dabnet-cityscapes.log

2021-12-06 19:34:44,021 - mmseg - INFO - Environment info:
------------------------------------------------------------
sys.platform: linux
Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]
CUDA available: True
GPU 0,1,2,3: Tesla P40
CUDA_HOME: /usr/local/cuda
NVCC: Cuda compilation tools, release 10.1, V10.1.243
GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-39)
PyTorch: 1.6.0
PyTorch compiling details: PyTorch built with:
  - GCC 7.3
  - C++ Version: 201402
  - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications
  - Intel(R) MKL-DNN v1.5.0 (Git Hash e2ac1fac44c5078ca927cb9b90e1b3066a0b2ed0)
  - OpenMP 201511 (a.k.a. OpenMP 4.5)
  - NNPACK is enabled
  - CPU capability usage: AVX2
  - CUDA Runtime 10.1
  - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37
  - CuDNN 7.6.3
  - Magma 2.5.2
  - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -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 -Wno-stringop-overflow, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, 

TorchVision: 0.7.0
OpenCV: 4.5.4
MMCV: 1.4.0
MMCV Compiler: GCC 7.3
MMCV CUDA Compiler: 10.1
MMSegmentation: 0.19.0+2918220
------------------------------------------------------------

2021-12-06 19:34:44,021 - mmseg - INFO - Distributed training: True
2021-12-06 19:34:44,458 - mmseg - INFO - Config:
norm_cfg = dict(type='SyncBN', requires_grad=True)
model = dict(
    type='EncoderDecoder',
    backbone=dict(
        type='BiSeNetV1_Res',
        in_channels=3,
        context_channels=(128, 256, 512),
        spatial_channels=(64, 64, 64, 128),
        out_indices=(0, 1, 2),
        out_channels=256,
        backbone_cfg=dict(
            type='ResNetV1c',
            in_channels=3,
            depth=18,
            num_stages=4,
            out_indices=(0, 1, 2, 3),
            dilations=(1, 1, 1, 1),
            strides=(1, 2, 2, 2),
            norm_cfg=dict(type='SyncBN', requires_grad=True),
            norm_eval=False,
            style='pytorch',
            contract_dilation=True,
            init_cfg=dict(
                type='Pretrained', checkpoint='open-mmlab://resnet18_v1c')),
        norm_cfg=dict(type='SyncBN', requires_grad=True),
        align_corners=False,
        init_cfg=None),
    decode_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=1.0)),
    auxiliary_head=[
        dict(
            type='FCNHead',
            in_channels=128,
            channels=64,
            num_convs=1,
            num_classes=19,
            in_index=1,
            norm_cfg=dict(type='SyncBN', requires_grad=True),
            concat_input=False,
            align_corners=False,
            loss_decode=dict(
                type='CrossEntropyLoss', use_sigmoid=False, loss_weight=0.4)),
        dict(
            type='FCNHead',
            in_channels=128,
            channels=64,
            num_convs=1,
            num_classes=19,
            in_index=2,
            norm_cfg=dict(type='SyncBN', requires_grad=True),
            concat_input=False,
            align_corners=False,
            loss_decode=dict(
                type='CrossEntropyLoss', use_sigmoid=False, loss_weight=0.4))
    ],
    train_cfg=dict(),
    test_cfg=dict(mode='whole'))
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 = (1024, 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=(1024, 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=(1024, 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=8,
    workers_per_gpu=8,
    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=(1024, 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=(1024, 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='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005)
optimizer_config = dict()
lr_config = dict(
    policy='poly',
    power=0.9,
    min_lr=0.0001,
    by_epoch=False,
    warmup='linear',
    warmup_iters=1000)
runner = dict(type='IterBasedRunner', max_iters=80000)
checkpoint_config = dict(by_epoch=False, interval=8000)
evaluation = dict(interval=8000, metric='mIoU', pre_eval=True)
work_dir = './work_dirs/bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes'
gpu_ids = range(0, 4)

2021-12-06 19:34:46,880 - mmseg - INFO - Set random seed to 1376025900, deterministic: False
2021-12-06 19:34:47,273 - mmseg - INFO - initialize ResNetV1c with init_cfg {'type': 'Pretrained', 'checkpoint': 'open-mmlab://resnet18_v1c'}
2021-12-06 19:34:47,453 - mmseg - INFO - initialize FCNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}}
Name of parameter - Initialization information

backbone.backbone.stem.0.weight - torch.Size([32, 3, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.1.weight - torch.Size([32]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.1.bias - torch.Size([32]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.3.weight - torch.Size([32, 32, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.4.weight - torch.Size([32]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.4.bias - torch.Size([32]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.6.weight - torch.Size([64, 32, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.7.weight - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.stem.7.bias - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.0.conv1.weight - torch.Size([64, 64, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.0.bn1.weight - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.0.bn1.bias - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.0.conv2.weight - torch.Size([64, 64, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.0.bn2.weight - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.0.bn2.bias - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.1.conv1.weight - torch.Size([64, 64, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.1.bn1.weight - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.1.bn1.bias - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.1.conv2.weight - torch.Size([64, 64, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.1.bn2.weight - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer1.1.bn2.bias - torch.Size([64]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.conv1.weight - torch.Size([128, 64, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.bn1.weight - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.bn1.bias - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.conv2.weight - torch.Size([128, 128, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.bn2.weight - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.bn2.bias - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.downsample.0.weight - torch.Size([128, 64, 1, 1]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.downsample.1.weight - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.0.downsample.1.bias - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.1.conv1.weight - torch.Size([128, 128, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.1.bn1.weight - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.1.bn1.bias - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.1.conv2.weight - torch.Size([128, 128, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.1.bn2.weight - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer2.1.bn2.bias - torch.Size([128]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.conv1.weight - torch.Size([256, 128, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.bn1.weight - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.bn1.bias - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.conv2.weight - torch.Size([256, 256, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.bn2.weight - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.bn2.bias - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.downsample.0.weight - torch.Size([256, 128, 1, 1]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.downsample.1.weight - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.0.downsample.1.bias - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.1.conv1.weight - torch.Size([256, 256, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.1.bn1.weight - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.1.bn1.bias - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.1.conv2.weight - torch.Size([256, 256, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.1.bn2.weight - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer3.1.bn2.bias - torch.Size([256]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.conv1.weight - torch.Size([512, 256, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.bn1.weight - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.bn1.bias - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.conv2.weight - torch.Size([512, 512, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.bn2.weight - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.bn2.bias - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.downsample.0.weight - torch.Size([512, 256, 1, 1]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.downsample.1.weight - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.0.downsample.1.bias - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.1.conv1.weight - torch.Size([512, 512, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.1.bn1.weight - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.1.bn1.bias - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.1.conv2.weight - torch.Size([512, 512, 3, 3]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.1.bn2.weight - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.backbone.layer4.1.bn2.bias - torch.Size([512]): 
PretrainedInit: load from open-mmlab://resnet18_v1c 

backbone.ffm.conv1.conv.weight - torch.Size([256, 256, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.ffm.conv1.bn.weight - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.ffm.conv1.bn.bias - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.ffm.conv_atten.0.conv.weight - torch.Size([256, 256, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.ffm.conv_atten.0.bn.weight - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.ffm.conv_atten.0.bn.bias - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm16.conv_layer.conv.weight - torch.Size([128, 256, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm16.conv_layer.bn.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm16.conv_layer.bn.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm16.atten_conv_layer.1.conv.weight - torch.Size([128, 128, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm16.atten_conv_layer.1.bn.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm16.atten_conv_layer.1.bn.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm32.conv_layer.conv.weight - torch.Size([128, 512, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm32.conv_layer.bn.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm32.conv_layer.bn.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm32.atten_conv_layer.1.conv.weight - torch.Size([128, 128, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm32.atten_conv_layer.1.bn.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.arm32.atten_conv_layer.1.bn.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.conv_head32.conv.weight - torch.Size([128, 128, 3, 3]): 
Initialized by user-defined `init_weights` in ConvModule  

backbone.conv_head32.bn.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.conv_head32.bn.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.conv_head16.conv.weight - torch.Size([128, 128, 3, 3]): 
Initialized by user-defined `init_weights` in ConvModule  

backbone.conv_head16.bn.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.conv_head16.bn.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.sp_0.conv.weight - torch.Size([64, 67, 3, 3]): 
Initialized by user-defined `init_weights` in ConvModule  

backbone.sp_0.bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.sp_0.bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.sp_1.conv.weight - torch.Size([64, 64, 3, 3]): 
Initialized by user-defined `init_weights` in ConvModule  

backbone.sp_1.bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.sp_1.bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.sp_2.conv.weight - torch.Size([128, 64, 1, 1]): 
Initialized by user-defined `init_weights` in ConvModule  

backbone.sp_2.bn.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.sp_2.bn.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2l_0.weight - torch.Size([32, 256, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2l_0.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2h_0.weight - torch.Size([32, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2h_0.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnl_0.weight - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnl_0.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnh_0.weight - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnh_0.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_p1.weight - torch.Size([32, 32, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_p1.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_p2.weight - torch.Size([32, 64, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_p2.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_bn.weight - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_bn.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2h_1.weight - torch.Size([32, 32, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2h_1.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2l_1.weight - torch.Size([32, 32, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2l_1.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2h_1.weight - torch.Size([32, 32, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2h_1.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_1.weight - torch.Size([32, 32, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2l_1.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnl_1.weight - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnl_1.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnh_1.weight - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnh_1.bias - torch.Size([32]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2h_2.weight - torch.Size([64, 32, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.h2h_2.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2h_2.weight - torch.Size([64, 32, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.l2h_2.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnh_2.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_0.bnh_2.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2l_0.weight - torch.Size([64, 512, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2l_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2h_0.weight - torch.Size([64, 128, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2h_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnl_0.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnl_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnh_0.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnh_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_p1.weight - torch.Size([64, 64, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_p1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_p2.weight - torch.Size([64, 128, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_p2.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2h_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2h_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2l_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2l_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2h_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2h_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2l_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnl_1.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnl_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnh_1.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnh_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2h_2.weight - torch.Size([128, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.h2h_2.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2h_2.weight - torch.Size([128, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.l2h_2.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnh_2.weight - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_1.bnh_2.bias - torch.Size([128]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2l_0.weight - torch.Size([64, 1024, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2l_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2h_0.weight - torch.Size([64, 256, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2h_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnl_0.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnl_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnh_0.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnh_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_p1.weight - torch.Size([64, 64, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_p1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_p2.weight - torch.Size([64, 256, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_p2.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2h_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2h_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2l_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2l_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2h_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2h_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2l_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnl_1.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnl_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnh_1.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnh_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2h_2.weight - torch.Size([256, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.h2h_2.bias - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2h_2.weight - torch.Size([256, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.l2h_2.bias - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnh_2.weight - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_2.bnh_2.bias - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2l_0.weight - torch.Size([64, 2048, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2l_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2h_0.weight - torch.Size([64, 512, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2h_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnl_0.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnl_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnh_0.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnh_0.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_p1.weight - torch.Size([64, 64, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_p1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_p2.weight - torch.Size([64, 512, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_p2.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2h_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2h_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2l_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2l_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2h_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2h_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_1.weight - torch.Size([64, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2l_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnl_1.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnl_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnh_1.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnh_1.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2h_2.weight - torch.Size([512, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.h2h_2.bias - torch.Size([512]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2h_2.weight - torch.Size([512, 64, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.l2h_2.bias - torch.Size([512]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnh_2.weight - torch.Size([512]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.SIM_3.bnh_2.bias - torch.Size([512]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.cp_1.conv.weight - torch.Size([64, 64, 3, 3]): 
Initialized by user-defined `init_weights` in ConvModule  

backbone.cp_1.bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.cp_1.bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.cp_2.conv.weight - torch.Size([64, 128, 3, 3]): 
Initialized by user-defined `init_weights` in ConvModule  

backbone.cp_2.bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

backbone.cp_2.bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

decode_head.conv_seg.weight - torch.Size([19, 256, 1, 1]): 
NormalInit: mean=0, std=0.01, bias=0 

decode_head.conv_seg.bias - torch.Size([19]): 
NormalInit: mean=0, std=0.01, bias=0 

decode_head.convs.0.conv.weight - torch.Size([256, 256, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

decode_head.convs.0.bn.weight - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

decode_head.convs.0.bn.bias - torch.Size([256]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.0.conv_seg.weight - torch.Size([19, 64, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.0.conv_seg.bias - torch.Size([19]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.0.convs.0.conv.weight - torch.Size([64, 128, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.0.convs.0.bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.0.convs.0.bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.1.conv_seg.weight - torch.Size([19, 64, 1, 1]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.1.conv_seg.bias - torch.Size([19]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.1.convs.0.conv.weight - torch.Size([64, 128, 3, 3]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.1.convs.0.bn.weight - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  

