss_ce: 0.0538, aux.acc_seg: 95.0921, loss: 0.1439 2023-02-24 14:32:22,433 - mmseg - INFO - Iter [58650/160000] lr: 3.801e-05, eta: 23:13:51, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0933, decode.acc_seg: 96.4401, aux.loss_ce: 0.0539, aux.acc_seg: 94.9293, loss: 0.1472 2023-02-24 14:33:02,678 - mmseg - INFO - Iter [58700/160000] lr: 3.799e-05, eta: 23:13:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0838, decode.acc_seg: 96.7365, aux.loss_ce: 0.0506, aux.acc_seg: 95.2131, loss: 0.1344 2023-02-24 14:33:43,079 - mmseg - INFO - Iter [58750/160000] lr: 3.797e-05, eta: 23:12:25, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0807, decode.acc_seg: 96.8459, aux.loss_ce: 0.0508, aux.acc_seg: 95.1893, loss: 0.1315 2023-02-24 14:34:26,280 - mmseg - INFO - Iter [58800/160000] lr: 3.795e-05, eta: 23:11:48, time: 0.864, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0826, decode.acc_seg: 96.7801, aux.loss_ce: 0.0523, aux.acc_seg: 95.0938, loss: 0.1349 2023-02-24 14:35:07,314 - mmseg - INFO - Iter [58850/160000] lr: 3.793e-05, eta: 23:11:06, time: 0.821, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0832, decode.acc_seg: 96.7525, aux.loss_ce: 0.0497, aux.acc_seg: 95.3150, loss: 0.1329 2023-02-24 14:35:47,588 - mmseg - INFO - Iter [58900/160000] lr: 3.791e-05, eta: 23:10:23, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0802, decode.acc_seg: 96.8639, aux.loss_ce: 0.0480, aux.acc_seg: 95.4794, loss: 0.1283 2023-02-24 14:36:27,836 - mmseg - INFO - Iter [58950/160000] lr: 3.789e-05, eta: 23:09:40, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0785, decode.acc_seg: 96.9082, aux.loss_ce: 0.0488, aux.acc_seg: 95.3113, loss: 0.1273 2023-02-24 14:37:11,750 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 14:37:11,750 - mmseg - INFO - Iter [59000/160000] lr: 3.788e-05, eta: 23:09:03, time: 0.878, data_time: 0.083, memory: 21800, decode.loss_ce: 0.0863, decode.acc_seg: 96.6042, aux.loss_ce: 0.0498, aux.acc_seg: 95.3036, loss: 0.1360 2023-02-24 14:37:51,924 - mmseg - INFO - Iter [59050/160000] lr: 3.786e-05, eta: 23:08:20, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0845, decode.acc_seg: 96.7319, aux.loss_ce: 0.0528, aux.acc_seg: 95.1072, loss: 0.1373 2023-02-24 14:38:32,210 - mmseg - INFO - Iter [59100/160000] lr: 3.784e-05, eta: 23:07:37, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0794, decode.acc_seg: 96.8591, aux.loss_ce: 0.0498, aux.acc_seg: 95.2529, loss: 0.1293 2023-02-24 14:39:15,305 - mmseg - INFO - Iter [59150/160000] lr: 3.782e-05, eta: 23:06:59, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.8037, aux.loss_ce: 0.0502, aux.acc_seg: 95.2642, loss: 0.1321 2023-02-24 14:39:55,497 - mmseg - INFO - Iter [59200/160000] lr: 3.780e-05, eta: 23:06:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0780, decode.acc_seg: 96.9609, aux.loss_ce: 0.0484, aux.acc_seg: 95.4215, loss: 0.1264 2023-02-24 14:40:35,773 - mmseg - INFO - Iter [59250/160000] lr: 3.778e-05, eta: 23:05:33, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0303, aux.loss_ce: 0.0485, aux.acc_seg: 95.4024, loss: 0.1242 2023-02-24 14:41:16,051 - mmseg - INFO - Iter [59300/160000] lr: 3.776e-05, eta: 23:04:50, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0807, decode.acc_seg: 96.8692, aux.loss_ce: 0.0499, aux.acc_seg: 95.3053, loss: 0.1305 2023-02-24 14:41:59,246 - mmseg - INFO - Iter [59350/160000] lr: 3.774e-05, eta: 23:04:12, time: 0.864, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0815, decode.acc_seg: 96.7907, aux.loss_ce: 0.0508, aux.acc_seg: 95.2014, loss: 0.1323 2023-02-24 14:42:39,460 - mmseg - INFO - Iter [59400/160000] lr: 3.773e-05, eta: 23:03:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0824, decode.acc_seg: 96.7664, aux.loss_ce: 0.0511, aux.acc_seg: 95.1391, loss: 0.1335 2023-02-24 14:43:19,857 - mmseg - INFO - Iter [59450/160000] lr: 3.771e-05, eta: 23:02:46, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0821, decode.acc_seg: 96.8973, aux.loss_ce: 0.0501, aux.acc_seg: 95.3406, loss: 0.1322 2023-02-24 14:44:00,610 - mmseg - INFO - Iter [59500/160000] lr: 3.769e-05, eta: 23:02:04, time: 0.815, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0789, decode.acc_seg: 96.9387, aux.loss_ce: 0.0515, aux.acc_seg: 95.1695, loss: 0.1304 2023-02-24 14:44:43,594 - mmseg - INFO - Iter [59550/160000] lr: 3.767e-05, eta: 23:01:26, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9585, aux.loss_ce: 0.0487, aux.acc_seg: 95.3883, loss: 0.1263 2023-02-24 14:45:23,780 - mmseg - INFO - Iter [59600/160000] lr: 3.765e-05, eta: 23:00:43, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9416, aux.loss_ce: 0.0468, aux.acc_seg: 95.5612, loss: 0.1246 2023-02-24 14:46:04,014 - mmseg - INFO - Iter [59650/160000] lr: 3.763e-05, eta: 23:00:00, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.9215, aux.loss_ce: 0.0484, aux.acc_seg: 95.4557, loss: 0.1279 2023-02-24 14:46:44,291 - mmseg - INFO - Iter [59700/160000] lr: 3.761e-05, eta: 22:59:17, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0807, decode.acc_seg: 96.8621, aux.loss_ce: 0.0510, aux.acc_seg: 95.2194, loss: 0.1317 2023-02-24 14:47:27,255 - mmseg - INFO - Iter [59750/160000] lr: 3.759e-05, eta: 22:58:39, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8818, aux.loss_ce: 0.0505, aux.acc_seg: 95.2502, loss: 0.1305 2023-02-24 14:48:07,493 - mmseg - INFO - Iter [59800/160000] lr: 3.758e-05, eta: 22:57:56, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9725, aux.loss_ce: 0.0491, aux.acc_seg: 95.3751, loss: 0.1266 2023-02-24 14:48:47,837 - mmseg - INFO - Iter [59850/160000] lr: 3.756e-05, eta: 22:57:13, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.8093, aux.loss_ce: 0.0496, aux.acc_seg: 95.3446, loss: 0.1316 2023-02-24 14:49:30,825 - mmseg - INFO - Iter [59900/160000] lr: 3.754e-05, eta: 22:56:35, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0827, decode.acc_seg: 96.7941, aux.loss_ce: 0.0493, aux.acc_seg: 95.3623, loss: 0.1320 2023-02-24 14:50:11,064 - mmseg - INFO - Iter [59950/160000] lr: 3.752e-05, eta: 22:55:52, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0768, decode.acc_seg: 97.0171, aux.loss_ce: 0.0489, aux.acc_seg: 95.4355, loss: 0.1256 2023-02-24 14:50:51,277 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 14:50:51,278 - mmseg - INFO - Iter [60000/160000] lr: 3.750e-05, eta: 22:55:09, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0773, decode.acc_seg: 96.9664, aux.loss_ce: 0.0503, aux.acc_seg: 95.2817, loss: 0.1276 2023-02-24 14:51:31,557 - mmseg - INFO - Iter [60050/160000] lr: 3.748e-05, eta: 22:54:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0802, decode.acc_seg: 96.8748, aux.loss_ce: 0.0496, aux.acc_seg: 95.3690, loss: 0.1298 2023-02-24 14:52:14,635 - mmseg - INFO - Iter [60100/160000] lr: 3.746e-05, eta: 22:53:48, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0824, decode.acc_seg: 96.7574, aux.loss_ce: 0.0484, aux.acc_seg: 95.4266, loss: 0.1308 2023-02-24 14:52:54,843 - mmseg - INFO - Iter [60150/160000] lr: 3.744e-05, eta: 22:53:05, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0777, decode.acc_seg: 96.9880, aux.loss_ce: 0.0497, aux.acc_seg: 95.3094, loss: 0.1273 2023-02-24 14:53:35,676 - mmseg - INFO - Iter [60200/160000] lr: 3.743e-05, eta: 22:52:23, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0788, decode.acc_seg: 96.9184, aux.loss_ce: 0.0490, aux.acc_seg: 95.3567, loss: 0.1278 2023-02-24 14:54:15,912 - mmseg - INFO - Iter [60250/160000] lr: 3.741e-05, eta: 22:51:40, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0831, decode.acc_seg: 96.7828, aux.loss_ce: 0.0504, aux.acc_seg: 95.2180, loss: 0.1335 2023-02-24 14:54:59,823 - mmseg - INFO - Iter [60300/160000] lr: 3.739e-05, eta: 22:51:03, time: 0.878, data_time: 0.083, memory: 21800, decode.loss_ce: 0.0822, decode.acc_seg: 96.8156, aux.loss_ce: 0.0499, aux.acc_seg: 95.3814, loss: 0.1321 2023-02-24 14:55:40,085 - mmseg - INFO - Iter [60350/160000] lr: 3.737e-05, eta: 22:50:20, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9879, aux.loss_ce: 0.0480, aux.acc_seg: 95.4758, loss: 0.1251 2023-02-24 14:56:20,843 - mmseg - INFO - Iter [60400/160000] lr: 3.735e-05, eta: 22:49:38, time: 0.815, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0833, decode.acc_seg: 96.8124, aux.loss_ce: 0.0488, aux.acc_seg: 95.4291, loss: 0.1322 2023-02-24 14:57:01,200 - mmseg - INFO - Iter [60450/160000] lr: 3.733e-05, eta: 22:48:55, time: 0.807, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0816, decode.acc_seg: 96.7942, aux.loss_ce: 0.0503, aux.acc_seg: 95.2622, loss: 0.1319 2023-02-24 14:57:44,503 - mmseg - INFO - Iter [60500/160000] lr: 3.731e-05, eta: 22:48:17, time: 0.866, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0794, decode.acc_seg: 96.9102, aux.loss_ce: 0.0497, aux.acc_seg: 95.2664, loss: 0.1291 2023-02-24 14:58:24,898 - mmseg - INFO - Iter [60550/160000] lr: 3.729e-05, eta: 22:47:35, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0840, decode.acc_seg: 96.6969, aux.loss_ce: 0.0508, aux.acc_seg: 95.2481, loss: 0.1348 2023-02-24 14:59:05,166 - mmseg - INFO - Iter [60600/160000] lr: 3.728e-05, eta: 22:46:52, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0845, decode.acc_seg: 96.6828, aux.loss_ce: 0.0518, aux.acc_seg: 95.1287, loss: 0.1363 2023-02-24 14:59:48,788 - mmseg - INFO - Iter [60650/160000] lr: 3.726e-05, eta: 22:46:14, time: 0.872, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0791, decode.acc_seg: 96.9155, aux.loss_ce: 0.0501, aux.acc_seg: 95.2878, loss: 0.1292 2023-02-24 15:00:29,035 - mmseg - INFO - Iter [60700/160000] lr: 3.724e-05, eta: 22:45:31, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9639, aux.loss_ce: 0.0492, aux.acc_seg: 95.3974, loss: 0.1266 2023-02-24 15:01:09,334 - mmseg - INFO - Iter [60750/160000] lr: 3.722e-05, eta: 22:44:49, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.8786, aux.loss_ce: 0.0515, aux.acc_seg: 95.1833, loss: 0.1310 2023-02-24 15:01:49,609 - mmseg - INFO - Iter [60800/160000] lr: 3.720e-05, eta: 22:44:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9960, aux.loss_ce: 0.0488, aux.acc_seg: 95.4051, loss: 0.1259 2023-02-24 15:02:32,617 - mmseg - INFO - Iter [60850/160000] lr: 3.718e-05, eta: 22:43:27, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0793, decode.acc_seg: 96.8849, aux.loss_ce: 0.0495, aux.acc_seg: 95.3682, loss: 0.1288 2023-02-24 15:03:12,860 - mmseg - INFO - Iter [60900/160000] lr: 3.716e-05, eta: 22:42:44, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0543, aux.loss_ce: 0.0485, aux.acc_seg: 95.4329, loss: 0.1239 2023-02-24 15:03:53,159 - mmseg - INFO - Iter [60950/160000] lr: 3.714e-05, eta: 22:42:02, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0792, decode.acc_seg: 96.9499, aux.loss_ce: 0.0505, aux.acc_seg: 95.3030, loss: 0.1298 2023-02-24 15:04:33,467 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 15:04:33,468 - mmseg - INFO - Iter [61000/160000] lr: 3.713e-05, eta: 22:41:19, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0832, decode.acc_seg: 96.7535, aux.loss_ce: 0.0498, aux.acc_seg: 95.3073, loss: 0.1329 2023-02-24 15:05:16,644 - mmseg - INFO - Iter [61050/160000] lr: 3.711e-05, eta: 22:40:41, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0805, decode.acc_seg: 96.8855, aux.loss_ce: 0.0493, aux.acc_seg: 95.3933, loss: 0.1298 2023-02-24 15:05:56,922 - mmseg - INFO - Iter [61100/160000] lr: 3.709e-05, eta: 22:39:58, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0764, decode.acc_seg: 96.9992, aux.loss_ce: 0.0487, aux.acc_seg: 95.4388, loss: 0.1251 2023-02-24 15:06:37,136 - mmseg - INFO - Iter [61150/160000] lr: 3.707e-05, eta: 22:39:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0861, decode.acc_seg: 96.6289, aux.loss_ce: 0.0526, aux.acc_seg: 95.0321, loss: 0.1387 2023-02-24 15:07:20,227 - mmseg - INFO - Iter [61200/160000] lr: 3.705e-05, eta: 22:38:37, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 96.9845, aux.loss_ce: 0.0476, aux.acc_seg: 95.4685, loss: 0.1242 2023-02-24 15:08:00,426 - mmseg - INFO - Iter [61250/160000] lr: 3.703e-05, eta: 22:37:54, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9836, aux.loss_ce: 0.0479, aux.acc_seg: 95.4554, loss: 0.1250 2023-02-24 15:08:41,235 - mmseg - INFO - Iter [61300/160000] lr: 3.701e-05, eta: 22:37:12, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.1275, aux.loss_ce: 0.0496, aux.acc_seg: 95.3458, loss: 0.1236 2023-02-24 15:09:21,496 - mmseg - INFO - Iter [61350/160000] lr: 3.699e-05, eta: 22:36:29, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.8872, aux.loss_ce: 0.0487, aux.acc_seg: 95.3890, loss: 0.1272 2023-02-24 15:10:04,572 - mmseg - INFO - Iter [61400/160000] lr: 3.698e-05, eta: 22:35:51, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8516, aux.loss_ce: 0.0495, aux.acc_seg: 95.3326, loss: 0.1295 2023-02-24 15:10:44,760 - mmseg - INFO - Iter [61450/160000] lr: 3.696e-05, eta: 22:35:08, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0756, decode.acc_seg: 97.0195, aux.loss_ce: 0.0481, aux.acc_seg: 95.4690, loss: 0.1237 2023-02-24 15:11:24,979 - mmseg - INFO - Iter [61500/160000] lr: 3.694e-05, eta: 22:34:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9399, aux.loss_ce: 0.0476, aux.acc_seg: 95.5329, loss: 0.1255 2023-02-24 15:12:05,237 - mmseg - INFO - Iter [61550/160000] lr: 3.692e-05, eta: 22:33:42, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0322, aux.loss_ce: 0.0493, aux.acc_seg: 95.3403, loss: 0.1248 2023-02-24 15:12:49,133 - mmseg - INFO - Iter [61600/160000] lr: 3.690e-05, eta: 22:33:05, time: 0.878, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0778, decode.acc_seg: 96.9724, aux.loss_ce: 0.0474, aux.acc_seg: 95.5441, loss: 0.1252 2023-02-24 15:13:29,529 - mmseg - INFO - Iter [61650/160000] lr: 3.688e-05, eta: 22:32:22, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0815, decode.acc_seg: 96.8819, aux.loss_ce: 0.0495, aux.acc_seg: 95.3581, loss: 0.1310 2023-02-24 15:14:10,047 - mmseg - INFO - Iter [61700/160000] lr: 3.686e-05, eta: 22:31:40, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0792, decode.acc_seg: 96.8821, aux.loss_ce: 0.0496, aux.acc_seg: 95.2933, loss: 0.1288 2023-02-24 15:14:50,407 - mmseg - INFO - Iter [61750/160000] lr: 3.684e-05, eta: 22:30:57, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0797, decode.acc_seg: 96.8861, aux.loss_ce: 0.0491, aux.acc_seg: 95.3926, loss: 0.1288 2023-02-24 15:15:33,494 - mmseg - INFO - Iter [61800/160000] lr: 3.683e-05, eta: 22:30:19, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9426, aux.loss_ce: 0.0476, aux.acc_seg: 95.5001, loss: 0.1250 2023-02-24 15:16:13,949 - mmseg - INFO - Iter [61850/160000] lr: 3.681e-05, eta: 22:29:36, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0799, decode.acc_seg: 96.9022, aux.loss_ce: 0.0518, aux.acc_seg: 95.2292, loss: 0.1317 2023-02-24 15:16:54,289 - mmseg - INFO - Iter [61900/160000] lr: 3.679e-05, eta: 22:28:54, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0840, decode.acc_seg: 96.7803, aux.loss_ce: 0.0499, aux.acc_seg: 95.3572, loss: 0.1340 2023-02-24 15:17:37,236 - mmseg - INFO - Iter [61950/160000] lr: 3.677e-05, eta: 22:28:15, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0794, decode.acc_seg: 96.8888, aux.loss_ce: 0.0492, aux.acc_seg: 95.2842, loss: 0.1287 2023-02-24 15:18:17,453 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 15:18:17,453 - mmseg - INFO - Iter [62000/160000] lr: 3.675e-05, eta: 22:27:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0825, decode.acc_seg: 96.8264, aux.loss_ce: 0.0510, aux.acc_seg: 95.2286, loss: 0.1335 2023-02-24 15:18:58,019 - mmseg - INFO - Iter [62050/160000] lr: 3.673e-05, eta: 22:26:50, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0824, decode.acc_seg: 96.7150, aux.loss_ce: 0.0504, aux.acc_seg: 95.1990, loss: 0.1329 2023-02-24 15:19:38,380 - mmseg - INFO - Iter [62100/160000] lr: 3.671e-05, eta: 22:26:07, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.8858, aux.loss_ce: 0.0510, aux.acc_seg: 95.2038, loss: 0.1305 2023-02-24 15:20:21,433 - mmseg - INFO - Iter [62150/160000] lr: 3.669e-05, eta: 22:25:29, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0803, decode.acc_seg: 96.8758, aux.loss_ce: 0.0501, aux.acc_seg: 95.2903, loss: 0.1304 2023-02-24 15:21:02,039 - mmseg - INFO - Iter [62200/160000] lr: 3.668e-05, eta: 22:24:46, time: 0.812, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0777, decode.acc_seg: 96.9443, aux.loss_ce: 0.0500, aux.acc_seg: 95.2984, loss: 0.1276 2023-02-24 15:21:42,475 - mmseg - INFO - Iter [62250/160000] lr: 3.666e-05, eta: 22:24:04, time: 0.809, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0828, decode.acc_seg: 96.8199, aux.loss_ce: 0.0498, aux.acc_seg: 95.3752, loss: 0.1326 2023-02-24 15:22:22,720 - mmseg - INFO - Iter [62300/160000] lr: 3.664e-05, eta: 22:23:21, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0831, decode.acc_seg: 96.7495, aux.loss_ce: 0.0504, aux.acc_seg: 95.2691, loss: 0.1334 2023-02-24 15:23:05,696 - mmseg - INFO - Iter [62350/160000] lr: 3.662e-05, eta: 22:22:43, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0829, decode.acc_seg: 96.7647, aux.loss_ce: 0.0498, aux.acc_seg: 95.3117, loss: 0.1327 2023-02-24 15:23:45,910 - mmseg - INFO - Iter [62400/160000] lr: 3.660e-05, eta: 22:22:00, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0793, decode.acc_seg: 96.9285, aux.loss_ce: 0.0505, aux.acc_seg: 95.2149, loss: 0.1298 2023-02-24 15:24:26,209 - mmseg - INFO - Iter [62450/160000] lr: 3.658e-05, eta: 22:21:17, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0793, decode.acc_seg: 96.9128, aux.loss_ce: 0.0497, aux.acc_seg: 95.3075, loss: 0.1290 2023-02-24 15:25:09,901 - mmseg - INFO - Iter [62500/160000] lr: 3.656e-05, eta: 22:20:39, time: 0.874, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0824, decode.acc_seg: 96.7974, aux.loss_ce: 0.0505, aux.acc_seg: 95.2805, loss: 0.1329 2023-02-24 15:25:50,087 - mmseg - INFO - Iter [62550/160000] lr: 3.654e-05, eta: 22:19:57, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0833, decode.acc_seg: 96.7489, aux.loss_ce: 0.0492, aux.acc_seg: 95.3812, loss: 0.1325 2023-02-24 15:26:30,385 - mmseg - INFO - Iter [62600/160000] lr: 3.653e-05, eta: 22:19:14, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.8936, aux.loss_ce: 0.0501, aux.acc_seg: 95.3266, loss: 0.1296 2023-02-24 15:27:10,596 - mmseg - INFO - Iter [62650/160000] lr: 3.651e-05, eta: 22:18:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0799, decode.acc_seg: 96.8761, aux.loss_ce: 0.0511, aux.acc_seg: 95.1660, loss: 0.1309 2023-02-24 15:27:53,605 - mmseg - INFO - Iter [62700/160000] lr: 3.649e-05, eta: 22:17:52, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.9188, aux.loss_ce: 0.0494, aux.acc_seg: 95.3667, loss: 0.1280 2023-02-24 15:28:33,843 - mmseg - INFO - Iter [62750/160000] lr: 3.647e-05, eta: 22:17:10, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0784, decode.acc_seg: 96.9242, aux.loss_ce: 0.0495, aux.acc_seg: 95.3600, loss: 0.1279 2023-02-24 15:29:14,060 - mmseg - INFO - Iter [62800/160000] lr: 3.645e-05, eta: 22:16:27, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0802, decode.acc_seg: 96.8734, aux.loss_ce: 0.0495, aux.acc_seg: 95.3970, loss: 0.1297 2023-02-24 15:29:54,289 - mmseg - INFO - Iter [62850/160000] lr: 3.643e-05, eta: 22:15:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0788, decode.acc_seg: 96.9159, aux.loss_ce: 0.0484, aux.acc_seg: 95.4082, loss: 0.1272 2023-02-24 15:30:37,716 - mmseg - INFO - Iter [62900/160000] lr: 3.641e-05, eta: 22:15:06, time: 0.868, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0349, aux.loss_ce: 0.0462, aux.acc_seg: 95.6049, loss: 0.1218 2023-02-24 15:31:17,885 - mmseg - INFO - Iter [62950/160000] lr: 3.639e-05, eta: 22:14:23, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0754, decode.acc_seg: 97.0557, aux.loss_ce: 0.0487, aux.acc_seg: 95.3927, loss: 0.1242 2023-02-24 15:31:58,404 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 15:31:58,405 - mmseg - INFO - Iter [63000/160000] lr: 3.638e-05, eta: 22:13:41, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0790, decode.acc_seg: 96.9169, aux.loss_ce: 0.0494, aux.acc_seg: 95.3511, loss: 0.1285 2023-02-24 15:32:38,727 - mmseg - INFO - Iter [63050/160000] lr: 3.636e-05, eta: 22:12:58, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0806, decode.acc_seg: 96.8441, aux.loss_ce: 0.0495, aux.acc_seg: 95.3360, loss: 0.1300 2023-02-24 15:33:21,693 - mmseg - INFO - Iter [63100/160000] lr: 3.634e-05, eta: 22:12:19, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0807, decode.acc_seg: 96.8767, aux.loss_ce: 0.0495, aux.acc_seg: 95.3477, loss: 0.1303 2023-02-24 15:34:01,920 - mmseg - INFO - Iter [63150/160000] lr: 3.632e-05, eta: 22:11:37, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0809, decode.acc_seg: 96.8589, aux.loss_ce: 0.0484, aux.acc_seg: 95.5078, loss: 0.1293 2023-02-24 15:34:42,237 - mmseg - INFO - Iter [63200/160000] lr: 3.630e-05, eta: 22:10:54, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0820, decode.acc_seg: 96.7657, aux.loss_ce: 0.0517, aux.acc_seg: 95.0762, loss: 0.1337 2023-02-24 15:35:25,702 - mmseg - INFO - Iter [63250/160000] lr: 3.628e-05, eta: 22:10:16, time: 0.869, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0772, decode.acc_seg: 96.9910, aux.loss_ce: 0.0479, aux.acc_seg: 95.5058, loss: 0.1251 2023-02-24 15:36:06,015 - mmseg - INFO - Iter [63300/160000] lr: 3.626e-05, eta: 22:09:33, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0762, decode.acc_seg: 97.0255, aux.loss_ce: 0.0481, aux.acc_seg: 95.4522, loss: 0.1243 2023-02-24 15:36:46,352 - mmseg - INFO - Iter [63350/160000] lr: 3.624e-05, eta: 22:08:51, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0821, decode.acc_seg: 96.8074, aux.loss_ce: 0.0519, aux.acc_seg: 95.1398, loss: 0.1340 2023-02-24 15:37:26,956 - mmseg - INFO - Iter [63400/160000] lr: 3.623e-05, eta: 22:08:09, time: 0.812, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0784, decode.acc_seg: 96.9221, aux.loss_ce: 0.0479, aux.acc_seg: 95.5130, loss: 0.1264 2023-02-24 15:38:09,960 - mmseg - INFO - Iter [63450/160000] lr: 3.621e-05, eta: 22:07:30, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0761, decode.acc_seg: 97.0134, aux.loss_ce: 0.0476, aux.acc_seg: 95.5652, loss: 0.1238 2023-02-24 15:38:50,150 - mmseg - INFO - Iter [63500/160000] lr: 3.619e-05, eta: 22:06:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0777, decode.acc_seg: 96.9261, aux.loss_ce: 0.0485, aux.acc_seg: 95.4121, loss: 0.1262 2023-02-24 15:39:30,366 - mmseg - INFO - Iter [63550/160000] lr: 3.617e-05, eta: 22:06:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9606, aux.loss_ce: 0.0470, aux.acc_seg: 95.5238, loss: 0.1246 2023-02-24 15:40:10,669 - mmseg - INFO - Iter [63600/160000] lr: 3.615e-05, eta: 22:05:22, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0247, aux.loss_ce: 0.0470, aux.acc_seg: 95.4853, loss: 0.1227 2023-02-24 15:40:53,583 - mmseg - INFO - Iter [63650/160000] lr: 3.613e-05, eta: 22:04:43, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0768, decode.acc_seg: 96.9935, aux.loss_ce: 0.0472, aux.acc_seg: 95.5957, loss: 0.1241 2023-02-24 15:41:33,989 - mmseg - INFO - Iter [63700/160000] lr: 3.611e-05, eta: 22:04:00, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0723, decode.acc_seg: 97.1253, aux.loss_ce: 0.0481, aux.acc_seg: 95.5170, loss: 0.1204 2023-02-24 15:42:14,432 - mmseg - INFO - Iter [63750/160000] lr: 3.609e-05, eta: 22:03:18, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9613, aux.loss_ce: 0.0470, aux.acc_seg: 95.5762, loss: 0.1244 2023-02-24 15:42:57,750 - mmseg - INFO - Iter [63800/160000] lr: 3.608e-05, eta: 22:02:40, time: 0.866, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0783, decode.acc_seg: 96.9269, aux.loss_ce: 0.0497, aux.acc_seg: 95.3077, loss: 0.1280 2023-02-24 15:43:37,930 - mmseg - INFO - Iter [63850/160000] lr: 3.606e-05, eta: 22:01:57, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0813, decode.acc_seg: 96.8011, aux.loss_ce: 0.0496, aux.acc_seg: 95.2994, loss: 0.1309 2023-02-24 15:44:18,201 - mmseg - INFO - Iter [63900/160000] lr: 3.604e-05, eta: 22:01:14, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9508, aux.loss_ce: 0.0477, aux.acc_seg: 95.4928, loss: 0.1252 2023-02-24 15:44:58,389 - mmseg - INFO - Iter [63950/160000] lr: 3.602e-05, eta: 22:00:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0814, decode.acc_seg: 96.8444, aux.loss_ce: 0.0509, aux.acc_seg: 95.2553, loss: 0.1323 2023-02-24 15:45:41,372 - mmseg - INFO - Saving checkpoint at 64000 iterations 2023-02-24 15:45:45,637 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 15:45:45,639 - mmseg - INFO - Iter [64000/160000] lr: 3.600e-05, eta: 21:59:59, time: 0.945, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0881, decode.acc_seg: 96.7666, aux.loss_ce: 0.0496, aux.acc_seg: 95.3322, loss: 0.1377 2023-02-24 15:46:38,894 - mmseg - INFO - per class results: 2023-02-24 15:46:38,897 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.38 | 98.94 | | sidewalk | 86.38 | 94.25 | | building | 93.33 | 96.43 | | wall | 61.62 | 74.99 | | fence | 64.72 | 74.61 | | pole | 69.73 | 84.62 | | traffic light | 73.94 | 84.64 | | traffic sign | 82.69 | 91.96 | | vegetation | 93.13 | 96.49 | | terrain | 65.5 | 76.48 | | sky | 95.09 | 98.14 | | person | 84.41 | 92.78 | | rider | 64.42 | 74.42 | | car | 96.02 | 98.28 | | truck | 86.65 | 92.48 | | bus | 89.38 | 93.78 | | train | 77.25 | 80.13 | | motorcycle | 69.46 | 81.51 | | bicycle | 80.52 | 90.41 | +---------------+-------+-------+ 2023-02-24 15:46:38,898 - mmseg - INFO - Summary: 2023-02-24 15:46:38,898 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.53 | 80.66 | 88.18 | +-------+-------+-------+ 2023-02-24 15:46:38,898 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 15:46:38,898 - mmseg - INFO - Iter(val) [125] aAcc: 0.9653, mIoU: 0.8066, mAcc: 0.8818, IoU.road: 0.9838, IoU.sidewalk: 0.8638, IoU.building: 0.9333, IoU.wall: 0.6162, IoU.fence: 0.6472, IoU.pole: 0.6973, IoU.traffic light: 0.7394, IoU.traffic sign: 0.8269, IoU.vegetation: 0.9313, IoU.terrain: 0.6550, IoU.sky: 0.9509, IoU.person: 0.8441, IoU.rider: 0.6442, IoU.car: 0.9602, IoU.truck: 0.8665, IoU.bus: 0.8938, IoU.train: 0.7725, IoU.motorcycle: 0.6946, IoU.bicycle: 0.8052, Acc.road: 0.9894, Acc.sidewalk: 0.9425, Acc.building: 0.9643, Acc.wall: 0.7499, Acc.fence: 0.7461, Acc.pole: 0.8462, Acc.traffic light: 0.8464, Acc.traffic sign: 0.9196, Acc.vegetation: 0.9649, Acc.terrain: 0.7648, Acc.sky: 0.9814, Acc.person: 0.9278, Acc.rider: 0.7442, Acc.car: 0.9828, Acc.truck: 0.9248, Acc.bus: 0.9378, Acc.train: 0.8013, Acc.motorcycle: 0.8151, Acc.bicycle: 0.9041 2023-02-24 15:47:19,344 - mmseg - INFO - Iter [64050/160000] lr: 3.598e-05, eta: 22:00:37, time: 1.874, data_time: 1.076, memory: 21800, decode.loss_ce: 0.0826, decode.acc_seg: 96.7746, aux.loss_ce: 0.0503, aux.acc_seg: 95.2705, loss: 0.1329 2023-02-24 15:47:59,695 - mmseg - INFO - Iter [64100/160000] lr: 3.596e-05, eta: 21:59:54, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0770, decode.acc_seg: 96.9788, aux.loss_ce: 0.0488, aux.acc_seg: 95.3593, loss: 0.1258 2023-02-24 15:48:40,007 - mmseg - INFO - Iter [64150/160000] lr: 3.594e-05, eta: 21:59:11, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0846, decode.acc_seg: 96.7295, aux.loss_ce: 0.0502, aux.acc_seg: 95.2482, loss: 0.1348 2023-02-24 15:49:23,094 - mmseg - INFO - Iter [64200/160000] lr: 3.593e-05, eta: 21:58:32, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0822, decode.acc_seg: 96.8081, aux.loss_ce: 0.0493, aux.acc_seg: 95.3751, loss: 0.1315 2023-02-24 15:50:03,422 - mmseg - INFO - Iter [64250/160000] lr: 3.591e-05, eta: 21:57:50, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0804, decode.acc_seg: 96.8580, aux.loss_ce: 0.0484, aux.acc_seg: 95.4045, loss: 0.1288 2023-02-24 15:50:43,885 - mmseg - INFO - Iter [64300/160000] lr: 3.589e-05, eta: 21:57:07, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0769, decode.acc_seg: 97.0732, aux.loss_ce: 0.0494, aux.acc_seg: 95.3550, loss: 0.1263 2023-02-24 15:51:24,076 - mmseg - INFO - Iter [64350/160000] lr: 3.587e-05, eta: 21:56:24, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0363, aux.loss_ce: 0.0481, aux.acc_seg: 95.4861, loss: 0.1238 2023-02-24 15:52:07,733 - mmseg - INFO - Iter [64400/160000] lr: 3.585e-05, eta: 21:55:47, time: 0.873, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.9217, aux.loss_ce: 0.0497, aux.acc_seg: 95.3445, loss: 0.1292 2023-02-24 15:52:48,140 - mmseg - INFO - Iter [64450/160000] lr: 3.583e-05, eta: 21:55:04, time: 0.808, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0805, decode.acc_seg: 96.8528, aux.loss_ce: 0.0485, aux.acc_seg: 95.4315, loss: 0.1289 2023-02-24 15:53:28,735 - mmseg - INFO - Iter [64500/160000] lr: 3.581e-05, eta: 21:54:22, time: 0.812, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0781, decode.acc_seg: 96.9552, aux.loss_ce: 0.0487, aux.acc_seg: 95.4433, loss: 0.1268 2023-02-24 15:54:11,820 - mmseg - INFO - Iter [64550/160000] lr: 3.579e-05, eta: 21:53:43, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0761, decode.acc_seg: 97.0150, aux.loss_ce: 0.0473, aux.acc_seg: 95.4997, loss: 0.1235 2023-02-24 15:54:52,430 - mmseg - INFO - Iter [64600/160000] lr: 3.578e-05, eta: 21:53:01, time: 0.812, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9381, aux.loss_ce: 0.0492, aux.acc_seg: 95.3875, loss: 0.1271 2023-02-24 15:55:32,620 - mmseg - INFO - Iter [64650/160000] lr: 3.576e-05, eta: 21:52:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.9030, aux.loss_ce: 0.0490, aux.acc_seg: 95.4150, loss: 0.1291 2023-02-24 15:56:12,997 - mmseg - INFO - Iter [64700/160000] lr: 3.574e-05, eta: 21:51:35, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.8954, aux.loss_ce: 0.0483, aux.acc_seg: 95.4529, loss: 0.1284 2023-02-24 15:56:56,213 - mmseg - INFO - Iter [64750/160000] lr: 3.572e-05, eta: 21:50:57, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0804, decode.acc_seg: 96.8510, aux.loss_ce: 0.0471, aux.acc_seg: 95.5102, loss: 0.1275 2023-02-24 15:57:36,495 - mmseg - INFO - Iter [64800/160000] lr: 3.570e-05, eta: 21:50:14, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0815, decode.acc_seg: 96.8277, aux.loss_ce: 0.0480, aux.acc_seg: 95.5062, loss: 0.1295 2023-02-24 15:58:16,724 - mmseg - INFO - Iter [64850/160000] lr: 3.568e-05, eta: 21:49:31, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0778, decode.acc_seg: 96.9592, aux.loss_ce: 0.0499, aux.acc_seg: 95.2572, loss: 0.1278 2023-02-24 15:58:57,514 - mmseg - INFO - Iter [64900/160000] lr: 3.566e-05, eta: 21:48:49, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9825, aux.loss_ce: 0.0475, aux.acc_seg: 95.5272, loss: 0.1251 2023-02-24 15:59:40,602 - mmseg - INFO - Iter [64950/160000] lr: 3.564e-05, eta: 21:48:10, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9306, aux.loss_ce: 0.0483, aux.acc_seg: 95.4411, loss: 0.1258 2023-02-24 16:00:20,782 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 16:00:20,783 - mmseg - INFO - Iter [65000/160000] lr: 3.563e-05, eta: 21:47:27, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0680, aux.loss_ce: 0.0468, aux.acc_seg: 95.5682, loss: 0.1216 2023-02-24 16:01:00,995 - mmseg - INFO - Iter [65050/160000] lr: 3.561e-05, eta: 21:46:45, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0792, decode.acc_seg: 96.8874, aux.loss_ce: 0.0484, aux.acc_seg: 95.4228, loss: 0.1277 2023-02-24 16:01:41,219 - mmseg - INFO - Iter [65100/160000] lr: 3.559e-05, eta: 21:46:02, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0790, decode.acc_seg: 96.9066, aux.loss_ce: 0.0494, aux.acc_seg: 95.3215, loss: 0.1284 2023-02-24 16:02:24,350 - mmseg - INFO - Iter [65150/160000] lr: 3.557e-05, eta: 21:45:23, time: 0.863, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0805, decode.acc_seg: 96.8546, aux.loss_ce: 0.0501, aux.acc_seg: 95.2754, loss: 0.1306 2023-02-24 16:03:04,657 - mmseg - INFO - Iter [65200/160000] lr: 3.555e-05, eta: 21:44:40, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9489, aux.loss_ce: 0.0483, aux.acc_seg: 95.4575, loss: 0.1262 2023-02-24 16:03:44,908 - mmseg - INFO - Iter [65250/160000] lr: 3.553e-05, eta: 21:43:58, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0794, decode.acc_seg: 96.8886, aux.loss_ce: 0.0469, aux.acc_seg: 95.5462, loss: 0.1262 2023-02-24 16:04:28,030 - mmseg - INFO - Iter [65300/160000] lr: 3.551e-05, eta: 21:43:19, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0853, decode.acc_seg: 96.6816, aux.loss_ce: 0.0514, aux.acc_seg: 95.1647, loss: 0.1366 2023-02-24 16:05:08,246 - mmseg - INFO - Iter [65350/160000] lr: 3.549e-05, eta: 21:42:36, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0529, aux.loss_ce: 0.0484, aux.acc_seg: 95.4534, loss: 0.1238 2023-02-24 16:05:48,448 - mmseg - INFO - Iter [65400/160000] lr: 3.548e-05, eta: 21:41:53, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0768, decode.acc_seg: 96.9819, aux.loss_ce: 0.0486, aux.acc_seg: 95.3686, loss: 0.1253 2023-02-24 16:06:28,715 - mmseg - INFO - Iter [65450/160000] lr: 3.546e-05, eta: 21:41:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0824, decode.acc_seg: 96.8431, aux.loss_ce: 0.0501, aux.acc_seg: 95.2949, loss: 0.1325 2023-02-24 16:07:12,002 - mmseg - INFO - Iter [65500/160000] lr: 3.544e-05, eta: 21:40:32, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0783, decode.acc_seg: 96.9373, aux.loss_ce: 0.0470, aux.acc_seg: 95.5642, loss: 0.1253 2023-02-24 16:07:52,607 - mmseg - INFO - Iter [65550/160000] lr: 3.542e-05, eta: 21:39:50, time: 0.812, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0764, decode.acc_seg: 97.0159, aux.loss_ce: 0.0501, aux.acc_seg: 95.2852, loss: 0.1265 2023-02-24 16:08:32,821 - mmseg - INFO - Iter [65600/160000] lr: 3.540e-05, eta: 21:39:07, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0784, decode.acc_seg: 96.9555, aux.loss_ce: 0.0479, aux.acc_seg: 95.4690, loss: 0.1264 2023-02-24 16:09:12,993 - mmseg - INFO - Iter [65650/160000] lr: 3.538e-05, eta: 21:38:24, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0787, decode.acc_seg: 96.9282, aux.loss_ce: 0.0491, aux.acc_seg: 95.3668, loss: 0.1278 2023-02-24 16:09:56,590 - mmseg - INFO - Iter [65700/160000] lr: 3.536e-05, eta: 21:37:46, time: 0.872, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 97.0148, aux.loss_ce: 0.0487, aux.acc_seg: 95.4434, loss: 0.1258 2023-02-24 16:10:36,811 - mmseg - INFO - Iter [65750/160000] lr: 3.534e-05, eta: 21:37:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0752, decode.acc_seg: 97.0618, aux.loss_ce: 0.0476, aux.acc_seg: 95.5605, loss: 0.1228 2023-02-24 16:11:17,017 - mmseg - INFO - Iter [65800/160000] lr: 3.533e-05, eta: 21:36:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9826, aux.loss_ce: 0.0468, aux.acc_seg: 95.5679, loss: 0.1242 2023-02-24 16:12:00,367 - mmseg - INFO - Iter [65850/160000] lr: 3.531e-05, eta: 21:35:42, time: 0.867, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0745, decode.acc_seg: 97.0701, aux.loss_ce: 0.0478, aux.acc_seg: 95.4723, loss: 0.1222 2023-02-24 16:12:40,763 - mmseg - INFO - Iter [65900/160000] lr: 3.529e-05, eta: 21:35:00, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0792, decode.acc_seg: 96.8962, aux.loss_ce: 0.0498, aux.acc_seg: 95.2823, loss: 0.1290 2023-02-24 16:13:20,959 - mmseg - INFO - Iter [65950/160000] lr: 3.527e-05, eta: 21:34:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9562, aux.loss_ce: 0.0470, aux.acc_seg: 95.5732, loss: 0.1244 2023-02-24 16:14:01,163 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 16:14:01,176 - mmseg - INFO - Iter [66000/160000] lr: 3.525e-05, eta: 21:33:34, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0769, decode.acc_seg: 96.9883, aux.loss_ce: 0.0473, aux.acc_seg: 95.4857, loss: 0.1242 2023-02-24 16:14:44,641 - mmseg - INFO - Iter [66050/160000] lr: 3.523e-05, eta: 21:32:56, time: 0.870, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9672, aux.loss_ce: 0.0507, aux.acc_seg: 95.2729, loss: 0.1287 2023-02-24 16:15:24,867 - mmseg - INFO - Iter [66100/160000] lr: 3.521e-05, eta: 21:32:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.8653, aux.loss_ce: 0.0495, aux.acc_seg: 95.3337, loss: 0.1296 2023-02-24 16:16:05,123 - mmseg - INFO - Iter [66150/160000] lr: 3.519e-05, eta: 21:31:30, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0734, decode.acc_seg: 97.1080, aux.loss_ce: 0.0466, aux.acc_seg: 95.5923, loss: 0.1200 2023-02-24 16:16:45,369 - mmseg - INFO - Iter [66200/160000] lr: 3.518e-05, eta: 21:30:48, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.8982, aux.loss_ce: 0.0489, aux.acc_seg: 95.4331, loss: 0.1291 2023-02-24 16:17:28,495 - mmseg - INFO - Iter [66250/160000] lr: 3.516e-05, eta: 21:30:09, time: 0.863, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0507, aux.loss_ce: 0.0478, aux.acc_seg: 95.4644, loss: 0.1228 2023-02-24 16:18:08,744 - mmseg - INFO - Iter [66300/160000] lr: 3.514e-05, eta: 21:29:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0765, decode.acc_seg: 97.0013, aux.loss_ce: 0.0476, aux.acc_seg: 95.5108, loss: 0.1241 2023-02-24 16:18:49,038 - mmseg - INFO - Iter [66350/160000] lr: 3.512e-05, eta: 21:28:43, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0739, decode.acc_seg: 97.1005, aux.loss_ce: 0.0473, aux.acc_seg: 95.5247, loss: 0.1212 2023-02-24 16:19:29,256 - mmseg - INFO - Iter [66400/160000] lr: 3.510e-05, eta: 21:28:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0760, decode.acc_seg: 97.0272, aux.loss_ce: 0.0478, aux.acc_seg: 95.4988, loss: 0.1238 2023-02-24 16:20:12,311 - mmseg - INFO - Iter [66450/160000] lr: 3.508e-05, eta: 21:27:22, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9405, aux.loss_ce: 0.0486, aux.acc_seg: 95.4386, loss: 0.1265 2023-02-24 16:20:53,533 - mmseg - INFO - Iter [66500/160000] lr: 3.506e-05, eta: 21:26:40, time: 0.824, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0407, aux.loss_ce: 0.0496, aux.acc_seg: 95.3313, loss: 0.1247 2023-02-24 16:21:33,870 - mmseg - INFO - Iter [66550/160000] lr: 3.504e-05, eta: 21:25:58, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9835, aux.loss_ce: 0.0481, aux.acc_seg: 95.4973, loss: 0.1252 2023-02-24 16:22:16,870 - mmseg - INFO - Iter [66600/160000] lr: 3.503e-05, eta: 21:25:19, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0762, decode.acc_seg: 96.9935, aux.loss_ce: 0.0449, aux.acc_seg: 95.7264, loss: 0.1211 2023-02-24 16:22:57,155 - mmseg - INFO - Iter [66650/160000] lr: 3.501e-05, eta: 21:24:36, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0781, decode.acc_seg: 96.9244, aux.loss_ce: 0.0485, aux.acc_seg: 95.4395, loss: 0.1266 2023-02-24 16:23:37,396 - mmseg - INFO - Iter [66700/160000] lr: 3.499e-05, eta: 21:23:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0828, decode.acc_seg: 96.8024, aux.loss_ce: 0.0496, aux.acc_seg: 95.3722, loss: 0.1324 2023-02-24 16:24:18,267 - mmseg - INFO - Iter [66750/160000] lr: 3.497e-05, eta: 21:23:12, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9683, aux.loss_ce: 0.0473, aux.acc_seg: 95.5072, loss: 0.1248 2023-02-24 16:25:01,439 - mmseg - INFO - Iter [66800/160000] lr: 3.495e-05, eta: 21:22:33, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0782, decode.acc_seg: 96.9401, aux.loss_ce: 0.0470, aux.acc_seg: 95.5538, loss: 0.1252 2023-02-24 16:25:41,690 - mmseg - INFO - Iter [66850/160000] lr: 3.493e-05, eta: 21:21:50, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0212, aux.loss_ce: 0.0475, aux.acc_seg: 95.4829, loss: 0.1230 2023-02-24 16:26:21,878 - mmseg - INFO - Iter [66900/160000] lr: 3.491e-05, eta: 21:21:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0727, decode.acc_seg: 97.1229, aux.loss_ce: 0.0467, aux.acc_seg: 95.5660, loss: 0.1193 2023-02-24 16:27:02,128 - mmseg - INFO - Iter [66950/160000] lr: 3.489e-05, eta: 21:20:25, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0785, decode.acc_seg: 96.8828, aux.loss_ce: 0.0490, aux.acc_seg: 95.3262, loss: 0.1276 2023-02-24 16:27:45,682 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 16:27:45,683 - mmseg - INFO - Iter [67000/160000] lr: 3.488e-05, eta: 21:19:47, time: 0.871, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0790, decode.acc_seg: 96.8919, aux.loss_ce: 0.0489, aux.acc_seg: 95.4068, loss: 0.1279 2023-02-24 16:28:25,870 - mmseg - INFO - Iter [67050/160000] lr: 3.486e-05, eta: 21:19:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0811, decode.acc_seg: 96.8457, aux.loss_ce: 0.0503, aux.acc_seg: 95.2904, loss: 0.1314 2023-02-24 16:29:06,075 - mmseg - INFO - Iter [67100/160000] lr: 3.484e-05, eta: 21:18:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0487, aux.loss_ce: 0.0478, aux.acc_seg: 95.5011, loss: 0.1228 2023-02-24 16:29:49,082 - mmseg - INFO - Iter [67150/160000] lr: 3.482e-05, eta: 21:17:42, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0754, decode.acc_seg: 97.0397, aux.loss_ce: 0.0472, aux.acc_seg: 95.5377, loss: 0.1226 2023-02-24 16:30:29,274 - mmseg - INFO - Iter [67200/160000] lr: 3.480e-05, eta: 21:16:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0728, decode.acc_seg: 97.1325, aux.loss_ce: 0.0471, aux.acc_seg: 95.5568, loss: 0.1199 2023-02-24 16:31:09,715 - mmseg - INFO - Iter [67250/160000] lr: 3.478e-05, eta: 21:16:17, time: 0.809, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.9231, aux.loss_ce: 0.0494, aux.acc_seg: 95.3972, loss: 0.1289 2023-02-24 16:31:50,151 - mmseg - INFO - Iter [67300/160000] lr: 3.476e-05, eta: 21:15:35, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0785, decode.acc_seg: 96.9227, aux.loss_ce: 0.0484, aux.acc_seg: 95.4099, loss: 0.1269 2023-02-24 16:32:33,376 - mmseg - INFO - Iter [67350/160000] lr: 3.474e-05, eta: 21:14:56, time: 0.864, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0764, decode.acc_seg: 96.9808, aux.loss_ce: 0.0481, aux.acc_seg: 95.3837, loss: 0.1245 2023-02-24 16:33:13,634 - mmseg - INFO - Iter [67400/160000] lr: 3.473e-05, eta: 21:14:13, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0802, decode.acc_seg: 96.8602, aux.loss_ce: 0.0476, aux.acc_seg: 95.5161, loss: 0.1278 2023-02-24 16:33:53,843 - mmseg - INFO - Iter [67450/160000] lr: 3.471e-05, eta: 21:13:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0778, decode.acc_seg: 96.9415, aux.loss_ce: 0.0485, aux.acc_seg: 95.3161, loss: 0.1262 2023-02-24 16:34:34,218 - mmseg - INFO - Iter [67500/160000] lr: 3.469e-05, eta: 21:12:48, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0803, decode.acc_seg: 96.8937, aux.loss_ce: 0.0509, aux.acc_seg: 95.2641, loss: 0.1312 2023-02-24 16:35:17,739 - mmseg - INFO - Iter [67550/160000] lr: 3.467e-05, eta: 21:12:10, time: 0.870, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0875, decode.acc_seg: 96.5705, aux.loss_ce: 0.0508, aux.acc_seg: 95.1910, loss: 0.1383 2023-02-24 16:35:58,822 - mmseg - INFO - Iter [67600/160000] lr: 3.465e-05, eta: 21:11:28, time: 0.822, data_time: 0.027, memory: 21800, decode.loss_ce: 0.0791, decode.acc_seg: 96.9112, aux.loss_ce: 0.0484, aux.acc_seg: 95.4359, loss: 0.1274 2023-02-24 16:36:39,320 - mmseg - INFO - Iter [67650/160000] lr: 3.463e-05, eta: 21:10:46, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0772, decode.acc_seg: 96.9806, aux.loss_ce: 0.0472, aux.acc_seg: 95.5283, loss: 0.1244 2023-02-24 16:37:19,543 - mmseg - INFO - Iter [67700/160000] lr: 3.461e-05, eta: 21:10:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9491, aux.loss_ce: 0.0486, aux.acc_seg: 95.4160, loss: 0.1262 2023-02-24 16:38:02,619 - mmseg - INFO - Iter [67750/160000] lr: 3.459e-05, eta: 21:09:24, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0826, decode.acc_seg: 96.7833, aux.loss_ce: 0.0492, aux.acc_seg: 95.3743, loss: 0.1318 2023-02-24 16:38:42,873 - mmseg - INFO - Iter [67800/160000] lr: 3.458e-05, eta: 21:08:42, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.8385, aux.loss_ce: 0.0500, aux.acc_seg: 95.2957, loss: 0.1301 2023-02-24 16:39:23,772 - mmseg - INFO - Iter [67850/160000] lr: 3.456e-05, eta: 21:08:00, time: 0.818, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0796, decode.acc_seg: 96.9207, aux.loss_ce: 0.0488, aux.acc_seg: 95.4705, loss: 0.1283 2023-02-24 16:40:07,556 - mmseg - INFO - Iter [67900/160000] lr: 3.454e-05, eta: 21:07:22, time: 0.876, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 97.0365, aux.loss_ce: 0.0468, aux.acc_seg: 95.6282, loss: 0.1234 2023-02-24 16:40:47,825 - mmseg - INFO - Iter [67950/160000] lr: 3.452e-05, eta: 21:06:39, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0811, decode.acc_seg: 96.8342, aux.loss_ce: 0.0474, aux.acc_seg: 95.6055, loss: 0.1285 2023-02-24 16:41:28,801 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 16:41:28,802 - mmseg - INFO - Iter [68000/160000] lr: 3.450e-05, eta: 21:05:58, time: 0.820, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0788, decode.acc_seg: 96.9262, aux.loss_ce: 0.0480, aux.acc_seg: 95.4796, loss: 0.1268 2023-02-24 16:42:09,092 - mmseg - INFO - Iter [68050/160000] lr: 3.448e-05, eta: 21:05:15, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0769, decode.acc_seg: 96.9924, aux.loss_ce: 0.0473, aux.acc_seg: 95.5438, loss: 0.1242 2023-02-24 16:42:53,029 - mmseg - INFO - Iter [68100/160000] lr: 3.446e-05, eta: 21:04:37, time: 0.879, data_time: 0.083, memory: 21800, decode.loss_ce: 0.0803, decode.acc_seg: 96.8675, aux.loss_ce: 0.0487, aux.acc_seg: 95.3913, loss: 0.1291 2023-02-24 16:43:33,885 - mmseg - INFO - Iter [68150/160000] lr: 3.444e-05, eta: 21:03:55, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0777, decode.acc_seg: 96.9736, aux.loss_ce: 0.0474, aux.acc_seg: 95.5621, loss: 0.1250 2023-02-24 16:44:14,236 - mmseg - INFO - Iter [68200/160000] lr: 3.443e-05, eta: 21:03:13, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0810, decode.acc_seg: 96.8198, aux.loss_ce: 0.0505, aux.acc_seg: 95.3012, loss: 0.1316 2023-02-24 16:44:54,438 - mmseg - INFO - Iter [68250/160000] lr: 3.441e-05, eta: 21:02:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.0815, aux.loss_ce: 0.0457, aux.acc_seg: 95.6795, loss: 0.1191 2023-02-24 16:45:37,629 - mmseg - INFO - Iter [68300/160000] lr: 3.439e-05, eta: 21:01:51, time: 0.864, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8437, aux.loss_ce: 0.0483, aux.acc_seg: 95.3992, loss: 0.1282 2023-02-24 16:46:17,932 - mmseg - INFO - Iter [68350/160000] lr: 3.437e-05, eta: 21:01:09, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0797, decode.acc_seg: 96.9313, aux.loss_ce: 0.0483, aux.acc_seg: 95.5070, loss: 0.1280 2023-02-24 16:46:58,178 - mmseg - INFO - Iter [68400/160000] lr: 3.435e-05, eta: 21:00:26, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9384, aux.loss_ce: 0.0481, aux.acc_seg: 95.4497, loss: 0.1255 2023-02-24 16:47:42,134 - mmseg - INFO - Iter [68450/160000] lr: 3.433e-05, eta: 20:59:48, time: 0.879, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0722, decode.acc_seg: 97.1410, aux.loss_ce: 0.0472, aux.acc_seg: 95.5265, loss: 0.1194 2023-02-24 16:48:22,542 - mmseg - INFO - Iter [68500/160000] lr: 3.431e-05, eta: 20:59:06, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0729, decode.acc_seg: 97.1348, aux.loss_ce: 0.0461, aux.acc_seg: 95.6393, loss: 0.1190 2023-02-24 16:49:02,791 - mmseg - INFO - Iter [68550/160000] lr: 3.429e-05, eta: 20:58:23, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0760, decode.acc_seg: 96.9958, aux.loss_ce: 0.0456, aux.acc_seg: 95.6505, loss: 0.1216 2023-02-24 16:49:43,016 - mmseg - INFO - Iter [68600/160000] lr: 3.428e-05, eta: 20:57:41, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0756, decode.acc_seg: 97.0310, aux.loss_ce: 0.0475, aux.acc_seg: 95.4865, loss: 0.1231 2023-02-24 16:50:26,050 - mmseg - INFO - Iter [68650/160000] lr: 3.426e-05, eta: 20:57:02, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0450, aux.loss_ce: 0.0469, aux.acc_seg: 95.5426, loss: 0.1214 2023-02-24 16:51:06,340 - mmseg - INFO - Iter [68700/160000] lr: 3.424e-05, eta: 20:56:19, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0727, decode.acc_seg: 97.1378, aux.loss_ce: 0.0459, aux.acc_seg: 95.6457, loss: 0.1186 2023-02-24 16:51:46,663 - mmseg - INFO - Iter [68750/160000] lr: 3.422e-05, eta: 20:55:37, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0773, decode.acc_seg: 96.9617, aux.loss_ce: 0.0475, aux.acc_seg: 95.4641, loss: 0.1248 2023-02-24 16:52:26,995 - mmseg - INFO - Iter [68800/160000] lr: 3.420e-05, eta: 20:54:54, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0877, decode.acc_seg: 96.7327, aux.loss_ce: 0.0505, aux.acc_seg: 95.3560, loss: 0.1382 2023-02-24 16:53:10,041 - mmseg - INFO - Iter [68850/160000] lr: 3.418e-05, eta: 20:54:15, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9965, aux.loss_ce: 0.0482, aux.acc_seg: 95.4748, loss: 0.1257 2023-02-24 16:53:50,272 - mmseg - INFO - Iter [68900/160000] lr: 3.416e-05, eta: 20:53:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0765, decode.acc_seg: 97.0293, aux.loss_ce: 0.0487, aux.acc_seg: 95.4315, loss: 0.1252 2023-02-24 16:54:30,554 - mmseg - INFO - Iter [68950/160000] lr: 3.414e-05, eta: 20:52:50, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8229, aux.loss_ce: 0.0481, aux.acc_seg: 95.4281, loss: 0.1281 2023-02-24 16:55:10,731 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 16:55:10,731 - mmseg - INFO - Iter [69000/160000] lr: 3.413e-05, eta: 20:52:07, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9435, aux.loss_ce: 0.0485, aux.acc_seg: 95.4156, loss: 0.1261 2023-02-24 16:55:53,818 - mmseg - INFO - Iter [69050/160000] lr: 3.411e-05, eta: 20:51:28, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0780, decode.acc_seg: 96.9578, aux.loss_ce: 0.0492, aux.acc_seg: 95.3722, loss: 0.1272 2023-02-24 16:56:34,580 - mmseg - INFO - Iter [69100/160000] lr: 3.409e-05, eta: 20:50:46, time: 0.815, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0789, decode.acc_seg: 96.8887, aux.loss_ce: 0.0484, aux.acc_seg: 95.4055, loss: 0.1273 2023-02-24 16:57:14,775 - mmseg - INFO - Iter [69150/160000] lr: 3.407e-05, eta: 20:50:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0743, decode.acc_seg: 97.0779, aux.loss_ce: 0.0482, aux.acc_seg: 95.5044, loss: 0.1225 2023-02-24 16:57:57,764 - mmseg - INFO - Iter [69200/160000] lr: 3.405e-05, eta: 20:49:24, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0751, decode.acc_seg: 97.0426, aux.loss_ce: 0.0487, aux.acc_seg: 95.3406, loss: 0.1238 2023-02-24 16:58:38,005 - mmseg - INFO - Iter [69250/160000] lr: 3.403e-05, eta: 20:48:42, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0632, aux.loss_ce: 0.0490, aux.acc_seg: 95.4074, loss: 0.1240 2023-02-24 16:59:18,169 - mmseg - INFO - Iter [69300/160000] lr: 3.401e-05, eta: 20:47:59, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0733, decode.acc_seg: 97.0924, aux.loss_ce: 0.0477, aux.acc_seg: 95.4188, loss: 0.1210 2023-02-24 16:59:58,426 - mmseg - INFO - Iter [69350/160000] lr: 3.399e-05, eta: 20:47:16, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0769, decode.acc_seg: 97.0024, aux.loss_ce: 0.0492, aux.acc_seg: 95.3910, loss: 0.1262 2023-02-24 17:00:42,124 - mmseg - INFO - Iter [69400/160000] lr: 3.398e-05, eta: 20:46:38, time: 0.874, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0783, decode.acc_seg: 96.9019, aux.loss_ce: 0.0475, aux.acc_seg: 95.4890, loss: 0.1258 2023-02-24 17:01:22,317 - mmseg - INFO - Iter [69450/160000] lr: 3.396e-05, eta: 20:45:56, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0801, decode.acc_seg: 96.8462, aux.loss_ce: 0.0494, aux.acc_seg: 95.3253, loss: 0.1295 2023-02-24 17:02:02,619 - mmseg - INFO - Iter [69500/160000] lr: 3.394e-05, eta: 20:45:13, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0707, aux.loss_ce: 0.0465, aux.acc_seg: 95.5905, loss: 0.1209 2023-02-24 17:02:42,970 - mmseg - INFO - Iter [69550/160000] lr: 3.392e-05, eta: 20:44:31, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0742, decode.acc_seg: 97.0758, aux.loss_ce: 0.0474, aux.acc_seg: 95.5116, loss: 0.1215 2023-02-24 17:03:25,920 - mmseg - INFO - Iter [69600/160000] lr: 3.390e-05, eta: 20:43:51, time: 0.859, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0762, decode.acc_seg: 97.0165, aux.loss_ce: 0.0465, aux.acc_seg: 95.6169, loss: 0.1227 2023-02-24 17:04:06,119 - mmseg - INFO - Iter [69650/160000] lr: 3.388e-05, eta: 20:43:09, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0777, decode.acc_seg: 96.9669, aux.loss_ce: 0.0490, aux.acc_seg: 95.3772, loss: 0.1267 2023-02-24 17:04:46,337 - mmseg - INFO - Iter [69700/160000] lr: 3.386e-05, eta: 20:42:26, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0705, decode.acc_seg: 97.2295, aux.loss_ce: 0.0454, aux.acc_seg: 95.6733, loss: 0.1159 2023-02-24 17:05:26,652 - mmseg - INFO - Iter [69750/160000] lr: 3.384e-05, eta: 20:41:44, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 96.9969, aux.loss_ce: 0.0474, aux.acc_seg: 95.5462, loss: 0.1240 2023-02-24 17:06:10,274 - mmseg - INFO - Iter [69800/160000] lr: 3.383e-05, eta: 20:41:05, time: 0.872, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0736, aux.loss_ce: 0.0464, aux.acc_seg: 95.5728, loss: 0.1208 2023-02-24 17:06:50,541 - mmseg - INFO - Iter [69850/160000] lr: 3.381e-05, eta: 20:40:23, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0787, decode.acc_seg: 96.8986, aux.loss_ce: 0.0485, aux.acc_seg: 95.3838, loss: 0.1272 2023-02-24 17:07:30,761 - mmseg - INFO - Iter [69900/160000] lr: 3.379e-05, eta: 20:39:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9579, aux.loss_ce: 0.0485, aux.acc_seg: 95.4121, loss: 0.1262 2023-02-24 17:08:13,906 - mmseg - INFO - Iter [69950/160000] lr: 3.377e-05, eta: 20:39:01, time: 0.863, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0586, aux.loss_ce: 0.0451, aux.acc_seg: 95.6889, loss: 0.1194 2023-02-24 17:08:54,152 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 17:08:54,153 - mmseg - INFO - Iter [70000/160000] lr: 3.375e-05, eta: 20:38:19, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0736, decode.acc_seg: 97.0706, aux.loss_ce: 0.0472, aux.acc_seg: 95.5221, loss: 0.1208 2023-02-24 17:09:34,810 - mmseg - INFO - Iter [70050/160000] lr: 3.373e-05, eta: 20:37:37, time: 0.813, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8910, aux.loss_ce: 0.0485, aux.acc_seg: 95.4252, loss: 0.1285 2023-02-24 17:10:15,023 - mmseg - INFO - Iter [70100/160000] lr: 3.371e-05, eta: 20:36:54, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0752, decode.acc_seg: 97.0357, aux.loss_ce: 0.0468, aux.acc_seg: 95.5683, loss: 0.1220 2023-02-24 17:10:58,170 - mmseg - INFO - Iter [70150/160000] lr: 3.369e-05, eta: 20:36:15, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0288, aux.loss_ce: 0.0472, aux.acc_seg: 95.5265, loss: 0.1228 2023-02-24 17:11:38,367 - mmseg - INFO - Iter [70200/160000] lr: 3.368e-05, eta: 20:35:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 96.9666, aux.loss_ce: 0.0483, aux.acc_seg: 95.4409, loss: 0.1250 2023-02-24 17:12:18,569 - mmseg - INFO - Iter [70250/160000] lr: 3.366e-05, eta: 20:34:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9404, aux.loss_ce: 0.0477, aux.acc_seg: 95.4772, loss: 0.1257 2023-02-24 17:12:58,742 - mmseg - INFO - Iter [70300/160000] lr: 3.364e-05, eta: 20:34:07, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0767, decode.acc_seg: 96.9866, aux.loss_ce: 0.0484, aux.acc_seg: 95.4190, loss: 0.1251 2023-02-24 17:13:41,744 - mmseg - INFO - Iter [70350/160000] lr: 3.362e-05, eta: 20:33:28, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.2181, aux.loss_ce: 0.0449, aux.acc_seg: 95.7233, loss: 0.1157 2023-02-24 17:14:22,148 - mmseg - INFO - Iter [70400/160000] lr: 3.360e-05, eta: 20:32:46, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0772, decode.acc_seg: 96.9820, aux.loss_ce: 0.0492, aux.acc_seg: 95.3739, loss: 0.1264 2023-02-24 17:15:02,382 - mmseg - INFO - Iter [70450/160000] lr: 3.358e-05, eta: 20:32:03, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.9205, aux.loss_ce: 0.0493, aux.acc_seg: 95.4091, loss: 0.1279 2023-02-24 17:15:45,485 - mmseg - INFO - Iter [70500/160000] lr: 3.356e-05, eta: 20:31:24, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0754, decode.acc_seg: 97.0281, aux.loss_ce: 0.0465, aux.acc_seg: 95.5931, loss: 0.1219 2023-02-24 17:16:25,717 - mmseg - INFO - Iter [70550/160000] lr: 3.354e-05, eta: 20:30:41, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0793, decode.acc_seg: 96.8908, aux.loss_ce: 0.0492, aux.acc_seg: 95.3242, loss: 0.1285 2023-02-24 17:17:05,950 - mmseg - INFO - Iter [70600/160000] lr: 3.353e-05, eta: 20:29:59, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0758, decode.acc_seg: 97.0428, aux.loss_ce: 0.0466, aux.acc_seg: 95.5725, loss: 0.1224 2023-02-24 17:17:46,150 - mmseg - INFO - Iter [70650/160000] lr: 3.351e-05, eta: 20:29:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1756, aux.loss_ce: 0.0465, aux.acc_seg: 95.5891, loss: 0.1176 2023-02-24 17:18:29,162 - mmseg - INFO - Iter [70700/160000] lr: 3.349e-05, eta: 20:28:37, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0738, decode.acc_seg: 97.0896, aux.loss_ce: 0.0466, aux.acc_seg: 95.5824, loss: 0.1205 2023-02-24 17:19:09,562 - mmseg - INFO - Iter [70750/160000] lr: 3.347e-05, eta: 20:27:55, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.9401, aux.loss_ce: 0.0485, aux.acc_seg: 95.3871, loss: 0.1271 2023-02-24 17:19:50,147 - mmseg - INFO - Iter [70800/160000] lr: 3.345e-05, eta: 20:27:13, time: 0.812, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0187, aux.loss_ce: 0.0479, aux.acc_seg: 95.4778, loss: 0.1232 2023-02-24 17:20:30,571 - mmseg - INFO - Iter [70850/160000] lr: 3.343e-05, eta: 20:26:30, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0738, decode.acc_seg: 