auxiliary_head.1.convs.0.bn.bias - torch.Size([64]): 
The value is the same before and after calling `init_weights` of EncoderDecoder  
2021-12-06 19:34:47,460 - mmseg - INFO - EncoderDecoder(
  (backbone): BiSeNetV1_Res(
    (backbone): ResNetV1c(
      (stem): Sequential(
        (0): Conv2d(3, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (1): SyncBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (2): ReLU(inplace=True)
        (3): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (4): SyncBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (5): ReLU(inplace=True)
        (6): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (7): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (8): ReLU(inplace=True)
      )
      (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)
      (layer1): ResLayer(
        (0): BasicBlock(
          (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
        )
        (1): BasicBlock(
          (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
        )
      )
      (layer2): ResLayer(
        (0): BasicBlock(
          (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
          (downsample): Sequential(
            (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)
            (1): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (1): BasicBlock(
          (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
        )
      )
      (layer3): ResLayer(
        (0): BasicBlock(
          (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
          (downsample): Sequential(
            (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)
            (1): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (1): BasicBlock(
          (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
        )
      )
      (layer4): ResLayer(
        (0): BasicBlock(
          (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
          (downsample): Sequential(
            (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)
            (1): SyncBatchNorm(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (1): BasicBlock(
          (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn1): SyncBatchNorm(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn2): SyncBatchNorm(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (relu): ReLU(inplace=True)
        )
      )
    )
    init_cfg={'type': 'Pretrained', 'checkpoint': 'open-mmlab://resnet18_v1c'}
    (ffm): FeatureFusionModule(
      (conv1): ConvModule(
        (conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU(inplace=True)
      )
      (gap): AdaptiveAvgPool2d(output_size=(1, 1))
      (conv_atten): Sequential(
        (0): ConvModule(
          (conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (activate): ReLU(inplace=True)
        )
        (1): Sigmoid()
      )
    )
    (arm16): AttentionRefinementModule(
      (conv_layer): ConvModule(
        (conv): Conv2d(256, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU(inplace=True)
      )
      (atten_conv_layer): Sequential(
        (0): AdaptiveAvgPool2d(output_size=(1, 1))
        (1): ConvModule(
          (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (bn): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
        (2): Sigmoid()
      )
    )
    (arm32): AttentionRefinementModule(
      (conv_layer): ConvModule(
        (conv): Conv2d(512, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU(inplace=True)
      )
      (atten_conv_layer): Sequential(
        (0): AdaptiveAvgPool2d(output_size=(1, 1))
        (1): ConvModule(
          (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (bn): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
        (2): Sigmoid()
      )
    )
    (conv_head32): ConvModule(
      (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (conv_head16): ConvModule(
      (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (sp_0): ConvModule(
      (conv): Conv2d(67, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (sp_1): ConvModule(
      (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (sp_2): ConvModule(
      (conv): Conv2d(64, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (SIM_0): SIM(
      (h2l_pool): AvgPool2d(kernel_size=(2, 2), stride=2, padding=0)
      (h2l_0): Conv2d(256, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2h_0): Conv2d(64, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_0): SyncBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_0): SyncBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (avg): AdaptiveAvgPool2d(output_size=(1, 1))
      (l2l_p1): Conv2d(32, 32, kernel_size=(1, 1), stride=(1, 1))
      (l2l_p2): Conv2d(64, 32, kernel_size=(1, 1), stride=(1, 1))
      (l2l_bn): SyncBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_1): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2l_1): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_1): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2l_1): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_1): SyncBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_1): SyncBatchNorm(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_2): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_2): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnh_2): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (SIM_1): SIM(
      (h2l_pool): AvgPool2d(kernel_size=(2, 2), stride=2, padding=0)
      (h2l_0): Conv2d(512, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2h_0): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_0): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_0): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (avg): AdaptiveAvgPool2d(output_size=(1, 1))
      (l2l_p1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))
      (l2l_p2): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))
      (l2l_bn): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2l_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2l_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_2): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_2): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnh_2): SyncBatchNorm(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (SIM_2): SIM(
      (h2l_pool): AvgPool2d(kernel_size=(2, 2), stride=2, padding=0)
      (h2l_0): Conv2d(1024, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2h_0): Conv2d(256, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_0): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_0): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (avg): AdaptiveAvgPool2d(output_size=(1, 1))
      (l2l_p1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))
      (l2l_p2): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1))
      (l2l_bn): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2l_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2l_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_2): Conv2d(64, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_2): Conv2d(64, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnh_2): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (SIM_3): SIM(
      (h2l_pool): AvgPool2d(kernel_size=(2, 2), stride=2, padding=0)
      (h2l_0): Conv2d(2048, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2h_0): Conv2d(512, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_0): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_0): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (avg): AdaptiveAvgPool2d(output_size=(1, 1))
      (l2l_p1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))
      (l2l_p2): Conv2d(512, 64, kernel_size=(1, 1), stride=(1, 1))
      (l2l_bn): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (h2l_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2l_1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnl_1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (bnh_1): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (h2h_2): Conv2d(64, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (l2h_2): Conv2d(64, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      (bnh_2): SyncBatchNorm(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (cp_1): ConvModule(
      (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (cp_2): ConvModule(
      (conv): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (sample1): InputProjectionA(
      (pool): ModuleList(
        (0): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (decode_head): FCNHead(
    input_transform=None, ignore_index=255, align_corners=False
    (loss_decode): CrossEntropyLoss()
    (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'}}
  (auxiliary_head): ModuleList(
    (0): FCNHead(
      input_transform=None, ignore_index=255, align_corners=False
      (loss_decode): CrossEntropyLoss()
      (conv_seg): Conv2d(64, 19, kernel_size=(1, 1), stride=(1, 1))
      (dropout): Dropout2d(p=0.1, inplace=False)
      (convs): Sequential(
        (0): ConvModule(
          (conv): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn): SyncBatchNorm(64, 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'}}
    (1): FCNHead(
      input_transform=None, ignore_index=255, align_corners=False
      (loss_decode): CrossEntropyLoss()
      (conv_seg): Conv2d(64, 19, kernel_size=(1, 1), stride=(1, 1))
      (dropout): Dropout2d(p=0.1, inplace=False)
      (convs): Sequential(
        (0): ConvModule(
          (conv): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
          (bn): SyncBatchNorm(64, 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'}}
  )
)
2021-12-06 19:34:47,789 - mmseg - INFO - Loaded 2975 images
2021-12-06 19:34:48,630 - mmseg - INFO - Loaded 500 images
2021-12-06 19:34:48,631 - mmseg - INFO - Start running, host: hadoop-hmart-waimaiups@set-zw-yarn-training422720.mt, work_dir: /workdir/mmsegmentation/work_dirs/bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes
2021-12-06 19:34:48,631 - 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                     
 -------------------- 
2021-12-06 19:34:48,631 - mmseg - INFO - workflow: [('train', 1)], max: 80000 iters
2021-12-06 19:34:48,631 - mmseg - INFO - Checkpoints will be saved to /workdir/mmsegmentation/work_dirs/bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes by HardDiskBackend.
2021-12-06 19:37:08,323 - mmseg - INFO - Iter [50/80000]	lr: 3.601e-03, eta: 1 day, 21:10:49, time: 2.034, data_time: 0.123, memory: 17331, decode.loss_ce: 1.6975, decode.acc_seg: 37.3127, aux_0.loss_ce: 0.8927, aux_0.acc_seg: 23.7714, aux_1.loss_ce: 0.8662, aux_1.acc_seg: 27.6742, loss: 3.4565
2021-12-06 19:39:16,349 - mmseg - INFO - Iter [100/80000]	lr: 4.722e-03, eta: 2 days, 2:59:28, time: 2.561, data_time: 1.006, memory: 17331, decode.loss_ce: 0.9216, decode.acc_seg: 60.6065, aux_0.loss_ce: 0.4643, aux_0.acc_seg: 61.1990, aux_1.loss_ce: 0.4702, aux_1.acc_seg: 59.2286, loss: 1.8562
2021-12-06 19:40:33,984 - mmseg - INFO - Iter [150/80000]	lr: 5.843e-03, eta: 1 day, 21:27:07, time: 1.553, data_time: 0.043, memory: 17331, decode.loss_ce: 0.6308, decode.acc_seg: 68.2720, aux_0.loss_ce: 0.3152, aux_0.acc_seg: 65.7762, aux_1.loss_ce: 0.3210, aux_1.acc_seg: 65.6924, loss: 1.2669
2021-12-06 19:42:41,390 - mmseg - INFO - Iter [200/80000]	lr: 6.962e-03, eta: 2 days, 0:11:18, time: 2.548, data_time: 0.948, memory: 17331, decode.loss_ce: 0.5470, decode.acc_seg: 70.1026, aux_0.loss_ce: 0.2676, aux_0.acc_seg: 67.1347, aux_1.loss_ce: 0.2647, aux_1.acc_seg: 68.4744, loss: 1.0793
2021-12-06 19:43:58,824 - mmseg - INFO - Iter [250/80000]	lr: 8.080e-03, eta: 1 day, 21:23:18, time: 1.549, data_time: 0.042, memory: 17331, decode.loss_ce: 0.4768, decode.acc_seg: 71.2548, aux_0.loss_ce: 0.2222, aux_0.acc_seg: 70.7564, aux_1.loss_ce: 0.2258, aux_1.acc_seg: 70.4871, loss: 0.9248
2021-12-06 19:46:06,569 - mmseg - INFO - Iter [300/80000]	lr: 9.197e-03, eta: 1 day, 23:13:37, time: 2.555, data_time: 0.944, memory: 17331, decode.loss_ce: 0.4360, decode.acc_seg: 72.2073, aux_0.loss_ce: 0.1983, aux_0.acc_seg: 71.6886, aux_1.loss_ce: 0.2058, aux_1.acc_seg: 71.3270, loss: 0.8401
2021-12-06 19:47:24,165 - mmseg - INFO - Iter [350/80000]	lr: 1.031e-02, eta: 1 day, 21:21:35, time: 1.552, data_time: 0.041, memory: 17331, decode.loss_ce: 0.4024, decode.acc_seg: 73.3378, aux_0.loss_ce: 0.1856, aux_0.acc_seg: 72.4645, aux_1.loss_ce: 0.1935, aux_1.acc_seg: 71.8051, loss: 0.7815
2021-12-06 19:49:31,939 - mmseg - INFO - Iter [400/80000]	lr: 1.143e-02, eta: 1 day, 22:43:40, time: 2.555, data_time: 0.964, memory: 17331, decode.loss_ce: 0.3694, decode.acc_seg: 73.7187, aux_0.loss_ce: 0.1690, aux_0.acc_seg: 73.0721, aux_1.loss_ce: 0.1776, aux_1.acc_seg: 72.4139, loss: 0.7160
2021-12-06 19:50:50,056 - mmseg - INFO - Iter [450/80000]	lr: 1.254e-02, eta: 1 day, 21:20:44, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.3534, decode.acc_seg: 74.7217, aux_0.loss_ce: 0.1610, aux_0.acc_seg: 74.2372, aux_1.loss_ce: 0.1696, aux_1.acc_seg: 73.6804, loss: 0.6840
2021-12-06 19:52:57,825 - mmseg - INFO - Iter [500/80000]	lr: 1.365e-02, eta: 1 day, 22:25:43, time: 2.555, data_time: 1.013, memory: 17331, decode.loss_ce: 0.3347, decode.acc_seg: 75.2070, aux_0.loss_ce: 0.1542, aux_0.acc_seg: 74.6651, aux_1.loss_ce: 0.1624, aux_1.acc_seg: 74.1488, loss: 0.6513
2021-12-06 19:54:15,447 - mmseg - INFO - Iter [550/80000]	lr: 1.476e-02, eta: 1 day, 21:17:45, time: 1.552, data_time: 0.041, memory: 17331, decode.loss_ce: 0.3255, decode.acc_seg: 74.7642, aux_0.loss_ce: 0.1501, aux_0.acc_seg: 74.1091, aux_1.loss_ce: 0.1565, aux_1.acc_seg: 73.7133, loss: 0.6321
2021-12-06 19:56:25,095 - mmseg - INFO - Iter [600/80000]	lr: 1.587e-02, eta: 1 day, 22:15:39, time: 2.593, data_time: 0.961, memory: 17331, decode.loss_ce: 0.3101, decode.acc_seg: 75.5072, aux_0.loss_ce: 0.1452, aux_0.acc_seg: 74.7610, aux_1.loss_ce: 0.1514, aux_1.acc_seg: 74.3880, loss: 0.6067
2021-12-06 19:57:42,556 - mmseg - INFO - Iter [650/80000]	lr: 1.698e-02, eta: 1 day, 21:18:08, time: 1.549, data_time: 0.042, memory: 17331, decode.loss_ce: 0.3014, decode.acc_seg: 74.9613, aux_0.loss_ce: 0.1419, aux_0.acc_seg: 74.0703, aux_1.loss_ce: 0.1474, aux_1.acc_seg: 73.6864, loss: 0.5907
2021-12-06 19:59:51,885 - mmseg - INFO - Iter [700/80000]	lr: 1.808e-02, eta: 1 day, 22:06:34, time: 2.587, data_time: 1.026, memory: 17331, decode.loss_ce: 0.2901, decode.acc_seg: 75.7041, aux_0.loss_ce: 0.1365, aux_0.acc_seg: 74.8421, aux_1.loss_ce: 0.1424, aux_1.acc_seg: 74.4061, loss: 0.5690
2021-12-06 20:01:59,804 - mmseg - INFO - Iter [750/80000]	lr: 1.919e-02, eta: 1 day, 22:45:47, time: 2.558, data_time: 0.948, memory: 17331, decode.loss_ce: 0.2681, decode.acc_seg: 75.9256, aux_0.loss_ce: 0.1268, aux_0.acc_seg: 74.9803, aux_1.loss_ce: 0.1335, aux_1.acc_seg: 74.4106, loss: 0.5284
2021-12-06 20:03:17,978 - mmseg - INFO - Iter [800/80000]	lr: 2.029e-02, eta: 1 day, 21:57:45, time: 1.563, data_time: 0.042, memory: 17331, decode.loss_ce: 0.2713, decode.acc_seg: 75.7899, aux_0.loss_ce: 0.1273, aux_0.acc_seg: 74.9364, aux_1.loss_ce: 0.1342, aux_1.acc_seg: 74.3852, loss: 0.5328
2021-12-06 20:05:25,899 - mmseg - INFO - Iter [850/80000]	lr: 2.140e-02, eta: 1 day, 22:32:25, time: 2.558, data_time: 0.940, memory: 17331, decode.loss_ce: 0.2620, decode.acc_seg: 76.3013, aux_0.loss_ce: 0.1213, aux_0.acc_seg: 75.6392, aux_1.loss_ce: 0.1283, aux_1.acc_seg: 75.0423, loss: 0.5116
2021-12-06 20:06:44,559 - mmseg - INFO - Iter [900/80000]	lr: 2.250e-02, eta: 1 day, 21:50:50, time: 1.573, data_time: 0.044, memory: 17331, decode.loss_ce: 0.2806, decode.acc_seg: 75.8650, aux_0.loss_ce: 0.1280, aux_0.acc_seg: 75.1808, aux_1.loss_ce: 0.1348, aux_1.acc_seg: 74.6478, loss: 0.5434
2021-12-06 20:08:53,516 - mmseg - INFO - Iter [950/80000]	lr: 2.360e-02, eta: 1 day, 22:23:14, time: 2.579, data_time: 0.945, memory: 17331, decode.loss_ce: 0.2861, decode.acc_seg: 75.3369, aux_0.loss_ce: 0.1272, aux_0.acc_seg: 74.9258, aux_1.loss_ce: 0.1336, aux_1.acc_seg: 74.4314, loss: 0.5469
2021-12-06 20:10:12,578 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-06 20:10:12,578 - mmseg - INFO - Iter [1000/80000]	lr: 2.470e-02, eta: 1 day, 21:46:30, time: 1.581, data_time: 0.044, memory: 17331, decode.loss_ce: 0.2767, decode.acc_seg: 75.7682, aux_0.loss_ce: 0.1242, aux_0.acc_seg: 75.2604, aux_1.loss_ce: 0.1306, aux_1.acc_seg: 74.7360, loss: 0.5315
2021-12-06 20:12:21,170 - mmseg - INFO - Iter [1050/80000]	lr: 2.471e-02, eta: 1 day, 22:15:13, time: 2.572, data_time: 0.937, memory: 17331, decode.loss_ce: 0.2581, decode.acc_seg: 76.3580, aux_0.loss_ce: 0.1152, aux_0.acc_seg: 75.8670, aux_1.loss_ce: 0.1224, aux_1.acc_seg: 75.3226, loss: 0.4957
2021-12-06 20:13:39,850 - mmseg - INFO - Iter [1100/80000]	lr: 2.469e-02, eta: 1 day, 21:41:27, time: 1.574, data_time: 0.044, memory: 17331, decode.loss_ce: 0.2568, decode.acc_seg: 76.6662, aux_0.loss_ce: 0.1152, aux_0.acc_seg: 76.1681, aux_1.loss_ce: 0.1222, aux_1.acc_seg: 75.6380, loss: 0.4942
2021-12-06 20:15:49,065 - mmseg - INFO - Iter [1150/80000]	lr: 2.468e-02, eta: 1 day, 22:08:15, time: 2.584, data_time: 1.006, memory: 17331, decode.loss_ce: 0.2480, decode.acc_seg: 76.1851, aux_0.loss_ce: 0.1106, aux_0.acc_seg: 75.7693, aux_1.loss_ce: 0.1172, aux_1.acc_seg: 75.2990, loss: 0.4757
2021-12-06 20:17:07,475 - mmseg - INFO - Iter [1200/80000]	lr: 2.466e-02, eta: 1 day, 21:37:02, time: 1.568, data_time: 0.043, memory: 17331, decode.loss_ce: 0.2304, decode.acc_seg: 76.7049, aux_0.loss_ce: 0.1041, aux_0.acc_seg: 76.1536, aux_1.loss_ce: 0.1102, aux_1.acc_seg: 75.6779, loss: 0.4447
2021-12-06 20:19:16,611 - mmseg - INFO - Iter [1250/80000]	lr: 2.465e-02, eta: 1 day, 22:01:29, time: 2.583, data_time: 0.938, memory: 17331, decode.loss_ce: 0.2347, decode.acc_seg: 77.4157, aux_0.loss_ce: 0.1049, aux_0.acc_seg: 76.9493, aux_1.loss_ce: 0.1111, aux_1.acc_seg: 76.4586, loss: 0.4507
2021-12-06 20:20:34,760 - mmseg - INFO - Iter [1300/80000]	lr: 2.464e-02, eta: 1 day, 21:32:26, time: 1.563, data_time: 0.042, memory: 17331, decode.loss_ce: 0.2398, decode.acc_seg: 76.6351, aux_0.loss_ce: 0.1054, aux_0.acc_seg: 76.2369, aux_1.loss_ce: 0.1127, aux_1.acc_seg: 75.7194, loss: 0.4580
2021-12-06 20:22:44,462 - mmseg - INFO - Iter [1350/80000]	lr: 2.462e-02, eta: 1 day, 21:55:30, time: 2.594, data_time: 0.954, memory: 17331, decode.loss_ce: 0.2220, decode.acc_seg: 77.7555, aux_0.loss_ce: 0.0992, aux_0.acc_seg: 77.3018, aux_1.loss_ce: 0.1062, aux_1.acc_seg: 76.7805, loss: 0.4274
2021-12-06 20:24:52,485 - mmseg - INFO - Iter [1400/80000]	lr: 2.461e-02, eta: 1 day, 22:15:11, time: 2.560, data_time: 0.965, memory: 17331, decode.loss_ce: 0.2152, decode.acc_seg: 77.6222, aux_0.loss_ce: 0.0960, aux_0.acc_seg: 77.1762, aux_1.loss_ce: 0.1033, aux_1.acc_seg: 76.6421, loss: 0.4145
2021-12-06 20:26:11,122 - mmseg - INFO - Iter [1450/80000]	lr: 2.459e-02, eta: 1 day, 21:48:47, time: 1.573, data_time: 0.043, memory: 17331, decode.loss_ce: 0.2186, decode.acc_seg: 77.3840, aux_0.loss_ce: 0.0964, aux_0.acc_seg: 76.9687, aux_1.loss_ce: 0.1031, aux_1.acc_seg: 76.4716, loss: 0.4181
2021-12-06 20:28:19,331 - mmseg - INFO - Iter [1500/80000]	lr: 2.458e-02, eta: 1 day, 22:07:18, time: 2.564, data_time: 0.986, memory: 17331, decode.loss_ce: 0.2177, decode.acc_seg: 77.1674, aux_0.loss_ce: 0.0963, aux_0.acc_seg: 76.7299, aux_1.loss_ce: 0.1027, aux_1.acc_seg: 76.2168, loss: 0.4167
2021-12-06 20:29:37,985 - mmseg - INFO - Iter [1550/80000]	lr: 2.457e-02, eta: 1 day, 21:42:40, time: 1.573, data_time: 0.041, memory: 17331, decode.loss_ce: 0.2092, decode.acc_seg: 78.0597, aux_0.loss_ce: 0.0930, aux_0.acc_seg: 77.5647, aux_1.loss_ce: 0.0995, aux_1.acc_seg: 77.0824, loss: 0.4017
2021-12-06 20:31:46,025 - mmseg - INFO - Iter [1600/80000]	lr: 2.455e-02, eta: 1 day, 21:59:50, time: 2.561, data_time: 0.969, memory: 17331, decode.loss_ce: 0.2022, decode.acc_seg: 77.7088, aux_0.loss_ce: 0.0890, aux_0.acc_seg: 77.2890, aux_1.loss_ce: 0.0961, aux_1.acc_seg: 76.7243, loss: 0.3872
2021-12-06 20:33:04,844 - mmseg - INFO - Iter [1650/80000]	lr: 2.454e-02, eta: 1 day, 21:36:52, time: 1.576, data_time: 0.044, memory: 17331, decode.loss_ce: 0.2040, decode.acc_seg: 77.7485, aux_0.loss_ce: 0.0901, aux_0.acc_seg: 77.2965, aux_1.loss_ce: 0.0970, aux_1.acc_seg: 76.7733, loss: 0.3911
2021-12-06 20:35:12,879 - mmseg - INFO - Iter [1700/80000]	lr: 2.452e-02, eta: 1 day, 21:52:58, time: 2.561, data_time: 0.992, memory: 17331, decode.loss_ce: 0.2002, decode.acc_seg: 78.4502, aux_0.loss_ce: 0.0888, aux_0.acc_seg: 77.9575, aux_1.loss_ce: 0.0956, aux_1.acc_seg: 77.4166, loss: 0.3846
2021-12-06 20:36:31,881 - mmseg - INFO - Iter [1750/80000]	lr: 2.451e-02, eta: 1 day, 21:31:29, time: 1.580, data_time: 0.045, memory: 17331, decode.loss_ce: 0.2081, decode.acc_seg: 77.6109, aux_0.loss_ce: 0.0916, aux_0.acc_seg: 77.2105, aux_1.loss_ce: 0.0982, aux_1.acc_seg: 76.6893, loss: 0.3979
2021-12-06 20:38:40,731 - mmseg - INFO - Iter [1800/80000]	lr: 2.450e-02, eta: 1 day, 21:47:12, time: 2.577, data_time: 0.956, memory: 17331, decode.loss_ce: 0.2053, decode.acc_seg: 78.1452, aux_0.loss_ce: 0.0905, aux_0.acc_seg: 77.7059, aux_1.loss_ce: 0.0972, aux_1.acc_seg: 77.1206, loss: 0.3930
2021-12-06 20:39:59,568 - mmseg - INFO - Iter [1850/80000]	lr: 2.448e-02, eta: 1 day, 21:26:45, time: 1.577, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1934, decode.acc_seg: 77.4966, aux_0.loss_ce: 0.0859, aux_0.acc_seg: 77.0279, aux_1.loss_ce: 0.0925, aux_1.acc_seg: 76.5318, loss: 0.3718
2021-12-06 20:42:08,253 - mmseg - INFO - Iter [1900/80000]	lr: 2.447e-02, eta: 1 day, 21:41:27, time: 2.574, data_time: 0.940, memory: 17331, decode.loss_ce: 0.1867, decode.acc_seg: 78.6786, aux_0.loss_ce: 0.0832, aux_0.acc_seg: 78.2102, aux_1.loss_ce: 0.0895, aux_1.acc_seg: 77.6616, loss: 0.3594
2021-12-06 20:43:26,119 - mmseg - INFO - Iter [1950/80000]	lr: 2.445e-02, eta: 1 day, 21:21:24, time: 1.557, data_time: 0.041, memory: 17331, decode.loss_ce: 0.1847, decode.acc_seg: 78.3764, aux_0.loss_ce: 0.0821, aux_0.acc_seg: 77.8891, aux_1.loss_ce: 0.0884, aux_1.acc_seg: 77.3920, loss: 0.3552
2021-12-06 20:45:35,081 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-06 20:45:35,081 - mmseg - INFO - Iter [2000/80000]	lr: 2.444e-02, eta: 1 day, 21:35:29, time: 2.579, data_time: 0.926, memory: 17331, decode.loss_ce: 0.1913, decode.acc_seg: 78.4471, aux_0.loss_ce: 0.0856, aux_0.acc_seg: 77.9697, aux_1.loss_ce: 0.0911, aux_1.acc_seg: 77.5393, loss: 0.3681
2021-12-06 20:47:43,323 - mmseg - INFO - Iter [2050/80000]	lr: 2.443e-02, eta: 1 day, 21:48:19, time: 2.565, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1926, decode.acc_seg: 78.3982, aux_0.loss_ce: 0.0850, aux_0.acc_seg: 77.9442, aux_1.loss_ce: 0.0916, aux_1.acc_seg: 77.3941, loss: 0.3692
2021-12-06 20:49:01,788 - mmseg - INFO - Iter [2100/80000]	lr: 2.441e-02, eta: 1 day, 21:29:41, time: 1.569, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1826, decode.acc_seg: 78.3136, aux_0.loss_ce: 0.0808, aux_0.acc_seg: 77.9230, aux_1.loss_ce: 0.0871, aux_1.acc_seg: 77.3711, loss: 0.3505
2021-12-06 20:51:10,117 - mmseg - INFO - Iter [2150/80000]	lr: 2.440e-02, eta: 1 day, 21:41:56, time: 2.567, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1740, decode.acc_seg: 78.5265, aux_0.loss_ce: 0.0774, aux_0.acc_seg: 78.1020, aux_1.loss_ce: 0.0839, aux_1.acc_seg: 77.5223, loss: 0.3353
2021-12-06 20:52:28,817 - mmseg - INFO - Iter [2200/80000]	lr: 2.438e-02, eta: 1 day, 21:24:17, time: 1.574, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1743, decode.acc_seg: 78.3670, aux_0.loss_ce: 0.0772, aux_0.acc_seg: 77.9739, aux_1.loss_ce: 0.0841, aux_1.acc_seg: 77.4025, loss: 0.3356
2021-12-06 20:54:38,256 - mmseg - INFO - Iter [2250/80000]	lr: 2.437e-02, eta: 1 day, 21:36:34, time: 2.589, data_time: 0.936, memory: 17331, decode.loss_ce: 0.1736, decode.acc_seg: 78.9622, aux_0.loss_ce: 0.0776, aux_0.acc_seg: 78.5328, aux_1.loss_ce: 0.0837, aux_1.acc_seg: 78.0192, loss: 0.3350
2021-12-06 20:55:57,617 - mmseg - INFO - Iter [2300/80000]	lr: 2.436e-02, eta: 1 day, 21:20:03, time: 1.587, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1802, decode.acc_seg: 78.8502, aux_0.loss_ce: 0.0800, aux_0.acc_seg: 78.4255, aux_1.loss_ce: 0.0858, aux_1.acc_seg: 77.9610, loss: 0.3459
2021-12-06 20:58:06,959 - mmseg - INFO - Iter [2350/80000]	lr: 2.434e-02, eta: 1 day, 21:31:41, time: 2.587, data_time: 0.977, memory: 17331, decode.loss_ce: 0.1742, decode.acc_seg: 78.9451, aux_0.loss_ce: 0.0771, aux_0.acc_seg: 78.6244, aux_1.loss_ce: 0.0834, aux_1.acc_seg: 78.0668, loss: 0.3347
2021-12-06 20:59:26,267 - mmseg - INFO - Iter [2400/80000]	lr: 2.433e-02, eta: 1 day, 21:15:47, time: 1.586, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1685, decode.acc_seg: 78.8516, aux_0.loss_ce: 0.0746, aux_0.acc_seg: 78.4991, aux_1.loss_ce: 0.0814, aux_1.acc_seg: 77.9271, loss: 0.3245
2021-12-06 21:01:35,035 - mmseg - INFO - Iter [2450/80000]	lr: 2.431e-02, eta: 1 day, 21:26:35, time: 2.575, data_time: 0.971, memory: 17331, decode.loss_ce: 0.1671, decode.acc_seg: 78.4342, aux_0.loss_ce: 0.0745, aux_0.acc_seg: 78.0399, aux_1.loss_ce: 0.0807, aux_1.acc_seg: 77.4884, loss: 0.3223
2021-12-06 21:02:53,336 - mmseg - INFO - Iter [2500/80000]	lr: 2.430e-02, eta: 1 day, 21:10:47, time: 1.566, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1806, decode.acc_seg: 78.7137, aux_0.loss_ce: 0.0796, aux_0.acc_seg: 78.3566, aux_1.loss_ce: 0.0857, aux_1.acc_seg: 77.8011, loss: 0.3459
2021-12-06 21:05:02,769 - mmseg - INFO - Iter [2550/80000]	lr: 2.428e-02, eta: 1 day, 21:21:26, time: 2.589, data_time: 1.066, memory: 17331, decode.loss_ce: 0.1733, decode.acc_seg: 79.4285, aux_0.loss_ce: 0.0764, aux_0.acc_seg: 79.0769, aux_1.loss_ce: 0.0825, aux_1.acc_seg: 78.5299, loss: 0.3322
2021-12-06 21:06:20,914 - mmseg - INFO - Iter [2600/80000]	lr: 2.427e-02, eta: 1 day, 21:06:09, time: 1.563, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1828, decode.acc_seg: 78.4490, aux_0.loss_ce: 0.0801, aux_0.acc_seg: 78.0746, aux_1.loss_ce: 0.0867, aux_1.acc_seg: 77.5144, loss: 0.3496
2021-12-06 21:08:30,042 - mmseg - INFO - Iter [2650/80000]	lr: 2.426e-02, eta: 1 day, 21:16:12, time: 2.583, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1832, decode.acc_seg: 78.4497, aux_0.loss_ce: 0.0803, aux_0.acc_seg: 78.0567, aux_1.loss_ce: 0.0863, aux_1.acc_seg: 77.5632, loss: 0.3498
2021-12-06 21:10:39,661 - mmseg - INFO - Iter [2700/80000]	lr: 2.424e-02, eta: 1 day, 21:26:01, time: 2.592, data_time: 1.020, memory: 17331, decode.loss_ce: 0.1762, decode.acc_seg: 78.5459, aux_0.loss_ce: 0.0780, aux_0.acc_seg: 78.1475, aux_1.loss_ce: 0.0836, aux_1.acc_seg: 77.6416, loss: 0.3377
2021-12-06 21:11:57,939 - mmseg - INFO - Iter [2750/80000]	lr: 2.423e-02, eta: 1 day, 21:11:22, time: 1.566, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1758, decode.acc_seg: 78.8627, aux_0.loss_ce: 0.0782, aux_0.acc_seg: 78.4420, aux_1.loss_ce: 0.0845, aux_1.acc_seg: 77.9302, loss: 0.3385
2021-12-06 21:14:06,839 - mmseg - INFO - Iter [2800/80000]	lr: 2.421e-02, eta: 1 day, 21:20:28, time: 2.578, data_time: 0.913, memory: 17331, decode.loss_ce: 0.1658, decode.acc_seg: 79.3892, aux_0.loss_ce: 0.0740, aux_0.acc_seg: 78.9884, aux_1.loss_ce: 0.0794, aux_1.acc_seg: 78.5308, loss: 0.3192
2021-12-06 21:15:25,242 - mmseg - INFO - Iter [2850/80000]	lr: 2.420e-02, eta: 1 day, 21:06:23, time: 1.568, data_time: 0.041, memory: 17331, decode.loss_ce: 0.1729, decode.acc_seg: 78.4164, aux_0.loss_ce: 0.0758, aux_0.acc_seg: 78.0540, aux_1.loss_ce: 0.0820, aux_1.acc_seg: 77.5411, loss: 0.3307
2021-12-06 21:17:33,437 - mmseg - INFO - Iter [2900/80000]	lr: 2.419e-02, eta: 1 day, 21:14:48, time: 2.564, data_time: 1.027, memory: 17331, decode.loss_ce: 0.1654, decode.acc_seg: 78.7802, aux_0.loss_ce: 0.0733, aux_0.acc_seg: 78.4047, aux_1.loss_ce: 0.0792, aux_1.acc_seg: 77.8635, loss: 0.3179
2021-12-06 21:18:51,830 - mmseg - INFO - Iter [2950/80000]	lr: 2.417e-02, eta: 1 day, 21:01:10, time: 1.568, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1652, decode.acc_seg: 79.0230, aux_0.loss_ce: 0.0733, aux_0.acc_seg: 78.6243, aux_1.loss_ce: 0.0786, aux_1.acc_seg: 78.1811, loss: 0.3171
2021-12-06 21:20:59,471 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-06 21:20:59,471 - mmseg - INFO - Iter [3000/80000]	lr: 2.416e-02, eta: 1 day, 21:09:02, time: 2.553, data_time: 0.976, memory: 17331, decode.loss_ce: 0.1653, decode.acc_seg: 78.9092, aux_0.loss_ce: 0.0731, aux_0.acc_seg: 78.5552, aux_1.loss_ce: 0.0792, aux_1.acc_seg: 78.0299, loss: 0.3176
2021-12-06 21:22:17,932 - mmseg - INFO - Iter [3050/80000]	lr: 2.414e-02, eta: 1 day, 20:55:53, time: 1.569, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1712, decode.acc_seg: 78.7747, aux_0.loss_ce: 0.0754, aux_0.acc_seg: 78.4280, aux_1.loss_ce: 0.0806, aux_1.acc_seg: 77.9658, loss: 0.3272
2021-12-06 21:24:26,250 - mmseg - INFO - Iter [3100/80000]	lr: 2.413e-02, eta: 1 day, 21:03:44, time: 2.566, data_time: 0.993, memory: 17331, decode.loss_ce: 0.1558, decode.acc_seg: 78.9001, aux_0.loss_ce: 0.0690, aux_0.acc_seg: 78.5587, aux_1.loss_ce: 0.0751, aux_1.acc_seg: 78.0337, loss: 0.2998
2021-12-06 21:25:44,447 - mmseg - INFO - Iter [3150/80000]	lr: 2.412e-02, eta: 1 day, 20:50:53, time: 1.564, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1612, decode.acc_seg: 78.8667, aux_0.loss_ce: 0.0721, aux_0.acc_seg: 78.4838, aux_1.loss_ce: 0.0781, aux_1.acc_seg: 77.9191, loss: 0.3114
2021-12-06 21:27:52,813 - mmseg - INFO - Iter [3200/80000]	lr: 2.410e-02, eta: 1 day, 20:58:27, time: 2.567, data_time: 0.974, memory: 17331, decode.loss_ce: 0.1632, decode.acc_seg: 79.9637, aux_0.loss_ce: 0.0723, aux_0.acc_seg: 79.5850, aux_1.loss_ce: 0.0783, aux_1.acc_seg: 79.0792, loss: 0.3139
2021-12-06 21:29:10,833 - mmseg - INFO - Iter [3250/80000]	lr: 2.409e-02, eta: 1 day, 20:45:55, time: 1.560, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1643, decode.acc_seg: 78.5202, aux_0.loss_ce: 0.0725, aux_0.acc_seg: 78.1737, aux_1.loss_ce: 0.0790, aux_1.acc_seg: 77.6726, loss: 0.3158
2021-12-06 21:31:19,679 - mmseg - INFO - Iter [3300/80000]	lr: 2.407e-02, eta: 1 day, 20:53:25, time: 2.577, data_time: 0.946, memory: 17331, decode.loss_ce: 0.1551, decode.acc_seg: 80.2131, aux_0.loss_ce: 0.0696, aux_0.acc_seg: 79.7841, aux_1.loss_ce: 0.0752, aux_1.acc_seg: 79.3026, loss: 0.2999
2021-12-06 21:33:28,323 - mmseg - INFO - Iter [3350/80000]	lr: 2.406e-02, eta: 1 day, 21:00:32, time: 2.573, data_time: 0.967, memory: 17331, decode.loss_ce: 0.1533, decode.acc_seg: 78.5706, aux_0.loss_ce: 0.0684, aux_0.acc_seg: 78.2064, aux_1.loss_ce: 0.0739, aux_1.acc_seg: 77.7082, loss: 0.2957
2021-12-06 21:34:46,525 - mmseg - INFO - Iter [3400/80000]	lr: 2.405e-02, eta: 1 day, 20:48:27, time: 1.564, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1605, decode.acc_seg: 79.6056, aux_0.loss_ce: 0.0708, aux_0.acc_seg: 79.2764, aux_1.loss_ce: 0.0774, aux_1.acc_seg: 78.7226, loss: 0.3087
2021-12-06 21:36:55,423 - mmseg - INFO - Iter [3450/80000]	lr: 2.403e-02, eta: 1 day, 20:55:26, time: 2.578, data_time: 1.050, memory: 17331, decode.loss_ce: 0.1640, decode.acc_seg: 79.3977, aux_0.loss_ce: 0.0725, aux_0.acc_seg: 79.0560, aux_1.loss_ce: 0.0781, aux_1.acc_seg: 78.6048, loss: 0.3146
2021-12-06 21:38:13,573 - mmseg - INFO - Iter [3500/80000]	lr: 2.402e-02, eta: 1 day, 20:43:39, time: 1.563, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1628, decode.acc_seg: 79.1361, aux_0.loss_ce: 0.0722, aux_0.acc_seg: 78.7420, aux_1.loss_ce: 0.0778, aux_1.acc_seg: 78.2758, loss: 0.3128
2021-12-06 21:40:21,608 - mmseg - INFO - Iter [3550/80000]	lr: 2.400e-02, eta: 1 day, 20:50:05, time: 2.561, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1570, decode.acc_seg: 78.8965, aux_0.loss_ce: 0.0696, aux_0.acc_seg: 78.5336, aux_1.loss_ce: 0.0754, aux_1.acc_seg: 78.0353, loss: 0.3021
2021-12-06 21:41:39,982 - mmseg - INFO - Iter [3600/80000]	lr: 2.399e-02, eta: 1 day, 20:38:42, time: 1.567, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1585, decode.acc_seg: 78.7923, aux_0.loss_ce: 0.0706, aux_0.acc_seg: 78.4228, aux_1.loss_ce: 0.0761, aux_1.acc_seg: 77.9325, loss: 0.3052
2021-12-06 21:43:48,242 - mmseg - INFO - Iter [3650/80000]	lr: 2.398e-02, eta: 1 day, 20:45:00, time: 2.565, data_time: 0.968, memory: 17331, decode.loss_ce: 0.1587, decode.acc_seg: 79.1586, aux_0.loss_ce: 0.0699, aux_0.acc_seg: 78.8374, aux_1.loss_ce: 0.0756, aux_1.acc_seg: 78.3411, loss: 0.3041
2021-12-06 21:45:06,717 - mmseg - INFO - Iter [3700/80000]	lr: 2.396e-02, eta: 1 day, 20:33:57, time: 1.570, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1636, decode.acc_seg: 79.0216, aux_0.loss_ce: 0.0716, aux_0.acc_seg: 78.7015, aux_1.loss_ce: 0.0782, aux_1.acc_seg: 78.1813, loss: 0.3134
2021-12-06 21:47:14,973 - mmseg - INFO - Iter [3750/80000]	lr: 2.395e-02, eta: 1 day, 20:40:02, time: 2.565, data_time: 0.944, memory: 17331, decode.loss_ce: 0.1631, decode.acc_seg: 79.0616, aux_0.loss_ce: 0.0721, aux_0.acc_seg: 78.6944, aux_1.loss_ce: 0.0778, aux_1.acc_seg: 78.2377, loss: 0.3129
2021-12-06 21:48:33,105 - mmseg - INFO - Iter [3800/80000]	lr: 2.393e-02, eta: 1 day, 20:29:09, time: 1.563, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1699, decode.acc_seg: 79.0473, aux_0.loss_ce: 0.0747, aux_0.acc_seg: 78.6837, aux_1.loss_ce: 0.0793, aux_1.acc_seg: 78.2548, loss: 0.3239
2021-12-06 21:50:40,479 - mmseg - INFO - Iter [3850/80000]	lr: 2.392e-02, eta: 1 day, 20:34:44, time: 2.547, data_time: 0.961, memory: 17331, decode.loss_ce: 0.1621, decode.acc_seg: 79.3702, aux_0.loss_ce: 0.0712, aux_0.acc_seg: 79.0491, aux_1.loss_ce: 0.0766, aux_1.acc_seg: 78.5929, loss: 0.3099
2021-12-06 21:51:58,361 - mmseg - INFO - Iter [3900/80000]	lr: 2.391e-02, eta: 1 day, 20:24:03, time: 1.558, data_time: 0.041, memory: 17331, decode.loss_ce: 0.1597, decode.acc_seg: 78.8589, aux_0.loss_ce: 0.0703, aux_0.acc_seg: 78.4974, aux_1.loss_ce: 0.0763, aux_1.acc_seg: 77.9924, loss: 0.3063
2021-12-06 21:54:06,418 - mmseg - INFO - Iter [3950/80000]	lr: 2.389e-02, eta: 1 day, 20:29:41, time: 2.561, data_time: 0.990, memory: 17331, decode.loss_ce: 0.1539, decode.acc_seg: 79.7131, aux_0.loss_ce: 0.0678, aux_0.acc_seg: 79.3914, aux_1.loss_ce: 0.0734, aux_1.acc_seg: 78.8817, loss: 0.2951
2021-12-06 21:56:13,732 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-06 21:56:13,733 - mmseg - INFO - Iter [4000/80000]	lr: 2.388e-02, eta: 1 day, 20:34:54, time: 2.546, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1562, decode.acc_seg: 78.9151, aux_0.loss_ce: 0.0691, aux_0.acc_seg: 78.5553, aux_1.loss_ce: 0.0743, aux_1.acc_seg: 78.1013, loss: 0.2996
2021-12-06 21:57:32,572 - mmseg - INFO - Iter [4050/80000]	lr: 2.386e-02, eta: 1 day, 20:24:47, time: 1.577, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1620, decode.acc_seg: 79.2425, aux_0.loss_ce: 0.0716, aux_0.acc_seg: 78.8935, aux_1.loss_ce: 0.0768, aux_1.acc_seg: 78.4436, loss: 0.3105
2021-12-06 21:59:40,483 - mmseg - INFO - Iter [4100/80000]	lr: 2.385e-02, eta: 1 day, 20:30:01, time: 2.558, data_time: 1.000, memory: 17331, decode.loss_ce: 0.1633, decode.acc_seg: 79.2810, aux_0.loss_ce: 0.0714, aux_0.acc_seg: 78.9407, aux_1.loss_ce: 0.0767, aux_1.acc_seg: 78.4960, loss: 0.3114
2021-12-06 22:00:58,727 - mmseg - INFO - Iter [4150/80000]	lr: 2.383e-02, eta: 1 day, 20:19:56, time: 1.565, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1514, decode.acc_seg: 79.6186, aux_0.loss_ce: 0.0672, aux_0.acc_seg: 79.2534, aux_1.loss_ce: 0.0728, aux_1.acc_seg: 78.7873, loss: 0.2914
2021-12-06 22:03:06,862 - mmseg - INFO - Iter [4200/80000]	lr: 2.382e-02, eta: 1 day, 20:25:05, time: 2.563, data_time: 0.990, memory: 17331, decode.loss_ce: 0.1452, decode.acc_seg: 79.5895, aux_0.loss_ce: 0.0647, aux_0.acc_seg: 79.2487, aux_1.loss_ce: 0.0696, aux_1.acc_seg: 78.8153, loss: 0.2794
2021-12-06 22:04:25,047 - mmseg - INFO - Iter [4250/80000]	lr: 2.381e-02, eta: 1 day, 20:15:13, time: 1.564, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1493, decode.acc_seg: 79.2509, aux_0.loss_ce: 0.0658, aux_0.acc_seg: 78.9233, aux_1.loss_ce: 0.0712, aux_1.acc_seg: 78.4812, loss: 0.2863
2021-12-06 22:06:31,929 - mmseg - INFO - Iter [4300/80000]	lr: 2.379e-02, eta: 1 day, 20:19:50, time: 2.538, data_time: 0.964, memory: 17331, decode.loss_ce: 0.1539, decode.acc_seg: 79.7202, aux_0.loss_ce: 0.0683, aux_0.acc_seg: 79.3631, aux_1.loss_ce: 0.0735, aux_1.acc_seg: 78.9130, loss: 0.2957
2021-12-06 22:07:50,119 - mmseg - INFO - Iter [4350/80000]	lr: 2.378e-02, eta: 1 day, 20:10:12, time: 1.564, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1463, decode.acc_seg: 79.5661, aux_0.loss_ce: 0.0648, aux_0.acc_seg: 79.2268, aux_1.loss_ce: 0.0711, aux_1.acc_seg: 78.6672, loss: 0.2823
2021-12-06 22:09:58,372 - mmseg - INFO - Iter [4400/80000]	lr: 2.376e-02, eta: 1 day, 20:15:04, time: 2.565, data_time: 0.929, memory: 17331, decode.loss_ce: 0.1560, decode.acc_seg: 79.2809, aux_0.loss_ce: 0.0688, aux_0.acc_seg: 78.9506, aux_1.loss_ce: 0.0735, aux_1.acc_seg: 78.5335, loss: 0.2983
2021-12-06 22:11:16,691 - mmseg - INFO - Iter [4450/80000]	lr: 2.375e-02, eta: 1 day, 20:05:40, time: 1.566, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1578, decode.acc_seg: 78.7802, aux_0.loss_ce: 0.0698, aux_0.acc_seg: 78.4473, aux_1.loss_ce: 0.0750, aux_1.acc_seg: 77.9791, loss: 0.3026
2021-12-06 22:13:24,601 - mmseg - INFO - Iter [4500/80000]	lr: 2.374e-02, eta: 1 day, 20:10:18, time: 2.558, data_time: 0.927, memory: 17331, decode.loss_ce: 0.1565, decode.acc_seg: 78.9567, aux_0.loss_ce: 0.0688, aux_0.acc_seg: 78.6247, aux_1.loss_ce: 0.0747, aux_1.acc_seg: 78.1026, loss: 0.2999
2021-12-06 22:14:42,569 - mmseg - INFO - Iter [4550/80000]	lr: 2.372e-02, eta: 1 day, 20:00:59, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1454, decode.acc_seg: 79.4398, aux_0.loss_ce: 0.0646, aux_0.acc_seg: 79.1156, aux_1.loss_ce: 0.0698, aux_1.acc_seg: 78.6504, loss: 0.2797
2021-12-06 22:16:50,562 - mmseg - INFO - Iter [4600/80000]	lr: 2.371e-02, eta: 1 day, 20:05:31, time: 2.560, data_time: 0.944, memory: 17331, decode.loss_ce: 0.1477, decode.acc_seg: 80.1982, aux_0.loss_ce: 0.0655, aux_0.acc_seg: 79.8841, aux_1.loss_ce: 0.0704, aux_1.acc_seg: 79.4429, loss: 0.2835
2021-12-06 22:18:08,056 - mmseg - INFO - Iter [4650/80000]	lr: 2.369e-02, eta: 1 day, 19:56:16, time: 1.550, data_time: 0.041, memory: 17331, decode.loss_ce: 0.1457, decode.acc_seg: 79.7561, aux_0.loss_ce: 0.0646, aux_0.acc_seg: 79.4376, aux_1.loss_ce: 0.0701, aux_1.acc_seg: 78.9512, loss: 0.2804
2021-12-06 22:20:16,651 - mmseg - INFO - Iter [4700/80000]	lr: 2.368e-02, eta: 1 day, 20:00:50, time: 2.572, data_time: 0.937, memory: 17331, decode.loss_ce: 0.1497, decode.acc_seg: 80.3927, aux_0.loss_ce: 0.0663, aux_0.acc_seg: 80.0407, aux_1.loss_ce: 0.0716, aux_1.acc_seg: 79.5742, loss: 0.2876
2021-12-06 22:22:25,279 - mmseg - INFO - Iter [4750/80000]	lr: 2.367e-02, eta: 1 day, 20:05:15, time: 2.573, data_time: 1.014, memory: 17331, decode.loss_ce: 0.1426, decode.acc_seg: 79.4021, aux_0.loss_ce: 0.0639, aux_0.acc_seg: 79.0504, aux_1.loss_ce: 0.0691, aux_1.acc_seg: 78.5737, loss: 0.2756