97.1105, aux.loss_ce: 0.0470, aux.acc_seg: 95.5631, loss: 0.1209 2023-02-24 17:21:13,480 - mmseg - INFO - Iter [70900/160000] lr: 3.341e-05, eta: 20:25:51, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0765, decode.acc_seg: 97.0181, aux.loss_ce: 0.0494, aux.acc_seg: 95.3477, loss: 0.1259 2023-02-24 17:21:53,660 - mmseg - INFO - Iter [70950/160000] lr: 3.339e-05, eta: 20:25:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1492, aux.loss_ce: 0.0465, aux.acc_seg: 95.6233, loss: 0.1189 2023-02-24 17:22:33,865 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 17:22:33,865 - mmseg - INFO - Iter [71000/160000] lr: 3.338e-05, eta: 20:24:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0728, decode.acc_seg: 97.1307, aux.loss_ce: 0.0450, aux.acc_seg: 95.7396, loss: 0.1178 2023-02-24 17:23:14,042 - mmseg - INFO - Iter [71050/160000] lr: 3.336e-05, eta: 20:23:43, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0764, decode.acc_seg: 96.9976, aux.loss_ce: 0.0478, aux.acc_seg: 95.4532, loss: 0.1242 2023-02-24 17:23:57,000 - mmseg - INFO - Iter [71100/160000] lr: 3.334e-05, eta: 20:23:04, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0788, decode.acc_seg: 96.9689, aux.loss_ce: 0.0473, aux.acc_seg: 95.5863, loss: 0.1261 2023-02-24 17:24:37,248 - mmseg - INFO - Iter [71150/160000] lr: 3.332e-05, eta: 20:22:21, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0778, decode.acc_seg: 96.9335, aux.loss_ce: 0.0484, aux.acc_seg: 95.4600, loss: 0.1261 2023-02-24 17:25:17,510 - mmseg - INFO - Iter [71200/160000] lr: 3.330e-05, eta: 20:21:39, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0748, aux.loss_ce: 0.0475, aux.acc_seg: 95.5246, loss: 0.1219 2023-02-24 17:26:00,621 - mmseg - INFO - Iter [71250/160000] lr: 3.328e-05, eta: 20:21:00, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0741, decode.acc_seg: 97.0770, aux.loss_ce: 0.0456, aux.acc_seg: 95.6955, loss: 0.1197 2023-02-24 17:26:41,184 - mmseg - INFO - Iter [71300/160000] lr: 3.326e-05, eta: 20:20:18, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 97.0260, aux.loss_ce: 0.0473, aux.acc_seg: 95.5610, loss: 0.1239 2023-02-24 17:27:21,582 - mmseg - INFO - Iter [71350/160000] lr: 3.324e-05, eta: 20:19:35, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0756, decode.acc_seg: 97.0000, aux.loss_ce: 0.0454, aux.acc_seg: 95.6551, loss: 0.1210 2023-02-24 17:28:01,847 - mmseg - INFO - Iter [71400/160000] lr: 3.323e-05, eta: 20:18:53, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0734, decode.acc_seg: 97.0981, aux.loss_ce: 0.0470, aux.acc_seg: 95.5369, loss: 0.1204 2023-02-24 17:28:44,895 - mmseg - INFO - Iter [71450/160000] lr: 3.321e-05, eta: 20:18:14, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0752, decode.acc_seg: 97.0423, aux.loss_ce: 0.0477, aux.acc_seg: 95.4885, loss: 0.1229 2023-02-24 17:29:25,209 - mmseg - INFO - Iter [71500/160000] lr: 3.319e-05, eta: 20:17:31, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0850, aux.loss_ce: 0.0471, aux.acc_seg: 95.5660, loss: 0.1215 2023-02-24 17:30:05,444 - mmseg - INFO - Iter [71550/160000] lr: 3.317e-05, eta: 20:16:49, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 96.9691, aux.loss_ce: 0.0470, aux.acc_seg: 95.5682, loss: 0.1236 2023-02-24 17:30:45,697 - mmseg - INFO - Iter [71600/160000] lr: 3.315e-05, eta: 20:16:06, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0776, decode.acc_seg: 96.9503, aux.loss_ce: 0.0475, aux.acc_seg: 95.5066, loss: 0.1251 2023-02-24 17:31:28,728 - mmseg - INFO - Iter [71650/160000] lr: 3.313e-05, eta: 20:15:27, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0764, decode.acc_seg: 96.9976, aux.loss_ce: 0.0482, aux.acc_seg: 95.4497, loss: 0.1245 2023-02-24 17:32:09,162 - mmseg - INFO - Iter [71700/160000] lr: 3.311e-05, eta: 20:14:45, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0785, decode.acc_seg: 96.9097, aux.loss_ce: 0.0484, aux.acc_seg: 95.4232, loss: 0.1269 2023-02-24 17:32:49,382 - mmseg - INFO - Iter [71750/160000] lr: 3.309e-05, eta: 20:14:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0764, decode.acc_seg: 96.9924, aux.loss_ce: 0.0464, aux.acc_seg: 95.6033, loss: 0.1228 2023-02-24 17:33:32,896 - mmseg - INFO - Iter [71800/160000] lr: 3.308e-05, eta: 20:13:24, time: 0.870, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0733, decode.acc_seg: 97.1224, aux.loss_ce: 0.0456, aux.acc_seg: 95.6713, loss: 0.1189 2023-02-24 17:34:13,199 - mmseg - INFO - Iter [71850/160000] lr: 3.306e-05, eta: 20:12:41, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0761, decode.acc_seg: 96.9713, aux.loss_ce: 0.0474, aux.acc_seg: 95.4900, loss: 0.1235 2023-02-24 17:34:53,538 - mmseg - INFO - Iter [71900/160000] lr: 3.304e-05, eta: 20:11:59, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.9054, aux.loss_ce: 0.0479, aux.acc_seg: 95.4938, loss: 0.1265 2023-02-24 17:35:33,793 - mmseg - INFO - Iter [71950/160000] lr: 3.302e-05, eta: 20:11:16, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0752, decode.acc_seg: 97.0096, aux.loss_ce: 0.0472, aux.acc_seg: 95.4370, loss: 0.1224 2023-02-24 17:36:16,818 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 17:36:16,819 - mmseg - INFO - Iter [72000/160000] lr: 3.300e-05, eta: 20:10:37, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.9613, aux.loss_ce: 0.0473, aux.acc_seg: 95.5846, loss: 0.1259 2023-02-24 17:36:57,129 - mmseg - INFO - Iter [72050/160000] lr: 3.298e-05, eta: 20:09:55, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0725, decode.acc_seg: 97.1352, aux.loss_ce: 0.0450, aux.acc_seg: 95.7017, loss: 0.1175 2023-02-24 17:37:37,446 - mmseg - INFO - Iter [72100/160000] lr: 3.296e-05, eta: 20:09:12, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0754, decode.acc_seg: 97.0388, aux.loss_ce: 0.0489, aux.acc_seg: 95.3687, loss: 0.1242 2023-02-24 17:38:17,675 - mmseg - INFO - Iter [72150/160000] lr: 3.294e-05, eta: 20:08:30, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0775, decode.acc_seg: 96.9502, aux.loss_ce: 0.0461, aux.acc_seg: 95.6213, loss: 0.1235 2023-02-24 17:39:01,159 - mmseg - INFO - Iter [72200/160000] lr: 3.293e-05, eta: 20:07:51, time: 0.870, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0485, aux.loss_ce: 0.0464, aux.acc_seg: 95.6554, loss: 0.1219 2023-02-24 17:39:41,454 - mmseg - INFO - Iter [72250/160000] lr: 3.291e-05, eta: 20:07:09, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9633, aux.loss_ce: 0.0483, aux.acc_seg: 95.3823, loss: 0.1257 2023-02-24 17:40:21,709 - mmseg - INFO - Iter [72300/160000] lr: 3.289e-05, eta: 20:06:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0743, decode.acc_seg: 97.0868, aux.loss_ce: 0.0473, aux.acc_seg: 95.5298, loss: 0.1217 2023-02-24 17:41:01,836 - mmseg - INFO - Iter [72350/160000] lr: 3.287e-05, eta: 20:05:44, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.1225, aux.loss_ce: 0.0455, aux.acc_seg: 95.7043, loss: 0.1190 2023-02-24 17:41:44,910 - mmseg - INFO - Iter [72400/160000] lr: 3.285e-05, eta: 20:05:05, time: 0.861, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0762, decode.acc_seg: 97.0230, aux.loss_ce: 0.0483, aux.acc_seg: 95.4527, loss: 0.1245 2023-02-24 17:42:25,365 - mmseg - INFO - Iter [72450/160000] lr: 3.283e-05, eta: 20:04:22, time: 0.809, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0758, decode.acc_seg: 97.0311, aux.loss_ce: 0.0473, aux.acc_seg: 95.5183, loss: 0.1231 2023-02-24 17:43:05,700 - mmseg - INFO - Iter [72500/160000] lr: 3.281e-05, eta: 20:03:40, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0798, aux.loss_ce: 0.0459, aux.acc_seg: 95.6622, loss: 0.1203 2023-02-24 17:43:49,346 - mmseg - INFO - Iter [72550/160000] lr: 3.279e-05, eta: 20:03:02, time: 0.873, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0778, decode.acc_seg: 96.9592, aux.loss_ce: 0.0481, aux.acc_seg: 95.4472, loss: 0.1259 2023-02-24 17:44:29,469 - mmseg - INFO - Iter [72600/160000] lr: 3.278e-05, eta: 20:02:19, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0786, decode.acc_seg: 96.9033, aux.loss_ce: 0.0477, aux.acc_seg: 95.4895, loss: 0.1263 2023-02-24 17:45:09,722 - mmseg - INFO - Iter [72650/160000] lr: 3.276e-05, eta: 20:01:36, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0352, aux.loss_ce: 0.0469, aux.acc_seg: 95.5237, loss: 0.1226 2023-02-24 17:45:50,094 - mmseg - INFO - Iter [72700/160000] lr: 3.274e-05, eta: 20:00:54, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0262, aux.loss_ce: 0.0466, aux.acc_seg: 95.5562, loss: 0.1219 2023-02-24 17:46:33,359 - mmseg - INFO - Iter [72750/160000] lr: 3.272e-05, eta: 20:00:15, time: 0.865, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.0911, aux.loss_ce: 0.0479, aux.acc_seg: 95.5332, loss: 0.1218 2023-02-24 17:47:13,575 - mmseg - INFO - Iter [72800/160000] lr: 3.270e-05, eta: 19:59:33, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0247, aux.loss_ce: 0.0471, aux.acc_seg: 95.5550, loss: 0.1226 2023-02-24 17:47:53,923 - mmseg - INFO - Iter [72850/160000] lr: 3.268e-05, eta: 19:58:50, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0743, decode.acc_seg: 97.0634, aux.loss_ce: 0.0486, aux.acc_seg: 95.3770, loss: 0.1229 2023-02-24 17:48:34,401 - mmseg - INFO - Iter [72900/160000] lr: 3.266e-05, eta: 19:58:08, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0747, decode.acc_seg: 97.0972, aux.loss_ce: 0.0456, aux.acc_seg: 95.6998, loss: 0.1204 2023-02-24 17:49:17,501 - mmseg - INFO - Iter [72950/160000] lr: 3.264e-05, eta: 19:57:29, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0269, aux.loss_ce: 0.0478, aux.acc_seg: 95.4752, loss: 0.1235 2023-02-24 17:49:57,866 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 17:49:57,866 - mmseg - INFO - Iter [73000/160000] lr: 3.263e-05, eta: 19:56:47, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0743, decode.acc_seg: 97.0578, aux.loss_ce: 0.0448, aux.acc_seg: 95.7119, loss: 0.1190 2023-02-24 17:50:38,192 - mmseg - INFO - Iter [73050/160000] lr: 3.261e-05, eta: 19:56:04, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0731, decode.acc_seg: 97.1251, aux.loss_ce: 0.0481, aux.acc_seg: 95.4532, loss: 0.1212 2023-02-24 17:51:21,264 - mmseg - INFO - Iter [73100/160000] lr: 3.259e-05, eta: 19:55:25, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0751, decode.acc_seg: 97.0192, aux.loss_ce: 0.0467, aux.acc_seg: 95.5611, loss: 0.1218 2023-02-24 17:52:01,527 - mmseg - INFO - Iter [73150/160000] lr: 3.257e-05, eta: 19:54:43, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.1133, aux.loss_ce: 0.0489, aux.acc_seg: 95.3706, loss: 0.1225 2023-02-24 17:52:41,799 - mmseg - INFO - Iter [73200/160000] lr: 3.255e-05, eta: 19:54:00, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 96.9900, aux.loss_ce: 0.0483, aux.acc_seg: 95.4340, loss: 0.1249 2023-02-24 17:53:22,044 - mmseg - INFO - Iter [73250/160000] lr: 3.253e-05, eta: 19:53:18, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0746, decode.acc_seg: 97.0857, aux.loss_ce: 0.0473, aux.acc_seg: 95.5327, loss: 0.1219 2023-02-24 17:54:05,099 - mmseg - INFO - Iter [73300/160000] lr: 3.251e-05, eta: 19:52:39, time: 0.861, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0774, decode.acc_seg: 96.9537, aux.loss_ce: 0.0490, aux.acc_seg: 95.3635, loss: 0.1264 2023-02-24 17:54:45,852 - mmseg - INFO - Iter [73350/160000] lr: 3.249e-05, eta: 19:51:57, time: 0.815, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.2007, aux.loss_ce: 0.0455, aux.acc_seg: 95.6639, loss: 0.1161 2023-02-24 17:55:26,035 - mmseg - INFO - Iter [73400/160000] lr: 3.248e-05, eta: 19:51:14, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0190, aux.loss_ce: 0.0470, aux.acc_seg: 95.5822, loss: 0.1225 2023-02-24 17:56:06,237 - mmseg - INFO - Iter [73450/160000] lr: 3.246e-05, eta: 19:50:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0749, decode.acc_seg: 97.0361, aux.loss_ce: 0.0474, aux.acc_seg: 95.4662, loss: 0.1223 2023-02-24 17:56:49,976 - mmseg - INFO - Iter [73500/160000] lr: 3.244e-05, eta: 19:49:53, time: 0.875, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0791, decode.acc_seg: 96.8766, aux.loss_ce: 0.0468, aux.acc_seg: 95.5539, loss: 0.1260 2023-02-24 17:57:30,349 - mmseg - INFO - Iter [73550/160000] lr: 3.242e-05, eta: 19:49:11, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0796, decode.acc_seg: 96.9082, aux.loss_ce: 0.0481, aux.acc_seg: 95.4662, loss: 0.1277 2023-02-24 17:58:11,047 - mmseg - INFO - Iter [73600/160000] lr: 3.240e-05, eta: 19:48:29, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0732, decode.acc_seg: 97.0866, aux.loss_ce: 0.0450, aux.acc_seg: 95.7104, loss: 0.1181 2023-02-24 17:58:51,498 - mmseg - INFO - Iter [73650/160000] lr: 3.238e-05, eta: 19:47:47, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0749, decode.acc_seg: 97.0430, aux.loss_ce: 0.0453, aux.acc_seg: 95.6815, loss: 0.1203 2023-02-24 17:59:34,499 - mmseg - INFO - Iter [73700/160000] lr: 3.236e-05, eta: 19:47:07, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0799, decode.acc_seg: 96.8242, aux.loss_ce: 0.0476, aux.acc_seg: 95.4945, loss: 0.1275 2023-02-24 18:00:14,752 - mmseg - INFO - Iter [73750/160000] lr: 3.234e-05, eta: 19:46:25, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0726, decode.acc_seg: 97.1527, aux.loss_ce: 0.0465, aux.acc_seg: 95.6086, loss: 0.1192 2023-02-24 18:00:55,168 - mmseg - INFO - Iter [73800/160000] lr: 3.233e-05, eta: 19:45:43, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0745, decode.acc_seg: 97.0479, aux.loss_ce: 0.0462, aux.acc_seg: 95.6142, loss: 0.1207 2023-02-24 18:01:38,583 - mmseg - INFO - Iter [73850/160000] lr: 3.231e-05, eta: 19:45:04, time: 0.868, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0754, decode.acc_seg: 97.0440, aux.loss_ce: 0.0459, aux.acc_seg: 95.6593, loss: 0.1213 2023-02-24 18:02:19,376 - mmseg - INFO - Iter [73900/160000] lr: 3.229e-05, eta: 19:44:22, time: 0.816, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0773, decode.acc_seg: 96.9665, aux.loss_ce: 0.0494, aux.acc_seg: 95.3387, loss: 0.1267 2023-02-24 18:02:59,706 - mmseg - INFO - Iter [73950/160000] lr: 3.227e-05, eta: 19:43:40, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9674, aux.loss_ce: 0.0474, aux.acc_seg: 95.4881, loss: 0.1246 2023-02-24 18:03:39,976 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 18:03:39,977 - mmseg - INFO - Iter [74000/160000] lr: 3.225e-05, eta: 19:42:57, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0781, decode.acc_seg: 96.9007, aux.loss_ce: 0.0481, aux.acc_seg: 95.4207, loss: 0.1262 2023-02-24 18:04:23,946 - mmseg - INFO - Iter [74050/160000] lr: 3.223e-05, eta: 19:42:19, time: 0.879, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0600, aux.loss_ce: 0.0462, aux.acc_seg: 95.6254, loss: 0.1209 2023-02-24 18:05:04,168 - mmseg - INFO - Iter [74100/160000] lr: 3.221e-05, eta: 19:41:37, time: 0.804, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 96.9918, aux.loss_ce: 0.0472, aux.acc_seg: 95.5226, loss: 0.1228 2023-02-24 18:05:44,433 - mmseg - INFO - Iter [74150/160000] lr: 3.219e-05, eta: 19:40:54, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0747, decode.acc_seg: 97.0700, aux.loss_ce: 0.0457, aux.acc_seg: 95.6821, loss: 0.1204 2023-02-24 18:06:24,669 - mmseg - INFO - Iter [74200/160000] lr: 3.218e-05, eta: 19:40:12, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9835, aux.loss_ce: 0.0503, aux.acc_seg: 95.3695, loss: 0.1274 2023-02-24 18:07:07,637 - mmseg - INFO - Iter [74250/160000] lr: 3.216e-05, eta: 19:39:33, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0398, aux.loss_ce: 0.0476, aux.acc_seg: 95.4253, loss: 0.1223 2023-02-24 18:07:47,837 - mmseg - INFO - Iter [74300/160000] lr: 3.214e-05, eta: 19:38:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0400, aux.loss_ce: 0.0461, aux.acc_seg: 95.6301, loss: 0.1211 2023-02-24 18:08:28,180 - mmseg - INFO - Iter [74350/160000] lr: 3.212e-05, eta: 19:38:08, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2248, aux.loss_ce: 0.0470, aux.acc_seg: 95.5217, loss: 0.1171 2023-02-24 18:09:08,569 - mmseg - INFO - Iter [74400/160000] lr: 3.210e-05, eta: 19:37:26, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0772, decode.acc_seg: 96.9687, aux.loss_ce: 0.0478, aux.acc_seg: 95.5098, loss: 0.1250 2023-02-24 18:09:51,912 - mmseg - INFO - Iter [74450/160000] lr: 3.208e-05, eta: 19:36:47, time: 0.867, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0770, decode.acc_seg: 96.9595, aux.loss_ce: 0.0472, aux.acc_seg: 95.5380, loss: 0.1243 2023-02-24 18:10:32,385 - mmseg - INFO - Iter [74500/160000] lr: 3.206e-05, eta: 19:36:04, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0741, decode.acc_seg: 97.0928, aux.loss_ce: 0.0454, aux.acc_seg: 95.7086, loss: 0.1195 2023-02-24 18:11:12,569 - mmseg - INFO - Iter [74550/160000] lr: 3.204e-05, eta: 19:35:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0754, decode.acc_seg: 97.0266, aux.loss_ce: 0.0477, aux.acc_seg: 95.4688, loss: 0.1231 2023-02-24 18:11:55,491 - mmseg - INFO - Iter [74600/160000] lr: 3.203e-05, eta: 19:34:43, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0729, decode.acc_seg: 97.1098, aux.loss_ce: 0.0477, aux.acc_seg: 95.4758, loss: 0.1207 2023-02-24 18:12:35,988 - mmseg - INFO - Iter [74650/160000] lr: 3.201e-05, eta: 19:34:00, time: 0.810, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0791, decode.acc_seg: 96.8719, aux.loss_ce: 0.0481, aux.acc_seg: 95.4545, loss: 0.1272 2023-02-24 18:13:16,174 - mmseg - INFO - Iter [74700/160000] lr: 3.199e-05, eta: 19:33:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0798, decode.acc_seg: 96.8803, aux.loss_ce: 0.0489, aux.acc_seg: 95.4682, loss: 0.1287 2023-02-24 18:13:56,426 - mmseg - INFO - Iter [74750/160000] lr: 3.197e-05, eta: 19:32:36, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0783, decode.acc_seg: 96.9327, aux.loss_ce: 0.0493, aux.acc_seg: 95.4214, loss: 0.1276 2023-02-24 18:14:39,320 - mmseg - INFO - Iter [74800/160000] lr: 3.195e-05, eta: 19:31:56, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 97.0021, aux.loss_ce: 0.0481, aux.acc_seg: 95.4610, loss: 0.1252 2023-02-24 18:15:19,604 - mmseg - INFO - Iter [74850/160000] lr: 3.193e-05, eta: 19:31:14, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0630, aux.loss_ce: 0.0479, aux.acc_seg: 95.4722, loss: 0.1227 2023-02-24 18:15:59,897 - mmseg - INFO - Iter [74900/160000] lr: 3.191e-05, eta: 19:30:31, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0770, decode.acc_seg: 96.9603, aux.loss_ce: 0.0486, aux.acc_seg: 95.3472, loss: 0.1256 2023-02-24 18:16:40,189 - mmseg - INFO - Iter [74950/160000] lr: 3.189e-05, eta: 19:29:49, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0767, decode.acc_seg: 96.9920, aux.loss_ce: 0.0488, aux.acc_seg: 95.4084, loss: 0.1255 2023-02-24 18:17:23,496 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 18:17:23,496 - mmseg - INFO - Iter [75000/160000] lr: 3.188e-05, eta: 19:29:10, time: 0.866, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0730, decode.acc_seg: 97.0998, aux.loss_ce: 0.0470, aux.acc_seg: 95.5051, loss: 0.1200 2023-02-24 18:18:03,764 - mmseg - INFO - Iter [75050/160000] lr: 3.186e-05, eta: 19:28:28, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0787, decode.acc_seg: 96.9156, aux.loss_ce: 0.0477, aux.acc_seg: 95.4514, loss: 0.1264 2023-02-24 18:18:44,095 - mmseg - INFO - Iter [75100/160000] lr: 3.184e-05, eta: 19:27:45, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0731, decode.acc_seg: 97.1172, aux.loss_ce: 0.0463, aux.acc_seg: 95.5798, loss: 0.1194 2023-02-24 18:19:27,329 - mmseg - INFO - Iter [75150/160000] lr: 3.182e-05, eta: 19:27:06, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1473, aux.loss_ce: 0.0441, aux.acc_seg: 95.7756, loss: 0.1166 2023-02-24 18:20:07,569 - mmseg - INFO - Iter [75200/160000] lr: 3.180e-05, eta: 19:26:24, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0743, decode.acc_seg: 97.0314, aux.loss_ce: 0.0462, aux.acc_seg: 95.5787, loss: 0.1205 2023-02-24 18:20:47,870 - mmseg - INFO - Iter [75250/160000] lr: 3.178e-05, eta: 19:25:42, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0778, decode.acc_seg: 96.9762, aux.loss_ce: 0.0484, aux.acc_seg: 95.4636, loss: 0.1261 2023-02-24 18:21:28,103 - mmseg - INFO - Iter [75300/160000] lr: 3.176e-05, eta: 19:24:59, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0730, decode.acc_seg: 97.0782, aux.loss_ce: 0.0470, aux.acc_seg: 95.5165, loss: 0.1201 2023-02-24 18:22:11,218 - mmseg - INFO - Iter [75350/160000] lr: 3.174e-05, eta: 19:24:20, time: 0.862, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0427, aux.loss_ce: 0.0466, aux.acc_seg: 95.5865, loss: 0.1220 2023-02-24 18:22:51,606 - mmseg - INFO - Iter [75400/160000] lr: 3.173e-05, eta: 19:23:38, time: 0.808, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0742, decode.acc_seg: 97.0832, aux.loss_ce: 0.0467, aux.acc_seg: 95.5988, loss: 0.1209 2023-02-24 18:23:32,065 - mmseg - INFO - Iter [75450/160000] lr: 3.171e-05, eta: 19:22:56, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0803, decode.acc_seg: 96.8308, aux.loss_ce: 0.0501, aux.acc_seg: 95.2709, loss: 0.1304 2023-02-24 18:24:12,355 - mmseg - INFO - Iter [75500/160000] lr: 3.169e-05, eta: 19:22:13, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0762, decode.acc_seg: 96.9756, aux.loss_ce: 0.0461, aux.acc_seg: 95.6471, loss: 0.1223 2023-02-24 18:24:55,450 - mmseg - INFO - Iter [75550/160000] lr: 3.167e-05, eta: 19:21:34, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1673, aux.loss_ce: 0.0451, aux.acc_seg: 95.6769, loss: 0.1165 2023-02-24 18:25:35,774 - mmseg - INFO - Iter [75600/160000] lr: 3.165e-05, eta: 19:20:52, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0720, decode.acc_seg: 97.1404, aux.loss_ce: 0.0470, aux.acc_seg: 95.5128, loss: 0.1191 2023-02-24 18:26:16,586 - mmseg - INFO - Iter [75650/160000] lr: 3.163e-05, eta: 19:20:10, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0795, aux.loss_ce: 0.0485, aux.acc_seg: 95.4184, loss: 0.1229 2023-02-24 18:26:57,507 - mmseg - INFO - Iter [75700/160000] lr: 3.161e-05, eta: 19:19:28, time: 0.818, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0770, decode.acc_seg: 96.9534, aux.loss_ce: 0.0484, aux.acc_seg: 95.3930, loss: 0.1254 2023-02-24 18:27:41,384 - mmseg - INFO - Iter [75750/160000] lr: 3.159e-05, eta: 19:18:50, time: 0.878, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0777, decode.acc_seg: 96.9390, aux.loss_ce: 0.0482, aux.acc_seg: 95.4524, loss: 0.1259 2023-02-24 18:28:22,031 - mmseg - INFO - Iter [75800/160000] lr: 3.158e-05, eta: 19:18:08, time: 0.813, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0734, decode.acc_seg: 97.1187, aux.loss_ce: 0.0470, aux.acc_seg: 95.5453, loss: 0.1204 2023-02-24 18:29:02,389 - mmseg - INFO - Iter [75850/160000] lr: 3.156e-05, eta: 19:17:26, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0758, decode.acc_seg: 97.0399, aux.loss_ce: 0.0479, aux.acc_seg: 95.5207, loss: 0.1236 2023-02-24 18:29:45,520 - mmseg - INFO - Iter [75900/160000] lr: 3.154e-05, eta: 19:16:46, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0400, aux.loss_ce: 0.0462, aux.acc_seg: 95.5373, loss: 0.1206 2023-02-24 18:30:25,804 - mmseg - INFO - Iter [75950/160000] lr: 3.152e-05, eta: 19:16:04, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0610, aux.loss_ce: 0.0482, aux.acc_seg: 95.4692, loss: 0.1234 2023-02-24 18:31:06,105 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 18:31:06,105 - mmseg - INFO - Iter [76000/160000] lr: 3.150e-05, eta: 19:15:22, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.1245, aux.loss_ce: 0.0465, aux.acc_seg: 95.6058, loss: 0.1200 2023-02-24 18:31:46,919 - mmseg - INFO - Iter [76050/160000] lr: 3.148e-05, eta: 19:14:40, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1329, aux.loss_ce: 0.0445, aux.acc_seg: 95.7434, loss: 0.1162 2023-02-24 18:32:30,025 - mmseg - INFO - Iter [76100/160000] lr: 3.146e-05, eta: 19:14:01, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0719, decode.acc_seg: 97.1533, aux.loss_ce: 0.0466, aux.acc_seg: 95.5971, loss: 0.1185 2023-02-24 18:33:10,271 - mmseg - INFO - Iter [76150/160000] lr: 3.144e-05, eta: 19:13:18, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 96.9560, aux.loss_ce: 0.0464, aux.acc_seg: 95.6161, loss: 0.1221 2023-02-24 18:33:50,674 - mmseg - INFO - Iter [76200/160000] lr: 3.143e-05, eta: 19:12:36, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0761, decode.acc_seg: 96.9910, aux.loss_ce: 0.0475, aux.acc_seg: 95.5950, loss: 0.1237 2023-02-24 18:34:30,958 - mmseg - INFO - Iter [76250/160000] lr: 3.141e-05, eta: 19:11:54, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0803, decode.acc_seg: 96.9627, aux.loss_ce: 0.0470, aux.acc_seg: 95.5825, loss: 0.1273 2023-02-24 18:35:14,969 - mmseg - INFO - Iter [76300/160000] lr: 3.139e-05, eta: 19:11:16, time: 0.880, data_time: 0.087, memory: 21800, decode.loss_ce: 0.0718, decode.acc_seg: 97.1693, aux.loss_ce: 0.0466, aux.acc_seg: 95.5330, loss: 0.1184 2023-02-24 18:35:55,220 - mmseg - INFO - Iter [76350/160000] lr: 3.137e-05, eta: 19:10:33, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0760, decode.acc_seg: 96.9787, aux.loss_ce: 0.0477, aux.acc_seg: 95.4996, loss: 0.1237 2023-02-24 18:36:35,517 - mmseg - INFO - Iter [76400/160000] lr: 3.135e-05, eta: 19:09:51, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0779, decode.acc_seg: 96.9334, aux.loss_ce: 0.0502, aux.acc_seg: 95.2645, loss: 0.1281 2023-02-24 18:37:18,567 - mmseg - INFO - Iter [76450/160000] lr: 3.133e-05, eta: 19:09:12, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0763, decode.acc_seg: 97.0093, aux.loss_ce: 0.0504, aux.acc_seg: 95.2794, loss: 0.1267 2023-02-24 18:37:58,821 - mmseg - INFO - Iter [76500/160000] lr: 3.131e-05, eta: 19:08:29, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0900, aux.loss_ce: 0.0470, aux.acc_seg: 95.5583, loss: 0.1218 2023-02-24 18:38:39,242 - mmseg - INFO - Iter [76550/160000] lr: 3.129e-05, eta: 19:07:47, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0752, decode.acc_seg: 96.9871, aux.loss_ce: 0.0469, aux.acc_seg: 95.4713, loss: 0.1221 2023-02-24 18:39:19,454 - mmseg - INFO - Iter [76600/160000] lr: 3.128e-05, eta: 19:07:05, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0730, decode.acc_seg: 97.1489, aux.loss_ce: 0.0469, aux.acc_seg: 95.5219, loss: 0.1200 2023-02-24 18:40:02,588 - mmseg - INFO - Iter [76650/160000] lr: 3.126e-05, eta: 19:06:25, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0725, decode.acc_seg: 97.1265, aux.loss_ce: 0.0446, aux.acc_seg: 95.7994, loss: 0.1171 2023-02-24 18:40:43,059 - mmseg - INFO - Iter [76700/160000] lr: 3.124e-05, eta: 19:05:43, time: 0.809, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.1040, aux.loss_ce: 0.0456, aux.acc_seg: 95.7120, loss: 0.1195 2023-02-24 18:41:23,315 - mmseg - INFO - Iter [76750/160000] lr: 3.122e-05, eta: 19:05:01, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0746, decode.acc_seg: 97.0412, aux.loss_ce: 0.0477, aux.acc_seg: 95.4566, loss: 0.1223 2023-02-24 18:42:03,781 - mmseg - INFO - Iter [76800/160000] lr: 3.120e-05, eta: 19:04:19, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0728, decode.acc_seg: 97.1290, aux.loss_ce: 0.0467, aux.acc_seg: 95.5319, loss: 0.1195 2023-02-24 18:42:46,793 - mmseg - INFO - Iter [76850/160000] lr: 3.118e-05, eta: 19:03:39, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0737, decode.acc_seg: 97.0782, aux.loss_ce: 0.0465, aux.acc_seg: 95.5841, loss: 0.1202 2023-02-24 18:43:27,647 - mmseg - INFO - Iter [76900/160000] lr: 3.116e-05, eta: 19:02:58, time: 0.817, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0737, decode.acc_seg: 97.0874, aux.loss_ce: 0.0450, aux.acc_seg: 95.7201, loss: 0.1187 2023-02-24 18:44:07,859 - mmseg - INFO - Iter [76950/160000] lr: 3.114e-05, eta: 19:02:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0725, decode.acc_seg: 97.1056, aux.loss_ce: 0.0479, aux.acc_seg: 95.4432, loss: 0.1204 2023-02-24 18:44:48,078 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 18:44:48,078 - mmseg - INFO - Iter [77000/160000] lr: 3.113e-05, eta: 19:01:33, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0745, decode.acc_seg: 97.0767, aux.loss_ce: 0.0475, aux.acc_seg: 95.4877, loss: 0.1220 2023-02-24 18:45:31,312 - mmseg - INFO - Iter [77050/160000] lr: 3.111e-05, eta: 19:00:54, time: 0.865, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0716, decode.acc_seg: 97.1493, aux.loss_ce: 0.0457, aux.acc_seg: 95.6752, loss: 0.1173 2023-02-24 18:46:11,563 - mmseg - INFO - Iter [77100/160000] lr: 3.109e-05, eta: 19:00:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0762, decode.acc_seg: 97.0091, aux.loss_ce: 0.0475, aux.acc_seg: 95.5172, loss: 0.1237 2023-02-24 18:46:51,799 - mmseg - INFO - Iter [77150/160000] lr: 3.107e-05, eta: 18:59:29, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.0533, aux.loss_ce: 0.0486, aux.acc_seg: 95.3903, loss: 0.1227 2023-02-24 18:47:35,969 - mmseg - INFO - Iter [77200/160000] lr: 3.105e-05, eta: 18:58:51, time: 0.883, data_time: 0.090, memory: 21800, decode.loss_ce: 0.0732, decode.acc_seg: 97.1035, aux.loss_ce: 0.0470, aux.acc_seg: 95.5576, loss: 0.1202 2023-02-24 18:48:16,175 - mmseg - INFO - Iter [77250/160000] lr: 3.103e-05, eta: 18:58:09, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0749, decode.acc_seg: 97.0365, aux.loss_ce: 0.0464, aux.acc_seg: 95.5945, loss: 0.1213 2023-02-24 18:48:56,399 - mmseg - INFO - Iter [77300/160000] lr: 3.101e-05, eta: 18:57:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0722, decode.acc_seg: 97.1273, aux.loss_ce: 0.0465, aux.acc_seg: 95.5579, loss: 0.1187 2023-02-24 18:49:36,607 - mmseg - INFO - Iter [77350/160000] lr: 3.099e-05, eta: 18:56:44, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0732, decode.acc_seg: 97.1238, aux.loss_ce: 0.0455, aux.acc_seg: 95.6861, loss: 0.1187 2023-02-24 18:50:19,763 - mmseg - INFO - Iter [77400/160000] lr: 3.098e-05, eta: 18:56:05, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1175, aux.loss_ce: 0.0459, aux.acc_seg: 95.6152, loss: 0.1182 2023-02-24 18:51:00,010 - mmseg - INFO - Iter [77450/160000] lr: 3.096e-05, eta: 18:55:22, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1923, aux.loss_ce: 0.0445, aux.acc_seg: 95.8071, loss: 0.1159 2023-02-24 18:51:40,328 - mmseg - INFO - Iter [77500/160000] lr: 3.094e-05, eta: 18:54:40, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0721, decode.acc_seg: 97.1399, aux.loss_ce: 0.0445, aux.acc_seg: 95.7594, loss: 0.1165 2023-02-24 18:52:20,636 - mmseg - INFO - Iter [77550/160000] lr: 3.092e-05, eta: 18:53:58, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0716, decode.acc_seg: 97.1741, aux.loss_ce: 0.0459, aux.acc_seg: 95.6601, loss: 0.1175 2023-02-24 18:53:03,828 - mmseg - INFO - Iter [77600/160000] lr: 3.090e-05, eta: 18:53:18, time: 0.864, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0807, decode.acc_seg: 96.8370, aux.loss_ce: 0.0462, aux.acc_seg: 95.6448, loss: 0.1269 2023-02-24 18:53:44,049 - mmseg - INFO - Iter [77650/160000] lr: 3.088e-05, eta: 18:52:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0780, decode.acc_seg: 96.9616, aux.loss_ce: 0.0488, aux.acc_seg: 95.4217, loss: 0.1268 2023-02-24 18:54:24,275 - mmseg - INFO - Iter [77700/160000] lr: 3.086e-05, eta: 18:51:54, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1765, aux.loss_ce: 0.0455, aux.acc_seg: 95.6894, loss: 0.1172 2023-02-24 18:55:07,343 - mmseg - INFO - Iter [77750/160000] lr: 3.084e-05, eta: 18:51:14, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0710, decode.acc_seg: 97.1767, aux.loss_ce: 0.0452, aux.acc_seg: 95.6781, loss: 0.1161 2023-02-24 18:55:47,677 - mmseg - INFO - Iter [77800/160000] lr: 3.083e-05, eta: 18:50:32, time: 0.807, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0739, decode.acc_seg: 97.0712, aux.loss_ce: 0.0463, aux.acc_seg: 95.6213, loss: 0.1202 2023-02-24 18:56:28,143 - mmseg - INFO - Iter [77850/160000] lr: 3.081e-05, eta: 18:49:50, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0710, decode.acc_seg: 97.1687, aux.loss_ce: 0.0461, aux.acc_seg: 95.5835, loss: 0.1171 2023-02-24 18:57:08,507 - mmseg - INFO - Iter [77900/160000] lr: 3.079e-05, eta: 18:49:08, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0064, aux.loss_ce: 0.0462, aux.acc_seg: 95.6238, loss: 0.1219 2023-02-24 18:57:51,806 - mmseg - INFO - Iter [77950/160000] lr: 3.077e-05, eta: 18:48:29, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0733, decode.acc_seg: 97.0986, aux.loss_ce: 0.0459, aux.acc_seg: 95.7078, loss: 0.1193 2023-02-24 18:58:32,042 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 18:58:32,473 - mmseg - INFO - Iter [78000/160000] lr: 3.075e-05, eta: 18:47:46, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0745, decode.acc_seg: 97.0780, aux.loss_ce: 0.0479, aux.acc_seg: 95.4497, loss: 0.1224 2023-02-24 18:59:12,789 - mmseg - INFO - Iter [78050/160000] lr: 3.073e-05, eta: 18:47:05, time: 0.815, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0709, decode.acc_seg: 97.1822, aux.loss_ce: 0.0440, aux.acc_seg: 95.7505, loss: 0.1150 2023-02-24 18:59:53,120 - mmseg - INFO - Iter [78100/160000] lr: 3.071e-05, eta: 18:46:22, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1720, aux.loss_ce: 0.0454, aux.acc_seg: 95.6727, loss: 0.1165 2023-02-24 19:00:36,115 - mmseg - INFO - Iter [78150/160000] lr: 3.069e-05, eta: 18:45:43, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0689, decode.acc_seg: 97.2547, aux.loss_ce: 0.0444, aux.acc_seg: 95.7545, loss: 0.1133 2023-02-24 19:01:16,297 - mmseg - INFO - Iter [78200/160000] lr: 3.068e-05, eta: 18:45:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.1968, aux.loss_ce: 0.0445, aux.acc_seg: 95.7565, loss: 0.1151 2023-02-24 19:01:56,475 - mmseg - INFO - Iter [78250/160000] lr: 3.066e-05, eta: 18:44:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0195, aux.loss_ce: 0.0470, aux.acc_seg: 95.5058, loss: 0.1224 2023-02-24 19:02:36,672 - mmseg - INFO - Iter [78300/160000] lr: 3.064e-05, eta: 18:43:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0800, decode.acc_seg: 96.8748, aux.loss_ce: 0.0491, aux.acc_seg: 95.3531, loss: 0.1291 2023-02-24 19:03:19,614 - mmseg - INFO - Iter [78350/160000] lr: 3.062e-05, eta: 18:42:56, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0583, aux.loss_ce: 0.0466, aux.acc_seg: 95.6623, loss: 0.1219 2023-02-24 19:03:59,809 - mmseg - INFO - Iter [78400/160000] lr: 3.060e-05, eta: 18:42:14, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0920, aux.loss_ce: 0.0455, aux.acc_seg: 95.6665, loss: 0.1203 2023-02-24 19:04:40,162 - mmseg - INFO - Iter [78450/160000] lr: 3.058e-05, eta: 18:41:32, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0732, decode.acc_seg: 97.1267, aux.loss_ce: 0.0470, aux.acc_seg: 95.5750, loss: 0.1202 2023-02-24 19:05:23,152 - mmseg - INFO - Iter [78500/160000] lr: 3.056e-05, eta: 18:40:52, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.0632, aux.loss_ce: 0.0449, aux.acc_seg: 95.7046, loss: 0.1189 2023-02-24 19:06:03,383 - mmseg - INFO - Iter [78550/160000] lr: 3.054e-05, eta: 18:40:10, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1728, aux.loss_ce: 0.0449, aux.acc_seg: 95.7142, loss: 0.1163 2023-02-24 19:06:43,658 - mmseg - INFO - Iter [78600/160000] lr: 3.053e-05, eta: 18:39:28, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1959, aux.loss_ce: 0.0479, aux.acc_seg: 95.4651, loss: 0.1193 2023-02-24 19:07:23,944 - mmseg - INFO - Iter [78650/160000] lr: 3.051e-05, eta: 18:38:45, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0728, decode.acc_seg: 97.1012, aux.loss_ce: 0.0461, aux.acc_seg: 95.6130, loss: 0.1189 2023-02-24 19:08:06,984 - mmseg - INFO - Iter [78700/160000] lr: 3.049e-05, eta: 18:38:06, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.0497, aux.loss_ce: 0.0447, aux.acc_seg: 95.7243, loss: 0.1182 2023-02-24 19:08:47,267 - mmseg - INFO - Iter [78750/160000] lr: 3.047e-05, eta: 18:37:24, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0747, decode.acc_seg: 97.0354, aux.loss_ce: 0.0470, aux.acc_seg: 95.5408, loss: 0.1218 2023-02-24 19:09:28,208 - mmseg - INFO - Iter [78800/160000] lr: 3.045e-05, eta: 18:36:42, time: 0.819, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0749, decode.acc_seg: 97.0301, aux.loss_ce: 0.0474, aux.acc_seg: 95.4643, loss: 0.1223 2023-02-24 19:10:08,482 - mmseg - INFO - Iter [78850/160000] lr: 3.043e-05, eta: 18:36:00, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1269, aux.loss_ce: 0.0448, aux.acc_seg: 95.7664, loss: 0.1172 2023-02-24 19:10:52,006 - mmseg - INFO - Iter [78900/160000] lr: 3.041e-05, eta: 18:35:21, time: 0.870, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0747, decode.acc_seg: 97.0498, aux.loss_ce: 0.0463, aux.acc_seg: 95.5635, loss: 0.1211 2023-02-24 19:11:32,257 - mmseg - INFO - Iter [78950/160000] lr: 3.039e-05, eta: 18:34:39, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0350, aux.loss_ce: 0.0478, aux.acc_seg: 95.4870, loss: 0.1233 2023-02-24 19:12:12,544 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 19:12:12,544 - mmseg - INFO - Iter [79000/160000] lr: 3.038e-05, eta: 18:33:56, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 96.9953, aux.loss_ce: 0.0469, aux.acc_seg: 95.5727, loss: 0.1234 2023-02-24 19:12:53,124 - mmseg - INFO - Iter [79050/160000] lr: 3.036e-05, eta: 18:33:14, time: 0.812, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1878, aux.loss_ce: 0.0448, aux.acc_seg: 95.7927, loss: 0.1159 2023-02-24 19:13:36,115 - mmseg - INFO - Iter [79100/160000] lr: 3.034e-05, eta: 18:32:35, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2482, aux.loss_ce: 0.0462, aux.acc_seg: 95.6010, loss: 0.1158 2023-02-24 19:14:16,297 - mmseg - INFO - Iter [79150/160000] lr: 3.032e-05, eta: 18:31:53, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2754, aux.loss_ce: 0.0444, aux.acc_seg: 95.7512, loss: 0.1130 2023-02-24 19:14:56,517 - mmseg - INFO - Iter [79200/160000] lr: 3.030e-05, eta: 18:31:10, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0703, decode.acc_seg: 97.2129, aux.loss_ce: 0.0439, aux.acc_seg: 95.8472, loss: 0.1142 2023-02-24 19:15:39,916 - mmseg - INFO - Iter [79250/160000] lr: 3.028e-05, eta: 18:30:31, time: 0.868, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0790, decode.acc_seg: 96.9260, aux.loss_ce: 0.0497, aux.acc_seg: 95.3370, loss: 0.1287 2023-02-24 19:16:20,245 - mmseg - INFO - Iter [79300/160000] lr: 3.026e-05, eta: 18:29:49, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0726, decode.acc_seg: 97.1122, aux.loss_ce: 0.0457, aux.acc_seg: 95.6466, loss: 0.1183 2023-02-24 19:17:00,428 - mmseg - INFO - Iter [79350/160000] lr: 3.024e-05, eta: 18:29:07, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2122, aux.loss_ce: 0.0446, aux.acc_seg: 95.6988, loss: 0.1140 2023-02-24 19:17:40,883 - mmseg - INFO - Iter [79400/160000] lr: 3.023e-05, eta: 18:28:25, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0765, decode.acc_seg: 96.9868, aux.loss_ce: 0.0475, aux.acc_seg: 95.4798, loss: 0.1240 2023-02-24 19:18:24,038 - mmseg - INFO - Iter [79450/160000] lr: 3.021e-05, eta: 18:27:45, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2705, aux.loss_ce: 0.0434, aux.acc_seg: 95.8579, loss: 0.1118 2023-02-24 19:19:04,244 - mmseg - INFO - Iter [79500/160000] lr: 3.019e-05, eta: 18:27:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0721, decode.acc_seg: 97.1335, aux.loss_ce: 0.0448, aux.acc_seg: 95.7378, loss: 0.1169 2023-02-24 19:19:44,537 - mmseg - INFO - Iter [79550/160000] lr: 3.017e-05, eta: 18:26:21, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0726, decode.acc_seg: 97.1354, aux.loss_ce: 0.0476, aux.acc_seg: 95.4969, loss: 0.1203 2023-02-24 19:20:24,818 - mmseg - INFO - Iter [79600/160000] lr: 3.015e-05, eta: 18:25:38, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0689, decode.acc_seg: 97.2580, aux.loss_ce: 0.0451, aux.acc_seg: 95.7271, loss: 0.1140 2023-02-24 19:21:08,121 - mmseg - INFO - Iter [79650/160000] lr: 3.013e-05, eta: 18:24:59, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0722, decode.acc_seg: 97.1450, aux.loss_ce: 0.0454, aux.acc_seg: 95.6584, loss: 0.1175 2023-02-24 19:21:48,305 - mmseg - INFO - Iter [79700/160000] lr: 3.011e-05, eta: 18:24:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.1893, aux.loss_ce: 0.0467, aux.acc_seg: 95.5851, loss: 0.1175 2023-02-24 19:22:28,639 - mmseg - INFO - Iter [79750/160000] lr: 3.009e-05, eta: 18:23:35, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0749, decode.acc_seg: 97.0341, aux.loss_ce: 0.0475, aux.acc_seg: 95.5087, loss: 0.1224 2023-02-24 19:23:11,664 - mmseg - INFO - Iter [79800/160000] lr: 3.008e-05, eta: 18:22:55, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0697, decode.acc_seg: 97.2332, aux.loss_ce: 0.0451, aux.acc_seg: 95.6653, loss: 0.1148 2023-02-24 19:23:52,108 - mmseg - INFO - Iter [79850/160000] lr: 3.006e-05, eta: 18:22:13, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1486, aux.loss_ce: 0.0465, aux.acc_seg: 95.5071, loss: 0.1182 2023-02-24 19:24:32,347 - mmseg - INFO - Iter [79900/160000] lr: 3.004e-05, eta: 18:21:31, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0752, decode.acc_seg: 97.0809, aux.loss_ce: 0.0478, aux.acc_seg: 95.5137, loss: 0.1230 2023-02-24 19:25:12,573 - mmseg - INFO - Iter [79950/160000] lr: 3.002e-05, eta: 18:20:49, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0745, decode.acc_seg: 97.0459, aux.loss_ce: 0.0468, aux.acc_seg: 95.5438, loss: 0.1213 2023-02-24 19:25:57,223 - mmseg - INFO - Saving checkpoint at 80000 iterations 2023-02-24 19:25:58,663 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 19:25:58,665 - mmseg - INFO - Iter [80000/160000] lr: 3.000e-05, eta: 18:20:12, time: 0.922, data_time: 0.099, memory: 21800, decode.loss_ce: 0.0709, decode.acc_seg: 97.2300, aux.loss_ce: 0.0449, aux.acc_seg: 95.7642, loss: 0.1158 2023-02-24 19:26:50,668 - mmseg - INFO - per class results: 2023-02-24 19:26:50,674 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.53 | 99.19 | | sidewalk | 87.56 | 93.99 | | building | 93.45 | 96.48 | | wall | 59.87 | 66.16 | | fence | 67.03 | 73.82 | | pole | 71.15 | 83.11 | | traffic light | 74.53 | 85.87 | | traffic sign | 83.53 | 90.93 | | vegetation | 93.02 | 97.15 | | terrain | 67.94 | 79.18 | | sky | 95.02 | 98.68 | | person | 84.51 | 92.89 | | rider | 64.49 | 72.94 | | car | 96.05 | 98.32 | | truck | 83.05 | 92.34 | | bus | 92.39 | 93.85 | | train | 87.73 | 91.76 | | motorcycle | 69.82 | 82.04 | | bicycle | 80.68 | 88.53 | +---------------+-------+-------+ 2023-02-24 19:26:50,675 - mmseg - INFO - Summary: 2023-02-24 19:26:50,675 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 96.67 | 81.6 | 88.27 | +-------+------+-------+ 2023-02-24 19:26:50,682 - mmseg - INFO - The previous best checkpoint /apdcephfs/share_1364275/yuanfengji/project/DiffSeg/local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20/best_mIoU_iter_48000.pth was removed 2023-02-24 19:26:51,962 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_80000.pth. 2023-02-24 19:26:51,963 - mmseg - INFO - Best mIoU is 0.8160 at 80000 iter. 2023-02-24 19:26:51,964 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 19:26:51,964 - mmseg - INFO - Iter(val) [125] aAcc: 0.9667, mIoU: 0.8160, mAcc: 0.8827, IoU.road: 0.9853, IoU.sidewalk: 0.8756, IoU.building: 0.9345, IoU.wall: 0.5987, IoU.fence: 0.6703, IoU.pole: 0.7115, IoU.traffic light: 0.7453, IoU.traffic sign: 0.8353, IoU.vegetation: 0.9302, IoU.terrain: 0.6794, IoU.sky: 0.9502, IoU.person: 0.8451, IoU.rider: 0.6449, IoU.car: 0.9605, IoU.truck: 0.8305, IoU.bus: 0.9239, IoU.train: 0.8773, IoU.motorcycle: 0.6982, IoU.bicycle: 0.8068, Acc.road: 0.9919, Acc.sidewalk: 0.9399, Acc.building: 0.9648, Acc.wall: 0.6616, Acc.fence: 0.7382, Acc.pole: 0.8311, Acc.traffic light: 0.8587, Acc.traffic sign: 0.9093, Acc.vegetation: 0.9715, Acc.terrain: 0.7918, Acc.sky: 0.9868, Acc.person: 0.9289, Acc.rider: 0.7294, Acc.car: 0.9832, Acc.truck: 0.9234, Acc.bus: 0.9385, Acc.train: 0.9176, Acc.motorcycle: 0.8204, Acc.bicycle: 0.8853 2023-02-24 19:27:32,194 - mmseg - INFO - Iter [80050/160000] lr: 2.998e-05, eta: 18:20:23, time: 1.870, data_time: 1.076, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1457, aux.loss_ce: 0.0452, aux.acc_seg: 95.6530, loss: 0.1168 2023-02-24 19:28:12,497 - mmseg - INFO - Iter [80100/160000] lr: 2.996e-05, eta: 18:19:41, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.0703, aux.loss_ce: 0.0468, aux.acc_seg: 95.5658, loss: 0.1208 2023-02-24 19:28:52,771 - mmseg - INFO - Iter [80150/160000] lr: 2.994e-05, eta: 18:18:59, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0704, decode.acc_seg: 97.2225, aux.loss_ce: 0.0449, aux.acc_seg: 95.7236, loss: 0.1153 2023-02-24 19:29:36,463 - mmseg - INFO - Iter [80200/160000] lr: 2.993e-05, eta: 18:18:20, time: 0.874, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0795, decode.acc_seg: 96.8563, aux.loss_ce: 0.0481, aux.acc_seg: 95.4092, loss: 0.1276 2023-02-24 19:30:16,755 - mmseg - INFO - Iter [80250/160000] lr: 2.991e-05, eta: 18:17:37, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0710, decode.acc_seg: 97.1506, aux.loss_ce: 0.0439, aux.acc_seg: 95.7435, loss: 0.1148 2023-02-24 19:30:57,015 - mmseg - INFO - Iter [80300/160000] lr: 2.989e-05, eta: 18:16:55, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1990, aux.loss_ce: 0.0438, aux.acc_seg: 95.8092, loss: 0.1145 2023-02-24 19:31:37,217 - mmseg - INFO - Iter [80350/160000] lr: 2.987e-05, eta: 18:16:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.1085, aux.loss_ce: 0.0453, aux.acc_seg: 95.7194, loss: 0.1193 2023-02-24 19:32:20,136 - mmseg - INFO - Iter [80400/160000] lr: 2.985e-05, eta: 18:15:33, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1208, aux.loss_ce: 0.0476, aux.acc_seg: 95.5805, loss: 0.1201 2023-02-24 19:33:00,528 - mmseg - INFO - Iter [80450/160000] lr: 2.983e-05, eta: 18:14:51, time: 0.808, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0859, decode.acc_seg: 96.7147, aux.loss_ce: 0.0478, aux.acc_seg: 95.4505, loss: 0.1336 2023-02-24 19:33:40,782 - mmseg - INFO - Iter [80500/160000] lr: 2.981e-05, eta: 18:14:09, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0736, decode.acc_seg: 97.1188, aux.loss_ce: 0.0456, aux.acc_seg: 95.6767, loss: 0.1192 2023-02-24 19:34:24,045 - mmseg - INFO - Iter [80550/160000] lr: 2.979e-05, eta: 18:13:29, time: 0.865, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0772, decode.acc_seg: 96.9702, aux.loss_ce: 0.0461, aux.acc_seg: 95.6316, loss: 0.1233 2023-02-24 19:35:04,237 - mmseg - INFO - Iter [80600/160000] lr: 2.978e-05, eta: 18:12:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0719, decode.acc_seg: 97.1807, aux.loss_ce: 0.0449, aux.acc_seg: 95.7532, loss: 0.1168 2023-02-24 19:35:44,586 - mmseg - INFO - Iter [80650/160000] lr: 2.976e-05, eta: 18:12:05, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0721, decode.acc_seg: 97.1465, aux.loss_ce: 0.0468, aux.acc_seg: 95.5226, loss: 0.1189 2023-02-24 19:36:24,873 - mmseg - INFO - Iter [80700/160000] lr: 2.974e-05, eta: 18:11:22, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0751, decode.acc_seg: 97.0266, aux.loss_ce: 0.0471, aux.acc_seg: 95.5595, loss: 0.1222 2023-02-24 19:37:08,015 - mmseg - INFO - Iter [80750/160000] lr: 2.972e-05, eta: 18:10:43, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9749, aux.loss_ce: 0.0466, aux.acc_seg: 95.5513, loss: 0.1238 2023-02-24 19:37:48,550 - mmseg - INFO - Iter [80800/160000] lr: 2.970e-05, eta: 18:10:01, time: 0.811, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0767, decode.acc_seg: 96.9765, aux.loss_ce: 0.0472, aux.acc_seg: 95.5212, loss: 0.1239 2023-02-24 19:38:28,826 - mmseg - INFO - Iter [80850/160000] lr: 2.968e-05, eta: 18:09:19, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0732, decode.acc_seg: 97.1026, aux.loss_ce: 0.0458, aux.acc_seg: 95.6352, loss: 0.1190 2023-02-24 19:39:09,097 - mmseg - INFO - Iter [80900/160000] lr: 2.966e-05, eta: 18:08:36, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0477, aux.loss_ce: 0.0469, aux.acc_seg: 95.5831, loss: 0.1224 2023-02-24 19:39:52,128 - mmseg - INFO - Iter [80950/160000] lr: 2.964e-05, eta: 18:07:57, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0738, decode.acc_seg: 97.0881, aux.loss_ce: 0.0494, aux.acc_seg: 95.3640, loss: 0.1232 2023-02-24 19:40:32,541 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 19:40:32,541 - mmseg - INFO - Iter [81000/160000] lr: 2.963e-05, eta: 18:07:15, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0733, decode.acc_seg: 97.0591, aux.loss_ce: 0.0450, aux.acc_seg: 95.6939, loss: 0.1183 2023-02-24 19:41:12,880 - mmseg - INFO - Iter [81050/160000] lr: 2.961e-05, eta: 18:06:32, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0712, decode.acc_seg: 97.1764, aux.loss_ce: 0.0454, aux.acc_seg: 95.6650, loss: 0.1166 2023-02-24 19:41:57,125 - mmseg - INFO - Iter [81100/160000] lr: 2.959e-05, eta: 18:05:54, time: 0.885, data_time: 0.088, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.0876, aux.loss_ce: 0.0450, aux.acc_seg: 95.7283, loss: 0.1190 2023-02-24 19:42:37,307 - mmseg - INFO - Iter [81150/160000] lr: 2.957e-05, eta: 18:05:12, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0744, decode.acc_seg: 97.0581, aux.loss_ce: 0.0458, aux.acc_seg: 95.6563, loss: 0.1203 2023-02-24 19:43:17,503 - mmseg - INFO - Iter [81200/160000] lr: 2.955e-05, eta: 18:04:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1593, aux.loss_ce: 0.0461, aux.acc_seg: 95.6052, loss: 0.1175 2023-02-24 19:43:57,773 - mmseg - INFO - Iter [81250/160000] lr: 2.953e-05, eta: 18:03:47, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0177, aux.loss_ce: 0.0466, aux.acc_seg: 95.5994, loss: 0.1224 2023-02-24 19:44:40,817 - mmseg - INFO - Iter [81300/160000] lr: 2.951e-05, eta: 18:03:07, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0747, decode.acc_seg: 97.0586, aux.loss_ce: 0.0464, aux.acc_seg: 95.5783, loss: 0.1211 2023-02-24 19:45:21,087 - mmseg - INFO - Iter [81350/160000] lr: 2.949e-05, eta: 18:02:25, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0739, decode.acc_seg: 97.0634, aux.loss_ce: 0.0442, aux.acc_seg: 95.7923, loss: 0.1181 2023-02-24 19:46:01,441 - mmseg - INFO - Iter [81400/160000] lr: 2.948e-05, eta: 18:01:43, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0732, decode.acc_seg: 97.1270, aux.loss_ce: 0.0457, aux.acc_seg: 95.6600, loss: 0.1189 2023-02-24 19:46:41,867 - mmseg - INFO - Iter [81450/160000] lr: 2.946e-05, eta: 18:01:01, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0763, decode.acc_seg: 96.9658, aux.loss_ce: 0.0461, aux.acc_seg: 95.6196, loss: 0.1224 2023-02-24 19:47:25,488 - mmseg - INFO - Iter [81500/160000] lr: 2.944e-05, eta: 18:00:22, time: 0.872, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.2870, aux.loss_ce: 0.0445, aux.acc_seg: 95.7245, loss: 0.1125 2023-02-24 19:48:05,727 - mmseg - INFO - Iter [81550/160000] lr: 2.942e-05, eta: 17:59:39, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2181, aux.loss_ce: 0.0452, aux.acc_seg: 95.6935, loss: 0.1150 2023-02-24 19:48:45,980 - mmseg - INFO - Iter [81600/160000] lr: 2.940e-05, eta: 17:58:57, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.2067, aux.loss_ce: 0.0460, aux.acc_seg: 95.6032, loss: 0.1168 2023-02-24 19:49:26,220 - mmseg - INFO - Iter [81650/160000] lr: 2.938e-05, eta: 17:58:15, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.2010, aux.loss_ce: 0.0463, aux.acc_seg: 95.6125, loss: 0.1171 2023-02-24 19:50:09,477 - mmseg - INFO - Iter [81700/160000] lr: 2.936e-05, eta: 17:57:35, time: 0.865, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0712, decode.acc_seg: 97.1793, aux.loss_ce: 0.0448, aux.acc_seg: 95.7258, loss: 0.1159 2023-02-24 19:50:49,839 - mmseg - INFO - Iter [81750/160000] lr: 2.934e-05, eta: 17:56:53, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0730, decode.acc_seg: 97.0707, aux.loss_ce: 0.0445, aux.acc_seg: 95.7221, loss: 0.1175 2023-02-24 19:51:30,123 - mmseg - INFO - Iter [81800/160000] lr: 2.933e-05, eta: 17:56:11, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0759, decode.acc_seg: 97.0205, aux.loss_ce: 0.0461, aux.acc_seg: 95.6094, loss: 0.1220 2023-02-24 19:52:13,255 - mmseg - INFO - Iter [81850/160000] lr: 2.931e-05, eta: 17:55:31, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0752, decode.acc_seg: 97.0357, aux.loss_ce: 0.0454, aux.acc_seg: 95.6819, loss: 0.1206 2023-02-24 19:52:54,336 - mmseg - INFO - Iter [81900/160000] lr: 2.929e-05, eta: 17:54:50, time: 0.822, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0719, decode.acc_seg: 97.1572, aux.loss_ce: 0.0454, aux.acc_seg: 95.7195, loss: 0.1173 2023-02-24 19:53:34,736 - mmseg - INFO - Iter [81950/160000] lr: 2.927e-05, eta: 17:54:08, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0778, decode.acc_seg: 96.8967, aux.loss_ce: 0.0468, aux.acc_seg: 95.4874, loss: 0.1245 2023-02-24 19:54:14,966 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 19:54:14,967 - mmseg - INFO - Iter [82000/160000] lr: 2.925e-05, eta: 17:53:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0731, decode.acc_seg: 97.1367, aux.loss_ce: 0.0451, aux.acc_seg: 95.7381, loss: 0.1182 2023-02-24 19:54:59,139 - mmseg - INFO - Iter [82050/160000] lr: 2.923e-05, eta: 17:52:47, time: 0.883, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.0510, aux.loss_ce: 0.0471, aux.acc_seg: 95.5138, loss: 0.1206 2023-02-24 19:55:39,430 - mmseg - INFO - Iter [82100/160000] lr: 2.921e-05, eta: 17:52:05, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1572, aux.loss_ce: 0.0460, aux.acc_seg: 95.5935, loss: 0.1184 2023-02-24 19:56:19,766 - mmseg - INFO - Iter [82150/160000] lr: 2.919e-05, eta: 17:51:23, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2491, aux.loss_ce: 0.0431, aux.acc_seg: 95.8947, loss: 0.1124 2023-02-24 19:57:00,154 - mmseg - INFO - Iter [82200/160000] lr: 2.918e-05, eta: 17:50:40, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0719, decode.acc_seg: 97.1513, aux.loss_ce: 0.0458, aux.acc_seg: 95.6367, loss: 0.1177 2023-02-24 19:57:43,287 - mmseg - INFO - Iter [82250/160000] lr: 2.916e-05, eta: 17:50:01, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0739, decode.acc_seg: 97.0988, aux.loss_ce: 0.0456, aux.acc_seg: 95.6617, loss: 0.1195 2023-02-24 19:58:23,485 - mmseg - INFO - Iter [82300/160000] lr: 2.914e-05, eta: 17:49:19, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1615, aux.loss_ce: 0.0444, aux.acc_seg: 95.7173, loss: 0.1155 2023-02-24 19:59:04,661 - mmseg - INFO - Iter [82350/160000] lr: 2.912e-05, eta: 17:48:37, time: 0.823, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.2164, aux.loss_ce: 0.0464, aux.acc_seg: 95.6449, loss: 0.1172 2023-02-24 19:59:48,050 - mmseg - INFO - Iter [82400/160000] lr: 2.910e-05, eta: 17:47:58, time: 0.868, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0771, decode.acc_seg: 96.9519, aux.loss_ce: 0.0454, aux.acc_seg: 95.6897, loss: 0.1225 2023-02-24 20:00:28,264 - mmseg - INFO - Iter [82450/160000] lr: 2.908e-05, eta: 17:47:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1704, aux.loss_ce: 0.0470, aux.acc_seg: 95.5201, loss: 0.1185 2023-02-24 20:01:08,578 - mmseg - INFO - Iter [82500/160000] lr: 2.906e-05, eta: 17:46:33, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1473, aux.loss_ce: 0.0454, aux.acc_seg: 95.6795, loss: 0.1178 2023-02-24 20:01:49,533 - mmseg - INFO - Iter [82550/160000] lr: 2.904e-05, eta: 17:45:52, time: 0.819, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0810, aux.loss_ce: 0.0473, aux.acc_seg: 95.5316, loss: 0.1226 2023-02-24 20:02:33,734 - mmseg - INFO - Iter [82600/160000] lr: 2.903e-05, eta: 17:45:13, time: 0.884, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0556, aux.loss_ce: 0.0461, aux.acc_seg: 95.6555, loss: 0.1217 2023-02-24 20:03:14,991 - mmseg - INFO - Iter [82650/160000] lr: 2.901e-05, eta: 17:44:32, time: 0.825, data_time: 0.028, memory: 21800, decode.loss_ce: 0.0728, decode.acc_seg: 97.1082, aux.loss_ce: 0.0446, aux.acc_seg: 95.7279, loss: 0.1174 2023-02-24 20:03:55,519 - mmseg - INFO - Iter [82700/160000] lr: 2.899e-05, eta: 17:43:50, time: 0.811, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0746, decode.acc_seg: 97.0589, aux.loss_ce: 0.0471, aux.acc_seg: 95.5237, loss: 0.1217 2023-02-24 20:04:35,754 - mmseg - INFO - Iter [82750/160000] lr: 2.897e-05, eta: 17:43:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2388, aux.loss_ce: 0.0433, aux.acc_seg: 95.8367, loss: 0.1125 2023-02-24 20:05:20,186 - mmseg - INFO - Iter [82800/160000] lr: 2.895e-05, eta: 17:42:29, time: 0.889, data_time: 0.089, memory: 21800, decode.loss_ce: 0.0718, decode.acc_seg: 97.1441, aux.loss_ce: 0.0456, aux.acc_seg: 95.6060, loss: 0.1174 2023-02-24 20:06:00,914 - mmseg - INFO - Iter [82850/160000] lr: 2.893e-05, eta: 17:41:48, time: 0.815, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0726, decode.acc_seg: 97.1107, aux.loss_ce: 0.0462, aux.acc_seg: 95.6193, loss: 0.1188 2023-02-24 20:06:41,180 - mmseg - INFO - Iter [82900/160000] lr: 2.891e-05, eta: 17:41:05, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0754, decode.acc_seg: 97.0007, aux.loss_ce: 0.0472, aux.acc_seg: 95.5738, loss: 0.1226 2023-02-24 20:07:21,591 - mmseg - INFO - Iter [82950/160000] lr: 2.889e-05, eta: 17:40:23, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0721, decode.acc_seg: 97.1317, aux.loss_ce: 0.0459, aux.acc_seg: 95.6314, loss: 0.1180 2023-02-24 20:08:05,951 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 20:08:05,954 - mmseg - INFO - Iter [83000/160000] lr: 2.888e-05, eta: 17:39:45, time: 0.887, data_time: 0.083, memory: 21800, decode.loss_ce: 0.0764, decode.acc_seg: 96.9495, aux.loss_ce: 0.0457, aux.acc_seg: 95.6417, loss: 0.1220 2023-02-24 20:08:46,254 - mmseg - INFO - Iter [83050/160000] lr: 2.886e-05, eta: 17:39:03, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2665, aux.loss_ce: 0.0438, aux.acc_seg: 95.8370, loss: 0.1131 2023-02-24 20:09:26,453 - mmseg - INFO - Iter [83100/160000] lr: 2.884e-05, eta: 17:38:20, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0400, aux.loss_ce: 0.0466, aux.acc_seg: 95.5516, loss: 0.1216 2023-02-24 20:10:10,016 - mmseg - INFO - Iter [83150/160000] lr: 2.882e-05, eta: 17:37:41, time: 0.871, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0738, decode.acc_seg: 97.0983, aux.loss_ce: 0.0467, aux.acc_seg: 95.5847, loss: 0.1205 2023-02-24 20:10:50,401 - mmseg - INFO - Iter [83200/160000] lr: 2.880e-05, eta: 17:36:59, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0766, decode.acc_seg: 97.0232, aux.loss_ce: 0.0468, aux.acc_seg: 95.5205, loss: 0.1234 2023-02-24 20:11:30,925 - mmseg - INFO - Iter [83250/160000] lr: 2.878e-05, eta: 17:36:17, time: 0.810, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0738, decode.acc_seg: 97.1061, aux.loss_ce: 0.0448, aux.acc_seg: 95.7132, loss: 0.1186 2023-02-24 20:12:11,278 - mmseg - INFO - Iter [83300/160000] lr: 2.876e-05, eta: 17:35:35, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1623, aux.loss_ce: 0.0457, aux.acc_seg: 95.6278, loss: 0.1174 2023-02-24 20:12:55,122 - mmseg - INFO - Iter [83350/160000] lr: 2.874e-05, eta: 17:34:56, time: 0.877, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0746, decode.acc_seg: 97.0536, aux.loss_ce: 0.0468, aux.acc_seg: 95.5216, loss: 0.1214 2023-02-24 20:13:35,390 - mmseg - INFO - Iter [83400/160000] lr: 2.873e-05, eta: 17:34:14, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1925, aux.loss_ce: 0.0465, aux.acc_seg: 95.5728, loss: 0.1176 2023-02-24 20:14:15,649 - mmseg - INFO - Iter [83450/160000] lr: 2.871e-05, eta: 17:33:31, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.2155, aux.loss_ce: 0.0437, aux.acc_seg: 95.8531, loss: 0.1143 2023-02-24 20:14:56,183 - mmseg - INFO - Iter [83500/160000] lr: 2.869e-05, eta: 17:32:49, time: 0.811, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0773, decode.acc_seg: 96.9866, aux.loss_ce: 0.0456, aux.acc_seg: 95.7191, loss: 0.1228 2023-02-24 20:15:39,940 - mmseg - INFO - Iter [83550/160000] lr: 2.867e-05, eta: 17:32:10, time: 0.875, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1817, aux.loss_ce: 0.0440, aux.acc_seg: 95.8483, loss: 0.1154 2023-02-24 20:16:20,410 - mmseg - INFO - Iter [83600/160000] lr: 2.865e-05, eta: 17:31:28, time: 0.809, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2018, aux.loss_ce: 0.0440, aux.acc_seg: 95.7984, loss: 0.1139 2023-02-24 20:17:00,707 - mmseg - INFO - Iter [83650/160000] lr: 2.863e-05, eta: 17:30:46, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0733, decode.acc_seg: 97.1246, aux.loss_ce: 0.0453, aux.acc_seg: 95.6974, loss: 0.1186 2023-02-24 20:17:40,915 - mmseg - INFO - Iter [83700/160000] lr: 2.861e-05, eta: 17:30:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0739, decode.acc_seg: 97.0758, aux.loss_ce: 0.0442, aux.acc_seg: 95.7635, loss: 0.1181 2023-02-24 20:18:24,409 - mmseg - INFO - Iter [83750/160000] lr: 2.859e-05, eta: 17:29:25, time: 0.870, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1586, aux.loss_ce: 0.0446, aux.acc_seg: 95.7657, loss: 0.1161 2023-02-24 20:19:05,738 - mmseg - INFO - Iter [83800/160000] lr: 2.858e-05, eta: 17:28:43, time: 0.826, data_time: 0.033, memory: 21800, decode.loss_ce: 0.0713, decode.acc_seg: 97.1713, aux.loss_ce: 0.0464, aux.acc_seg: 95.5306, loss: 0.1177 2023-02-24 20:19:46,266 - mmseg - INFO - Iter [83850/160000] lr: 2.856e-05, eta: 17:28:01, time: 0.811, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2229, aux.loss_ce: 0.0447, aux.acc_seg: 95.7147, loss: 0.1146 2023-02-24 20:20:30,133 - mmseg - INFO - Iter [83900/160000] lr: 2.854e-05, eta: 17:27:22, time: 0.877, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0733, decode.acc_seg: 97.0958, aux.loss_ce: 0.0447, aux.acc_seg: 95.7753, loss: 0.1180 2023-02-24 20:21:11,089 - mmseg - INFO - Iter [83950/160000] lr: 2.852e-05, eta: 17:26:41, time: 0.819, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0712, decode.acc_seg: 97.1797, aux.loss_ce: 0.0448, aux.acc_seg: 95.7083, loss: 0.1160 2023-02-24 20:21:51,530 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 20:21:51,530 - mmseg - INFO - Iter [84000/160000] lr: 2.850e-05, eta: 17:25:59, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0727, decode.acc_seg: 97.1258, aux.loss_ce: 0.0441, aux.acc_seg: 95.7982, loss: 0.1168 2023-02-24 20:22:31,945 - mmseg - INFO - Iter [84050/160000] lr: 2.848e-05, eta: 17:25:17, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2353, aux.loss_ce: 0.0460, aux.acc_seg: 95.6585, loss: 0.1155 2023-02-24 20:23:15,017 - mmseg - INFO - Iter [84100/160000] lr: 2.846e-05, eta: 17:24:37, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0713, decode.acc_seg: 97.1820, aux.loss_ce: 0.0455, aux.acc_seg: 95.7055, loss: 0.1168 2023-02-24 20:23:56,068 - mmseg - INFO - Iter [84150/160000] lr: 2.844e-05, eta: 17:23:55, time: 0.821, data_time: 0.027, memory: 21800, decode.loss_ce: 0.0710, decode.acc_seg: 97.2035, aux.loss_ce: 0.0425, aux.acc_seg: 95.9670, loss: 0.1135 2023-02-24 20:24:36,535 - mmseg - INFO - Iter [84200/160000] lr: 2.843e-05, eta: 17:23:13, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0739, decode.acc_seg: 97.1298, aux.loss_ce: 0.0450, aux.acc_seg: 95.7189, loss: 0.1190 2023-02-24 20:25:16,800 - mmseg - INFO - Iter [84250/160000] lr: 2.841e-05, eta: 17:22:31, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2285, aux.loss_ce: 0.0449, aux.acc_seg: 95.6986, loss: 0.1143 2023-02-24 20:26:00,307 - mmseg - INFO - Iter [84300/160000] lr: 2.839e-05, eta: 17:21:52, time: 0.870, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1847, aux.loss_ce: 0.0458, aux.acc_seg: 95.6516, loss: 0.1169 2023-02-24 20:26:40,841 - mmseg - INFO - Iter [84350/160000] lr: 2.837e-05, eta: 17:21:10, time: 0.811, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0722, decode.acc_seg: 97.1247, aux.loss_ce: 0.0460, aux.acc_seg: 95.5728, loss: 0.1182 2023-02-24 20:27:21,085 - mmseg - INFO - Iter [84400/160000] lr: 2.835e-05, eta: 17:20:28, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0727, decode.acc_seg: 97.1215, aux.loss_ce: 0.0475, aux.acc_seg: 95.5540, loss: 0.1203 2023-02-24 20:28:04,129 - mmseg - INFO - Iter [84450/160000] lr: 2.833e-05, eta: 17:19:48, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.3114, aux.loss_ce: 0.0454, aux.acc_seg: 95.6742, loss: 0.1131 2023-02-24 20:28:44,310 - mmseg - INFO - Iter [84500/160000] lr: 2.831e-05, eta: 17:19:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0290, aux.loss_ce: 0.0458, aux.acc_seg: 95.6904, loss: 0.1215 2023-02-24 20:29:24,582 - mmseg - INFO - Iter [84550/160000] lr: 2.829e-05, eta: 17:18:24, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2484, aux.loss_ce: 0.0441, aux.acc_seg: 95.7588, loss: 0.1136 2023-02-24 20:30:04,818 - mmseg - INFO - Iter [84600/160000] lr: 2.828e-05, eta: 17:17:41, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0720, decode.acc_seg: 97.1602, aux.loss_ce: 0.0445, aux.acc_seg: 95.7764, loss: 0.1166 2023-02-24 20:30:48,636 - mmseg - INFO - Iter [84650/160000] lr: 2.826e-05, eta: 17:17:02, time: 0.876, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.0782, aux.loss_ce: 0.0493, aux.acc_seg: 95.2932, loss: 0.1228 2023-02-24 20:31:28,861 - mmseg - INFO - Iter [84700/160000] lr: 2.824e-05, eta: 17:16:20, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0747, decode.acc_seg: 97.0820, aux.loss_ce: 0.0453, aux.acc_seg: 95.7065, loss: 0.1200 2023-02-24 20:32:09,266 - mmseg - INFO - Iter [84750/160000] lr: 2.822e-05, eta: 17:15:38, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0358, aux.loss_ce: 0.0454, aux.acc_seg: 95.7111, loss: 0.1204 2023-02-24 20:32:49,592 - mmseg - INFO - Iter [84800/160000] lr: 2.820e-05, eta: 17:14:56, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2467, aux.loss_ce: 0.0445, aux.acc_seg: 95.7619, loss: 0.1146 2023-02-24 20:33:33,358 - mmseg - INFO - Iter [84850/160000] lr: 2.818e-05, eta: 17:14:17, time: 0.875, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2438, aux.loss_ce: 0.0439, aux.acc_seg: 95.7979, loss: 0.1131 2023-02-24 20:34:13,718 - mmseg - INFO - Iter [84900/160000] lr: 2.816e-05, eta: 17:13:35, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1656, aux.loss_ce: 0.0463, aux.acc_seg: 95.5627, loss: 0.1170 2023-02-24 20:34:54,120 - mmseg - INFO - Iter [84950/160000] lr: 2.814e-05, eta: 17:12:53, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1996, aux.loss_ce: 0.0437, aux.acc_seg: 95.8299, loss: 0.1144 2023-02-24 20:35:34,285 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 20:35:34,286 - mmseg - INFO - Iter [85000/160000] lr: 2.813e-05, eta: 17:12:10, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2639, aux.loss_ce: 0.0465, aux.acc_seg: 95.5866, loss: 0.1155 2023-02-24 20:36:17,321 - mmseg - INFO - Iter [85050/160000] lr: 2.811e-05, eta: 17:11:31, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0759, decode.acc_seg: 96.9816, aux.loss_ce: 0.0464, aux.acc_seg: 95.5574, loss: 0.1222 2023-02-24 20:36:57,557 - mmseg - INFO - Iter [85100/160000] lr: 2.809e-05, eta: 17:10:48, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0743, decode.acc_seg: 97.0937, aux.loss_ce: 0.0461, aux.acc_seg: 95.6211, loss: 0.1205 2023-02-24 20:37:37,805 - mmseg - INFO - Iter [85150/160000] lr: 2.807e-05, eta: 17:10:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0726, decode.acc_seg: 97.1257, aux.loss_ce: 0.0473, aux.acc_seg: 95.5736, loss: 0.1198 2023-02-24 20:38:21,133 - mmseg - INFO - Iter [85200/160000] lr: 2.805e-05, eta: 17:09:27, time: 0.866, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1567, aux.loss_ce: 0.0461, aux.acc_seg: 95.5664, loss: 0.1175 2023-02-24 20:39:01,333 - mmseg - INFO - Iter [85250/160000] lr: 2.803e-05, eta: 17:08:44, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0745, decode.acc_seg: 97.0979, aux.loss_ce: 0.0464, aux.acc_seg: 95.5723, loss: 0.1209 2023-02-24 20:39:41,543 - mmseg - INFO - Iter [85300/160000] lr: 2.801e-05, eta: 17:08:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0713, decode.acc_seg: 97.1883, aux.loss_ce: 0.0453, aux.acc_seg: 95.7140, loss: 0.1166 2023-02-24 20:40:21,769 - mmseg - INFO - Iter [85350/160000] lr: 2.799e-05, eta: 17:07:20, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0689, decode.acc_seg: 97.2458, aux.loss_ce: 0.0447, aux.acc_seg: 95.7228, loss: 0.1136 2023-02-24 20:41:04,881 - mmseg - INFO - Iter [85400/160000] lr: 2.798e-05, eta: 17:06:40, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0710, decode.acc_seg: 97.1951, aux.loss_ce: 0.0451, aux.acc_seg: 95.7256, loss: 0.1161 2023-02-24 20:41:45,073 - mmseg - INFO - Iter [85450/160000] lr: 2.796e-05, eta: 17:05:58, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0704, decode.acc_seg: 97.1795, aux.loss_ce: 0.0443, aux.acc_seg: 95.7723, loss: 0.1148 2023-02-24 20:42:25,986 - mmseg - INFO - Iter [85500/160000] lr: 2.794e-05, eta: 17:05:16, time: 0.818, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0716, decode.acc_seg: 97.1507, aux.loss_ce: 0.0461, aux.acc_seg: 95.6280, loss: 0.1177 2023-02-24 20:43:07,123 - mmseg - INFO - Iter [85550/160000] lr: 2.792e-05, eta: 17:04:35, time: 0.823, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.1070, aux.loss_ce: 0.0446, aux.acc_seg: 95.7778, loss: 0.1180 2023-02-24 20:43:50,128 - mmseg - INFO - Iter [85600/160000] lr: 2.790e-05, eta: 17:03:55, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0713, decode.acc_seg: 97.1668, aux.loss_ce: 0.0443, aux.acc_seg: 95.7708, loss: 0.1155 2023-02-24 20:44:30,871 - mmseg - INFO - Iter [85650/160000] lr: 2.788e-05, eta: 17:03:13, time: 0.815, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.2002, aux.loss_ce: 0.0449, aux.acc_seg: 95.7523, loss: 0.1160 2023-02-24 20:45:11,183 - mmseg - INFO - Iter [85700/160000] lr: 2.786e-05, eta: 17:02:31, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0720, decode.acc_seg: 97.1144, aux.loss_ce: 0.0452, aux.acc_seg: 95.6836, loss: 0.1172 2023-02-24 20:45:54,710 - mmseg - INFO - Iter [85750/160000] lr: 2.784e-05, eta: 17:01:52, time: 0.871, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0710, decode.acc_seg: 97.1728, aux.loss_ce: 0.0451, aux.acc_seg: 95.6881, loss: 0.1161 2023-02-24 20:46:34,950 - mmseg - INFO - Iter [85800/160000] lr: 2.783e-05, eta: 17:01:10, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0730, decode.acc_seg: 97.1106, aux.loss_ce: 0.0478, aux.acc_seg: 95.5020, loss: 0.1208 2023-02-24 20:47:15,243 - mmseg - INFO - Iter [85850/160000] lr: 2.781e-05, eta: 17:00:28, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0726, decode.acc_seg: 97.1171, aux.loss_ce: 0.0434, aux.acc_seg: 95.8541, loss: 0.1160 2023-02-24 20:47:55,897 - mmseg - INFO - Iter [85900/160000] lr: 2.779e-05, eta: 16:59:46, time: 0.813, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0733, decode.acc_seg: 97.0813, aux.loss_ce: 0.0437, aux.acc_seg: 95.8133, loss: 0.1170 2023-02-24 20:48:38,972 - mmseg - INFO - Iter [85950/160000] lr: 2.777e-05, eta: 16:59:06, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0750, decode.acc_seg: 97.0442, aux.loss_ce: 0.0468, aux.acc_seg: 95.5726, loss: 0.1218 2023-02-24 20:49:19,190 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 20:49:19,190 - mmseg - INFO - Iter [86000/160000] lr: 2.775e-05, eta: 16:58:24, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0720, decode.acc_seg: 97.1212, aux.loss_ce: 0.0462, aux.acc_seg: 95.5697, loss: 0.1182 2023-02-24 20:49:59,502 - mmseg - INFO - Iter [86050/160000] lr: 2.773e-05, eta: 16:57:42, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0718, decode.acc_seg: 97.1732, aux.loss_ce: 0.0463, aux.acc_seg: 95.6086, loss: 0.1181 2023-02-24 20:50:39,754 - mmseg - INFO - Iter [86100/160000] lr: 2.771e-05, eta: 16:57:00, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0705, decode.acc_seg: 97.2010, aux.loss_ce: 0.0452, aux.acc_seg: 95.6903, loss: 0.1156 2023-02-24 20:51:22,879 - mmseg - INFO - Iter [86150/160000] lr: 2.769e-05, eta: 16:56:20, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0721, decode.acc_seg: 97.1388, aux.loss_ce: 0.0464, aux.acc_seg: 95.5777, loss: 0.1184 2023-02-24 20:52:03,219 - mmseg - INFO - Iter [86200/160000] lr: 2.768e-05, eta: 16:55:38, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2555, aux.loss_ce: 0.0460, aux.acc_seg: 95.6108, loss: 0.1155 2023-02-24 20:52:43,508 - mmseg - INFO - Iter [86250/160000] lr: 2.766e-05, eta: 16:54:56, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2249, aux.loss_ce: 0.0430, aux.acc_seg: 95.9017, loss: 0.1128 2023-02-24 20:53:23,837 - mmseg - INFO - Iter [86300/160000] lr: 2.764e-05, eta: 16:54:13, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1952, aux.loss_ce: 0.0439, aux.acc_seg: 95.7994, loss: 0.1146 2023-02-24 20:54:07,130 - mmseg - INFO - Iter [86350/160000] lr: 2.762e-05, eta: 16:53:34, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1619, aux.loss_ce: 0.0475, aux.acc_seg: 95.6058, loss: 0.1189 2023-02-24 20:54:47,417 - mmseg - INFO - Iter [86400/160000] lr: 2.760e-05, eta: 16:52:52, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2297, aux.loss_ce: 0.0436, aux.acc_seg: 95.8712, loss: 0.1134 2023-02-24 20:55:27,605 - mmseg - INFO - Iter [86450/160000] lr: 2.758e-05, eta: 16:52:10, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2509, aux.loss_ce: 0.0448, aux.acc_seg: 95.7432, loss: 0.1140 2023-02-24 20:56:10,639 - mmseg - INFO - Iter [86500/160000] lr: 2.756e-05, eta: 16:51:30, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0725, decode.acc_seg: 97.1399, aux.loss_ce: 0.0466, aux.acc_seg: 95.5907, loss: 0.1191 2023-02-24 20:56:51,164 - mmseg - INFO - Iter [86550/160000] lr: 2.754e-05, eta: 16:50:48, time: 0.810, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2563, aux.loss_ce: 0.0447, aux.acc_seg: 95.7386, loss: 0.1138 2023-02-24 20:57:31,380 - mmseg - INFO - Iter [86600/160000] lr: 2.753e-05, eta: 16:50:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.2842, aux.loss_ce: 0.0432, aux.acc_seg: 95.8443, loss: 0.1110 2023-02-24 20:58:11,632 - mmseg - INFO - Iter [86650/160000] lr: 2.751e-05, eta: 16:49:23, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0716, decode.acc_seg: 97.1870, aux.loss_ce: 0.0473, aux.acc_seg: 95.5649, loss: 0.1189 2023-02-24 20:58:55,665 - mmseg - INFO - Iter [86700/160000] lr: 2.749e-05, eta: 16:48:45, time: 0.881, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2370, aux.loss_ce: 0.0453, aux.acc_seg: 95.7085, loss: 0.1148 2023-02-24 20:59:36,227 - mmseg - INFO - Iter [86750/160000] lr: 2.747e-05, eta: 16:48:03, time: 0.811, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0700, decode.acc_seg: 97.2181, aux.loss_ce: 0.0445, aux.acc_seg: 95.7413, loss: 0.1145 2023-02-24 21:00:16,505 - mmseg - INFO - Iter [86800/160000] lr: 2.745e-05, eta: 16:47:20, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1101, aux.loss_ce: 0.0450, aux.acc_seg: 95.6986, loss: 0.1174 2023-02-24 21:00:56,817 - mmseg - INFO - Iter [86850/160000] lr: 2.743e-05, eta: 16:46:38, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2164, aux.loss_ce: 0.0424, aux.acc_seg: 95.9450, loss: 0.1119 2023-02-24 21:01:39,838 - mmseg - INFO - Iter [86900/160000] lr: 2.741e-05, eta: 16:45:59, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.3140, aux.loss_ce: 0.0429, aux.acc_seg: 95.9282, loss: 0.1107 2023-02-24 21:02:20,453 - mmseg - INFO - Iter [86950/160000] lr: 2.739e-05, eta: 16:45:17, time: 0.812, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2605, aux.loss_ce: 0.0445, aux.acc_seg: 95.7446, loss: 0.1131 2023-02-24 21:03:01,221 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 21:03:01,221 - mmseg - INFO - Iter [87000/160000] lr: 2.738e-05, eta: 16:44:35, time: 0.815, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2701, aux.loss_ce: 0.0452, aux.acc_seg: 95.7529, loss: 0.1138 2023-02-24 21:03:44,343 - mmseg - INFO - Iter [87050/160000] lr: 2.736e-05, eta: 16:43:55, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0725, decode.acc_seg: 97.1120, aux.loss_ce: 0.0466, aux.acc_seg: 95.5218, loss: 0.1191 2023-02-24 21:04:24,494 - mmseg - INFO - Iter [87100/160000] lr: 2.734e-05, eta: 16:43:13, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2345, aux.loss_ce: 0.0445, aux.acc_seg: 95.7630, loss: 0.1146 2023-02-24 21:05:04,710 - mmseg - INFO - Iter [87150/160000] lr: 2.732e-05, eta: 16:42:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1880, aux.loss_ce: 0.0438, aux.acc_seg: 95.8022, loss: 0.1145 2023-02-24 21:05:45,080 - mmseg - INFO - Iter [87200/160000] lr: 2.730e-05, eta: 16:41:49, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2289, aux.loss_ce: 0.0429, aux.acc_seg: 95.8882, loss: 0.1122 2023-02-24 21:06:28,931 - mmseg - INFO - Iter [87250/160000] lr: 2.728e-05, eta: 16:41:10, time: 0.877, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0719, decode.acc_seg: 97.1468, aux.loss_ce: 0.0453, aux.acc_seg: 95.6693, loss: 0.1172 2023-02-24 21:07:09,243 - mmseg - INFO - Iter [87300/160000] lr: 2.726e-05, eta: 16:40:28, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0759, decode.acc_seg: 97.0084, aux.loss_ce: 0.0459, aux.acc_seg: 95.6322, loss: 0.1218 2023-02-24 21:07:49,451 - mmseg - INFO - Iter [87350/160000] lr: 2.724e-05, eta: 16:39:45, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.2914, aux.loss_ce: 0.0449, aux.acc_seg: 95.6953, loss: 0.1128 2023-02-24 21:08:29,712 - mmseg - INFO - Iter [87400/160000] lr: 2.723e-05, eta: 16:39:03, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.2122, aux.loss_ce: 0.0449, aux.acc_seg: 95.7359, loss: 0.1157 2023-02-24 21:09:12,767 - mmseg - INFO - Iter [87450/160000] lr: 2.721e-05, eta: 16:38:23, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0720, decode.acc_seg: 97.1408, aux.loss_ce: 0.0453, aux.acc_seg: 95.6972, loss: 0.1173 2023-02-24 21:09:53,042 - mmseg - INFO - Iter [87500/160000] lr: 2.719e-05, eta: 16:37:41, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2390, aux.loss_ce: 0.0452, aux.acc_seg: 95.6790, loss: 0.1146 2023-02-24 21:10:33,252 - mmseg - INFO - Iter [87550/160000] lr: 2.717e-05, eta: 16:36:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0727, decode.acc_seg: 97.0873, aux.loss_ce: 0.0466, aux.acc_seg: 95.5576, loss: 0.1193 2023-02-24 21:11:13,587 - mmseg - INFO - Iter [87600/160000] lr: 2.715e-05, eta: 16:36:17, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0705, decode.acc_seg: 97.2029, aux.loss_ce: 0.0462, aux.acc_seg: 95.6222, loss: 0.1166 2023-02-24 21:11:57,561 - mmseg - INFO - Iter [87650/160000] lr: 2.713e-05, eta: 16:35:38, time: 0.879, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2944, aux.loss_ce: 0.0445, aux.acc_seg: 95.7721, loss: 0.1130 2023-02-24 21:12:37,782 - mmseg - INFO - Iter [87700/160000] lr: 2.711e-05, eta: 16:34:56, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.2087, aux.loss_ce: 0.0443, aux.acc_seg: 95.8013, loss: 0.1150 2023-02-24 21:13:18,114 - mmseg - INFO - Iter [87750/160000] lr: 2.709e-05, eta: 16:34:14, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2961, aux.loss_ce: 0.0447, aux.acc_seg: 95.7696, loss: 0.1133 2023-02-24 21:14:01,236 - mmseg - INFO - Iter [87800/160000] lr: 2.708e-05, eta: 16:33:34, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0716, decode.acc_seg: 97.1613, aux.loss_ce: 0.0444, aux.acc_seg: 95.7404, loss: 0.1159 2023-02-24 21:14:41,419 - mmseg - INFO - Iter [87850/160000] lr: 2.706e-05, eta: 16:32:52, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2296, aux.loss_ce: 0.0446, aux.acc_seg: 95.7323, loss: 0.1141 2023-02-24 21:15:21,734 - mmseg - INFO - Iter [87900/160000] lr: 2.704e-05, eta: 16:32:10, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2079, aux.loss_ce: 0.0455, aux.acc_seg: 95.6571, loss: 0.1156 2023-02-24 21:16:02,041 - mmseg - INFO - Iter [87950/160000] lr: 2.702e-05, eta: 16:31:28, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1429, aux.loss_ce: 0.0458, aux.acc_seg: 95.5794, loss: 0.1176 2023-02-24 21:16:45,172 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 21:16:45,172 - mmseg - INFO - Iter [88000/160000] lr: 2.700e-05, eta: 16:30:48, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2178, aux.loss_ce: 0.0434, aux.acc_seg: 95.8258, loss: 0.1131 2023-02-24 21:17:25,380 - mmseg - INFO - Iter [88050/160000] lr: 2.698e-05, eta: 16:30:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.1948, aux.loss_ce: 0.0453, aux.acc_seg: 95.6981, loss: 0.1162 2023-02-24 21:18:05,595 - mmseg - INFO - Iter [88100/160000] lr: 2.696e-05, eta: 16:29:24, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.2192, aux.loss_ce: 0.0439, aux.acc_seg: 95.8316, loss: 0.1146 2023-02-24 21:18:46,463 - mmseg - INFO - Iter [88150/160000] lr: 2.694e-05, eta: 16:28:42, time: 0.817, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1594, aux.loss_ce: 0.0460, aux.acc_seg: 95.5890, loss: 0.1174 2023-02-24 21:19:29,704 - mmseg - INFO - Iter [88200/160000] lr: 2.693e-05, eta: 16:28:02, time: 0.865, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0703, decode.acc_seg: 97.2161, aux.loss_ce: 0.0443, aux.acc_seg: 95.7796, loss: 0.1145 2023-02-24 21:20:10,071 - mmseg - INFO - Iter [88250/160000] lr: 2.691e-05, eta: 16:27:20, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.2119, aux.loss_ce: 0.0449, aux.acc_seg: 95.7111, loss: 0.1157 2023-02-24 21:20:50,325 - mmseg - INFO - Iter [88300/160000] lr: 2.689e-05, eta: 16:26:38, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2536, aux.loss_ce: 0.0435, aux.acc_seg: 95.8660, loss: 0.1128 2023-02-24 21:21:30,691 - mmseg - INFO - Iter [88350/160000] lr: 2.687e-05, eta: 16:25:56, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.3100, aux.loss_ce: 0.0438, aux.acc_seg: 95.8202, loss: 0.1112 2023-02-24 21:22:14,202 - mmseg - INFO - Iter [88400/160000] lr: 2.685e-05, eta: 16:25:17, time: 0.870, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2260, aux.loss_ce: 0.0448, aux.acc_seg: 95.6997, loss: 0.1147 2023-02-24 21:22:55,609 - mmseg - INFO - Iter [88450/160000] lr: 2.683e-05, eta: 16:24:35, time: 0.828, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0719, decode.acc_seg: 97.1456, aux.loss_ce: 0.0451, aux.acc_seg: 95.6710, loss: 0.1170 2023-02-24 21:23:36,773 - mmseg - INFO - Iter [88500/160000] lr: 2.681e-05, eta: 16:23:54, time: 0.823, data_time: 0.026, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2690, aux.loss_ce: 0.0442, aux.acc_seg: 95.8131, loss: 0.1133 2023-02-24 21:24:19,824 - mmseg - INFO - Iter [88550/160000] lr: 2.679e-05, eta: 16:23:14, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1924, aux.loss_ce: 0.0436, aux.acc_seg: 95.8028, loss: 0.1143 2023-02-24 21:25:00,008 - mmseg - INFO - Iter [88600/160000] lr: 2.678e-05, eta: 16:22:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0683, decode.acc_seg: 97.2818, aux.loss_ce: 0.0422, aux.acc_seg: 95.9171, loss: 0.1105 2023-02-24 21:25:40,258 - mmseg - INFO - Iter [88650/160000] lr: 2.676e-05, eta: 16:21:50, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0772, decode.acc_seg: 96.9747, aux.loss_ce: 0.0461, aux.acc_seg: 95.6332, loss: 0.1233 2023-02-24 21:26:20,519 - mmseg - INFO - Iter [88700/160000] lr: 2.674e-05, eta: 16:21:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3309, aux.loss_ce: 0.0428, aux.acc_seg: 95.8782, loss: 0.1096 2023-02-24 21:27:04,480 - mmseg - INFO - Iter [88750/160000] lr: 2.672e-05, eta: 16:20:29, time: 0.879, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0731, decode.acc_seg: 97.1311, aux.loss_ce: 0.0447, aux.acc_seg: 95.7379, loss: 0.1178 2023-02-24 21:27:44,787 - mmseg - INFO - Iter [88800/160000] lr: 2.670e-05, eta: 16:19:47, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0730, decode.acc_seg: 97.0940, aux.loss_ce: 0.0448, aux.acc_seg: 95.7094, loss: 0.1178 2023-02-24 21:28:25,014 - mmseg - INFO - Iter [88850/160000] lr: 2.668e-05, eta: 16:19:04, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1651, aux.loss_ce: 0.0439, aux.acc_seg: 95.8018, loss: 0.1153 2023-02-24 21:29:05,250 - mmseg - INFO - Iter [88900/160000] lr: 2.666e-05, eta: 16:18:22, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1525, aux.loss_ce: 0.0454, aux.acc_seg: 95.6787, loss: 0.1170 2023-02-24 21:29:48,288 - mmseg - INFO - Iter [88950/160000] lr: 2.664e-05, eta: 16:17:42, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2804, aux.loss_ce: 0.0441, aux.acc_seg: 95.7762, loss: 0.1123 2023-02-24 21:30:28,526 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 21:30:28,526 - mmseg - INFO - Iter [89000/160000] lr: 2.663e-05, eta: 16:17:00, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2078, aux.loss_ce: 0.0434, aux.acc_seg: 95.8381, loss: 0.1130 2023-02-24 21:31:08,803 - mmseg - INFO - Iter [89050/160000] lr: 2.661e-05, eta: 16:16:18, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1871, aux.loss_ce: 0.0438, aux.acc_seg: 95.8402, loss: 0.1149 2023-02-24 21:31:52,499 - mmseg - INFO - Iter [89100/160000] lr: 2.659e-05, eta: 16:15:39, time: 0.874, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0729, decode.acc_seg: 97.1049, aux.loss_ce: 0.0444, aux.acc_seg: 95.7246, loss: 0.1173 2023-02-24 21:32:32,917 - mmseg - INFO - Iter [89150/160000] lr: 2.657e-05, eta: 16:14:57, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.2255, aux.loss_ce: 0.0444, aux.acc_seg: 95.7723, loss: 0.1150 2023-02-24 21:33:13,166 - mmseg - INFO - Iter [89200/160000] lr: 2.655e-05, eta: 16:14:15, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1761, aux.loss_ce: 0.0448, aux.acc_seg: 95.7230, loss: 0.1162 2023-02-24 21:33:53,937 - mmseg - INFO - Iter [89250/160000] lr: 2.653e-05, eta: 16:13:33, time: 0.815, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1136, aux.loss_ce: 0.0441, aux.acc_seg: 95.8161, loss: 0.1164 2023-02-24 21:34:37,034 - mmseg - INFO - Iter [89300/160000] lr: 2.651e-05, eta: 16:12:53, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0697, decode.acc_seg: 97.2244, aux.loss_ce: 0.0452, aux.acc_seg: 95.6955, loss: 0.1148 2023-02-24 21:35:17,292 - mmseg - INFO - Iter [89350/160000] lr: 2.649e-05, eta: 16:12:11, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2248, aux.loss_ce: 0.0460, aux.acc_seg: 95.6097, loss: 0.1155 2023-02-24 21:35:57,839 - mmseg - INFO - Iter [89400/160000] lr: 2.648e-05, eta: 16:11:29, time: 0.811, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3251, aux.loss_ce: 0.0420, aux.acc_seg: 95.9299, loss: 0.1085 2023-02-24 21:36:38,108 - mmseg - INFO - Iter [89450/160000] lr: 2.646e-05, eta: 16:10:47, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2476, aux.loss_ce: 0.0456, aux.acc_seg: 95.6075, loss: 0.1149 2023-02-24 21:37:21,283 - mmseg - INFO - Iter [89500/160000] lr: 2.644e-05, eta: 16:10:07, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.3070, aux.loss_ce: 0.0431, aux.acc_seg: 95.9082, loss: 0.1105 2023-02-24 21:38:02,128 - mmseg - INFO - Iter [89550/160000] lr: 2.642e-05, eta: 16:09:26, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0773, decode.acc_seg: 96.9228, aux.loss_ce: 0.0460, aux.acc_seg: 95.5831, loss: 0.1233 2023-02-24 21:38:42,430 - mmseg - INFO - Iter [89600/160000] lr: 2.640e-05, eta: 16:08:44, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0710, decode.acc_seg: 97.2321, aux.loss_ce: 0.0447, aux.acc_seg: 95.7739, loss: 0.1157 2023-02-24 21:39:22,814 - mmseg - INFO - Iter [89650/160000] lr: 2.638e-05, eta: 16:08:02, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2627, aux.loss_ce: 0.0449, aux.acc_seg: 95.7412, loss: 0.1139 2023-02-24 21:40:06,426 - mmseg - INFO - Iter [89700/160000] lr: 2.636e-05, eta: 16:07:22, time: 0.872, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 96.9784, aux.loss_ce: 0.0459, aux.acc_seg: 95.6110, loss: 0.1214 2023-02-24 21:40:47,461 - mmseg - INFO - Iter [89750/160000] lr: 2.634e-05, eta: 16:06:41, time: 0.821, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.3099, aux.loss_ce: 0.0440, aux.acc_seg: 95.8029, loss: 0.1124 2023-02-24 21:41:27,788 - mmseg - INFO - Iter [89800/160000] lr: 2.633e-05, eta: 16:05:59, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2421, aux.loss_ce: 0.0455, aux.acc_seg: 95.6695, loss: 0.1148 2023-02-24 21:42:11,708 - mmseg - INFO - Iter [89850/160000] lr: 2.631e-05, eta: 16:05:20, time: 0.879, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2310, aux.loss_ce: 0.0430, aux.acc_seg: 95.8717, loss: 0.1125 2023-02-24 21:42:52,307 - mmseg - INFO - Iter [89900/160000] lr: 2.629e-05, eta: 16:04:38, time: 0.812, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0705, decode.acc_seg: 97.1823, aux.loss_ce: 0.0455, aux.acc_seg: 95.6620, loss: 0.1160 2023-02-24 21:43:32,624 - mmseg - INFO - Iter [89950/160000] lr: 2.627e-05, eta: 16:03:56, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0721, decode.acc_seg: 97.1572, aux.loss_ce: 0.0463, aux.acc_seg: 95.6082, loss: 0.1184 2023-02-24 21:44:13,008 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 21:44:13,009 - mmseg - INFO - Iter [90000/160000] lr: 2.625e-05, eta: 16:03:14, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2260, aux.loss_ce: 0.0450, aux.acc_seg: 95.7324, loss: 0.1147 2023-02-24 21:44:56,261 - mmseg - INFO - Iter [90050/160000] lr: 2.623e-05, eta: 16:02:34, time: 0.865, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2346, aux.loss_ce: 0.0427, aux.acc_seg: 95.9114, loss: 0.1123 2023-02-24 21:45:37,440 - mmseg - INFO - Iter [90100/160000] lr: 2.621e-05, eta: 16:01:53, time: 0.824, data_time: 0.028, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0321, aux.loss_ce: 0.0457, aux.acc_seg: 95.6691, loss: 0.1205 2023-02-24 21:46:17,688 - mmseg - INFO - Iter [90150/160000] lr: 2.619e-05, eta: 16:01:11, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0709, decode.acc_seg: 97.1899, aux.loss_ce: 0.0457, aux.acc_seg: 95.6735, loss: 0.1166 2023-02-24 21:46:57,980 - mmseg - INFO - Iter [90200/160000] lr: 2.618e-05, eta: 16:00:29, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.1980, aux.loss_ce: 0.0435, aux.acc_seg: 95.8507, loss: 0.1140 2023-02-24 21:47:41,310 - mmseg - INFO - Iter [90250/160000] lr: 2.616e-05, eta: 15:59:49, time: 0.867, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0735, decode.acc_seg: 97.0780, aux.loss_ce: 0.0467, aux.acc_seg: 95.5391, loss: 0.1201 2023-02-24 21:48:21,581 - mmseg - INFO - Iter [90300/160000] lr: 2.614e-05, eta: 15:59:07, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0749, decode.acc_seg: 97.0733, aux.loss_ce: 0.0453, aux.acc_seg: 95.7099, loss: 0.1201 2023-02-24 21:49:02,620 - mmseg - INFO - Iter [90350/160000] lr: 2.612e-05, eta: 15:58:25, time: 0.821, data_time: 0.026, memory: 21800, decode.loss_ce: 0.0743, decode.acc_seg: 97.0379, aux.loss_ce: 0.0453, aux.acc_seg: 95.6857, loss: 0.1196 2023-02-24 21:49:46,869 - mmseg - INFO - Iter [90400/160000] lr: 2.610e-05, eta: 15:57:46, time: 0.885, data_time: 0.084, memory: 21800, decode.loss_ce: 0.0687, decode.acc_seg: 97.2591, aux.loss_ce: 0.0438, aux.acc_seg: 95.8214, loss: 0.1125 2023-02-24 21:50:27,800 - mmseg - INFO - Iter [90450/160000] lr: 2.608e-05, eta: 15:57:05, time: 0.819, data_time: 0.025, memory: 21800, decode.loss_ce: 0.0697, decode.acc_seg: 97.2262, aux.loss_ce: 0.0433, aux.acc_seg: 95.8776, loss: 0.1130 2023-02-24 21:51:08,103 - mmseg - INFO - Iter [90500/160000] lr: 2.606e-05, eta: 15:56:23, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2570, aux.loss_ce: 0.0437, aux.acc_seg: 95.7830, loss: 0.1125 2023-02-24 21:51:48,474 - mmseg - INFO - Iter [90550/160000] lr: 2.604e-05, eta: 15:55:41, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0703, decode.acc_seg: 97.1998, aux.loss_ce: 0.0441, aux.acc_seg: 95.7667, loss: 0.1144 2023-02-24 21:52:32,269 - mmseg - INFO - Iter [90600/160000] lr: 2.603e-05, eta: 15:55:01, time: 0.876, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.1558, aux.loss_ce: 0.0444, aux.acc_seg: 95.7803, loss: 0.1168 2023-02-24 21:53:12,739 - mmseg - INFO - Iter [90650/160000] lr: 2.601e-05, eta: 15:54:19, time: 0.809, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0734, decode.acc_seg: 97.0989, aux.loss_ce: 0.0466, aux.acc_seg: 95.5726, loss: 0.1200 2023-02-24 21:53:53,129 - mmseg - INFO - Iter [90700/160000] lr: 2.599e-05, eta: 15:53:37, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2860, aux.loss_ce: 0.0440, aux.acc_seg: 95.7796, loss: 0.1122 2023-02-24 21:54:33,381 - mmseg - INFO - Iter [90750/160000] lr: 2.597e-05, eta: 15:52:55, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2165, aux.loss_ce: 0.0438, aux.acc_seg: 95.7884, loss: 0.1132 2023-02-24 21:55:16,480 - mmseg - INFO - Iter [90800/160000] lr: 2.595e-05, eta: 15:52:16, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0702, decode.acc_seg: 97.2186, aux.loss_ce: 0.0455, aux.acc_seg: 95.6546, loss: 0.1156 2023-02-24 21:55:56,692 - mmseg - INFO - Iter [90850/160000] lr: 2.593e-05, eta: 15:51:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0697, decode.acc_seg: 97.2362, aux.loss_ce: 0.0440, aux.acc_seg: 95.7935, loss: 0.1137 2023-02-24 21:56:36,906 - mmseg - INFO - Iter [90900/160000] lr: 2.591e-05, eta: 15:50:51, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2496, aux.loss_ce: 0.0455, aux.acc_seg: 95.6640, loss: 0.1149 2023-02-24 21:57:17,722 - mmseg - INFO - Iter [90950/160000] lr: 2.589e-05, eta: 15:50:10, time: 0.816, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0705, decode.acc_seg: 97.2052, aux.loss_ce: 0.0444, aux.acc_seg: 95.7241, loss: 0.1150 2023-02-24 21:58:00,747 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 21:58:00,748 - mmseg - INFO - Iter [91000/160000] lr: 2.588e-05, eta: 15:49:30, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0740, decode.acc_seg: 97.0910, aux.loss_ce: 0.0462, aux.acc_seg: 95.6582, loss: 0.1202 2023-02-24 21:58:40,973 - mmseg - INFO - Iter [91050/160000] lr: 2.586e-05, eta: 15:48:48, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3820, aux.loss_ce: 0.0423, aux.acc_seg: 95.9436, loss: 0.1078 2023-02-24 21:59:21,290 - mmseg - INFO - Iter [91100/160000] lr: 2.584e-05, eta: 15:48:06, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.2165, aux.loss_ce: 0.0451, aux.acc_seg: 95.7322, loss: 0.1163 2023-02-24 22:00:04,366 - mmseg - INFO - Iter [91150/160000] lr: 2.582e-05, eta: 15:47:26, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0704, decode.acc_seg: 97.2212, aux.loss_ce: 0.0452, aux.acc_seg: 95.7147, loss: 0.1157 2023-02-24 22:00:44,609 - mmseg - INFO - Iter [91200/160000] lr: 2.580e-05, eta: 15:46:44, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0689, decode.acc_seg: 97.2480, aux.loss_ce: 0.0437, aux.acc_seg: 95.8239, loss: 0.1126 2023-02-24 22:01:24,882 - mmseg - INFO - Iter [91250/160000] lr: 2.578e-05, eta: 15:46:02, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2257, aux.loss_ce: 0.0433, aux.acc_seg: 95.8485, loss: 0.1133 2023-02-24 22:02:05,092 - mmseg - INFO - Iter [91300/160000] lr: 2.576e-05, eta: 15:45:20, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2324, aux.loss_ce: 0.0445, aux.acc_seg: 95.7926, loss: 0.1144 2023-02-24 22:02:48,241 - mmseg - INFO - Iter [91350/160000] lr: 2.574e-05, eta: 15:44:40, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0720, decode.acc_seg: 97.1134, aux.loss_ce: 0.0455, aux.acc_seg: 95.6036, loss: 0.1175 2023-02-24 22:03:28,517 - mmseg - INFO - Iter [91400/160000] lr: 2.573e-05, eta: 15:43:58, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.3132, aux.loss_ce: 0.0435, aux.acc_seg: 95.8258, loss: 0.1112 2023-02-24 22:04:08,744 - mmseg - INFO - Iter [91450/160000] lr: 2.571e-05, eta: 15:43:16, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0712, decode.acc_seg: 97.1667, aux.loss_ce: 0.0438, aux.acc_seg: 95.7902, loss: 0.1150 2023-02-24 22:04:49,238 - mmseg - INFO - Iter [91500/160000] lr: 2.569e-05, eta: 15:42:34, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2462, aux.loss_ce: 0.0429, aux.acc_seg: 95.9296, loss: 0.1125 2023-02-24 22:05:32,411 - mmseg - INFO - Iter [91550/160000] lr: 2.567e-05, eta: 15:41:54, time: 0.863, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0708, decode.acc_seg: 97.1505, aux.loss_ce: 0.0442, aux.acc_seg: 95.7478, loss: 0.1150 2023-02-24 22:06:13,370 - mmseg - INFO - Iter [91600/160000] lr: 2.565e-05, eta: 15:41:12, time: 0.819, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2835, aux.loss_ce: 0.0442, aux.acc_seg: 95.7781, loss: 0.1126 2023-02-24 22:06:53,684 - mmseg - INFO - Iter [91650/160000] lr: 2.563e-05, eta: 15:40:30, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3332, aux.loss_ce: 0.0434, aux.acc_seg: 95.8549, loss: 0.1110 2023-02-24 22:07:36,905 - mmseg - INFO - Iter [91700/160000] lr: 2.561e-05, eta: 15:39:50, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.2047, aux.loss_ce: 0.0446, aux.acc_seg: 95.8051, loss: 0.1158 2023-02-24 22:08:17,153 - mmseg - INFO - Iter [91750/160000] lr: 2.559e-05, eta: 15:39:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0720, decode.acc_seg: 97.1242, aux.loss_ce: 0.0443, aux.acc_seg: 95.7419, loss: 0.1162 2023-02-24 22:08:57,442 - mmseg - INFO - Iter [91800/160000] lr: 2.558e-05, eta: 15:38:26, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1974, aux.loss_ce: 0.0426, aux.acc_seg: 95.9331, loss: 0.1133 2023-02-24 22:09:38,422 - mmseg - INFO - Iter [91850/160000] lr: 2.556e-05, eta: 15:37:45, time: 0.820, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2556, aux.loss_ce: 0.0438, aux.acc_seg: 95.8523, loss: 0.1131 2023-02-24 22:10:21,871 - mmseg - INFO - Iter [91900/160000] lr: 2.554e-05, eta: 15:37:05, time: 0.869, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1660, aux.loss_ce: 0.0454, aux.acc_seg: 95.6679, loss: 0.1168 2023-02-24 22:11:02,171 - mmseg - INFO - Iter [91950/160000] lr: 2.552e-05, eta: 15:36:23, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0728, decode.acc_seg: 97.1160, aux.loss_ce: 0.0476, aux.acc_seg: 95.4702, loss: 0.1204 2023-02-24 22:11:42,427 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 22:11:42,428 - mmseg - INFO - Iter [92000/160000] lr: 2.550e-05, eta: 15:35:41, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.3110, aux.loss_ce: 0.0432, aux.acc_seg: 95.8640, loss: 0.1114 2023-02-24 22:12:23,419 - mmseg - INFO - Iter [92050/160000] lr: 2.548e-05, eta: 15:35:00, time: 0.820, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.3270, aux.loss_ce: 0.0436, aux.acc_seg: 95.8501, loss: 0.1105 2023-02-24 22:13:07,511 - mmseg - INFO - Iter [92100/160000] lr: 2.546e-05, eta: 15:34:20, time: 0.882, data_time: 0.083, memory: 21800, decode.loss_ce: 0.0703, decode.acc_seg: 97.2117, aux.loss_ce: 0.0444, aux.acc_seg: 95.7486, loss: 0.1148 2023-02-24 22:13:48,565 - mmseg - INFO - Iter [92150/160000] lr: 2.544e-05, eta: 15:33:39, time: 0.821, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2859, aux.loss_ce: 0.0440, aux.acc_seg: 95.8052, loss: 0.1127 2023-02-24 22:14:28,778 - mmseg - INFO - Iter [92200/160000] lr: 2.543e-05, eta: 15:32:57, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0703, decode.acc_seg: 97.1986, aux.loss_ce: 0.0437, aux.acc_seg: 95.8012, loss: 0.1140 2023-02-24 22:15:09,016 - mmseg - INFO - Iter [92250/160000] lr: 2.541e-05, eta: 15:32:15, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1284, aux.loss_ce: 0.0461, aux.acc_seg: 95.5997, loss: 0.1178 2023-02-24 22:15:52,008 - mmseg - INFO - Iter [92300/160000] lr: 2.539e-05, eta: 15:31:35, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3820, aux.loss_ce: 0.0440, aux.acc_seg: 95.8042, loss: 0.1095 2023-02-24 22:16:32,279 - mmseg - INFO - Iter [92350/160000] lr: 2.537e-05, eta: 15:30:53, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.3385, aux.loss_ce: 0.0427, aux.acc_seg: 95.9453, loss: 0.1097 2023-02-24 22:17:12,617 - mmseg - INFO - Iter [92400/160000] lr: 2.535e-05, eta: 15:30:11, time: 0.807, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2550, aux.loss_ce: 0.0441, aux.acc_seg: 95.8139, loss: 0.1135 2023-02-24 22:17:56,477 - mmseg - INFO - Iter [92450/160000] lr: 2.533e-05, eta: 15:29:31, time: 0.877, data_time: 0.083, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2547, aux.loss_ce: 0.0428, aux.acc_seg: 95.9529, loss: 0.1118 2023-02-24 22:18:36,756 - mmseg - INFO - Iter [92500/160000] lr: 2.531e-05, eta: 15:28:49, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0702, decode.acc_seg: 97.2370, aux.loss_ce: 0.0456, aux.acc_seg: 95.6488, loss: 0.1159 2023-02-24 22:19:17,026 - mmseg - INFO - Iter [92550/160000] lr: 2.529e-05, eta: 15:28:07, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2156, aux.loss_ce: 0.0428, aux.acc_seg: 95.8925, loss: 0.1124 2023-02-24 22:19:57,217 - mmseg - INFO - Iter [92600/160000] lr: 2.528e-05, eta: 15:27:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3464, aux.loss_ce: 0.0426, aux.acc_seg: 95.9427, loss: 0.1088 2023-02-24 22:20:41,307 - mmseg - INFO - Iter [92650/160000] lr: 2.526e-05, eta: 15:26:46, time: 0.882, data_time: 0.086, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2220, aux.loss_ce: 0.0427, aux.acc_seg: 95.9198, loss: 0.1121 2023-02-24 22:21:21,565 - mmseg - INFO - Iter [92700/160000] lr: 2.524e-05, eta: 15:26:04, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0704, decode.acc_seg: 97.1928, aux.loss_ce: 0.0447, aux.acc_seg: 95.7879, loss: 0.1151 2023-02-24 22:22:01,776 - mmseg - INFO - Iter [92750/160000] lr: 2.522e-05, eta: 15:25:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0679, decode.acc_seg: 97.2857, aux.loss_ce: 0.0453, aux.acc_seg: 95.6886, loss: 0.1132 2023-02-24 22:22:42,167 - mmseg - INFO - Iter [92800/160000] lr: 2.520e-05, eta: 15:24:40, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2696, aux.loss_ce: 0.0436, aux.acc_seg: 95.8203, loss: 0.1121 2023-02-24 22:23:25,115 - mmseg - INFO - Iter [92850/160000] lr: 2.518e-05, eta: 15:24:00, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2220, aux.loss_ce: 0.0423, aux.acc_seg: 95.9966, loss: 0.1124 2023-02-24 22:24:05,306 - mmseg - INFO - Iter [92900/160000] lr: 2.516e-05, eta: 15:23:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0725, decode.acc_seg: 97.1501, aux.loss_ce: 0.0447, aux.acc_seg: 95.7792, loss: 0.1172 2023-02-24 22:24:45,522 - mmseg - INFO - Iter [92950/160000] lr: 2.514e-05, eta: 15:22:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0712, decode.acc_seg: 97.1515, aux.loss_ce: 0.0453, aux.acc_seg: 95.7046, loss: 0.1165 2023-02-24 22:25:25,783 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 22:25:25,783 - mmseg - INFO - Iter [93000/160000] lr: 2.513e-05, eta: 15:21:54, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0729, decode.acc_seg: 97.1237, aux.loss_ce: 0.0442, aux.acc_seg: 95.8036, loss: 0.1171 2023-02-24 22:26:09,212 - mmseg - INFO - Iter [93050/160000] lr: 2.511e-05, eta: 15:21:14, time: 0.869, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.2705, aux.loss_ce: 0.0438, aux.acc_seg: 95.7943, loss: 0.1116 2023-02-24 22:26:49,423 - mmseg - INFO - Iter [93100/160000] lr: 2.509e-05, eta: 15:20:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2083, aux.loss_ce: 0.0424, aux.acc_seg: 95.9542, loss: 0.1118 2023-02-24 22:27:29,706 - mmseg - INFO - Iter [93150/160000] lr: 2.507e-05, eta: 15:19:50, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2784, aux.loss_ce: 0.0437, aux.acc_seg: 95.8728, loss: 0.1119 2023-02-24 22:28:12,695 - mmseg - INFO - Iter [93200/160000] lr: 2.505e-05, eta: 15:19:10, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2445, aux.loss_ce: 0.0433, aux.acc_seg: 95.8556, loss: 0.1127 2023-02-24 22:28:53,348 - mmseg - INFO - Iter [93250/160000] lr: 2.503e-05, eta: 15:18:28, time: 0.813, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2400, aux.loss_ce: 0.0441, aux.acc_seg: 95.8206, loss: 0.1132 2023-02-24 22:29:33,610 - mmseg - INFO - Iter [93300/160000] lr: 2.501e-05, eta: 15:17:46, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3084, aux.loss_ce: 0.0442, aux.acc_seg: 95.7955, loss: 0.1118 2023-02-24 22:30:13,886 - mmseg - INFO - Iter [93350/160000] lr: 2.499e-05, eta: 15:17:04, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2171, aux.loss_ce: 0.0429, aux.acc_seg: 95.8346, loss: 0.1122 2023-02-24 22:30:56,910 - mmseg - INFO - Iter [93400/160000] lr: 2.498e-05, eta: 15:16:24, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0725, decode.acc_seg: 97.1349, aux.loss_ce: 0.0451, aux.acc_seg: 95.6920, loss: 0.1176 2023-02-24 22:31:37,149 - mmseg - INFO - Iter [93450/160000] lr: 2.496e-05, eta: 15:15:42, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0664, decode.acc_seg: 97.3329, aux.loss_ce: 0.0439, aux.acc_seg: 95.7712, loss: 0.1103 2023-02-24 22:32:17,476 - mmseg - INFO - Iter [93500/160000] lr: 2.494e-05, eta: 15:15:00, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0753, decode.acc_seg: 97.0029, aux.loss_ce: 0.0464, aux.acc_seg: 95.5537, loss: 0.1217 2023-02-24 22:32:57,788 - mmseg - INFO - Iter [93550/160000] lr: 2.492e-05, eta: 15:14:18, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.3249, aux.loss_ce: 0.0440, aux.acc_seg: 95.8532, loss: 0.1118 2023-02-24 22:33:41,563 - mmseg - INFO - Iter [93600/160000] lr: 2.490e-05, eta: 15:13:39, time: 0.875, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3582, aux.loss_ce: 0.0417, aux.acc_seg: 96.0140, loss: 0.1078 2023-02-24 22:34:21,875 - mmseg - INFO - Iter [93650/160000] lr: 2.488e-05, eta: 15:12:57, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.2036, aux.loss_ce: 0.0462, aux.acc_seg: 95.5919, loss: 0.1168 2023-02-24 22:35:02,223 - mmseg - INFO - Iter [93700/160000] lr: 2.486e-05, eta: 15:12:15, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.1610, aux.loss_ce: 0.0446, aux.acc_seg: 95.7844, loss: 0.1161 2023-02-24 22:35:45,309 - mmseg - INFO - Iter [93750/160000] lr: 2.484e-05, eta: 15:11:35, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2572, aux.loss_ce: 0.0451, aux.acc_seg: 95.6973, loss: 0.1145 2023-02-24 22:36:25,528 - mmseg - INFO - Iter [93800/160000] lr: 2.483e-05, eta: 15:10:53, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0687, decode.acc_seg: 97.2753, aux.loss_ce: 0.0433, aux.acc_seg: 95.8778, loss: 0.1120 2023-02-24 22:37:05,772 - mmseg - INFO - Iter [93850/160000] lr: 2.481e-05, eta: 15:10:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2825, aux.loss_ce: 0.0447, aux.acc_seg: 95.7726, loss: 0.1138 2023-02-24 22:37:46,108 - mmseg - INFO - Iter [93900/160000] lr: 2.479e-05, eta: 15:09:29, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0731, decode.acc_seg: 97.0962, aux.loss_ce: 0.0456, aux.acc_seg: 95.6295, loss: 0.1187 2023-02-24 22:38:30,125 - mmseg - INFO - Iter [93950/160000] lr: 2.477e-05, eta: 15:08:50, time: 0.880, data_time: 0.081, memory: 21800, decode.loss_ce: 0.0757, decode.acc_seg: 97.0347, aux.loss_ce: 0.0456, aux.acc_seg: 95.6839, loss: 0.1213 2023-02-24 22:39:10,414 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 22:39:10,415 - mmseg - INFO - Iter [94000/160000] lr: 2.475e-05, eta: 15:08:08, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0671, decode.acc_seg: 97.3524, aux.loss_ce: 0.0426, aux.acc_seg: 95.9436, loss: 0.1096 2023-02-24 22:39:50,689 - mmseg - INFO - Iter [94050/160000] lr: 2.473e-05, eta: 15:07:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.3016, aux.loss_ce: 0.0438, aux.acc_seg: 95.8406, loss: 0.1110 2023-02-24 22:40:31,119 - mmseg - INFO - Iter [94100/160000] lr: 2.471e-05, eta: 15:06:44, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0713, decode.acc_seg: 97.1585, aux.loss_ce: 0.0442, aux.acc_seg: 95.7533, loss: 0.1155 2023-02-24 22:41:14,207 - mmseg - INFO - Iter [94150/160000] lr: 2.469e-05, eta: 15:06:04, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2346, aux.loss_ce: 0.0432, aux.acc_seg: 95.8689, loss: 0.1127 2023-02-24 22:41:54,489 - mmseg - INFO - Iter [94200/160000] lr: 2.468e-05, eta: 15:05:22, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2588, aux.loss_ce: 0.0426, aux.acc_seg: 95.8910, loss: 0.1110 2023-02-24 22:42:34,798 - mmseg - INFO - Iter [94250/160000] lr: 2.466e-05, eta: 15:04:40, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1683, aux.loss_ce: 0.0453, aux.acc_seg: 95.6627, loss: 0.1164 2023-02-24 22:43:15,060 - mmseg - INFO - Iter [94300/160000] lr: 2.464e-05, eta: 15:03:58, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3957, aux.loss_ce: 0.0420, aux.acc_seg: 95.9899, loss: 0.1077 2023-02-24 22:43:58,345 - mmseg - INFO - Iter [94350/160000] lr: 2.462e-05, eta: 15:03:18, time: 0.866, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2733, aux.loss_ce: 0.0451, aux.acc_seg: 95.7030, loss: 0.1142 2023-02-24 22:44:38,851 - mmseg - INFO - Iter [94400/160000] lr: 2.460e-05, eta: 15:02:36, time: 0.810, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0673, decode.acc_seg: 97.3115, aux.loss_ce: 0.0425, aux.acc_seg: 95.9288, loss: 0.1098 2023-02-24 22:45:19,232 - mmseg - INFO - Iter [94450/160000] lr: 2.458e-05, eta: 15:01:54, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2766, aux.loss_ce: 0.0439, aux.acc_seg: 95.8410, loss: 0.1123 2023-02-24 22:46:02,483 - mmseg - INFO - Iter [94500/160000] lr: 2.456e-05, eta: 15:01:14, time: 0.865, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2023, aux.loss_ce: 0.0435, aux.acc_seg: 95.8220, loss: 0.1133 2023-02-24 22:46:42,780 - mmseg - INFO - Iter [94550/160000] lr: 2.454e-05, eta: 15:00:32, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.2740, aux.loss_ce: 0.0443, aux.acc_seg: 95.7380, loss: 0.1121 2023-02-24 22:47:23,079 - mmseg - INFO - Iter [94600/160000] lr: 2.453e-05, eta: 14:59:50, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0689, decode.acc_seg: 97.2462, aux.loss_ce: 0.0430, aux.acc_seg: 95.8502, loss: 0.1119 2023-02-24 22:48:04,129 - mmseg - INFO - Iter [94650/160000] lr: 2.451e-05, eta: 14:59:09, time: 0.821, data_time: 0.026, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.2003, aux.loss_ce: 0.0440, aux.acc_seg: 95.8227, loss: 0.1155 2023-02-24 22:48:47,266 - mmseg - INFO - Iter [94700/160000] lr: 2.449e-05, eta: 14:58:29, time: 0.863, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2612, aux.loss_ce: 0.0451, aux.acc_seg: 95.7147, loss: 0.1131 2023-02-24 22:49:27,619 - mmseg - INFO - Iter [94750/160000] lr: 2.447e-05, eta: 14:57:47, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2573, aux.loss_ce: 0.0426, aux.acc_seg: 95.9470, loss: 0.1115 2023-02-24 22:50:07,950 - mmseg - INFO - Iter [94800/160000] lr: 2.445e-05, eta: 14:57:05, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0718, decode.acc_seg: 97.1597, aux.loss_ce: 0.0447, aux.acc_seg: 95.7772, loss: 0.1165 2023-02-24 22:50:48,214 - mmseg - INFO - Iter [94850/160000] lr: 2.443e-05, eta: 14:56:23, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2515, aux.loss_ce: 0.0439, aux.acc_seg: 95.8512, loss: 0.1131 2023-02-24 22:51:31,730 - mmseg - INFO - Iter [94900/160000] lr: 2.441e-05, eta: 14:55:43, time: 0.870, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2851, aux.loss_ce: 0.0433, aux.acc_seg: 95.8721, loss: 0.1118 2023-02-24 22:52:11,957 - mmseg - INFO - Iter [94950/160000] lr: 2.439e-05, eta: 14:55:01, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0679, decode.acc_seg: 97.2911, aux.loss_ce: 0.0442, aux.acc_seg: 95.7561, loss: 0.1121 2023-02-24 22:52:52,219 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 22:52:52,220 - mmseg - INFO - Iter [95000/160000] lr: 2.438e-05, eta: 14:54:19, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2921, aux.loss_ce: 0.0437, aux.acc_seg: 95.8174, loss: 0.1121 2023-02-24 22:53:35,186 - mmseg - INFO - Iter [95050/160000] lr: 2.436e-05, eta: 14:53:39, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0705, decode.acc_seg: 97.1860, aux.loss_ce: 0.0440, aux.acc_seg: 95.8031, loss: 0.1145 2023-02-24 22:54:15,367 - mmseg - INFO - Iter [95100/160000] lr: 2.434e-05, eta: 14:52:57, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2694, aux.loss_ce: 0.0439, aux.acc_seg: 95.8343, loss: 0.1126 2023-02-24 22:54:55,562 - mmseg - INFO - Iter [95150/160000] lr: 2.432e-05, eta: 14:52:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3987, aux.loss_ce: 0.0421, aux.acc_seg: 95.9228, loss: 0.1072 2023-02-24 22:55:35,864 - mmseg - INFO - Iter [95200/160000] lr: 2.430e-05, eta: 14:51:33, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.2948, aux.loss_ce: 0.0428, aux.acc_seg: 95.9080, loss: 0.1105 2023-02-24 22:56:18,981 - mmseg - INFO - Iter [95250/160000] lr: 2.428e-05, eta: 14:50:53, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0714, decode.acc_seg: 97.1704, aux.loss_ce: 0.0452, aux.acc_seg: 95.7271, loss: 0.1166 2023-02-24 22:56:59,290 - mmseg - INFO - Iter [95300/160000] lr: 2.426e-05, eta: 14:50:11, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.3105, aux.loss_ce: 0.0433, aux.acc_seg: 95.8440, loss: 0.1104 2023-02-24 22:57:39,652 - mmseg - INFO - Iter [95350/160000] lr: 2.424e-05, eta: 14:49:30, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.3069, aux.loss_ce: 0.0432, aux.acc_seg: 95.8768, loss: 0.1110 2023-02-24 22:58:19,938 - mmseg - INFO - Iter [95400/160000] lr: 2.423e-05, eta: 14:48:48, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2620, aux.loss_ce: 0.0435, aux.acc_seg: 95.8367, loss: 0.1125 2023-02-24 22:59:02,933 - mmseg - INFO - Iter [95450/160000] lr: 2.421e-05, eta: 14:48:07, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2804, aux.loss_ce: 0.0431, aux.acc_seg: 95.8566, loss: 0.1117 2023-02-24 22:59:43,129 - mmseg - INFO - Iter [95500/160000] lr: 2.419e-05, eta: 14:47:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0700, decode.acc_seg: 97.2053, aux.loss_ce: 0.0447, aux.acc_seg: 95.7240, loss: 0.1147 2023-02-24 23:00:23,481 - mmseg - INFO - Iter [95550/160000] lr: 2.417e-05, eta: 14:46:44, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0683, decode.acc_seg: 97.2690, aux.loss_ce: 0.0430, aux.acc_seg: 95.8489, loss: 0.1113 2023-02-24 23:01:04,095 - mmseg - INFO - Iter [95600/160000] lr: 2.415e-05, eta: 14:46:02, time: 0.812, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.3112, aux.loss_ce: 0.0451, aux.acc_seg: 95.7560, loss: 0.1129 2023-02-24 23:01:47,156 - mmseg - INFO - Iter [95650/160000] lr: 2.413e-05, eta: 14:45:22, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.3013, aux.loss_ce: 0.0417, aux.acc_seg: 96.0102, loss: 0.1094 2023-02-24 23:02:27,644 - mmseg - INFO - Iter [95700/160000] lr: 2.411e-05, eta: 14:44:40, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2863, aux.loss_ce: 0.0435, aux.acc_seg: 95.8626, loss: 0.1116 2023-02-24 23:03:07,908 - mmseg - INFO - Iter [95750/160000] lr: 2.409e-05, eta: 14:43:58, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0724, decode.acc_seg: 97.0968, aux.loss_ce: 0.0448, aux.acc_seg: 95.6730, loss: 0.1172 2023-02-24 23:03:50,940 - mmseg - INFO - Iter [95800/160000] lr: 2.408e-05, eta: 14:43:18, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0689, decode.acc_seg: 97.2424, aux.loss_ce: 0.0457, aux.acc_seg: 95.5869, loss: 0.1146 2023-02-24 23:04:31,246 - mmseg - INFO - Iter [95850/160000] lr: 2.406e-05, eta: 14:42:36, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0679, decode.acc_seg: 97.2824, aux.loss_ce: 0.0419, aux.acc_seg: 95.9328, loss: 0.1098 2023-02-24 23:05:11,486 - mmseg - INFO - Iter [95900/160000] lr: 2.404e-05, eta: 14:41:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3479, aux.loss_ce: 0.0423, aux.acc_seg: 95.9291, loss: 0.1088 2023-02-24 23:05:52,081 - mmseg - INFO - Iter [95950/160000] lr: 2.402e-05, eta: 14:41:12, time: 0.812, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.3116, aux.loss_ce: 0.0419, aux.acc_seg: 96.0013, loss: 0.1096 2023-02-24 23:06:35,182 - mmseg - INFO - Saving checkpoint at 96000 iterations 