2021-12-06 22:23:43,426 - mmseg - INFO - Iter [4800/80000]	lr: 2.365e-02, eta: 1 day, 19:56:22, time: 1.563, data_time: 0.041, memory: 17331, decode.loss_ce: 0.1421, decode.acc_seg: 79.6946, aux_0.loss_ce: 0.0626, aux_0.acc_seg: 79.4139, aux_1.loss_ce: 0.0683, aux_1.acc_seg: 78.9412, loss: 0.2731
2021-12-06 22:25:51,503 - mmseg - INFO - Iter [4850/80000]	lr: 2.364e-02, eta: 1 day, 20:00:32, time: 2.562, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1486, decode.acc_seg: 79.3453, aux_0.loss_ce: 0.0656, aux_0.acc_seg: 79.0066, aux_1.loss_ce: 0.0709, aux_1.acc_seg: 78.5656, loss: 0.2851
2021-12-06 22:27:09,679 - mmseg - INFO - Iter [4900/80000]	lr: 2.362e-02, eta: 1 day, 19:51:49, time: 1.564, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1433, decode.acc_seg: 79.5917, aux_0.loss_ce: 0.0640, aux_0.acc_seg: 79.2429, aux_1.loss_ce: 0.0691, aux_1.acc_seg: 78.7616, loss: 0.2764
2021-12-06 22:29:17,679 - mmseg - INFO - Iter [4950/80000]	lr: 2.361e-02, eta: 1 day, 19:55:50, time: 2.560, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1433, decode.acc_seg: 80.1473, aux_0.loss_ce: 0.0638, aux_0.acc_seg: 79.8213, aux_1.loss_ce: 0.0690, aux_1.acc_seg: 79.3795, loss: 0.2761
2021-12-06 22:30:36,685 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-06 22:30:36,685 - mmseg - INFO - Iter [5000/80000]	lr: 2.360e-02, eta: 1 day, 19:47:30, time: 1.580, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1442, decode.acc_seg: 79.6564, aux_0.loss_ce: 0.0643, aux_0.acc_seg: 79.3048, aux_1.loss_ce: 0.0692, aux_1.acc_seg: 78.8855, loss: 0.2778
2021-12-06 22:32:45,485 - mmseg - INFO - Iter [5050/80000]	lr: 2.358e-02, eta: 1 day, 19:51:36, time: 2.576, data_time: 0.936, memory: 17331, decode.loss_ce: 0.1421, decode.acc_seg: 79.5973, aux_0.loss_ce: 0.0632, aux_0.acc_seg: 79.2637, aux_1.loss_ce: 0.0684, aux_1.acc_seg: 78.7969, loss: 0.2737
2021-12-06 22:34:04,645 - mmseg - INFO - Iter [5100/80000]	lr: 2.357e-02, eta: 1 day, 19:43:26, time: 1.583, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1422, decode.acc_seg: 80.0576, aux_0.loss_ce: 0.0628, aux_0.acc_seg: 79.7265, aux_1.loss_ce: 0.0683, aux_1.acc_seg: 79.2711, loss: 0.2732
2021-12-06 22:36:12,698 - mmseg - INFO - Iter [5150/80000]	lr: 2.355e-02, eta: 1 day, 19:47:15, time: 2.561, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1398, decode.acc_seg: 79.5879, aux_0.loss_ce: 0.0621, aux_0.acc_seg: 79.2679, aux_1.loss_ce: 0.0674, aux_1.acc_seg: 78.7850, loss: 0.2693
2021-12-06 22:37:30,746 - mmseg - INFO - Iter [5200/80000]	lr: 2.354e-02, eta: 1 day, 19:38:58, time: 1.561, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1364, decode.acc_seg: 79.7077, aux_0.loss_ce: 0.0614, aux_0.acc_seg: 79.3237, aux_1.loss_ce: 0.0665, aux_1.acc_seg: 78.8913, loss: 0.2643
2021-12-06 22:39:39,006 - mmseg - INFO - Iter [5250/80000]	lr: 2.352e-02, eta: 1 day, 19:42:44, time: 2.565, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1520, decode.acc_seg: 79.7943, aux_0.loss_ce: 0.0664, aux_0.acc_seg: 79.4859, aux_1.loss_ce: 0.0721, aux_1.acc_seg: 79.0187, loss: 0.2906
2021-12-06 22:40:56,488 - mmseg - INFO - Iter [5300/80000]	lr: 2.351e-02, eta: 1 day, 19:34:27, time: 1.550, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1522, decode.acc_seg: 79.6195, aux_0.loss_ce: 0.0673, aux_0.acc_seg: 79.2748, aux_1.loss_ce: 0.0727, aux_1.acc_seg: 78.7982, loss: 0.2921
2021-12-06 22:43:05,501 - mmseg - INFO - Iter [5350/80000]	lr: 2.350e-02, eta: 1 day, 19:38:17, time: 2.580, data_time: 0.962, memory: 17331, decode.loss_ce: 0.1568, decode.acc_seg: 79.6404, aux_0.loss_ce: 0.0692, aux_0.acc_seg: 79.2924, aux_1.loss_ce: 0.0745, aux_1.acc_seg: 78.8079, loss: 0.3005
2021-12-06 22:45:14,603 - mmseg - INFO - Iter [5400/80000]	lr: 2.348e-02, eta: 1 day, 19:42:02, time: 2.582, data_time: 1.033, memory: 17331, decode.loss_ce: 0.1471, decode.acc_seg: 79.5518, aux_0.loss_ce: 0.0650, aux_0.acc_seg: 79.2332, aux_1.loss_ce: 0.0704, aux_1.acc_seg: 78.7675, loss: 0.2825
2021-12-06 22:46:33,455 - mmseg - INFO - Iter [5450/80000]	lr: 2.347e-02, eta: 1 day, 19:34:12, time: 1.577, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1438, decode.acc_seg: 79.6508, aux_0.loss_ce: 0.0636, aux_0.acc_seg: 79.3410, aux_1.loss_ce: 0.0690, aux_1.acc_seg: 78.8594, loss: 0.2764
2021-12-06 22:48:42,003 - mmseg - INFO - Iter [5500/80000]	lr: 2.345e-02, eta: 1 day, 19:37:43, time: 2.571, data_time: 0.979, memory: 17331, decode.loss_ce: 0.1424, decode.acc_seg: 80.3494, aux_0.loss_ce: 0.0634, aux_0.acc_seg: 80.0362, aux_1.loss_ce: 0.0691, aux_1.acc_seg: 79.5686, loss: 0.2749
2021-12-06 22:49:59,931 - mmseg - INFO - Iter [5550/80000]	lr: 2.344e-02, eta: 1 day, 19:29:49, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1495, decode.acc_seg: 79.2738, aux_0.loss_ce: 0.0667, aux_0.acc_seg: 78.9054, aux_1.loss_ce: 0.0713, aux_1.acc_seg: 78.4888, loss: 0.2875
2021-12-06 22:52:08,265 - mmseg - INFO - Iter [5600/80000]	lr: 2.343e-02, eta: 1 day, 19:33:12, time: 2.567, data_time: 0.928, memory: 17331, decode.loss_ce: 0.1403, decode.acc_seg: 79.6549, aux_0.loss_ce: 0.0625, aux_0.acc_seg: 79.3256, aux_1.loss_ce: 0.0678, aux_1.acc_seg: 78.8587, loss: 0.2707
2021-12-06 22:53:26,206 - mmseg - INFO - Iter [5650/80000]	lr: 2.341e-02, eta: 1 day, 19:25:26, time: 1.559, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1442, decode.acc_seg: 79.3355, aux_0.loss_ce: 0.0637, aux_0.acc_seg: 79.0277, aux_1.loss_ce: 0.0692, aux_1.acc_seg: 78.5643, loss: 0.2770
2021-12-06 22:55:34,167 - mmseg - INFO - Iter [5700/80000]	lr: 2.340e-02, eta: 1 day, 19:28:38, time: 2.559, data_time: 0.992, memory: 17331, decode.loss_ce: 0.1403, decode.acc_seg: 79.8516, aux_0.loss_ce: 0.0623, aux_0.acc_seg: 79.5119, aux_1.loss_ce: 0.0675, aux_1.acc_seg: 79.0739, loss: 0.2700
2021-12-06 22:56:52,328 - mmseg - INFO - Iter [5750/80000]	lr: 2.338e-02, eta: 1 day, 19:21:02, time: 1.563, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1371, decode.acc_seg: 79.9163, aux_0.loss_ce: 0.0610, aux_0.acc_seg: 79.5753, aux_1.loss_ce: 0.0661, aux_1.acc_seg: 79.1218, loss: 0.2642
2021-12-06 22:59:00,596 - mmseg - INFO - Iter [5800/80000]	lr: 2.337e-02, eta: 1 day, 19:24:13, time: 2.565, data_time: 0.945, memory: 17331, decode.loss_ce: 0.1380, decode.acc_seg: 79.9610, aux_0.loss_ce: 0.0614, aux_0.acc_seg: 79.6641, aux_1.loss_ce: 0.0666, aux_1.acc_seg: 79.1848, loss: 0.2660
2021-12-06 23:00:18,261 - mmseg - INFO - Iter [5850/80000]	lr: 2.336e-02, eta: 1 day, 19:16:38, time: 1.553, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1446, decode.acc_seg: 79.4964, aux_0.loss_ce: 0.0645, aux_0.acc_seg: 79.1399, aux_1.loss_ce: 0.0691, aux_1.acc_seg: 78.7121, loss: 0.2782
2021-12-06 23:02:26,997 - mmseg - INFO - Iter [5900/80000]	lr: 2.334e-02, eta: 1 day, 19:19:50, time: 2.575, data_time: 0.962, memory: 17331, decode.loss_ce: 0.1460, decode.acc_seg: 79.7955, aux_0.loss_ce: 0.0648, aux_0.acc_seg: 79.4983, aux_1.loss_ce: 0.0696, aux_1.acc_seg: 79.0755, loss: 0.2804
2021-12-06 23:03:44,266 - mmseg - INFO - Iter [5950/80000]	lr: 2.333e-02, eta: 1 day, 19:12:17, time: 1.545, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1453, decode.acc_seg: 79.1652, aux_0.loss_ce: 0.0645, aux_0.acc_seg: 78.8141, aux_1.loss_ce: 0.0697, aux_1.acc_seg: 78.3727, loss: 0.2795
2021-12-06 23:05:53,226 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-06 23:05:53,227 - mmseg - INFO - Iter [6000/80000]	lr: 2.331e-02, eta: 1 day, 19:15:27, time: 2.579, data_time: 0.971, memory: 17331, decode.loss_ce: 0.1538, decode.acc_seg: 79.5799, aux_0.loss_ce: 0.0675, aux_0.acc_seg: 79.2809, aux_1.loss_ce: 0.0722, aux_1.acc_seg: 78.8624, loss: 0.2935
2021-12-06 23:08:01,238 - mmseg - INFO - Iter [6050/80000]	lr: 2.330e-02, eta: 1 day, 19:18:20, time: 2.560, data_time: 1.003, memory: 17331, decode.loss_ce: 0.1399, decode.acc_seg: 79.6392, aux_0.loss_ce: 0.0620, aux_0.acc_seg: 79.3479, aux_1.loss_ce: 0.0666, aux_1.acc_seg: 78.9157, loss: 0.2684
2021-12-06 23:09:19,351 - mmseg - INFO - Iter [6100/80000]	lr: 2.328e-02, eta: 1 day, 19:11:04, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1445, decode.acc_seg: 79.5746, aux_0.loss_ce: 0.0639, aux_0.acc_seg: 79.2483, aux_1.loss_ce: 0.0687, aux_1.acc_seg: 78.8161, loss: 0.2772
2021-12-06 23:11:27,444 - mmseg - INFO - Iter [6150/80000]	lr: 2.327e-02, eta: 1 day, 19:13:54, time: 2.562, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1598, decode.acc_seg: 79.2075, aux_0.loss_ce: 0.0698, aux_0.acc_seg: 78.8933, aux_1.loss_ce: 0.0745, aux_1.acc_seg: 78.5104, loss: 0.3042
2021-12-06 23:12:45,842 - mmseg - INFO - Iter [6200/80000]	lr: 2.326e-02, eta: 1 day, 19:06:47, time: 1.568, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1573, decode.acc_seg: 79.3440, aux_0.loss_ce: 0.0690, aux_0.acc_seg: 79.0349, aux_1.loss_ce: 0.0738, aux_1.acc_seg: 78.6266, loss: 0.3001
2021-12-06 23:14:54,122 - mmseg - INFO - Iter [6250/80000]	lr: 2.324e-02, eta: 1 day, 19:09:35, time: 2.566, data_time: 0.983, memory: 17331, decode.loss_ce: 0.1461, decode.acc_seg: 79.8299, aux_0.loss_ce: 0.0643, aux_0.acc_seg: 79.5358, aux_1.loss_ce: 0.0693, aux_1.acc_seg: 79.0937, loss: 0.2797
2021-12-06 23:16:12,220 - mmseg - INFO - Iter [6300/80000]	lr: 2.323e-02, eta: 1 day, 19:02:31, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1424, decode.acc_seg: 79.3773, aux_0.loss_ce: 0.0632, aux_0.acc_seg: 79.0373, aux_1.loss_ce: 0.0682, aux_1.acc_seg: 78.5986, loss: 0.2738
2021-12-06 23:18:20,045 - mmseg - INFO - Iter [6350/80000]	lr: 2.321e-02, eta: 1 day, 19:05:09, time: 2.556, data_time: 0.976, memory: 17331, decode.loss_ce: 0.1366, decode.acc_seg: 79.2974, aux_0.loss_ce: 0.0608, aux_0.acc_seg: 78.9696, aux_1.loss_ce: 0.0657, aux_1.acc_seg: 78.5461, loss: 0.2631
2021-12-06 23:19:38,069 - mmseg - INFO - Iter [6400/80000]	lr: 2.320e-02, eta: 1 day, 18:58:10, time: 1.561, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1398, decode.acc_seg: 80.1790, aux_0.loss_ce: 0.0621, aux_0.acc_seg: 79.8809, aux_1.loss_ce: 0.0668, aux_1.acc_seg: 79.4540, loss: 0.2687
2021-12-06 23:21:45,566 - mmseg - INFO - Iter [6450/80000]	lr: 2.319e-02, eta: 1 day, 19:00:41, time: 2.550, data_time: 0.964, memory: 17331, decode.loss_ce: 0.1329, decode.acc_seg: 80.3038, aux_0.loss_ce: 0.0592, aux_0.acc_seg: 79.9820, aux_1.loss_ce: 0.0638, aux_1.acc_seg: 79.5725, loss: 0.2559
2021-12-06 23:23:03,468 - mmseg - INFO - Iter [6500/80000]	lr: 2.317e-02, eta: 1 day, 18:53:46, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1329, decode.acc_seg: 79.6246, aux_0.loss_ce: 0.0593, aux_0.acc_seg: 79.2994, aux_1.loss_ce: 0.0639, aux_1.acc_seg: 78.8797, loss: 0.2561
2021-12-06 23:25:11,215 - mmseg - INFO - Iter [6550/80000]	lr: 2.316e-02, eta: 1 day, 18:56:15, time: 2.555, data_time: 0.942, memory: 17331, decode.loss_ce: 0.1377, decode.acc_seg: 80.2285, aux_0.loss_ce: 0.0613, aux_0.acc_seg: 79.9171, aux_1.loss_ce: 0.0654, aux_1.acc_seg: 79.5586, loss: 0.2643
2021-12-06 23:26:28,777 - mmseg - INFO - Iter [6600/80000]	lr: 2.314e-02, eta: 1 day, 18:49:23, time: 1.551, data_time: 0.041, memory: 17331, decode.loss_ce: 0.1419, decode.acc_seg: 79.8015, aux_0.loss_ce: 0.0627, aux_0.acc_seg: 79.4992, aux_1.loss_ce: 0.0675, aux_1.acc_seg: 79.0747, loss: 0.2720
2021-12-06 23:28:37,174 - mmseg - INFO - Iter [6650/80000]	lr: 2.313e-02, eta: 1 day, 18:51:56, time: 2.568, data_time: 0.976, memory: 17331, decode.loss_ce: 0.1432, decode.acc_seg: 79.7307, aux_0.loss_ce: 0.0632, aux_0.acc_seg: 79.4187, aux_1.loss_ce: 0.0684, aux_1.acc_seg: 78.9669, loss: 0.2748
2021-12-06 23:30:45,425 - mmseg - INFO - Iter [6700/80000]	lr: 2.312e-02, eta: 1 day, 18:54:23, time: 2.565, data_time: 0.918, memory: 17331, decode.loss_ce: 0.1335, decode.acc_seg: 79.8107, aux_0.loss_ce: 0.0592, aux_0.acc_seg: 79.5172, aux_1.loss_ce: 0.0644, aux_1.acc_seg: 79.0774, loss: 0.2572
2021-12-06 23:32:03,439 - mmseg - INFO - Iter [6750/80000]	lr: 2.310e-02, eta: 1 day, 18:47:40, time: 1.560, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1302, decode.acc_seg: 79.9186, aux_0.loss_ce: 0.0579, aux_0.acc_seg: 79.6039, aux_1.loss_ce: 0.0627, aux_1.acc_seg: 79.1881, loss: 0.2508
2021-12-06 23:34:11,561 - mmseg - INFO - Iter [6800/80000]	lr: 2.309e-02, eta: 1 day, 18:50:02, time: 2.562, data_time: 0.941, memory: 17331, decode.loss_ce: 0.1540, decode.acc_seg: 79.3825, aux_0.loss_ce: 0.0674, aux_0.acc_seg: 79.0851, aux_1.loss_ce: 0.0719, aux_1.acc_seg: 78.6651, loss: 0.2933
2021-12-06 23:35:29,771 - mmseg - INFO - Iter [6850/80000]	lr: 2.307e-02, eta: 1 day, 18:43:27, time: 1.564, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1681, decode.acc_seg: 79.0796, aux_0.loss_ce: 0.0730, aux_0.acc_seg: 78.8079, aux_1.loss_ce: 0.0775, aux_1.acc_seg: 78.4455, loss: 0.3186
2021-12-06 23:37:37,579 - mmseg - INFO - Iter [6900/80000]	lr: 2.306e-02, eta: 1 day, 18:45:43, time: 2.556, data_time: 0.984, memory: 17331, decode.loss_ce: 0.1495, decode.acc_seg: 80.0708, aux_0.loss_ce: 0.0656, aux_0.acc_seg: 79.7793, aux_1.loss_ce: 0.0704, aux_1.acc_seg: 79.3552, loss: 0.2855
2021-12-06 23:38:55,488 - mmseg - INFO - Iter [6950/80000]	lr: 2.304e-02, eta: 1 day, 18:39:09, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1384, decode.acc_seg: 79.9187, aux_0.loss_ce: 0.0616, aux_0.acc_seg: 79.5875, aux_1.loss_ce: 0.0671, aux_1.acc_seg: 79.1180, loss: 0.2671
2021-12-06 23:41:03,349 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-06 23:41:03,350 - mmseg - INFO - Iter [7000/80000]	lr: 2.303e-02, eta: 1 day, 18:41:22, time: 2.557, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1456, decode.acc_seg: 79.1171, aux_0.loss_ce: 0.0644, aux_0.acc_seg: 78.7967, aux_1.loss_ce: 0.0689, aux_1.acc_seg: 78.3911, loss: 0.2789
2021-12-06 23:42:21,457 - mmseg - INFO - Iter [7050/80000]	lr: 2.302e-02, eta: 1 day, 18:34:55, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1423, decode.acc_seg: 79.9323, aux_0.loss_ce: 0.0628, aux_0.acc_seg: 79.6232, aux_1.loss_ce: 0.0676, aux_1.acc_seg: 79.2201, loss: 0.2727
2021-12-06 23:44:30,038 - mmseg - INFO - Iter [7100/80000]	lr: 2.300e-02, eta: 1 day, 18:37:12, time: 2.572, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1446, decode.acc_seg: 79.2475, aux_0.loss_ce: 0.0639, aux_0.acc_seg: 78.9522, aux_1.loss_ce: 0.0683, aux_1.acc_seg: 78.5448, loss: 0.2768
2021-12-06 23:45:47,945 - mmseg - INFO - Iter [7150/80000]	lr: 2.299e-02, eta: 1 day, 18:30:48, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1405, decode.acc_seg: 79.8179, aux_0.loss_ce: 0.0618, aux_0.acc_seg: 79.5171, aux_1.loss_ce: 0.0668, aux_1.acc_seg: 79.0795, loss: 0.2691
2021-12-06 23:47:56,576 - mmseg - INFO - Iter [7200/80000]	lr: 2.297e-02, eta: 1 day, 18:33:02, time: 2.573, data_time: 0.979, memory: 17331, decode.loss_ce: 0.1471, decode.acc_seg: 79.4760, aux_0.loss_ce: 0.0648, aux_0.acc_seg: 79.1751, aux_1.loss_ce: 0.0697, aux_1.acc_seg: 78.7698, loss: 0.2815
2021-12-06 23:49:14,831 - mmseg - INFO - Iter [7250/80000]	lr: 2.296e-02, eta: 1 day, 18:26:46, time: 1.565, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1401, decode.acc_seg: 80.1548, aux_0.loss_ce: 0.0616, aux_0.acc_seg: 79.8745, aux_1.loss_ce: 0.0666, aux_1.acc_seg: 79.4290, loss: 0.2683
2021-12-06 23:51:24,273 - mmseg - INFO - Iter [7300/80000]	lr: 2.295e-02, eta: 1 day, 18:29:04, time: 2.589, data_time: 0.954, memory: 17331, decode.loss_ce: 0.1334, decode.acc_seg: 80.1250, aux_0.loss_ce: 0.0591, aux_0.acc_seg: 79.8282, aux_1.loss_ce: 0.0643, aux_1.acc_seg: 79.3871, loss: 0.2569
2021-12-06 23:53:33,411 - mmseg - INFO - Iter [7350/80000]	lr: 2.293e-02, eta: 1 day, 18:31:16, time: 2.583, data_time: 0.956, memory: 17331, decode.loss_ce: 0.1309, decode.acc_seg: 80.0121, aux_0.loss_ce: 0.0585, aux_0.acc_seg: 79.7164, aux_1.loss_ce: 0.0628, aux_1.acc_seg: 79.2994, loss: 0.2521
2021-12-06 23:54:52,353 - mmseg - INFO - Iter [7400/80000]	lr: 2.292e-02, eta: 1 day, 18:25:11, time: 1.579, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1381, decode.acc_seg: 80.0698, aux_0.loss_ce: 0.0609, aux_0.acc_seg: 79.7761, aux_1.loss_ce: 0.0659, aux_1.acc_seg: 79.3366, loss: 0.2649
2021-12-06 23:57:01,265 - mmseg - INFO - Iter [7450/80000]	lr: 2.290e-02, eta: 1 day, 18:27:17, time: 2.578, data_time: 1.028, memory: 17331, decode.loss_ce: 0.1366, decode.acc_seg: 80.0548, aux_0.loss_ce: 0.0600, aux_0.acc_seg: 79.7915, aux_1.loss_ce: 0.0651, aux_1.acc_seg: 79.3369, loss: 0.2617
2021-12-06 23:58:20,124 - mmseg - INFO - Iter [7500/80000]	lr: 2.289e-02, eta: 1 day, 18:21:16, time: 1.577, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1321, decode.acc_seg: 79.9488, aux_0.loss_ce: 0.0587, aux_0.acc_seg: 79.6422, aux_1.loss_ce: 0.0636, aux_1.acc_seg: 79.2440, loss: 0.2544
2021-12-07 00:00:29,587 - mmseg - INFO - Iter [7550/80000]	lr: 2.287e-02, eta: 1 day, 18:23:24, time: 2.589, data_time: 1.036, memory: 17331, decode.loss_ce: 0.1310, decode.acc_seg: 79.3979, aux_0.loss_ce: 0.0583, aux_0.acc_seg: 79.1037, aux_1.loss_ce: 0.0624, aux_1.acc_seg: 78.7263, loss: 0.2518
2021-12-07 00:01:48,487 - mmseg - INFO - Iter [7600/80000]	lr: 2.286e-02, eta: 1 day, 18:17:27, time: 1.578, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1444, decode.acc_seg: 79.4403, aux_0.loss_ce: 0.0635, aux_0.acc_seg: 79.1534, aux_1.loss_ce: 0.0682, aux_1.acc_seg: 78.7683, loss: 0.2762
2021-12-07 00:03:57,368 - mmseg - INFO - Iter [7650/80000]	lr: 2.285e-02, eta: 1 day, 18:19:26, time: 2.578, data_time: 0.956, memory: 17331, decode.loss_ce: 0.1723, decode.acc_seg: 78.9954, aux_0.loss_ce: 0.0747, aux_0.acc_seg: 78.7043, aux_1.loss_ce: 0.0794, aux_1.acc_seg: 78.2772, loss: 0.3264
2021-12-07 00:05:16,555 - mmseg - INFO - Iter [7700/80000]	lr: 2.283e-02, eta: 1 day, 18:13:36, time: 1.584, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1549, decode.acc_seg: 79.6327, aux_0.loss_ce: 0.0676, aux_0.acc_seg: 79.3559, aux_1.loss_ce: 0.0724, aux_1.acc_seg: 78.9316, loss: 0.2949
2021-12-07 00:07:25,696 - mmseg - INFO - Iter [7750/80000]	lr: 2.282e-02, eta: 1 day, 18:15:35, time: 2.583, data_time: 0.997, memory: 17331, decode.loss_ce: 0.1448, decode.acc_seg: 80.1108, aux_0.loss_ce: 0.0637, aux_0.acc_seg: 79.8198, aux_1.loss_ce: 0.0680, aux_1.acc_seg: 79.4384, loss: 0.2765
2021-12-07 00:08:44,697 - mmseg - INFO - Iter [7800/80000]	lr: 2.280e-02, eta: 1 day, 18:09:46, time: 1.580, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1522, decode.acc_seg: 79.2244, aux_0.loss_ce: 0.0672, aux_0.acc_seg: 78.8921, aux_1.loss_ce: 0.0713, aux_1.acc_seg: 78.5041, loss: 0.2907
2021-12-07 00:10:53,618 - mmseg - INFO - Iter [7850/80000]	lr: 2.279e-02, eta: 1 day, 18:11:40, time: 2.578, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1598, decode.acc_seg: 79.0682, aux_0.loss_ce: 0.0699, aux_0.acc_seg: 78.7801, aux_1.loss_ce: 0.0748, aux_1.acc_seg: 78.3758, loss: 0.3045
2021-12-07 00:12:12,334 - mmseg - INFO - Iter [7900/80000]	lr: 2.278e-02, eta: 1 day, 18:05:52, time: 1.574, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1393, decode.acc_seg: 79.4454, aux_0.loss_ce: 0.0620, aux_0.acc_seg: 79.1190, aux_1.loss_ce: 0.0663, aux_1.acc_seg: 78.7223, loss: 0.2676
2021-12-07 00:14:21,300 - mmseg - INFO - Iter [7950/80000]	lr: 2.276e-02, eta: 1 day, 18:07:43, time: 2.579, data_time: 0.963, memory: 17331, decode.loss_ce: 0.1329, decode.acc_seg: 79.9251, aux_0.loss_ce: 0.0585, aux_0.acc_seg: 79.6508, aux_1.loss_ce: 0.0637, aux_1.acc_seg: 79.2360, loss: 0.2552
2021-12-07 00:16:30,104 - mmseg - INFO - Saving checkpoint at 8000 iterations
2021-12-07 00:16:30,805 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 00:16:30,805 - mmseg - INFO - Iter [8000/80000]	lr: 2.275e-02, eta: 1 day, 18:09:36, time: 2.590, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1406, decode.acc_seg: 79.2805, aux_0.loss_ce: 0.0620, aux_0.acc_seg: 79.0079, aux_1.loss_ce: 0.0669, aux_1.acc_seg: 78.5833, loss: 0.2695