2023-02-24 23:06:36,579 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 23:06:36,580 - mmseg - INFO - Iter [96000/160000] lr: 2.400e-05, eta: 14:40:33, time: 0.890, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3661, aux.loss_ce: 0.0425, aux.acc_seg: 95.9196, loss: 0.1080 2023-02-24 23:07:29,233 - mmseg - INFO - per class results: 2023-02-24 23:07:29,236 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.65 | 99.22 | | sidewalk | 87.87 | 94.74 | | building | 93.59 | 96.44 | | wall | 64.71 | 76.58 | | fence | 66.97 | 76.14 | | pole | 71.09 | 85.03 | | traffic light | 75.05 | 83.46 | | traffic sign | 83.37 | 91.5 | | vegetation | 93.24 | 97.2 | | terrain | 65.39 | 71.67 | | sky | 95.41 | 98.35 | | person | 84.82 | 91.58 | | rider | 65.95 | 76.82 | | car | 95.95 | 98.05 | | truck | 83.31 | 86.37 | | bus | 92.44 | 93.91 | | train | 88.24 | 91.09 | | motorcycle | 70.12 | 80.44 | | bicycle | 80.75 | 90.55 | +---------------+-------+-------+ 2023-02-24 23:07:29,236 - mmseg - INFO - Summary: 2023-02-24 23:07:29,236 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.75 | 81.94 | 88.38 | +-------+-------+-------+ 2023-02-24 23:07:29,247 - mmseg - INFO - The previous best checkpoint /apdcephfs/share_1364275/yuanfengji/project/DiffSeg/local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20/best_mIoU_iter_80000.pth was removed 2023-02-24 23:07:30,485 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_96000.pth. 2023-02-24 23:07:30,486 - mmseg - INFO - Best mIoU is 0.8194 at 96000 iter. 2023-02-24 23:07:30,486 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 23:07:30,487 - mmseg - INFO - Iter(val) [125] aAcc: 0.9675, mIoU: 0.8194, mAcc: 0.8838, IoU.road: 0.9865, IoU.sidewalk: 0.8787, IoU.building: 0.9359, IoU.wall: 0.6471, IoU.fence: 0.6697, IoU.pole: 0.7109, IoU.traffic light: 0.7505, IoU.traffic sign: 0.8337, IoU.vegetation: 0.9324, IoU.terrain: 0.6539, IoU.sky: 0.9541, IoU.person: 0.8482, IoU.rider: 0.6595, IoU.car: 0.9595, IoU.truck: 0.8331, IoU.bus: 0.9244, IoU.train: 0.8824, IoU.motorcycle: 0.7012, IoU.bicycle: 0.8075, Acc.road: 0.9922, Acc.sidewalk: 0.9474, Acc.building: 0.9644, Acc.wall: 0.7658, Acc.fence: 0.7614, Acc.pole: 0.8503, Acc.traffic light: 0.8346, Acc.traffic sign: 0.9150, Acc.vegetation: 0.9720, Acc.terrain: 0.7167, Acc.sky: 0.9835, Acc.person: 0.9158, Acc.rider: 0.7682, Acc.car: 0.9805, Acc.truck: 0.8637, Acc.bus: 0.9391, Acc.train: 0.9109, Acc.motorcycle: 0.8044, Acc.bicycle: 0.9055 2023-02-24 23:08:10,705 - mmseg - INFO - Iter [96050/160000] lr: 2.398e-05, eta: 14:40:27, time: 1.882, data_time: 1.088, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2071, aux.loss_ce: 0.0450, aux.acc_seg: 95.7250, loss: 0.1149 2023-02-24 23:08:51,386 - mmseg - INFO - Iter [96100/160000] lr: 2.396e-05, eta: 14:39:45, time: 0.814, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2618, aux.loss_ce: 0.0450, aux.acc_seg: 95.6814, loss: 0.1132 2023-02-24 23:09:31,822 - mmseg - INFO - Iter [96150/160000] lr: 2.394e-05, eta: 14:39:03, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0673, decode.acc_seg: 97.2963, aux.loss_ce: 0.0421, aux.acc_seg: 95.9714, loss: 0.1095 2023-02-24 23:10:15,173 - mmseg - INFO - Iter [96200/160000] lr: 2.393e-05, eta: 14:38:24, time: 0.867, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2466, aux.loss_ce: 0.0448, aux.acc_seg: 95.6929, loss: 0.1135 2023-02-24 23:10:55,557 - mmseg - INFO - Iter [96250/160000] lr: 2.391e-05, eta: 14:37:42, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0683, decode.acc_seg: 97.2754, aux.loss_ce: 0.0430, aux.acc_seg: 95.8882, loss: 0.1113 2023-02-24 23:11:35,804 - mmseg - INFO - Iter [96300/160000] lr: 2.389e-05, eta: 14:37:00, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0704, decode.acc_seg: 97.1824, aux.loss_ce: 0.0461, aux.acc_seg: 95.5978, loss: 0.1165 2023-02-24 23:12:18,756 - mmseg - INFO - Iter [96350/160000] lr: 2.387e-05, eta: 14:36:19, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2584, aux.loss_ce: 0.0443, aux.acc_seg: 95.7744, loss: 0.1134 2023-02-24 23:12:59,020 - mmseg - INFO - Iter [96400/160000] lr: 2.385e-05, eta: 14:35:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2272, aux.loss_ce: 0.0433, aux.acc_seg: 95.8412, loss: 0.1127 2023-02-24 23:13:39,356 - mmseg - INFO - Iter [96450/160000] lr: 2.383e-05, eta: 14:34:55, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0713, decode.acc_seg: 97.1592, aux.loss_ce: 0.0446, aux.acc_seg: 95.7231, loss: 0.1159 2023-02-24 23:14:19,560 - mmseg - INFO - Iter [96500/160000] lr: 2.381e-05, eta: 14:34:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0673, decode.acc_seg: 97.3267, aux.loss_ce: 0.0442, aux.acc_seg: 95.7789, loss: 0.1115 2023-02-24 23:15:02,610 - mmseg - INFO - Iter [96550/160000] lr: 2.379e-05, eta: 14:33:33, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2530, aux.loss_ce: 0.0429, aux.acc_seg: 95.8942, loss: 0.1117 2023-02-24 23:15:43,034 - mmseg - INFO - Iter [96600/160000] lr: 2.378e-05, eta: 14:32:51, time: 0.808, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2358, aux.loss_ce: 0.0431, aux.acc_seg: 95.8817, loss: 0.1127 2023-02-24 23:16:23,416 - mmseg - INFO - Iter [96650/160000] lr: 2.376e-05, eta: 14:32:09, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3568, aux.loss_ce: 0.0421, aux.acc_seg: 95.9622, loss: 0.1078 2023-02-24 23:17:04,043 - mmseg - INFO - Iter [96700/160000] lr: 2.374e-05, eta: 14:31:28, time: 0.813, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0717, decode.acc_seg: 97.1511, aux.loss_ce: 0.0443, aux.acc_seg: 95.7547, loss: 0.1161 2023-02-24 23:17:47,083 - mmseg - INFO - Iter [96750/160000] lr: 2.372e-05, eta: 14:30:48, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3252, aux.loss_ce: 0.0433, aux.acc_seg: 95.8887, loss: 0.1100 2023-02-24 23:18:27,431 - mmseg - INFO - Iter [96800/160000] lr: 2.370e-05, eta: 14:30:06, time: 0.807, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2570, aux.loss_ce: 0.0426, aux.acc_seg: 95.9441, loss: 0.1122 2023-02-24 23:19:07,600 - mmseg - INFO - Iter [96850/160000] lr: 2.368e-05, eta: 14:29:24, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.1872, aux.loss_ce: 0.0447, aux.acc_seg: 95.7220, loss: 0.1153 2023-02-24 23:19:47,845 - mmseg - INFO - Iter [96900/160000] lr: 2.366e-05, eta: 14:28:42, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0719, decode.acc_seg: 97.1369, aux.loss_ce: 0.0432, aux.acc_seg: 95.8706, loss: 0.1152 2023-02-24 23:20:30,938 - mmseg - INFO - Iter [96950/160000] lr: 2.364e-05, eta: 14:28:01, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2471, aux.loss_ce: 0.0442, aux.acc_seg: 95.7520, loss: 0.1131 2023-02-24 23:21:11,672 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 23:21:11,673 - mmseg - INFO - Iter [97000/160000] lr: 2.363e-05, eta: 14:27:20, time: 0.815, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0671, decode.acc_seg: 97.2965, aux.loss_ce: 0.0419, aux.acc_seg: 95.9823, loss: 0.1089 2023-02-24 23:21:51,965 - mmseg - INFO - Iter [97050/160000] lr: 2.361e-05, eta: 14:26:38, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.3066, aux.loss_ce: 0.0417, aux.acc_seg: 96.0127, loss: 0.1093 2023-02-24 23:22:34,921 - mmseg - INFO - Iter [97100/160000] lr: 2.359e-05, eta: 14:25:58, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3389, aux.loss_ce: 0.0419, aux.acc_seg: 96.0009, loss: 0.1085 2023-02-24 23:23:15,450 - mmseg - INFO - Iter [97150/160000] lr: 2.357e-05, eta: 14:25:16, time: 0.810, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3724, aux.loss_ce: 0.0426, aux.acc_seg: 95.9257, loss: 0.1085 2023-02-24 23:23:55,756 - mmseg - INFO - Iter [97200/160000] lr: 2.355e-05, eta: 14:24:34, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.3062, aux.loss_ce: 0.0453, aux.acc_seg: 95.6686, loss: 0.1135 2023-02-24 23:24:35,948 - mmseg - INFO - Iter [97250/160000] lr: 2.353e-05, eta: 14:23:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0718, decode.acc_seg: 97.1385, aux.loss_ce: 0.0456, aux.acc_seg: 95.6714, loss: 0.1173 2023-02-24 23:25:18,918 - mmseg - INFO - Iter [97300/160000] lr: 2.351e-05, eta: 14:23:12, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0729, decode.acc_seg: 97.0932, aux.loss_ce: 0.0462, aux.acc_seg: 95.5273, loss: 0.1191 2023-02-24 23:25:59,113 - mmseg - INFO - Iter [97350/160000] lr: 2.349e-05, eta: 14:22:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0673, decode.acc_seg: 97.2944, aux.loss_ce: 0.0429, aux.acc_seg: 95.8361, loss: 0.1102 2023-02-24 23:26:39,290 - mmseg - INFO - Iter [97400/160000] lr: 2.348e-05, eta: 14:21:48, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0702, decode.acc_seg: 97.2055, aux.loss_ce: 0.0432, aux.acc_seg: 95.8762, loss: 0.1134 2023-02-24 23:27:19,561 - mmseg - INFO - Iter [97450/160000] lr: 2.346e-05, eta: 14:21:06, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1844, aux.loss_ce: 0.0449, aux.acc_seg: 95.7016, loss: 0.1155 2023-02-24 23:28:02,940 - mmseg - INFO - Iter [97500/160000] lr: 2.344e-05, eta: 14:20:26, time: 0.868, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2290, aux.loss_ce: 0.0442, aux.acc_seg: 95.7602, loss: 0.1141 2023-02-24 23:28:43,241 - mmseg - INFO - Iter [97550/160000] lr: 2.342e-05, eta: 14:19:44, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0703, decode.acc_seg: 97.2075, aux.loss_ce: 0.0441, aux.acc_seg: 95.7587, loss: 0.1144 2023-02-24 23:29:23,442 - mmseg - INFO - Iter [97600/160000] lr: 2.340e-05, eta: 14:19:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3375, aux.loss_ce: 0.0422, aux.acc_seg: 95.9319, loss: 0.1088 2023-02-24 23:30:03,710 - mmseg - INFO - Iter [97650/160000] lr: 2.338e-05, eta: 14:18:20, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2766, aux.loss_ce: 0.0438, aux.acc_seg: 95.8398, loss: 0.1120 2023-02-24 23:30:46,752 - mmseg - INFO - Iter [97700/160000] lr: 2.336e-05, eta: 14:17:40, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0712, decode.acc_seg: 97.1783, aux.loss_ce: 0.0433, aux.acc_seg: 95.8709, loss: 0.1144 2023-02-24 23:31:26,990 - mmseg - INFO - Iter [97750/160000] lr: 2.334e-05, eta: 14:16:58, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2529, aux.loss_ce: 0.0434, aux.acc_seg: 95.8591, loss: 0.1124 2023-02-24 23:32:07,313 - mmseg - INFO - Iter [97800/160000] lr: 2.333e-05, eta: 14:16:16, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.3070, aux.loss_ce: 0.0434, aux.acc_seg: 95.8365, loss: 0.1113 2023-02-24 23:32:50,868 - mmseg - INFO - Iter [97850/160000] lr: 2.331e-05, eta: 14:15:36, time: 0.871, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2853, aux.loss_ce: 0.0428, aux.acc_seg: 95.9065, loss: 0.1110 2023-02-24 23:33:31,090 - mmseg - INFO - Iter [97900/160000] lr: 2.329e-05, eta: 14:14:54, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3102, aux.loss_ce: 0.0426, aux.acc_seg: 95.9076, loss: 0.1102 2023-02-24 23:34:11,334 - mmseg - INFO - Iter [97950/160000] lr: 2.327e-05, eta: 14:14:12, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2639, aux.loss_ce: 0.0427, aux.acc_seg: 95.8910, loss: 0.1113 2023-02-24 23:34:51,581 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 23:34:51,582 - mmseg - INFO - Iter [98000/160000] lr: 2.325e-05, eta: 14:13:30, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0687, decode.acc_seg: 97.2447, aux.loss_ce: 0.0431, aux.acc_seg: 95.9133, loss: 0.1118 2023-02-24 23:35:34,533 - mmseg - INFO - Iter [98050/160000] lr: 2.323e-05, eta: 14:12:50, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.1821, aux.loss_ce: 0.0433, aux.acc_seg: 95.8525, loss: 0.1139 2023-02-24 23:36:14,823 - mmseg - INFO - Iter [98100/160000] lr: 2.321e-05, eta: 14:12:08, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.3920, aux.loss_ce: 0.0409, aux.acc_seg: 96.0266, loss: 0.1061 2023-02-24 23:36:55,072 - mmseg - INFO - Iter [98150/160000] lr: 2.319e-05, eta: 14:11:26, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0679, decode.acc_seg: 97.2879, aux.loss_ce: 0.0424, aux.acc_seg: 95.9602, loss: 0.1104 2023-02-24 23:37:35,295 - mmseg - INFO - Iter [98200/160000] lr: 2.318e-05, eta: 14:10:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2328, aux.loss_ce: 0.0456, aux.acc_seg: 95.6429, loss: 0.1148 2023-02-24 23:38:18,536 - mmseg - INFO - Iter [98250/160000] lr: 2.316e-05, eta: 14:10:04, time: 0.865, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1823, aux.loss_ce: 0.0447, aux.acc_seg: 95.7188, loss: 0.1159 2023-02-24 23:38:58,791 - mmseg - INFO - Iter [98300/160000] lr: 2.314e-05, eta: 14:09:22, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0715, decode.acc_seg: 97.2052, aux.loss_ce: 0.0446, aux.acc_seg: 95.7888, loss: 0.1161 2023-02-24 23:39:39,336 - mmseg - INFO - Iter [98350/160000] lr: 2.312e-05, eta: 14:08:40, time: 0.811, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.2882, aux.loss_ce: 0.0428, aux.acc_seg: 95.9061, loss: 0.1108 2023-02-24 23:40:22,445 - mmseg - INFO - Iter [98400/160000] lr: 2.310e-05, eta: 14:08:00, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.3006, aux.loss_ce: 0.0432, aux.acc_seg: 95.8353, loss: 0.1102 2023-02-24 23:41:02,645 - mmseg - INFO - Iter [98450/160000] lr: 2.308e-05, eta: 14:07:18, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.2899, aux.loss_ce: 0.0438, aux.acc_seg: 95.7897, loss: 0.1113 2023-02-24 23:41:42,853 - mmseg - INFO - Iter [98500/160000] lr: 2.306e-05, eta: 14:06:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3747, aux.loss_ce: 0.0424, aux.acc_seg: 95.9281, loss: 0.1080 2023-02-24 23:42:23,230 - mmseg - INFO - Iter [98550/160000] lr: 2.304e-05, eta: 14:05:54, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3984, aux.loss_ce: 0.0424, aux.acc_seg: 95.9570, loss: 0.1075 2023-02-24 23:43:06,641 - mmseg - INFO - Iter [98600/160000] lr: 2.303e-05, eta: 14:05:14, time: 0.868, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2963, aux.loss_ce: 0.0461, aux.acc_seg: 95.7342, loss: 0.1146 2023-02-24 23:43:47,010 - mmseg - INFO - Iter [98650/160000] lr: 2.301e-05, eta: 14:04:32, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.4276, aux.loss_ce: 0.0450, aux.acc_seg: 95.7062, loss: 0.1103 2023-02-24 23:44:27,239 - mmseg - INFO - Iter [98700/160000] lr: 2.299e-05, eta: 14:03:50, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0704, decode.acc_seg: 97.1941, aux.loss_ce: 0.0440, aux.acc_seg: 95.7944, loss: 0.1144 2023-02-24 23:45:07,493 - mmseg - INFO - Iter [98750/160000] lr: 2.297e-05, eta: 14:03:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4390, aux.loss_ce: 0.0418, aux.acc_seg: 95.9914, loss: 0.1058 2023-02-24 23:45:50,631 - mmseg - INFO - Iter [98800/160000] lr: 2.295e-05, eta: 14:02:28, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0709, decode.acc_seg: 97.1870, aux.loss_ce: 0.0452, aux.acc_seg: 95.7087, loss: 0.1161 2023-02-24 23:46:30,965 - mmseg - INFO - Iter [98850/160000] lr: 2.293e-05, eta: 14:01:46, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0713, decode.acc_seg: 97.1899, aux.loss_ce: 0.0441, aux.acc_seg: 95.7890, loss: 0.1154 2023-02-24 23:47:11,189 - mmseg - INFO - Iter [98900/160000] lr: 2.291e-05, eta: 14:01:04, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1811, aux.loss_ce: 0.0453, aux.acc_seg: 95.6633, loss: 0.1160 2023-02-24 23:47:51,352 - mmseg - INFO - Iter [98950/160000] lr: 2.289e-05, eta: 14:00:22, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2132, aux.loss_ce: 0.0435, aux.acc_seg: 95.7908, loss: 0.1126 2023-02-24 23:48:34,309 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-24 23:48:34,309 - mmseg - INFO - Iter [99000/160000] lr: 2.288e-05, eta: 13:59:42, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4737, aux.loss_ce: 0.0429, aux.acc_seg: 95.8808, loss: 0.1058 2023-02-24 23:49:14,576 - mmseg - INFO - Iter [99050/160000] lr: 2.286e-05, eta: 13:59:00, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0700, decode.acc_seg: 97.2291, aux.loss_ce: 0.0433, aux.acc_seg: 95.8617, loss: 0.1134 2023-02-24 23:49:54,880 - mmseg - INFO - Iter [99100/160000] lr: 2.284e-05, eta: 13:58:18, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4484, aux.loss_ce: 0.0426, aux.acc_seg: 95.9539, loss: 0.1067 2023-02-24 23:50:37,971 - mmseg - INFO - Iter [99150/160000] lr: 2.282e-05, eta: 13:57:38, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.1914, aux.loss_ce: 0.0454, aux.acc_seg: 95.6795, loss: 0.1160 2023-02-24 23:51:18,161 - mmseg - INFO - Iter [99200/160000] lr: 2.280e-05, eta: 13:56:56, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3304, aux.loss_ce: 0.0414, aux.acc_seg: 96.0467, loss: 0.1080 2023-02-24 23:51:58,489 - mmseg - INFO - Iter [99250/160000] lr: 2.278e-05, eta: 13:56:14, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2613, aux.loss_ce: 0.0450, aux.acc_seg: 95.7071, loss: 0.1145 2023-02-24 23:52:38,794 - mmseg - INFO - Iter [99300/160000] lr: 2.276e-05, eta: 13:55:32, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2655, aux.loss_ce: 0.0422, aux.acc_seg: 95.9274, loss: 0.1106 2023-02-24 23:53:21,771 - mmseg - INFO - Iter [99350/160000] lr: 2.274e-05, eta: 13:54:52, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2740, aux.loss_ce: 0.0415, aux.acc_seg: 96.0222, loss: 0.1096 2023-02-24 23:54:01,930 - mmseg - INFO - Iter [99400/160000] lr: 2.273e-05, eta: 13:54:10, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.4011, aux.loss_ce: 0.0430, aux.acc_seg: 95.8553, loss: 0.1081 2023-02-24 23:54:42,168 - mmseg - INFO - Iter [99450/160000] lr: 2.271e-05, eta: 13:53:28, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2099, aux.loss_ce: 0.0423, aux.acc_seg: 95.9341, loss: 0.1119 2023-02-24 23:55:22,621 - mmseg - INFO - Iter [99500/160000] lr: 2.269e-05, eta: 13:52:46, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3967, aux.loss_ce: 0.0437, aux.acc_seg: 95.8031, loss: 0.1088 2023-02-24 23:56:05,692 - mmseg - INFO - Iter [99550/160000] lr: 2.267e-05, eta: 13:52:06, time: 0.862, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.2977, aux.loss_ce: 0.0411, aux.acc_seg: 96.0190, loss: 0.1086 2023-02-24 23:56:45,922 - mmseg - INFO - Iter [99600/160000] lr: 2.265e-05, eta: 13:51:24, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2721, aux.loss_ce: 0.0437, aux.acc_seg: 95.8774, loss: 0.1123 2023-02-24 23:57:26,167 - mmseg - INFO - Iter [99650/160000] lr: 2.263e-05, eta: 13:50:42, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2757, aux.loss_ce: 0.0423, aux.acc_seg: 95.9278, loss: 0.1104 2023-02-24 23:58:09,663 - mmseg - INFO - Iter [99700/160000] lr: 2.261e-05, eta: 13:50:02, time: 0.870, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3661, aux.loss_ce: 0.0418, aux.acc_seg: 95.9585, loss: 0.1077 2023-02-24 23:58:49,782 - mmseg - INFO - Iter [99750/160000] lr: 2.259e-05, eta: 13:49:20, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2804, aux.loss_ce: 0.0442, aux.acc_seg: 95.8127, loss: 0.1123 2023-02-24 23:59:30,258 - mmseg - INFO - Iter [99800/160000] lr: 2.258e-05, eta: 13:48:38, time: 0.809, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0698, decode.acc_seg: 97.2040, aux.loss_ce: 0.0440, aux.acc_seg: 95.7810, loss: 0.1138 2023-02-25 00:00:10,578 - mmseg - INFO - Iter [99850/160000] lr: 2.256e-05, eta: 13:47:56, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3660, aux.loss_ce: 0.0429, aux.acc_seg: 95.9251, loss: 0.1091 2023-02-25 00:00:54,187 - mmseg - INFO - Iter [99900/160000] lr: 2.254e-05, eta: 13:47:16, time: 0.872, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2551, aux.loss_ce: 0.0441, aux.acc_seg: 95.7474, loss: 0.1125 2023-02-25 00:01:34,823 - mmseg - INFO - Iter [99950/160000] lr: 2.252e-05, eta: 13:46:35, time: 0.813, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0671, decode.acc_seg: 97.3306, aux.loss_ce: 0.0424, aux.acc_seg: 95.9383, loss: 0.1095 2023-02-25 00:02:15,119 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 00:02:15,119 - mmseg - INFO - Iter [100000/160000] lr: 2.250e-05, eta: 13:45:53, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0718, decode.acc_seg: 97.1390, aux.loss_ce: 0.0446, aux.acc_seg: 95.7473, loss: 0.1164 2023-02-25 00:02:55,373 - mmseg - INFO - Iter [100050/160000] lr: 2.248e-05, eta: 13:45:11, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.4012, aux.loss_ce: 0.0413, aux.acc_seg: 96.0437, loss: 0.1066 2023-02-25 00:03:38,868 - mmseg - INFO - Iter [100100/160000] lr: 2.246e-05, eta: 13:44:31, time: 0.870, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0683, decode.acc_seg: 97.2790, aux.loss_ce: 0.0429, aux.acc_seg: 95.9260, loss: 0.1112 2023-02-25 00:04:19,056 - mmseg - INFO - Iter [100150/160000] lr: 2.244e-05, eta: 13:43:49, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3493, aux.loss_ce: 0.0417, aux.acc_seg: 95.9771, loss: 0.1078 2023-02-25 00:04:59,262 - mmseg - INFO - Iter [100200/160000] lr: 2.243e-05, eta: 13:43:07, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4480, aux.loss_ce: 0.0413, aux.acc_seg: 96.0400, loss: 0.1052 2023-02-25 00:05:39,827 - mmseg - INFO - Iter [100250/160000] lr: 2.241e-05, eta: 13:42:25, time: 0.811, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.2266, aux.loss_ce: 0.0448, aux.acc_seg: 95.7468, loss: 0.1154 2023-02-25 00:06:22,799 - mmseg - INFO - Iter [100300/160000] lr: 2.239e-05, eta: 13:41:45, time: 0.859, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0696, decode.acc_seg: 97.2533, aux.loss_ce: 0.0424, aux.acc_seg: 95.9515, loss: 0.1120 2023-02-25 00:07:02,898 - mmseg - INFO - Iter [100350/160000] lr: 2.237e-05, eta: 13:41:03, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.3176, aux.loss_ce: 0.0427, aux.acc_seg: 95.9179, loss: 0.1097 2023-02-25 00:07:43,025 - mmseg - INFO - Iter [100400/160000] lr: 2.235e-05, eta: 13:40:21, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.2902, aux.loss_ce: 0.0418, aux.acc_seg: 96.0032, loss: 0.1095 2023-02-25 00:08:25,920 - mmseg - INFO - Iter [100450/160000] lr: 2.233e-05, eta: 13:39:41, time: 0.858, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3543, aux.loss_ce: 0.0440, aux.acc_seg: 95.8211, loss: 0.1107 2023-02-25 00:09:06,019 - mmseg - INFO - Iter [100500/160000] lr: 2.231e-05, eta: 13:38:59, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3341, aux.loss_ce: 0.0421, aux.acc_seg: 95.9582, loss: 0.1080 2023-02-25 00:09:46,155 - mmseg - INFO - Iter [100550/160000] lr: 2.229e-05, eta: 13:38:17, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.3864, aux.loss_ce: 0.0416, aux.acc_seg: 96.0228, loss: 0.1067 2023-02-25 00:10:26,275 - mmseg - INFO - Iter [100600/160000] lr: 2.228e-05, eta: 13:37:35, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2177, aux.loss_ce: 0.0442, aux.acc_seg: 95.7694, loss: 0.1143 2023-02-25 00:11:09,615 - mmseg - INFO - Iter [100650/160000] lr: 2.226e-05, eta: 13:36:55, time: 0.867, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4035, aux.loss_ce: 0.0413, aux.acc_seg: 95.9942, loss: 0.1059 2023-02-25 00:11:50,022 - mmseg - INFO - Iter [100700/160000] lr: 2.224e-05, eta: 13:36:13, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2593, aux.loss_ce: 0.0427, aux.acc_seg: 95.8730, loss: 0.1111 2023-02-25 00:12:30,113 - mmseg - INFO - Iter [100750/160000] lr: 2.222e-05, eta: 13:35:31, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.3976, aux.loss_ce: 0.0421, aux.acc_seg: 95.9707, loss: 0.1066 2023-02-25 00:13:10,300 - mmseg - INFO - Iter [100800/160000] lr: 2.220e-05, eta: 13:34:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.2922, aux.loss_ce: 0.0428, aux.acc_seg: 95.8981, loss: 0.1106 2023-02-25 00:13:53,268 - mmseg - INFO - Iter [100850/160000] lr: 2.218e-05, eta: 13:34:09, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2564, aux.loss_ce: 0.0431, aux.acc_seg: 95.8665, loss: 0.1119 2023-02-25 00:14:33,604 - mmseg - INFO - Iter [100900/160000] lr: 2.216e-05, eta: 13:33:27, time: 0.807, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0671, decode.acc_seg: 97.3178, aux.loss_ce: 0.0434, aux.acc_seg: 95.8189, loss: 0.1105 2023-02-25 00:15:13,726 - mmseg - INFO - Iter [100950/160000] lr: 2.214e-05, eta: 13:32:45, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.3070, aux.loss_ce: 0.0431, aux.acc_seg: 95.9130, loss: 0.1111 2023-02-25 00:15:57,126 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 00:15:57,126 - mmseg - INFO - Iter [101000/160000] lr: 2.213e-05, eta: 13:32:05, time: 0.868, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.2708, aux.loss_ce: 0.0433, aux.acc_seg: 95.8059, loss: 0.1111 2023-02-25 00:16:37,251 - mmseg - INFO - Iter [101050/160000] lr: 2.211e-05, eta: 13:31:23, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2579, aux.loss_ce: 0.0456, aux.acc_seg: 95.6384, loss: 0.1141 2023-02-25 00:17:17,406 - mmseg - INFO - Iter [101100/160000] lr: 2.209e-05, eta: 13:30:41, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0687, decode.acc_seg: 97.2581, aux.loss_ce: 0.0431, aux.acc_seg: 95.9004, loss: 0.1118 2023-02-25 00:17:57,503 - mmseg - INFO - Iter [101150/160000] lr: 2.207e-05, eta: 13:29:59, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3480, aux.loss_ce: 0.0417, aux.acc_seg: 95.9892, loss: 0.1082 2023-02-25 00:18:40,683 - mmseg - INFO - Iter [101200/160000] lr: 2.205e-05, eta: 13:29:19, time: 0.864, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3640, aux.loss_ce: 0.0424, aux.acc_seg: 95.9581, loss: 0.1090 2023-02-25 00:19:20,923 - mmseg - INFO - Iter [101250/160000] lr: 2.203e-05, eta: 13:28:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0704, decode.acc_seg: 97.1950, aux.loss_ce: 0.0434, aux.acc_seg: 95.8462, loss: 0.1137 2023-02-25 00:20:01,145 - mmseg - INFO - Iter [101300/160000] lr: 2.201e-05, eta: 13:27:55, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.3094, aux.loss_ce: 0.0438, aux.acc_seg: 95.7785, loss: 0.1114 2023-02-25 00:20:41,263 - mmseg - INFO - Iter [101350/160000] lr: 2.199e-05, eta: 13:27:13, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0755, decode.acc_seg: 97.0292, aux.loss_ce: 0.0465, aux.acc_seg: 95.5452, loss: 0.1220 2023-02-25 00:21:24,626 - mmseg - INFO - Iter [101400/160000] lr: 2.198e-05, eta: 13:26:33, time: 0.867, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2191, aux.loss_ce: 0.0430, aux.acc_seg: 95.8678, loss: 0.1125 2023-02-25 00:22:05,104 - mmseg - INFO - Iter [101450/160000] lr: 2.196e-05, eta: 13:25:51, time: 0.810, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0697, decode.acc_seg: 97.2194, aux.loss_ce: 0.0428, aux.acc_seg: 95.8962, loss: 0.1125 2023-02-25 00:22:45,242 - mmseg - INFO - Iter [101500/160000] lr: 2.194e-05, eta: 13:25:09, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0673, decode.acc_seg: 97.3261, aux.loss_ce: 0.0411, aux.acc_seg: 96.0707, loss: 0.1084 2023-02-25 00:23:25,372 - mmseg - INFO - Iter [101550/160000] lr: 2.192e-05, eta: 13:24:27, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2199, aux.loss_ce: 0.0438, aux.acc_seg: 95.8068, loss: 0.1138 2023-02-25 00:24:08,273 - mmseg - INFO - Iter [101600/160000] lr: 2.190e-05, eta: 13:23:47, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0701, decode.acc_seg: 97.2023, aux.loss_ce: 0.0442, aux.acc_seg: 95.7625, loss: 0.1143 2023-02-25 00:24:48,445 - mmseg - INFO - Iter [101650/160000] lr: 2.188e-05, eta: 13:23:05, time: 0.803, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4146, aux.loss_ce: 0.0426, aux.acc_seg: 95.9162, loss: 0.1072 2023-02-25 00:25:28,692 - mmseg - INFO - Iter [101700/160000] lr: 2.186e-05, eta: 13:22:23, time: 0.805, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3994, aux.loss_ce: 0.0418, aux.acc_seg: 96.0185, loss: 0.1071 2023-02-25 00:26:12,357 - mmseg - INFO - Iter [101750/160000] lr: 2.184e-05, eta: 13:21:43, time: 0.873, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.2881, aux.loss_ce: 0.0431, aux.acc_seg: 95.8850, loss: 0.1107 2023-02-25 00:26:52,767 - mmseg - INFO - Iter [101800/160000] lr: 2.183e-05, eta: 13:21:01, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2594, aux.loss_ce: 0.0426, aux.acc_seg: 95.9373, loss: 0.1117 2023-02-25 00:27:32,925 - mmseg - INFO - Iter [101850/160000] lr: 2.181e-05, eta: 13:20:19, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.2967, aux.loss_ce: 0.0430, aux.acc_seg: 95.8735, loss: 0.1105 2023-02-25 00:28:13,480 - mmseg - INFO - Iter [101900/160000] lr: 2.179e-05, eta: 13:19:38, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.2685, aux.loss_ce: 0.0424, aux.acc_seg: 95.8979, loss: 0.1101 2023-02-25 00:28:56,394 - mmseg - INFO - Iter [101950/160000] lr: 2.177e-05, eta: 13:18:57, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3375, aux.loss_ce: 0.0432, aux.acc_seg: 95.8611, loss: 0.1100 2023-02-25 00:29:36,937 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 00:29:36,938 - mmseg - INFO - Iter [102000/160000] lr: 2.175e-05, eta: 13:18:15, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3469, aux.loss_ce: 0.0432, aux.acc_seg: 95.8565, loss: 0.1097 2023-02-25 00:30:17,394 - mmseg - INFO - Iter [102050/160000] lr: 2.173e-05, eta: 13:17:34, time: 0.809, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0683, decode.acc_seg: 97.2866, aux.loss_ce: 0.0422, aux.acc_seg: 95.9579, loss: 0.1105 2023-02-25 00:30:57,525 - mmseg - INFO - Iter [102100/160000] lr: 2.171e-05, eta: 13:16:52, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.4525, aux.loss_ce: 0.0423, aux.acc_seg: 95.9925, loss: 0.1070 2023-02-25 00:31:40,395 - mmseg - INFO - Iter [102150/160000] lr: 2.169e-05, eta: 13:16:11, time: 0.857, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2769, aux.loss_ce: 0.0433, aux.acc_seg: 95.8100, loss: 0.1113 2023-02-25 00:32:20,549 - mmseg - INFO - Iter [102200/160000] lr: 2.168e-05, eta: 13:15:29, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.4062, aux.loss_ce: 0.0426, aux.acc_seg: 95.9451, loss: 0.1078 2023-02-25 00:33:00,705 - mmseg - INFO - Iter [102250/160000] lr: 2.166e-05, eta: 13:14:47, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2040, aux.loss_ce: 0.0414, aux.acc_seg: 96.0158, loss: 0.1109 2023-02-25 00:33:40,882 - mmseg - INFO - Iter [102300/160000] lr: 2.164e-05, eta: 13:14:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.2848, aux.loss_ce: 0.0437, aux.acc_seg: 95.7939, loss: 0.1113 2023-02-25 00:34:23,828 - mmseg - INFO - Iter [102350/160000] lr: 2.162e-05, eta: 13:13:25, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3918, aux.loss_ce: 0.0419, aux.acc_seg: 95.9799, loss: 0.1077 2023-02-25 00:35:03,933 - mmseg - INFO - Iter [102400/160000] lr: 2.160e-05, eta: 13:12:43, time: 0.802, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4003, aux.loss_ce: 0.0423, aux.acc_seg: 95.9004, loss: 0.1070 2023-02-25 00:35:44,142 - mmseg - INFO - Iter [102450/160000] lr: 2.158e-05, eta: 13:12:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0689, decode.acc_seg: 97.2465, aux.loss_ce: 0.0429, aux.acc_seg: 95.8954, loss: 0.1118 2023-02-25 00:36:27,108 - mmseg - INFO - Iter [102500/160000] lr: 2.156e-05, eta: 13:11:21, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.3185, aux.loss_ce: 0.0415, aux.acc_seg: 96.0209, loss: 0.1089 2023-02-25 00:37:07,317 - mmseg - INFO - Iter [102550/160000] lr: 2.154e-05, eta: 13:10:39, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3454, aux.loss_ce: 0.0426, aux.acc_seg: 95.9642, loss: 0.1091 2023-02-25 00:37:47,692 - mmseg - INFO - Iter [102600/160000] lr: 2.153e-05, eta: 13:09:57, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3653, aux.loss_ce: 0.0413, aux.acc_seg: 96.0593, loss: 0.1075 2023-02-25 00:38:28,011 - mmseg - INFO - Iter [102650/160000] lr: 2.151e-05, eta: 13:09:15, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3606, aux.loss_ce: 0.0424, aux.acc_seg: 95.8991, loss: 0.1083 2023-02-25 00:39:10,984 - mmseg - INFO - Iter [102700/160000] lr: 2.149e-05, eta: 13:08:35, time: 0.859, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3506, aux.loss_ce: 0.0427, aux.acc_seg: 95.9074, loss: 0.1093 2023-02-25 00:39:51,152 - mmseg - INFO - Iter [102750/160000] lr: 2.147e-05, eta: 13:07:53, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4393, aux.loss_ce: 0.0414, aux.acc_seg: 96.0461, loss: 0.1055 2023-02-25 00:40:31,396 - mmseg - INFO - Iter [102800/160000] lr: 2.145e-05, eta: 13:07:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3514, aux.loss_ce: 0.0420, aux.acc_seg: 95.9860, loss: 0.1085 2023-02-25 00:41:11,780 - mmseg - INFO - Iter [102850/160000] lr: 2.143e-05, eta: 13:06:30, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0748, decode.acc_seg: 97.0796, aux.loss_ce: 0.0444, aux.acc_seg: 95.7228, loss: 0.1192 2023-02-25 00:41:54,884 - mmseg - INFO - Iter [102900/160000] lr: 2.141e-05, eta: 13:05:49, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3755, aux.loss_ce: 0.0429, aux.acc_seg: 95.9142, loss: 0.1090 2023-02-25 00:42:35,504 - mmseg - INFO - Iter [102950/160000] lr: 2.139e-05, eta: 13:05:08, time: 0.812, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2199, aux.loss_ce: 0.0423, aux.acc_seg: 95.9529, loss: 0.1121 2023-02-25 00:43:15,713 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 00:43:15,714 - mmseg - INFO - Iter [103000/160000] lr: 2.138e-05, eta: 13:04:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0711, decode.acc_seg: 97.1484, aux.loss_ce: 0.0439, aux.acc_seg: 95.7803, loss: 0.1150 2023-02-25 00:43:58,808 - mmseg - INFO - Iter [103050/160000] lr: 2.136e-05, eta: 13:03:45, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4182, aux.loss_ce: 0.0422, aux.acc_seg: 95.9738, loss: 0.1070 2023-02-25 00:44:39,033 - mmseg - INFO - Iter [103100/160000] lr: 2.134e-05, eta: 13:03:04, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2232, aux.loss_ce: 0.0419, aux.acc_seg: 95.9518, loss: 0.1111 2023-02-25 00:45:19,306 - mmseg - INFO - Iter [103150/160000] lr: 2.132e-05, eta: 13:02:22, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3210, aux.loss_ce: 0.0440, aux.acc_seg: 95.7455, loss: 0.1106 2023-02-25 00:45:59,508 - mmseg - INFO - Iter [103200/160000] lr: 2.130e-05, eta: 13:01:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3392, aux.loss_ce: 0.0452, aux.acc_seg: 95.6591, loss: 0.1120 2023-02-25 00:46:42,469 - mmseg - INFO - Iter [103250/160000] lr: 2.128e-05, eta: 13:00:59, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2681, aux.loss_ce: 0.0427, aux.acc_seg: 95.9241, loss: 0.1115 2023-02-25 00:47:22,637 - mmseg - INFO - Iter [103300/160000] lr: 2.126e-05, eta: 13:00:18, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.3168, aux.loss_ce: 0.0431, aux.acc_seg: 95.8464, loss: 0.1101 2023-02-25 00:48:02,836 - mmseg - INFO - Iter [103350/160000] lr: 2.124e-05, eta: 12:59:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.4008, aux.loss_ce: 0.0429, aux.acc_seg: 95.9156, loss: 0.1081 2023-02-25 00:48:43,073 - mmseg - INFO - Iter [103400/160000] lr: 2.123e-05, eta: 12:58:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2976, aux.loss_ce: 0.0434, aux.acc_seg: 95.8589, loss: 0.1116 2023-02-25 00:49:26,094 - mmseg - INFO - Iter [103450/160000] lr: 2.121e-05, eta: 12:58:14, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3545, aux.loss_ce: 0.0418, aux.acc_seg: 95.9772, loss: 0.1079 2023-02-25 00:50:06,345 - mmseg - INFO - Iter [103500/160000] lr: 2.119e-05, eta: 12:57:32, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4529, aux.loss_ce: 0.0425, aux.acc_seg: 95.9438, loss: 0.1066 2023-02-25 00:50:46,688 - mmseg - INFO - Iter [103550/160000] lr: 2.117e-05, eta: 12:56:50, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3882, aux.loss_ce: 0.0427, aux.acc_seg: 95.9596, loss: 0.1082 2023-02-25 00:51:26,944 - mmseg - INFO - Iter [103600/160000] lr: 2.115e-05, eta: 12:56:08, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3704, aux.loss_ce: 0.0420, aux.acc_seg: 95.9665, loss: 0.1074 2023-02-25 00:52:10,131 - mmseg - INFO - Iter [103650/160000] lr: 2.113e-05, eta: 12:55:28, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3276, aux.loss_ce: 0.0423, aux.acc_seg: 95.9729, loss: 0.1100 2023-02-25 00:52:50,591 - mmseg - INFO - Iter [103700/160000] lr: 2.111e-05, eta: 12:54:46, time: 0.809, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2616, aux.loss_ce: 0.0438, aux.acc_seg: 95.7962, loss: 0.1126 2023-02-25 00:53:30,866 - mmseg - INFO - Iter [103750/160000] lr: 2.109e-05, eta: 12:54:04, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.3040, aux.loss_ce: 0.0423, aux.acc_seg: 95.9329, loss: 0.1097 2023-02-25 00:54:13,835 - mmseg - INFO - Iter [103800/160000] lr: 2.108e-05, eta: 12:53:24, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4258, aux.loss_ce: 0.0425, aux.acc_seg: 95.9444, loss: 0.1070 2023-02-25 00:54:53,989 - mmseg - INFO - Iter [103850/160000] lr: 2.106e-05, eta: 12:52:42, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3446, aux.loss_ce: 0.0415, aux.acc_seg: 95.9901, loss: 0.1078 2023-02-25 00:55:34,158 - mmseg - INFO - Iter [103900/160000] lr: 2.104e-05, eta: 12:52:00, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.3107, aux.loss_ce: 0.0424, aux.acc_seg: 95.9305, loss: 0.1099 2023-02-25 00:56:14,501 - mmseg - INFO - Iter [103950/160000] lr: 2.102e-05, eta: 12:51:18, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.3013, aux.loss_ce: 0.0432, aux.acc_seg: 95.8575, loss: 0.1106 2023-02-25 00:56:57,544 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 00:56:57,545 - mmseg - INFO - Iter [104000/160000] lr: 2.100e-05, eta: 12:50:38, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3968, aux.loss_ce: 0.0412, aux.acc_seg: 96.0648, loss: 0.1069 2023-02-25 00:57:37,721 - mmseg - INFO - Iter [104050/160000] lr: 2.098e-05, eta: 12:49:56, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3758, aux.loss_ce: 0.0434, aux.acc_seg: 95.8691, loss: 0.1097 2023-02-25 00:58:17,930 - mmseg - INFO - Iter [104100/160000] lr: 2.096e-05, eta: 12:49:14, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.2830, aux.loss_ce: 0.0421, aux.acc_seg: 95.9323, loss: 0.1101 2023-02-25 00:58:58,179 - mmseg - INFO - Iter [104150/160000] lr: 2.094e-05, eta: 12:48:32, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3544, aux.loss_ce: 0.0417, aux.acc_seg: 96.0215, loss: 0.1082 2023-02-25 00:59:41,075 - mmseg - INFO - Iter [104200/160000] lr: 2.093e-05, eta: 12:47:52, time: 0.858, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2658, aux.loss_ce: 0.0436, aux.acc_seg: 95.8364, loss: 0.1122 2023-02-25 01:00:21,273 - mmseg - INFO - Iter [104250/160000] lr: 2.091e-05, eta: 12:47:10, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2210, aux.loss_ce: 0.0427, aux.acc_seg: 95.8714, loss: 0.1119 2023-02-25 01:01:01,497 - mmseg - INFO - Iter [104300/160000] lr: 2.089e-05, eta: 12:46:28, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3062, aux.loss_ce: 0.0433, aux.acc_seg: 95.8259, loss: 0.1100 2023-02-25 01:01:44,914 - mmseg - INFO - Iter [104350/160000] lr: 2.087e-05, eta: 12:45:48, time: 0.868, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3895, aux.loss_ce: 0.0424, aux.acc_seg: 95.9200, loss: 0.1079 2023-02-25 01:02:25,232 - mmseg - INFO - Iter [104400/160000] lr: 2.085e-05, eta: 12:45:06, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.3234, aux.loss_ce: 0.0424, aux.acc_seg: 95.9333, loss: 0.1096 2023-02-25 01:03:05,969 - mmseg - INFO - Iter [104450/160000] lr: 2.083e-05, eta: 12:44:25, time: 0.815, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3261, aux.loss_ce: 0.0409, aux.acc_seg: 96.0211, loss: 0.1069 2023-02-25 01:03:46,485 - mmseg - INFO - Iter [104500/160000] lr: 2.081e-05, eta: 12:43:43, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2280, aux.loss_ce: 0.0430, aux.acc_seg: 95.8332, loss: 0.1120 2023-02-25 01:04:29,580 - mmseg - INFO - Iter [104550/160000] lr: 2.079e-05, eta: 12:43:03, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.2914, aux.loss_ce: 0.0432, aux.acc_seg: 95.8382, loss: 0.1108 2023-02-25 01:05:09,782 - mmseg - INFO - Iter [104600/160000] lr: 2.078e-05, eta: 12:42:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3650, aux.loss_ce: 0.0433, aux.acc_seg: 95.8514, loss: 0.1093 2023-02-25 01:05:49,986 - mmseg - INFO - Iter [104650/160000] lr: 2.076e-05, eta: 12:41:39, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2661, aux.loss_ce: 0.0421, aux.acc_seg: 95.9612, loss: 0.1106 2023-02-25 01:06:30,210 - mmseg - INFO - Iter [104700/160000] lr: 2.074e-05, eta: 12:40:57, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3868, aux.loss_ce: 0.0417, aux.acc_seg: 96.0440, loss: 0.1073 2023-02-25 01:07:13,848 - mmseg - INFO - Iter [104750/160000] lr: 2.072e-05, eta: 12:40:17, time: 0.873, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3963, aux.loss_ce: 0.0426, aux.acc_seg: 95.9575, loss: 0.1084 2023-02-25 01:07:54,249 - mmseg - INFO - Iter [104800/160000] lr: 2.070e-05, eta: 12:39:35, time: 0.808, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.4063, aux.loss_ce: 0.0405, aux.acc_seg: 96.1337, loss: 0.1056 2023-02-25 01:08:34,499 - mmseg - INFO - Iter [104850/160000] lr: 2.068e-05, eta: 12:38:54, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0783, decode.acc_seg: 97.0715, aux.loss_ce: 0.0475, aux.acc_seg: 95.5235, loss: 0.1258 2023-02-25 01:09:14,655 - mmseg - INFO - Iter [104900/160000] lr: 2.066e-05, eta: 12:38:12, time: 0.803, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0707, decode.acc_seg: 97.1846, aux.loss_ce: 0.0443, aux.acc_seg: 95.7354, loss: 0.1150 2023-02-25 01:09:58,352 - mmseg - INFO - Iter [104950/160000] lr: 2.064e-05, eta: 12:37:32, time: 0.874, data_time: 0.081, memory: 21800, decode.loss_ce: 0.0695, decode.acc_seg: 97.2429, aux.loss_ce: 0.0432, aux.acc_seg: 95.8879, loss: 0.1127 2023-02-25 01:10:38,599 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 01:10:38,599 - mmseg - INFO - Iter [105000/160000] lr: 2.063e-05, eta: 12:36:50, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3598, aux.loss_ce: 0.0419, aux.acc_seg: 95.9420, loss: 0.1077 2023-02-25 01:11:18,966 - mmseg - INFO - Iter [105050/160000] lr: 2.061e-05, eta: 12:36:08, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3905, aux.loss_ce: 0.0406, aux.acc_seg: 96.0650, loss: 0.1057 2023-02-25 01:12:02,077 - mmseg - INFO - Iter [105100/160000] lr: 2.059e-05, eta: 12:35:28, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4369, aux.loss_ce: 0.0404, aux.acc_seg: 96.0588, loss: 0.1040 2023-02-25 01:12:42,363 - mmseg - INFO - Iter [105150/160000] lr: 2.057e-05, eta: 12:34:46, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0727, decode.acc_seg: 97.1291, aux.loss_ce: 0.0447, aux.acc_seg: 95.7234, loss: 0.1174 2023-02-25 01:13:22,667 - mmseg - INFO - Iter [105200/160000] lr: 2.055e-05, eta: 12:34:04, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.4227, aux.loss_ce: 0.0412, aux.acc_seg: 96.0464, loss: 0.1060 2023-02-25 01:14:02,816 - mmseg - INFO - Iter [105250/160000] lr: 2.053e-05, eta: 12:33:22, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3791, aux.loss_ce: 0.0426, aux.acc_seg: 95.9116, loss: 0.1083 2023-02-25 01:14:46,239 - mmseg - INFO - Iter [105300/160000] lr: 2.051e-05, eta: 12:32:42, time: 0.868, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2784, aux.loss_ce: 0.0429, aux.acc_seg: 95.8540, loss: 0.1110 2023-02-25 01:15:26,471 - mmseg - INFO - Iter [105350/160000] lr: 2.049e-05, eta: 12:32:00, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0683, decode.acc_seg: 97.2449, aux.loss_ce: 0.0449, aux.acc_seg: 95.6665, loss: 0.1132 2023-02-25 01:16:06,670 - mmseg - INFO - Iter [105400/160000] lr: 2.048e-05, eta: 12:31:18, time: 0.804, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2589, aux.loss_ce: 0.0422, aux.acc_seg: 95.9691, loss: 0.1111 2023-02-25 01:16:46,947 - mmseg - INFO - Iter [105450/160000] lr: 2.046e-05, eta: 12:30:37, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.3392, aux.loss_ce: 0.0432, aux.acc_seg: 95.8862, loss: 0.1101 2023-02-25 01:17:29,894 - mmseg - INFO - Iter [105500/160000] lr: 2.044e-05, eta: 12:29:56, time: 0.859, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0706, decode.acc_seg: 97.1941, aux.loss_ce: 0.0440, aux.acc_seg: 95.8068, loss: 0.1146 2023-02-25 01:18:10,181 - mmseg - INFO - Iter [105550/160000] lr: 2.042e-05, eta: 12:29:14, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.4109, aux.loss_ce: 0.0415, aux.acc_seg: 96.0467, loss: 0.1070 2023-02-25 01:18:50,356 - mmseg - INFO - Iter [105600/160000] lr: 2.040e-05, eta: 12:28:33, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3666, aux.loss_ce: 0.0409, aux.acc_seg: 96.0655, loss: 0.1066 2023-02-25 01:19:33,481 - mmseg - INFO - Iter [105650/160000] lr: 2.038e-05, eta: 12:27:52, time: 0.862, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4860, aux.loss_ce: 0.0420, aux.acc_seg: 95.9810, loss: 0.1049 2023-02-25 01:20:13,684 - mmseg - INFO - Iter [105700/160000] lr: 2.036e-05, eta: 12:27:10, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4525, aux.loss_ce: 0.0425, aux.acc_seg: 95.9096, loss: 0.1062 2023-02-25 01:20:53,995 - mmseg - INFO - Iter [105750/160000] lr: 2.034e-05, eta: 12:26:29, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3629, aux.loss_ce: 0.0411, aux.acc_seg: 96.0399, loss: 0.1069 2023-02-25 01:21:34,172 - mmseg - INFO - Iter [105800/160000] lr: 2.033e-05, eta: 12:25:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.2972, aux.loss_ce: 0.0429, aux.acc_seg: 95.8946, loss: 0.1109 2023-02-25 01:22:17,065 - mmseg - INFO - Iter [105850/160000] lr: 2.031e-05, eta: 12:25:06, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3461, aux.loss_ce: 0.0420, aux.acc_seg: 95.9450, loss: 0.1080 2023-02-25 01:22:57,317 - mmseg - INFO - Iter [105900/160000] lr: 2.029e-05, eta: 12:24:24, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4294, aux.loss_ce: 0.0429, aux.acc_seg: 95.8513, loss: 0.1070 2023-02-25 01:23:37,586 - mmseg - INFO - Iter [105950/160000] lr: 2.027e-05, eta: 12:23:43, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0683, decode.acc_seg: 97.3065, aux.loss_ce: 0.0434, aux.acc_seg: 95.8784, loss: 0.1118 2023-02-25 01:24:17,767 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 01:24:17,768 - mmseg - INFO - Iter [106000/160000] lr: 2.025e-05, eta: 12:23:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.3186, aux.loss_ce: 0.0427, aux.acc_seg: 95.8893, loss: 0.1105 2023-02-25 01:25:01,426 - mmseg - INFO - Iter [106050/160000] lr: 2.023e-05, eta: 12:22:21, time: 0.873, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4645, aux.loss_ce: 0.0414, aux.acc_seg: 96.0441, loss: 0.1048 2023-02-25 01:25:41,602 - mmseg - INFO - Iter [106100/160000] lr: 2.021e-05, eta: 12:21:39, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3615, aux.loss_ce: 0.0424, aux.acc_seg: 95.9347, loss: 0.1080 2023-02-25 01:26:21,832 - mmseg - INFO - Iter [106150/160000] lr: 2.019e-05, eta: 12:20:57, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3425, aux.loss_ce: 0.0422, aux.acc_seg: 95.9261, loss: 0.1081 2023-02-25 01:27:02,020 - mmseg - INFO - Iter [106200/160000] lr: 2.018e-05, eta: 12:20:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0664, decode.acc_seg: 97.3493, aux.loss_ce: 0.0433, aux.acc_seg: 95.8769, loss: 0.1097 2023-02-25 01:27:45,099 - mmseg - INFO - Iter [106250/160000] lr: 2.016e-05, eta: 12:19:35, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.3404, aux.loss_ce: 0.0424, aux.acc_seg: 95.9957, loss: 0.1096 2023-02-25 01:28:25,423 - mmseg - INFO - Iter [106300/160000] lr: 2.014e-05, eta: 12:18:53, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0691, decode.acc_seg: 97.2256, aux.loss_ce: 0.0443, aux.acc_seg: 95.7804, loss: 0.1134 2023-02-25 01:29:05,800 - mmseg - INFO - Iter [106350/160000] lr: 2.012e-05, eta: 12:18:11, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3320, aux.loss_ce: 0.0406, aux.acc_seg: 96.1206, loss: 0.1082 2023-02-25 01:29:49,645 - mmseg - INFO - Iter [106400/160000] lr: 2.010e-05, eta: 12:17:31, time: 0.877, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3904, aux.loss_ce: 0.0421, aux.acc_seg: 95.9901, loss: 0.1080 2023-02-25 01:30:29,855 - mmseg - INFO - Iter [106450/160000] lr: 2.008e-05, eta: 12:16:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3768, aux.loss_ce: 0.0433, aux.acc_seg: 95.8205, loss: 0.1088 2023-02-25 01:31:10,254 - mmseg - INFO - Iter [106500/160000] lr: 2.006e-05, eta: 12:16:08, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4275, aux.loss_ce: 0.0434, aux.acc_seg: 95.9218, loss: 0.1075 2023-02-25 01:31:50,460 - mmseg - INFO - Iter [106550/160000] lr: 2.004e-05, eta: 12:15:26, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4484, aux.loss_ce: 0.0417, aux.acc_seg: 96.0082, loss: 0.1053 2023-02-25 01:32:34,286 - mmseg - INFO - Iter [106600/160000] lr: 2.003e-05, eta: 12:14:46, time: 0.877, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0671, decode.acc_seg: 97.3107, aux.loss_ce: 0.0426, aux.acc_seg: 95.9176, loss: 0.1098 2023-02-25 01:33:14,473 - mmseg - INFO - Iter [106650/160000] lr: 2.001e-05, eta: 12:14:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4170, aux.loss_ce: 0.0414, aux.acc_seg: 95.9975, loss: 0.1054 2023-02-25 01:33:54,667 - mmseg - INFO - Iter [106700/160000] lr: 1.999e-05, eta: 12:13:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4488, aux.loss_ce: 0.0425, aux.acc_seg: 95.9333, loss: 0.1068 2023-02-25 01:34:34,907 - mmseg - INFO - Iter [106750/160000] lr: 1.997e-05, eta: 12:12:41, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3872, aux.loss_ce: 0.0422, aux.acc_seg: 95.9349, loss: 0.1075 2023-02-25 01:35:17,926 - mmseg - INFO - Iter [106800/160000] lr: 1.995e-05, eta: 12:12:00, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3381, aux.loss_ce: 0.0421, aux.acc_seg: 95.9695, loss: 0.1082 2023-02-25 01:35:58,132 - mmseg - INFO - Iter [106850/160000] lr: 1.993e-05, eta: 12:11:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0671, decode.acc_seg: 97.3093, aux.loss_ce: 0.0440, aux.acc_seg: 95.7796, loss: 0.1111 2023-02-25 01:36:38,370 - mmseg - INFO - Iter [106900/160000] lr: 1.991e-05, eta: 12:10:37, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4159, aux.loss_ce: 0.0428, aux.acc_seg: 95.8683, loss: 0.1073 2023-02-25 01:37:18,744 - mmseg - INFO - Iter [106950/160000] lr: 1.989e-05, eta: 12:09:55, time: 0.807, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.3217, aux.loss_ce: 0.0433, aux.acc_seg: 95.8812, loss: 0.1105 2023-02-25 01:38:02,769 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 01:38:02,769 - mmseg - INFO - Iter [107000/160000] lr: 1.988e-05, eta: 12:09:15, time: 0.880, data_time: 0.085, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3515, aux.loss_ce: 0.0410, aux.acc_seg: 96.0350, loss: 0.1071 2023-02-25 01:38:43,076 - mmseg - INFO - Iter [107050/160000] lr: 1.986e-05, eta: 12:08:33, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2101, aux.loss_ce: 0.0433, aux.acc_seg: 95.8471, loss: 0.1132 2023-02-25 01:39:23,367 - mmseg - INFO - Iter [107100/160000] lr: 1.984e-05, eta: 12:07:51, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0686, decode.acc_seg: 97.2375, aux.loss_ce: 0.0435, aux.acc_seg: 95.8017, loss: 0.1121 2023-02-25 01:40:06,342 - mmseg - INFO - Iter [107150/160000] lr: 1.982e-05, eta: 12:07:11, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3738, aux.loss_ce: 0.0430, aux.acc_seg: 95.9153, loss: 0.1092 2023-02-25 01:40:47,098 - mmseg - INFO - Iter [107200/160000] lr: 1.980e-05, eta: 12:06:29, time: 0.815, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.4324, aux.loss_ce: 0.0421, aux.acc_seg: 96.0160, loss: 0.1067 2023-02-25 01:41:27,395 - mmseg - INFO - Iter [107250/160000] lr: 1.978e-05, eta: 12:05:48, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4274, aux.loss_ce: 0.0413, aux.acc_seg: 96.0523, loss: 0.1060 2023-02-25 01:42:07,629 - mmseg - INFO - Iter [107300/160000] lr: 1.976e-05, eta: 12:05:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2531, aux.loss_ce: 0.0431, aux.acc_seg: 95.8570, loss: 0.1115 2023-02-25 01:42:50,660 - mmseg - INFO - Iter [107350/160000] lr: 1.974e-05, eta: 12:04:26, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5278, aux.loss_ce: 0.0403, aux.acc_seg: 96.0888, loss: 0.1019 2023-02-25 01:43:30,930 - mmseg - INFO - Iter [107400/160000] lr: 1.973e-05, eta: 12:03:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3974, aux.loss_ce: 0.0430, aux.acc_seg: 95.8486, loss: 0.1084 2023-02-25 01:44:11,889 - mmseg - INFO - Iter [107450/160000] lr: 1.971e-05, eta: 12:03:02, time: 0.819, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3419, aux.loss_ce: 0.0417, aux.acc_seg: 95.9850, loss: 0.1077 2023-02-25 01:44:52,281 - mmseg - INFO - Iter [107500/160000] lr: 1.969e-05, eta: 12:02:21, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3945, aux.loss_ce: 0.0415, aux.acc_seg: 96.0468, loss: 0.1072 2023-02-25 01:45:36,323 - mmseg - INFO - Iter [107550/160000] lr: 1.967e-05, eta: 12:01:41, time: 0.881, data_time: 0.086, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3291, aux.loss_ce: 0.0441, aux.acc_seg: 95.7420, loss: 0.1108 2023-02-25 01:46:16,909 - mmseg - INFO - Iter [107600/160000] lr: 1.965e-05, eta: 12:00:59, time: 0.812, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3668, aux.loss_ce: 0.0417, aux.acc_seg: 96.0016, loss: 0.1078 2023-02-25 01:46:57,159 - mmseg - INFO - Iter [107650/160000] lr: 1.963e-05, eta: 12:00:17, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3268, aux.loss_ce: 0.0424, aux.acc_seg: 95.9256, loss: 0.1087 2023-02-25 01:47:40,178 - mmseg - INFO - Iter [107700/160000] lr: 1.961e-05, eta: 11:59:37, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0664, decode.acc_seg: 97.3548, aux.loss_ce: 0.0430, aux.acc_seg: 95.8669, loss: 0.1094 2023-02-25 01:48:20,385 - mmseg - INFO - Iter [107750/160000] lr: 1.959e-05, eta: 11:58:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2736, aux.loss_ce: 0.0423, aux.acc_seg: 95.9388, loss: 0.1105 2023-02-25 01:49:00,741 - mmseg - INFO - Iter [107800/160000] lr: 1.958e-05, eta: 11:58:13, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3131, aux.loss_ce: 0.0418, aux.acc_seg: 95.9800, loss: 0.1094 2023-02-25 01:49:41,092 - mmseg - INFO - Iter [107850/160000] lr: 1.956e-05, eta: 11:57:32, time: 0.807, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3817, aux.loss_ce: 0.0415, aux.acc_seg: 95.9924, loss: 0.1070 2023-02-25 01:50:24,782 - mmseg - INFO - Iter [107900/160000] lr: 1.954e-05, eta: 11:56:51, time: 0.874, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0671, decode.acc_seg: 97.3253, aux.loss_ce: 0.0433, aux.acc_seg: 95.8708, loss: 0.1104 2023-02-25 01:51:05,008 - mmseg - INFO - Iter [107950/160000] lr: 1.952e-05, eta: 11:56:10, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3601, aux.loss_ce: 0.0402, aux.acc_seg: 96.1223, loss: 0.1060 2023-02-25 01:51:45,360 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 01:51:45,361 - mmseg - INFO - Iter [108000/160000] lr: 1.950e-05, eta: 11:55:28, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3567, aux.loss_ce: 0.0422, aux.acc_seg: 95.9837, loss: 0.1087 2023-02-25 01:52:25,685 - mmseg - INFO - Iter [108050/160000] lr: 1.948e-05, eta: 11:54:46, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0699, decode.acc_seg: 97.2064, aux.loss_ce: 0.0439, aux.acc_seg: 95.8108, loss: 0.1137 2023-02-25 01:53:09,456 - mmseg - INFO - Iter [108100/160000] lr: 1.946e-05, eta: 11:54:06, time: 0.876, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.2879, aux.loss_ce: 0.0423, aux.acc_seg: 95.9101, loss: 0.1092 2023-02-25 01:53:49,614 - mmseg - INFO - Iter [108150/160000] lr: 1.944e-05, eta: 11:53:24, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.2687, aux.loss_ce: 0.0426, aux.acc_seg: 95.9102, loss: 0.1102 2023-02-25 01:54:29,828 - mmseg - INFO - Iter [108200/160000] lr: 1.943e-05, eta: 11:52:43, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3343, aux.loss_ce: 0.0428, aux.acc_seg: 95.8949, loss: 0.1094 2023-02-25 01:55:10,042 - mmseg - INFO - Iter [108250/160000] lr: 1.941e-05, eta: 11:52:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4575, aux.loss_ce: 0.0404, aux.acc_seg: 96.1146, loss: 0.1042 2023-02-25 01:55:53,084 - mmseg - INFO - Iter [108300/160000] lr: 1.939e-05, eta: 11:51:20, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0678, decode.acc_seg: 97.2756, aux.loss_ce: 0.0422, aux.acc_seg: 95.9614, loss: 0.1100 2023-02-25 01:56:33,503 - mmseg - INFO - Iter [108350/160000] lr: 1.937e-05, eta: 11:50:39, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.4079, aux.loss_ce: 0.0421, aux.acc_seg: 95.9545, loss: 0.1071 2023-02-25 01:57:13,761 - mmseg - INFO - Iter [108400/160000] lr: 1.935e-05, eta: 11:49:57, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3858, aux.loss_ce: 0.0420, aux.acc_seg: 95.9679, loss: 0.1077 2023-02-25 01:57:57,519 - mmseg - INFO - Iter [108450/160000] lr: 1.933e-05, eta: 11:49:17, time: 0.875, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4539, aux.loss_ce: 0.0406, aux.acc_seg: 96.0571, loss: 0.1040 2023-02-25 01:58:37,735 - mmseg - INFO - Iter [108500/160000] lr: 1.931e-05, eta: 11:48:35, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5723, aux.loss_ce: 0.0407, aux.acc_seg: 96.0463, loss: 0.1005 2023-02-25 01:59:18,021 - mmseg - INFO - Iter [108550/160000] lr: 1.929e-05, eta: 11:47:53, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0690, decode.acc_seg: 97.2466, aux.loss_ce: 0.0428, aux.acc_seg: 95.8970, loss: 0.1118 2023-02-25 01:59:58,238 - mmseg - INFO - Iter [108600/160000] lr: 1.928e-05, eta: 11:47:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2518, aux.loss_ce: 0.0422, aux.acc_seg: 95.9190, loss: 0.1104 2023-02-25 02:00:41,214 - mmseg - INFO - Iter [108650/160000] lr: 1.926e-05, eta: 11:46:31, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.3111, aux.loss_ce: 0.0433, aux.acc_seg: 95.8310, loss: 0.1103 2023-02-25 02:01:22,156 - mmseg - INFO - Iter [108700/160000] lr: 1.924e-05, eta: 11:45:50, time: 0.819, data_time: 0.026, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2769, aux.loss_ce: 0.0421, aux.acc_seg: 95.9803, loss: 0.1109 2023-02-25 02:02:02,357 - mmseg - INFO - Iter [108750/160000] lr: 1.922e-05, eta: 11:45:08, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3042, aux.loss_ce: 0.0415, aux.acc_seg: 96.0182, loss: 0.1091 2023-02-25 02:02:42,592 - mmseg - INFO - Iter [108800/160000] lr: 1.920e-05, eta: 11:44:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0702, decode.acc_seg: 97.1920, aux.loss_ce: 0.0438, aux.acc_seg: 95.7987, loss: 0.1140 2023-02-25 02:03:25,657 - mmseg - INFO - Iter [108850/160000] lr: 1.918e-05, eta: 11:43:46, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.2996, aux.loss_ce: 0.0422, aux.acc_seg: 95.9195, loss: 0.1092 2023-02-25 02:04:05,861 - mmseg - INFO - Iter [108900/160000] lr: 1.916e-05, eta: 11:43:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.3131, aux.loss_ce: 0.0423, aux.acc_seg: 95.8860, loss: 0.1092 2023-02-25 02:04:47,543 - mmseg - INFO - Iter [108950/160000] lr: 1.914e-05, eta: 11:42:23, time: 0.833, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3344, aux.loss_ce: 0.0420, aux.acc_seg: 95.9867, loss: 0.1079 2023-02-25 02:05:31,034 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 02:05:31,035 - mmseg - INFO - Iter [109000/160000] lr: 1.913e-05, eta: 11:41:42, time: 0.870, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3643, aux.loss_ce: 0.0430, aux.acc_seg: 95.8814, loss: 0.1090 2023-02-25 02:06:11,242 - mmseg - INFO - Iter [109050/160000] lr: 1.911e-05, eta: 11:41:01, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3467, aux.loss_ce: 0.0423, aux.acc_seg: 95.9483, loss: 0.1085 2023-02-25 02:06:51,505 - mmseg - INFO - Iter [109100/160000] lr: 1.909e-05, eta: 11:40:19, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3383, aux.loss_ce: 0.0419, aux.acc_seg: 95.9495, loss: 0.1085 2023-02-25 02:07:32,379 - mmseg - INFO - Iter [109150/160000] lr: 1.907e-05, eta: 11:39:37, time: 0.818, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3568, aux.loss_ce: 0.0422, aux.acc_seg: 96.0202, loss: 0.1086 2023-02-25 02:08:15,381 - mmseg - INFO - Iter [109200/160000] lr: 1.905e-05, eta: 11:38:57, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0664, decode.acc_seg: 97.3228, aux.loss_ce: 0.0426, aux.acc_seg: 95.9331, loss: 0.1090 2023-02-25 02:08:55,553 - mmseg - INFO - Iter [109250/160000] lr: 1.903e-05, eta: 11:38:15, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.2931, aux.loss_ce: 0.0427, aux.acc_seg: 95.9033, loss: 0.1101 2023-02-25 02:09:35,868 - mmseg - INFO - Iter [109300/160000] lr: 1.901e-05, eta: 11:37:33, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.4241, aux.loss_ce: 0.0424, aux.acc_seg: 96.0061, loss: 0.1074 2023-02-25 02:10:16,198 - mmseg - INFO - Iter [109350/160000] lr: 1.899e-05, eta: 11:36:52, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4342, aux.loss_ce: 0.0430, aux.acc_seg: 95.8548, loss: 0.1072 2023-02-25 02:10:59,207 - mmseg - INFO - Iter [109400/160000] lr: 1.898e-05, eta: 11:36:11, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.2996, aux.loss_ce: 0.0406, aux.acc_seg: 96.1152, loss: 0.1081 2023-02-25 02:11:39,421 - mmseg - INFO - Iter [109450/160000] lr: 1.896e-05, eta: 11:35:30, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4369, aux.loss_ce: 0.0414, aux.acc_seg: 96.0103, loss: 0.1055 2023-02-25 02:12:19,824 - mmseg - INFO - Iter [109500/160000] lr: 1.894e-05, eta: 11:34:48, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2740, aux.loss_ce: 0.0424, aux.acc_seg: 95.9193, loss: 0.1106 2023-02-25 02:13:00,078 - mmseg - INFO - Iter [109550/160000] lr: 1.892e-05, eta: 11:34:06, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.2976, aux.loss_ce: 0.0418, aux.acc_seg: 96.0105, loss: 0.1094 2023-02-25 02:13:43,062 - mmseg - INFO - Iter [109600/160000] lr: 1.890e-05, eta: 11:33:26, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4167, aux.loss_ce: 0.0406, aux.acc_seg: 96.0593, loss: 0.1050 2023-02-25 02:14:23,500 - mmseg - INFO - Iter [109650/160000] lr: 1.888e-05, eta: 11:32:44, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3880, aux.loss_ce: 0.0423, aux.acc_seg: 95.9568, loss: 0.1077 2023-02-25 02:15:03,796 - mmseg - INFO - Iter [109700/160000] lr: 1.886e-05, eta: 11:32:02, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.3396, aux.loss_ce: 0.0419, aux.acc_seg: 96.0425, loss: 0.1091 2023-02-25 02:15:46,812 - mmseg - INFO - Iter [109750/160000] lr: 1.884e-05, eta: 11:31:22, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3217, aux.loss_ce: 0.0429, aux.acc_seg: 95.8817, loss: 0.1097 2023-02-25 02:16:27,223 - mmseg - INFO - Iter [109800/160000] lr: 1.883e-05, eta: 11:30:40, time: 0.808, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3827, aux.loss_ce: 0.0412, aux.acc_seg: 96.0361, loss: 0.1066 2023-02-25 02:17:07,701 - mmseg - INFO - Iter [109850/160000] lr: 1.881e-05, eta: 11:29:58, time: 0.809, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.5053, aux.loss_ce: 0.0420, aux.acc_seg: 95.9717, loss: 0.1042 2023-02-25 02:17:47,922 - mmseg - INFO - Iter [109900/160000] lr: 1.879e-05, eta: 11:29:17, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.3269, aux.loss_ce: 0.0437, aux.acc_seg: 95.8197, loss: 0.1106 2023-02-25 02:18:31,713 - mmseg - INFO - Iter [109950/160000] lr: 1.877e-05, eta: 11:28:37, time: 0.876, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3854, aux.loss_ce: 0.0408, aux.acc_seg: 96.0547, loss: 0.1063 2023-02-25 02:19:12,254 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 02:19:12,254 - mmseg - INFO - Iter [110000/160000] lr: 1.875e-05, eta: 11:27:55, time: 0.811, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3678, aux.loss_ce: 0.0433, aux.acc_seg: 95.8396, loss: 0.1094 2023-02-25 02:19:52,523 - mmseg - INFO - Iter [110050/160000] lr: 1.873e-05, eta: 11:27:13, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.3033, aux.loss_ce: 0.0425, aux.acc_seg: 95.9465, loss: 0.1095 2023-02-25 02:20:32,780 - mmseg - INFO - Iter [110100/160000] lr: 1.871e-05, eta: 11:26:31, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.4003, aux.loss_ce: 0.0408, aux.acc_seg: 96.0780, loss: 0.1063 2023-02-25 02:21:15,795 - mmseg - INFO - Iter [110150/160000] lr: 1.869e-05, eta: 11:25:51, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4086, aux.loss_ce: 0.0418, aux.acc_seg: 95.9891, loss: 0.1060 2023-02-25 02:21:56,078 - mmseg - INFO - Iter [110200/160000] lr: 1.868e-05, eta: 11:25:09, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.3080, aux.loss_ce: 0.0413, aux.acc_seg: 96.0254, loss: 0.1093 2023-02-25 02:22:36,266 - mmseg - INFO - Iter [110250/160000] lr: 1.866e-05, eta: 11:24:28, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3874, aux.loss_ce: 0.0430, aux.acc_seg: 95.8705, loss: 0.1084 2023-02-25 02:23:19,574 - mmseg - INFO - Iter [110300/160000] lr: 1.864e-05, eta: 11:23:47, time: 0.866, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4739, aux.loss_ce: 0.0409, aux.acc_seg: 96.0597, loss: 0.1034 2023-02-25 02:23:59,955 - mmseg - INFO - Iter [110350/160000] lr: 1.862e-05, eta: 11:23:05, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2272, aux.loss_ce: 0.0407, aux.acc_seg: 96.0623, loss: 0.1093 2023-02-25 02:24:40,189 - mmseg - INFO - Iter [110400/160000] lr: 1.860e-05, eta: 11:22:24, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0692, decode.acc_seg: 97.2330, aux.loss_ce: 0.0438, aux.acc_seg: 95.7580, loss: 0.1130 2023-02-25 02:25:20,412 - mmseg - INFO - Iter [110450/160000] lr: 1.858e-05, eta: 11:21:42, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.3006, aux.loss_ce: 0.0427, aux.acc_seg: 95.9214, loss: 0.1107 2023-02-25 02:26:03,384 - mmseg - INFO - Iter [110500/160000] lr: 1.856e-05, eta: 11:21:01, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4539, aux.loss_ce: 0.0403, aux.acc_seg: 96.1193, loss: 0.1044 2023-02-25 02:26:43,713 - mmseg - INFO - Iter [110550/160000] lr: 1.854e-05, eta: 11:20:20, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3705, aux.loss_ce: 0.0409, aux.acc_seg: 96.0695, loss: 0.1063 2023-02-25 02:27:23,956 - mmseg - INFO - Iter [110600/160000] lr: 1.853e-05, eta: 11:19:38, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0664, decode.acc_seg: 97.3460, aux.loss_ce: 0.0436, aux.acc_seg: 95.8154, loss: 0.1101 2023-02-25 02:28:04,228 - mmseg - INFO - Iter [110650/160000] lr: 1.851e-05, eta: 11:18:56, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3326, aux.loss_ce: 0.0443, aux.acc_seg: 95.8098, loss: 0.1108 2023-02-25 02:28:47,285 - mmseg - INFO - Iter [110700/160000] lr: 1.849e-05, eta: 11:18:16, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3320, aux.loss_ce: 0.0427, aux.acc_seg: 95.8951, loss: 0.1092 2023-02-25 02:29:27,501 - mmseg - INFO - Iter [110750/160000] lr: 1.847e-05, eta: 11:17:34, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3483, aux.loss_ce: 0.0418, aux.acc_seg: 95.9297, loss: 0.1074 2023-02-25 02:30:07,666 - mmseg - INFO - Iter [110800/160000] lr: 1.845e-05, eta: 11:16:52, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4310, aux.loss_ce: 0.0408, aux.acc_seg: 96.0773, loss: 0.1050 2023-02-25 02:30:47,852 - mmseg - INFO - Iter [110850/160000] lr: 1.843e-05, eta: 11:16:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4524, aux.loss_ce: 0.0401, aux.acc_seg: 96.1024, loss: 0.1031 2023-02-25 02:31:30,853 - mmseg - INFO - Iter [110900/160000] lr: 1.841e-05, eta: 11:15:30, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3869, aux.loss_ce: 0.0428, aux.acc_seg: 95.9287, loss: 0.1081 2023-02-25 02:32:11,090 - mmseg - INFO - Iter [110950/160000] lr: 1.839e-05, eta: 11:14:48, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0677, decode.acc_seg: 97.3114, aux.loss_ce: 0.0449, aux.acc_seg: 95.7406, loss: 0.1126 2023-02-25 02:32:51,324 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 02:32:51,324 - mmseg - INFO - Iter [111000/160000] lr: 1.838e-05, eta: 11:14:07, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3570, aux.loss_ce: 0.0424, aux.acc_seg: 95.9054, loss: 0.1082 2023-02-25 02:33:34,707 - mmseg - INFO - Iter [111050/160000] lr: 1.836e-05, eta: 11:13:26, time: 0.868, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3450, aux.loss_ce: 0.0423, aux.acc_seg: 95.9588, loss: 0.1090 2023-02-25 02:34:15,027 - mmseg - INFO - Iter [111100/160000] lr: 1.834e-05, eta: 11:12:45, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4360, aux.loss_ce: 0.0413, aux.acc_seg: 96.0763, loss: 0.1052 2023-02-25 02:34:55,241 - mmseg - INFO - Iter [111150/160000] lr: 1.832e-05, eta: 11:12:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2732, aux.loss_ce: 0.0432, aux.acc_seg: 95.8913, loss: 0.1120 2023-02-25 02:35:35,437 - mmseg - INFO - Iter [111200/160000] lr: 1.830e-05, eta: 11:11:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4670, aux.loss_ce: 0.0415, aux.acc_seg: 95.9846, loss: 0.1040 2023-02-25 02:36:18,548 - mmseg - INFO - Iter [111250/160000] lr: 1.828e-05, eta: 11:10:41, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0684, decode.acc_seg: 97.2737, aux.loss_ce: 0.0416, aux.acc_seg: 96.0382, loss: 0.1100 2023-02-25 02:36:58,759 - mmseg - INFO - Iter [111300/160000] lr: 1.826e-05, eta: 11:09:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3984, aux.loss_ce: 0.0420, aux.acc_seg: 95.9702, loss: 0.1070 2023-02-25 02:37:38,977 - mmseg - INFO - Iter [111350/160000] lr: 1.824e-05, eta: 11:09:17, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4677, aux.loss_ce: 0.0424, aux.acc_seg: 95.9631, loss: 0.1059 2023-02-25 02:38:19,331 - mmseg - INFO - Iter [111400/160000] lr: 1.823e-05, eta: 11:08:35, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3296, aux.loss_ce: 0.0426, aux.acc_seg: 95.9051, loss: 0.1092 2023-02-25 02:39:02,478 - mmseg - INFO - Iter [111450/160000] lr: 1.821e-05, eta: 11:07:55, time: 0.863, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.2952, aux.loss_ce: 0.0423, aux.acc_seg: 95.9022, loss: 0.1093 2023-02-25 02:39:42,644 - mmseg - INFO - Iter [111500/160000] lr: 1.819e-05, eta: 11:07:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3826, aux.loss_ce: 0.0408, aux.acc_seg: 96.0881, loss: 0.1062 2023-02-25 02:40:22,897 - mmseg - INFO - Iter [111550/160000] lr: 1.817e-05, eta: 11:06:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3311, aux.loss_ce: 0.0438, aux.acc_seg: 95.7820, loss: 0.1105 2023-02-25 02:41:03,073 - mmseg - INFO - Iter [111600/160000] lr: 1.815e-05, eta: 11:05:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.5045, aux.loss_ce: 0.0410, aux.acc_seg: 96.0880, loss: 0.1032 2023-02-25 02:41:46,354 - mmseg - INFO - Iter [111650/160000] lr: 1.813e-05, eta: 11:05:09, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4265, aux.loss_ce: 0.0416, aux.acc_seg: 96.0024, loss: 0.1056 2023-02-25 02:42:26,575 - mmseg - INFO - Iter [111700/160000] lr: 1.811e-05, eta: 11:04:28, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4088, aux.loss_ce: 0.0417, aux.acc_seg: 95.9727, loss: 0.1064 2023-02-25 02:43:06,810 - mmseg - INFO - Iter [111750/160000] lr: 1.809e-05, eta: 11:03:46, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4664, aux.loss_ce: 0.0404, aux.acc_seg: 96.0939, loss: 0.1035 2023-02-25 02:43:50,557 - mmseg - INFO - Iter [111800/160000] lr: 1.808e-05, eta: 11:03:06, time: 0.875, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2562, aux.loss_ce: 0.0446, aux.acc_seg: 95.7012, loss: 0.1131 2023-02-25 02:44:30,726 - mmseg - INFO - Iter [111850/160000] lr: 1.806e-05, eta: 11:02:24, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.3226, aux.loss_ce: 0.0421, aux.acc_seg: 95.9639, loss: 0.1090 2023-02-25 02:45:11,103 - mmseg - INFO - Iter [111900/160000] lr: 1.804e-05, eta: 11:01:42, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0673, decode.acc_seg: 97.2832, aux.loss_ce: 0.0420, aux.acc_seg: 95.9166, loss: 0.1094 2023-02-25 02:45:51,299 - mmseg - INFO - Iter [111950/160000] lr: 1.802e-05, eta: 11:01:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3369, aux.loss_ce: 0.0427, aux.acc_seg: 95.9341, loss: 0.1092 2023-02-25 02:46:34,375 - mmseg - INFO - Saving checkpoint at 112000 iterations 2023-02-25 02:46:35,762 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 02:46:35,765 - mmseg - INFO - Iter [112000/160000] lr: 1.800e-05, eta: 11:00:21, time: 0.889, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4843, aux.loss_ce: 0.0418, aux.acc_seg: 96.0025, loss: 0.1050 2023-02-25 02:47:29,725 - mmseg - INFO - per class results: 2023-02-25 02:47:29,729 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.58 | 99.12 | | sidewalk | 87.93 | 94.66 | | building | 93.64 | 96.93 | | wall | 63.51 | 72.17 | | fence | 65.68 | 74.72 | | pole | 72.01 | 83.47 | | traffic light | 75.3 | 85.6 | | traffic sign | 83.84 | 90.5 | | vegetation | 93.15 | 96.38 | | terrain | 66.01 | 79.68 | | sky | 95.16 | 98.68 | | person | 84.96 | 93.23 | | rider | 65.58 | 74.29 | | car | 96.2 | 98.34 | | truck | 87.62 | 92.54 | | bus | 93.27 | 95.59 | | train | 87.94 | 91.63 | | motorcycle | 71.41 | 78.31 | | bicycle | 81.16 | 91.92 | +---------------+-------+-------+ 2023-02-25 02:47:29,729 - mmseg - INFO - Summary: 2023-02-25 02:47:29,729 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 96.75 | 82.26 | 88.83 | +-------+-------+-------+ 2023-02-25 02:47:29,740 - mmseg - INFO - The previous best checkpoint /apdcephfs/share_1364275/yuanfengji/project/DiffSeg/local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20/best_mIoU_iter_96000.pth was removed 2023-02-25 02:47:30,993 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_112000.pth. 2023-02-25 02:47:30,997 - mmseg - INFO - Best mIoU is 0.8226 at 112000 iter. 2023-02-25 02:47:30,997 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 02:47:30,997 - mmseg - INFO - Iter(val) [125] aAcc: 0.9675, mIoU: 0.8226, mAcc: 0.8883, IoU.road: 0.9858, IoU.sidewalk: 0.8793, IoU.building: 0.9364, IoU.wall: 0.6351, IoU.fence: 0.6568, IoU.pole: 0.7201, IoU.traffic light: 0.7530, IoU.traffic sign: 0.8384, IoU.vegetation: 0.9315, IoU.terrain: 0.6601, IoU.sky: 0.9516, IoU.person: 0.8496, IoU.rider: 0.6558, IoU.car: 0.9620, IoU.truck: 0.8762, IoU.bus: 0.9327, IoU.train: 0.8794, IoU.motorcycle: 0.7141, IoU.bicycle: 0.8116, Acc.road: 0.9912, Acc.sidewalk: 0.9466, Acc.building: 0.9693, Acc.wall: 0.7217, Acc.fence: 0.7472, Acc.pole: 0.8347, Acc.traffic light: 0.8560, Acc.traffic sign: 0.9050, Acc.vegetation: 0.9638, Acc.terrain: 0.7968, Acc.sky: 0.9868, Acc.person: 0.9323, Acc.rider: 0.7429, Acc.car: 0.9834, Acc.truck: 0.9254, Acc.bus: 0.9559, Acc.train: 0.9163, Acc.motorcycle: 0.7831, Acc.bicycle: 0.9192 2023-02-25 02:48:11,241 - mmseg - INFO - Iter [112050/160000] lr: 1.798e-05, eta: 11:00:03, time: 1.910, data_time: 1.114, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4525, aux.loss_ce: 0.0413, aux.acc_seg: 96.0432, loss: 0.1051 2023-02-25 02:48:51,732 - mmseg - INFO - Iter [112100/160000] lr: 1.796e-05, eta: 10:59:21, time: 0.810, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3654, aux.loss_ce: 0.0429, aux.acc_seg: 95.8589, loss: 0.1086 2023-02-25 02:49:31,988 - mmseg - INFO - Iter [112150/160000] lr: 1.794e-05, eta: 10:58:39, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3858, aux.loss_ce: 0.0421, aux.acc_seg: 95.9790, loss: 0.1078 2023-02-25 02:50:15,550 - mmseg - INFO - Iter [112200/160000] lr: 1.793e-05, eta: 10:57:59, time: 0.871, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3414, aux.loss_ce: 0.0407, aux.acc_seg: 96.1057, loss: 0.1074 2023-02-25 02:50:55,757 - mmseg - INFO - Iter [112250/160000] lr: 1.791e-05, eta: 10:57:17, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4283, aux.loss_ce: 0.0422, aux.acc_seg: 95.9337, loss: 0.1065 2023-02-25 02:51:36,059 - mmseg - INFO - Iter [112300/160000] lr: 1.789e-05, eta: 10:56:35, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3870, aux.loss_ce: 0.0416, aux.acc_seg: 96.0100, loss: 0.1066 2023-02-25 02:52:19,177 - mmseg - INFO - Iter [112350/160000] lr: 1.787e-05, eta: 10:55:55, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.3095, aux.loss_ce: 0.0421, aux.acc_seg: 95.9252, loss: 0.1095 2023-02-25 02:52:59,472 - mmseg - INFO - Iter [112400/160000] lr: 1.785e-05, eta: 10:55:13, time: 0.806, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.4154, aux.loss_ce: 0.0417, aux.acc_seg: 95.9792, loss: 0.1066 2023-02-25 02:53:39,845 - mmseg - INFO - Iter [112450/160000] lr: 1.783e-05, eta: 10:54:32, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0700, decode.acc_seg: 97.1999, aux.loss_ce: 0.0457, aux.acc_seg: 95.6331, loss: 0.1157 2023-02-25 02:54:20,058 - mmseg - INFO - Iter [112500/160000] lr: 1.781e-05, eta: 10:53:50, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.3172, aux.loss_ce: 0.0432, aux.acc_seg: 95.8576, loss: 0.1103 2023-02-25 02:55:03,091 - mmseg - INFO - Iter [112550/160000] lr: 1.779e-05, eta: 10:53:09, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3515, aux.loss_ce: 0.0418, aux.acc_seg: 96.0092, loss: 0.1076 2023-02-25 02:55:43,316 - mmseg - INFO - Iter [112600/160000] lr: 1.778e-05, eta: 10:52:27, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3707, aux.loss_ce: 0.0439, aux.acc_seg: 95.7941, loss: 0.1097 2023-02-25 02:56:23,534 - mmseg - INFO - Iter [112650/160000] lr: 1.776e-05, eta: 10:51:46, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3015, aux.loss_ce: 0.0411, aux.acc_seg: 96.0470, loss: 0.1079 2023-02-25 02:57:03,813 - mmseg - INFO - Iter [112700/160000] lr: 1.774e-05, eta: 10:51:04, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0673, decode.acc_seg: 97.3348, aux.loss_ce: 0.0434, aux.acc_seg: 95.8857, loss: 0.1106 2023-02-25 02:57:46,807 - mmseg - INFO - Iter [112750/160000] lr: 1.772e-05, eta: 10:50:23, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.4022, aux.loss_ce: 0.0425, aux.acc_seg: 95.9425, loss: 0.1080 2023-02-25 02:58:27,036 - mmseg - INFO - Iter [112800/160000] lr: 1.770e-05, eta: 10:49:42, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3767, aux.loss_ce: 0.0417, aux.acc_seg: 95.9887, loss: 0.1073 2023-02-25 02:59:07,886 - mmseg - INFO - Iter [112850/160000] lr: 1.768e-05, eta: 10:49:00, time: 0.817, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3712, aux.loss_ce: 0.0419, aux.acc_seg: 95.9694, loss: 0.1077 2023-02-25 02:59:48,164 - mmseg - INFO - Iter [112900/160000] lr: 1.766e-05, eta: 10:48:18, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.2950, aux.loss_ce: 0.0439, aux.acc_seg: 95.8325, loss: 0.1114 2023-02-25 03:00:32,254 - mmseg - INFO - Iter [112950/160000] lr: 1.764e-05, eta: 10:47:38, time: 0.882, data_time: 0.086, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2777, aux.loss_ce: 0.0420, aux.acc_seg: 95.9402, loss: 0.1102 2023-02-25 03:01:13,188 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 03:01:13,188 - mmseg - INFO - Iter [113000/160000] lr: 1.763e-05, eta: 10:46:57, time: 0.819, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3605, aux.loss_ce: 0.0410, aux.acc_seg: 96.0607, loss: 0.1071 2023-02-25 03:01:53,367 - mmseg - INFO - Iter [113050/160000] lr: 1.761e-05, eta: 10:46:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.3897, aux.loss_ce: 0.0403, aux.acc_seg: 96.1121, loss: 0.1044 2023-02-25 03:02:36,538 - mmseg - INFO - Iter [113100/160000] lr: 1.759e-05, eta: 10:45:35, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0667, decode.acc_seg: 97.3234, aux.loss_ce: 0.0431, aux.acc_seg: 95.8310, loss: 0.1098 2023-02-25 03:03:16,722 - mmseg - INFO - Iter [113150/160000] lr: 1.757e-05, eta: 10:44:53, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3820, aux.loss_ce: 0.0404, aux.acc_seg: 96.1058, loss: 0.1056 2023-02-25 03:03:56,903 - mmseg - INFO - Iter [113200/160000] lr: 1.755e-05, eta: 10:44:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.4225, aux.loss_ce: 0.0413, aux.acc_seg: 96.0349, loss: 0.1060 2023-02-25 03:04:37,143 - mmseg - INFO - Iter [113250/160000] lr: 1.753e-05, eta: 10:43:29, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2643, aux.loss_ce: 0.0421, aux.acc_seg: 95.9847, loss: 0.1106 2023-02-25 03:05:20,479 - mmseg - INFO - Iter [113300/160000] lr: 1.751e-05, eta: 10:42:49, time: 0.867, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4736, aux.loss_ce: 0.0409, aux.acc_seg: 96.0823, loss: 0.1043 2023-02-25 03:06:00,718 - mmseg - INFO - Iter [113350/160000] lr: 1.749e-05, eta: 10:42:07, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4182, aux.loss_ce: 0.0408, aux.acc_seg: 96.0668, loss: 0.1052 2023-02-25 03:06:40,994 - mmseg - INFO - Iter [113400/160000] lr: 1.748e-05, eta: 10:41:25, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2979, aux.loss_ce: 0.0415, aux.acc_seg: 96.0394, loss: 0.1098 2023-02-25 03:07:21,247 - mmseg - INFO - Iter [113450/160000] lr: 1.746e-05, eta: 10:40:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3317, aux.loss_ce: 0.0428, aux.acc_seg: 95.8963, loss: 0.1094 2023-02-25 03:08:04,300 - mmseg - INFO - Iter [113500/160000] lr: 1.744e-05, eta: 10:40:03, time: 0.861, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4126, aux.loss_ce: 0.0415, aux.acc_seg: 96.0068, loss: 0.1062 2023-02-25 03:08:44,502 - mmseg - INFO - Iter [113550/160000] lr: 1.742e-05, eta: 10:39:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.3954, aux.loss_ce: 0.0415, aux.acc_seg: 95.9897, loss: 0.1066 2023-02-25 03:09:24,925 - mmseg - INFO - Iter [113600/160000] lr: 1.740e-05, eta: 10:38:40, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3742, aux.loss_ce: 0.0429, aux.acc_seg: 95.9409, loss: 0.1088 2023-02-25 03:10:08,266 - mmseg - INFO - Iter [113650/160000] lr: 1.738e-05, eta: 10:37:59, time: 0.867, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.3963, aux.loss_ce: 0.0401, aux.acc_seg: 96.1134, loss: 0.1049 2023-02-25 03:10:48,443 - mmseg - INFO - Iter [113700/160000] lr: 1.736e-05, eta: 10:37:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4530, aux.loss_ce: 0.0423, aux.acc_seg: 95.9509, loss: 0.1061 2023-02-25 03:11:28,632 - mmseg - INFO - Iter [113750/160000] lr: 1.734e-05, eta: 10:36:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0679, decode.acc_seg: 97.2937, aux.loss_ce: 0.0438, aux.acc_seg: 95.7787, loss: 0.1116 2023-02-25 03:12:08,817 - mmseg - INFO - Iter [113800/160000] lr: 1.733e-05, eta: 10:35:54, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4492, aux.loss_ce: 0.0422, aux.acc_seg: 95.9476, loss: 0.1059 2023-02-25 03:12:51,762 - mmseg - INFO - Iter [113850/160000] lr: 1.731e-05, eta: 10:35:13, time: 0.859, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.4876, aux.loss_ce: 0.0398, aux.acc_seg: 96.1243, loss: 0.1016 2023-02-25 03:13:31,986 - mmseg - INFO - Iter [113900/160000] lr: 1.729e-05, eta: 10:34:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.4143, aux.loss_ce: 0.0431, aux.acc_seg: 95.8784, loss: 0.1079 2023-02-25 03:14:12,176 - mmseg - INFO - Iter [113950/160000] lr: 1.727e-05, eta: 10:33:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.3109, aux.loss_ce: 0.0418, aux.acc_seg: 95.9691, loss: 0.1100 2023-02-25 03:14:52,467 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 03:14:52,468 - mmseg - INFO - Iter [114000/160000] lr: 1.725e-05, eta: 10:33:08, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5334, aux.loss_ce: 0.0400, aux.acc_seg: 96.1736, loss: 0.1014 2023-02-25 03:15:36,176 - mmseg - INFO - Iter [114050/160000] lr: 1.723e-05, eta: 10:32:28, time: 0.874, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3320, aux.loss_ce: 0.0422, aux.acc_seg: 95.9504, loss: 0.1088 2023-02-25 03:16:16,439 - mmseg - INFO - Iter [114100/160000] lr: 1.721e-05, eta: 10:31:46, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4395, aux.loss_ce: 0.0399, aux.acc_seg: 96.1839, loss: 0.1043 2023-02-25 03:16:56,712 - mmseg - INFO - Iter [114150/160000] lr: 1.719e-05, eta: 10:31:05, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4111, aux.loss_ce: 0.0422, aux.acc_seg: 95.9757, loss: 0.1064 2023-02-25 03:17:36,920 - mmseg - INFO - Iter [114200/160000] lr: 1.718e-05, eta: 10:30:23, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3605, aux.loss_ce: 0.0422, aux.acc_seg: 95.9163, loss: 0.1078 2023-02-25 03:18:20,870 - mmseg - INFO - Iter [114250/160000] lr: 1.716e-05, eta: 10:29:43, time: 0.879, data_time: 0.081, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.4048, aux.loss_ce: 0.0411, aux.acc_seg: 96.0592, loss: 0.1059 2023-02-25 03:19:01,202 - mmseg - INFO - Iter [114300/160000] lr: 1.714e-05, eta: 10:29:01, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4356, aux.loss_ce: 0.0426, aux.acc_seg: 95.9142, loss: 0.1067 2023-02-25 03:19:41,546 - mmseg - INFO - Iter [114350/160000] lr: 1.712e-05, eta: 10:28:19, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3741, aux.loss_ce: 0.0414, aux.acc_seg: 95.9772, loss: 0.1063 2023-02-25 03:20:24,670 - mmseg - INFO - Iter [114400/160000] lr: 1.710e-05, eta: 10:27:39, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3792, aux.loss_ce: 0.0422, aux.acc_seg: 95.9446, loss: 0.1077 2023-02-25 03:21:04,933 - mmseg - INFO - Iter [114450/160000] lr: 1.708e-05, eta: 10:26:57, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4215, aux.loss_ce: 0.0412, aux.acc_seg: 96.0076, loss: 0.1047 2023-02-25 03:21:45,210 - mmseg - INFO - Iter [114500/160000] lr: 1.706e-05, eta: 10:26:15, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3552, aux.loss_ce: 0.0415, aux.acc_seg: 95.9980, loss: 0.1075 2023-02-25 03:22:25,468 - mmseg - INFO - Iter [114550/160000] lr: 1.704e-05, eta: 10:25:34, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3742, aux.loss_ce: 0.0415, aux.acc_seg: 95.9815, loss: 0.1070 2023-02-25 03:23:08,689 - mmseg - INFO - Iter [114600/160000] lr: 1.703e-05, eta: 10:24:53, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3070, aux.loss_ce: 0.0430, aux.acc_seg: 95.8727, loss: 0.1106 2023-02-25 03:23:48,962 - mmseg - INFO - Iter [114650/160000] lr: 1.701e-05, eta: 10:24:11, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5385, aux.loss_ce: 0.0396, aux.acc_seg: 96.2010, loss: 0.1013 2023-02-25 03:24:29,275 - mmseg - INFO - Iter [114700/160000] lr: 1.699e-05, eta: 10:23:30, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4162, aux.loss_ce: 0.0413, aux.acc_seg: 96.0184, loss: 0.1060 2023-02-25 03:25:09,505 - mmseg - INFO - Iter [114750/160000] lr: 1.697e-05, eta: 10:22:48, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3940, aux.loss_ce: 0.0418, aux.acc_seg: 95.9723, loss: 0.1066 2023-02-25 03:25:52,501 - mmseg - INFO - Iter [114800/160000] lr: 1.695e-05, eta: 10:22:07, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3464, aux.loss_ce: 0.0420, aux.acc_seg: 95.9772, loss: 0.1085 2023-02-25 03:26:32,718 - mmseg - INFO - Iter [114850/160000] lr: 1.693e-05, eta: 10:21:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.4043, aux.loss_ce: 0.0415, aux.acc_seg: 96.0309, loss: 0.1068 2023-02-25 03:27:13,269 - mmseg - INFO - Iter [114900/160000] lr: 1.691e-05, eta: 10:20:44, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4941, aux.loss_ce: 0.0404, aux.acc_seg: 96.0953, loss: 0.1026 2023-02-25 03:27:56,764 - mmseg - INFO - Iter [114950/160000] lr: 1.689e-05, eta: 10:20:04, time: 0.870, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3533, aux.loss_ce: 0.0414, aux.acc_seg: 95.9856, loss: 0.1074 2023-02-25 03:28:37,344 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 03:28:37,345 - mmseg - INFO - Iter [115000/160000] lr: 1.688e-05, eta: 10:19:22, time: 0.812, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4308, aux.loss_ce: 0.0409, aux.acc_seg: 96.0909, loss: 0.1051 2023-02-25 03:29:17,667 - mmseg - INFO - Iter [115050/160000] lr: 1.686e-05, eta: 10:18:40, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4829, aux.loss_ce: 0.0414, aux.acc_seg: 96.0358, loss: 0.1039 2023-02-25 03:29:57,866 - mmseg - INFO - Iter [115100/160000] lr: 1.684e-05, eta: 10:17:59, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4492, aux.loss_ce: 0.0421, aux.acc_seg: 95.9637, loss: 0.1059 2023-02-25 03:30:42,479 - mmseg - INFO - Iter [115150/160000] lr: 1.682e-05, eta: 10:17:19, time: 0.892, data_time: 0.098, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3286, aux.loss_ce: 0.0455, aux.acc_seg: 95.6758, loss: 0.1123 2023-02-25 03:31:22,935 - mmseg - INFO - Iter [115200/160000] lr: 1.680e-05, eta: 10:16:37, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3512, aux.loss_ce: 0.0426, aux.acc_seg: 95.9411, loss: 0.1083 2023-02-25 03:32:03,947 - mmseg - INFO - Iter [115250/160000] lr: 1.678e-05, eta: 10:15:56, time: 0.820, data_time: 0.026, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5067, aux.loss_ce: 0.0410, aux.acc_seg: 96.0513, loss: 0.1028 2023-02-25 03:32:44,202 - mmseg - INFO - Iter [115300/160000] lr: 1.676e-05, eta: 10:15:14, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0694, decode.acc_seg: 97.2430, aux.loss_ce: 0.0434, aux.acc_seg: 95.8693, loss: 0.1128 2023-02-25 03:33:27,913 - mmseg - INFO - Iter [115350/160000] lr: 1.674e-05, eta: 10:14:34, time: 0.874, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.4106, aux.loss_ce: 0.0411, aux.acc_seg: 96.0832, loss: 0.1069 2023-02-25 03:34:08,823 - mmseg - INFO - Iter [115400/160000] lr: 1.673e-05, eta: 10:13:52, time: 0.818, data_time: 0.025, memory: 21800, decode.loss_ce: 0.0679, decode.acc_seg: 97.3051, aux.loss_ce: 0.0435, aux.acc_seg: 95.8673, loss: 0.1114 2023-02-25 03:34:49,228 - mmseg - INFO - Iter [115450/160000] lr: 1.671e-05, eta: 10:13:11, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4459, aux.loss_ce: 0.0412, aux.acc_seg: 96.0294, loss: 0.1050 2023-02-25 03:35:29,540 - mmseg - INFO - Iter [115500/160000] lr: 1.669e-05, eta: 10:12:29, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4584, aux.loss_ce: 0.0403, aux.acc_seg: 96.1103, loss: 0.1037 2023-02-25 03:36:12,943 - mmseg - INFO - Iter [115550/160000] lr: 1.667e-05, eta: 10:11:48, time: 0.868, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4401, aux.loss_ce: 0.0413, aux.acc_seg: 96.0546, loss: 0.1053 2023-02-25 03:36:53,164 - mmseg - INFO - Iter [115600/160000] lr: 1.665e-05, eta: 10:11:07, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0670, decode.acc_seg: 97.3225, aux.loss_ce: 0.0413, aux.acc_seg: 96.0244, loss: 0.1083 2023-02-25 03:37:33,823 - mmseg - INFO - Iter [115650/160000] lr: 1.663e-05, eta: 10:10:25, time: 0.813, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3597, aux.loss_ce: 0.0438, aux.acc_seg: 95.8010, loss: 0.1097 2023-02-25 03:38:17,090 - mmseg - INFO - Iter [115700/160000] lr: 1.661e-05, eta: 10:09:45, time: 0.865, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0664, decode.acc_seg: 97.3236, aux.loss_ce: 0.0420, aux.acc_seg: 95.9161, loss: 0.1084 2023-02-25 03:38:57,272 - mmseg - INFO - Iter [115750/160000] lr: 1.659e-05, eta: 10:09:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2811, aux.loss_ce: 0.0409, aux.acc_seg: 96.0639, loss: 0.1090 2023-02-25 03:39:37,485 - mmseg - INFO - Iter [115800/160000] lr: 1.658e-05, eta: 10:08:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4134, aux.loss_ce: 0.0421, aux.acc_seg: 95.9788, loss: 0.1065 2023-02-25 03:40:17,860 - mmseg - INFO - Iter [115850/160000] lr: 1.656e-05, eta: 10:07:40, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.4048, aux.loss_ce: 0.0396, aux.acc_seg: 96.1796, loss: 0.1042 2023-02-25 03:41:01,424 - mmseg - INFO - Iter [115900/160000] lr: 1.654e-05, eta: 10:06:59, time: 0.871, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.4027, aux.loss_ce: 0.0403, aux.acc_seg: 96.1228, loss: 0.1054 2023-02-25 03:41:41,595 - mmseg - INFO - Iter [115950/160000] lr: 1.652e-05, eta: 10:06:17, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4508, aux.loss_ce: 0.0406, aux.acc_seg: 96.0563, loss: 0.1038 2023-02-25 03:42:21,834 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 03:42:21,834 - mmseg - INFO - Iter [116000/160000] lr: 1.650e-05, eta: 10:05:36, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4313, aux.loss_ce: 0.0407, aux.acc_seg: 96.1015, loss: 0.1049 2023-02-25 03:43:02,043 - mmseg - INFO - Iter [116050/160000] lr: 1.648e-05, eta: 10:04:54, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.4155, aux.loss_ce: 0.0397, aux.acc_seg: 96.1680, loss: 0.1046 2023-02-25 03:43:44,967 - mmseg - INFO - Iter [116100/160000] lr: 1.646e-05, eta: 10:04:13, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4206, aux.loss_ce: 0.0421, aux.acc_seg: 95.9514, loss: 0.1062 2023-02-25 03:44:25,121 - mmseg - INFO - Iter [116150/160000] lr: 1.644e-05, eta: 10:03:32, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4561, aux.loss_ce: 0.0410, aux.acc_seg: 96.0421, loss: 0.1041 2023-02-25 03:45:05,424 - mmseg - INFO - Iter [116200/160000] lr: 1.643e-05, eta: 10:02:50, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4593, aux.loss_ce: 0.0397, aux.acc_seg: 96.1501, loss: 0.1027 2023-02-25 03:45:46,721 - mmseg - INFO - Iter [116250/160000] lr: 1.641e-05, eta: 10:02:09, time: 0.826, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4766, aux.loss_ce: 0.0413, aux.acc_seg: 96.0369, loss: 0.1046 2023-02-25 03:46:29,879 - mmseg - INFO - Iter [116300/160000] lr: 1.639e-05, eta: 10:01:28, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5262, aux.loss_ce: 0.0404, aux.acc_seg: 96.0917, loss: 0.1020 2023-02-25 03:47:10,232 - mmseg - INFO - Iter [116350/160000] lr: 1.637e-05, eta: 10:00:46, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3750, aux.loss_ce: 0.0397, aux.acc_seg: 96.1761, loss: 0.1049 2023-02-25 03:47:50,567 - mmseg - INFO - Iter [116400/160000] lr: 1.635e-05, eta: 10:00:05, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3901, aux.loss_ce: 0.0416, aux.acc_seg: 95.9847, loss: 0.1066 2023-02-25 03:48:33,628 - mmseg - INFO - Iter [116450/160000] lr: 1.633e-05, eta: 9:59:24, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4729, aux.loss_ce: 0.0400, aux.acc_seg: 96.1868, loss: 0.1036 2023-02-25 03:49:13,878 - mmseg - INFO - Iter [116500/160000] lr: 1.631e-05, eta: 9:58:43, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.3948, aux.loss_ce: 0.0424, aux.acc_seg: 95.9041, loss: 0.1067 2023-02-25 03:49:54,136 - mmseg - INFO - Iter [116550/160000] lr: 1.629e-05, eta: 9:58:01, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3565, aux.loss_ce: 0.0404, aux.acc_seg: 96.0958, loss: 0.1066 2023-02-25 03:50:34,419 - mmseg - INFO - Iter [116600/160000] lr: 1.628e-05, eta: 9:57:19, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3900, aux.loss_ce: 0.0413, aux.acc_seg: 96.0471, loss: 0.1063 2023-02-25 03:51:17,505 - mmseg - INFO - Iter [116650/160000] lr: 1.626e-05, eta: 9:56:39, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4378, aux.loss_ce: 0.0412, aux.acc_seg: 96.0374, loss: 0.1050 2023-02-25 03:51:57,765 - mmseg - INFO - Iter [116700/160000] lr: 1.624e-05, eta: 9:55:57, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0582, decode.acc_seg: 97.6534, aux.loss_ce: 0.0394, aux.acc_seg: 96.1522, loss: 0.0977 2023-02-25 03:52:38,091 - mmseg - INFO - Iter [116750/160000] lr: 1.622e-05, eta: 9:55:15, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.3964, aux.loss_ce: 0.0425, aux.acc_seg: 95.8857, loss: 0.1071 2023-02-25 03:53:18,751 - mmseg - INFO - Iter [116800/160000] lr: 1.620e-05, eta: 9:54:34, time: 0.813, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4523, aux.loss_ce: 0.0422, aux.acc_seg: 95.9472, loss: 0.1058 2023-02-25 03:54:01,739 - mmseg - INFO - Iter [116850/160000] lr: 1.618e-05, eta: 9:53:53, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4857, aux.loss_ce: 0.0410, aux.acc_seg: 96.0738, loss: 0.1039 2023-02-25 03:54:41,931 - mmseg - INFO - Iter [116900/160000] lr: 1.616e-05, eta: 9:53:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.4027, aux.loss_ce: 0.0409, aux.acc_seg: 96.0604, loss: 0.1060 2023-02-25 03:55:22,264 - mmseg - INFO - Iter [116950/160000] lr: 1.614e-05, eta: 9:52:30, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4172, aux.loss_ce: 0.0417, aux.acc_seg: 95.9843, loss: 0.1059 2023-02-25 03:56:05,310 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 03:56:05,310 - mmseg - INFO - Iter [117000/160000] lr: 1.613e-05, eta: 9:51:49, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.3169, aux.loss_ce: 0.0416, aux.acc_seg: 95.9919, loss: 0.1085 2023-02-25 03:56:45,490 - mmseg - INFO - Iter [117050/160000] lr: 1.611e-05, eta: 9:51:07, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4257, aux.loss_ce: 0.0409, aux.acc_seg: 96.0276, loss: 0.1044 2023-02-25 03:57:25,684 - mmseg - INFO - Iter [117100/160000] lr: 1.609e-05, eta: 9:50:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5553, aux.loss_ce: 0.0406, aux.acc_seg: 96.1106, loss: 0.1017 2023-02-25 03:58:05,934 - mmseg - INFO - Iter [117150/160000] lr: 1.607e-05, eta: 9:49:44, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4644, aux.loss_ce: 0.0401, aux.acc_seg: 96.1069, loss: 0.1026 2023-02-25 03:58:48,930 - mmseg - INFO - Iter [117200/160000] lr: 1.605e-05, eta: 9:49:03, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5299, aux.loss_ce: 0.0425, aux.acc_seg: 95.9351, loss: 0.1043 2023-02-25 03:59:29,114 - mmseg - INFO - Iter [117250/160000] lr: 1.603e-05, eta: 9:48:22, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4340, aux.loss_ce: 0.0419, aux.acc_seg: 95.9886, loss: 0.1055 2023-02-25 04:00:09,624 - mmseg - INFO - Iter [117300/160000] lr: 1.601e-05, eta: 9:47:40, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3770, aux.loss_ce: 0.0405, aux.acc_seg: 96.0704, loss: 0.1054 2023-02-25 04:00:49,929 - mmseg - INFO - Iter [117350/160000] lr: 1.599e-05, eta: 9:46:58, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3459, aux.loss_ce: 0.0414, aux.acc_seg: 96.0370, loss: 0.1077 2023-02-25 04:01:32,988 - mmseg - INFO - Iter [117400/160000] lr: 1.598e-05, eta: 9:46:18, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4648, aux.loss_ce: 0.0409, aux.acc_seg: 96.0310, loss: 0.1045 2023-02-25 04:02:13,209 - mmseg - INFO - Iter [117450/160000] lr: 1.596e-05, eta: 9:45:36, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4461, aux.loss_ce: 0.0408, aux.acc_seg: 96.0178, loss: 0.1043 2023-02-25 04:02:53,760 - mmseg - INFO - Iter [117500/160000] lr: 1.594e-05, eta: 9:44:55, time: 0.811, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3458, aux.loss_ce: 0.0409, aux.acc_seg: 96.0402, loss: 0.1072 2023-02-25 04:03:33,953 - mmseg - INFO - Iter [117550/160000] lr: 1.592e-05, eta: 9:44:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4303, aux.loss_ce: 0.0413, aux.acc_seg: 96.0508, loss: 0.1050 2023-02-25 04:04:17,397 - mmseg - INFO - Iter [117600/160000] lr: 1.590e-05, eta: 9:43:32, time: 0.869, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0693, decode.acc_seg: 97.2264, aux.loss_ce: 0.0425, aux.acc_seg: 95.9072, loss: 0.1118 2023-02-25 04:04:57,534 - mmseg - INFO - Iter [117650/160000] lr: 1.588e-05, eta: 9:42:51, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3779, aux.loss_ce: 0.0430, aux.acc_seg: 95.8600, loss: 0.1085 2023-02-25 04:05:37,749 - mmseg - INFO - Iter [117700/160000] lr: 1.586e-05, eta: 9:42:09, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4285, aux.loss_ce: 0.0389, aux.acc_seg: 96.2211, loss: 0.1026 2023-02-25 04:06:20,686 - mmseg - INFO - Iter [117750/160000] lr: 1.584e-05, eta: 9:41:28, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4119, aux.loss_ce: 0.0402, aux.acc_seg: 96.1174, loss: 0.1042 2023-02-25 04:07:00,860 - mmseg - INFO - Iter [117800/160000] lr: 1.583e-05, eta: 9:40:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5272, aux.loss_ce: 0.0404, aux.acc_seg: 96.1341, loss: 0.1020 2023-02-25 04:07:41,064 - mmseg - INFO - Iter [117850/160000] lr: 1.581e-05, eta: 9:40:05, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4006, aux.loss_ce: 0.0408, aux.acc_seg: 96.0292, loss: 0.1049 2023-02-25 04:08:21,259 - mmseg - INFO - Iter [117900/160000] lr: 1.579e-05, eta: 9:39:23, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4496, aux.loss_ce: 0.0404, aux.acc_seg: 96.0954, loss: 0.1038 2023-02-25 04:09:04,693 - mmseg - INFO - Iter [117950/160000] lr: 1.577e-05, eta: 9:38:43, time: 0.869, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.2545, aux.loss_ce: 0.0423, aux.acc_seg: 95.8897, loss: 0.1104 2023-02-25 04:09:45,128 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 04:09:45,129 - mmseg - INFO - Iter [118000/160000] lr: 1.575e-05, eta: 9:38:01, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5290, aux.loss_ce: 0.0402, aux.acc_seg: 96.1411, loss: 0.1020 2023-02-25 04:10:25,453 - mmseg - INFO - Iter [118050/160000] lr: 1.573e-05, eta: 9:37:19, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4712, aux.loss_ce: 0.0403, aux.acc_seg: 96.1086, loss: 0.1029 2023-02-25 04:11:05,655 - mmseg - INFO - Iter [118100/160000] lr: 1.571e-05, eta: 9:36:38, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4660, aux.loss_ce: 0.0421, aux.acc_seg: 96.0153, loss: 0.1058 2023-02-25 04:11:48,890 - mmseg - INFO - Iter [118150/160000] lr: 1.569e-05, eta: 9:35:57, time: 0.865, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4410, aux.loss_ce: 0.0408, aux.acc_seg: 96.0889, loss: 0.1051 2023-02-25 04:12:29,140 - mmseg - INFO - Iter [118200/160000] lr: 1.568e-05, eta: 9:35:16, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.5076, aux.loss_ce: 0.0402, aux.acc_seg: 96.1422, loss: 0.1025 2023-02-25 04:13:09,348 - mmseg - INFO - Iter [118250/160000] lr: 1.566e-05, eta: 9:34:34, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4261, aux.loss_ce: 0.0409, aux.acc_seg: 96.0563, loss: 0.1044 2023-02-25 04:13:52,674 - mmseg - INFO - Iter [118300/160000] lr: 1.564e-05, eta: 9:33:53, time: 0.867, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4972, aux.loss_ce: 0.0405, aux.acc_seg: 96.1055, loss: 0.1031 2023-02-25 04:14:32,816 - mmseg - INFO - Iter [118350/160000] lr: 1.562e-05, eta: 9:33:12, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5306, aux.loss_ce: 0.0406, aux.acc_seg: 96.0997, loss: 0.1020 2023-02-25 04:15:13,227 - mmseg - INFO - Iter [118400/160000] lr: 1.560e-05, eta: 9:32:30, time: 0.808, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.5047, aux.loss_ce: 0.0400, aux.acc_seg: 96.1658, loss: 0.1022 2023-02-25 04:15:53,398 - mmseg - INFO - Iter [118450/160000] lr: 1.558e-05, eta: 9:31:48, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0679, decode.acc_seg: 97.2854, aux.loss_ce: 0.0423, aux.acc_seg: 95.9639, loss: 0.1102 2023-02-25 04:16:36,805 - mmseg - INFO - Iter [118500/160000] lr: 1.556e-05, eta: 9:31:08, time: 0.868, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3878, aux.loss_ce: 0.0402, aux.acc_seg: 96.1122, loss: 0.1052 2023-02-25 04:17:17,546 - mmseg - INFO - Iter [118550/160000] lr: 1.554e-05, eta: 9:30:26, time: 0.815, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5048, aux.loss_ce: 0.0403, aux.acc_seg: 96.1214, loss: 0.1023 2023-02-25 04:17:57,773 - mmseg - INFO - Iter [118600/160000] lr: 1.553e-05, eta: 9:29:45, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4743, aux.loss_ce: 0.0412, aux.acc_seg: 96.0375, loss: 0.1040 2023-02-25 04:18:38,066 - mmseg - INFO - Iter [118650/160000] lr: 1.551e-05, eta: 9:29:03, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3595, aux.loss_ce: 0.0421, aux.acc_seg: 95.9804, loss: 0.1079 2023-02-25 04:19:21,050 - mmseg - INFO - Iter [118700/160000] lr: 1.549e-05, eta: 9:28:22, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4037, aux.loss_ce: 0.0410, aux.acc_seg: 96.0370, loss: 0.1049 2023-02-25 04:20:01,316 - mmseg - INFO - Iter [118750/160000] lr: 1.547e-05, eta: 9:27:41, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4215, aux.loss_ce: 0.0406, aux.acc_seg: 96.0744, loss: 0.1053 2023-02-25 04:20:41,497 - mmseg - INFO - Iter [118800/160000] lr: 1.545e-05, eta: 9:26:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3524, aux.loss_ce: 0.0420, aux.acc_seg: 95.9692, loss: 0.1077 2023-02-25 04:21:21,671 - mmseg - INFO - Iter [118850/160000] lr: 1.543e-05, eta: 9:26:17, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4051, aux.loss_ce: 0.0417, aux.acc_seg: 95.9830, loss: 0.1058 2023-02-25 04:22:04,696 - mmseg - INFO - Iter [118900/160000] lr: 1.541e-05, eta: 9:25:37, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3626, aux.loss_ce: 0.0420, aux.acc_seg: 95.9673, loss: 0.1078 2023-02-25 04:22:45,189 - mmseg - INFO - Iter [118950/160000] lr: 1.539e-05, eta: 9:24:55, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4128, aux.loss_ce: 0.0426, aux.acc_seg: 95.8953, loss: 0.1066 2023-02-25 04:23:25,496 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 04:23:25,497 - mmseg - INFO - Iter [119000/160000] lr: 1.538e-05, eta: 9:24:14, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4682, aux.loss_ce: 0.0407, aux.acc_seg: 96.0701, loss: 0.1038 2023-02-25 04:24:08,452 - mmseg - INFO - Iter [119050/160000] lr: 1.536e-05, eta: 9:23:33, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5606, aux.loss_ce: 0.0392, aux.acc_seg: 96.2508, loss: 0.1000 2023-02-25 04:24:49,044 - mmseg - INFO - Iter [119100/160000] lr: 1.534e-05, eta: 9:22:51, time: 0.812, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4826, aux.loss_ce: 0.0406, aux.acc_seg: 96.1091, loss: 0.1035 2023-02-25 04:25:29,498 - mmseg - INFO - Iter [119150/160000] lr: 1.532e-05, eta: 9:22:10, time: 0.809, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.3560, aux.loss_ce: 0.0401, aux.acc_seg: 96.0698, loss: 0.1052 2023-02-25 04:26:09,778 - mmseg - INFO - Iter [119200/160000] lr: 1.530e-05, eta: 9:21:28, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3454, aux.loss_ce: 0.0427, aux.acc_seg: 95.8993, loss: 0.1095 2023-02-25 04:26:53,262 - mmseg - INFO - Iter [119250/160000] lr: 1.528e-05, eta: 9:20:48, time: 0.869, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3419, aux.loss_ce: 0.0406, aux.acc_seg: 96.0626, loss: 0.1066 2023-02-25 04:27:33,706 - mmseg - INFO - Iter [119300/160000] lr: 1.526e-05, eta: 9:20:06, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4124, aux.loss_ce: 0.0411, aux.acc_seg: 96.0325, loss: 0.1051 2023-02-25 04:28:14,183 - mmseg - INFO - Iter [119350/160000] lr: 1.524e-05, eta: 9:19:24, time: 0.810, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4568, aux.loss_ce: 0.0410, aux.acc_seg: 96.0374, loss: 0.1038 2023-02-25 04:28:54,496 - mmseg - INFO - Iter [119400/160000] lr: 1.523e-05, eta: 9:18:43, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5685, aux.loss_ce: 0.0392, aux.acc_seg: 96.1968, loss: 0.0995 2023-02-25 04:29:37,396 - mmseg - INFO - Iter [119450/160000] lr: 1.521e-05, eta: 9:18:02, time: 0.858, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.3972, aux.loss_ce: 0.0414, aux.acc_seg: 96.0237, loss: 0.1060 2023-02-25 04:30:17,614 - mmseg - INFO - Iter [119500/160000] lr: 1.519e-05, eta: 9:17:20, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3353, aux.loss_ce: 0.0427, aux.acc_seg: 95.9316, loss: 0.1089 2023-02-25 04:30:57,948 - mmseg - INFO - Iter [119550/160000] lr: 1.517e-05, eta: 9:16:39, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4216, aux.loss_ce: 0.0405, aux.acc_seg: 96.1059, loss: 0.1051 2023-02-25 04:31:41,268 - mmseg - INFO - Iter [119600/160000] lr: 1.515e-05, eta: 9:15:58, time: 0.866, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.3852, aux.loss_ce: 0.0410, aux.acc_seg: 96.0517, loss: 0.1056 2023-02-25 04:32:21,452 - mmseg - INFO - Iter [119650/160000] lr: 1.513e-05, eta: 9:15:17, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4787, aux.loss_ce: 0.0406, aux.acc_seg: 96.0971, loss: 0.1034 2023-02-25 04:33:01,741 - mmseg - INFO - Iter [119700/160000] lr: 1.511e-05, eta: 9:14:35, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.3901, aux.loss_ce: 0.0405, aux.acc_seg: 96.0559, loss: 0.1049 2023-02-25 04:33:42,096 - mmseg - INFO - Iter [119750/160000] lr: 1.509e-05, eta: 9:13:53, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3439, aux.loss_ce: 0.0412, aux.acc_seg: 96.0309, loss: 0.1074 2023-02-25 04:34:25,086 - mmseg - INFO - Iter [119800/160000] lr: 1.508e-05, eta: 9:13:13, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3210, aux.loss_ce: 0.0409, aux.acc_seg: 96.0512, loss: 0.1076 2023-02-25 04:35:05,549 - mmseg - INFO - Iter [119850/160000] lr: 1.506e-05, eta: 9:12:31, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3392, aux.loss_ce: 0.0408, aux.acc_seg: 96.0837, loss: 0.1071 2023-02-25 04:35:45,750 - mmseg - INFO - Iter [119900/160000] lr: 1.504e-05, eta: 9:11:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5259, aux.loss_ce: 0.0401, aux.acc_seg: 96.1439, loss: 0.1016 2023-02-25 04:36:26,097 - mmseg - INFO - Iter [119950/160000] lr: 1.502e-05, eta: 9:11:08, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5388, aux.loss_ce: 0.0396, aux.acc_seg: 96.1516, loss: 0.1005 2023-02-25 04:37:09,098 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 04:37:09,098 - mmseg - INFO - Iter [120000/160000] lr: 1.500e-05, eta: 9:10:27, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4308, aux.loss_ce: 0.0413, aux.acc_seg: 96.0313, loss: 0.1055 2023-02-25 04:37:49,409 - mmseg - INFO - Iter [120050/160000] lr: 1.498e-05, eta: 9:09:45, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3450, aux.loss_ce: 0.0415, aux.acc_seg: 96.0040, loss: 0.1073 2023-02-25 04:38:29,646 - mmseg - INFO - Iter [120100/160000] lr: 1.496e-05, eta: 9:09:04, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3821, aux.loss_ce: 0.0399, aux.acc_seg: 96.1562, loss: 0.1055 2023-02-25 04:39:09,869 - mmseg - INFO - Iter [120150/160000] lr: 1.494e-05, eta: 9:08:22, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3374, aux.loss_ce: 0.0402, aux.acc_seg: 96.0976, loss: 0.1064 2023-02-25 04:39:52,882 - mmseg - INFO - Iter [120200/160000] lr: 1.493e-05, eta: 9:07:42, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.3810, aux.loss_ce: 0.0413, aux.acc_seg: 96.0208, loss: 0.1059 2023-02-25 04:40:33,194 - mmseg - INFO - Iter [120250/160000] lr: 1.491e-05, eta: 9:07:00, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5289, aux.loss_ce: 0.0411, aux.acc_seg: 96.0723, loss: 0.1028 2023-02-25 04:41:13,519 - mmseg - INFO - Iter [120300/160000] lr: 1.489e-05, eta: 9:06:18, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3446, aux.loss_ce: 0.0419, aux.acc_seg: 95.9340, loss: 0.1078 2023-02-25 04:41:56,996 - mmseg - INFO - Iter [120350/160000] lr: 1.487e-05, eta: 9:05:38, time: 0.870, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3546, aux.loss_ce: 0.0414, aux.acc_seg: 95.9953, loss: 0.1067 2023-02-25 04:42:37,247 - mmseg - INFO - Iter [120400/160000] lr: 1.485e-05, eta: 9:04:56, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0668, decode.acc_seg: 97.3234, aux.loss_ce: 0.0416, aux.acc_seg: 96.0098, loss: 0.1084 2023-02-25 04:43:17,445 - mmseg - INFO - Iter [120450/160000] lr: 1.483e-05, eta: 9:04:14, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.4000, aux.loss_ce: 0.0410, aux.acc_seg: 96.0449, loss: 0.1058 2023-02-25 04:43:57,628 - mmseg - INFO - Iter [120500/160000] lr: 1.481e-05, eta: 9:03:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4188, aux.loss_ce: 0.0409, aux.acc_seg: 96.0627, loss: 0.1049 2023-02-25 04:44:40,629 - mmseg - INFO - Iter [120550/160000] lr: 1.479e-05, eta: 9:02:52, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5537, aux.loss_ce: 0.0403, aux.acc_seg: 96.0785, loss: 0.1002 2023-02-25 04:45:20,802 - mmseg - INFO - Iter [120600/160000] lr: 1.478e-05, eta: 9:02:10, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4573, aux.loss_ce: 0.0403, aux.acc_seg: 96.1269, loss: 0.1036 2023-02-25 04:46:01,153 - mmseg - INFO - Iter [120650/160000] lr: 1.476e-05, eta: 9:01:29, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0664, decode.acc_seg: 97.3595, aux.loss_ce: 0.0420, aux.acc_seg: 95.9891, loss: 0.1084 2023-02-25 04:46:41,416 - mmseg - INFO - Iter [120700/160000] lr: 1.474e-05, eta: 9:00:47, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5461, aux.loss_ce: 0.0412, aux.acc_seg: 96.0183, loss: 0.1018 2023-02-25 04:47:24,453 - mmseg - INFO - Iter [120750/160000] lr: 1.472e-05, eta: 9:00:07, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4256, aux.loss_ce: 0.0413, aux.acc_seg: 96.0603, loss: 0.1050 2023-02-25 04:48:04,630 - mmseg - INFO - Iter [120800/160000] lr: 1.470e-05, eta: 8:59:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5309, aux.loss_ce: 0.0404, aux.acc_seg: 96.0938, loss: 0.1018 2023-02-25 04:48:44,986 - mmseg - INFO - Iter [120850/160000] lr: 1.468e-05, eta: 8:58:43, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0680, decode.acc_seg: 97.2681, aux.loss_ce: 0.0435, aux.acc_seg: 95.8264, loss: 0.1115 2023-02-25 04:49:25,193 - mmseg - INFO - Iter [120900/160000] lr: 1.466e-05, eta: 8:58:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.4113, aux.loss_ce: 0.0422, aux.acc_seg: 95.9403, loss: 0.1075 2023-02-25 04:50:08,213 - mmseg - INFO - Iter [120950/160000] lr: 1.464e-05, eta: 8:57:21, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4387, aux.loss_ce: 0.0409, aux.acc_seg: 96.0681, loss: 0.1047 2023-02-25 04:50:48,440 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 04:50:48,441 - mmseg - INFO - Iter [121000/160000] lr: 1.463e-05, eta: 8:56:39, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5092, aux.loss_ce: 0.0409, aux.acc_seg: 96.0492, loss: 0.1028 2023-02-25 04:51:28,670 - mmseg - INFO - Iter [121050/160000] lr: 1.461e-05, eta: 8:55:58, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4480, aux.loss_ce: 0.0403, aux.acc_seg: 96.1103, loss: 0.1035 2023-02-25 04:52:12,038 - mmseg - INFO - Iter [121100/160000] lr: 1.459e-05, eta: 8:55:17, time: 0.867, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4681, aux.loss_ce: 0.0413, aux.acc_seg: 95.9890, loss: 0.1045 2023-02-25 04:52:52,374 - mmseg - INFO - Iter [121150/160000] lr: 1.457e-05, eta: 8:54:36, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.4118, aux.loss_ce: 0.0403, aux.acc_seg: 96.1072, loss: 0.1049 2023-02-25 04:53:32,562 - mmseg - INFO - Iter [121200/160000] lr: 1.455e-05, eta: 8:53:54, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4263, aux.loss_ce: 0.0406, aux.acc_seg: 96.0973, loss: 0.1049 2023-02-25 04:54:12,951 - mmseg - INFO - Iter [121250/160000] lr: 1.453e-05, eta: 8:53:12, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4453, aux.loss_ce: 0.0406, aux.acc_seg: 96.1015, loss: 0.1043 2023-02-25 04:54:55,917 - mmseg - INFO - Iter [121300/160000] lr: 1.451e-05, eta: 8:52:32, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4499, aux.loss_ce: 0.0402, aux.acc_seg: 96.1119, loss: 0.1031 2023-02-25 04:55:36,110 - mmseg - INFO - Iter [121350/160000] lr: 1.449e-05, eta: 8:51:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4850, aux.loss_ce: 0.0415, aux.acc_seg: 95.9820, loss: 0.1044 2023-02-25 04:56:16,304 - mmseg - INFO - Iter [121400/160000] lr: 1.448e-05, eta: 8:51:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.5008, aux.loss_ce: 0.0413, aux.acc_seg: 96.0187, loss: 0.1036 2023-02-25 04:56:56,555 - mmseg - INFO - Iter [121450/160000] lr: 1.446e-05, eta: 8:50:27, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3854, aux.loss_ce: 0.0422, aux.acc_seg: 95.9234, loss: 0.1075 2023-02-25 04:57:39,474 - mmseg - INFO - Iter [121500/160000] lr: 1.444e-05, eta: 8:49:46, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.4974, aux.loss_ce: 0.0397, aux.acc_seg: 96.1653, loss: 0.1016 2023-02-25 04:58:19,963 - mmseg - INFO - Iter [121550/160000] lr: 1.442e-05, eta: 8:49:04, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4103, aux.loss_ce: 0.0413, aux.acc_seg: 96.0158, loss: 0.1056 2023-02-25 04:59:00,489 - mmseg - INFO - Iter [121600/160000] lr: 1.440e-05, eta: 8:48:23, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5327, aux.loss_ce: 0.0384, aux.acc_seg: 96.2796, loss: 0.0995 2023-02-25 04:59:44,045 - mmseg - INFO - Iter [121650/160000] lr: 1.438e-05, eta: 8:47:42, time: 