2021-12-07 00:18:43,650 - mmseg - INFO - per class results:
2021-12-07 00:18:43,652 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 97.26 | 98.16 |
|    sidewalk   |  78.7 | 91.61 |
|    building   | 89.45 |  96.1 |
|      wall     | 36.45 | 44.56 |
|     fence     | 48.59 | 60.91 |
|      pole     | 54.69 | 67.72 |
| traffic light | 56.25 | 64.48 |
|  traffic sign | 70.09 | 79.73 |
|   vegetation  | 90.63 | 95.25 |
|    terrain    | 55.26 | 61.37 |
|      sky      | 93.19 | 96.76 |
|     person    | 74.18 | 86.59 |
|     rider     | 47.15 | 58.76 |
|      car      |  92.6 | 96.99 |
|     truck     |  62.1 | 67.35 |
|      bus      | 73.82 | 80.68 |
|     train     | 52.05 | 54.28 |
|   motorcycle  | 30.02 | 54.02 |
|    bicycle    | 64.08 | 70.53 |
+---------------+-------+-------+
2021-12-07 00:18:43,652 - mmseg - INFO - Summary:
2021-12-07 00:18:43,652 - mmseg - INFO - 
+-------+-------+-------+
|  aAcc |  mIoU |  mAcc |
+-------+-------+-------+
| 94.41 | 66.66 | 75.05 |
+-------+-------+-------+
2021-12-07 00:18:43,657 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 00:18:43,658 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9441, mIoU: 0.6666, mAcc: 0.7505, IoU.road: 0.9726, IoU.sidewalk: 0.7870, IoU.building: 0.8945, IoU.wall: 0.3645, IoU.fence: 0.4859, IoU.pole: 0.5469, IoU.traffic light: 0.5625, IoU.traffic sign: 0.7009, IoU.vegetation: 0.9063, IoU.terrain: 0.5526, IoU.sky: 0.9319, IoU.person: 0.7418, IoU.rider: 0.4715, IoU.car: 0.9260, IoU.truck: 0.6210, IoU.bus: 0.7382, IoU.train: 0.5205, IoU.motorcycle: 0.3002, IoU.bicycle: 0.6408, Acc.road: 0.9816, Acc.sidewalk: 0.9161, Acc.building: 0.9610, Acc.wall: 0.4456, Acc.fence: 0.6091, Acc.pole: 0.6772, Acc.traffic light: 0.6448, Acc.traffic sign: 0.7973, Acc.vegetation: 0.9525, Acc.terrain: 0.6137, Acc.sky: 0.9676, Acc.person: 0.8659, Acc.rider: 0.5876, Acc.car: 0.9699, Acc.truck: 0.6735, Acc.bus: 0.8068, Acc.train: 0.5428, Acc.motorcycle: 0.5402, Acc.bicycle: 0.7053
2021-12-07 00:20:01,937 - mmseg - INFO - Iter [8050/80000]	lr: 2.273e-02, eta: 1 day, 18:23:36, time: 4.223, data_time: 2.700, memory: 17331, decode.loss_ce: 0.1449, decode.acc_seg: 79.6626, aux_0.loss_ce: 0.0639, aux_0.acc_seg: 79.3709, aux_1.loss_ce: 0.0683, aux_1.acc_seg: 78.9575, loss: 0.2771
2021-12-07 00:22:10,246 - mmseg - INFO - Iter [8100/80000]	lr: 2.272e-02, eta: 1 day, 18:25:07, time: 2.566, data_time: 1.023, memory: 17331, decode.loss_ce: 0.1488, decode.acc_seg: 79.5773, aux_0.loss_ce: 0.0648, aux_0.acc_seg: 79.2868, aux_1.loss_ce: 0.0700, aux_1.acc_seg: 78.8394, loss: 0.2837
2021-12-07 00:23:28,563 - mmseg - INFO - Iter [8150/80000]	lr: 2.271e-02, eta: 1 day, 18:19:15, time: 1.566, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1343, decode.acc_seg: 79.7496, aux_0.loss_ce: 0.0594, aux_0.acc_seg: 79.4790, aux_1.loss_ce: 0.0644, aux_1.acc_seg: 79.0447, loss: 0.2581
2021-12-07 00:25:36,306 - mmseg - INFO - Iter [8200/80000]	lr: 2.269e-02, eta: 1 day, 18:20:40, time: 2.555, data_time: 0.976, memory: 17331, decode.loss_ce: 0.1338, decode.acc_seg: 79.9375, aux_0.loss_ce: 0.0591, aux_0.acc_seg: 79.6342, aux_1.loss_ce: 0.0642, aux_1.acc_seg: 79.1957, loss: 0.2572
2021-12-07 00:26:54,677 - mmseg - INFO - Iter [8250/80000]	lr: 2.268e-02, eta: 1 day, 18:14:52, time: 1.567, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1322, decode.acc_seg: 80.0871, aux_0.loss_ce: 0.0584, aux_0.acc_seg: 79.8258, aux_1.loss_ce: 0.0630, aux_1.acc_seg: 79.4064, loss: 0.2536
2021-12-07 00:29:02,843 - mmseg - INFO - Iter [8300/80000]	lr: 2.266e-02, eta: 1 day, 18:16:17, time: 2.563, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1354, decode.acc_seg: 79.4905, aux_0.loss_ce: 0.0598, aux_0.acc_seg: 79.2000, aux_1.loss_ce: 0.0642, aux_1.acc_seg: 78.8111, loss: 0.2594
2021-12-07 00:30:21,146 - mmseg - INFO - Iter [8350/80000]	lr: 2.265e-02, eta: 1 day, 18:10:32, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1409, decode.acc_seg: 79.5624, aux_0.loss_ce: 0.0622, aux_0.acc_seg: 79.2460, aux_1.loss_ce: 0.0671, aux_1.acc_seg: 78.8314, loss: 0.2701
2021-12-07 00:32:29,680 - mmseg - INFO - Iter [8400/80000]	lr: 2.263e-02, eta: 1 day, 18:11:59, time: 2.571, data_time: 0.989, memory: 17331, decode.loss_ce: 0.1532, decode.acc_seg: 78.6759, aux_0.loss_ce: 0.0666, aux_0.acc_seg: 78.4317, aux_1.loss_ce: 0.0706, aux_1.acc_seg: 78.0344, loss: 0.2904
2021-12-07 00:33:48,415 - mmseg - INFO - Iter [8450/80000]	lr: 2.262e-02, eta: 1 day, 18:06:21, time: 1.575, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1521, decode.acc_seg: 79.2959, aux_0.loss_ce: 0.0663, aux_0.acc_seg: 78.9961, aux_1.loss_ce: 0.0713, aux_1.acc_seg: 78.5708, loss: 0.2897
2021-12-07 00:35:55,864 - mmseg - INFO - Iter [8500/80000]	lr: 2.261e-02, eta: 1 day, 18:07:36, time: 2.549, data_time: 0.986, memory: 17331, decode.loss_ce: 0.1516, decode.acc_seg: 80.2967, aux_0.loss_ce: 0.0660, aux_0.acc_seg: 80.0138, aux_1.loss_ce: 0.0709, aux_1.acc_seg: 79.5973, loss: 0.2884
2021-12-07 00:37:13,965 - mmseg - INFO - Iter [8550/80000]	lr: 2.259e-02, eta: 1 day, 18:01:57, time: 1.562, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1364, decode.acc_seg: 79.7181, aux_0.loss_ce: 0.0601, aux_0.acc_seg: 79.4090, aux_1.loss_ce: 0.0648, aux_1.acc_seg: 79.0201, loss: 0.2614
2021-12-07 00:39:22,099 - mmseg - INFO - Iter [8600/80000]	lr: 2.258e-02, eta: 1 day, 18:03:15, time: 2.563, data_time: 0.989, memory: 17331, decode.loss_ce: 0.1303, decode.acc_seg: 80.2340, aux_0.loss_ce: 0.0577, aux_0.acc_seg: 79.9344, aux_1.loss_ce: 0.0620, aux_1.acc_seg: 79.5232, loss: 0.2500
2021-12-07 00:41:30,489 - mmseg - INFO - Iter [8650/80000]	lr: 2.256e-02, eta: 1 day, 18:04:34, time: 2.568, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1336, decode.acc_seg: 80.0034, aux_0.loss_ce: 0.0588, aux_0.acc_seg: 79.7279, aux_1.loss_ce: 0.0640, aux_1.acc_seg: 79.2620, loss: 0.2564
2021-12-07 00:42:49,141 - mmseg - INFO - Iter [8700/80000]	lr: 2.255e-02, eta: 1 day, 17:59:02, time: 1.573, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1325, decode.acc_seg: 79.8955, aux_0.loss_ce: 0.0586, aux_0.acc_seg: 79.5917, aux_1.loss_ce: 0.0633, aux_1.acc_seg: 79.1923, loss: 0.2545
2021-12-07 00:44:57,444 - mmseg - INFO - Iter [8750/80000]	lr: 2.254e-02, eta: 1 day, 18:00:18, time: 2.566, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1452, decode.acc_seg: 79.7078, aux_0.loss_ce: 0.0638, aux_0.acc_seg: 79.4264, aux_1.loss_ce: 0.0681, aux_1.acc_seg: 79.0434, loss: 0.2771
2021-12-07 00:46:16,225 - mmseg - INFO - Iter [8800/80000]	lr: 2.252e-02, eta: 1 day, 17:54:51, time: 1.576, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1409, decode.acc_seg: 79.6737, aux_0.loss_ce: 0.0619, aux_0.acc_seg: 79.4098, aux_1.loss_ce: 0.0673, aux_1.acc_seg: 78.9272, loss: 0.2700
2021-12-07 00:48:25,027 - mmseg - INFO - Iter [8850/80000]	lr: 2.251e-02, eta: 1 day, 17:56:09, time: 2.576, data_time: 0.997, memory: 17331, decode.loss_ce: 0.1302, decode.acc_seg: 80.5359, aux_0.loss_ce: 0.0578, aux_0.acc_seg: 80.2468, aux_1.loss_ce: 0.0625, aux_1.acc_seg: 79.8261, loss: 0.2504
2021-12-07 00:49:42,925 - mmseg - INFO - Iter [8900/80000]	lr: 2.249e-02, eta: 1 day, 17:50:37, time: 1.558, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1312, decode.acc_seg: 80.5316, aux_0.loss_ce: 0.0580, aux_0.acc_seg: 80.2451, aux_1.loss_ce: 0.0628, aux_1.acc_seg: 79.8248, loss: 0.2519
2021-12-07 00:51:50,848 - mmseg - INFO - Iter [8950/80000]	lr: 2.248e-02, eta: 1 day, 17:51:46, time: 2.558, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1308, decode.acc_seg: 79.7487, aux_0.loss_ce: 0.0576, aux_0.acc_seg: 79.4828, aux_1.loss_ce: 0.0627, aux_1.acc_seg: 79.0421, loss: 0.2512
2021-12-07 00:53:09,106 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 00:53:09,107 - mmseg - INFO - Iter [9000/80000]	lr: 2.246e-02, eta: 1 day, 17:46:20, time: 1.565, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1323, decode.acc_seg: 80.1710, aux_0.loss_ce: 0.0583, aux_0.acc_seg: 79.9030, aux_1.loss_ce: 0.0641, aux_1.acc_seg: 79.4161, loss: 0.2548
2021-12-07 00:55:17,364 - mmseg - INFO - Iter [9050/80000]	lr: 2.245e-02, eta: 1 day, 17:47:30, time: 2.565, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1246, decode.acc_seg: 80.3408, aux_0.loss_ce: 0.0555, aux_0.acc_seg: 80.0462, aux_1.loss_ce: 0.0600, aux_1.acc_seg: 79.6376, loss: 0.2401
2021-12-07 00:56:35,679 - mmseg - INFO - Iter [9100/80000]	lr: 2.244e-02, eta: 1 day, 17:42:08, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1307, decode.acc_seg: 79.7779, aux_0.loss_ce: 0.0578, aux_0.acc_seg: 79.4914, aux_1.loss_ce: 0.0628, aux_1.acc_seg: 79.0805, loss: 0.2513
2021-12-07 00:58:43,844 - mmseg - INFO - Iter [9150/80000]	lr: 2.242e-02, eta: 1 day, 17:43:15, time: 2.563, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1327, decode.acc_seg: 80.1305, aux_0.loss_ce: 0.0588, aux_0.acc_seg: 79.8341, aux_1.loss_ce: 0.0637, aux_1.acc_seg: 79.3921, loss: 0.2551
2021-12-07 01:00:01,825 - mmseg - INFO - Iter [9200/80000]	lr: 2.241e-02, eta: 1 day, 17:37:53, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1404, decode.acc_seg: 79.6170, aux_0.loss_ce: 0.0623, aux_0.acc_seg: 79.3237, aux_1.loss_ce: 0.0673, aux_1.acc_seg: 78.8861, loss: 0.2699
2021-12-07 01:02:09,245 - mmseg - INFO - Iter [9250/80000]	lr: 2.239e-02, eta: 1 day, 17:38:52, time: 2.548, data_time: 0.964, memory: 17331, decode.loss_ce: 0.1291, decode.acc_seg: 79.8415, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 79.5615, aux_1.loss_ce: 0.0617, aux_1.acc_seg: 79.1566, loss: 0.2477
2021-12-07 01:03:27,463 - mmseg - INFO - Iter [9300/80000]	lr: 2.238e-02, eta: 1 day, 17:33:35, time: 1.564, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1387, decode.acc_seg: 79.4707, aux_0.loss_ce: 0.0610, aux_0.acc_seg: 79.2068, aux_1.loss_ce: 0.0662, aux_1.acc_seg: 78.7456, loss: 0.2658
2021-12-07 01:05:36,609 - mmseg - INFO - Iter [9350/80000]	lr: 2.237e-02, eta: 1 day, 17:34:46, time: 2.583, data_time: 0.965, memory: 17331, decode.loss_ce: 0.1245, decode.acc_seg: 80.7526, aux_0.loss_ce: 0.0555, aux_0.acc_seg: 80.4505, aux_1.loss_ce: 0.0601, aux_1.acc_seg: 80.0454, loss: 0.2402
2021-12-07 01:07:45,774 - mmseg - INFO - Iter [9400/80000]	lr: 2.235e-02, eta: 1 day, 17:35:54, time: 2.583, data_time: 0.956, memory: 17331, decode.loss_ce: 0.1315, decode.acc_seg: 80.3071, aux_0.loss_ce: 0.0583, aux_0.acc_seg: 80.0069, aux_1.loss_ce: 0.0631, aux_1.acc_seg: 79.5841, loss: 0.2529
2021-12-07 01:09:04,290 - mmseg - INFO - Iter [9450/80000]	lr: 2.234e-02, eta: 1 day, 17:30:43, time: 1.570, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1292, decode.acc_seg: 80.1422, aux_0.loss_ce: 0.0568, aux_0.acc_seg: 79.8698, aux_1.loss_ce: 0.0619, aux_1.acc_seg: 79.4291, loss: 0.2479
2021-12-07 01:11:11,721 - mmseg - INFO - Iter [9500/80000]	lr: 2.232e-02, eta: 1 day, 17:31:36, time: 2.549, data_time: 0.936, memory: 17331, decode.loss_ce: 0.1266, decode.acc_seg: 80.1364, aux_0.loss_ce: 0.0563, aux_0.acc_seg: 79.8304, aux_1.loss_ce: 0.0605, aux_1.acc_seg: 79.4502, loss: 0.2435
2021-12-07 01:12:30,305 - mmseg - INFO - Iter [9550/80000]	lr: 2.231e-02, eta: 1 day, 17:26:28, time: 1.572, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1382, decode.acc_seg: 79.7741, aux_0.loss_ce: 0.0612, aux_0.acc_seg: 79.4629, aux_1.loss_ce: 0.0659, aux_1.acc_seg: 79.0483, loss: 0.2653
2021-12-07 01:14:38,808 - mmseg - INFO - Iter [9600/80000]	lr: 2.229e-02, eta: 1 day, 17:27:28, time: 2.570, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1311, decode.acc_seg: 80.1387, aux_0.loss_ce: 0.0575, aux_0.acc_seg: 79.8741, aux_1.loss_ce: 0.0628, aux_1.acc_seg: 79.4226, loss: 0.2513
2021-12-07 01:15:57,967 - mmseg - INFO - Iter [9650/80000]	lr: 2.228e-02, eta: 1 day, 17:22:26, time: 1.583, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1330, decode.acc_seg: 79.9421, aux_0.loss_ce: 0.0585, aux_0.acc_seg: 79.6659, aux_1.loss_ce: 0.0636, aux_1.acc_seg: 79.2187, loss: 0.2550
2021-12-07 01:18:05,838 - mmseg - INFO - Iter [9700/80000]	lr: 2.227e-02, eta: 1 day, 17:23:20, time: 2.557, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1322, decode.acc_seg: 80.1564, aux_0.loss_ce: 0.0588, aux_0.acc_seg: 79.8583, aux_1.loss_ce: 0.0632, aux_1.acc_seg: 79.4640, loss: 0.2542
2021-12-07 01:19:24,770 - mmseg - INFO - Iter [9750/80000]	lr: 2.225e-02, eta: 1 day, 17:18:19, time: 1.579, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1470, decode.acc_seg: 79.4908, aux_0.loss_ce: 0.0642, aux_0.acc_seg: 79.2262, aux_1.loss_ce: 0.0686, aux_1.acc_seg: 78.8384, loss: 0.2798
2021-12-07 01:21:34,133 - mmseg - INFO - Iter [9800/80000]	lr: 2.224e-02, eta: 1 day, 17:19:22, time: 2.587, data_time: 1.048, memory: 17331, decode.loss_ce: 0.1375, decode.acc_seg: 79.6805, aux_0.loss_ce: 0.0603, aux_0.acc_seg: 79.4242, aux_1.loss_ce: 0.0647, aux_1.acc_seg: 79.0076, loss: 0.2624
2021-12-07 01:22:52,745 - mmseg - INFO - Iter [9850/80000]	lr: 2.222e-02, eta: 1 day, 17:14:21, time: 1.572, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1349, decode.acc_seg: 80.0892, aux_0.loss_ce: 0.0595, aux_0.acc_seg: 79.8250, aux_1.loss_ce: 0.0644, aux_1.acc_seg: 79.3655, loss: 0.2589
2021-12-07 01:25:01,518 - mmseg - INFO - Iter [9900/80000]	lr: 2.221e-02, eta: 1 day, 17:15:18, time: 2.575, data_time: 0.996, memory: 17331, decode.loss_ce: 0.1351, decode.acc_seg: 80.3001, aux_0.loss_ce: 0.0594, aux_0.acc_seg: 80.0403, aux_1.loss_ce: 0.0638, aux_1.acc_seg: 79.6396, loss: 0.2583
2021-12-07 01:26:19,329 - mmseg - INFO - Iter [9950/80000]	lr: 2.219e-02, eta: 1 day, 17:10:14, time: 1.556, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1373, decode.acc_seg: 79.4982, aux_0.loss_ce: 0.0603, aux_0.acc_seg: 79.2246, aux_1.loss_ce: 0.0653, aux_1.acc_seg: 78.7773, loss: 0.2628
2021-12-07 01:28:28,712 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 01:28:28,713 - mmseg - INFO - Iter [10000/80000]	lr: 2.218e-02, eta: 1 day, 17:11:13, time: 2.588, data_time: 0.967, memory: 17331, decode.loss_ce: 0.1292, decode.acc_seg: 80.3027, aux_0.loss_ce: 0.0573, aux_0.acc_seg: 80.0368, aux_1.loss_ce: 0.0618, aux_1.acc_seg: 79.6282, loss: 0.2483
2021-12-07 01:30:37,816 - mmseg - INFO - Iter [10050/80000]	lr: 2.217e-02, eta: 1 day, 17:12:09, time: 2.582, data_time: 1.014, memory: 17331, decode.loss_ce: 0.1424, decode.acc_seg: 79.6046, aux_0.loss_ce: 0.0619, aux_0.acc_seg: 79.3755, aux_1.loss_ce: 0.0667, aux_1.acc_seg: 78.9662, loss: 0.2711
2021-12-07 01:31:56,638 - mmseg - INFO - Iter [10100/80000]	lr: 2.215e-02, eta: 1 day, 17:07:14, time: 1.576, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1361, decode.acc_seg: 79.7936, aux_0.loss_ce: 0.0606, aux_0.acc_seg: 79.4702, aux_1.loss_ce: 0.0650, aux_1.acc_seg: 79.0863, loss: 0.2617
2021-12-07 01:34:04,578 - mmseg - INFO - Iter [10150/80000]	lr: 2.214e-02, eta: 1 day, 17:08:00, time: 2.559, data_time: 0.982, memory: 17331, decode.loss_ce: 0.1305, decode.acc_seg: 80.1568, aux_0.loss_ce: 0.0577, aux_0.acc_seg: 79.8619, aux_1.loss_ce: 0.0621, aux_1.acc_seg: 79.4544, loss: 0.2503
2021-12-07 01:35:22,520 - mmseg - INFO - Iter [10200/80000]	lr: 2.212e-02, eta: 1 day, 17:03:02, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1370, decode.acc_seg: 79.9172, aux_0.loss_ce: 0.0602, aux_0.acc_seg: 79.6473, aux_1.loss_ce: 0.0646, aux_1.acc_seg: 79.2338, loss: 0.2617
2021-12-07 01:37:31,117 - mmseg - INFO - Iter [10250/80000]	lr: 2.211e-02, eta: 1 day, 17:03:51, time: 2.572, data_time: 0.926, memory: 17331, decode.loss_ce: 0.1317, decode.acc_seg: 79.8148, aux_0.loss_ce: 0.0582, aux_0.acc_seg: 79.5423, aux_1.loss_ce: 0.0628, aux_1.acc_seg: 79.0995, loss: 0.2527
2021-12-07 01:38:49,427 - mmseg - INFO - Iter [10300/80000]	lr: 2.210e-02, eta: 1 day, 16:58:58, time: 1.566, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1408, decode.acc_seg: 79.8030, aux_0.loss_ce: 0.0617, aux_0.acc_seg: 79.5470, aux_1.loss_ce: 0.0664, aux_1.acc_seg: 79.1233, loss: 0.2688
2021-12-07 01:40:56,922 - mmseg - INFO - Iter [10350/80000]	lr: 2.208e-02, eta: 1 day, 16:59:38, time: 2.550, data_time: 0.979, memory: 17331, decode.loss_ce: 0.1427, decode.acc_seg: 79.6482, aux_0.loss_ce: 0.0627, aux_0.acc_seg: 79.3720, aux_1.loss_ce: 0.0671, aux_1.acc_seg: 78.9729, loss: 0.2725
2021-12-07 01:42:15,359 - mmseg - INFO - Iter [10400/80000]	lr: 2.207e-02, eta: 1 day, 16:54:48, time: 1.569, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1436, decode.acc_seg: 79.7904, aux_0.loss_ce: 0.0626, aux_0.acc_seg: 79.5352, aux_1.loss_ce: 0.0671, aux_1.acc_seg: 79.1118, loss: 0.2733
2021-12-07 01:44:23,113 - mmseg - INFO - Iter [10450/80000]	lr: 2.205e-02, eta: 1 day, 16:55:28, time: 2.555, data_time: 0.993, memory: 17331, decode.loss_ce: 0.1406, decode.acc_seg: 79.6230, aux_0.loss_ce: 0.0616, aux_0.acc_seg: 79.3473, aux_1.loss_ce: 0.0664, aux_1.acc_seg: 78.9311, loss: 0.2686
2021-12-07 01:45:41,231 - mmseg - INFO - Iter [10500/80000]	lr: 2.204e-02, eta: 1 day, 16:50:38, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1430, decode.acc_seg: 79.3611, aux_0.loss_ce: 0.0631, aux_0.acc_seg: 79.0976, aux_1.loss_ce: 0.0674, aux_1.acc_seg: 78.7076, loss: 0.2735
2021-12-07 01:47:49,695 - mmseg - INFO - Iter [10550/80000]	lr: 2.202e-02, eta: 1 day, 16:51:22, time: 2.569, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1295, decode.acc_seg: 80.3641, aux_0.loss_ce: 0.0574, aux_0.acc_seg: 80.0713, aux_1.loss_ce: 0.0621, aux_1.acc_seg: 79.6641, loss: 0.2490
2021-12-07 01:49:07,205 - mmseg - INFO - Iter [10600/80000]	lr: 2.201e-02, eta: 1 day, 16:46:30, time: 1.550, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1329, decode.acc_seg: 79.9236, aux_0.loss_ce: 0.0590, aux_0.acc_seg: 79.6259, aux_1.loss_ce: 0.0634, aux_1.acc_seg: 79.2148, loss: 0.2554
2021-12-07 01:51:16,196 - mmseg - INFO - Iter [10650/80000]	lr: 2.200e-02, eta: 1 day, 16:47:15, time: 2.580, data_time: 1.007, memory: 17331, decode.loss_ce: 0.1253, decode.acc_seg: 80.2084, aux_0.loss_ce: 0.0556, aux_0.acc_seg: 79.9391, aux_1.loss_ce: 0.0605, aux_1.acc_seg: 79.5133, loss: 0.2414
2021-12-07 01:53:24,150 - mmseg - INFO - Iter [10700/80000]	lr: 2.198e-02, eta: 1 day, 16:47:53, time: 2.559, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1357, decode.acc_seg: 80.0130, aux_0.loss_ce: 0.0596, aux_0.acc_seg: 79.7745, aux_1.loss_ce: 0.0646, aux_1.acc_seg: 79.3642, loss: 0.2599
2021-12-07 01:54:42,370 - mmseg - INFO - Iter [10750/80000]	lr: 2.197e-02, eta: 1 day, 16:43:08, time: 1.564, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1389, decode.acc_seg: 79.9826, aux_0.loss_ce: 0.0610, aux_0.acc_seg: 79.7501, aux_1.loss_ce: 0.0651, aux_1.acc_seg: 79.3386, loss: 0.2650
2021-12-07 01:56:50,938 - mmseg - INFO - Iter [10800/80000]	lr: 2.195e-02, eta: 1 day, 16:43:48, time: 2.571, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1315, decode.acc_seg: 80.6222, aux_0.loss_ce: 0.0582, aux_0.acc_seg: 80.3357, aux_1.loss_ce: 0.0624, aux_1.acc_seg: 79.9716, loss: 0.2520
2021-12-07 01:58:09,138 - mmseg - INFO - Iter [10850/80000]	lr: 2.194e-02, eta: 1 day, 16:39:05, time: 1.564, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1410, decode.acc_seg: 79.7221, aux_0.loss_ce: 0.0622, aux_0.acc_seg: 79.4459, aux_1.loss_ce: 0.0667, aux_1.acc_seg: 79.0287, loss: 0.2699
2021-12-07 02:00:16,860 - mmseg - INFO - Iter [10900/80000]	lr: 2.193e-02, eta: 1 day, 16:39:38, time: 2.554, data_time: 0.973, memory: 17331, decode.loss_ce: 0.1372, decode.acc_seg: 80.2927, aux_0.loss_ce: 0.0605, aux_0.acc_seg: 80.0187, aux_1.loss_ce: 0.0653, aux_1.acc_seg: 79.5971, loss: 0.2630