0.871, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.3794, aux.loss_ce: 0.0420, aux.acc_seg: 95.9676, loss: 0.1066 2023-02-25 05:00:24,454 - mmseg - INFO - Iter [121700/160000] lr: 1.436e-05, eta: 8:47:01, time: 0.808, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5401, aux.loss_ce: 0.0399, aux.acc_seg: 96.1634, loss: 0.1007 2023-02-25 05:01:04,814 - mmseg - INFO - Iter [121750/160000] lr: 1.434e-05, eta: 8:46:19, time: 0.807, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4876, aux.loss_ce: 0.0406, aux.acc_seg: 96.0764, loss: 0.1031 2023-02-25 05:01:45,044 - mmseg - INFO - Iter [121800/160000] lr: 1.433e-05, eta: 8:45:38, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5031, aux.loss_ce: 0.0399, aux.acc_seg: 96.0758, loss: 0.1014 2023-02-25 05:02:28,039 - mmseg - INFO - Iter [121850/160000] lr: 1.431e-05, eta: 8:44:57, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4172, aux.loss_ce: 0.0418, aux.acc_seg: 95.9824, loss: 0.1061 2023-02-25 05:03:08,288 - mmseg - INFO - Iter [121900/160000] lr: 1.429e-05, eta: 8:44:15, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4545, aux.loss_ce: 0.0412, aux.acc_seg: 96.0192, loss: 0.1048 2023-02-25 05:03:48,447 - mmseg - INFO - Iter [121950/160000] lr: 1.427e-05, eta: 8:43:34, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0592, decode.acc_seg: 97.6041, aux.loss_ce: 0.0394, aux.acc_seg: 96.1695, loss: 0.0986 2023-02-25 05:04:28,636 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 05:04:28,637 - mmseg - INFO - Iter [122000/160000] lr: 1.425e-05, eta: 8:42:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3551, aux.loss_ce: 0.0420, aux.acc_seg: 95.9415, loss: 0.1079 2023-02-25 05:05:12,307 - mmseg - INFO - Iter [122050/160000] lr: 1.423e-05, eta: 8:42:11, time: 0.873, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5049, aux.loss_ce: 0.0409, aux.acc_seg: 96.0226, loss: 0.1024 2023-02-25 05:05:52,497 - mmseg - INFO - Iter [122100/160000] lr: 1.421e-05, eta: 8:41:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0672, decode.acc_seg: 97.2896, aux.loss_ce: 0.0416, aux.acc_seg: 95.9750, loss: 0.1088 2023-02-25 05:06:32,771 - mmseg - INFO - Iter [122150/160000] lr: 1.419e-05, eta: 8:40:48, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3638, aux.loss_ce: 0.0421, aux.acc_seg: 95.9650, loss: 0.1077 2023-02-25 05:07:13,039 - mmseg - INFO - Iter [122200/160000] lr: 1.418e-05, eta: 8:40:07, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5344, aux.loss_ce: 0.0401, aux.acc_seg: 96.1882, loss: 0.1021 2023-02-25 05:07:56,020 - mmseg - INFO - Iter [122250/160000] lr: 1.416e-05, eta: 8:39:26, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3517, aux.loss_ce: 0.0399, aux.acc_seg: 96.1220, loss: 0.1055 2023-02-25 05:08:36,193 - mmseg - INFO - Iter [122300/160000] lr: 1.414e-05, eta: 8:38:44, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4061, aux.loss_ce: 0.0406, aux.acc_seg: 96.0566, loss: 0.1049 2023-02-25 05:09:16,395 - mmseg - INFO - Iter [122350/160000] lr: 1.412e-05, eta: 8:38:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3747, aux.loss_ce: 0.0405, aux.acc_seg: 96.1202, loss: 0.1059 2023-02-25 05:09:59,773 - mmseg - INFO - Iter [122400/160000] lr: 1.410e-05, eta: 8:37:22, time: 0.868, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4931, aux.loss_ce: 0.0412, aux.acc_seg: 96.0376, loss: 0.1037 2023-02-25 05:10:40,346 - mmseg - INFO - Iter [122450/160000] lr: 1.408e-05, eta: 8:36:41, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4239, aux.loss_ce: 0.0421, aux.acc_seg: 95.9482, loss: 0.1065 2023-02-25 05:11:20,676 - mmseg - INFO - Iter [122500/160000] lr: 1.406e-05, eta: 8:35:59, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3989, aux.loss_ce: 0.0410, aux.acc_seg: 96.0240, loss: 0.1059 2023-02-25 05:12:01,007 - mmseg - INFO - Iter [122550/160000] lr: 1.404e-05, eta: 8:35:17, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4332, aux.loss_ce: 0.0412, aux.acc_seg: 96.0333, loss: 0.1050 2023-02-25 05:12:43,999 - mmseg - INFO - Iter [122600/160000] lr: 1.403e-05, eta: 8:34:37, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4889, aux.loss_ce: 0.0400, aux.acc_seg: 96.1594, loss: 0.1031 2023-02-25 05:13:24,623 - mmseg - INFO - Iter [122650/160000] lr: 1.401e-05, eta: 8:33:55, time: 0.812, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4242, aux.loss_ce: 0.0407, aux.acc_seg: 96.0708, loss: 0.1047 2023-02-25 05:14:05,032 - mmseg - INFO - Iter [122700/160000] lr: 1.399e-05, eta: 8:33:14, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4301, aux.loss_ce: 0.0398, aux.acc_seg: 96.1603, loss: 0.1041 2023-02-25 05:14:45,245 - mmseg - INFO - Iter [122750/160000] lr: 1.397e-05, eta: 8:32:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5689, aux.loss_ce: 0.0392, aux.acc_seg: 96.2322, loss: 0.0997 2023-02-25 05:15:28,301 - mmseg - INFO - Iter [122800/160000] lr: 1.395e-05, eta: 8:31:51, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5274, aux.loss_ce: 0.0411, aux.acc_seg: 96.0428, loss: 0.1022 2023-02-25 05:16:08,631 - mmseg - INFO - Iter [122850/160000] lr: 1.393e-05, eta: 8:31:10, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3837, aux.loss_ce: 0.0405, aux.acc_seg: 96.0962, loss: 0.1057 2023-02-25 05:16:48,891 - mmseg - INFO - Iter [122900/160000] lr: 1.391e-05, eta: 8:30:28, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3323, aux.loss_ce: 0.0420, aux.acc_seg: 95.9720, loss: 0.1095 2023-02-25 05:17:31,928 - mmseg - INFO - Iter [122950/160000] lr: 1.389e-05, eta: 8:29:47, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.4152, aux.loss_ce: 0.0403, aux.acc_seg: 96.1231, loss: 0.1052 2023-02-25 05:18:12,072 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 05:18:12,073 - mmseg - INFO - Iter [123000/160000] lr: 1.388e-05, eta: 8:29:06, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4910, aux.loss_ce: 0.0399, aux.acc_seg: 96.1874, loss: 0.1029 2023-02-25 05:18:52,238 - mmseg - INFO - Iter [123050/160000] lr: 1.386e-05, eta: 8:28:24, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.4036, aux.loss_ce: 0.0422, aux.acc_seg: 95.9025, loss: 0.1068 2023-02-25 05:19:32,458 - mmseg - INFO - Iter [123100/160000] lr: 1.384e-05, eta: 8:27:43, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4815, aux.loss_ce: 0.0389, aux.acc_seg: 96.2508, loss: 0.1016 2023-02-25 05:20:15,514 - mmseg - INFO - Iter [123150/160000] lr: 1.382e-05, eta: 8:27:02, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4961, aux.loss_ce: 0.0418, aux.acc_seg: 96.0154, loss: 0.1040 2023-02-25 05:20:55,727 - mmseg - INFO - Iter [123200/160000] lr: 1.380e-05, eta: 8:26:20, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4422, aux.loss_ce: 0.0407, aux.acc_seg: 96.0766, loss: 0.1046 2023-02-25 05:21:35,971 - mmseg - INFO - Iter [123250/160000] lr: 1.378e-05, eta: 8:25:39, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0666, decode.acc_seg: 97.3449, aux.loss_ce: 0.0423, aux.acc_seg: 95.9562, loss: 0.1090 2023-02-25 05:22:16,211 - mmseg - INFO - Iter [123300/160000] lr: 1.376e-05, eta: 8:24:57, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4897, aux.loss_ce: 0.0401, aux.acc_seg: 96.1530, loss: 0.1028 2023-02-25 05:22:59,181 - mmseg - INFO - Iter [123350/160000] lr: 1.374e-05, eta: 8:24:16, time: 0.859, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.5073, aux.loss_ce: 0.0419, aux.acc_seg: 95.9707, loss: 0.1043 2023-02-25 05:23:39,792 - mmseg - INFO - Iter [123400/160000] lr: 1.373e-05, eta: 8:23:35, time: 0.812, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4275, aux.loss_ce: 0.0412, aux.acc_seg: 96.0030, loss: 0.1051 2023-02-25 05:24:20,229 - mmseg - INFO - Iter [123450/160000] lr: 1.371e-05, eta: 8:22:53, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3872, aux.loss_ce: 0.0406, aux.acc_seg: 96.1137, loss: 0.1063 2023-02-25 05:25:00,499 - mmseg - INFO - Iter [123500/160000] lr: 1.369e-05, eta: 8:22:12, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4933, aux.loss_ce: 0.0396, aux.acc_seg: 96.1966, loss: 0.1019 2023-02-25 05:25:43,452 - mmseg - INFO - Iter [123550/160000] lr: 1.367e-05, eta: 8:21:31, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3280, aux.loss_ce: 0.0411, aux.acc_seg: 96.0341, loss: 0.1076 2023-02-25 05:26:23,640 - mmseg - INFO - Iter [123600/160000] lr: 1.365e-05, eta: 8:20:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3519, aux.loss_ce: 0.0418, aux.acc_seg: 95.9631, loss: 0.1079 2023-02-25 05:27:03,893 - mmseg - INFO - Iter [123650/160000] lr: 1.363e-05, eta: 8:20:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5246, aux.loss_ce: 0.0396, aux.acc_seg: 96.2057, loss: 0.1010 2023-02-25 05:27:46,961 - mmseg - INFO - Iter [123700/160000] lr: 1.361e-05, eta: 8:19:27, time: 0.861, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0662, decode.acc_seg: 97.3391, aux.loss_ce: 0.0414, aux.acc_seg: 96.0045, loss: 0.1076 2023-02-25 05:28:27,519 - mmseg - INFO - Iter [123750/160000] lr: 1.359e-05, eta: 8:18:45, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4870, aux.loss_ce: 0.0400, aux.acc_seg: 96.1397, loss: 0.1024 2023-02-25 05:29:07,705 - mmseg - INFO - Iter [123800/160000] lr: 1.358e-05, eta: 8:18:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0659, decode.acc_seg: 97.3167, aux.loss_ce: 0.0418, aux.acc_seg: 95.9214, loss: 0.1077 2023-02-25 05:29:47,953 - mmseg - INFO - Iter [123850/160000] lr: 1.356e-05, eta: 8:17:22, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4001, aux.loss_ce: 0.0431, aux.acc_seg: 95.8448, loss: 0.1078 2023-02-25 05:30:30,916 - mmseg - INFO - Iter [123900/160000] lr: 1.354e-05, eta: 8:16:42, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4343, aux.loss_ce: 0.0395, aux.acc_seg: 96.1997, loss: 0.1036 2023-02-25 05:31:11,195 - mmseg - INFO - Iter [123950/160000] lr: 1.352e-05, eta: 8:16:00, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3765, aux.loss_ce: 0.0427, aux.acc_seg: 95.8501, loss: 0.1076 2023-02-25 05:31:51,476 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 05:31:51,477 - mmseg - INFO - Iter [124000/160000] lr: 1.350e-05, eta: 8:15:18, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.3958, aux.loss_ce: 0.0410, aux.acc_seg: 96.0332, loss: 0.1054 2023-02-25 05:32:31,861 - mmseg - INFO - Iter [124050/160000] lr: 1.348e-05, eta: 8:14:37, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5058, aux.loss_ce: 0.0409, aux.acc_seg: 96.0574, loss: 0.1027 2023-02-25 05:33:15,647 - mmseg - INFO - Iter [124100/160000] lr: 1.346e-05, eta: 8:13:56, time: 0.876, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4288, aux.loss_ce: 0.0405, aux.acc_seg: 96.0845, loss: 0.1041 2023-02-25 05:33:55,970 - mmseg - INFO - Iter [124150/160000] lr: 1.344e-05, eta: 8:13:15, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3808, aux.loss_ce: 0.0405, aux.acc_seg: 96.1065, loss: 0.1057 2023-02-25 05:34:36,178 - mmseg - INFO - Iter [124200/160000] lr: 1.343e-05, eta: 8:12:33, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5582, aux.loss_ce: 0.0387, aux.acc_seg: 96.2557, loss: 0.0995 2023-02-25 05:35:19,155 - mmseg - INFO - Iter [124250/160000] lr: 1.341e-05, eta: 8:11:52, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4134, aux.loss_ce: 0.0406, aux.acc_seg: 96.0840, loss: 0.1050 2023-02-25 05:35:59,380 - mmseg - INFO - Iter [124300/160000] lr: 1.339e-05, eta: 8:11:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5155, aux.loss_ce: 0.0410, aux.acc_seg: 96.0764, loss: 0.1030 2023-02-25 05:36:40,207 - mmseg - INFO - Iter [124350/160000] lr: 1.337e-05, eta: 8:10:29, time: 0.817, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5394, aux.loss_ce: 0.0399, aux.acc_seg: 96.1633, loss: 0.1006 2023-02-25 05:37:20,389 - mmseg - INFO - Iter [124400/160000] lr: 1.335e-05, eta: 8:09:48, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5744, aux.loss_ce: 0.0389, aux.acc_seg: 96.2572, loss: 0.0989 2023-02-25 05:38:03,437 - mmseg - INFO - Iter [124450/160000] lr: 1.333e-05, eta: 8:09:07, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4738, aux.loss_ce: 0.0407, aux.acc_seg: 96.0861, loss: 0.1039 2023-02-25 05:38:43,613 - mmseg - INFO - Iter [124500/160000] lr: 1.331e-05, eta: 8:08:25, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3849, aux.loss_ce: 0.0398, aux.acc_seg: 96.1745, loss: 0.1050 2023-02-25 05:39:24,015 - mmseg - INFO - Iter [124550/160000] lr: 1.329e-05, eta: 8:07:44, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0681, decode.acc_seg: 97.3087, aux.loss_ce: 0.0422, aux.acc_seg: 95.9460, loss: 0.1103 2023-02-25 05:40:04,309 - mmseg - INFO - Iter [124600/160000] lr: 1.328e-05, eta: 8:07:02, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3993, aux.loss_ce: 0.0404, aux.acc_seg: 96.0991, loss: 0.1058 2023-02-25 05:40:48,160 - mmseg - INFO - Iter [124650/160000] lr: 1.326e-05, eta: 8:06:22, time: 0.877, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5775, aux.loss_ce: 0.0394, aux.acc_seg: 96.2038, loss: 0.0995 2023-02-25 05:41:28,339 - mmseg - INFO - Iter [124700/160000] lr: 1.324e-05, eta: 8:05:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4876, aux.loss_ce: 0.0392, aux.acc_seg: 96.2470, loss: 0.1020 2023-02-25 05:42:08,564 - mmseg - INFO - Iter [124750/160000] lr: 1.322e-05, eta: 8:04:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4885, aux.loss_ce: 0.0413, aux.acc_seg: 96.0202, loss: 0.1035 2023-02-25 05:42:48,844 - mmseg - INFO - Iter [124800/160000] lr: 1.320e-05, eta: 8:04:17, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4673, aux.loss_ce: 0.0405, aux.acc_seg: 96.1260, loss: 0.1037 2023-02-25 05:43:31,940 - mmseg - INFO - Iter [124850/160000] lr: 1.318e-05, eta: 8:03:36, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3721, aux.loss_ce: 0.0421, aux.acc_seg: 95.9467, loss: 0.1076 2023-02-25 05:44:12,200 - mmseg - INFO - Iter [124900/160000] lr: 1.316e-05, eta: 8:02:55, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4703, aux.loss_ce: 0.0401, aux.acc_seg: 96.1322, loss: 0.1033 2023-02-25 05:44:52,369 - mmseg - INFO - Iter [124950/160000] lr: 1.314e-05, eta: 8:02:13, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5300, aux.loss_ce: 0.0393, aux.acc_seg: 96.2386, loss: 0.1013 2023-02-25 05:45:35,465 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 05:45:35,465 - mmseg - INFO - Iter [125000/160000] lr: 1.313e-05, eta: 8:01:32, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.5221, aux.loss_ce: 0.0400, aux.acc_seg: 96.1288, loss: 0.1021 2023-02-25 05:46:15,664 - mmseg - INFO - Iter [125050/160000] lr: 1.311e-05, eta: 8:00:51, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.2965, aux.loss_ce: 0.0421, aux.acc_seg: 95.8980, loss: 0.1086 2023-02-25 05:46:55,936 - mmseg - INFO - Iter [125100/160000] lr: 1.309e-05, eta: 8:00:09, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4639, aux.loss_ce: 0.0399, aux.acc_seg: 96.1354, loss: 0.1024 2023-02-25 05:47:36,161 - mmseg - INFO - Iter [125150/160000] lr: 1.307e-05, eta: 7:59:28, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3942, aux.loss_ce: 0.0413, aux.acc_seg: 96.0918, loss: 0.1064 2023-02-25 05:48:19,195 - mmseg - INFO - Iter [125200/160000] lr: 1.305e-05, eta: 7:58:47, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5718, aux.loss_ce: 0.0395, aux.acc_seg: 96.1762, loss: 0.0997 2023-02-25 05:48:59,375 - mmseg - INFO - Iter [125250/160000] lr: 1.303e-05, eta: 7:58:05, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.3946, aux.loss_ce: 0.0400, aux.acc_seg: 96.1166, loss: 0.1046 2023-02-25 05:49:39,556 - mmseg - INFO - Iter [125300/160000] lr: 1.301e-05, eta: 7:57:24, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.3857, aux.loss_ce: 0.0408, aux.acc_seg: 96.0484, loss: 0.1059 2023-02-25 05:50:20,343 - mmseg - INFO - Iter [125350/160000] lr: 1.299e-05, eta: 7:56:42, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4638, aux.loss_ce: 0.0395, aux.acc_seg: 96.1789, loss: 0.1023 2023-02-25 05:51:03,415 - mmseg - INFO - Iter [125400/160000] lr: 1.298e-05, eta: 7:56:02, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4235, aux.loss_ce: 0.0405, aux.acc_seg: 96.0910, loss: 0.1050 2023-02-25 05:51:43,789 - mmseg - INFO - Iter [125450/160000] lr: 1.296e-05, eta: 7:55:20, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5325, aux.loss_ce: 0.0402, aux.acc_seg: 96.0861, loss: 0.1004 2023-02-25 05:52:24,283 - mmseg - INFO - Iter [125500/160000] lr: 1.294e-05, eta: 7:54:39, time: 0.810, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4861, aux.loss_ce: 0.0407, aux.acc_seg: 96.0688, loss: 0.1034 2023-02-25 05:53:04,493 - mmseg - INFO - Iter [125550/160000] lr: 1.292e-05, eta: 7:53:57, time: 0.804, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5667, aux.loss_ce: 0.0410, aux.acc_seg: 96.0664, loss: 0.1013 2023-02-25 05:53:47,589 - mmseg - INFO - Iter [125600/160000] lr: 1.290e-05, eta: 7:53:16, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4525, aux.loss_ce: 0.0411, aux.acc_seg: 96.0253, loss: 0.1045 2023-02-25 05:54:28,065 - mmseg - INFO - Iter [125650/160000] lr: 1.288e-05, eta: 7:52:35, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4889, aux.loss_ce: 0.0407, aux.acc_seg: 96.1058, loss: 0.1032 2023-02-25 05:55:08,296 - mmseg - INFO - Iter [125700/160000] lr: 1.286e-05, eta: 7:51:53, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5586, aux.loss_ce: 0.0410, aux.acc_seg: 96.0346, loss: 0.1014 2023-02-25 05:55:51,986 - mmseg - INFO - Iter [125750/160000] lr: 1.284e-05, eta: 7:51:13, time: 0.874, data_time: 0.080, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3432, aux.loss_ce: 0.0412, aux.acc_seg: 96.0162, loss: 0.1073 2023-02-25 05:56:32,211 - mmseg - INFO - Iter [125800/160000] lr: 1.283e-05, eta: 7:50:31, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4167, aux.loss_ce: 0.0411, aux.acc_seg: 96.0345, loss: 0.1052 2023-02-25 05:57:12,370 - mmseg - INFO - Iter [125850/160000] lr: 1.281e-05, eta: 7:49:49, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5545, aux.loss_ce: 0.0390, aux.acc_seg: 96.2340, loss: 0.0999 2023-02-25 05:57:52,541 - mmseg - INFO - Iter [125900/160000] lr: 1.279e-05, eta: 7:49:08, time: 0.803, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4673, aux.loss_ce: 0.0385, aux.acc_seg: 96.2856, loss: 0.1012 2023-02-25 05:58:35,440 - mmseg - INFO - Iter [125950/160000] lr: 1.277e-05, eta: 7:48:27, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4452, aux.loss_ce: 0.0407, aux.acc_seg: 96.0854, loss: 0.1040 2023-02-25 05:59:15,807 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 05:59:15,808 - mmseg - INFO - Iter [126000/160000] lr: 1.275e-05, eta: 7:47:46, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3492, aux.loss_ce: 0.0421, aux.acc_seg: 95.9285, loss: 0.1078 2023-02-25 05:59:56,245 - mmseg - INFO - Iter [126050/160000] lr: 1.273e-05, eta: 7:47:04, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0647, decode.acc_seg: 97.4098, aux.loss_ce: 0.0397, aux.acc_seg: 96.1865, loss: 0.1044 2023-02-25 06:00:36,527 - mmseg - INFO - Iter [126100/160000] lr: 1.271e-05, eta: 7:46:23, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3725, aux.loss_ce: 0.0416, aux.acc_seg: 95.9670, loss: 0.1070 2023-02-25 06:01:20,032 - mmseg - INFO - Iter [126150/160000] lr: 1.269e-05, eta: 7:45:42, time: 0.870, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5008, aux.loss_ce: 0.0380, aux.acc_seg: 96.2788, loss: 0.0995 2023-02-25 06:02:00,746 - mmseg - INFO - Iter [126200/160000] lr: 1.268e-05, eta: 7:45:00, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4883, aux.loss_ce: 0.0409, aux.acc_seg: 96.0894, loss: 0.1032 2023-02-25 06:02:41,091 - mmseg - INFO - Iter [126250/160000] lr: 1.266e-05, eta: 7:44:19, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3674, aux.loss_ce: 0.0415, aux.acc_seg: 95.9688, loss: 0.1072 2023-02-25 06:03:24,084 - mmseg - INFO - Iter [126300/160000] lr: 1.264e-05, eta: 7:43:38, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4409, aux.loss_ce: 0.0417, aux.acc_seg: 95.9752, loss: 0.1054 2023-02-25 06:04:04,353 - mmseg - INFO - Iter [126350/160000] lr: 1.262e-05, eta: 7:42:57, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4822, aux.loss_ce: 0.0411, aux.acc_seg: 96.0627, loss: 0.1043 2023-02-25 06:04:44,709 - mmseg - INFO - Iter [126400/160000] lr: 1.260e-05, eta: 7:42:15, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5309, aux.loss_ce: 0.0389, aux.acc_seg: 96.2583, loss: 0.1006 2023-02-25 06:05:24,938 - mmseg - INFO - Iter [126450/160000] lr: 1.258e-05, eta: 7:41:33, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4365, aux.loss_ce: 0.0403, aux.acc_seg: 96.1213, loss: 0.1040 2023-02-25 06:06:08,279 - mmseg - INFO - Iter [126500/160000] lr: 1.256e-05, eta: 7:40:53, time: 0.867, data_time: 0.070, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3179, aux.loss_ce: 0.0415, aux.acc_seg: 95.9886, loss: 0.1080 2023-02-25 06:06:48,497 - mmseg - INFO - Iter [126550/160000] lr: 1.254e-05, eta: 7:40:11, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4558, aux.loss_ce: 0.0407, aux.acc_seg: 96.0968, loss: 0.1040 2023-02-25 06:07:29,118 - mmseg - INFO - Iter [126600/160000] lr: 1.253e-05, eta: 7:39:30, time: 0.812, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4341, aux.loss_ce: 0.0394, aux.acc_seg: 96.1809, loss: 0.1029 2023-02-25 06:08:09,303 - mmseg - INFO - Iter [126650/160000] lr: 1.251e-05, eta: 7:38:48, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5661, aux.loss_ce: 0.0404, aux.acc_seg: 96.1192, loss: 0.1011 2023-02-25 06:08:53,114 - mmseg - INFO - Iter [126700/160000] lr: 1.249e-05, eta: 7:38:08, time: 0.876, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4701, aux.loss_ce: 0.0402, aux.acc_seg: 96.1447, loss: 0.1034 2023-02-25 06:09:33,368 - mmseg - INFO - Iter [126750/160000] lr: 1.247e-05, eta: 7:37:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.4035, aux.loss_ce: 0.0398, aux.acc_seg: 96.1697, loss: 0.1048 2023-02-25 06:10:13,798 - mmseg - INFO - Iter [126800/160000] lr: 1.245e-05, eta: 7:36:45, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5065, aux.loss_ce: 0.0406, aux.acc_seg: 96.1100, loss: 0.1023 2023-02-25 06:10:54,283 - mmseg - INFO - Iter [126850/160000] lr: 1.243e-05, eta: 7:36:03, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4501, aux.loss_ce: 0.0405, aux.acc_seg: 96.1304, loss: 0.1044 2023-02-25 06:11:37,766 - mmseg - INFO - Iter [126900/160000] lr: 1.241e-05, eta: 7:35:22, time: 0.869, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.4086, aux.loss_ce: 0.0424, aux.acc_seg: 95.9551, loss: 0.1072 2023-02-25 06:12:18,240 - mmseg - INFO - Iter [126950/160000] lr: 1.239e-05, eta: 7:34:41, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4406, aux.loss_ce: 0.0391, aux.acc_seg: 96.1977, loss: 0.1031 2023-02-25 06:12:58,429 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 06:12:58,430 - mmseg - INFO - Iter [127000/160000] lr: 1.238e-05, eta: 7:33:59, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0682, decode.acc_seg: 97.2809, aux.loss_ce: 0.0424, aux.acc_seg: 95.9145, loss: 0.1106 2023-02-25 06:13:41,554 - mmseg - INFO - Iter [127050/160000] lr: 1.236e-05, eta: 7:33:19, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4432, aux.loss_ce: 0.0397, aux.acc_seg: 96.1454, loss: 0.1026 2023-02-25 06:14:21,757 - mmseg - INFO - Iter [127100/160000] lr: 1.234e-05, eta: 7:32:37, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4514, aux.loss_ce: 0.0395, aux.acc_seg: 96.1885, loss: 0.1031 2023-02-25 06:15:01,952 - mmseg - INFO - Iter [127150/160000] lr: 1.232e-05, eta: 7:31:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4757, aux.loss_ce: 0.0404, aux.acc_seg: 96.1239, loss: 0.1034 2023-02-25 06:15:42,405 - mmseg - INFO - Iter [127200/160000] lr: 1.230e-05, eta: 7:31:14, time: 0.809, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4863, aux.loss_ce: 0.0432, aux.acc_seg: 95.8905, loss: 0.1063 2023-02-25 06:16:25,385 - mmseg - INFO - Iter [127250/160000] lr: 1.228e-05, eta: 7:30:33, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3912, aux.loss_ce: 0.0412, aux.acc_seg: 96.0298, loss: 0.1063 2023-02-25 06:17:05,791 - mmseg - INFO - Iter [127300/160000] lr: 1.226e-05, eta: 7:29:52, time: 0.808, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5566, aux.loss_ce: 0.0400, aux.acc_seg: 96.1981, loss: 0.1011 2023-02-25 06:17:46,404 - mmseg - INFO - Iter [127350/160000] lr: 1.224e-05, eta: 7:29:10, time: 0.812, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4861, aux.loss_ce: 0.0393, aux.acc_seg: 96.2150, loss: 0.1018 2023-02-25 06:18:26,690 - mmseg - INFO - Iter [127400/160000] lr: 1.223e-05, eta: 7:28:29, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4468, aux.loss_ce: 0.0411, aux.acc_seg: 96.0586, loss: 0.1049 2023-02-25 06:19:09,762 - mmseg - INFO - Iter [127450/160000] lr: 1.221e-05, eta: 7:27:48, time: 0.861, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.4010, aux.loss_ce: 0.0413, aux.acc_seg: 96.0000, loss: 0.1059 2023-02-25 06:19:50,011 - mmseg - INFO - Iter [127500/160000] lr: 1.219e-05, eta: 7:27:06, time: 0.805, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5445, aux.loss_ce: 0.0406, aux.acc_seg: 96.0934, loss: 0.1017 2023-02-25 06:20:30,724 - mmseg - INFO - Iter [127550/160000] lr: 1.217e-05, eta: 7:26:25, time: 0.814, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.6334, aux.loss_ce: 0.0388, aux.acc_seg: 96.2392, loss: 0.0975 2023-02-25 06:21:14,345 - mmseg - INFO - Iter [127600/160000] lr: 1.215e-05, eta: 7:25:44, time: 0.872, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4127, aux.loss_ce: 0.0404, aux.acc_seg: 96.0989, loss: 0.1046 2023-02-25 06:21:54,583 - mmseg - INFO - Iter [127650/160000] lr: 1.213e-05, eta: 7:25:03, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3884, aux.loss_ce: 0.0412, aux.acc_seg: 96.0232, loss: 0.1061 2023-02-25 06:22:34,745 - mmseg - INFO - Iter [127700/160000] lr: 1.211e-05, eta: 7:24:21, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4413, aux.loss_ce: 0.0414, aux.acc_seg: 95.9824, loss: 0.1047 2023-02-25 06:23:14,969 - mmseg - INFO - Iter [127750/160000] lr: 1.209e-05, eta: 7:23:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4452, aux.loss_ce: 0.0421, aux.acc_seg: 95.9793, loss: 0.1062 2023-02-25 06:23:58,721 - mmseg - INFO - Iter [127800/160000] lr: 1.208e-05, eta: 7:22:59, time: 0.875, data_time: 0.082, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4862, aux.loss_ce: 0.0398, aux.acc_seg: 96.1769, loss: 0.1020 2023-02-25 06:24:38,900 - mmseg - INFO - Iter [127850/160000] lr: 1.206e-05, eta: 7:22:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4281, aux.loss_ce: 0.0401, aux.acc_seg: 96.0889, loss: 0.1038 2023-02-25 06:25:19,065 - mmseg - INFO - Iter [127900/160000] lr: 1.204e-05, eta: 7:21:36, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4501, aux.loss_ce: 0.0408, aux.acc_seg: 96.0616, loss: 0.1040 2023-02-25 06:25:59,267 - mmseg - INFO - Iter [127950/160000] lr: 1.202e-05, eta: 7:20:54, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4262, aux.loss_ce: 0.0405, aux.acc_seg: 96.1277, loss: 0.1049 2023-02-25 06:26:42,294 - mmseg - INFO - Saving checkpoint at 128000 iterations 2023-02-25 06:26:43,690 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 06:26:43,692 - mmseg - INFO - Iter [128000/160000] lr: 1.200e-05, eta: 7:20:14, time: 0.889, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5640, aux.loss_ce: 0.0405, aux.acc_seg: 96.0922, loss: 0.1012 2023-02-25 06:27:36,761 - mmseg - INFO - per class results: 2023-02-25 06:27:36,766 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.69 | 99.32 | | sidewalk | 88.29 | 94.6 | | building | 93.6 | 96.94 | | wall | 60.53 | 72.22 | | fence | 66.6 | 74.4 | | pole | 71.46 | 81.8 | | traffic light | 75.71 | 85.82 | | traffic sign | 83.68 | 90.69 | | vegetation | 93.2 | 96.73 | | terrain | 66.01 | 76.09 | | sky | 95.28 | 98.5 | | person | 85.05 | 92.21 | | rider | 66.14 | 78.7 | | car | 96.28 | 98.07 | | truck | 87.89 | 93.11 | | bus | 93.12 | 94.64 | | train | 88.94 | 92.28 | | motorcycle | 72.44 | 81.26 | | bicycle | 81.43 | 89.87 | +---------------+-------+-------+ 2023-02-25 06:27:36,766 - mmseg - INFO - Summary: 2023-02-25 06:27:36,766 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 96.78 | 82.33 | 88.8 | +-------+-------+------+ 2023-02-25 06:27:36,773 - mmseg - INFO - The previous best checkpoint /apdcephfs/share_1364275/yuanfengji/project/DiffSeg/local_work_dirs/cityscapes_final/deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20/best_mIoU_iter_112000.pth was removed 2023-02-25 06:27:38,036 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_128000.pth. 2023-02-25 06:27:38,053 - mmseg - INFO - Best mIoU is 0.8233 at 128000 iter. 2023-02-25 06:27:38,054 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 06:27:38,054 - mmseg - INFO - Iter(val) [125] aAcc: 0.9678, mIoU: 0.8233, mAcc: 0.8880, IoU.road: 0.9869, IoU.sidewalk: 0.8829, IoU.building: 0.9360, IoU.wall: 0.6053, IoU.fence: 0.6660, IoU.pole: 0.7146, IoU.traffic light: 0.7571, IoU.traffic sign: 0.8368, IoU.vegetation: 0.9320, IoU.terrain: 0.6601, IoU.sky: 0.9528, IoU.person: 0.8505, IoU.rider: 0.6614, IoU.car: 0.9628, IoU.truck: 0.8789, IoU.bus: 0.9312, IoU.train: 0.8894, IoU.motorcycle: 0.7244, IoU.bicycle: 0.8143, Acc.road: 0.9932, Acc.sidewalk: 0.9460, Acc.building: 0.9694, Acc.wall: 0.7222, Acc.fence: 0.7440, Acc.pole: 0.8180, Acc.traffic light: 0.8582, Acc.traffic sign: 0.9069, Acc.vegetation: 0.9673, Acc.terrain: 0.7609, Acc.sky: 0.9850, Acc.person: 0.9221, Acc.rider: 0.7870, Acc.car: 0.9807, Acc.truck: 0.9311, Acc.bus: 0.9464, Acc.train: 0.9228, Acc.motorcycle: 0.8126, Acc.bicycle: 0.8987 2023-02-25 06:28:18,289 - mmseg - INFO - Iter [128050/160000] lr: 1.198e-05, eta: 7:19:46, time: 1.892, data_time: 1.097, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5256, aux.loss_ce: 0.0407, aux.acc_seg: 96.0906, loss: 0.1025 2023-02-25 06:28:58,516 - mmseg - INFO - Iter [128100/160000] lr: 1.196e-05, eta: 7:19:04, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4651, aux.loss_ce: 0.0410, aux.acc_seg: 96.0622, loss: 0.1042 2023-02-25 06:29:38,688 - mmseg - INFO - Iter [128150/160000] lr: 1.194e-05, eta: 7:18:23, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4872, aux.loss_ce: 0.0387, aux.acc_seg: 96.2245, loss: 0.1009 2023-02-25 06:30:21,818 - mmseg - INFO - Iter [128200/160000] lr: 1.193e-05, eta: 7:17:42, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4608, aux.loss_ce: 0.0414, aux.acc_seg: 95.9921, loss: 0.1046 2023-02-25 06:31:02,080 - mmseg - INFO - Iter [128250/160000] lr: 1.191e-05, eta: 7:17:00, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4504, aux.loss_ce: 0.0395, aux.acc_seg: 96.1596, loss: 0.1026 2023-02-25 06:31:42,296 - mmseg - INFO - Iter [128300/160000] lr: 1.189e-05, eta: 7:16:19, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4635, aux.loss_ce: 0.0416, aux.acc_seg: 96.0619, loss: 0.1051 2023-02-25 06:32:25,228 - mmseg - INFO - Iter [128350/160000] lr: 1.187e-05, eta: 7:15:38, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4429, aux.loss_ce: 0.0406, aux.acc_seg: 96.0476, loss: 0.1039 2023-02-25 06:33:05,775 - mmseg - INFO - Iter [128400/160000] lr: 1.185e-05, eta: 7:14:56, time: 0.811, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3363, aux.loss_ce: 0.0422, aux.acc_seg: 95.9278, loss: 0.1082 2023-02-25 06:33:46,012 - mmseg - INFO - Iter [128450/160000] lr: 1.183e-05, eta: 7:14:15, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4879, aux.loss_ce: 0.0410, aux.acc_seg: 96.0566, loss: 0.1036 2023-02-25 06:34:26,416 - mmseg - INFO - Iter [128500/160000] lr: 1.181e-05, eta: 7:13:33, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4860, aux.loss_ce: 0.0406, aux.acc_seg: 96.0746, loss: 0.1033 2023-02-25 06:35:09,971 - mmseg - INFO - Iter [128550/160000] lr: 1.179e-05, eta: 7:12:53, time: 0.871, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4297, aux.loss_ce: 0.0392, aux.acc_seg: 96.2296, loss: 0.1032 2023-02-25 06:35:50,252 - mmseg - INFO - Iter [128600/160000] lr: 1.178e-05, eta: 7:12:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3668, aux.loss_ce: 0.0430, aux.acc_seg: 95.8967, loss: 0.1084 2023-02-25 06:36:30,932 - mmseg - INFO - Iter [128650/160000] lr: 1.176e-05, eta: 7:11:30, time: 0.814, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4452, aux.loss_ce: 0.0409, aux.acc_seg: 96.0533, loss: 0.1048 2023-02-25 06:37:11,304 - mmseg - INFO - Iter [128700/160000] lr: 1.174e-05, eta: 7:10:48, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0661, decode.acc_seg: 97.3330, aux.loss_ce: 0.0422, aux.acc_seg: 95.9302, loss: 0.1084 2023-02-25 06:37:54,545 - mmseg - INFO - Iter [128750/160000] lr: 1.172e-05, eta: 7:10:07, time: 0.865, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5447, aux.loss_ce: 0.0394, aux.acc_seg: 96.2367, loss: 0.1006 2023-02-25 06:38:35,035 - mmseg - INFO - Iter [128800/160000] lr: 1.170e-05, eta: 7:09:26, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3734, aux.loss_ce: 0.0406, aux.acc_seg: 96.0990, loss: 0.1060 2023-02-25 06:39:15,320 - mmseg - INFO - Iter [128850/160000] lr: 1.168e-05, eta: 7:08:44, time: 0.806, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5324, aux.loss_ce: 0.0395, aux.acc_seg: 96.2057, loss: 0.1005 2023-02-25 06:39:58,755 - mmseg - INFO - Iter [128900/160000] lr: 1.166e-05, eta: 7:08:04, time: 0.868, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4131, aux.loss_ce: 0.0405, aux.acc_seg: 96.0662, loss: 0.1046 2023-02-25 06:40:38,975 - mmseg - INFO - Iter [128950/160000] lr: 1.164e-05, eta: 7:07:22, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4745, aux.loss_ce: 0.0406, aux.acc_seg: 96.0338, loss: 0.1031 2023-02-25 06:41:19,125 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 06:41:19,125 - mmseg - INFO - Iter [129000/160000] lr: 1.163e-05, eta: 7:06:40, time: 0.803, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0588, decode.acc_seg: 97.6081, aux.loss_ce: 0.0398, aux.acc_seg: 96.1259, loss: 0.0986 2023-02-25 06:41:59,860 - mmseg - INFO - Iter [129050/160000] lr: 1.161e-05, eta: 7:05:59, time: 0.815, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4910, aux.loss_ce: 0.0393, aux.acc_seg: 96.1831, loss: 0.1014 2023-02-25 06:42:43,882 - mmseg - INFO - Iter [129100/160000] lr: 1.159e-05, eta: 7:05:18, time: 0.880, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0582, decode.acc_seg: 97.6489, aux.loss_ce: 0.0411, aux.acc_seg: 96.0417, loss: 0.0993 2023-02-25 06:43:24,350 - mmseg - INFO - Iter [129150/160000] lr: 1.157e-05, eta: 7:04:37, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.4993, aux.loss_ce: 0.0395, aux.acc_seg: 96.1336, loss: 0.1009 2023-02-25 06:44:04,742 - mmseg - INFO - Iter [129200/160000] lr: 1.155e-05, eta: 7:03:55, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.4117, aux.loss_ce: 0.0416, aux.acc_seg: 96.0379, loss: 0.1068 2023-02-25 06:44:45,136 - mmseg - INFO - Iter [129250/160000] lr: 1.153e-05, eta: 7:03:14, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.4768, aux.loss_ce: 0.0398, aux.acc_seg: 96.1200, loss: 0.1017 2023-02-25 06:45:28,101 - mmseg - INFO - Iter [129300/160000] lr: 1.151e-05, eta: 7:02:33, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4207, aux.loss_ce: 0.0403, aux.acc_seg: 96.1148, loss: 0.1044 2023-02-25 06:46:08,367 - mmseg - INFO - Iter [129350/160000] lr: 1.149e-05, eta: 7:01:51, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4717, aux.loss_ce: 0.0404, aux.acc_seg: 96.1230, loss: 0.1035 2023-02-25 06:46:48,785 - mmseg - INFO - Iter [129400/160000] lr: 1.148e-05, eta: 7:01:10, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4444, aux.loss_ce: 0.0396, aux.acc_seg: 96.1753, loss: 0.1031 2023-02-25 06:47:29,165 - mmseg - INFO - Iter [129450/160000] lr: 1.146e-05, eta: 7:00:28, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.4057, aux.loss_ce: 0.0405, aux.acc_seg: 96.1014, loss: 0.1051 2023-02-25 06:48:12,292 - mmseg - INFO - Iter [129500/160000] lr: 1.144e-05, eta: 6:59:48, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0591, decode.acc_seg: 97.6285, aux.loss_ce: 0.0402, aux.acc_seg: 96.1514, loss: 0.0993 2023-02-25 06:48:52,516 - mmseg - INFO - Iter [129550/160000] lr: 1.142e-05, eta: 6:59:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.4058, aux.loss_ce: 0.0414, aux.acc_seg: 96.0254, loss: 0.1063 2023-02-25 06:49:32,813 - mmseg - INFO - Iter [129600/160000] lr: 1.140e-05, eta: 6:58:24, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4267, aux.loss_ce: 0.0395, aux.acc_seg: 96.1721, loss: 0.1036 2023-02-25 06:50:15,866 - mmseg - INFO - Iter [129650/160000] lr: 1.138e-05, eta: 6:57:44, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4810, aux.loss_ce: 0.0390, aux.acc_seg: 96.2280, loss: 0.1014 2023-02-25 06:50:56,266 - mmseg - INFO - Iter [129700/160000] lr: 1.136e-05, eta: 6:57:02, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5028, aux.loss_ce: 0.0422, aux.acc_seg: 95.9183, loss: 0.1036 2023-02-25 06:51:36,644 - mmseg - INFO - Iter [129750/160000] lr: 1.134e-05, eta: 6:56:21, time: 0.807, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5015, aux.loss_ce: 0.0384, aux.acc_seg: 96.2924, loss: 0.1000 2023-02-25 06:52:16,885 - mmseg - INFO - Iter [129800/160000] lr: 1.133e-05, eta: 6:55:39, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4496, aux.loss_ce: 0.0411, aux.acc_seg: 96.0234, loss: 0.1046 2023-02-25 06:52:59,935 - mmseg - INFO - Iter [129850/160000] lr: 1.131e-05, eta: 6:54:58, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4698, aux.loss_ce: 0.0398, aux.acc_seg: 96.1439, loss: 0.1025 2023-02-25 06:53:40,140 - mmseg - INFO - Iter [129900/160000] lr: 1.129e-05, eta: 6:54:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4878, aux.loss_ce: 0.0401, aux.acc_seg: 96.1245, loss: 0.1028 2023-02-25 06:54:20,438 - mmseg - INFO - Iter [129950/160000] lr: 1.127e-05, eta: 6:53:35, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4325, aux.loss_ce: 0.0401, aux.acc_seg: 96.1456, loss: 0.1039 2023-02-25 06:55:01,181 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 06:55:01,182 - mmseg - INFO - Iter [130000/160000] lr: 1.125e-05, eta: 6:52:54, time: 0.815, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4590, aux.loss_ce: 0.0390, aux.acc_seg: 96.1758, loss: 0.1014 2023-02-25 06:55:44,266 - mmseg - INFO - Iter [130050/160000] lr: 1.123e-05, eta: 6:52:13, time: 0.862, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4126, aux.loss_ce: 0.0408, aux.acc_seg: 96.0420, loss: 0.1051 2023-02-25 06:56:24,685 - mmseg - INFO - Iter [130100/160000] lr: 1.121e-05, eta: 6:51:31, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4452, aux.loss_ce: 0.0411, aux.acc_seg: 96.0405, loss: 0.1045 2023-02-25 06:57:05,338 - mmseg - INFO - Iter [130150/160000] lr: 1.119e-05, eta: 6:50:50, time: 0.813, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5348, aux.loss_ce: 0.0401, aux.acc_seg: 96.1464, loss: 0.1012 2023-02-25 06:57:45,612 - mmseg - INFO - Iter [130200/160000] lr: 1.118e-05, eta: 6:50:08, time: 0.806, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4780, aux.loss_ce: 0.0419, aux.acc_seg: 95.9733, loss: 0.1050 2023-02-25 06:58:28,919 - mmseg - INFO - Iter [130250/160000] lr: 1.116e-05, eta: 6:49:28, time: 0.866, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5746, aux.loss_ce: 0.0399, aux.acc_seg: 96.1532, loss: 0.1000 2023-02-25 06:59:09,114 - mmseg - INFO - Iter [130300/160000] lr: 1.114e-05, eta: 6:48:46, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0669, decode.acc_seg: 97.2926, aux.loss_ce: 0.0415, aux.acc_seg: 95.9849, loss: 0.1084 2023-02-25 06:59:49,271 - mmseg - INFO - Iter [130350/160000] lr: 1.112e-05, eta: 6:48:04, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4713, aux.loss_ce: 0.0406, aux.acc_seg: 96.0543, loss: 0.1027 2023-02-25 07:00:32,854 - mmseg - INFO - Iter [130400/160000] lr: 1.110e-05, eta: 6:47:24, time: 0.872, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5794, aux.loss_ce: 0.0391, aux.acc_seg: 96.2572, loss: 0.0993 2023-02-25 07:01:13,040 - mmseg - INFO - Iter [130450/160000] lr: 1.108e-05, eta: 6:46:42, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4905, aux.loss_ce: 0.0399, aux.acc_seg: 96.1421, loss: 0.1023 2023-02-25 07:01:53,299 - mmseg - INFO - Iter [130500/160000] lr: 1.106e-05, eta: 6:46:01, time: 0.805, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5729, aux.loss_ce: 0.0402, aux.acc_seg: 96.1710, loss: 0.1002 2023-02-25 07:02:33,519 - mmseg - INFO - Iter [130550/160000] lr: 1.104e-05, eta: 6:45:19, time: 0.804, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5191, aux.loss_ce: 0.0402, aux.acc_seg: 96.1225, loss: 0.1014 2023-02-25 07:03:16,732 - mmseg - INFO - Iter [130600/160000] lr: 1.103e-05, eta: 6:44:38, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5302, aux.loss_ce: 0.0387, aux.acc_seg: 96.2309, loss: 0.1002 2023-02-25 07:03:56,902 - mmseg - INFO - Iter [130650/160000] lr: 1.101e-05, eta: 6:43:57, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4200, aux.loss_ce: 0.0396, aux.acc_seg: 96.1338, loss: 0.1029 2023-02-25 07:04:37,076 - mmseg - INFO - Iter [130700/160000] lr: 1.099e-05, eta: 6:43:15, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4717, aux.loss_ce: 0.0405, aux.acc_seg: 96.1155, loss: 0.1030 2023-02-25 07:05:17,663 - mmseg - INFO - Iter [130750/160000] lr: 1.097e-05, eta: 6:42:34, time: 0.812, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4803, aux.loss_ce: 0.0400, aux.acc_seg: 96.1236, loss: 0.1025 2023-02-25 07:06:00,666 - mmseg - INFO - Iter [130800/160000] lr: 1.095e-05, eta: 6:41:53, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4698, aux.loss_ce: 0.0398, aux.acc_seg: 96.1576, loss: 0.1024 2023-02-25 07:06:41,159 - mmseg - INFO - Iter [130850/160000] lr: 1.093e-05, eta: 6:41:11, time: 0.810, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5365, aux.loss_ce: 0.0396, aux.acc_seg: 96.1632, loss: 0.1010 2023-02-25 07:07:21,430 - mmseg - INFO - Iter [130900/160000] lr: 1.091e-05, eta: 6:40:30, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5023, aux.loss_ce: 0.0404, aux.acc_seg: 96.1146, loss: 0.1023 2023-02-25 07:08:04,485 - mmseg - INFO - Iter [130950/160000] lr: 1.089e-05, eta: 6:39:49, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4414, aux.loss_ce: 0.0400, aux.acc_seg: 96.1454, loss: 0.1027 2023-02-25 07:08:44,703 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 07:08:44,703 - mmseg - INFO - Iter [131000/160000] lr: 1.088e-05, eta: 6:39:07, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5235, aux.loss_ce: 0.0394, aux.acc_seg: 96.1778, loss: 0.1009 2023-02-25 07:09:24,892 - mmseg - INFO - Iter [131050/160000] lr: 1.086e-05, eta: 6:38:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5014, aux.loss_ce: 0.0395, aux.acc_seg: 96.1904, loss: 0.1014 2023-02-25 07:10:05,274 - mmseg - INFO - Iter [131100/160000] lr: 1.084e-05, eta: 6:37:44, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4355, aux.loss_ce: 0.0395, aux.acc_seg: 96.2081, loss: 0.1039 2023-02-25 07:10:48,242 - mmseg - INFO - Iter [131150/160000] lr: 1.082e-05, eta: 6:37:03, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5342, aux.loss_ce: 0.0409, aux.acc_seg: 96.0482, loss: 0.1020 2023-02-25 07:11:28,703 - mmseg - INFO - Iter [131200/160000] lr: 1.080e-05, eta: 6:36:22, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0655, decode.acc_seg: 97.3564, aux.loss_ce: 0.0413, aux.acc_seg: 96.0280, loss: 0.1068 2023-02-25 07:12:08,845 - mmseg - INFO - Iter [131250/160000] lr: 1.078e-05, eta: 6:35:40, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4850, aux.loss_ce: 0.0402, aux.acc_seg: 96.1239, loss: 0.1024 2023-02-25 07:12:49,026 - mmseg - INFO - Iter [131300/160000] lr: 1.076e-05, eta: 6:34:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5404, aux.loss_ce: 0.0392, aux.acc_seg: 96.2264, loss: 0.1005 2023-02-25 07:13:31,988 - mmseg - INFO - Iter [131350/160000] lr: 1.074e-05, eta: 6:34:18, time: 0.859, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5159, aux.loss_ce: 0.0404, aux.acc_seg: 96.0950, loss: 0.1023 2023-02-25 07:14:12,190 - mmseg - INFO - Iter [131400/160000] lr: 1.073e-05, eta: 6:33:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5195, aux.loss_ce: 0.0403, aux.acc_seg: 96.1074, loss: 0.1017 2023-02-25 07:14:52,356 - mmseg - INFO - Iter [131450/160000] lr: 1.071e-05, eta: 6:32:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4782, aux.loss_ce: 0.0409, aux.acc_seg: 96.0346, loss: 0.1031 2023-02-25 07:15:32,501 - mmseg - INFO - Iter [131500/160000] lr: 1.069e-05, eta: 6:32:13, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4861, aux.loss_ce: 0.0397, aux.acc_seg: 96.1750, loss: 0.1025 2023-02-25 07:16:15,492 - mmseg - INFO - Iter [131550/160000] lr: 1.067e-05, eta: 6:31:32, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4523, aux.loss_ce: 0.0406, aux.acc_seg: 96.0758, loss: 0.1040 2023-02-25 07:16:55,820 - mmseg - INFO - Iter [131600/160000] lr: 1.065e-05, eta: 6:30:51, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4175, aux.loss_ce: 0.0401, aux.acc_seg: 96.1150, loss: 0.1038 2023-02-25 07:17:36,308 - mmseg - INFO - Iter [131650/160000] lr: 1.063e-05, eta: 6:30:09, time: 0.810, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5089, aux.loss_ce: 0.0399, aux.acc_seg: 96.1670, loss: 0.1013 2023-02-25 07:18:19,309 - mmseg - INFO - Iter [131700/160000] lr: 1.061e-05, eta: 6:29:29, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4470, aux.loss_ce: 0.0405, aux.acc_seg: 96.0996, loss: 0.1042 2023-02-25 07:18:59,593 - mmseg - INFO - Iter [131750/160000] lr: 1.059e-05, eta: 6:28:47, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4834, aux.loss_ce: 0.0427, aux.acc_seg: 95.9087, loss: 0.1049 2023-02-25 07:19:39,914 - mmseg - INFO - Iter [131800/160000] lr: 1.058e-05, eta: 6:28:06, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5651, aux.loss_ce: 0.0405, aux.acc_seg: 96.1159, loss: 0.1011 2023-02-25 07:20:20,467 - mmseg - INFO - Iter [131850/160000] lr: 1.056e-05, eta: 6:27:24, time: 0.811, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4672, aux.loss_ce: 0.0388, aux.acc_seg: 96.2343, loss: 0.1016 2023-02-25 07:21:03,392 - mmseg - INFO - Iter [131900/160000] lr: 1.054e-05, eta: 6:26:43, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4952, aux.loss_ce: 0.0396, aux.acc_seg: 96.1938, loss: 0.1017 2023-02-25 07:21:43,553 - mmseg - INFO - Iter [131950/160000] lr: 1.052e-05, eta: 6:26:02, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4643, aux.loss_ce: 0.0411, aux.acc_seg: 96.0536, loss: 0.1039 2023-02-25 07:22:23,758 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 07:22:23,759 - mmseg - INFO - Iter [132000/160000] lr: 1.050e-05, eta: 6:25:20, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4670, aux.loss_ce: 0.0395, aux.acc_seg: 96.1783, loss: 0.1026 2023-02-25 07:23:04,054 - mmseg - INFO - Iter [132050/160000] lr: 1.048e-05, eta: 6:24:39, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4523, aux.loss_ce: 0.0424, aux.acc_seg: 95.9520, loss: 0.1056 2023-02-25 07:23:47,449 - mmseg - INFO - Iter [132100/160000] lr: 1.046e-05, eta: 6:23:58, time: 0.868, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5706, aux.loss_ce: 0.0389, aux.acc_seg: 96.2401, loss: 0.0989 2023-02-25 07:24:27,871 - mmseg - INFO - Iter [132150/160000] lr: 1.044e-05, eta: 6:23:16, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5467, aux.loss_ce: 0.0403, aux.acc_seg: 96.1107, loss: 0.1013 2023-02-25 07:25:08,137 - mmseg - INFO - Iter [132200/160000] lr: 1.043e-05, eta: 6:22:35, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0651, decode.acc_seg: 97.3722, aux.loss_ce: 0.0418, aux.acc_seg: 95.9698, loss: 0.1068 2023-02-25 07:25:51,089 - mmseg - INFO - Iter [132250/160000] lr: 1.041e-05, eta: 6:21:54, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5222, aux.loss_ce: 0.0403, aux.acc_seg: 96.1354, loss: 0.1019 2023-02-25 07:26:31,348 - mmseg - INFO - Iter [132300/160000] lr: 1.039e-05, eta: 6:21:12, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4483, aux.loss_ce: 0.0398, aux.acc_seg: 96.1480, loss: 0.1030 2023-02-25 07:27:11,545 - mmseg - INFO - Iter [132350/160000] lr: 1.037e-05, eta: 6:20:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5731, aux.loss_ce: 0.0406, aux.acc_seg: 96.0610, loss: 0.1003 2023-02-25 07:27:51,798 - mmseg - INFO - Iter [132400/160000] lr: 1.035e-05, eta: 6:19:49, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4176, aux.loss_ce: 0.0414, aux.acc_seg: 96.0132, loss: 0.1054 2023-02-25 07:28:35,120 - mmseg - INFO - Iter [132450/160000] lr: 1.033e-05, eta: 6:19:09, time: 0.867, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4091, aux.loss_ce: 0.0404, aux.acc_seg: 96.0872, loss: 0.1048 2023-02-25 07:29:15,402 - mmseg - INFO - Iter [132500/160000] lr: 1.031e-05, eta: 6:18:27, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.4120, aux.loss_ce: 0.0407, aux.acc_seg: 96.1030, loss: 0.1055 2023-02-25 07:29:55,633 - mmseg - INFO - Iter [132550/160000] lr: 1.029e-05, eta: 6:17:46, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4766, aux.loss_ce: 0.0392, aux.acc_seg: 96.1789, loss: 0.1015 2023-02-25 07:30:35,852 - mmseg - INFO - Iter [132600/160000] lr: 1.028e-05, eta: 6:17:04, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0663, decode.acc_seg: 97.3038, aux.loss_ce: 0.0408, aux.acc_seg: 96.0162, loss: 0.1071 2023-02-25 07:31:19,320 - mmseg - INFO - Iter [132650/160000] lr: 1.026e-05, eta: 6:16:23, time: 0.869, data_time: 0.071, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4206, aux.loss_ce: 0.0413, aux.acc_seg: 96.0238, loss: 0.1050 2023-02-25 07:31:59,530 - mmseg - INFO - Iter [132700/160000] lr: 1.024e-05, eta: 6:15:42, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4639, aux.loss_ce: 0.0389, aux.acc_seg: 96.2065, loss: 0.1012 2023-02-25 07:32:39,727 - mmseg - INFO - Iter [132750/160000] lr: 1.022e-05, eta: 6:15:00, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.5125, aux.loss_ce: 0.0408, aux.acc_seg: 96.0626, loss: 0.1029 2023-02-25 07:33:19,975 - mmseg - INFO - Iter [132800/160000] lr: 1.020e-05, eta: 6:14:19, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5273, aux.loss_ce: 0.0390, aux.acc_seg: 96.2046, loss: 0.1003 2023-02-25 07:34:03,501 - mmseg - INFO - Iter [132850/160000] lr: 1.018e-05, eta: 6:13:38, time: 0.870, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0595, decode.acc_seg: 97.5877, aux.loss_ce: 0.0376, aux.acc_seg: 96.3348, loss: 0.0971 2023-02-25 07:34:43,869 - mmseg - INFO - Iter [132900/160000] lr: 1.016e-05, eta: 6:12:56, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4988, aux.loss_ce: 0.0402, aux.acc_seg: 96.1222, loss: 0.1023 2023-02-25 07:35:24,131 - mmseg - INFO - Iter [132950/160000] lr: 1.014e-05, eta: 6:12:15, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.3907, aux.loss_ce: 0.0427, aux.acc_seg: 95.8916, loss: 0.1070 2023-02-25 07:36:07,246 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 07:36:07,246 - mmseg - INFO - Iter [133000/160000] lr: 1.013e-05, eta: 6:11:34, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5246, aux.loss_ce: 0.0395, aux.acc_seg: 96.1711, loss: 0.1007 2023-02-25 07:36:47,471 - mmseg - INFO - Iter [133050/160000] lr: 1.011e-05, eta: 6:10:52, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3864, aux.loss_ce: 0.0392, aux.acc_seg: 96.2105, loss: 0.1042 2023-02-25 07:37:27,751 - mmseg - INFO - Iter [133100/160000] lr: 1.009e-05, eta: 6:10:11, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.3964, aux.loss_ce: 0.0420, aux.acc_seg: 95.9414, loss: 0.1066 2023-02-25 07:38:08,035 - mmseg - INFO - Iter [133150/160000] lr: 1.007e-05, eta: 6:09:29, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4903, aux.loss_ce: 0.0412, aux.acc_seg: 96.0995, loss: 0.1039 2023-02-25 07:38:51,488 - mmseg - INFO - Iter [133200/160000] lr: 1.005e-05, eta: 6:08:49, time: 0.869, data_time: 0.074, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4926, aux.loss_ce: 0.0400, aux.acc_seg: 96.1809, loss: 0.1026 2023-02-25 07:39:31,710 - mmseg - INFO - Iter [133250/160000] lr: 1.003e-05, eta: 6:08:07, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4780, aux.loss_ce: 0.0389, aux.acc_seg: 96.2779, loss: 0.1020 2023-02-25 07:40:11,967 - mmseg - INFO - Iter [133300/160000] lr: 1.001e-05, eta: 6:07:26, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5080, aux.loss_ce: 0.0400, aux.acc_seg: 96.1141, loss: 0.1012 2023-02-25 07:40:52,309 - mmseg - INFO - Iter [133350/160000] lr: 9.994e-06, eta: 6:06:44, time: 0.807, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4521, aux.loss_ce: 0.0398, aux.acc_seg: 96.1380, loss: 0.1029 2023-02-25 07:41:35,283 - mmseg - INFO - Iter [133400/160000] lr: 9.975e-06, eta: 6:06:03, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.4883, aux.loss_ce: 0.0404, aux.acc_seg: 96.0433, loss: 0.1022 2023-02-25 07:42:15,654 - mmseg - INFO - Iter [133450/160000] lr: 9.957e-06, eta: 6:05:22, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4760, aux.loss_ce: 0.0408, aux.acc_seg: 96.0922, loss: 0.1037 2023-02-25 07:42:55,925 - mmseg - INFO - Iter [133500/160000] lr: 9.938e-06, eta: 6:04:40, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4341, aux.loss_ce: 0.0402, aux.acc_seg: 96.1212, loss: 0.1038 2023-02-25 07:43:39,708 - mmseg - INFO - Iter [133550/160000] lr: 9.919e-06, eta: 6:03:59, time: 0.876, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.4906, aux.loss_ce: 0.0403, aux.acc_seg: 96.0986, loss: 0.1022 2023-02-25 07:44:20,064 - mmseg - INFO - Iter [133600/160000] lr: 9.900e-06, eta: 6:03:18, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0591, decode.acc_seg: 97.6189, aux.loss_ce: 0.0388, aux.acc_seg: 96.2577, loss: 0.0979 2023-02-25 07:45:00,306 - mmseg - INFO - Iter [133650/160000] lr: 9.882e-06, eta: 6:02:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5742, aux.loss_ce: 0.0396, aux.acc_seg: 96.2000, loss: 0.0996 2023-02-25 07:45:40,582 - mmseg - INFO - Iter [133700/160000] lr: 9.863e-06, eta: 6:01:55, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5057, aux.loss_ce: 0.0402, aux.acc_seg: 96.0902, loss: 0.1017 2023-02-25 07:46:23,679 - mmseg - INFO - Iter [133750/160000] lr: 9.844e-06, eta: 6:01:14, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.5090, aux.loss_ce: 0.0393, aux.acc_seg: 96.2163, loss: 0.1018 2023-02-25 07:47:04,040 - mmseg - INFO - Iter [133800/160000] lr: 9.825e-06, eta: 6:00:33, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4773, aux.loss_ce: 0.0402, aux.acc_seg: 96.0795, loss: 0.1027 2023-02-25 07:47:44,592 - mmseg - INFO - Iter [133850/160000] lr: 9.807e-06, eta: 5:59:51, time: 0.811, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5016, aux.loss_ce: 0.0395, aux.acc_seg: 96.1321, loss: 0.1011 2023-02-25 07:48:24,813 - mmseg - INFO - Iter [133900/160000] lr: 9.788e-06, eta: 5:59:10, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4474, aux.loss_ce: 0.0390, aux.acc_seg: 96.2292, loss: 0.1022 2023-02-25 07:49:07,892 - mmseg - INFO - Iter [133950/160000] lr: 9.769e-06, eta: 5:58:29, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5080, aux.loss_ce: 0.0400, aux.acc_seg: 96.1305, loss: 0.1018 2023-02-25 07:49:48,129 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 07:49:48,130 - mmseg - INFO - Iter [134000/160000] lr: 9.750e-06, eta: 5:57:47, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4460, aux.loss_ce: 0.0412, aux.acc_seg: 96.0165, loss: 0.1046 2023-02-25 07:50:28,344 - mmseg - INFO - Iter [134050/160000] lr: 9.732e-06, eta: 5:57:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4179, aux.loss_ce: 0.0402, aux.acc_seg: 96.1289, loss: 0.1046 2023-02-25 07:51:08,575 - mmseg - INFO - Iter [134100/160000] lr: 9.713e-06, eta: 5:56:24, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5669, aux.loss_ce: 0.0401, aux.acc_seg: 96.1241, loss: 0.1006 2023-02-25 07:51:52,069 - mmseg - INFO - Iter [134150/160000] lr: 9.694e-06, eta: 5:55:43, time: 0.870, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.3894, aux.loss_ce: 0.0412, aux.acc_seg: 95.9916, loss: 0.1055 2023-02-25 07:52:32,509 - mmseg - INFO - Iter [134200/160000] lr: 9.675e-06, eta: 5:55:02, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3677, aux.loss_ce: 0.0414, aux.acc_seg: 96.0107, loss: 0.1067 2023-02-25 07:53:12,706 - mmseg - INFO - Iter [134250/160000] lr: 9.657e-06, eta: 5:54:21, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0676, decode.acc_seg: 97.3056, aux.loss_ce: 0.0415, aux.acc_seg: 96.0305, loss: 0.1091 2023-02-25 07:53:55,697 - mmseg - INFO - Iter [134300/160000] lr: 9.638e-06, eta: 5:53:40, time: 0.860, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4778, aux.loss_ce: 0.0393, aux.acc_seg: 96.1830, loss: 0.1018 2023-02-25 07:54:35,916 - mmseg - INFO - Iter [134350/160000] lr: 9.619e-06, eta: 5:52:58, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5320, aux.loss_ce: 0.0400, aux.acc_seg: 96.1371, loss: 0.1013 2023-02-25 07:55:16,122 - mmseg - INFO - Iter [134400/160000] lr: 9.600e-06, eta: 5:52:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5702, aux.loss_ce: 0.0407, aux.acc_seg: 96.0996, loss: 0.1012 2023-02-25 07:55:56,353 - mmseg - INFO - Iter [134450/160000] lr: 9.582e-06, eta: 5:51:35, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3095, aux.loss_ce: 0.0418, aux.acc_seg: 95.9249, loss: 0.1078 2023-02-25 07:56:40,264 - mmseg - INFO - Iter [134500/160000] lr: 9.563e-06, eta: 5:50:54, time: 0.878, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4443, aux.loss_ce: 0.0402, aux.acc_seg: 96.1668, loss: 0.1042 2023-02-25 07:57:20,641 - mmseg - INFO - Iter [134550/160000] lr: 9.544e-06, eta: 5:50:13, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5506, aux.loss_ce: 0.0403, aux.acc_seg: 96.1108, loss: 0.1012 2023-02-25 07:58:00,857 - mmseg - INFO - Iter [134600/160000] lr: 9.525e-06, eta: 