2021-12-07 02:01:35,382 - mmseg - INFO - Iter [10950/80000]	lr: 2.191e-02, eta: 1 day, 16:34:59, time: 1.570, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1296, decode.acc_seg: 79.5322, aux_0.loss_ce: 0.0574, aux_0.acc_seg: 79.2362, aux_1.loss_ce: 0.0620, aux_1.acc_seg: 78.8055, loss: 0.2490
2021-12-07 02:03:44,733 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 02:03:44,734 - mmseg - INFO - Iter [11000/80000]	lr: 2.190e-02, eta: 1 day, 16:35:41, time: 2.587, data_time: 0.962, memory: 17331, decode.loss_ce: 0.1295, decode.acc_seg: 80.7189, aux_0.loss_ce: 0.0573, aux_0.acc_seg: 80.4343, aux_1.loss_ce: 0.0620, aux_1.acc_seg: 80.0005, loss: 0.2488
2021-12-07 02:05:03,713 - mmseg - INFO - Iter [11050/80000]	lr: 2.188e-02, eta: 1 day, 16:31:07, time: 1.580, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1323, decode.acc_seg: 79.6808, aux_0.loss_ce: 0.0579, aux_0.acc_seg: 79.4338, aux_1.loss_ce: 0.0626, aux_1.acc_seg: 79.0067, loss: 0.2528
2021-12-07 02:07:11,542 - mmseg - INFO - Iter [11100/80000]	lr: 2.187e-02, eta: 1 day, 16:31:39, time: 2.557, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1473, decode.acc_seg: 79.8665, aux_0.loss_ce: 0.0642, aux_0.acc_seg: 79.5924, aux_1.loss_ce: 0.0684, aux_1.acc_seg: 79.2462, loss: 0.2799
2021-12-07 02:08:29,572 - mmseg - INFO - Iter [11150/80000]	lr: 2.185e-02, eta: 1 day, 16:27:01, time: 1.561, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1276, decode.acc_seg: 80.1611, aux_0.loss_ce: 0.0565, aux_0.acc_seg: 79.8730, aux_1.loss_ce: 0.0615, aux_1.acc_seg: 79.4499, loss: 0.2456
2021-12-07 02:10:38,012 - mmseg - INFO - Iter [11200/80000]	lr: 2.184e-02, eta: 1 day, 16:27:34, time: 2.569, data_time: 0.944, memory: 17331, decode.loss_ce: 0.1376, decode.acc_seg: 80.0595, aux_0.loss_ce: 0.0604, aux_0.acc_seg: 79.7923, aux_1.loss_ce: 0.0653, aux_1.acc_seg: 79.3701, loss: 0.2632
2021-12-07 02:11:56,055 - mmseg - INFO - Iter [11250/80000]	lr: 2.183e-02, eta: 1 day, 16:22:58, time: 1.561, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1250, decode.acc_seg: 80.0461, aux_0.loss_ce: 0.0553, aux_0.acc_seg: 79.7828, aux_1.loss_ce: 0.0599, aux_1.acc_seg: 79.3736, loss: 0.2401
2021-12-07 02:14:04,117 - mmseg - INFO - Iter [11300/80000]	lr: 2.181e-02, eta: 1 day, 16:23:29, time: 2.561, data_time: 0.959, memory: 17331, decode.loss_ce: 0.1270, decode.acc_seg: 80.2693, aux_0.loss_ce: 0.0558, aux_0.acc_seg: 80.0208, aux_1.loss_ce: 0.0606, aux_1.acc_seg: 79.5762, loss: 0.2433
2021-12-07 02:16:11,492 - mmseg - INFO - Iter [11350/80000]	lr: 2.180e-02, eta: 1 day, 16:23:53, time: 2.547, data_time: 0.963, memory: 17331, decode.loss_ce: 0.1181, decode.acc_seg: 80.3528, aux_0.loss_ce: 0.0523, aux_0.acc_seg: 80.0830, aux_1.loss_ce: 0.0567, aux_1.acc_seg: 79.6741, loss: 0.2271
2021-12-07 02:17:29,609 - mmseg - INFO - Iter [11400/80000]	lr: 2.178e-02, eta: 1 day, 16:19:20, time: 1.562, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1195, decode.acc_seg: 80.6681, aux_0.loss_ce: 0.0530, aux_0.acc_seg: 80.4242, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.9935, loss: 0.2302
2021-12-07 02:19:37,816 - mmseg - INFO - Iter [11450/80000]	lr: 2.177e-02, eta: 1 day, 16:19:48, time: 2.564, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1201, decode.acc_seg: 80.5066, aux_0.loss_ce: 0.0534, aux_0.acc_seg: 80.2266, aux_1.loss_ce: 0.0579, aux_1.acc_seg: 79.8306, loss: 0.2314
2021-12-07 02:20:55,814 - mmseg - INFO - Iter [11500/80000]	lr: 2.175e-02, eta: 1 day, 16:15:16, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1156, decode.acc_seg: 80.3232, aux_0.loss_ce: 0.0511, aux_0.acc_seg: 80.1026, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 79.6309, loss: 0.2231
2021-12-07 02:23:03,371 - mmseg - INFO - Iter [11550/80000]	lr: 2.174e-02, eta: 1 day, 16:15:39, time: 2.551, data_time: 0.969, memory: 17331, decode.loss_ce: 0.1301, decode.acc_seg: 80.6063, aux_0.loss_ce: 0.0571, aux_0.acc_seg: 80.3455, aux_1.loss_ce: 0.0615, aux_1.acc_seg: 79.9651, loss: 0.2487
2021-12-07 02:24:21,891 - mmseg - INFO - Iter [11600/80000]	lr: 2.173e-02, eta: 1 day, 16:11:12, time: 1.570, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1276, decode.acc_seg: 80.6472, aux_0.loss_ce: 0.0562, aux_0.acc_seg: 80.3839, aux_1.loss_ce: 0.0610, aux_1.acc_seg: 79.9746, loss: 0.2449
2021-12-07 02:26:30,322 - mmseg - INFO - Iter [11650/80000]	lr: 2.171e-02, eta: 1 day, 16:11:39, time: 2.569, data_time: 0.943, memory: 17331, decode.loss_ce: 0.1188, decode.acc_seg: 80.1737, aux_0.loss_ce: 0.0530, aux_0.acc_seg: 79.9003, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 79.4939, loss: 0.2293
2021-12-07 02:27:48,936 - mmseg - INFO - Iter [11700/80000]	lr: 2.170e-02, eta: 1 day, 16:07:15, time: 1.572, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1242, decode.acc_seg: 80.1748, aux_0.loss_ce: 0.0549, aux_0.acc_seg: 79.9104, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.5021, loss: 0.2385
2021-12-07 02:29:56,863 - mmseg - INFO - Iter [11750/80000]	lr: 2.168e-02, eta: 1 day, 16:07:38, time: 2.559, data_time: 0.941, memory: 17331, decode.loss_ce: 0.1295, decode.acc_seg: 79.6624, aux_0.loss_ce: 0.0568, aux_0.acc_seg: 79.4232, aux_1.loss_ce: 0.0613, aux_1.acc_seg: 79.0242, loss: 0.2476
2021-12-07 02:31:14,939 - mmseg - INFO - Iter [11800/80000]	lr: 2.167e-02, eta: 1 day, 16:03:11, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1374, decode.acc_seg: 80.2421, aux_0.loss_ce: 0.0599, aux_0.acc_seg: 79.9821, aux_1.loss_ce: 0.0650, aux_1.acc_seg: 79.5342, loss: 0.2624
2021-12-07 02:33:23,551 - mmseg - INFO - Iter [11850/80000]	lr: 2.165e-02, eta: 1 day, 16:03:37, time: 2.572, data_time: 0.935, memory: 17331, decode.loss_ce: 0.1268, decode.acc_seg: 80.4523, aux_0.loss_ce: 0.0563, aux_0.acc_seg: 80.1769, aux_1.loss_ce: 0.0607, aux_1.acc_seg: 79.7343, loss: 0.2438
2021-12-07 02:34:41,953 - mmseg - INFO - Iter [11900/80000]	lr: 2.164e-02, eta: 1 day, 15:59:15, time: 1.568, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1166, decode.acc_seg: 80.2907, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.0263, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 79.6308, loss: 0.2245
2021-12-07 02:36:51,535 - mmseg - INFO - Iter [11950/80000]	lr: 2.163e-02, eta: 1 day, 15:59:45, time: 2.592, data_time: 1.002, memory: 17331, decode.loss_ce: 0.1221, decode.acc_seg: 80.6064, aux_0.loss_ce: 0.0540, aux_0.acc_seg: 80.3487, aux_1.loss_ce: 0.0586, aux_1.acc_seg: 79.9284, loss: 0.2347
2021-12-07 02:38:59,746 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 02:38:59,746 - mmseg - INFO - Iter [12000/80000]	lr: 2.161e-02, eta: 1 day, 16:00:06, time: 2.564, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1298, decode.acc_seg: 79.8434, aux_0.loss_ce: 0.0572, aux_0.acc_seg: 79.5939, aux_1.loss_ce: 0.0615, aux_1.acc_seg: 79.1847, loss: 0.2485
2021-12-07 02:40:18,316 - mmseg - INFO - Iter [12050/80000]	lr: 2.160e-02, eta: 1 day, 15:55:46, time: 1.571, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1318, decode.acc_seg: 80.2564, aux_0.loss_ce: 0.0578, aux_0.acc_seg: 79.9901, aux_1.loss_ce: 0.0623, aux_1.acc_seg: 79.5877, loss: 0.2518
2021-12-07 02:42:27,293 - mmseg - INFO - Iter [12100/80000]	lr: 2.158e-02, eta: 1 day, 15:56:11, time: 2.580, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1470, decode.acc_seg: 80.2370, aux_0.loss_ce: 0.0641, aux_0.acc_seg: 79.9737, aux_1.loss_ce: 0.0691, aux_1.acc_seg: 79.5640, loss: 0.2803
2021-12-07 02:43:45,544 - mmseg - INFO - Iter [12150/80000]	lr: 2.157e-02, eta: 1 day, 15:51:51, time: 1.565, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1306, decode.acc_seg: 80.3042, aux_0.loss_ce: 0.0580, aux_0.acc_seg: 80.0223, aux_1.loss_ce: 0.0621, aux_1.acc_seg: 79.6410, loss: 0.2507
2021-12-07 02:45:53,806 - mmseg - INFO - Iter [12200/80000]	lr: 2.156e-02, eta: 1 day, 15:52:10, time: 2.565, data_time: 0.980, memory: 17331, decode.loss_ce: 0.1290, decode.acc_seg: 80.1694, aux_0.loss_ce: 0.0568, aux_0.acc_seg: 79.8886, aux_1.loss_ce: 0.0614, aux_1.acc_seg: 79.4965, loss: 0.2472
2021-12-07 02:47:11,849 - mmseg - INFO - Iter [12250/80000]	lr: 2.154e-02, eta: 1 day, 15:47:50, time: 1.561, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1194, decode.acc_seg: 80.3964, aux_0.loss_ce: 0.0530, aux_0.acc_seg: 80.1396, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.7076, loss: 0.2301
2021-12-07 02:49:19,871 - mmseg - INFO - Iter [12300/80000]	lr: 2.153e-02, eta: 1 day, 15:48:07, time: 2.560, data_time: 0.982, memory: 17331, decode.loss_ce: 0.1244, decode.acc_seg: 79.9282, aux_0.loss_ce: 0.0550, aux_0.acc_seg: 79.6443, aux_1.loss_ce: 0.0594, aux_1.acc_seg: 79.2592, loss: 0.2388
2021-12-07 02:50:38,623 - mmseg - INFO - Iter [12350/80000]	lr: 2.151e-02, eta: 1 day, 15:43:53, time: 1.575, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1296, decode.acc_seg: 80.4359, aux_0.loss_ce: 0.0573, aux_0.acc_seg: 80.1373, aux_1.loss_ce: 0.0613, aux_1.acc_seg: 79.7706, loss: 0.2482
2021-12-07 02:52:47,227 - mmseg - INFO - Iter [12400/80000]	lr: 2.150e-02, eta: 1 day, 15:44:12, time: 2.572, data_time: 1.023, memory: 17331, decode.loss_ce: 0.1253, decode.acc_seg: 80.5375, aux_0.loss_ce: 0.0548, aux_0.acc_seg: 80.3021, aux_1.loss_ce: 0.0602, aux_1.acc_seg: 79.8492, loss: 0.2403
2021-12-07 02:54:05,564 - mmseg - INFO - Iter [12450/80000]	lr: 2.148e-02, eta: 1 day, 15:39:57, time: 1.567, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1466, decode.acc_seg: 79.3121, aux_0.loss_ce: 0.0639, aux_0.acc_seg: 79.0234, aux_1.loss_ce: 0.0678, aux_1.acc_seg: 78.6688, loss: 0.2783
2021-12-07 02:56:14,034 - mmseg - INFO - Iter [12500/80000]	lr: 2.147e-02, eta: 1 day, 15:40:15, time: 2.569, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1376, decode.acc_seg: 79.6859, aux_0.loss_ce: 0.0608, aux_0.acc_seg: 79.4043, aux_1.loss_ce: 0.0647, aux_1.acc_seg: 79.0472, loss: 0.2630
2021-12-07 02:57:31,823 - mmseg - INFO - Iter [12550/80000]	lr: 2.146e-02, eta: 1 day, 15:35:58, time: 1.556, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1220, decode.acc_seg: 80.0508, aux_0.loss_ce: 0.0537, aux_0.acc_seg: 79.7959, aux_1.loss_ce: 0.0587, aux_1.acc_seg: 79.3582, loss: 0.2344
2021-12-07 02:59:40,600 - mmseg - INFO - Iter [12600/80000]	lr: 2.144e-02, eta: 1 day, 15:36:16, time: 2.576, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1324, decode.acc_seg: 80.2182, aux_0.loss_ce: 0.0581, aux_0.acc_seg: 79.9696, aux_1.loss_ce: 0.0630, aux_1.acc_seg: 79.5325, loss: 0.2536
2021-12-07 03:01:49,172 - mmseg - INFO - Iter [12650/80000]	lr: 2.143e-02, eta: 1 day, 15:36:32, time: 2.571, data_time: 0.967, memory: 17331, decode.loss_ce: 0.1355, decode.acc_seg: 79.8632, aux_0.loss_ce: 0.0596, aux_0.acc_seg: 79.6102, aux_1.loss_ce: 0.0637, aux_1.acc_seg: 79.2011, loss: 0.2589
2021-12-07 03:03:07,760 - mmseg - INFO - Iter [12700/80000]	lr: 2.141e-02, eta: 1 day, 15:32:21, time: 1.572, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1344, decode.acc_seg: 79.6465, aux_0.loss_ce: 0.0587, aux_0.acc_seg: 79.4103, aux_1.loss_ce: 0.0636, aux_1.acc_seg: 78.9746, loss: 0.2568
2021-12-07 03:05:15,877 - mmseg - INFO - Iter [12750/80000]	lr: 2.140e-02, eta: 1 day, 15:32:34, time: 2.562, data_time: 0.937, memory: 17331, decode.loss_ce: 0.1314, decode.acc_seg: 80.3584, aux_0.loss_ce: 0.0584, aux_0.acc_seg: 80.0628, aux_1.loss_ce: 0.0626, aux_1.acc_seg: 79.6918, loss: 0.2523
2021-12-07 03:06:34,113 - mmseg - INFO - Iter [12800/80000]	lr: 2.138e-02, eta: 1 day, 15:28:23, time: 1.565, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1191, decode.acc_seg: 80.3889, aux_0.loss_ce: 0.0527, aux_0.acc_seg: 80.1276, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 79.7029, loss: 0.2292
2021-12-07 03:08:42,193 - mmseg - INFO - Iter [12850/80000]	lr: 2.137e-02, eta: 1 day, 15:28:34, time: 2.562, data_time: 1.002, memory: 17331, decode.loss_ce: 0.1199, decode.acc_seg: 80.6192, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 80.3690, aux_1.loss_ce: 0.0575, aux_1.acc_seg: 79.9687, loss: 0.2305
2021-12-07 03:10:00,687 - mmseg - INFO - Iter [12900/80000]	lr: 2.136e-02, eta: 1 day, 15:24:26, time: 1.570, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1163, decode.acc_seg: 80.9487, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.6842, aux_1.loss_ce: 0.0567, aux_1.acc_seg: 80.2280, loss: 0.2245
2021-12-07 03:12:09,101 - mmseg - INFO - Iter [12950/80000]	lr: 2.134e-02, eta: 1 day, 15:24:38, time: 2.568, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1152, decode.acc_seg: 80.1991, aux_0.loss_ce: 0.0518, aux_0.acc_seg: 79.9142, aux_1.loss_ce: 0.0564, aux_1.acc_seg: 79.5022, loss: 0.2234
2021-12-07 03:13:27,429 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 03:13:27,430 - mmseg - INFO - Iter [13000/80000]	lr: 2.133e-02, eta: 1 day, 15:20:30, time: 1.567, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1255, decode.acc_seg: 80.3702, aux_0.loss_ce: 0.0550, aux_0.acc_seg: 80.1132, aux_1.loss_ce: 0.0600, aux_1.acc_seg: 79.7005, loss: 0.2405
2021-12-07 03:15:34,421 - mmseg - INFO - Iter [13050/80000]	lr: 2.131e-02, eta: 1 day, 15:20:34, time: 2.540, data_time: 0.964, memory: 17331, decode.loss_ce: 0.1199, decode.acc_seg: 80.6543, aux_0.loss_ce: 0.0527, aux_0.acc_seg: 80.4318, aux_1.loss_ce: 0.0572, aux_1.acc_seg: 80.0086, loss: 0.2297
2021-12-07 03:16:52,393 - mmseg - INFO - Iter [13100/80000]	lr: 2.130e-02, eta: 1 day, 15:16:26, time: 1.559, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1244, decode.acc_seg: 80.2559, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 80.0137, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.5857, loss: 0.2385
2021-12-07 03:18:59,794 - mmseg - INFO - Iter [13150/80000]	lr: 2.128e-02, eta: 1 day, 15:16:31, time: 2.548, data_time: 0.967, memory: 17331, decode.loss_ce: 0.1255, decode.acc_seg: 80.4641, aux_0.loss_ce: 0.0554, aux_0.acc_seg: 80.2008, aux_1.loss_ce: 0.0598, aux_1.acc_seg: 79.8145, loss: 0.2406
2021-12-07 03:20:17,264 - mmseg - INFO - Iter [13200/80000]	lr: 2.127e-02, eta: 1 day, 15:12:22, time: 1.549, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1203, decode.acc_seg: 80.4861, aux_0.loss_ce: 0.0529, aux_0.acc_seg: 80.2390, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.8091, loss: 0.2309
2021-12-07 03:22:25,540 - mmseg - INFO - Iter [13250/80000]	lr: 2.126e-02, eta: 1 day, 15:12:31, time: 2.565, data_time: 0.942, memory: 17331, decode.loss_ce: 0.1308, decode.acc_seg: 80.7908, aux_0.loss_ce: 0.0579, aux_0.acc_seg: 80.5115, aux_1.loss_ce: 0.0622, aux_1.acc_seg: 80.1162, loss: 0.2509
2021-12-07 03:24:34,128 - mmseg - INFO - Iter [13300/80000]	lr: 2.124e-02, eta: 1 day, 15:12:39, time: 2.572, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1330, decode.acc_seg: 80.1020, aux_0.loss_ce: 0.0588, aux_0.acc_seg: 79.8139, aux_1.loss_ce: 0.0629, aux_1.acc_seg: 79.4347, loss: 0.2548
2021-12-07 03:25:52,606 - mmseg - INFO - Iter [13350/80000]	lr: 2.123e-02, eta: 1 day, 15:08:37, time: 1.570, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1376, decode.acc_seg: 80.3097, aux_0.loss_ce: 0.0608, aux_0.acc_seg: 80.0360, aux_1.loss_ce: 0.0649, aux_1.acc_seg: 79.6541, loss: 0.2632
2021-12-07 03:28:00,657 - mmseg - INFO - Iter [13400/80000]	lr: 2.121e-02, eta: 1 day, 15:08:42, time: 2.561, data_time: 0.942, memory: 17331, decode.loss_ce: 0.1260, decode.acc_seg: 80.4048, aux_0.loss_ce: 0.0558, aux_0.acc_seg: 80.1339, aux_1.loss_ce: 0.0603, aux_1.acc_seg: 79.7292, loss: 0.2421
2021-12-07 03:29:18,844 - mmseg - INFO - Iter [13450/80000]	lr: 2.120e-02, eta: 1 day, 15:04:40, time: 1.564, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1264, decode.acc_seg: 80.2191, aux_0.loss_ce: 0.0559, aux_0.acc_seg: 79.9683, aux_1.loss_ce: 0.0605, aux_1.acc_seg: 79.5336, loss: 0.2428
2021-12-07 03:31:26,644 - mmseg - INFO - Iter [13500/80000]	lr: 2.118e-02, eta: 1 day, 15:04:43, time: 2.556, data_time: 0.953, memory: 17331, decode.loss_ce: 0.1269, decode.acc_seg: 80.1914, aux_0.loss_ce: 0.0559, aux_0.acc_seg: 79.9541, aux_1.loss_ce: 0.0604, aux_1.acc_seg: 79.5237, loss: 0.2432
2021-12-07 03:32:44,679 - mmseg - INFO - Iter [13550/80000]	lr: 2.117e-02, eta: 1 day, 15:00:41, time: 1.561, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1219, decode.acc_seg: 80.5297, aux_0.loss_ce: 0.0542, aux_0.acc_seg: 80.2602, aux_1.loss_ce: 0.0589, aux_1.acc_seg: 79.8437, loss: 0.2349
2021-12-07 03:34:52,576 - mmseg - INFO - Iter [13600/80000]	lr: 2.116e-02, eta: 1 day, 15:00:44, time: 2.558, data_time: 0.991, memory: 17331, decode.loss_ce: 0.1234, decode.acc_seg: 81.0299, aux_0.loss_ce: 0.0545, aux_0.acc_seg: 80.7598, aux_1.loss_ce: 0.0591, aux_1.acc_seg: 80.3798, loss: 0.2370
2021-12-07 03:36:10,800 - mmseg - INFO - Iter [13650/80000]	lr: 2.114e-02, eta: 1 day, 14:56:45, time: 1.564, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1294, decode.acc_seg: 80.1537, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 79.8988, aux_1.loss_ce: 0.0617, aux_1.acc_seg: 79.4975, loss: 0.2480
2021-12-07 03:38:18,469 - mmseg - INFO - Iter [13700/80000]	lr: 2.113e-02, eta: 1 day, 14:56:45, time: 2.553, data_time: 0.983, memory: 17331, decode.loss_ce: 0.1311, decode.acc_seg: 79.7363, aux_0.loss_ce: 0.0578, aux_0.acc_seg: 79.4757, aux_1.loss_ce: 0.0623, aux_1.acc_seg: 79.0708, loss: 0.2512
2021-12-07 03:39:36,664 - mmseg - INFO - Iter [13750/80000]	lr: 2.111e-02, eta: 1 day, 14:52:47, time: 1.564, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1434, decode.acc_seg: 79.9622, aux_0.loss_ce: 0.0626, aux_0.acc_seg: 79.6842, aux_1.loss_ce: 0.0673, aux_1.acc_seg: 79.2748, loss: 0.2733
2021-12-07 03:41:45,293 - mmseg - INFO - Iter [13800/80000]	lr: 2.110e-02, eta: 1 day, 14:52:52, time: 2.573, data_time: 1.002, memory: 17331, decode.loss_ce: 0.1265, decode.acc_seg: 80.4391, aux_0.loss_ce: 0.0556, aux_0.acc_seg: 80.2199, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.7563, loss: 0.2428
2021-12-07 03:43:04,045 - mmseg - INFO - Iter [13850/80000]	lr: 2.108e-02, eta: 1 day, 14:48:57, time: 1.575, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1264, decode.acc_seg: 80.2520, aux_0.loss_ce: 0.0554, aux_0.acc_seg: 80.0084, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.5633, loss: 0.2427
2021-12-07 03:45:12,499 - mmseg - INFO - Iter [13900/80000]	lr: 2.107e-02, eta: 1 day, 14:49:00, time: 2.569, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1220, decode.acc_seg: 80.4768, aux_0.loss_ce: 0.0537, aux_0.acc_seg: 80.2256, aux_1.loss_ce: 0.0582, aux_1.acc_seg: 79.8276, loss: 0.2338
2021-12-07 03:46:30,704 - mmseg - INFO - Iter [13950/80000]	lr: 2.106e-02, eta: 1 day, 14:45:04, time: 1.564, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1198, decode.acc_seg: 80.4858, aux_0.loss_ce: 0.0530, aux_0.acc_seg: 80.2212, aux_1.loss_ce: 0.0580, aux_1.acc_seg: 79.8041, loss: 0.2307
2021-12-07 03:48:39,939 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 03:48:39,940 - mmseg - INFO - Iter [14000/80000]	lr: 2.104e-02, eta: 1 day, 14:45:10, time: 2.585, data_time: 0.946, memory: 17331, decode.loss_ce: 0.1232, decode.acc_seg: 81.0923, aux_0.loss_ce: 0.0544, aux_0.acc_seg: 80.8354, aux_1.loss_ce: 0.0591, aux_1.acc_seg: 80.4247, loss: 0.2367
2021-12-07 03:50:48,429 - mmseg - INFO - Iter [14050/80000]	lr: 2.103e-02, eta: 1 day, 14:45:11, time: 2.570, data_time: 0.923, memory: 17331, decode.loss_ce: 0.1206, decode.acc_seg: 80.4027, aux_0.loss_ce: 0.0534, aux_0.acc_seg: 80.1404, aux_1.loss_ce: 0.0586, aux_1.acc_seg: 79.6979, loss: 0.2326