5:49:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0589, decode.acc_seg: 97.6117, aux.loss_ce: 0.0395, aux.acc_seg: 96.1667, loss: 0.0984 2023-02-25 07:58:41,199 - mmseg - INFO - Iter [134650/160000] lr: 9.507e-06, eta: 5:48:50, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5330, aux.loss_ce: 0.0383, aux.acc_seg: 96.2922, loss: 0.0991 2023-02-25 07:59:24,706 - mmseg - INFO - Iter [134700/160000] lr: 9.488e-06, eta: 5:48:09, time: 0.870, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4575, aux.loss_ce: 0.0427, aux.acc_seg: 95.9274, loss: 0.1065 2023-02-25 08:00:04,968 - mmseg - INFO - Iter [134750/160000] lr: 9.469e-06, eta: 5:47:28, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3878, aux.loss_ce: 0.0419, aux.acc_seg: 95.9995, loss: 0.1073 2023-02-25 08:00:45,251 - mmseg - INFO - Iter [134800/160000] lr: 9.450e-06, eta: 5:46:46, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3527, aux.loss_ce: 0.0411, aux.acc_seg: 96.0037, loss: 0.1068 2023-02-25 08:01:25,469 - mmseg - INFO - Iter [134850/160000] lr: 9.432e-06, eta: 5:46:05, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0592, decode.acc_seg: 97.6225, aux.loss_ce: 0.0389, aux.acc_seg: 96.2537, loss: 0.0980 2023-02-25 08:02:08,425 - mmseg - INFO - Iter [134900/160000] lr: 9.413e-06, eta: 5:45:24, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5135, aux.loss_ce: 0.0396, aux.acc_seg: 96.1827, loss: 0.1016 2023-02-25 08:02:48,759 - mmseg - INFO - Iter [134950/160000] lr: 9.394e-06, eta: 5:44:42, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3633, aux.loss_ce: 0.0411, aux.acc_seg: 96.0463, loss: 0.1067 2023-02-25 08:03:28,988 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 08:03:28,988 - mmseg - INFO - Iter [135000/160000] lr: 9.375e-06, eta: 5:44:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4657, aux.loss_ce: 0.0411, aux.acc_seg: 96.0593, loss: 0.1040 2023-02-25 08:04:12,014 - mmseg - INFO - Iter [135050/160000] lr: 9.357e-06, eta: 5:43:20, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5313, aux.loss_ce: 0.0393, aux.acc_seg: 96.1675, loss: 0.1006 2023-02-25 08:04:52,222 - mmseg - INFO - Iter [135100/160000] lr: 9.338e-06, eta: 5:42:38, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.6121, aux.loss_ce: 0.0390, aux.acc_seg: 96.2209, loss: 0.0987 2023-02-25 08:05:32,442 - mmseg - INFO - Iter [135150/160000] lr: 9.319e-06, eta: 5:41:57, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0646, decode.acc_seg: 97.3738, aux.loss_ce: 0.0408, aux.acc_seg: 96.0224, loss: 0.1054 2023-02-25 08:06:12,669 - mmseg - INFO - Iter [135200/160000] lr: 9.300e-06, eta: 5:41:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5573, aux.loss_ce: 0.0410, aux.acc_seg: 96.0770, loss: 0.1020 2023-02-25 08:06:55,639 - mmseg - INFO - Iter [135250/160000] lr: 9.282e-06, eta: 5:40:34, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5148, aux.loss_ce: 0.0398, aux.acc_seg: 96.1492, loss: 0.1018 2023-02-25 08:07:36,068 - mmseg - INFO - Iter [135300/160000] lr: 9.263e-06, eta: 5:39:53, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4864, aux.loss_ce: 0.0394, aux.acc_seg: 96.1943, loss: 0.1022 2023-02-25 08:08:16,265 - mmseg - INFO - Iter [135350/160000] lr: 9.244e-06, eta: 5:39:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.6035, aux.loss_ce: 0.0391, aux.acc_seg: 96.2064, loss: 0.0978 2023-02-25 08:08:56,560 - mmseg - INFO - Iter [135400/160000] lr: 9.225e-06, eta: 5:38:30, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4043, aux.loss_ce: 0.0411, aux.acc_seg: 96.0514, loss: 0.1055 2023-02-25 08:09:39,885 - mmseg - INFO - Iter [135450/160000] lr: 9.207e-06, eta: 5:37:49, time: 0.866, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4949, aux.loss_ce: 0.0385, aux.acc_seg: 96.2838, loss: 0.1009 2023-02-25 08:10:20,186 - mmseg - INFO - Iter [135500/160000] lr: 9.188e-06, eta: 5:37:08, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4829, aux.loss_ce: 0.0412, aux.acc_seg: 96.0151, loss: 0.1037 2023-02-25 08:11:00,459 - mmseg - INFO - Iter [135550/160000] lr: 9.169e-06, eta: 5:36:26, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4576, aux.loss_ce: 0.0415, aux.acc_seg: 96.0132, loss: 0.1047 2023-02-25 08:11:43,473 - mmseg - INFO - Iter [135600/160000] lr: 9.150e-06, eta: 5:35:45, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3551, aux.loss_ce: 0.0407, aux.acc_seg: 96.0437, loss: 0.1060 2023-02-25 08:12:23,913 - mmseg - INFO - Iter [135650/160000] lr: 9.132e-06, eta: 5:35:04, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4879, aux.loss_ce: 0.0405, aux.acc_seg: 96.0678, loss: 0.1030 2023-02-25 08:13:04,185 - mmseg - INFO - Iter [135700/160000] lr: 9.113e-06, eta: 5:34:22, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4718, aux.loss_ce: 0.0414, aux.acc_seg: 96.0347, loss: 0.1046 2023-02-25 08:13:44,438 - mmseg - INFO - Iter [135750/160000] lr: 9.094e-06, eta: 5:33:41, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0591, decode.acc_seg: 97.5800, aux.loss_ce: 0.0378, aux.acc_seg: 96.2940, loss: 0.0969 2023-02-25 08:14:27,449 - mmseg - INFO - Iter [135800/160000] lr: 9.075e-06, eta: 5:33:00, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4689, aux.loss_ce: 0.0401, aux.acc_seg: 96.1325, loss: 0.1031 2023-02-25 08:15:07,684 - mmseg - INFO - Iter [135850/160000] lr: 9.057e-06, eta: 5:32:18, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5746, aux.loss_ce: 0.0393, aux.acc_seg: 96.1923, loss: 0.0993 2023-02-25 08:15:47,967 - mmseg - INFO - Iter [135900/160000] lr: 9.038e-06, eta: 5:31:37, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4400, aux.loss_ce: 0.0396, aux.acc_seg: 96.1691, loss: 0.1029 2023-02-25 08:16:28,239 - mmseg - INFO - Iter [135950/160000] lr: 9.019e-06, eta: 5:30:55, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5904, aux.loss_ce: 0.0395, aux.acc_seg: 96.2188, loss: 0.0994 2023-02-25 08:17:11,241 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 08:17:11,241 - mmseg - INFO - Iter [136000/160000] lr: 9.000e-06, eta: 5:30:14, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4341, aux.loss_ce: 0.0408, aux.acc_seg: 96.0325, loss: 0.1037 2023-02-25 08:17:51,447 - mmseg - INFO - Iter [136050/160000] lr: 8.982e-06, eta: 5:29:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.4907, aux.loss_ce: 0.0395, aux.acc_seg: 96.1676, loss: 0.1015 2023-02-25 08:18:31,632 - mmseg - INFO - Iter [136100/160000] lr: 8.963e-06, eta: 5:28:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5470, aux.loss_ce: 0.0409, aux.acc_seg: 96.0695, loss: 0.1017 2023-02-25 08:19:12,320 - mmseg - INFO - Iter [136150/160000] lr: 8.944e-06, eta: 5:28:10, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4850, aux.loss_ce: 0.0391, aux.acc_seg: 96.2133, loss: 0.1012 2023-02-25 08:19:56,413 - mmseg - INFO - Iter [136200/160000] lr: 8.925e-06, eta: 5:27:29, time: 0.882, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4916, aux.loss_ce: 0.0392, aux.acc_seg: 96.2116, loss: 0.1015 2023-02-25 08:20:36,601 - mmseg - INFO - Iter [136250/160000] lr: 8.907e-06, eta: 5:26:48, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5325, aux.loss_ce: 0.0387, aux.acc_seg: 96.2976, loss: 0.1003 2023-02-25 08:21:17,353 - mmseg - INFO - Iter [136300/160000] lr: 8.888e-06, eta: 5:26:07, time: 0.815, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4795, aux.loss_ce: 0.0391, aux.acc_seg: 96.1949, loss: 0.1014 2023-02-25 08:22:00,343 - mmseg - INFO - Iter [136350/160000] lr: 8.869e-06, eta: 5:25:26, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0589, decode.acc_seg: 97.6273, aux.loss_ce: 0.0392, aux.acc_seg: 96.1817, loss: 0.0981 2023-02-25 08:22:40,503 - mmseg - INFO - Iter [136400/160000] lr: 8.850e-06, eta: 5:24:44, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5280, aux.loss_ce: 0.0399, aux.acc_seg: 96.1554, loss: 0.1010 2023-02-25 08:23:20,789 - mmseg - INFO - Iter [136450/160000] lr: 8.832e-06, eta: 5:24:03, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0596, decode.acc_seg: 97.5753, aux.loss_ce: 0.0397, aux.acc_seg: 96.1535, loss: 0.0993 2023-02-25 08:24:01,080 - mmseg - INFO - Iter [136500/160000] lr: 8.813e-06, eta: 5:23:21, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4896, aux.loss_ce: 0.0383, aux.acc_seg: 96.2454, loss: 0.1004 2023-02-25 08:24:44,037 - mmseg - INFO - Iter [136550/160000] lr: 8.794e-06, eta: 5:22:40, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4760, aux.loss_ce: 0.0399, aux.acc_seg: 96.2054, loss: 0.1032 2023-02-25 08:25:24,317 - mmseg - INFO - Iter [136600/160000] lr: 8.775e-06, eta: 5:21:59, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0675, decode.acc_seg: 97.2760, aux.loss_ce: 0.0407, aux.acc_seg: 96.0853, loss: 0.1083 2023-02-25 08:26:04,516 - mmseg - INFO - Iter [136650/160000] lr: 8.757e-06, eta: 5:21:17, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0594, decode.acc_seg: 97.5798, aux.loss_ce: 0.0387, aux.acc_seg: 96.2258, loss: 0.0981 2023-02-25 08:26:44,868 - mmseg - INFO - Iter [136700/160000] lr: 8.738e-06, eta: 5:20:36, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4420, aux.loss_ce: 0.0399, aux.acc_seg: 96.1257, loss: 0.1033 2023-02-25 08:27:27,964 - mmseg - INFO - Iter [136750/160000] lr: 8.719e-06, eta: 5:19:55, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0590, decode.acc_seg: 97.6174, aux.loss_ce: 0.0402, aux.acc_seg: 96.1203, loss: 0.0993 2023-02-25 08:28:08,216 - mmseg - INFO - Iter [136800/160000] lr: 8.700e-06, eta: 5:19:13, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5161, aux.loss_ce: 0.0397, aux.acc_seg: 96.1407, loss: 0.1014 2023-02-25 08:28:48,369 - mmseg - INFO - Iter [136850/160000] lr: 8.682e-06, eta: 5:18:32, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0590, decode.acc_seg: 97.6002, aux.loss_ce: 0.0379, aux.acc_seg: 96.3397, loss: 0.0969 2023-02-25 08:29:31,385 - mmseg - INFO - Iter [136900/160000] lr: 8.663e-06, eta: 5:17:51, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4268, aux.loss_ce: 0.0398, aux.acc_seg: 96.1532, loss: 0.1039 2023-02-25 08:30:11,656 - mmseg - INFO - Iter [136950/160000] lr: 8.644e-06, eta: 5:17:09, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4141, aux.loss_ce: 0.0406, aux.acc_seg: 96.0790, loss: 0.1045 2023-02-25 08:30:51,861 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 08:30:51,862 - mmseg - INFO - Iter [137000/160000] lr: 8.625e-06, eta: 5:16:28, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4329, aux.loss_ce: 0.0390, aux.acc_seg: 96.2429, loss: 0.1031 2023-02-25 08:31:32,763 - mmseg - INFO - Iter [137050/160000] lr: 8.607e-06, eta: 5:15:47, time: 0.818, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5631, aux.loss_ce: 0.0394, aux.acc_seg: 96.1815, loss: 0.0997 2023-02-25 08:32:15,973 - mmseg - INFO - Iter [137100/160000] lr: 8.588e-06, eta: 5:15:06, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4177, aux.loss_ce: 0.0408, aux.acc_seg: 96.0621, loss: 0.1052 2023-02-25 08:32:56,316 - mmseg - INFO - Iter [137150/160000] lr: 8.569e-06, eta: 5:14:24, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5527, aux.loss_ce: 0.0406, aux.acc_seg: 96.0651, loss: 0.1013 2023-02-25 08:33:36,518 - mmseg - INFO - Iter [137200/160000] lr: 8.550e-06, eta: 5:13:43, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0652, decode.acc_seg: 97.3911, aux.loss_ce: 0.0402, aux.acc_seg: 96.1318, loss: 0.1054 2023-02-25 08:34:16,868 - mmseg - INFO - Iter [137250/160000] lr: 8.532e-06, eta: 5:13:01, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.4996, aux.loss_ce: 0.0401, aux.acc_seg: 96.0780, loss: 0.1016 2023-02-25 08:35:00,544 - mmseg - INFO - Iter [137300/160000] lr: 8.513e-06, eta: 5:12:20, time: 0.874, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5122, aux.loss_ce: 0.0385, aux.acc_seg: 96.2950, loss: 0.1005 2023-02-25 08:35:41,220 - mmseg - INFO - Iter [137350/160000] lr: 8.494e-06, eta: 5:11:39, time: 0.814, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5132, aux.loss_ce: 0.0398, aux.acc_seg: 96.1405, loss: 0.1011 2023-02-25 08:36:22,428 - mmseg - INFO - Iter [137400/160000] lr: 8.475e-06, eta: 5:10:58, time: 0.824, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5271, aux.loss_ce: 0.0385, aux.acc_seg: 96.3062, loss: 0.0996 2023-02-25 08:37:02,856 - mmseg - INFO - Iter [137450/160000] lr: 8.457e-06, eta: 5:10:16, time: 0.808, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5259, aux.loss_ce: 0.0389, aux.acc_seg: 96.2214, loss: 0.1002 2023-02-25 08:37:46,137 - mmseg - INFO - Iter [137500/160000] lr: 8.438e-06, eta: 5:09:35, time: 0.866, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5073, aux.loss_ce: 0.0397, aux.acc_seg: 96.1491, loss: 0.1016 2023-02-25 08:38:26,363 - mmseg - INFO - Iter [137550/160000] lr: 8.419e-06, eta: 5:08:54, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5645, aux.loss_ce: 0.0385, aux.acc_seg: 96.2680, loss: 0.0985 2023-02-25 08:39:06,700 - mmseg - INFO - Iter [137600/160000] lr: 8.400e-06, eta: 5:08:13, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4562, aux.loss_ce: 0.0401, aux.acc_seg: 96.1739, loss: 0.1036 2023-02-25 08:39:49,717 - mmseg - INFO - Iter [137650/160000] lr: 8.382e-06, eta: 5:07:32, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5746, aux.loss_ce: 0.0381, aux.acc_seg: 96.3072, loss: 0.0981 2023-02-25 08:40:29,944 - mmseg - INFO - Iter [137700/160000] lr: 8.363e-06, eta: 5:06:50, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4072, aux.loss_ce: 0.0403, aux.acc_seg: 96.1210, loss: 0.1047 2023-02-25 08:41:10,316 - mmseg - INFO - Iter [137750/160000] lr: 8.344e-06, eta: 5:06:09, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4583, aux.loss_ce: 0.0403, aux.acc_seg: 96.0880, loss: 0.1030 2023-02-25 08:41:50,756 - mmseg - INFO - Iter [137800/160000] lr: 8.325e-06, eta: 5:05:27, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4547, aux.loss_ce: 0.0404, aux.acc_seg: 96.1186, loss: 0.1037 2023-02-25 08:42:33,776 - mmseg - INFO - Iter [137850/160000] lr: 8.307e-06, eta: 5:04:46, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4504, aux.loss_ce: 0.0398, aux.acc_seg: 96.1477, loss: 0.1031 2023-02-25 08:43:13,956 - mmseg - INFO - Iter [137900/160000] lr: 8.288e-06, eta: 5:04:05, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5355, aux.loss_ce: 0.0387, aux.acc_seg: 96.2477, loss: 0.0997 2023-02-25 08:43:54,152 - mmseg - INFO - Iter [137950/160000] lr: 8.269e-06, eta: 5:03:23, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3654, aux.loss_ce: 0.0399, aux.acc_seg: 96.1535, loss: 0.1053 2023-02-25 08:44:34,386 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 08:44:34,387 - mmseg - INFO - Iter [138000/160000] lr: 8.250e-06, eta: 5:02:42, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5650, aux.loss_ce: 0.0393, aux.acc_seg: 96.1943, loss: 0.1002 2023-02-25 08:45:17,449 - mmseg - INFO - Iter [138050/160000] lr: 8.232e-06, eta: 5:02:01, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5522, aux.loss_ce: 0.0386, aux.acc_seg: 96.2454, loss: 0.0988 2023-02-25 08:45:58,092 - mmseg - INFO - Iter [138100/160000] lr: 8.213e-06, eta: 5:01:20, time: 0.813, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4304, aux.loss_ce: 0.0395, aux.acc_seg: 96.1991, loss: 0.1032 2023-02-25 08:46:38,386 - mmseg - INFO - Iter [138150/160000] lr: 8.194e-06, eta: 5:00:38, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5135, aux.loss_ce: 0.0390, aux.acc_seg: 96.2096, loss: 0.1003 2023-02-25 08:47:21,340 - mmseg - INFO - Iter [138200/160000] lr: 8.175e-06, eta: 4:59:57, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0593, decode.acc_seg: 97.6249, aux.loss_ce: 0.0378, aux.acc_seg: 96.3673, loss: 0.0970 2023-02-25 08:48:01,609 - mmseg - INFO - Iter [138250/160000] lr: 8.157e-06, eta: 4:59:16, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4997, aux.loss_ce: 0.0395, aux.acc_seg: 96.1933, loss: 0.1016 2023-02-25 08:48:41,930 - mmseg - INFO - Iter [138300/160000] lr: 8.138e-06, eta: 4:58:34, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4823, aux.loss_ce: 0.0404, aux.acc_seg: 96.0980, loss: 0.1027 2023-02-25 08:49:22,157 - mmseg - INFO - Iter [138350/160000] lr: 8.119e-06, eta: 4:57:53, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4814, aux.loss_ce: 0.0400, aux.acc_seg: 96.1313, loss: 0.1029 2023-02-25 08:50:06,553 - mmseg - INFO - Iter [138400/160000] lr: 8.100e-06, eta: 4:57:12, time: 0.888, data_time: 0.093, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5620, aux.loss_ce: 0.0386, aux.acc_seg: 96.2235, loss: 0.0987 2023-02-25 08:50:46,692 - mmseg - INFO - Iter [138450/160000] lr: 8.082e-06, eta: 4:56:31, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5692, aux.loss_ce: 0.0397, aux.acc_seg: 96.1979, loss: 0.0996 2023-02-25 08:51:26,893 - mmseg - INFO - Iter [138500/160000] lr: 8.063e-06, eta: 4:55:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3783, aux.loss_ce: 0.0413, aux.acc_seg: 96.0232, loss: 0.1063 2023-02-25 08:52:07,133 - mmseg - INFO - Iter [138550/160000] lr: 8.044e-06, eta: 4:55:08, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4461, aux.loss_ce: 0.0389, aux.acc_seg: 96.2188, loss: 0.1026 2023-02-25 08:52:50,283 - mmseg - INFO - Iter [138600/160000] lr: 8.025e-06, eta: 4:54:27, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5577, aux.loss_ce: 0.0401, aux.acc_seg: 96.1454, loss: 0.1009 2023-02-25 08:53:30,470 - mmseg - INFO - Iter [138650/160000] lr: 8.007e-06, eta: 4:53:45, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.3982, aux.loss_ce: 0.0407, aux.acc_seg: 96.0002, loss: 0.1051 2023-02-25 08:54:10,759 - mmseg - INFO - Iter [138700/160000] lr: 7.988e-06, eta: 4:53:04, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0596, decode.acc_seg: 97.5834, aux.loss_ce: 0.0393, aux.acc_seg: 96.2179, loss: 0.0989 2023-02-25 08:54:51,042 - mmseg - INFO - Iter [138750/160000] lr: 7.969e-06, eta: 4:52:22, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.4253, aux.loss_ce: 0.0405, aux.acc_seg: 96.1068, loss: 0.1048 2023-02-25 08:55:34,088 - mmseg - INFO - Iter [138800/160000] lr: 7.950e-06, eta: 4:51:41, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0591, decode.acc_seg: 97.6042, aux.loss_ce: 0.0386, aux.acc_seg: 96.2419, loss: 0.0977 2023-02-25 08:56:14,262 - mmseg - INFO - Iter [138850/160000] lr: 7.932e-06, eta: 4:51:00, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4741, aux.loss_ce: 0.0390, aux.acc_seg: 96.2292, loss: 0.1016 2023-02-25 08:56:54,547 - mmseg - INFO - Iter [138900/160000] lr: 7.913e-06, eta: 4:50:18, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5091, aux.loss_ce: 0.0402, aux.acc_seg: 96.0808, loss: 0.1015 2023-02-25 08:57:37,542 - mmseg - INFO - Iter [138950/160000] lr: 7.894e-06, eta: 4:49:37, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0654, decode.acc_seg: 97.3587, aux.loss_ce: 0.0401, aux.acc_seg: 96.1591, loss: 0.1054 2023-02-25 08:58:17,715 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 08:58:17,715 - mmseg - INFO - Iter [139000/160000] lr: 7.875e-06, eta: 4:48:56, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4843, aux.loss_ce: 0.0406, aux.acc_seg: 96.0714, loss: 0.1031 2023-02-25 08:58:58,120 - mmseg - INFO - Iter [139050/160000] lr: 7.857e-06, eta: 4:48:15, time: 0.808, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.4954, aux.loss_ce: 0.0392, aux.acc_seg: 96.1999, loss: 0.1009 2023-02-25 08:59:38,330 - mmseg - INFO - Iter [139100/160000] lr: 7.838e-06, eta: 4:47:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0598, decode.acc_seg: 97.5887, aux.loss_ce: 0.0388, aux.acc_seg: 96.2438, loss: 0.0986 2023-02-25 09:00:21,616 - mmseg - INFO - Iter [139150/160000] lr: 7.819e-06, eta: 4:46:52, time: 0.866, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3825, aux.loss_ce: 0.0401, aux.acc_seg: 96.1386, loss: 0.1050 2023-02-25 09:01:01,832 - mmseg - INFO - Iter [139200/160000] lr: 7.800e-06, eta: 4:46:11, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5023, aux.loss_ce: 0.0388, aux.acc_seg: 96.2773, loss: 0.1005 2023-02-25 09:01:42,053 - mmseg - INFO - Iter [139250/160000] lr: 7.782e-06, eta: 4:45:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3804, aux.loss_ce: 0.0417, aux.acc_seg: 96.0144, loss: 0.1074 2023-02-25 09:02:22,416 - mmseg - INFO - Iter [139300/160000] lr: 7.763e-06, eta: 4:44:48, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5165, aux.loss_ce: 0.0412, aux.acc_seg: 96.0258, loss: 0.1026 2023-02-25 09:03:05,369 - mmseg - INFO - Iter [139350/160000] lr: 7.744e-06, eta: 4:44:07, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5246, aux.loss_ce: 0.0388, aux.acc_seg: 96.2536, loss: 0.1005 2023-02-25 09:03:45,563 - mmseg - INFO - Iter [139400/160000] lr: 7.725e-06, eta: 4:43:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5335, aux.loss_ce: 0.0414, aux.acc_seg: 96.0123, loss: 0.1030 2023-02-25 09:04:25,844 - mmseg - INFO - Iter [139450/160000] lr: 7.707e-06, eta: 4:42:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4437, aux.loss_ce: 0.0395, aux.acc_seg: 96.1466, loss: 0.1023 2023-02-25 09:05:06,011 - mmseg - INFO - Iter [139500/160000] lr: 7.688e-06, eta: 4:42:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5791, aux.loss_ce: 0.0394, aux.acc_seg: 96.1994, loss: 0.0992 2023-02-25 09:05:49,042 - mmseg - INFO - Iter [139550/160000] lr: 7.669e-06, eta: 4:41:22, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.3949, aux.loss_ce: 0.0414, aux.acc_seg: 95.9640, loss: 0.1054 2023-02-25 09:06:29,297 - mmseg - INFO - Iter [139600/160000] lr: 7.650e-06, eta: 4:40:40, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5040, aux.loss_ce: 0.0389, aux.acc_seg: 96.1969, loss: 0.1006 2023-02-25 09:07:09,520 - mmseg - INFO - Iter [139650/160000] lr: 7.632e-06, eta: 4:39:59, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5525, aux.loss_ce: 0.0398, aux.acc_seg: 96.1415, loss: 0.1007 2023-02-25 09:07:52,526 - mmseg - INFO - Iter [139700/160000] lr: 7.613e-06, eta: 4:39:18, time: 0.860, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5328, aux.loss_ce: 0.0408, aux.acc_seg: 96.1124, loss: 0.1019 2023-02-25 09:08:32,710 - mmseg - INFO - Iter [139750/160000] lr: 7.594e-06, eta: 4:38:36, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4692, aux.loss_ce: 0.0398, aux.acc_seg: 96.1688, loss: 0.1024 2023-02-25 09:09:13,245 - mmseg - INFO - Iter [139800/160000] lr: 7.575e-06, eta: 4:37:55, time: 0.811, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4992, aux.loss_ce: 0.0402, aux.acc_seg: 96.1164, loss: 0.1026 2023-02-25 09:09:53,457 - mmseg - INFO - Iter [139850/160000] lr: 7.557e-06, eta: 4:37:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5137, aux.loss_ce: 0.0388, aux.acc_seg: 96.2357, loss: 0.1003 2023-02-25 09:10:36,406 - mmseg - INFO - Iter [139900/160000] lr: 7.538e-06, eta: 4:36:32, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0576, decode.acc_seg: 97.6661, aux.loss_ce: 0.0381, aux.acc_seg: 96.3102, loss: 0.0957 2023-02-25 09:11:16,569 - mmseg - INFO - Iter [139950/160000] lr: 7.519e-06, eta: 4:35:51, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4210, aux.loss_ce: 0.0395, aux.acc_seg: 96.1493, loss: 0.1032 2023-02-25 09:11:56,743 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 09:11:56,743 - mmseg - INFO - Iter [140000/160000] lr: 7.500e-06, eta: 4:35:10, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4357, aux.loss_ce: 0.0410, aux.acc_seg: 96.0707, loss: 0.1050 2023-02-25 09:12:36,979 - mmseg - INFO - Iter [140050/160000] lr: 7.482e-06, eta: 4:34:28, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0656, decode.acc_seg: 97.3538, aux.loss_ce: 0.0433, aux.acc_seg: 95.8076, loss: 0.1089 2023-02-25 09:13:20,039 - mmseg - INFO - Iter [140100/160000] lr: 7.463e-06, eta: 4:33:47, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5393, aux.loss_ce: 0.0396, aux.acc_seg: 96.1678, loss: 0.1002 2023-02-25 09:14:00,302 - mmseg - INFO - Iter [140150/160000] lr: 7.444e-06, eta: 4:33:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4731, aux.loss_ce: 0.0389, aux.acc_seg: 96.2127, loss: 0.1010 2023-02-25 09:14:40,557 - mmseg - INFO - Iter [140200/160000] lr: 7.425e-06, eta: 4:32:24, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3682, aux.loss_ce: 0.0406, aux.acc_seg: 96.1009, loss: 0.1059 2023-02-25 09:15:23,747 - mmseg - INFO - Iter [140250/160000] lr: 7.407e-06, eta: 4:31:43, time: 0.864, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0595, decode.acc_seg: 97.5941, aux.loss_ce: 0.0382, aux.acc_seg: 96.3267, loss: 0.0977 2023-02-25 09:16:03,937 - mmseg - INFO - Iter [140300/160000] lr: 7.388e-06, eta: 4:31:02, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4608, aux.loss_ce: 0.0398, aux.acc_seg: 96.1408, loss: 0.1028 2023-02-25 09:16:44,367 - mmseg - INFO - Iter [140350/160000] lr: 7.369e-06, eta: 4:30:20, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0674, decode.acc_seg: 97.3123, aux.loss_ce: 0.0420, aux.acc_seg: 95.9475, loss: 0.1094 2023-02-25 09:17:24,744 - mmseg - INFO - Iter [140400/160000] lr: 7.350e-06, eta: 4:29:39, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5006, aux.loss_ce: 0.0385, aux.acc_seg: 96.2706, loss: 0.1004 2023-02-25 09:18:07,748 - mmseg - INFO - Iter [140450/160000] lr: 7.332e-06, eta: 4:28:58, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5559, aux.loss_ce: 0.0393, aux.acc_seg: 96.1960, loss: 0.1000 2023-02-25 09:18:48,317 - mmseg - INFO - Iter [140500/160000] lr: 7.313e-06, eta: 4:28:17, time: 0.811, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4184, aux.loss_ce: 0.0422, aux.acc_seg: 95.9456, loss: 0.1063 2023-02-25 09:19:28,536 - mmseg - INFO - Iter [140550/160000] lr: 7.294e-06, eta: 4:27:35, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0598, decode.acc_seg: 97.5845, aux.loss_ce: 0.0396, aux.acc_seg: 96.1785, loss: 0.0993 2023-02-25 09:20:08,797 - mmseg - INFO - Iter [140600/160000] lr: 7.275e-06, eta: 4:26:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4653, aux.loss_ce: 0.0396, aux.acc_seg: 96.1662, loss: 0.1026 2023-02-25 09:20:51,914 - mmseg - INFO - Iter [140650/160000] lr: 7.257e-06, eta: 4:26:13, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4289, aux.loss_ce: 0.0399, aux.acc_seg: 96.1300, loss: 0.1032 2023-02-25 09:21:32,141 - mmseg - INFO - Iter [140700/160000] lr: 7.238e-06, eta: 4:25:31, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.4929, aux.loss_ce: 0.0408, aux.acc_seg: 96.0325, loss: 0.1026 2023-02-25 09:22:12,334 - mmseg - INFO - Iter [140750/160000] lr: 7.219e-06, eta: 4:24:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5763, aux.loss_ce: 0.0403, aux.acc_seg: 96.1393, loss: 0.1005 2023-02-25 09:22:52,717 - mmseg - INFO - Iter [140800/160000] lr: 7.200e-06, eta: 4:24:09, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3321, aux.loss_ce: 0.0421, aux.acc_seg: 95.9920, loss: 0.1086 2023-02-25 09:23:35,793 - mmseg - INFO - Iter [140850/160000] lr: 7.182e-06, eta: 4:23:28, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5425, aux.loss_ce: 0.0393, aux.acc_seg: 96.2167, loss: 0.1006 2023-02-25 09:24:16,034 - mmseg - INFO - Iter [140900/160000] lr: 7.163e-06, eta: 4:22:46, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5257, aux.loss_ce: 0.0389, aux.acc_seg: 96.2443, loss: 0.1002 2023-02-25 09:24:56,265 - mmseg - INFO - Iter [140950/160000] lr: 7.144e-06, eta: 4:22:05, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4966, aux.loss_ce: 0.0401, aux.acc_seg: 96.1575, loss: 0.1024 2023-02-25 09:25:39,259 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 09:25:39,259 - mmseg - INFO - Iter [141000/160000] lr: 7.125e-06, eta: 4:21:24, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5181, aux.loss_ce: 0.0397, aux.acc_seg: 96.1909, loss: 0.1015 2023-02-25 09:26:19,449 - mmseg - INFO - Iter [141050/160000] lr: 7.107e-06, eta: 4:20:42, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4637, aux.loss_ce: 0.0399, aux.acc_seg: 96.1190, loss: 0.1024 2023-02-25 09:26:59,653 - mmseg - INFO - Iter [141100/160000] lr: 7.088e-06, eta: 4:20:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5563, aux.loss_ce: 0.0404, aux.acc_seg: 96.0600, loss: 0.1006 2023-02-25 09:27:40,128 - mmseg - INFO - Iter [141150/160000] lr: 7.069e-06, eta: 4:19:19, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4308, aux.loss_ce: 0.0409, aux.acc_seg: 96.0461, loss: 0.1039 2023-02-25 09:28:23,203 - mmseg - INFO - Iter [141200/160000] lr: 7.050e-06, eta: 4:18:38, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5611, aux.loss_ce: 0.0391, aux.acc_seg: 96.2239, loss: 0.0998 2023-02-25 09:29:03,395 - mmseg - INFO - Iter [141250/160000] lr: 7.032e-06, eta: 4:17:57, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0579, decode.acc_seg: 97.6597, aux.loss_ce: 0.0400, aux.acc_seg: 96.1647, loss: 0.0979 2023-02-25 09:29:43,731 - mmseg - INFO - Iter [141300/160000] lr: 7.013e-06, eta: 4:17:16, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0637, decode.acc_seg: 97.4249, aux.loss_ce: 0.0400, aux.acc_seg: 96.1442, loss: 0.1036 2023-02-25 09:30:24,009 - mmseg - INFO - Iter [141350/160000] lr: 6.994e-06, eta: 4:16:34, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4225, aux.loss_ce: 0.0408, aux.acc_seg: 96.0436, loss: 0.1046 2023-02-25 09:31:07,101 - mmseg - INFO - Iter [141400/160000] lr: 6.975e-06, eta: 4:15:53, time: 0.862, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0665, decode.acc_seg: 97.3178, aux.loss_ce: 0.0404, aux.acc_seg: 96.0775, loss: 0.1069 2023-02-25 09:31:47,406 - mmseg - INFO - Iter [141450/160000] lr: 6.957e-06, eta: 4:15:12, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5147, aux.loss_ce: 0.0396, aux.acc_seg: 96.1628, loss: 0.1010 2023-02-25 09:32:27,631 - mmseg - INFO - Iter [141500/160000] lr: 6.938e-06, eta: 4:14:30, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4786, aux.loss_ce: 0.0390, aux.acc_seg: 96.2209, loss: 0.1018 2023-02-25 09:33:10,677 - mmseg - INFO - Iter [141550/160000] lr: 6.919e-06, eta: 4:13:49, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0593, decode.acc_seg: 97.5945, aux.loss_ce: 0.0391, aux.acc_seg: 96.2078, loss: 0.0985 2023-02-25 09:33:50,982 - mmseg - INFO - Iter [141600/160000] lr: 6.900e-06, eta: 4:13:08, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0568, decode.acc_seg: 97.6992, aux.loss_ce: 0.0384, aux.acc_seg: 96.2653, loss: 0.0952 2023-02-25 09:34:31,227 - mmseg - INFO - Iter [141650/160000] lr: 6.882e-06, eta: 4:12:26, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4067, aux.loss_ce: 0.0412, aux.acc_seg: 96.0172, loss: 0.1057 2023-02-25 09:35:11,411 - mmseg - INFO - Iter [141700/160000] lr: 6.863e-06, eta: 4:11:45, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5771, aux.loss_ce: 0.0374, aux.acc_seg: 96.3707, loss: 0.0974 2023-02-25 09:35:54,314 - mmseg - INFO - Iter [141750/160000] lr: 6.844e-06, eta: 4:11:04, time: 0.858, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0650, decode.acc_seg: 97.3773, aux.loss_ce: 0.0413, aux.acc_seg: 96.0319, loss: 0.1063 2023-02-25 09:36:34,521 - mmseg - INFO - Iter [141800/160000] lr: 6.825e-06, eta: 4:10:23, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4868, aux.loss_ce: 0.0393, aux.acc_seg: 96.2428, loss: 0.1019 2023-02-25 09:37:14,691 - mmseg - INFO - Iter [141850/160000] lr: 6.807e-06, eta: 4:09:41, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5644, aux.loss_ce: 0.0390, aux.acc_seg: 96.2543, loss: 0.0995 2023-02-25 09:37:54,889 - mmseg - INFO - Iter [141900/160000] lr: 6.788e-06, eta: 4:09:00, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5337, aux.loss_ce: 0.0389, aux.acc_seg: 96.2356, loss: 0.1002 2023-02-25 09:38:37,988 - mmseg - INFO - Iter [141950/160000] lr: 6.769e-06, eta: 4:08:19, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4848, aux.loss_ce: 0.0393, aux.acc_seg: 96.1802, loss: 0.1019 2023-02-25 09:39:18,571 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 09:39:18,571 - mmseg - INFO - Iter [142000/160000] lr: 6.750e-06, eta: 4:07:37, time: 0.812, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5447, aux.loss_ce: 0.0390, aux.acc_seg: 96.2227, loss: 0.0996 2023-02-25 09:39:58,743 - mmseg - INFO - Iter [142050/160000] lr: 6.732e-06, eta: 4:06:56, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5114, aux.loss_ce: 0.0391, aux.acc_seg: 96.2110, loss: 0.1004 2023-02-25 09:40:39,003 - mmseg - INFO - Iter [142100/160000] lr: 6.713e-06, eta: 4:06:15, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0653, decode.acc_seg: 97.3574, aux.loss_ce: 0.0417, aux.acc_seg: 95.9997, loss: 0.1069 2023-02-25 09:41:21,962 - mmseg - INFO - Iter [142150/160000] lr: 6.694e-06, eta: 4:05:33, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4598, aux.loss_ce: 0.0402, aux.acc_seg: 96.0847, loss: 0.1030 2023-02-25 09:42:02,160 - mmseg - INFO - Iter [142200/160000] lr: 6.675e-06, eta: 4:04:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4547, aux.loss_ce: 0.0403, aux.acc_seg: 96.1369, loss: 0.1033 2023-02-25 09:42:42,350 - mmseg - INFO - Iter [142250/160000] lr: 6.657e-06, eta: 4:04:11, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5448, aux.loss_ce: 0.0420, aux.acc_seg: 95.9716, loss: 0.1032 2023-02-25 09:43:25,560 - mmseg - INFO - Iter [142300/160000] lr: 6.638e-06, eta: 4:03:30, time: 0.864, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4974, aux.loss_ce: 0.0397, aux.acc_seg: 96.1753, loss: 0.1018 2023-02-25 09:44:05,830 - mmseg - INFO - Iter [142350/160000] lr: 6.619e-06, eta: 4:02:48, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4526, aux.loss_ce: 0.0391, aux.acc_seg: 96.1869, loss: 0.1016 2023-02-25 09:44:46,111 - mmseg - INFO - Iter [142400/160000] lr: 6.600e-06, eta: 4:02:07, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4689, aux.loss_ce: 0.0402, aux.acc_seg: 96.1112, loss: 0.1030 2023-02-25 09:45:26,341 - mmseg - INFO - Iter [142450/160000] lr: 6.582e-06, eta: 4:01:25, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.4933, aux.loss_ce: 0.0401, aux.acc_seg: 96.1099, loss: 0.1016 2023-02-25 09:46:09,430 - mmseg - INFO - Iter [142500/160000] lr: 6.563e-06, eta: 4:00:44, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5733, aux.loss_ce: 0.0390, aux.acc_seg: 96.2712, loss: 0.0998 2023-02-25 09:46:49,629 - mmseg - INFO - Iter [142550/160000] lr: 6.544e-06, eta: 4:00:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5175, aux.loss_ce: 0.0381, aux.acc_seg: 96.2579, loss: 0.0990 2023-02-25 09:47:29,829 - mmseg - INFO - Iter [142600/160000] lr: 6.525e-06, eta: 3:59:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0588, decode.acc_seg: 97.6214, aux.loss_ce: 0.0376, aux.acc_seg: 96.3855, loss: 0.0965 2023-02-25 09:48:10,013 - mmseg - INFO - Iter [142650/160000] lr: 6.507e-06, eta: 3:58:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5321, aux.loss_ce: 0.0394, aux.acc_seg: 96.1788, loss: 0.1002 2023-02-25 09:48:52,963 - mmseg - INFO - Iter [142700/160000] lr: 6.488e-06, eta: 3:57:59, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0594, decode.acc_seg: 97.6029, aux.loss_ce: 0.0387, aux.acc_seg: 96.2469, loss: 0.0981 2023-02-25 09:49:33,177 - mmseg - INFO - Iter [142750/160000] lr: 6.469e-06, eta: 3:57:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5561, aux.loss_ce: 0.0405, aux.acc_seg: 96.1148, loss: 0.1015 2023-02-25 09:50:13,871 - mmseg - INFO - Iter [142800/160000] lr: 6.450e-06, eta: 3:56:36, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4476, aux.loss_ce: 0.0392, aux.acc_seg: 96.1701, loss: 0.1018 2023-02-25 09:50:56,872 - mmseg - INFO - Iter [142850/160000] lr: 6.432e-06, eta: 3:55:55, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5450, aux.loss_ce: 0.0389, aux.acc_seg: 96.2202, loss: 0.0994 2023-02-25 09:51:37,073 - mmseg - INFO - Iter [142900/160000] lr: 6.413e-06, eta: 3:55:14, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4796, aux.loss_ce: 0.0394, aux.acc_seg: 96.1893, loss: 0.1021 2023-02-25 09:52:17,494 - mmseg - INFO - Iter [142950/160000] lr: 6.394e-06, eta: 3:54:33, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0571, decode.acc_seg: 97.6773, aux.loss_ce: 0.0385, aux.acc_seg: 96.2785, loss: 0.0956 2023-02-25 09:52:57,707 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 09:52:57,707 - mmseg - INFO - Iter [143000/160000] lr: 6.375e-06, eta: 3:53:51, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5286, aux.loss_ce: 0.0406, aux.acc_seg: 96.0894, loss: 0.1018 2023-02-25 09:53:40,696 - mmseg - INFO - Iter [143050/160000] lr: 6.357e-06, eta: 3:53:10, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0584, decode.acc_seg: 97.6287, aux.loss_ce: 0.0372, aux.acc_seg: 96.4051, loss: 0.0956 2023-02-25 09:54:20,886 - mmseg - INFO - Iter [143100/160000] lr: 6.338e-06, eta: 3:52:29, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4138, aux.loss_ce: 0.0406, aux.acc_seg: 96.0864, loss: 0.1049 2023-02-25 09:55:01,099 - mmseg - INFO - Iter [143150/160000] lr: 6.319e-06, eta: 3:51:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0660, decode.acc_seg: 97.3129, aux.loss_ce: 0.0404, aux.acc_seg: 96.0540, loss: 0.1065 2023-02-25 09:55:41,335 - mmseg - INFO - Iter [143200/160000] lr: 6.300e-06, eta: 3:51:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.4194, aux.loss_ce: 0.0390, aux.acc_seg: 96.2169, loss: 0.1031 2023-02-25 09:56:24,302 - mmseg - INFO - Iter [143250/160000] lr: 6.282e-06, eta: 3:50:25, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0649, decode.acc_seg: 97.3726, aux.loss_ce: 0.0392, aux.acc_seg: 96.1981, loss: 0.1041 2023-02-25 09:57:04,633 - mmseg - INFO - Iter [143300/160000] lr: 6.263e-06, eta: 3:49:43, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4878, aux.loss_ce: 0.0387, aux.acc_seg: 96.2628, loss: 0.1012 2023-02-25 09:57:44,891 - mmseg - INFO - Iter [143350/160000] lr: 6.244e-06, eta: 3:49:02, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5705, aux.loss_ce: 0.0395, aux.acc_seg: 96.1919, loss: 0.0997 2023-02-25 09:58:25,135 - mmseg - INFO - Iter [143400/160000] lr: 6.225e-06, eta: 3:48:21, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.4913, aux.loss_ce: 0.0407, aux.acc_seg: 96.0766, loss: 0.1026 2023-02-25 09:59:08,363 - mmseg - INFO - Iter [143450/160000] lr: 6.207e-06, eta: 3:47:40, time: 0.865, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5144, aux.loss_ce: 0.0404, aux.acc_seg: 96.1545, loss: 0.1021 2023-02-25 09:59:49,119 - mmseg - INFO - Iter [143500/160000] lr: 6.188e-06, eta: 3:46:58, time: 0.815, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5332, aux.loss_ce: 0.0406, aux.acc_seg: 96.1000, loss: 0.1018 2023-02-25 10:00:29,533 - mmseg - INFO - Iter [143550/160000] lr: 6.169e-06, eta: 3:46:17, time: 0.808, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0657, decode.acc_seg: 97.3481, aux.loss_ce: 0.0413, aux.acc_seg: 96.0353, loss: 0.1070 2023-02-25 10:01:12,604 - mmseg - INFO - Iter [143600/160000] lr: 6.150e-06, eta: 3:45:36, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5421, aux.loss_ce: 0.0390, aux.acc_seg: 96.2398, loss: 0.1003 2023-02-25 10:01:52,789 - mmseg - INFO - Iter [143650/160000] lr: 6.132e-06, eta: 3:44:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4614, aux.loss_ce: 0.0404, aux.acc_seg: 96.0866, loss: 0.1035 2023-02-25 10:02:32,980 - mmseg - INFO - Iter [143700/160000] lr: 6.113e-06, eta: 3:44:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4902, aux.loss_ce: 0.0405, aux.acc_seg: 96.1112, loss: 0.1031 2023-02-25 10:03:13,169 - mmseg - INFO - Iter [143750/160000] lr: 6.094e-06, eta: 3:43:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0658, decode.acc_seg: 97.3369, aux.loss_ce: 0.0405, aux.acc_seg: 96.0744, loss: 0.1063 2023-02-25 10:03:56,787 - mmseg - INFO - Iter [143800/160000] lr: 6.075e-06, eta: 3:42:51, time: 0.872, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5863, aux.loss_ce: 0.0385, aux.acc_seg: 96.2765, loss: 0.0982 2023-02-25 10:04:37,279 - mmseg - INFO - Iter [143850/160000] lr: 6.057e-06, eta: 3:42:09, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0585, decode.acc_seg: 97.6192, aux.loss_ce: 0.0393, aux.acc_seg: 96.2171, loss: 0.0978 2023-02-25 10:05:17,493 - mmseg - INFO - Iter [143900/160000] lr: 6.038e-06, eta: 3:41:28, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4479, aux.loss_ce: 0.0409, aux.acc_seg: 96.0850, loss: 0.1051 2023-02-25 10:05:57,710 - mmseg - INFO - Iter [143950/160000] lr: 6.019e-06, eta: 3:40:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4632, aux.loss_ce: 0.0397, aux.acc_seg: 96.1318, loss: 0.1023 2023-02-25 10:06:40,679 - mmseg - INFO - Saving checkpoint at 144000 iterations 2023-02-25 10:06:42,022 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 10:06:42,025 - mmseg - INFO - Iter [144000/160000] lr: 6.000e-06, eta: 3:40:06, time: 0.886, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5447, aux.loss_ce: 0.0379, aux.acc_seg: 96.3122, loss: 0.0984 2023-02-25 10:07:34,829 - mmseg - INFO - per class results: 2023-02-25 10:07:34,831 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.65 | 99.3 | | sidewalk | 88.32 | 94.19 | | building | 93.45 | 97.31 | | wall | 58.55 | 65.77 | | fence | 67.48 | 74.82 | | pole | 71.42 | 81.97 | | traffic light | 75.64 | 84.74 | | traffic sign | 83.78 | 90.53 | | vegetation | 93.13 | 96.56 | | terrain | 66.62 | 76.22 | | sky | 95.32 | 98.45 | | person | 84.99 | 92.67 | | rider | 66.26 | 77.08 | | car | 96.13 | 98.11 | | truck | 86.12 | 89.87 | | bus | 91.23 | 94.81 | | train | 80.5 | 82.32 | | motorcycle | 71.75 | 79.87 | | bicycle | 81.34 | 89.87 | +---------------+-------+-------+ 2023-02-25 10:07:34,831 - mmseg - INFO - Summary: 2023-02-25 10:07:34,831 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 96.74 | 81.62 | 87.6 | +-------+-------+------+ 2023-02-25 10:07:34,831 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 10:07:34,832 - mmseg - INFO - Iter(val) [125] aAcc: 0.9674, mIoU: 0.8162, mAcc: 0.8760, IoU.road: 0.9865, IoU.sidewalk: 0.8832, IoU.building: 0.9345, IoU.wall: 0.5855, IoU.fence: 0.6748, IoU.pole: 0.7142, IoU.traffic light: 0.7564, IoU.traffic sign: 0.8378, IoU.vegetation: 0.9313, IoU.terrain: 0.6662, IoU.sky: 0.9532, IoU.person: 0.8499, IoU.rider: 0.6626, IoU.car: 0.9613, IoU.truck: 0.8612, IoU.bus: 0.9123, IoU.train: 0.8050, IoU.motorcycle: 0.7175, IoU.bicycle: 0.8134, Acc.road: 0.9930, Acc.sidewalk: 0.9419, Acc.building: 0.9731, Acc.wall: 0.6577, Acc.fence: 0.7482, Acc.pole: 0.8197, Acc.traffic light: 0.8474, Acc.traffic sign: 0.9053, Acc.vegetation: 0.9656, Acc.terrain: 0.7622, Acc.sky: 0.9845, Acc.person: 0.9267, Acc.rider: 0.7708, Acc.car: 0.9811, Acc.truck: 0.8987, Acc.bus: 0.9481, Acc.train: 0.8232, Acc.motorcycle: 0.7987, Acc.bicycle: 0.8987 2023-02-25 10:08:15,008 - mmseg - INFO - Iter [144050/160000] lr: 5.982e-06, eta: 3:39:30, time: 1.860, data_time: 1.066, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5183, aux.loss_ce: 0.0398, aux.acc_seg: 96.1363, loss: 0.1011 2023-02-25 10:08:55,318 - mmseg - INFO - Iter [144100/160000] lr: 5.963e-06, eta: 3:38:49, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0585, decode.acc_seg: 97.6318, aux.loss_ce: 0.0394, aux.acc_seg: 96.1659, loss: 0.0979 2023-02-25 10:09:35,564 - mmseg - INFO - Iter [144150/160000] lr: 5.944e-06, eta: 3:38:07, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5412, aux.loss_ce: 0.0381, aux.acc_seg: 96.2893, loss: 0.0986 2023-02-25 10:10:18,586 - mmseg - INFO - Iter [144200/160000] lr: 5.925e-06, eta: 3:37:26, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4995, aux.loss_ce: 0.0390, aux.acc_seg: 96.2739, loss: 0.1018 2023-02-25 10:10:59,276 - mmseg - INFO - Iter [144250/160000] lr: 5.907e-06, eta: 3:36:45, time: 0.814, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5392, aux.loss_ce: 0.0415, aux.acc_seg: 95.9896, loss: 0.1024 2023-02-25 10:11:39,531 - mmseg - INFO - Iter [144300/160000] lr: 5.888e-06, eta: 3:36:03, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4869, aux.loss_ce: 0.0406, aux.acc_seg: 96.0909, loss: 0.1031 2023-02-25 10:12:22,743 - mmseg - INFO - Iter [144350/160000] lr: 5.869e-06, eta: 3:35:22, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5475, aux.loss_ce: 0.0377, aux.acc_seg: 96.3512, loss: 0.0987 2023-02-25 10:13:02,946 - mmseg - INFO - Iter [144400/160000] lr: 5.850e-06, eta: 3:34:41, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5078, aux.loss_ce: 0.0397, aux.acc_seg: 96.1154, loss: 0.1010 2023-02-25 10:13:43,214 - mmseg - INFO - Iter [144450/160000] lr: 5.832e-06, eta: 3:34:00, time: 0.805, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4751, aux.loss_ce: 0.0383, aux.acc_seg: 96.3091, loss: 0.1013 2023-02-25 10:14:23,444 - mmseg - INFO - Iter [144500/160000] lr: 5.813e-06, eta: 3:33:18, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4397, aux.loss_ce: 0.0404, aux.acc_seg: 96.1327, loss: 0.1046 2023-02-25 10:15:07,067 - mmseg - INFO - Iter [144550/160000] lr: 5.794e-06, eta: 3:32:37, time: 0.872, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5372, aux.loss_ce: 0.0394, aux.acc_seg: 96.1367, loss: 0.1002 2023-02-25 10:15:47,250 - mmseg - INFO - Iter [144600/160000] lr: 5.775e-06, eta: 3:31:56, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5752, aux.loss_ce: 0.0374, aux.acc_seg: 96.3899, loss: 0.0979 2023-02-25 10:16:27,505 - mmseg - INFO - Iter [144650/160000] lr: 5.757e-06, eta: 3:31:14, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5180, aux.loss_ce: 0.0395, aux.acc_seg: 96.1710, loss: 0.1008 2023-02-25 10:17:07,926 - mmseg - INFO - Iter [144700/160000] lr: 5.738e-06, eta: 3:30:33, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4122, aux.loss_ce: 0.0417, aux.acc_seg: 96.0226, loss: 0.1062 2023-02-25 10:17:51,059 - mmseg - INFO - Iter [144750/160000] lr: 5.719e-06, eta: 3:29:52, time: 0.863, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5532, aux.loss_ce: 0.0385, aux.acc_seg: 96.2975, loss: 0.0993 2023-02-25 10:18:31,271 - mmseg - INFO - Iter [144800/160000] lr: 5.700e-06, eta: 3:29:10, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5149, aux.loss_ce: 0.0398, aux.acc_seg: 96.1428, loss: 0.1009 2023-02-25 10:19:11,609 - mmseg - INFO - Iter [144850/160000] lr: 5.682e-06, eta: 3:28:29, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4665, aux.loss_ce: 0.0390, aux.acc_seg: 96.1971, loss: 0.1016 2023-02-25 10:19:55,065 - mmseg - INFO - Iter [144900/160000] lr: 5.663e-06, eta: 3:27:48, time: 0.869, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.4866, aux.loss_ce: 0.0410, aux.acc_seg: 96.0542, loss: 0.1028 2023-02-25 10:20:35,298 - mmseg - INFO - Iter [144950/160000] lr: 5.644e-06, eta: 3:27:07, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5279, aux.loss_ce: 0.0385, aux.acc_seg: 96.2926, loss: 0.0998 2023-02-25 10:21:15,484 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 10:21:15,485 - mmseg - INFO - Iter [145000/160000] lr: 5.625e-06, eta: 3:26:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4306, aux.loss_ce: 0.0394, aux.acc_seg: 96.1525, loss: 0.1026 2023-02-25 10:21:55,651 - mmseg - INFO - Iter [145050/160000] lr: 5.607e-06, eta: 3:25:44, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5705, aux.loss_ce: 0.0399, aux.acc_seg: 96.1316, loss: 0.1001 2023-02-25 10:22:38,804 - mmseg - INFO - Iter [145100/160000] lr: 5.588e-06, eta: 3:25:03, time: 0.863, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5162, aux.loss_ce: 0.0381, aux.acc_seg: 96.2733, loss: 0.0990 2023-02-25 10:23:19,579 - mmseg - INFO - Iter [145150/160000] lr: 5.569e-06, eta: 3:24:21, time: 0.815, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0596, decode.acc_seg: 97.5678, aux.loss_ce: 0.0391, aux.acc_seg: 96.2088, loss: 0.0987 2023-02-25 10:23:59,805 - mmseg - INFO - Iter [145200/160000] lr: 5.550e-06, eta: 3:23:40, time: 0.804, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4866, aux.loss_ce: 0.0403, aux.acc_seg: 96.1220, loss: 0.1029 2023-02-25 10:24:40,036 - mmseg - INFO - Iter [145250/160000] lr: 5.532e-06, eta: 3:22:59, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4879, aux.loss_ce: 0.0388, aux.acc_seg: 96.2639, loss: 0.1011 2023-02-25 10:25:22,969 - mmseg - INFO - Iter [145300/160000] lr: 5.513e-06, eta: 3:22:18, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4740, aux.loss_ce: 0.0398, aux.acc_seg: 96.1843, loss: 0.1024 2023-02-25 10:26:03,808 - mmseg - INFO - Iter [145350/160000] lr: 5.494e-06, eta: 3:21:36, time: 0.817, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5092, aux.loss_ce: 0.0393, aux.acc_seg: 96.2270, loss: 0.1011 2023-02-25 10:26:45,850 - mmseg - INFO - Iter [145400/160000] lr: 5.475e-06, eta: 3:20:55, time: 0.841, data_time: 0.023, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5268, aux.loss_ce: 0.0407, aux.acc_seg: 96.0520, loss: 0.1015 2023-02-25 10:27:26,986 - mmseg - INFO - Iter [145450/160000] lr: 5.457e-06, eta: 3:20:14, time: 0.823, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5333, aux.loss_ce: 0.0391, aux.acc_seg: 96.2146, loss: 0.1001 2023-02-25 10:28:10,031 - mmseg - INFO - Iter [145500/160000] lr: 5.438e-06, eta: 3:19:33, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5524, aux.loss_ce: 0.0389, aux.acc_seg: 96.2145, loss: 0.0991 2023-02-25 10:28:50,272 - mmseg - INFO - Iter [145550/160000] lr: 5.419e-06, eta: 3:18:51, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5803, aux.loss_ce: 0.0392, aux.acc_seg: 96.1834, loss: 0.0991 2023-02-25 10:29:30,450 - mmseg - INFO - Iter [145600/160000] lr: 5.400e-06, eta: 3:18:10, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5159, aux.loss_ce: 0.0385, aux.acc_seg: 96.3073, loss: 0.1005 2023-02-25 10:30:13,530 - mmseg - INFO - Iter [145650/160000] lr: 5.382e-06, eta: 3:17:29, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.5071, aux.loss_ce: 0.0400, aux.acc_seg: 96.1654, loss: 0.1026 2023-02-25 10:30:53,813 - mmseg - INFO - Iter [145700/160000] lr: 5.363e-06, eta: 3:16:47, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5693, aux.loss_ce: 0.0391, aux.acc_seg: 96.1997, loss: 0.0990 2023-02-25 10:31:34,664 - mmseg - INFO - Iter [145750/160000] lr: 5.344e-06, eta: 3:16:06, time: 0.817, data_time: 0.022, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4476, aux.loss_ce: 0.0397, aux.acc_seg: 96.1969, loss: 0.1032 2023-02-25 10:32:15,042 - mmseg - INFO - Iter [145800/160000] lr: 5.325e-06, eta: 3:15:25, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0588, decode.acc_seg: 97.6254, aux.loss_ce: 0.0396, aux.acc_seg: 96.1790, loss: 0.0984 2023-02-25 10:32:58,151 - mmseg - INFO - Iter [145850/160000] lr: 5.307e-06, eta: 3:14:43, time: 0.862, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0589, decode.acc_seg: 97.6027, aux.loss_ce: 0.0382, aux.acc_seg: 96.3095, loss: 0.0970 2023-02-25 10:33:38,416 - mmseg - INFO - Iter [145900/160000] lr: 5.288e-06, eta: 3:14:02, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4404, aux.loss_ce: 0.0402, aux.acc_seg: 96.1133, loss: 0.1037 2023-02-25 10:34:18,651 - mmseg - INFO - Iter [145950/160000] lr: 5.269e-06, eta: 3:13:21, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.5094, aux.loss_ce: 0.0397, aux.acc_seg: 96.2140, loss: 0.1019 2023-02-25 10:34:58,844 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 10:34:58,845 - mmseg - INFO - Iter [146000/160000] lr: 5.250e-06, eta: 3:12:39, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5247, aux.loss_ce: 0.0404, aux.acc_seg: 96.1158, loss: 0.1020 2023-02-25 10:35:42,305 - mmseg - INFO - Iter [146050/160000] lr: 5.232e-06, eta: 3:11:58, time: 0.869, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5418, aux.loss_ce: 0.0395, aux.acc_seg: 96.1476, loss: 0.1004 2023-02-25 10:36:22,734 - mmseg - INFO - Iter [146100/160000] lr: 5.213e-06, eta: 3:11:17, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4693, aux.loss_ce: 0.0387, aux.acc_seg: 96.2758, loss: 0.1013 2023-02-25 10:37:02,957 - mmseg - INFO - Iter [146150/160000] lr: 5.194e-06, eta: 3:10:35, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.4871, aux.loss_ce: 0.0381, aux.acc_seg: 96.2912, loss: 0.0998 2023-02-25 10:37:45,922 - mmseg - INFO - Iter [146200/160000] lr: 5.175e-06, eta: 3:09:54, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5077, aux.loss_ce: 0.0390, aux.acc_seg: 96.1868, loss: 0.1002 2023-02-25 10:38:26,207 - mmseg - INFO - Iter [146250/160000] lr: 5.157e-06, eta: 3:09:13, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4431, aux.loss_ce: 0.0393, aux.acc_seg: 96.1884, loss: 0.1022 2023-02-25 10:39:06,475 - mmseg - INFO - Iter [146300/160000] lr: 5.138e-06, eta: 3:08:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4479, aux.loss_ce: 0.0408, aux.acc_seg: 96.0778, loss: 0.1042 2023-02-25 10:39:46,667 - mmseg - INFO - Iter [146350/160000] lr: 5.119e-06, eta: 3:07:50, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0590, decode.acc_seg: 97.6201, aux.loss_ce: 0.0381, aux.acc_seg: 96.3455, loss: 0.0971 2023-02-25 10:40:29,715 - mmseg - INFO - Iter [146400/160000] lr: 5.100e-06, eta: 3:07:09, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4655, aux.loss_ce: 0.0404, aux.acc_seg: 96.0912, loss: 0.1030 2023-02-25 10:41:10,058 - mmseg - INFO - Iter [146450/160000] lr: 5.082e-06, eta: 3:06:28, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4614, aux.loss_ce: 0.0416, aux.acc_seg: 95.9670, loss: 0.1041 2023-02-25 10:41:50,631 - mmseg - INFO - Iter [146500/160000] lr: 5.063e-06, eta: 3:05:46, time: 0.811, data_time: 0.009, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5616, aux.loss_ce: 0.0388, aux.acc_seg: 96.2400, loss: 0.0993 2023-02-25 10:42:31,006 - mmseg - INFO - Iter [146550/160000] lr: 5.044e-06, eta: 3:05:05, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0645, decode.acc_seg: 97.4112, aux.loss_ce: 0.0412, aux.acc_seg: 95.9997, loss: 0.1057 2023-02-25 10:43:13,990 - mmseg - INFO - Iter [146600/160000] lr: 5.025e-06, eta: 3:04:24, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5676, aux.loss_ce: 0.0380, aux.acc_seg: 96.2760, loss: 0.0981 2023-02-25 10:43:54,945 - mmseg - INFO - Iter [146650/160000] lr: 5.007e-06, eta: 3:03:43, time: 0.819, data_time: 0.019, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5481, aux.loss_ce: 0.0383, aux.acc_seg: 96.3282, loss: 0.0993 2023-02-25 10:44:35,137 - mmseg - INFO - Iter [146700/160000] lr: 4.988e-06, eta: 3:03:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5589, aux.loss_ce: 0.0382, aux.acc_seg: 96.2935, loss: 0.0985 2023-02-25 10:45:15,431 - mmseg - INFO - Iter [146750/160000] lr: 4.969e-06, eta: 3:02:20, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0648, decode.acc_seg: 97.3705, aux.loss_ce: 0.0399, aux.acc_seg: 96.1147, loss: 0.1047 2023-02-25 10:45:58,469 - mmseg - INFO - Iter [146800/160000] lr: 4.950e-06, eta: 3:01:39, time: 0.861, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5605, aux.loss_ce: 0.0406, aux.acc_seg: 96.1004, loss: 0.1013 2023-02-25 10:46:38,712 - mmseg - INFO - Iter [146850/160000] lr: 4.932e-06, eta: 3:00:57, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5800, aux.loss_ce: 0.0398, aux.acc_seg: 96.1871, loss: 0.1000 2023-02-25 10:47:18,901 - mmseg - INFO - Iter [146900/160000] lr: 4.913e-06, eta: 3:00:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4130, aux.loss_ce: 0.0410, aux.acc_seg: 96.0261, loss: 0.1052 2023-02-25 10:48:01,821 - mmseg - INFO - Iter [146950/160000] lr: 4.894e-06, eta: 2:59:35, time: 0.858, data_time: 0.062, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.4955, aux.loss_ce: 0.0397, aux.acc_seg: 96.1490, loss: 0.1013 2023-02-25 10:48:42,027 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 10:48:42,027 - mmseg - INFO - Iter [147000/160000] lr: 4.875e-06, eta: 2:58:53, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4429, aux.loss_ce: 0.0393, aux.acc_seg: 96.1349, loss: 0.1021 2023-02-25 10:49:22,225 - mmseg - INFO - Iter [147050/160000] lr: 4.857e-06, eta: 2:58:12, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5864, aux.loss_ce: 0.0395, aux.acc_seg: 96.1851, loss: 0.0995 2023-02-25 10:50:02,443 - mmseg - INFO - Iter [147100/160000] lr: 4.838e-06, eta: 2:57:31, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4498, aux.loss_ce: 0.0394, aux.acc_seg: 96.1785, loss: 0.1022 2023-02-25 10:50:45,386 - mmseg - INFO - Iter [147150/160000] lr: 4.819e-06, eta: 2:56:49, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0581, decode.acc_seg: 97.6536, aux.loss_ce: 0.0394, aux.acc_seg: 96.2046, loss: 0.0975 2023-02-25 10:51:25,575 - mmseg - INFO - Iter [147200/160000] lr: 4.800e-06, eta: 2:56:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5595, aux.loss_ce: 0.0376, aux.acc_seg: 96.3115, loss: 0.0976 2023-02-25 10:52:05,853 - mmseg - INFO - Iter [147250/160000] lr: 4.782e-06, eta: 2:55:27, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5688, aux.loss_ce: 0.0409, aux.acc_seg: 96.1071, loss: 0.1012 2023-02-25 10:52:46,053 - mmseg - INFO - Iter [147300/160000] lr: 4.763e-06, eta: 2:54:45, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5664, aux.loss_ce: 0.0383, aux.acc_seg: 96.2939, loss: 0.0984 2023-02-25 10:53:29,205 - mmseg - INFO - Iter [147350/160000] lr: 4.744e-06, eta: 2:54:04, time: 0.863, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4688, aux.loss_ce: 0.0389, aux.acc_seg: 96.2251, loss: 0.1013 2023-02-25 10:54:10,144 - mmseg - INFO - Iter [147400/160000] lr: 4.725e-06, eta: 2:53:23, time: 0.819, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0581, decode.acc_seg: 97.6469, aux.loss_ce: 0.0379, aux.acc_seg: 96.3398, loss: 0.0960 2023-02-25 10:54:50,347 - mmseg - INFO - Iter [147450/160000] lr: 4.707e-06, eta: 2:52:42, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5959, aux.loss_ce: 0.0381, aux.acc_seg: 96.3125, loss: 0.0978 2023-02-25 10:55:33,335 - mmseg - INFO - Iter [147500/160000] lr: 4.688e-06, eta: 2:52:00, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.3832, aux.loss_ce: 0.0394, aux.acc_seg: 96.1855, loss: 0.1037 2023-02-25 10:56:13,479 - mmseg - INFO - Iter [147550/160000] lr: 4.669e-06, eta: 2:51:19, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.6234, aux.loss_ce: 0.0391, aux.acc_seg: 96.2032, loss: 0.0979 2023-02-25 10:56:53,685 - mmseg - INFO - Iter [147600/160000] lr: 4.650e-06, eta: 2:50:38, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5779, aux.loss_ce: 0.0389, aux.acc_seg: 96.2169, loss: 0.0986 2023-02-25 10:57:33,936 - mmseg - INFO - Iter [147650/160000] lr: 4.632e-06, eta: 2:49:56, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5350, aux.loss_ce: 0.0390, aux.acc_seg: 96.2868, loss: 0.1009 2023-02-25 10:58:16,931 - mmseg - INFO - Iter [147700/160000] lr: 4.613e-06, eta: 2:49:15, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0598, decode.acc_seg: 97.5914, aux.loss_ce: 0.0375, aux.acc_seg: 96.3785, loss: 0.0973 2023-02-25 10:58:57,114 - mmseg - INFO - Iter [147750/160000] lr: 4.594e-06, eta: 2:48:34, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0592, decode.acc_seg: 97.6024, aux.loss_ce: 0.0379, aux.acc_seg: 96.3324, loss: 0.0971 2023-02-25 10:59:37,566 - mmseg - INFO - Iter [147800/160000] lr: 4.575e-06, eta: 2:47:52, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4342, aux.loss_ce: 0.0389, aux.acc_seg: 96.2071, loss: 0.1021 2023-02-25 11:00:17,920 - mmseg - INFO - Iter [147850/160000] lr: 4.557e-06, eta: 2:47:11, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4528, aux.loss_ce: 0.0388, aux.acc_seg: 96.2252, loss: 0.1018 2023-02-25 11:01:01,044 - mmseg - INFO - Iter [147900/160000] lr: 4.538e-06, eta: 2:46:30, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5209, aux.loss_ce: 0.0383, aux.acc_seg: 96.2919, loss: 0.0993 2023-02-25 11:01:41,386 - mmseg - INFO - Iter [147950/160000] lr: 4.519e-06, eta: 2:45:49, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4690, aux.loss_ce: 0.0390, aux.acc_seg: 96.2315, loss: 0.1018 2023-02-25 11:02:21,718 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 11:02:21,718 - mmseg - INFO - Iter [148000/160000] lr: 4.500e-06, eta: 2:45:07, time: 0.807, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4694, aux.loss_ce: 0.0395, aux.acc_seg: 96.1638, loss: 0.1021 2023-02-25 11:03:01,964 - mmseg - INFO - Iter [148050/160000] lr: 4.482e-06, eta: 2:44:26, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4845, aux.loss_ce: 0.0410, aux.acc_seg: 96.0013, loss: 0.1034 2023-02-25 11:03:45,203 - mmseg - INFO - Iter [148100/160000] lr: 4.463e-06, eta: 2:43:45, time: 0.865, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0593, decode.acc_seg: 97.6043, aux.loss_ce: 0.0385, aux.acc_seg: 96.2723, loss: 0.0978 2023-02-25 11:04:25,427 - mmseg - INFO - Iter [148150/160000] lr: 4.444e-06, eta: 2:43:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.4958, aux.loss_ce: 0.0392, aux.acc_seg: 96.1879, loss: 0.1010 2023-02-25 11:05:05,624 - mmseg - INFO - Iter [148200/160000] lr: 4.425e-06, eta: 2:42:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.4992, aux.loss_ce: 0.0389, aux.acc_seg: 96.2384, loss: 0.1008 2023-02-25 11:05:48,695 - mmseg - INFO - Iter [148250/160000] lr: 4.407e-06, eta: 2:41:41, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5817, aux.loss_ce: 0.0407, aux.acc_seg: 96.0741, loss: 0.1009 2023-02-25 11:06:28,942 - mmseg - INFO - Iter [148300/160000] lr: 4.388e-06, eta: 2:40:59, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5231, aux.loss_ce: 0.0386, aux.acc_seg: 96.2826, loss: 0.0998 2023-02-25 11:07:09,141 - mmseg - INFO - Iter [148350/160000] lr: 4.369e-06, eta: 2:40:18, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4520, aux.loss_ce: 0.0404, aux.acc_seg: 96.0582, loss: 0.1032 2023-02-25 11:07:49,902 - mmseg - INFO - Iter [148400/160000] lr: 4.350e-06, eta: 2:39:37, time: 0.815, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5697, aux.loss_ce: 0.0389, aux.acc_seg: 96.2304, loss: 0.0986 2023-02-25 11:08:33,229 - mmseg - INFO - Iter [148450/160000] lr: 4.332e-06, eta: 2:38:56, time: 0.867, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.5146, aux.loss_ce: 0.0389, aux.acc_seg: 96.2093, loss: 0.1010 2023-02-25 11:09:13,473 - mmseg - INFO - Iter [148500/160000] lr: 4.313e-06, eta: 2:38:14, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5057, aux.loss_ce: 0.0391, aux.acc_seg: 96.2318, loss: 0.1010 2023-02-25 11:09:53,664 - mmseg - INFO - Iter [148550/160000] lr: 4.294e-06, eta: 2:37:33, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.4682, aux.loss_ce: 0.0402, aux.acc_seg: 96.1015, loss: 0.1020 2023-02-25 11:10:33,898 - mmseg - INFO - Iter [148600/160000] lr: 4.275e-06, eta: 2:36:52, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5159, aux.loss_ce: 0.0390, aux.acc_seg: 96.2316, loss: 0.1002 2023-02-25 11:11:17,105 - mmseg - INFO - Iter [148650/160000] lr: 4.257e-06, eta: 2:36:10, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5579, aux.loss_ce: 0.0387, aux.acc_seg: 96.2148, loss: 0.0988 2023-02-25 11:11:57,281 - mmseg - INFO - Iter [148700/160000] lr: 4.238e-06, eta: 2:35:29, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4696, aux.loss_ce: 0.0411, aux.acc_seg: 96.0572, loss: 0.1036 2023-02-25 11:12:37,562 - mmseg - INFO - Iter [148750/160000] lr: 4.219e-06, eta: 2:34:48, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4858, aux.loss_ce: 0.0407, aux.acc_seg: 96.0781, loss: 0.1031 2023-02-25 11:13:17,829 - mmseg - INFO - Iter [148800/160000] lr: 4.200e-06, eta: 2:34:06, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4438, aux.loss_ce: 0.0401, aux.acc_seg: 96.1056, loss: 0.1033 2023-02-25 11:14:00,827 - mmseg - INFO - Iter [148850/160000] lr: 4.182e-06, eta: 2:33:25, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4680, aux.loss_ce: 0.0396, aux.acc_seg: 96.1436, loss: 0.1024 2023-02-25 11:14:41,065 - mmseg - INFO - Iter [148900/160000] lr: 4.163e-06, eta: 2:32:44, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5407, aux.loss_ce: 0.0379, aux.acc_seg: 96.3171, loss: 0.0988 2023-02-25 11:15:21,266 - mmseg - INFO - Iter [148950/160000] lr: 4.144e-06, eta: 2:32:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5574, aux.loss_ce: 0.0384, aux.acc_seg: 96.2698, loss: 0.0983 2023-02-25 11:16:04,236 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 11:16:04,237 - mmseg - INFO - Iter [149000/160000] lr: 4.125e-06, eta: 2:31:21, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4827, aux.loss_ce: 0.0409, aux.acc_seg: 96.1470, loss: 0.1039 2023-02-25 11:16:44,475 - mmseg - INFO - Iter [149050/160000] lr: 4.107e-06, eta: 2:30:40, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5052, aux.loss_ce: 0.0388, aux.acc_seg: 96.2443, loss: 0.1005 2023-02-25 11:17:25,007 - mmseg - INFO - Iter [149100/160000] lr: 4.088e-06, eta: 2:29:59, time: 0.811, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4716, aux.loss_ce: 0.0413, aux.acc_seg: 96.0661, loss: 0.1038 2023-02-25 11:18:05,446 - mmseg - INFO - Iter [149150/160000] lr: 4.069e-06, eta: 2:29:17, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4634, aux.loss_ce: 0.0393, aux.acc_seg: 96.1830, loss: 0.1022 2023-02-25 11:18:48,420 - mmseg - INFO - Iter [149200/160000] lr: 4.050e-06, eta: 2:28:36, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4925, aux.loss_ce: 0.0409, aux.acc_seg: 96.0788, loss: 0.1031 2023-02-25 11:19:28,607 - mmseg - INFO - Iter [149250/160000] lr: 4.032e-06, eta: 2:27:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4387, aux.loss_ce: 0.0393, aux.acc_seg: 96.1759, loss: 0.1026 2023-02-25 11:20:08,963 - mmseg - INFO - Iter [149300/160000] lr: 4.013e-06, eta: 2:27:13, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5518, aux.loss_ce: 0.0399, aux.acc_seg: 96.1307, loss: 0.1003 2023-02-25 11:20:49,221 - mmseg - INFO - Iter [149350/160000] lr: 3.994e-06, eta: 2:26:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5759, aux.loss_ce: 0.0378, aux.acc_seg: 96.3342, loss: 0.0977 2023-02-25 11:21:32,271 - mmseg - INFO - Iter [149400/160000] lr: 3.975e-06, eta: 2:25:51, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.5093, aux.loss_ce: 0.0384, aux.acc_seg: 96.3052, loss: 0.1009 2023-02-25 11:22:12,420 - mmseg - INFO - Iter [149450/160000] lr: 3.957e-06, eta: 2:25:10, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0581, decode.acc_seg: 97.6316, aux.loss_ce: 0.0389, aux.acc_seg: 96.2231, loss: 0.0971 2023-02-25 11:22:52,597 - mmseg - INFO - Iter [149500/160000] lr: 3.938e-06, eta: 2:24:28, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5261, aux.loss_ce: 0.0386, aux.acc_seg: 96.2760, loss: 0.1000 2023-02-25 11:23:35,540 - mmseg - INFO - Iter [149550/160000] lr: 3.919e-06, eta: 2:23:47, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5899, aux.loss_ce: 0.0382, aux.acc_seg: 96.3029, loss: 0.0979 2023-02-25 11:24:16,087 - mmseg - INFO - Iter [149600/160000] lr: 3.900e-06, eta: 2:23:06, time: 0.811, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5570, aux.loss_ce: 0.0388, aux.acc_seg: 96.2265, loss: 0.0993 2023-02-25 11:24:56,391 - mmseg - INFO - Iter [149650/160000] lr: 3.882e-06, eta: 2:22:24, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5390, aux.loss_ce: 0.0383, aux.acc_seg: 96.2836, loss: 0.0993 2023-02-25 11:25:36,682 - mmseg - INFO - Iter [149700/160000] lr: 3.863e-06, eta: 2:21:43, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0596, decode.acc_seg: 97.5952, aux.loss_ce: 0.0395, aux.acc_seg: 96.1876, loss: 0.0991 2023-02-25 11:26:19,749 - mmseg - INFO - Iter [149750/160000] lr: 3.844e-06, eta: 2:21:02, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5553, aux.loss_ce: 0.0394, aux.acc_seg: 96.1633, loss: 0.0994 2023-02-25 11:27:00,188 - mmseg - INFO - Iter [149800/160000] lr: 3.825e-06, eta: 2:20:21, time: 0.809, data_time: 0.015, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4906, aux.loss_ce: 0.0394, aux.acc_seg: 96.1942, loss: 0.1018 2023-02-25 11:27:40,770 - mmseg - INFO - Iter [149850/160000] lr: 3.807e-06, eta: 2:19:39, time: 0.811, data_time: 0.017, memory: 21800, decode.loss_ce: 0.0598, decode.acc_seg: 97.5928, aux.loss_ce: 0.0389, aux.acc_seg: 96.2537, loss: 0.0987 2023-02-25 11:28:20,977 - mmseg - INFO - Iter [149900/160000] lr: 3.788e-06, eta: 2:18:58, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5504, aux.loss_ce: 0.0393, aux.acc_seg: 96.2028, loss: 0.0998 2023-02-25 11:29:03,934 - mmseg - INFO - Iter [149950/160000] lr: 3.769e-06, eta: 2:18:17, time: 0.859, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0590, decode.acc_seg: 97.6160, aux.loss_ce: 0.0383, aux.acc_seg: 96.3254, loss: 0.0973 2023-02-25 11:29:44,175 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 11:29:44,178 - mmseg - INFO - Iter [150000/160000] lr: 3.750e-06, eta: 2:17:35, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5377, aux.loss_ce: 0.0388, aux.acc_seg: 96.2372, loss: 0.0996 2023-02-25 11:30:24,437 - mmseg - INFO - Iter [150050/160000] lr: 3.732e-06, eta: 2:16:54, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0591, decode.acc_seg: 97.5986, aux.loss_ce: 0.0386, aux.acc_seg: 96.2466, loss: 0.0977 2023-02-25 11:31:04,704 - mmseg - INFO - Iter [150100/160000] lr: 3.713e-06, eta: 2:16:13, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5152, aux.loss_ce: 0.0403, aux.acc_seg: 96.1511, loss: 0.1022 2023-02-25 11:31:48,140 - mmseg - INFO - Iter [150150/160000] lr: 3.694e-06, eta: 2:15:32, time: 0.869, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5060, aux.loss_ce: 0.0376, aux.acc_seg: 96.3740, loss: 0.0995 2023-02-25 11:32:28,464 - mmseg - INFO - Iter [150200/160000] lr: 3.675e-06, eta: 2:14:50, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5136, aux.loss_ce: 0.0399, aux.acc_seg: 96.1049, loss: 0.1013 2023-02-25 11:33:08,817 - mmseg - INFO - Iter [150250/160000] lr: 3.657e-06, eta: 2:14:09, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5375, aux.loss_ce: 0.0396, aux.acc_seg: 96.1533, loss: 0.1004 2023-02-25 11:33:51,819 - mmseg - INFO - Iter [150300/160000] lr: 3.638e-06, eta: 2:13:28, time: 0.860, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5585, aux.loss_ce: 0.0385, aux.acc_seg: 96.2804, loss: 0.0990 2023-02-25 11:34:32,138 - mmseg - INFO - Iter [150350/160000] lr: 3.619e-06, eta: 2:12:46, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4031, aux.loss_ce: 0.0402, aux.acc_seg: 96.0997, loss: 0.1044 2023-02-25 11:35:12,628 - mmseg - INFO - Iter [150400/160000] lr: 3.600e-06, eta: 2:12:05, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4581, aux.loss_ce: 0.0399, aux.acc_seg: 96.1387, loss: 0.1026 2023-02-25 11:35:52,983 - mmseg - INFO - Iter [150450/160000] lr: 3.582e-06, eta: 2:11:24, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0631, decode.acc_seg: 97.4720, aux.loss_ce: 0.0390, aux.acc_seg: 96.2299, loss: 0.1021 2023-02-25 11:36:36,700 - mmseg - INFO - Iter [150500/160000] lr: 3.563e-06, eta: 2:10:43, time: 0.874, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0595, decode.acc_seg: 97.6137, aux.loss_ce: 0.0391, aux.acc_seg: 96.2506, loss: 0.0986 2023-02-25 11:37:16,880 - mmseg - INFO - Iter [150550/160000] lr: 3.544e-06, eta: 2:10:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5837, aux.loss_ce: 0.0383, aux.acc_seg: 96.2715, loss: 0.0982 2023-02-25 11:37:57,495 - mmseg - INFO - Iter [150600/160000] lr: 3.525e-06, eta: 2:09:20, time: 0.812, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5269, aux.loss_ce: 0.0396, aux.acc_seg: 96.1350, loss: 0.1007 2023-02-25 11:38:37,759 - mmseg - INFO - Iter [150650/160000] lr: 3.507e-06, eta: 2:08:39, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4821, aux.loss_ce: 0.0397, aux.acc_seg: 96.1344, loss: 0.1018 2023-02-25 11:39:20,725 - mmseg - INFO - Iter [150700/160000] lr: 3.488e-06, eta: 2:07:57, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5298, aux.loss_ce: 0.0394, aux.acc_seg: 96.1382, loss: 0.0998 2023-02-25 11:40:00,921 - mmseg - INFO - Iter [150750/160000] lr: 3.469e-06, eta: 2:07:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5702, aux.loss_ce: 0.0387, aux.acc_seg: 96.2139, loss: 0.0984 2023-02-25 11:40:41,182 - mmseg - INFO - Iter [150800/160000] lr: 3.450e-06, eta: 2:06:35, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0633, decode.acc_seg: 97.4532, aux.loss_ce: 0.0397, aux.acc_seg: 96.1860, loss: 0.1030 2023-02-25 11:41:24,497 - mmseg - INFO - Iter [150850/160000] lr: 3.432e-06, eta: 2:05:54, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5310, aux.loss_ce: 0.0393, aux.acc_seg: 96.2260, loss: 0.1007 2023-02-25 11:42:04,680 - mmseg - INFO - Iter [150900/160000] lr: 3.413e-06, eta: 2:05:12, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5584, aux.loss_ce: 0.0393, aux.acc_seg: 96.2347, loss: 0.1003 2023-02-25 11:42:45,376 - mmseg - INFO - Iter [150950/160000] lr: 3.394e-06, eta: 2:04:31, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0593, decode.acc_seg: 97.6002, aux.loss_ce: 0.0398, aux.acc_seg: 96.1066, loss: 0.0990 2023-02-25 11:43:25,615 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 11:43:25,621 - mmseg - INFO - Iter [151000/160000] lr: 3.375e-06, eta: 2:03:50, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0591, decode.acc_seg: 97.5986, aux.loss_ce: 0.0391, aux.acc_seg: 96.1885, loss: 0.0982 2023-02-25 11:44:08,794 - mmseg - INFO - Iter [151050/160000] lr: 3.357e-06, eta: 2:03:08, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5465, aux.loss_ce: 0.0383, aux.acc_seg: 96.2864, loss: 0.0993 2023-02-25 11:44:49,044 - mmseg - INFO - Iter [151100/160000] lr: 3.338e-06, eta: 2:02:27, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.4982, aux.loss_ce: 0.0390, aux.acc_seg: 96.1981, loss: 0.1005 2023-02-25 11:45:29,350 - mmseg - INFO - Iter [151150/160000] lr: 3.319e-06, eta: 2:01:46, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5570, aux.loss_ce: 0.0382, aux.acc_seg: 96.2571, loss: 0.0982 2023-02-25 11:46:09,631 - mmseg - INFO - Iter [151200/160000] lr: 3.300e-06, eta: 2:01:04, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5417, aux.loss_ce: 0.0389, aux.acc_seg: 96.2515, loss: 0.0999 2023-02-25 11:46:52,669 - mmseg - INFO - Iter [151250/160000] lr: 3.282e-06, eta: 2:00:23, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0644, decode.acc_seg: 97.4134, aux.loss_ce: 0.0402, aux.acc_seg: 96.1708, loss: 0.1045 2023-02-25 11:47:32,879 - mmseg - INFO - Iter [151300/160000] lr: 3.263e-06, eta: 1:59:42, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5249, aux.loss_ce: 0.0398, aux.acc_seg: 96.1955, loss: 0.1014 2023-02-25 11:48:13,386 - mmseg - INFO - Iter [151350/160000] lr: 3.244e-06, eta: 1:59:00, time: 0.810, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.6164, aux.loss_ce: 0.0399, aux.acc_seg: 96.1212, loss: 0.0986 2023-02-25 11:48:53,707 - mmseg - INFO - Iter [151400/160000] lr: 3.225e-06, eta: 1:58:19, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5100, aux.loss_ce: 0.0394, aux.acc_seg: 96.1537, loss: 0.1010 2023-02-25 11:49:36,677 - mmseg - INFO - Iter [151450/160000] lr: 3.207e-06, eta: 1:57:38, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5643, aux.loss_ce: 0.0387, aux.acc_seg: 96.2310, loss: 0.0991 2023-02-25 11:50:16,947 - mmseg - INFO - Iter [151500/160000] lr: 3.188e-06, eta: 1:56:57, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.3986, aux.loss_ce: 0.0395, aux.acc_seg: 96.1946, loss: 0.1038 2023-02-25 11:50:57,374 - mmseg - INFO - Iter [151550/160000] lr: 3.169e-06, eta: 1:56:15, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0580, decode.acc_seg: 97.6439, aux.loss_ce: 0.0373, aux.acc_seg: 96.3521, loss: 0.0953 2023-02-25 11:51:40,566 - mmseg - INFO - Iter [151600/160000] lr: 3.150e-06, eta: 1:55:34, time: 0.864, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0640, decode.acc_seg: 97.4034, aux.loss_ce: 0.0412, aux.acc_seg: 96.0086, loss: 0.1052 2023-02-25 11:52:20,796 - mmseg - INFO - Iter [151650/160000] lr: 3.132e-06, eta: 1:54:53, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5613, aux.loss_ce: 0.0386, aux.acc_seg: 96.2613, loss: 0.0986 2023-02-25 11:53:01,064 - mmseg - INFO - Iter [151700/160000] lr: 3.113e-06, eta: 1:54:11, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5495, aux.loss_ce: 0.0406, aux.acc_seg: 96.0868, loss: 0.1012 2023-02-25 11:53:41,313 - mmseg - INFO - Iter [151750/160000] lr: 3.094e-06, eta: 1:53:30, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4878, aux.loss_ce: 0.0399, aux.acc_seg: 96.1712, loss: 0.1031 2023-02-25 11:54:25,250 - mmseg - INFO - Iter [151800/160000] lr: 3.075e-06, eta: 1:52:49, time: 0.879, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5153, aux.loss_ce: 0.0390, aux.acc_seg: 96.2298, loss: 0.1003 2023-02-25 11:55:06,026 - mmseg - INFO - Iter [151850/160000] lr: 3.057e-06, eta: 1:52:08, time: 0.816, data_time: 0.018, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4596, aux.loss_ce: 0.0406, aux.acc_seg: 96.1431, loss: 0.1041 2023-02-25 11:55:46,470 - mmseg - INFO - Iter [151900/160000] lr: 3.038e-06, eta: 1:51:26, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4918, aux.loss_ce: 0.0390, aux.acc_seg: 96.2732, loss: 0.1018 2023-02-25 11:56:26,672 - mmseg - INFO - Iter [151950/160000] lr: 3.019e-06, eta: 1:50:45, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5077, aux.loss_ce: 0.0392, aux.acc_seg: 96.2016, loss: 0.1010 2023-02-25 11:57:09,987 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 11:57:09,987 - mmseg - INFO - Iter [152000/160000] lr: 3.000e-06, eta: 1:50:04, time: 0.866, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5812, aux.loss_ce: 0.0387, aux.acc_seg: 96.2867, loss: 0.0988 2023-02-25 11:57:50,371 - mmseg - INFO - Iter [152050/160000] lr: 2.982e-06, eta: 1:49:23, time: 0.808, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5556, aux.loss_ce: 0.0397, aux.acc_seg: 96.1386, loss: 0.1003 2023-02-25 11:58:31,064 - mmseg - INFO - Iter [152100/160000] lr: 2.963e-06, eta: 1:48:41, time: 0.814, data_time: 0.016, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4798, aux.loss_ce: 0.0395, aux.acc_seg: 96.1981, loss: 0.1027 2023-02-25 11:59:14,150 - mmseg - INFO - Iter [152150/160000] lr: 2.944e-06, eta: 1:48:00, time: 0.862, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5214, aux.loss_ce: 0.0390, aux.acc_seg: 96.2428, loss: 0.1005 2023-02-25 11:59:54,453 - mmseg - INFO - Iter [152200/160000] lr: 2.925e-06, eta: 1:47:19, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5435, aux.loss_ce: 0.0387, aux.acc_seg: 96.2415, loss: 0.0994 2023-02-25 12:00:34,687 - mmseg - INFO - Iter [152250/160000] lr: 2.907e-06, eta: 1:46:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5236, aux.loss_ce: 0.0397, aux.acc_seg: 96.1762, loss: 0.1007 2023-02-25 12:01:14,929 - mmseg - INFO - Iter [152300/160000] lr: 2.888e-06, eta: 1:45:56, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0593, decode.acc_seg: 97.6128, aux.loss_ce: 0.0386, aux.acc_seg: 96.2668, loss: 0.0978 2023-02-25 12:01:58,004 - mmseg - INFO - Iter [152350/160000] lr: 2.869e-06, eta: 1:45:15, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0596, decode.acc_seg: 97.5829, aux.loss_ce: 0.0389, aux.acc_seg: 96.2188, loss: 0.0985 2023-02-25 12:02:38,380 - mmseg - INFO - Iter [152400/160000] lr: 2.850e-06, eta: 1:44:34, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5421, aux.loss_ce: 0.0387, aux.acc_seg: 96.2695, loss: 0.0993 2023-02-25 12:03:18,600 - mmseg - INFO - Iter [152450/160000] lr: 2.832e-06, eta: 1:43:52, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.4937, aux.loss_ce: 0.0405, aux.acc_seg: 96.0794, loss: 0.1024 2023-02-25 12:03:58,960 - mmseg - INFO - Iter [152500/160000] lr: 2.813e-06, eta: 1:43:11, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4458, aux.loss_ce: 0.0396, aux.acc_seg: 96.1913, loss: 0.1023 2023-02-25 12:04:41,924 - mmseg - INFO - Iter [152550/160000] lr: 2.794e-06, eta: 1:42:30, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5574, aux.loss_ce: 0.0388, aux.acc_seg: 96.2086, loss: 0.0994 2023-02-25 12:05:22,191 - mmseg - INFO - Iter [152600/160000] lr: 2.775e-06, eta: 1:41:48, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0581, decode.acc_seg: 97.6401, aux.loss_ce: 0.0371, aux.acc_seg: 96.4075, loss: 0.0952 2023-02-25 12:06:02,455 - mmseg - INFO - Iter [152650/160000] lr: 2.757e-06, eta: 1:41:07, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0589, decode.acc_seg: 97.6286, aux.loss_ce: 0.0394, aux.acc_seg: 96.1852, loss: 0.0982 2023-02-25 12:06:43,169 - mmseg - INFO - Iter [152700/160000] lr: 2.738e-06, eta: 1:40:26, time: 0.815, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5950, aux.loss_ce: 0.0383, aux.acc_seg: 96.2983, loss: 0.0979 2023-02-25 12:07:26,875 - mmseg - INFO - Iter [152750/160000] lr: 2.719e-06, eta: 1:39:45, time: 0.874, data_time: 0.077, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5374, aux.loss_ce: 0.0380, aux.acc_seg: 96.2857, loss: 0.0986 2023-02-25 12:08:07,187 - mmseg - INFO - Iter [152800/160000] lr: 2.700e-06, eta: 1:39:03, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5256, aux.loss_ce: 0.0400, aux.acc_seg: 96.1600, loss: 0.1016 2023-02-25 12:08:47,456 - mmseg - INFO - Iter [152850/160000] lr: 2.682e-06, eta: 1:38:22, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4675, aux.loss_ce: 0.0400, aux.acc_seg: 96.1026, loss: 0.1024 2023-02-25 12:09:30,391 - mmseg - INFO - Iter [152900/160000] lr: 2.663e-06, eta: 1:37:41, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5369, aux.loss_ce: 0.0390, aux.acc_seg: 96.2195, loss: 0.0996 2023-02-25 12:10:10,905 - mmseg - INFO - Iter [152950/160000] lr: 2.644e-06, eta: 1:36:59, time: 0.810, data_time: 0.014, memory: 21800, decode.loss_ce: 0.0581, decode.acc_seg: 97.6449, aux.loss_ce: 0.0387, aux.acc_seg: 96.2421, loss: 0.0968 2023-02-25 12:10:51,291 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 12:10:51,291 - mmseg - INFO - Iter [153000/160000] lr: 2.625e-06, eta: 1:36:18, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5116, aux.loss_ce: 0.0393, aux.acc_seg: 96.1915, loss: 0.1009 2023-02-25 12:11:31,548 - mmseg - INFO - Iter [153050/160000] lr: 2.607e-06, eta: 1:35:37, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4859, aux.loss_ce: 0.0396, aux.acc_seg: 96.1720, loss: 0.1017 2023-02-25 12:12:14,464 - mmseg - INFO - Iter [153100/160000] lr: 2.588e-06, eta: 1:34:56, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.4931, aux.loss_ce: 0.0397, aux.acc_seg: 96.1852, loss: 0.1019 2023-02-25 12:12:54,726 - mmseg - INFO - Iter [153150/160000] lr: 2.569e-06, eta: 1:34:14, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.4779, aux.loss_ce: 0.0396, aux.acc_seg: 96.1332, loss: 0.1016 2023-02-25 12:13:34,957 - mmseg - INFO - Iter [153200/160000] lr: 2.550e-06, eta: 1:33:33, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5653, aux.loss_ce: 0.0386, aux.acc_seg: 96.2663, loss: 0.0992 2023-02-25 12:14:15,098 - mmseg - INFO - Iter [153250/160000] lr: 2.532e-06, eta: 1:32:52, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.4878, aux.loss_ce: 0.0390, aux.acc_seg: 96.2302, loss: 0.1010 2023-02-25 12:14:58,060 - mmseg - INFO - Iter [153300/160000] lr: 2.513e-06, eta: 1:32:10, time: 0.859, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5056, aux.loss_ce: 0.0401, aux.acc_seg: 96.1612, loss: 0.1015 2023-02-25 12:15:38,454 - mmseg - INFO - Iter [153350/160000] lr: 2.494e-06, eta: 1:31:29, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0593, decode.acc_seg: 97.5953, aux.loss_ce: 0.0390, aux.acc_seg: 96.2078, loss: 0.0983 2023-02-25 12:16:18,931 - mmseg - INFO - Iter [153400/160000] lr: 2.475e-06, eta: 1:30:48, time: 0.810, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5134, aux.loss_ce: 0.0387, aux.acc_seg: 96.2577, loss: 0.1000 2023-02-25 12:16:59,299 - mmseg - INFO - Iter [153450/160000] lr: 2.457e-06, eta: 1:30:07, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4802, aux.loss_ce: 0.0390, aux.acc_seg: 96.2416, loss: 0.1014 2023-02-25 12:17:42,422 - mmseg - INFO - Iter [153500/160000] lr: 2.438e-06, eta: 1:29:25, time: 0.863, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5335, aux.loss_ce: 0.0389, aux.acc_seg: 96.2263, loss: 0.0997 2023-02-25 12:18:22,783 - mmseg - INFO - Iter [153550/160000] lr: 2.419e-06, eta: 1:28:44, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0685, decode.acc_seg: 97.2612, aux.loss_ce: 0.0427, aux.acc_seg: 95.8713, loss: 0.1112 2023-02-25 12:19:02,975 - mmseg - INFO - Iter [153600/160000] lr: 2.400e-06, eta: 1:28:03, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5673, aux.loss_ce: 0.0389, aux.acc_seg: 96.2819, loss: 0.0991 2023-02-25 12:19:46,210 - mmseg - INFO - Iter [153650/160000] lr: 2.382e-06, eta: 1:27:21, time: 0.865, data_time: 0.069, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.4722, aux.loss_ce: 0.0391, aux.acc_seg: 96.1767, loss: 0.1012 2023-02-25 12:20:26,414 - mmseg - INFO - Iter [153700/160000] lr: 2.363e-06, eta: 1:26:40, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0589, decode.acc_seg: 97.5852, aux.loss_ce: 0.0388, aux.acc_seg: 96.2433, loss: 0.0977 2023-02-25 12:21:06,656 - mmseg - INFO - Iter [153750/160000] lr: 2.344e-06, eta: 1:25:59, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4604, aux.loss_ce: 0.0403, aux.acc_seg: 96.0977, loss: 0.1033 2023-02-25 12:21:46,974 - mmseg - INFO - Iter [153800/160000] lr: 2.325e-06, eta: 1:25:18, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5537, aux.loss_ce: 0.0377, aux.acc_seg: 96.3080, loss: 0.0978 2023-02-25 12:22:30,113 - mmseg - INFO - Iter [153850/160000] lr: 2.307e-06, eta: 1:24:36, time: 0.863, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5374, aux.loss_ce: 0.0396, aux.acc_seg: 96.1939, loss: 0.1003 2023-02-25 12:23:10,299 - mmseg - INFO - Iter [153900/160000] lr: 2.288e-06, eta: 1:23:55, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0573, decode.acc_seg: 97.6714, aux.loss_ce: 0.0384, aux.acc_seg: 96.2741, loss: 0.0957 2023-02-25 12:23:51,304 - mmseg - INFO - Iter [153950/160000] lr: 2.269e-06, eta: 1:23:14, time: 0.820, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0590, decode.acc_seg: 97.6297, aux.loss_ce: 0.0399, aux.acc_seg: 96.1530, loss: 0.0989 2023-02-25 12:24:31,503 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 12:24:31,504 - mmseg - INFO - Iter [154000/160000] lr: 2.250e-06, eta: 1:22:32, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.4970, aux.loss_ce: 0.0386, aux.acc_seg: 96.2931, loss: 0.1004 2023-02-25 12:25:14,994 - mmseg - INFO - Iter [154050/160000] lr: 2.232e-06, eta: 1:21:51, time: 0.870, data_time: 0.075, memory: 21800, decode.loss_ce: 0.0573, decode.acc_seg: 97.6672, aux.loss_ce: 0.0385, aux.acc_seg: 96.2651, loss: 0.0959 2023-02-25 12:25:55,388 - mmseg - INFO - Iter [154100/160000] lr: 2.213e-06, eta: 1:21:10, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4486, aux.loss_ce: 0.0390, aux.acc_seg: 96.2347, loss: 0.1019 2023-02-25 12:26:36,194 - mmseg - INFO - Iter [154150/160000] lr: 2.194e-06, eta: 1:20:29, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0618, decode.acc_seg: 97.5059, aux.loss_ce: 0.0389, aux.acc_seg: 96.2438, loss: 0.1007 2023-02-25 12:27:19,150 - mmseg - INFO - Iter [154200/160000] lr: 2.175e-06, eta: 1:19:47, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5767, aux.loss_ce: 0.0387, aux.acc_seg: 96.2424, loss: 0.0987 2023-02-25 12:27:59,330 - mmseg - INFO - Iter [154250/160000] lr: 2.157e-06, eta: 1:19:06, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0585, decode.acc_seg: 97.6355, aux.loss_ce: 0.0396, aux.acc_seg: 96.1726, loss: 0.0981 2023-02-25 12:28:39,550 - mmseg - INFO - Iter [154300/160000] lr: 2.138e-06, eta: 1:18:25, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5301, aux.loss_ce: 0.0404, aux.acc_seg: 96.0948, loss: 0.1016 2023-02-25 12:29:19,746 - mmseg - INFO - Iter [154350/160000] lr: 2.119e-06, eta: 1:17:43, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.5994, aux.loss_ce: 0.0394, aux.acc_seg: 96.1458, loss: 0.0981 2023-02-25 12:30:02,748 - mmseg - INFO - Iter [154400/160000] lr: 2.100e-06, eta: 1:17:02, time: 0.860, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4370, aux.loss_ce: 0.0398, aux.acc_seg: 96.1472, loss: 0.1028 2023-02-25 12:30:43,199 - mmseg - INFO - Iter [154450/160000] lr: 2.082e-06, eta: 1:16:21, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0595, decode.acc_seg: 97.5869, aux.loss_ce: 0.0390, aux.acc_seg: 96.2266, loss: 0.0985 2023-02-25 12:31:23,429 - mmseg - INFO - Iter [154500/160000] lr: 2.063e-06, eta: 1:15:40, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4677, aux.loss_ce: 0.0396, aux.acc_seg: 96.1989, loss: 0.1026 2023-02-25 12:32:03,658 - mmseg - INFO - Iter [154550/160000] lr: 2.044e-06, eta: 1:14:58, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0598, decode.acc_seg: 97.5944, aux.loss_ce: 0.0384, aux.acc_seg: 96.2695, loss: 0.0982 2023-02-25 12:32:46,557 - mmseg - INFO - Iter [154600/160000] lr: 2.025e-06, eta: 1:14:17, time: 0.858, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4598, aux.loss_ce: 0.0388, aux.acc_seg: 96.2408, loss: 0.1015 2023-02-25 12:33:26,759 - mmseg - INFO - Iter [154650/160000] lr: 2.007e-06, eta: 1:13:36, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0634, decode.acc_seg: 97.4421, aux.loss_ce: 0.0396, aux.acc_seg: 96.1777, loss: 0.1030 2023-02-25 12:34:06,957 - mmseg - INFO - Iter [154700/160000] lr: 1.988e-06, eta: 1:12:54, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.6239, aux.loss_ce: 0.0389, aux.acc_seg: 96.2209, loss: 0.0976 2023-02-25 12:34:47,170 - mmseg - INFO - Iter [154750/160000] lr: 1.969e-06, eta: 1:12:13, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0632, decode.acc_seg: 97.4598, aux.loss_ce: 0.0398, aux.acc_seg: 96.1639, loss: 0.1030 2023-02-25 12:35:30,433 - mmseg - INFO - Iter [154800/160000] lr: 1.950e-06, eta: 1:11:32, time: 0.865, data_time: 0.072, memory: 21800, decode.loss_ce: 0.0580, decode.acc_seg: 97.6362, aux.loss_ce: 0.0375, aux.acc_seg: 96.3563, loss: 0.0956 2023-02-25 12:36:11,234 - mmseg - INFO - Iter [154850/160000] lr: 1.932e-06, eta: 1:10:51, time: 0.816, data_time: 0.021, memory: 21800, decode.loss_ce: 0.0619, decode.acc_seg: 97.5121, aux.loss_ce: 0.0401, aux.acc_seg: 96.1520, loss: 0.1020 2023-02-25 12:36:51,793 - mmseg - INFO - Iter [154900/160000] lr: 1.913e-06, eta: 1:10:09, time: 0.811, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5421, aux.loss_ce: 0.0382, aux.acc_seg: 96.3226, loss: 0.0993 2023-02-25 12:37:35,112 - mmseg - INFO - Iter [154950/160000] lr: 1.894e-06, eta: 1:09:28, time: 0.866, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.4884, aux.loss_ce: 0.0390, aux.acc_seg: 96.2201, loss: 0.1007 2023-02-25 12:38:15,327 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 12:38:15,328 - mmseg - INFO - Iter [155000/160000] lr: 1.875e-06, eta: 1:08:47, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0630, decode.acc_seg: 97.4680, aux.loss_ce: 0.0408, aux.acc_seg: 96.0520, loss: 0.1038 2023-02-25 12:38:55,552 - mmseg - INFO - Iter [155050/160000] lr: 1.857e-06, eta: 1:08:06, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5203, aux.loss_ce: 0.0390, aux.acc_seg: 96.2192, loss: 0.1004 2023-02-25 12:39:36,436 - mmseg - INFO - Iter [155100/160000] lr: 1.838e-06, eta: 1:07:24, time: 0.818, data_time: 0.024, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5759, aux.loss_ce: 0.0376, aux.acc_seg: 96.3641, loss: 0.0980 2023-02-25 12:40:19,401 - mmseg - INFO - Iter [155150/160000] lr: 1.819e-06, eta: 1:06:43, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0579, decode.acc_seg: 97.6698, aux.loss_ce: 0.0384, aux.acc_seg: 96.3013, loss: 0.0963 2023-02-25 12:40:59,598 - mmseg - INFO - Iter [155200/160000] lr: 1.800e-06, eta: 1:06:02, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0578, decode.acc_seg: 97.6636, aux.loss_ce: 0.0382, aux.acc_seg: 96.3044, loss: 0.0960 2023-02-25 12:41:39,932 - mmseg - INFO - Iter [155250/160000] lr: 1.782e-06, eta: 1:05:20, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0592, decode.acc_seg: 97.6101, aux.loss_ce: 0.0384, aux.acc_seg: 96.2674, loss: 0.0977 2023-02-25 12:42:20,265 - mmseg - INFO - Iter [155300/160000] lr: 1.763e-06, eta: 1:04:39, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.6257, aux.loss_ce: 0.0393, aux.acc_seg: 96.2096, loss: 0.0979 2023-02-25 12:43:03,936 - mmseg - INFO - Iter [155350/160000] lr: 1.744e-06, eta: 1:03:58, time: 0.873, data_time: 0.079, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5255, aux.loss_ce: 0.0392, aux.acc_seg: 96.1840, loss: 0.1004 2023-02-25 12:43:44,204 - mmseg - INFO - Iter [155400/160000] lr: 1.725e-06, eta: 1:03:17, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5104, aux.loss_ce: 0.0397, aux.acc_seg: 96.1962, loss: 0.1014 2023-02-25 12:44:24,477 - mmseg - INFO - Iter [155450/160000] lr: 1.707e-06, eta: 1:02:35, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4410, aux.loss_ce: 0.0393, aux.acc_seg: 96.2350, loss: 0.1031 2023-02-25 12:45:07,471 - mmseg - INFO - Iter [155500/160000] lr: 1.688e-06, eta: 1:01:54, time: 0.860, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5631, aux.loss_ce: 0.0392, aux.acc_seg: 96.2148, loss: 0.0996 2023-02-25 12:45:47,858 - mmseg - INFO - Iter [155550/160000] lr: 1.669e-06, eta: 1:01:13, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5637, aux.loss_ce: 0.0378, aux.acc_seg: 96.3459, loss: 0.0978 2023-02-25 12:46:28,116 - mmseg - INFO - Iter [155600/160000] lr: 1.650e-06, eta: 1:00:32, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5131, aux.loss_ce: 0.0375, aux.acc_seg: 96.3583, loss: 0.0987 2023-02-25 12:47:08,527 - mmseg - INFO - Iter [155650/160000] lr: 1.632e-06, eta: 0:59:50, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0605, decode.acc_seg: 97.5580, aux.loss_ce: 0.0405, aux.acc_seg: 96.0960, loss: 0.1010 2023-02-25 12:47:51,740 - mmseg - INFO - Iter [155700/160000] lr: 1.613e-06, eta: 0:59:09, time: 0.864, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0641, decode.acc_seg: 97.3951, aux.loss_ce: 0.0400, aux.acc_seg: 96.1265, loss: 0.1041 2023-02-25 12:48:32,001 - mmseg - INFO - Iter [155750/160000] lr: 1.594e-06, eta: 0:58:28, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0616, decode.acc_seg: 97.5122, aux.loss_ce: 0.0401, aux.acc_seg: 96.1508, loss: 0.1017 2023-02-25 12:49:12,189 - mmseg - INFO - Iter [155800/160000] lr: 1.575e-06, eta: 0:57:46, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4274, aux.loss_ce: 0.0401, aux.acc_seg: 96.1084, loss: 0.1035 2023-02-25 12:49:52,456 - mmseg - INFO - Iter [155850/160000] lr: 1.557e-06, eta: 0:57:05, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5566, aux.loss_ce: 0.0396, aux.acc_seg: 96.1368, loss: 0.0996 2023-02-25 12:50:35,540 - mmseg - INFO - Iter [155900/160000] lr: 1.538e-06, eta: 0:56:24, time: 0.862, data_time: 0.063, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4901, aux.loss_ce: 0.0399, aux.acc_seg: 96.1641, loss: 0.1025 2023-02-25 12:51:15,903 - mmseg - INFO - Iter [155950/160000] lr: 1.519e-06, eta: 0:55:43, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5227, aux.loss_ce: 0.0387, aux.acc_seg: 96.2241, loss: 0.0994 2023-02-25 12:51:56,647 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 12:51:56,648 - mmseg - INFO - Iter [156000/160000] lr: 1.500e-06, eta: 0:55:01, time: 0.815, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0594, decode.acc_seg: 97.5951, aux.loss_ce: 0.0386, aux.acc_seg: 96.2606, loss: 0.0981 2023-02-25 12:52:36,863 - mmseg - INFO - Iter [156050/160000] lr: 1.482e-06, eta: 0:54:20, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5570, aux.loss_ce: 0.0395, aux.acc_seg: 96.2137, loss: 0.1002 2023-02-25 12:53:19,811 - mmseg - INFO - Iter [156100/160000] lr: 1.463e-06, eta: 0:53:39, time: 0.859, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5213, aux.loss_ce: 0.0381, aux.acc_seg: 96.2729, loss: 0.0990 2023-02-25 12:54:00,055 - mmseg - INFO - Iter [156150/160000] lr: 1.444e-06, eta: 0:52:57, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5624, aux.loss_ce: 0.0391, aux.acc_seg: 96.2284, loss: 0.0994 2023-02-25 12:54:40,254 - mmseg - INFO - Iter [156200/160000] lr: 1.425e-06, eta: 0:52:16, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.4854, aux.loss_ce: 0.0393, aux.acc_seg: 96.1904, loss: 0.1014 2023-02-25 12:55:23,279 - mmseg - INFO - Iter [156250/160000] lr: 1.407e-06, eta: 0:51:35, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5229, aux.loss_ce: 0.0385, aux.acc_seg: 96.2549, loss: 0.0998 2023-02-25 12:56:03,643 - mmseg - INFO - Iter [156300/160000] lr: 1.388e-06, eta: 0:50:54, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0627, decode.acc_seg: 97.4813, aux.loss_ce: 0.0394, aux.acc_seg: 96.1898, loss: 0.1020 2023-02-25 12:56:43,915 - mmseg - INFO - Iter [156350/160000] lr: 1.369e-06, eta: 0:50:12, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5505, aux.loss_ce: 0.0395, aux.acc_seg: 96.1969, loss: 0.1003 2023-02-25 12:57:24,157 - mmseg - INFO - Iter [156400/160000] lr: 1.350e-06, eta: 0:49:31, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4798, aux.loss_ce: 0.0383, aux.acc_seg: 96.2535, loss: 0.1007 2023-02-25 12:58:07,144 - mmseg - INFO - Iter [156450/160000] lr: 1.332e-06, eta: 0:48:50, time: 0.860, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0590, decode.acc_seg: 97.5915, aux.loss_ce: 0.0376, aux.acc_seg: 96.3227, loss: 0.0966 2023-02-25 12:58:47,392 - mmseg - INFO - Iter [156500/160000] lr: 1.313e-06, eta: 0:48:09, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4984, aux.loss_ce: 0.0387, aux.acc_seg: 96.2797, loss: 0.1008 2023-02-25 12:59:27,656 - mmseg - INFO - Iter [156550/160000] lr: 1.294e-06, eta: 0:47:27, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4592, aux.loss_ce: 0.0389, aux.acc_seg: 96.2799, loss: 0.1024 2023-02-25 13:00:07,914 - mmseg - INFO - Iter [156600/160000] lr: 1.275e-06, eta: 0:46:46, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0586, decode.acc_seg: 97.6066, aux.loss_ce: 0.0390, aux.acc_seg: 96.1688, loss: 0.0976 2023-02-25 13:00:51,278 - mmseg - INFO - Iter [156650/160000] lr: 1.257e-06, eta: 0:46:05, time: 0.867, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0638, decode.acc_seg: 97.4476, aux.loss_ce: 0.0393, aux.acc_seg: 96.2230, loss: 0.1032 2023-02-25 13:01:31,772 - mmseg - INFO - Iter [156700/160000] lr: 1.238e-06, eta: 0:45:23, time: 0.810, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5443, aux.loss_ce: 0.0391, aux.acc_seg: 96.2035, loss: 0.0994 2023-02-25 13:02:12,000 - mmseg - INFO - Iter [156750/160000] lr: 1.219e-06, eta: 0:44:42, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0595, decode.acc_seg: 97.6030, aux.loss_ce: 0.0385, aux.acc_seg: 96.2564, loss: 0.0980 2023-02-25 13:02:55,086 - mmseg - INFO - Iter [156800/160000] lr: 1.200e-06, eta: 0:44:01, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0582, decode.acc_seg: 97.6448, aux.loss_ce: 0.0378, aux.acc_seg: 96.3071, loss: 0.0960 2023-02-25 13:03:35,318 - mmseg - INFO - Iter [156850/160000] lr: 1.182e-06, eta: 0:43:20, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0598, decode.acc_seg: 97.5741, aux.loss_ce: 0.0374, aux.acc_seg: 96.3594, loss: 0.0972 2023-02-25 13:04:15,769 - mmseg - INFO - Iter [156900/160000] lr: 1.163e-06, eta: 0:42:38, time: 0.809, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0628, decode.acc_seg: 97.4612, aux.loss_ce: 0.0399, aux.acc_seg: 96.1227, loss: 0.1028 2023-02-25 13:04:56,176 - mmseg - INFO - Iter [156950/160000] lr: 1.144e-06, eta: 0:41:57, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.4787, aux.loss_ce: 0.0402, aux.acc_seg: 96.0805, loss: 0.1022 2023-02-25 13:05:40,006 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 13:05:40,007 - mmseg - INFO - Iter [157000/160000] lr: 1.125e-06, eta: 0:41:16, time: 0.877, data_time: 0.081, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5538, aux.loss_ce: 0.0380, aux.acc_seg: 96.3029, loss: 0.0984 2023-02-25 13:06:20,216 - mmseg - INFO - Iter [157050/160000] lr: 1.107e-06, eta: 0:40:35, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5111, aux.loss_ce: 0.0397, aux.acc_seg: 96.1508, loss: 0.1010 2023-02-25 13:07:00,468 - mmseg - INFO - Iter [157100/160000] lr: 1.088e-06, eta: 0:39:53, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0624, decode.acc_seg: 97.4742, aux.loss_ce: 0.0406, aux.acc_seg: 96.0595, loss: 0.1029 2023-02-25 13:07:40,778 - mmseg - INFO - Iter [157150/160000] lr: 1.069e-06, eta: 0:39:12, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0596, decode.acc_seg: 97.5808, aux.loss_ce: 0.0391, aux.acc_seg: 96.2291, loss: 0.0987 2023-02-25 13:08:23,888 - mmseg - INFO - Iter [157200/160000] lr: 1.050e-06, eta: 0:38:31, time: 0.862, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5228, aux.loss_ce: 0.0389, aux.acc_seg: 96.2445, loss: 0.1005 2023-02-25 13:09:04,088 - mmseg - INFO - Iter [157250/160000] lr: 1.032e-06, eta: 0:37:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5559, aux.loss_ce: 0.0373, aux.acc_seg: 96.3784, loss: 0.0980 2023-02-25 13:09:44,300 - mmseg - INFO - Iter [157300/160000] lr: 1.013e-06, eta: 0:37:08, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4682, aux.loss_ce: 0.0398, aux.acc_seg: 96.1373, loss: 0.1023 2023-02-25 13:10:24,500 - mmseg - INFO - Iter [157350/160000] lr: 9.941e-07, eta: 0:36:27, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5322, aux.loss_ce: 0.0395, aux.acc_seg: 96.1844, loss: 0.1002 2023-02-25 13:11:08,143 - mmseg - INFO - Iter [157400/160000] lr: 9.754e-07, eta: 0:35:46, time: 0.873, data_time: 0.078, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5710, aux.loss_ce: 0.0396, aux.acc_seg: 96.1656, loss: 0.0996 2023-02-25 13:11:48,449 - mmseg - INFO - Iter [157450/160000] lr: 9.566e-07, eta: 0:35:04, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5425, aux.loss_ce: 0.0400, aux.acc_seg: 96.1064, loss: 0.1006 2023-02-25 13:12:28,795 - mmseg - INFO - Iter [157500/160000] lr: 9.379e-07, eta: 0:34:23, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0580, decode.acc_seg: 97.6502, aux.loss_ce: 0.0384, aux.acc_seg: 96.2439, loss: 0.0964 2023-02-25 13:13:12,093 - mmseg - INFO - Iter [157550/160000] lr: 9.191e-07, eta: 0:33:42, time: 0.866, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0642, decode.acc_seg: 97.4115, aux.loss_ce: 0.0398, aux.acc_seg: 96.1645, loss: 0.1040 2023-02-25 13:13:52,292 - mmseg - INFO - Iter [157600/160000] lr: 9.004e-07, eta: 0:33:01, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0592, decode.acc_seg: 97.6044, aux.loss_ce: 0.0374, aux.acc_seg: 96.3954, loss: 0.0967 2023-02-25 13:14:32,465 - mmseg - INFO - Iter [157650/160000] lr: 8.816e-07, eta: 0:32:19, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0577, decode.acc_seg: 97.6558, aux.loss_ce: 0.0394, aux.acc_seg: 96.1895, loss: 0.0971 2023-02-25 13:15:12,666 - mmseg - INFO - Iter [157700/160000] lr: 8.629e-07, eta: 0:31:38, time: 0.804, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5279, aux.loss_ce: 0.0396, aux.acc_seg: 96.1818, loss: 0.1010 2023-02-25 13:15:55,713 - mmseg - INFO - Iter [157750/160000] lr: 8.441e-07, eta: 0:30:57, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5606, aux.loss_ce: 0.0390, aux.acc_seg: 96.2679, loss: 0.1003 2023-02-25 13:16:35,931 - mmseg - INFO - Iter [157800/160000] lr: 8.254e-07, eta: 0:30:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4842, aux.loss_ce: 0.0391, aux.acc_seg: 96.2266, loss: 0.1014 2023-02-25 13:17:16,139 - mmseg - INFO - Iter [157850/160000] lr: 8.066e-07, eta: 0:29:34, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0575, decode.acc_seg: 97.6402, aux.loss_ce: 0.0368, aux.acc_seg: 96.3822, loss: 0.0943 2023-02-25 13:17:56,313 - mmseg - INFO - Iter [157900/160000] lr: 7.879e-07, eta: 0:28:53, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0602, decode.acc_seg: 97.5779, aux.loss_ce: 0.0386, aux.acc_seg: 96.2786, loss: 0.0988 2023-02-25 13:18:39,892 - mmseg - INFO - Iter [157950/160000] lr: 7.691e-07, eta: 0:28:12, time: 0.872, data_time: 0.076, memory: 21800, decode.loss_ce: 0.0606, decode.acc_seg: 97.5471, aux.loss_ce: 0.0391, aux.acc_seg: 96.1919, loss: 0.0997 2023-02-25 13:19:20,205 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 13:19:20,205 - mmseg - INFO - Iter [158000/160000] lr: 7.504e-07, eta: 0:27:30, time: 0.806, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0614, decode.acc_seg: 97.5121, aux.loss_ce: 0.0396, aux.acc_seg: 96.1654, loss: 0.1009 2023-02-25 13:20:00,399 - mmseg - INFO - Iter [158050/160000] lr: 7.316e-07, eta: 0:26:49, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5161, aux.loss_ce: 0.0402, aux.acc_seg: 96.1270, loss: 0.1017 2023-02-25 13:20:40,717 - mmseg - INFO - Iter [158100/160000] lr: 7.129e-07, eta: 0:26:08, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0604, decode.acc_seg: 97.5517, aux.loss_ce: 0.0383, aux.acc_seg: 96.2894, loss: 0.0987 2023-02-25 13:21:23,866 - mmseg - INFO - Iter [158150/160000] lr: 6.941e-07, eta: 0:25:26, time: 0.863, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0625, decode.acc_seg: 97.4721, aux.loss_ce: 0.0401, aux.acc_seg: 96.1168, loss: 0.1025 2023-02-25 13:22:04,124 - mmseg - INFO - Iter [158200/160000] lr: 6.754e-07, eta: 0:24:45, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0615, decode.acc_seg: 97.5156, aux.loss_ce: 0.0397, aux.acc_seg: 96.1593, loss: 0.1012 2023-02-25 13:22:44,393 - mmseg - INFO - Iter [158250/160000] lr: 6.566e-07, eta: 0:24:04, time: 0.805, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0612, decode.acc_seg: 97.5231, aux.loss_ce: 0.0385, aux.acc_seg: 96.2699, loss: 0.0997 2023-02-25 13:23:27,885 - mmseg - INFO - Iter [158300/160000] lr: 6.379e-07, eta: 0:23:23, time: 0.870, data_time: 0.068, memory: 21800, decode.loss_ce: 0.0613, decode.acc_seg: 97.5101, aux.loss_ce: 0.0385, aux.acc_seg: 96.2502, loss: 0.0998 2023-02-25 13:24:08,253 - mmseg - INFO - Iter [158350/160000] lr: 6.191e-07, eta: 0:22:41, time: 0.808, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5092, aux.loss_ce: 0.0399, aux.acc_seg: 96.1472, loss: 0.1019 2023-02-25 13:24:48,592 - mmseg - INFO - Iter [158400/160000] lr: 6.004e-07, eta: 0:22:00, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0598, decode.acc_seg: 97.5922, aux.loss_ce: 0.0391, aux.acc_seg: 96.2648, loss: 0.0990 2023-02-25 13:25:28,963 - mmseg - INFO - Iter [158450/160000] lr: 5.816e-07, eta: 0:21:19, time: 0.807, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0556, decode.acc_seg: 97.7367, aux.loss_ce: 0.0370, aux.acc_seg: 96.3889, loss: 0.0926 2023-02-25 13:26:12,018 - mmseg - INFO - Iter [158500/160000] lr: 5.629e-07, eta: 0:20:38, time: 0.861, data_time: 0.066, memory: 21800, decode.loss_ce: 0.0617, decode.acc_seg: 97.5059, aux.loss_ce: 0.0397, aux.acc_seg: 96.1502, loss: 0.1014 2023-02-25 13:26:52,309 - mmseg - INFO - Iter [158550/160000] lr: 5.441e-07, eta: 0:19:56, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5653, aux.loss_ce: 0.0385, aux.acc_seg: 96.2917, loss: 0.0986 2023-02-25 13:27:32,631 - mmseg - INFO - Iter [158600/160000] lr: 5.254e-07, eta: 0:19:15, time: 0.806, data_time: 0.013, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5490, aux.loss_ce: 0.0380, aux.acc_seg: 96.3118, loss: 0.0983 2023-02-25 13:28:13,019 - mmseg - INFO - Iter [158650/160000] lr: 5.066e-07, eta: 0:18:34, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0601, decode.acc_seg: 97.5608, aux.loss_ce: 0.0389, aux.acc_seg: 96.2323, loss: 0.0990 2023-02-25 13:28:56,506 - mmseg - INFO - Iter [158700/160000] lr: 4.879e-07, eta: 0:17:53, time: 0.870, data_time: 0.073, memory: 21800, decode.loss_ce: 0.0594, decode.acc_seg: 97.6043, aux.loss_ce: 0.0387, aux.acc_seg: 96.2623, loss: 0.0981 2023-02-25 13:29:37,214 - mmseg - INFO - Iter [158750/160000] lr: 4.691e-07, eta: 0:17:11, time: 0.814, data_time: 0.020, memory: 21800, decode.loss_ce: 0.0621, decode.acc_seg: 97.4784, aux.loss_ce: 0.0371, aux.acc_seg: 96.3868, loss: 0.0992 2023-02-25 13:30:17,463 - mmseg - INFO - Iter [158800/160000] lr: 4.504e-07, eta: 0:16:30, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0581, decode.acc_seg: 97.6507, aux.loss_ce: 0.0379, aux.acc_seg: 96.3236, loss: 0.0960 2023-02-25 13:31:00,503 - mmseg - INFO - Iter [158850/160000] lr: 4.316e-07, eta: 0:15:49, time: 0.861, data_time: 0.067, memory: 21800, decode.loss_ce: 0.0636, decode.acc_seg: 97.4123, aux.loss_ce: 0.0405, aux.acc_seg: 96.0889, loss: 0.1041 2023-02-25 13:31:40,868 - mmseg - INFO - Iter [158900/160000] lr: 4.129e-07, eta: 0:15:07, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5267, aux.loss_ce: 0.0384, aux.acc_seg: 96.2687, loss: 0.0995 2023-02-25 13:32:21,086 - mmseg - INFO - Iter [158950/160000] lr: 3.941e-07, eta: 0:14:26, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0620, decode.acc_seg: 97.5168, aux.loss_ce: 0.0412, aux.acc_seg: 96.0662, loss: 0.1032 2023-02-25 13:33:01,303 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 13:33:01,303 - mmseg - INFO - Iter [159000/160000] lr: 3.754e-07, eta: 0:13:45, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0639, decode.acc_seg: 97.4111, aux.loss_ce: 0.0407, aux.acc_seg: 96.0769, loss: 0.1046 2023-02-25 13:33:44,250 - mmseg - INFO - Iter [159050/160000] lr: 3.566e-07, eta: 0:13:04, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0609, decode.acc_seg: 97.5254, aux.loss_ce: 0.0393, aux.acc_seg: 96.1776, loss: 0.1002 2023-02-25 13:34:24,482 - mmseg - INFO - Iter [159100/160000] lr: 3.379e-07, eta: 0:12:22, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0626, decode.acc_seg: 97.4747, aux.loss_ce: 0.0400, aux.acc_seg: 96.1403, loss: 0.1026 2023-02-25 13:35:04,873 - mmseg - INFO - Iter [159150/160000] lr: 3.191e-07, eta: 0:11:41, time: 0.808, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0603, decode.acc_seg: 97.5728, aux.loss_ce: 0.0392, aux.acc_seg: 96.2259, loss: 0.0995 2023-02-25 13:35:45,297 - mmseg - INFO - Iter [159200/160000] lr: 3.004e-07, eta: 0:11:00, time: 0.809, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0587, decode.acc_seg: 97.6418, aux.loss_ce: 0.0389, aux.acc_seg: 96.2296, loss: 0.0976 2023-02-25 13:36:28,330 - mmseg - INFO - Iter [159250/160000] lr: 2.816e-07, eta: 0:10:19, time: 0.861, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0600, decode.acc_seg: 97.5678, aux.loss_ce: 0.0384, aux.acc_seg: 96.2571, loss: 0.0984 2023-02-25 13:37:08,509 - mmseg - INFO - Iter [159300/160000] lr: 2.629e-07, eta: 0:09:37, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5419, aux.loss_ce: 0.0382, aux.acc_seg: 96.2918, loss: 0.0989 2023-02-25 13:37:48,864 - mmseg - INFO - Iter [159350/160000] lr: 2.441e-07, eta: 0:08:56, time: 0.807, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0610, decode.acc_seg: 97.5058, aux.loss_ce: 0.0388, aux.acc_seg: 96.2201, loss: 0.0998 2023-02-25 13:38:29,055 - mmseg - INFO - Iter [159400/160000] lr: 2.254e-07, eta: 0:08:15, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0608, decode.acc_seg: 97.5474, aux.loss_ce: 0.0392, aux.acc_seg: 96.1961, loss: 0.1000 2023-02-25 13:39:12,028 - mmseg - INFO - Iter [159450/160000] lr: 2.066e-07, eta: 0:07:33, time: 0.859, data_time: 0.064, memory: 21800, decode.loss_ce: 0.0635, decode.acc_seg: 97.4440, aux.loss_ce: 0.0408, aux.acc_seg: 96.0564, loss: 0.1043 2023-02-25 13:39:52,345 - mmseg - INFO - Iter [159500/160000] lr: 1.879e-07, eta: 0:06:52, time: 0.806, data_time: 0.012, memory: 21800, decode.loss_ce: 0.0623, decode.acc_seg: 97.4888, aux.loss_ce: 0.0390, aux.acc_seg: 96.2210, loss: 0.1013 2023-02-25 13:40:32,599 - mmseg - INFO - Iter [159550/160000] lr: 1.691e-07, eta: 0:06:11, time: 0.805, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0643, decode.acc_seg: 97.3967, aux.loss_ce: 0.0394, aux.acc_seg: 96.1725, loss: 0.1037 2023-02-25 13:41:15,546 - mmseg - INFO - Iter [159600/160000] lr: 1.504e-07, eta: 0:05:30, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0599, decode.acc_seg: 97.5903, aux.loss_ce: 0.0386, aux.acc_seg: 96.2738, loss: 0.0985 2023-02-25 13:41:55,701 - mmseg - INFO - Iter [159650/160000] lr: 1.316e-07, eta: 0:04:48, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0611, decode.acc_seg: 97.5315, aux.loss_ce: 0.0385, aux.acc_seg: 96.2980, loss: 0.0996 2023-02-25 13:42:35,883 - mmseg - INFO - Iter [159700/160000] lr: 1.129e-07, eta: 0:04:07, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0594, decode.acc_seg: 97.5917, aux.loss_ce: 0.0397, aux.acc_seg: 96.1446, loss: 0.0991 2023-02-25 13:43:16,159 - mmseg - INFO - Iter [159750/160000] lr: 9.413e-08, eta: 0:03:26, time: 0.806, data_time: 0.011, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5863, aux.loss_ce: 0.0382, aux.acc_seg: 96.2856, loss: 0.0979 2023-02-25 13:43:59,135 - mmseg - INFO - Iter [159800/160000] lr: 7.537e-08, eta: 0:02:45, time: 0.859, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0607, decode.acc_seg: 97.5151, aux.loss_ce: 0.0386, aux.acc_seg: 96.2185, loss: 0.0994 2023-02-25 13:44:39,304 - mmseg - INFO - Iter [159850/160000] lr: 5.663e-08, eta: 0:02:03, time: 0.803, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0597, decode.acc_seg: 97.5919, aux.loss_ce: 0.0391, aux.acc_seg: 96.2120, loss: 0.0988 2023-02-25 13:45:19,525 - mmseg - INFO - Iter [159900/160000] lr: 3.787e-08, eta: 0:01:22, time: 0.804, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0622, decode.acc_seg: 97.5000, aux.loss_ce: 0.0397, aux.acc_seg: 96.1936, loss: 0.1018 2023-02-25 13:45:59,756 - mmseg - INFO - Iter [159950/160000] lr: 1.913e-08, eta: 0:00:41, time: 0.805, data_time: 0.010, memory: 21800, decode.loss_ce: 0.0629, decode.acc_seg: 97.4628, aux.loss_ce: 0.0399, aux.acc_seg: 96.1199, loss: 0.1028 2023-02-25 13:46:42,720 - mmseg - INFO - Saving checkpoint at 160000 iterations 2023-02-25 13:46:44,085 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 13:46:44,087 - mmseg - INFO - Iter [160000/160000] lr: 3.750e-10, eta: 0:00:00, time: 0.887, data_time: 0.065, memory: 21800, decode.loss_ce: 0.0688, decode.acc_seg: 97.2896, aux.loss_ce: 0.0425, aux.acc_seg: 95.9351, loss: 0.1113 2023-02-25 13:47:37,365 - mmseg - INFO - per class results: 2023-02-25 13:47:37,368 - mmseg - INFO - +---------------+-------+-------+ | Class | IoU | Acc | +---------------+-------+-------+ | road | 98.67 | 99.21 | | sidewalk | 88.39 | 94.89 | | building | 93.51 | 97.2 | | wall | 60.11 | 66.93 | | fence | 67.05 | 74.1 | | pole | 71.74 | 83.2 | | traffic light | 75.91 | 84.87 | | traffic sign | 83.73 | 90.58 | | vegetation | 93.19 | 96.69 | | terrain | 66.18 | 74.74 | | sky | 95.29 | 98.54 | | person | 85.18 | 92.78 | | rider | 66.5 | 77.38 | | car | 96.11 | 98.19 | | truck | 83.81 | 87.87 | | bus | 92.28 | 94.4 | | train | 85.08 | 87.31 | | motorcycle | 71.94 | 79.27 | | bicycle | 81.48 | 90.47 | +---------------+-------+-------+ 2023-02-25 13:47:37,368 - mmseg - INFO - Summary: 2023-02-25 13:47:37,368 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 96.77 | 81.9 | 87.82 | +-------+------+-------+ 2023-02-25 13:47:37,369 - mmseg - INFO - Exp name: deform_convnext_t_fpn_4x4_512x1024_160k_cityscapes_adam_diffv20.py 2023-02-25 13:47:37,369 - mmseg - INFO - Iter(val) [125] aAcc: 0.9677, mIoU: 0.8190, mAcc: 0.8782, IoU.road: 0.9867, IoU.sidewalk: 0.8839, IoU.building: 0.9351, IoU.wall: 0.6011, IoU.fence: 0.6705, IoU.pole: 0.7174, IoU.traffic light: 0.7591, IoU.traffic sign: 0.8373, IoU.vegetation: 0.9319, IoU.terrain: 0.6618, IoU.sky: 0.9529, IoU.person: 0.8518, IoU.rider: 0.6650, IoU.car: 0.9611, IoU.truck: 0.8381, IoU.bus: 0.9228, IoU.train: 0.8508, IoU.motorcycle: 0.7194, IoU.bicycle: 0.8148, Acc.road: 0.9921, Acc.sidewalk: 0.9489, Acc.building: 0.9720, Acc.wall: 0.6693, Acc.fence: 0.7410, Acc.pole: 0.8320, Acc.traffic light: 0.8487, Acc.traffic sign: 0.9058, Acc.vegetation: 0.9669, Acc.terrain: 0.7474, Acc.sky: 0.9854, Acc.person: 0.9278, Acc.rider: 0.7738, Acc.car: 0.9819, Acc.truck: 0.8787, Acc.bus: 0.9440, Acc.train: 0.8731, Acc.motorcycle: 0.7927, Acc.bicycle: 0.9047