2021-12-07 03:52:06,555 - mmseg - INFO - Iter [14100/80000]	lr: 2.101e-02, eta: 1 day, 14:41:16, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1294, decode.acc_seg: 80.7089, aux_0.loss_ce: 0.0570, aux_0.acc_seg: 80.4524, aux_1.loss_ce: 0.0613, aux_1.acc_seg: 80.0415, loss: 0.2477
2021-12-07 03:54:14,121 - mmseg - INFO - Iter [14150/80000]	lr: 2.100e-02, eta: 1 day, 14:41:13, time: 2.551, data_time: 0.940, memory: 17331, decode.loss_ce: 0.1391, decode.acc_seg: 79.6055, aux_0.loss_ce: 0.0599, aux_0.acc_seg: 79.4055, aux_1.loss_ce: 0.0651, aux_1.acc_seg: 78.9950, loss: 0.2641
2021-12-07 03:55:32,512 - mmseg - INFO - Iter [14200/80000]	lr: 2.098e-02, eta: 1 day, 14:37:20, time: 1.568, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1337, decode.acc_seg: 79.5437, aux_0.loss_ce: 0.0591, aux_0.acc_seg: 79.2788, aux_1.loss_ce: 0.0633, aux_1.acc_seg: 78.8616, loss: 0.2561
2021-12-07 03:57:40,683 - mmseg - INFO - Iter [14250/80000]	lr: 2.097e-02, eta: 1 day, 14:37:18, time: 2.563, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1362, decode.acc_seg: 79.5357, aux_0.loss_ce: 0.0596, aux_0.acc_seg: 79.3102, aux_1.loss_ce: 0.0637, aux_1.acc_seg: 78.9325, loss: 0.2595
2021-12-07 03:58:59,708 - mmseg - INFO - Iter [14300/80000]	lr: 2.096e-02, eta: 1 day, 14:33:30, time: 1.580, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1308, decode.acc_seg: 80.0720, aux_0.loss_ce: 0.0574, aux_0.acc_seg: 79.8209, aux_1.loss_ce: 0.0618, aux_1.acc_seg: 79.4189, loss: 0.2500
2021-12-07 04:01:08,132 - mmseg - INFO - Iter [14350/80000]	lr: 2.094e-02, eta: 1 day, 14:33:28, time: 2.568, data_time: 0.990, memory: 17331, decode.loss_ce: 0.1398, decode.acc_seg: 79.5672, aux_0.loss_ce: 0.0607, aux_0.acc_seg: 79.3369, aux_1.loss_ce: 0.0654, aux_1.acc_seg: 78.9285, loss: 0.2659
2021-12-07 04:02:26,995 - mmseg - INFO - Iter [14400/80000]	lr: 2.093e-02, eta: 1 day, 14:29:40, time: 1.577, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1370, decode.acc_seg: 80.0084, aux_0.loss_ce: 0.0601, aux_0.acc_seg: 79.7472, aux_1.loss_ce: 0.0643, aux_1.acc_seg: 79.3886, loss: 0.2613
2021-12-07 04:04:35,357 - mmseg - INFO - Iter [14450/80000]	lr: 2.091e-02, eta: 1 day, 14:29:38, time: 2.567, data_time: 0.946, memory: 17331, decode.loss_ce: 0.1185, decode.acc_seg: 80.8944, aux_0.loss_ce: 0.0524, aux_0.acc_seg: 80.6441, aux_1.loss_ce: 0.0571, aux_1.acc_seg: 80.2378, loss: 0.2280
2021-12-07 04:05:53,991 - mmseg - INFO - Iter [14500/80000]	lr: 2.090e-02, eta: 1 day, 14:25:50, time: 1.573, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1217, decode.acc_seg: 80.2455, aux_0.loss_ce: 0.0537, aux_0.acc_seg: 79.9892, aux_1.loss_ce: 0.0581, aux_1.acc_seg: 79.5824, loss: 0.2335
2021-12-07 04:08:02,068 - mmseg - INFO - Iter [14550/80000]	lr: 2.088e-02, eta: 1 day, 14:25:45, time: 2.562, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1250, decode.acc_seg: 80.2249, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 80.0008, aux_1.loss_ce: 0.0598, aux_1.acc_seg: 79.5524, loss: 0.2393
2021-12-07 04:09:20,212 - mmseg - INFO - Iter [14600/80000]	lr: 2.087e-02, eta: 1 day, 14:21:56, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1182, decode.acc_seg: 80.3562, aux_0.loss_ce: 0.0523, aux_0.acc_seg: 80.0992, aux_1.loss_ce: 0.0566, aux_1.acc_seg: 79.6803, loss: 0.2271
2021-12-07 04:11:29,655 - mmseg - INFO - Iter [14650/80000]	lr: 2.086e-02, eta: 1 day, 14:21:57, time: 2.589, data_time: 0.982, memory: 17331, decode.loss_ce: 0.1179, decode.acc_seg: 81.0883, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.8395, aux_1.loss_ce: 0.0566, aux_1.acc_seg: 80.4408, loss: 0.2266
2021-12-07 04:13:38,706 - mmseg - INFO - Iter [14700/80000]	lr: 2.084e-02, eta: 1 day, 14:21:55, time: 2.581, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1253, decode.acc_seg: 80.1873, aux_0.loss_ce: 0.0554, aux_0.acc_seg: 79.9429, aux_1.loss_ce: 0.0600, aux_1.acc_seg: 79.5271, loss: 0.2407
2021-12-07 04:14:56,738 - mmseg - INFO - Iter [14750/80000]	lr: 2.083e-02, eta: 1 day, 14:18:07, time: 1.561, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1318, decode.acc_seg: 80.2333, aux_0.loss_ce: 0.0575, aux_0.acc_seg: 80.0255, aux_1.loss_ce: 0.0625, aux_1.acc_seg: 79.6086, loss: 0.2518
2021-12-07 04:17:04,896 - mmseg - INFO - Iter [14800/80000]	lr: 2.081e-02, eta: 1 day, 14:18:00, time: 2.563, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1303, decode.acc_seg: 80.1177, aux_0.loss_ce: 0.0570, aux_0.acc_seg: 79.8631, aux_1.loss_ce: 0.0616, aux_1.acc_seg: 79.4594, loss: 0.2489
2021-12-07 04:18:23,385 - mmseg - INFO - Iter [14850/80000]	lr: 2.080e-02, eta: 1 day, 14:14:15, time: 1.570, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1186, decode.acc_seg: 80.8914, aux_0.loss_ce: 0.0529, aux_0.acc_seg: 80.6234, aux_1.loss_ce: 0.0571, aux_1.acc_seg: 80.2306, loss: 0.2286
2021-12-07 04:20:31,924 - mmseg - INFO - Iter [14900/80000]	lr: 2.078e-02, eta: 1 day, 14:14:09, time: 2.571, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1298, decode.acc_seg: 80.3211, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 80.0640, aux_1.loss_ce: 0.0614, aux_1.acc_seg: 79.6639, loss: 0.2481
2021-12-07 04:21:50,791 - mmseg - INFO - Iter [14950/80000]	lr: 2.077e-02, eta: 1 day, 14:10:27, time: 1.577, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1361, decode.acc_seg: 80.0592, aux_0.loss_ce: 0.0597, aux_0.acc_seg: 79.8011, aux_1.loss_ce: 0.0639, aux_1.acc_seg: 79.4461, loss: 0.2596
2021-12-07 04:23:59,160 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 04:23:59,160 - mmseg - INFO - Iter [15000/80000]	lr: 2.076e-02, eta: 1 day, 14:10:20, time: 2.567, data_time: 0.944, memory: 17331, decode.loss_ce: 0.1380, decode.acc_seg: 79.9812, aux_0.loss_ce: 0.0608, aux_0.acc_seg: 79.7279, aux_1.loss_ce: 0.0649, aux_1.acc_seg: 79.3361, loss: 0.2637
2021-12-07 04:25:17,650 - mmseg - INFO - Iter [15050/80000]	lr: 2.074e-02, eta: 1 day, 14:06:36, time: 1.570, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1347, decode.acc_seg: 79.5769, aux_0.loss_ce: 0.0588, aux_0.acc_seg: 79.3315, aux_1.loss_ce: 0.0638, aux_1.acc_seg: 78.8943, loss: 0.2573
2021-12-07 04:27:24,997 - mmseg - INFO - Iter [15100/80000]	lr: 2.073e-02, eta: 1 day, 14:06:24, time: 2.547, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1282, decode.acc_seg: 80.1291, aux_0.loss_ce: 0.0564, aux_0.acc_seg: 79.8693, aux_1.loss_ce: 0.0611, aux_1.acc_seg: 79.4817, loss: 0.2457
2021-12-07 04:28:43,311 - mmseg - INFO - Iter [15150/80000]	lr: 2.071e-02, eta: 1 day, 14:02:41, time: 1.566, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1282, decode.acc_seg: 79.9807, aux_0.loss_ce: 0.0565, aux_0.acc_seg: 79.7286, aux_1.loss_ce: 0.0613, aux_1.acc_seg: 79.3079, loss: 0.2460
2021-12-07 04:30:51,884 - mmseg - INFO - Iter [15200/80000]	lr: 2.070e-02, eta: 1 day, 14:02:34, time: 2.571, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1361, decode.acc_seg: 79.6656, aux_0.loss_ce: 0.0597, aux_0.acc_seg: 79.4244, aux_1.loss_ce: 0.0639, aux_1.acc_seg: 79.0328, loss: 0.2597
2021-12-07 04:32:10,126 - mmseg - INFO - Iter [15250/80000]	lr: 2.068e-02, eta: 1 day, 13:58:52, time: 1.565, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1372, decode.acc_seg: 79.4185, aux_0.loss_ce: 0.0603, aux_0.acc_seg: 79.1720, aux_1.loss_ce: 0.0646, aux_1.acc_seg: 78.7737, loss: 0.2620
2021-12-07 04:34:19,506 - mmseg - INFO - Iter [15300/80000]	lr: 2.067e-02, eta: 1 day, 13:58:47, time: 2.588, data_time: 0.986, memory: 17331, decode.loss_ce: 0.1298, decode.acc_seg: 80.3872, aux_0.loss_ce: 0.0571, aux_0.acc_seg: 80.1480, aux_1.loss_ce: 0.0614, aux_1.acc_seg: 79.7572, loss: 0.2483
2021-12-07 04:36:26,596 - mmseg - INFO - Iter [15350/80000]	lr: 2.066e-02, eta: 1 day, 13:58:31, time: 2.542, data_time: 0.967, memory: 17331, decode.loss_ce: 0.1167, decode.acc_seg: 80.7255, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 80.5000, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 80.0856, loss: 0.2242
2021-12-07 04:37:44,962 - mmseg - INFO - Iter [15400/80000]	lr: 2.064e-02, eta: 1 day, 13:54:51, time: 1.567, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1185, decode.acc_seg: 80.3521, aux_0.loss_ce: 0.0524, aux_0.acc_seg: 80.0908, aux_1.loss_ce: 0.0572, aux_1.acc_seg: 79.6828, loss: 0.2280
2021-12-07 04:39:53,437 - mmseg - INFO - Iter [15450/80000]	lr: 2.063e-02, eta: 1 day, 13:54:40, time: 2.569, data_time: 0.986, memory: 17331, decode.loss_ce: 0.1139, decode.acc_seg: 80.5892, aux_0.loss_ce: 0.0509, aux_0.acc_seg: 80.3273, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 79.9087, loss: 0.2202
2021-12-07 04:41:12,124 - mmseg - INFO - Iter [15500/80000]	lr: 2.061e-02, eta: 1 day, 13:51:02, time: 1.574, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1181, decode.acc_seg: 80.1507, aux_0.loss_ce: 0.0524, aux_0.acc_seg: 79.9056, aux_1.loss_ce: 0.0571, aux_1.acc_seg: 79.4736, loss: 0.2275
2021-12-07 04:43:20,215 - mmseg - INFO - Iter [15550/80000]	lr: 2.060e-02, eta: 1 day, 13:50:50, time: 2.562, data_time: 0.928, memory: 17331, decode.loss_ce: 0.1099, decode.acc_seg: 80.3854, aux_0.loss_ce: 0.0487, aux_0.acc_seg: 80.1457, aux_1.loss_ce: 0.0536, aux_1.acc_seg: 79.7083, loss: 0.2122
2021-12-07 04:44:38,312 - mmseg - INFO - Iter [15600/80000]	lr: 2.058e-02, eta: 1 day, 13:47:10, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1111, decode.acc_seg: 80.5096, aux_0.loss_ce: 0.0495, aux_0.acc_seg: 80.2519, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 79.8121, loss: 0.2149
2021-12-07 04:46:46,064 - mmseg - INFO - Iter [15650/80000]	lr: 2.057e-02, eta: 1 day, 13:46:55, time: 2.555, data_time: 0.992, memory: 17331, decode.loss_ce: 0.1163, decode.acc_seg: 80.4841, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.2589, aux_1.loss_ce: 0.0558, aux_1.acc_seg: 79.8364, loss: 0.2233
2021-12-07 04:48:04,293 - mmseg - INFO - Iter [15700/80000]	lr: 2.056e-02, eta: 1 day, 13:43:17, time: 1.565, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1229, decode.acc_seg: 80.6626, aux_0.loss_ce: 0.0539, aux_0.acc_seg: 80.4290, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 79.9926, loss: 0.2356
2021-12-07 04:50:12,852 - mmseg - INFO - Iter [15750/80000]	lr: 2.054e-02, eta: 1 day, 13:43:05, time: 2.571, data_time: 0.949, memory: 17331, decode.loss_ce: 0.1157, decode.acc_seg: 80.6438, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.3932, aux_1.loss_ce: 0.0558, aux_1.acc_seg: 79.9813, loss: 0.2228
2021-12-07 04:51:30,992 - mmseg - INFO - Iter [15800/80000]	lr: 2.053e-02, eta: 1 day, 13:39:28, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1170, decode.acc_seg: 80.4551, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.2220, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 79.8142, loss: 0.2250
2021-12-07 04:53:38,925 - mmseg - INFO - Iter [15850/80000]	lr: 2.051e-02, eta: 1 day, 13:39:13, time: 2.559, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1147, decode.acc_seg: 80.7344, aux_0.loss_ce: 0.0503, aux_0.acc_seg: 80.5188, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 80.1546, loss: 0.2193
2021-12-07 04:54:56,156 - mmseg - INFO - Iter [15900/80000]	lr: 2.050e-02, eta: 1 day, 13:35:32, time: 1.545, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1212, decode.acc_seg: 79.9355, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 79.7051, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.2802, loss: 0.2320
2021-12-07 04:57:05,134 - mmseg - INFO - Iter [15950/80000]	lr: 2.048e-02, eta: 1 day, 13:35:21, time: 2.580, data_time: 0.942, memory: 17331, decode.loss_ce: 0.1229, decode.acc_seg: 80.6611, aux_0.loss_ce: 0.0540, aux_0.acc_seg: 80.4267, aux_1.loss_ce: 0.0586, aux_1.acc_seg: 80.0046, loss: 0.2354
2021-12-07 04:59:13,582 - mmseg - INFO - Saving checkpoint at 16000 iterations
2021-12-07 04:59:14,157 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 04:59:14,157 - mmseg - INFO - Iter [16000/80000]	lr: 2.047e-02, eta: 1 day, 13:35:09, time: 2.580, data_time: 0.981, memory: 17331, decode.loss_ce: 0.1382, decode.acc_seg: 79.4176, aux_0.loss_ce: 0.0603, aux_0.acc_seg: 79.1735, aux_1.loss_ce: 0.0645, aux_1.acc_seg: 78.7933, loss: 0.2630
2021-12-07 05:01:14,992 - mmseg - INFO - per class results:
2021-12-07 05:01:14,994 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 96.83 | 97.84 |
|    sidewalk   | 76.24 | 91.02 |
|    building   | 90.16 | 96.27 |
|      wall     | 31.29 | 34.79 |
|     fence     | 49.74 | 60.37 |
|      pole     | 54.86 | 62.33 |
| traffic light |  62.1 | 73.15 |
|  traffic sign | 72.36 | 78.93 |
|   vegetation  | 90.76 | 96.07 |
|    terrain    | 57.76 | 70.48 |
|      sky      |  93.8 | 96.48 |
|     person    | 76.32 | 84.92 |
|     rider     | 53.39 | 66.28 |
|      car      | 92.53 | 96.65 |
|     truck     | 48.44 | 67.99 |
|      bus      | 72.12 |  75.4 |
|     train     | 41.57 | 41.93 |
|   motorcycle  | 18.67 |  19.5 |
|    bicycle    | 68.09 | 87.92 |
+---------------+-------+-------+
2021-12-07 05:01:14,995 - mmseg - INFO - Summary:
2021-12-07 05:01:14,995 - mmseg - INFO - 
+-------+-------+------+
|  aAcc |  mIoU | mAcc |
+-------+-------+------+
| 94.39 | 65.63 | 73.6 |
+-------+-------+------+
2021-12-07 05:01:14,998 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 05:01:14,998 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9439, mIoU: 0.6563, mAcc: 0.7360, IoU.road: 0.9683, IoU.sidewalk: 0.7624, IoU.building: 0.9016, IoU.wall: 0.3129, IoU.fence: 0.4974, IoU.pole: 0.5486, IoU.traffic light: 0.6210, IoU.traffic sign: 0.7236, IoU.vegetation: 0.9076, IoU.terrain: 0.5776, IoU.sky: 0.9380, IoU.person: 0.7632, IoU.rider: 0.5339, IoU.car: 0.9253, IoU.truck: 0.4844, IoU.bus: 0.7212, IoU.train: 0.4157, IoU.motorcycle: 0.1867, IoU.bicycle: 0.6809, Acc.road: 0.9784, Acc.sidewalk: 0.9102, Acc.building: 0.9627, Acc.wall: 0.3479, Acc.fence: 0.6037, Acc.pole: 0.6233, Acc.traffic light: 0.7315, Acc.traffic sign: 0.7893, Acc.vegetation: 0.9607, Acc.terrain: 0.7048, Acc.sky: 0.9648, Acc.person: 0.8492, Acc.rider: 0.6628, Acc.car: 0.9665, Acc.truck: 0.6799, Acc.bus: 0.7540, Acc.train: 0.4193, Acc.motorcycle: 0.1950, Acc.bicycle: 0.8792
2021-12-07 05:02:33,207 - mmseg - INFO - Iter [16050/80000]	lr: 2.046e-02, eta: 1 day, 13:39:35, time: 3.981, data_time: 2.459, memory: 17331, decode.loss_ce: 0.1235, decode.acc_seg: 80.4621, aux_0.loss_ce: 0.0543, aux_0.acc_seg: 80.2237, aux_1.loss_ce: 0.0589, aux_1.acc_seg: 79.8149, loss: 0.2367
2021-12-07 05:04:40,719 - mmseg - INFO - Iter [16100/80000]	lr: 2.044e-02, eta: 1 day, 13:39:14, time: 2.550, data_time: 0.949, memory: 17331, decode.loss_ce: 0.1202, decode.acc_seg: 80.2164, aux_0.loss_ce: 0.0534, aux_0.acc_seg: 79.9547, aux_1.loss_ce: 0.0576, aux_1.acc_seg: 79.5507, loss: 0.2312
2021-12-07 05:05:58,865 - mmseg - INFO - Iter [16150/80000]	lr: 2.043e-02, eta: 1 day, 13:35:38, time: 1.563, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1305, decode.acc_seg: 80.1020, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 79.8755, aux_1.loss_ce: 0.0621, aux_1.acc_seg: 79.4478, loss: 0.2495
2021-12-07 05:08:07,085 - mmseg - INFO - Iter [16200/80000]	lr: 2.041e-02, eta: 1 day, 13:35:19, time: 2.564, data_time: 0.985, memory: 17331, decode.loss_ce: 0.1164, decode.acc_seg: 80.9113, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.6557, aux_1.loss_ce: 0.0561, aux_1.acc_seg: 80.2519, loss: 0.2241
2021-12-07 05:09:25,112 - mmseg - INFO - Iter [16250/80000]	lr: 2.040e-02, eta: 1 day, 13:31:43, time: 1.561, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1318, decode.acc_seg: 79.8891, aux_0.loss_ce: 0.0571, aux_0.acc_seg: 79.6870, aux_1.loss_ce: 0.0621, aux_1.acc_seg: 79.2554, loss: 0.2510
2021-12-07 05:11:32,472 - mmseg - INFO - Iter [16300/80000]	lr: 2.038e-02, eta: 1 day, 13:31:21, time: 2.547, data_time: 0.973, memory: 17331, decode.loss_ce: 0.1225, decode.acc_seg: 80.1028, aux_0.loss_ce: 0.0539, aux_0.acc_seg: 79.8551, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 79.4412, loss: 0.2352
2021-12-07 05:12:50,947 - mmseg - INFO - Iter [16350/80000]	lr: 2.037e-02, eta: 1 day, 13:27:48, time: 1.569, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1260, decode.acc_seg: 79.9761, aux_0.loss_ce: 0.0552, aux_0.acc_seg: 79.7353, aux_1.loss_ce: 0.0605, aux_1.acc_seg: 79.3026, loss: 0.2418
2021-12-07 05:14:58,877 - mmseg - INFO - Iter [16400/80000]	lr: 2.036e-02, eta: 1 day, 13:27:27, time: 2.559, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1330, decode.acc_seg: 79.6618, aux_0.loss_ce: 0.0582, aux_0.acc_seg: 79.4145, aux_1.loss_ce: 0.0629, aux_1.acc_seg: 78.9977, loss: 0.2541
2021-12-07 05:16:16,813 - mmseg - INFO - Iter [16450/80000]	lr: 2.034e-02, eta: 1 day, 13:23:53, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1241, decode.acc_seg: 80.0605, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 79.8207, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 79.4177, loss: 0.2375
2021-12-07 05:18:24,343 - mmseg - INFO - Iter [16500/80000]	lr: 2.033e-02, eta: 1 day, 13:23:30, time: 2.551, data_time: 0.982, memory: 17331, decode.loss_ce: 0.1235, decode.acc_seg: 80.1268, aux_0.loss_ce: 0.0543, aux_0.acc_seg: 79.8863, aux_1.loss_ce: 0.0586, aux_1.acc_seg: 79.5002, loss: 0.2364
2021-12-07 05:19:41,969 - mmseg - INFO - Iter [16550/80000]	lr: 2.031e-02, eta: 1 day, 13:19:55, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1268, decode.acc_seg: 80.3366, aux_0.loss_ce: 0.0552, aux_0.acc_seg: 80.0965, aux_1.loss_ce: 0.0599, aux_1.acc_seg: 79.6860, loss: 0.2419
2021-12-07 05:21:50,216 - mmseg - INFO - Iter [16600/80000]	lr: 2.030e-02, eta: 1 day, 13:19:35, time: 2.565, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1299, decode.acc_seg: 80.0331, aux_0.loss_ce: 0.0574, aux_0.acc_seg: 79.8063, aux_1.loss_ce: 0.0619, aux_1.acc_seg: 79.3997, loss: 0.2491
2021-12-07 05:23:58,773 - mmseg - INFO - Iter [16650/80000]	lr: 2.028e-02, eta: 1 day, 13:19:14, time: 2.571, data_time: 0.941, memory: 17331, decode.loss_ce: 0.1314, decode.acc_seg: 80.0875, aux_0.loss_ce: 0.0580, aux_0.acc_seg: 79.8201, aux_1.loss_ce: 0.0621, aux_1.acc_seg: 79.4170, loss: 0.2516
2021-12-07 05:25:16,679 - mmseg - INFO - Iter [16700/80000]	lr: 2.027e-02, eta: 1 day, 13:15:42, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1250, decode.acc_seg: 80.3019, aux_0.loss_ce: 0.0548, aux_0.acc_seg: 80.0661, aux_1.loss_ce: 0.0597, aux_1.acc_seg: 79.6350, loss: 0.2396
2021-12-07 05:27:24,835 - mmseg - INFO - Iter [16750/80000]	lr: 2.025e-02, eta: 1 day, 13:15:20, time: 2.563, data_time: 1.026, memory: 17331, decode.loss_ce: 0.1290, decode.acc_seg: 80.1650, aux_0.loss_ce: 0.0566, aux_0.acc_seg: 79.9252, aux_1.loss_ce: 0.0614, aux_1.acc_seg: 79.5010, loss: 0.2470
2021-12-07 05:28:43,069 - mmseg - INFO - Iter [16800/80000]	lr: 2.024e-02, eta: 1 day, 13:11:49, time: 1.565, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1281, decode.acc_seg: 79.7499, aux_0.loss_ce: 0.0560, aux_0.acc_seg: 79.5263, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.1070, loss: 0.2449
2021-12-07 05:30:51,966 - mmseg - INFO - Iter [16850/80000]	lr: 2.023e-02, eta: 1 day, 13:11:29, time: 2.578, data_time: 0.973, memory: 17331, decode.loss_ce: 0.1471, decode.acc_seg: 79.6357, aux_0.loss_ce: 0.0637, aux_0.acc_seg: 79.4061, aux_1.loss_ce: 0.0682, aux_1.acc_seg: 79.0197, loss: 0.2790
2021-12-07 05:32:10,086 - mmseg - INFO - Iter [16900/80000]	lr: 2.021e-02, eta: 1 day, 13:07:59, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1375, decode.acc_seg: 79.7413, aux_0.loss_ce: 0.0597, aux_0.acc_seg: 79.5008, aux_1.loss_ce: 0.0642, aux_1.acc_seg: 79.1348, loss: 0.2614
2021-12-07 05:34:18,401 - mmseg - INFO - Iter [16950/80000]	lr: 2.020e-02, eta: 1 day, 13:07:36, time: 2.566, data_time: 0.937, memory: 17331, decode.loss_ce: 0.1361, decode.acc_seg: 79.9803, aux_0.loss_ce: 0.0596, aux_0.acc_seg: 79.7196, aux_1.loss_ce: 0.0637, aux_1.acc_seg: 79.3608, loss: 0.2594
2021-12-07 05:35:36,710 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 05:35:36,710 - mmseg - INFO - Iter [17000/80000]	lr: 2.018e-02, eta: 1 day, 13:04:08, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1205, decode.acc_seg: 80.6374, aux_0.loss_ce: 0.0532, aux_0.acc_seg: 80.4024, aux_1.loss_ce: 0.0582, aux_1.acc_seg: 79.9774, loss: 0.2319
2021-12-07 05:37:44,713 - mmseg - INFO - Iter [17050/80000]	lr: 2.017e-02, eta: 1 day, 13:03:43, time: 2.560, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1325, decode.acc_seg: 79.9515, aux_0.loss_ce: 0.0576, aux_0.acc_seg: 79.7199, aux_1.loss_ce: 0.0627, aux_1.acc_seg: 79.2947, loss: 0.2528
2021-12-07 05:39:02,888 - mmseg - INFO - Iter [17100/80000]	lr: 2.015e-02, eta: 1 day, 13:00:15, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1223, decode.acc_seg: 79.9779, aux_0.loss_ce: 0.0537, aux_0.acc_seg: 79.7494, aux_1.loss_ce: 0.0585, aux_1.acc_seg: 79.3371, loss: 0.2345
2021-12-07 05:41:12,488 - mmseg - INFO - Iter [17150/80000]	lr: 2.014e-02, eta: 1 day, 12:59:56, time: 2.592, data_time: 1.002, memory: 17331, decode.loss_ce: 0.1276, decode.acc_seg: 80.1261, aux_0.loss_ce: 0.0559, aux_0.acc_seg: 79.8802, aux_1.loss_ce: 0.0602, aux_1.acc_seg: 79.5080, loss: 0.2437
2021-12-07 05:42:29,867 - mmseg - INFO - Iter [17200/80000]	lr: 2.013e-02, eta: 1 day, 12:56:26, time: 1.548, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1265, decode.acc_seg: 80.2865, aux_0.loss_ce: 0.0555, aux_0.acc_seg: 80.0472, aux_1.loss_ce: 0.0603, aux_1.acc_seg: 79.6150, loss: 0.2423
2021-12-07 05:44:37,879 - mmseg - INFO - Iter [17250/80000]	lr: 2.011e-02, eta: 1 day, 12:56:00, time: 2.560, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1224, decode.acc_seg: 80.1733, aux_0.loss_ce: 0.0535, aux_0.acc_seg: 79.9743, aux_1.loss_ce: 0.0580, aux_1.acc_seg: 79.5671, loss: 0.2339
2021-12-07 05:46:46,125 - mmseg - INFO - Iter [17300/80000]	lr: 2.010e-02, eta: 1 day, 12:55:35, time: 2.565, data_time: 0.932, memory: 17331, decode.loss_ce: 0.1298, decode.acc_seg: 80.0198, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 79.7919, aux_1.loss_ce: 0.0616, aux_1.acc_seg: 79.3579, loss: 0.2484
2021-12-07 05:48:04,284 - mmseg - INFO - Iter [17350/80000]	lr: 2.008e-02, eta: 1 day, 12:52:09, time: 1.563, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1209, decode.acc_seg: 80.7224, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.4772, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 80.0728, loss: 0.2318
2021-12-07 05:50:12,022 - mmseg - INFO - Iter [17400/80000]	lr: 2.007e-02, eta: 1 day, 12:51:41, time: 2.555, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1177, decode.acc_seg: 80.2965, aux_0.loss_ce: 0.0517, aux_0.acc_seg: 80.0674, aux_1.loss_ce: 0.0564, aux_1.acc_seg: 79.6489, loss: 0.2258
2021-12-07 05:51:29,859 - mmseg - INFO - Iter [17450/80000]	lr: 2.005e-02, eta: 1 day, 12:48:14, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1239, decode.acc_seg: 80.5035, aux_0.loss_ce: 0.0543, aux_0.acc_seg: 80.2520, aux_1.loss_ce: 0.0587, aux_1.acc_seg: 79.8834, loss: 0.2369
2021-12-07 05:53:38,553 - mmseg - INFO - Iter [17500/80000]	lr: 2.004e-02, eta: 1 day, 12:47:50, time: 2.574, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1146, decode.acc_seg: 80.5086, aux_0.loss_ce: 0.0506, aux_0.acc_seg: 80.2757, aux_1.loss_ce: 0.0554, aux_1.acc_seg: 79.8604, loss: 0.2205
2021-12-07 05:54:56,546 - mmseg - INFO - Iter [17550/80000]	lr: 2.003e-02, eta: 1 day, 12:44:24, time: 1.560, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1107, decode.acc_seg: 80.5279, aux_0.loss_ce: 0.0488, aux_0.acc_seg: 80.2919, aux_1.loss_ce: 0.0540, aux_1.acc_seg: 79.8470, loss: 0.2135
2021-12-07 05:57:04,995 - mmseg - INFO - Iter [17600/80000]	lr: 2.001e-02, eta: 1 day, 12:43:58, time: 2.569, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1129, decode.acc_seg: 80.3647, aux_0.loss_ce: 0.0501, aux_0.acc_seg: 80.1181, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 79.7204, loss: 0.2177
2021-12-07 05:58:23,389 - mmseg - INFO - Iter [17650/80000]	lr: 2.000e-02, eta: 1 day, 12:40:35, time: 1.568, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1234, decode.acc_seg: 80.0254, aux_0.loss_ce: 0.0539, aux_0.acc_seg: 79.7776, aux_1.loss_ce: 0.0584, aux_1.acc_seg: 79.3800, loss: 0.2358
2021-12-07 06:00:31,581 - mmseg - INFO - Iter [17700/80000]	lr: 1.998e-02, eta: 1 day, 12:40:08, time: 2.564, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1185, decode.acc_seg: 80.6986, aux_0.loss_ce: 0.0522, aux_0.acc_seg: 80.4537, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 80.0557, loss: 0.2271
2021-12-07 06:01:49,727 - mmseg - INFO - Iter [17750/80000]	lr: 1.997e-02, eta: 1 day, 12:36:44, time: 1.563, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1117, decode.acc_seg: 79.9813, aux_0.loss_ce: 0.0497, aux_0.acc_seg: 79.7219, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 79.2846, loss: 0.2158
2021-12-07 06:03:56,993 - mmseg - INFO - Iter [17800/80000]	lr: 1.995e-02, eta: 1 day, 12:36:13, time: 2.545, data_time: 0.950, memory: 17331, decode.loss_ce: 0.1286, decode.acc_seg: 80.4197, aux_0.loss_ce: 0.0563, aux_0.acc_seg: 80.2142, aux_1.loss_ce: 0.0607, aux_1.acc_seg: 79.7986, loss: 0.2455
2021-12-07 06:05:14,675 - mmseg - INFO - Iter [17850/80000]	lr: 1.994e-02, eta: 1 day, 12:32:49, time: 1.554, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1216, decode.acc_seg: 80.5661, aux_0.loss_ce: 0.0537, aux_0.acc_seg: 80.2956, aux_1.loss_ce: 0.0581, aux_1.acc_seg: 79.8948, loss: 0.2334
2021-12-07 06:07:22,273 - mmseg - INFO - Iter [17900/80000]	lr: 1.992e-02, eta: 1 day, 12:32:18, time: 2.552, data_time: 0.998, memory: 17331, decode.loss_ce: 0.1241, decode.acc_seg: 80.1325, aux_0.loss_ce: 0.0542, aux_0.acc_seg: 79.9168, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 79.5051, loss: 0.2371
2021-12-07 06:09:27,667 - mmseg - INFO - Iter [17950/80000]	lr: 1.991e-02, eta: 1 day, 12:31:40, time: 2.508, data_time: 0.971, memory: 17331, decode.loss_ce: 0.1340, decode.acc_seg: 79.6947, aux_0.loss_ce: 0.0581, aux_0.acc_seg: 79.4836, aux_1.loss_ce: 0.0632, aux_1.acc_seg: 79.0478, loss: 0.2553
2021-12-07 06:10:48,190 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 06:10:48,191 - mmseg - INFO - Iter [18000/80000]	lr: 1.990e-02, eta: 1 day, 12:28:26, time: 1.611, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1176, decode.acc_seg: 80.8502, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.6029, aux_1.loss_ce: 0.0566, aux_1.acc_seg: 80.1958, loss: 0.2262
2021-12-07 06:12:55,867 - mmseg - INFO - Iter [18050/80000]	lr: 1.988e-02, eta: 1 day, 12:27:55, time: 2.554, data_time: 0.970, memory: 17331, decode.loss_ce: 0.1137, decode.acc_seg: 80.6524, aux_0.loss_ce: 0.0506, aux_0.acc_seg: 80.4067, aux_1.loss_ce: 0.0550, aux_1.acc_seg: 80.0085, loss: 0.2192
2021-12-07 06:14:13,971 - mmseg - INFO - Iter [18100/80000]	lr: 1.987e-02, eta: 1 day, 12:24:34, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1122, decode.acc_seg: 80.6538, aux_0.loss_ce: 0.0499, aux_0.acc_seg: 80.4081, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 79.9972, loss: 0.2165
2021-12-07 06:16:22,284 - mmseg - INFO - Iter [18150/80000]	lr: 1.985e-02, eta: 1 day, 12:24:05, time: 2.566, data_time: 0.987, memory: 17331, decode.loss_ce: 0.1273, decode.acc_seg: 80.1579, aux_0.loss_ce: 0.0555, aux_0.acc_seg: 79.9604, aux_1.loss_ce: 0.0597, aux_1.acc_seg: 79.5581, loss: 0.2425
2021-12-07 06:17:40,281 - mmseg - INFO - Iter [18200/80000]	lr: 1.984e-02, eta: 1 day, 12:20:44, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1176, decode.acc_seg: 80.3780, aux_0.loss_ce: 0.0517, aux_0.acc_seg: 80.1506, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 79.7597, loss: 0.2256
2021-12-07 06:19:48,152 - mmseg - INFO - Iter [18250/80000]	lr: 1.982e-02, eta: 1 day, 12:20:12, time: 2.557, data_time: 0.941, memory: 17331, decode.loss_ce: 0.1208, decode.acc_seg: 80.5284, aux_0.loss_ce: 0.0526, aux_0.acc_seg: 80.2999, aux_1.loss_ce: 0.0578, aux_1.acc_seg: 79.8669, loss: 0.2312
2021-12-07 06:21:06,549 - mmseg - INFO - Iter [18300/80000]	lr: 1.981e-02, eta: 1 day, 12:16:54, time: 1.568, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1301, decode.acc_seg: 80.4807, aux_0.loss_ce: 0.0571, aux_0.acc_seg: 80.2389, aux_1.loss_ce: 0.0618, aux_1.acc_seg: 79.8338, loss: 0.2490
2021-12-07 06:23:14,042 - mmseg - INFO - Iter [18350/80000]	lr: 1.980e-02, eta: 1 day, 12:16:20, time: 2.550, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1338, decode.acc_seg: 80.2804, aux_0.loss_ce: 0.0584, aux_0.acc_seg: 80.0870, aux_1.loss_ce: 0.0629, aux_1.acc_seg: 79.6900, loss: 0.2551
2021-12-07 06:24:32,264 - mmseg - INFO - Iter [18400/80000]	lr: 1.978e-02, eta: 1 day, 12:13:02, time: 1.564, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1241, decode.acc_seg: 80.0993, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 79.8529, aux_1.loss_ce: 0.0589, aux_1.acc_seg: 79.4585, loss: 0.2376
2021-12-07 06:26:40,891 - mmseg - INFO - Iter [18450/80000]	lr: 1.977e-02, eta: 1 day, 12:12:32, time: 2.573, data_time: 0.977, memory: 17331, decode.loss_ce: 0.1296, decode.acc_seg: 79.9151, aux_0.loss_ce: 0.0567, aux_0.acc_seg: 79.6677, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.2839, loss: 0.2472
2021-12-07 06:27:58,512 - mmseg - INFO - Iter [18500/80000]	lr: 1.975e-02, eta: 1 day, 12:09:12, time: 1.552, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1297, decode.acc_seg: 79.8618, aux_0.loss_ce: 0.0567, aux_0.acc_seg: 79.6173, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.2284, loss: 0.2472
2021-12-07 06:30:06,649 - mmseg - INFO - Iter [18550/80000]	lr: 1.974e-02, eta: 1 day, 12:08:40, time: 2.563, data_time: 0.980, memory: 17331, decode.loss_ce: 0.1191, decode.acc_seg: 80.5728, aux_0.loss_ce: 0.0530, aux_0.acc_seg: 80.3213, aux_1.loss_ce: 0.0573, aux_1.acc_seg: 79.9015, loss: 0.2294
2021-12-07 06:31:23,917 - mmseg - INFO - Iter [18600/80000]	lr: 1.972e-02, eta: 1 day, 12:05:20, time: 1.545, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1205, decode.acc_seg: 80.2150, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 79.9942, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.5676, loss: 0.2312
2021-12-07 06:33:32,312 - mmseg - INFO - Iter [18650/80000]	lr: 1.971e-02, eta: 1 day, 12:04:49, time: 2.568, data_time: 0.967, memory: 17331, decode.loss_ce: 0.1211, decode.acc_seg: 80.8643, aux_0.loss_ce: 0.0535, aux_0.acc_seg: 80.6334, aux_1.loss_ce: 0.0583, aux_1.acc_seg: 80.2113, loss: 0.2329
2021-12-07 06:35:40,901 - mmseg - INFO - Iter [18700/80000]	lr: 1.969e-02, eta: 1 day, 12:04:17, time: 2.572, data_time: 1.045, memory: 17331, decode.loss_ce: 0.1191, decode.acc_seg: 80.6065, aux_0.loss_ce: 0.0525, aux_0.acc_seg: 80.3893, aux_1.loss_ce: 0.0569, aux_1.acc_seg: 79.9679, loss: 0.2285
2021-12-07 06:36:58,844 - mmseg - INFO - Iter [18750/80000]	lr: 1.968e-02, eta: 1 day, 12:01:00, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1159, decode.acc_seg: 80.7535, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.5052, aux_1.loss_ce: 0.0562, aux_1.acc_seg: 80.0536, loss: 0.2233
2021-12-07 06:39:07,407 - mmseg - INFO - Iter [18800/80000]	lr: 1.967e-02, eta: 1 day, 12:00:28, time: 2.571, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1203, decode.acc_seg: 80.6338, aux_0.loss_ce: 0.0527, aux_0.acc_seg: 80.4235, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 80.0032, loss: 0.2304
2021-12-07 06:40:25,483 - mmseg - INFO - Iter [18850/80000]	lr: 1.965e-02, eta: 1 day, 11:57:12, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1253, decode.acc_seg: 80.5700, aux_0.loss_ce: 0.0551, aux_0.acc_seg: 80.3249, aux_1.loss_ce: 0.0596, aux_1.acc_seg: 79.9120, loss: 0.2400
2021-12-07 06:42:34,003 - mmseg - INFO - Iter [18900/80000]	lr: 1.964e-02, eta: 1 day, 11:56:39, time: 2.570, data_time: 0.970, memory: 17331, decode.loss_ce: 0.1314, decode.acc_seg: 80.1238, aux_0.loss_ce: 0.0573, aux_0.acc_seg: 79.8945, aux_1.loss_ce: 0.0624, aux_1.acc_seg: 79.4436, loss: 0.2510
2021-12-07 06:43:51,964 - mmseg - INFO - Iter [18950/80000]	lr: 1.962e-02, eta: 1 day, 11:53:23, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1279, decode.acc_seg: 80.0345, aux_0.loss_ce: 0.0563, aux_0.acc_seg: 79.8072, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.3762, loss: 0.2451
2021-12-07 06:45:59,924 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 06:45:59,925 - mmseg - INFO - Iter [19000/80000]	lr: 1.961e-02, eta: 1 day, 11:52:49, time: 2.559, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1138, decode.acc_seg: 80.4880, aux_0.loss_ce: 0.0504, aux_0.acc_seg: 80.2592, aux_1.loss_ce: 0.0551, aux_1.acc_seg: 79.8177, loss: 0.2193
2021-12-07 06:47:18,196 - mmseg - INFO - Iter [19050/80000]	lr: 1.959e-02, eta: 1 day, 11:49:35, time: 1.565, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1182, decode.acc_seg: 80.4772, aux_0.loss_ce: 0.0523, aux_0.acc_seg: 80.2383, aux_1.loss_ce: 0.0570, aux_1.acc_seg: 79.8405, loss: 0.2275
2021-12-07 06:49:25,859 - mmseg - INFO - Iter [19100/80000]	lr: 1.958e-02, eta: 1 day, 11:48:58, time: 2.553, data_time: 0.945, memory: 17331, decode.loss_ce: 0.1179, decode.acc_seg: 80.8078, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.5709, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 80.1619, loss: 0.2265
2021-12-07 06:50:43,458 - mmseg - INFO - Iter [19150/80000]	lr: 1.957e-02, eta: 1 day, 11:45:43, time: 1.552, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1186, decode.acc_seg: 80.3094, aux_0.loss_ce: 0.0523, aux_0.acc_seg: 80.0736, aux_1.loss_ce: 0.0570, aux_1.acc_seg: 79.6535, loss: 0.2278
2021-12-07 06:52:50,991 - mmseg - INFO - Iter [19200/80000]	lr: 1.955e-02, eta: 1 day, 11:45:06, time: 2.551, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1282, decode.acc_seg: 79.9009, aux_0.loss_ce: 0.0564, aux_0.acc_seg: 79.6756, aux_1.loss_ce: 0.0609, aux_1.acc_seg: 79.2652, loss: 0.2455
2021-12-07 06:54:08,495 - mmseg - INFO - Iter [19250/80000]	lr: 1.954e-02, eta: 1 day, 11:41:51, time: 1.550, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1479, decode.acc_seg: 79.3351, aux_0.loss_ce: 0.0639, aux_0.acc_seg: 79.1097, aux_1.loss_ce: 0.0679, aux_1.acc_seg: 78.7422, loss: 0.2797
2021-12-07 06:56:17,112 - mmseg - INFO - Iter [19300/80000]	lr: 1.952e-02, eta: 1 day, 11:41:17, time: 2.572, data_time: 1.004, memory: 17331, decode.loss_ce: 0.1285, decode.acc_seg: 80.3421, aux_0.loss_ce: 0.0566, aux_0.acc_seg: 80.1017, aux_1.loss_ce: 0.0612, aux_1.acc_seg: 79.7118, loss: 0.2463
2021-12-07 06:58:25,202 - mmseg - INFO - Iter [19350/80000]	lr: 1.951e-02, eta: 1 day, 11:40:41, time: 2.562, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1285, decode.acc_seg: 80.1758, aux_0.loss_ce: 0.0566, aux_0.acc_seg: 79.9417, aux_1.loss_ce: 0.0613, aux_1.acc_seg: 79.5072, loss: 0.2463
2021-12-07 06:59:42,962 - mmseg - INFO - Iter [19400/80000]	lr: 1.949e-02, eta: 1 day, 11:37:27, time: 1.555, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1177, decode.acc_seg: 80.4579, aux_0.loss_ce: 0.0517, aux_0.acc_seg: 80.2052, aux_1.loss_ce: 0.0561, aux_1.acc_seg: 79.8014, loss: 0.2256
2021-12-07 07:01:50,900 - mmseg - INFO - Iter [19450/80000]	lr: 1.948e-02, eta: 1 day, 11:36:50, time: 2.559, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1247, decode.acc_seg: 80.3768, aux_0.loss_ce: 0.0551, aux_0.acc_seg: 80.1308, aux_1.loss_ce: 0.0598, aux_1.acc_seg: 79.7284, loss: 0.2395
2021-12-07 07:03:09,103 - mmseg - INFO - Iter [19500/80000]	lr: 1.946e-02, eta: 1 day, 11:33:38, time: 1.564, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1273, decode.acc_seg: 80.1424, aux_0.loss_ce: 0.0558, aux_0.acc_seg: 79.9202, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.4962, loss: 0.2439
2021-12-07 07:05:16,948 - mmseg - INFO - Iter [19550/80000]	lr: 1.945e-02, eta: 1 day, 11:33:01, time: 2.557, data_time: 1.025, memory: 17331, decode.loss_ce: 0.1206, decode.acc_seg: 80.5105, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.2746, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 79.8756, loss: 0.2314
2021-12-07 07:06:34,973 - mmseg - INFO - Iter [19600/80000]	lr: 1.944e-02, eta: 1 day, 11:29:49, time: 1.560, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1295, decode.acc_seg: 80.3492, aux_0.loss_ce: 0.0567, aux_0.acc_seg: 80.1155, aux_1.loss_ce: 0.0609, aux_1.acc_seg: 79.7379, loss: 0.2470
2021-12-07 07:08:42,694 - mmseg - INFO - Iter [19650/80000]	lr: 1.942e-02, eta: 1 day, 11:29:10, time: 2.554, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1130, decode.acc_seg: 80.5941, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.3326, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 79.9520, loss: 0.2177
2021-12-07 07:10:00,731 - mmseg - INFO - Iter [19700/80000]	lr: 1.941e-02, eta: 1 day, 11:26:00, time: 1.561, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1125, decode.acc_seg: 80.7508, aux_0.loss_ce: 0.0494, aux_0.acc_seg: 80.5391, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 80.0925, loss: 0.2161
2021-12-07 07:12:08,462 - mmseg - INFO - Iter [19750/80000]	lr: 1.939e-02, eta: 1 day, 11:25:21, time: 2.555, data_time: 0.970, memory: 17331, decode.loss_ce: 0.1210, decode.acc_seg: 80.7735, aux_0.loss_ce: 0.0530, aux_0.acc_seg: 80.5636, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 80.1691, loss: 0.2314
2021-12-07 07:13:26,108 - mmseg - INFO - Iter [19800/80000]	lr: 1.938e-02, eta: 1 day, 11:22:09, time: 1.553, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1212, decode.acc_seg: 80.1983, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 79.9680, aux_1.loss_ce: 0.0578, aux_1.acc_seg: 79.5512, loss: 0.2320
2021-12-07 07:15:33,885 - mmseg - INFO - Iter [19850/80000]	lr: 1.936e-02, eta: 1 day, 11:21:30, time: 2.556, data_time: 0.980, memory: 17331, decode.loss_ce: 0.1234, decode.acc_seg: 80.6427, aux_0.loss_ce: 0.0542, aux_0.acc_seg: 80.4027, aux_1.loss_ce: 0.0594, aux_1.acc_seg: 79.9849, loss: 0.2370
2021-12-07 07:16:51,289 - mmseg - INFO - Iter [19900/80000]	lr: 1.935e-02, eta: 1 day, 11:18:19, time: 1.548, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1178, decode.acc_seg: 79.9467, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 79.6762, aux_1.loss_ce: 0.0567, aux_1.acc_seg: 79.2846, loss: 0.2265
2021-12-07 07:19:00,540 - mmseg - INFO - Iter [19950/80000]	lr: 1.933e-02, eta: 1 day, 11:17:44, time: 2.585, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1211, decode.acc_seg: 80.3789, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.1217, aux_1.loss_ce: 0.0583, aux_1.acc_seg: 79.7087, loss: 0.2327
2021-12-07 07:21:09,242 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 07:21:09,243 - mmseg - INFO - Iter [20000/80000]	lr: 1.932e-02, eta: 1 day, 11:17:07, time: 2.574, data_time: 0.962, memory: 17331, decode.loss_ce: 0.1173, decode.acc_seg: 80.4650, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 80.2581, aux_1.loss_ce: 0.0564, aux_1.acc_seg: 79.8235, loss: 0.2252
2021-12-07 07:22:27,239 - mmseg - INFO - Iter [20050/80000]	lr: 1.931e-02, eta: 1 day, 11:13:57, time: 1.560, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1122, decode.acc_seg: 80.6119, aux_0.loss_ce: 0.0496, aux_0.acc_seg: 80.3794, aux_1.loss_ce: 0.0545, aux_1.acc_seg: 79.9295, loss: 0.2163
2021-12-07 07:24:36,733 - mmseg - INFO - Iter [20100/80000]	lr: 1.929e-02, eta: 1 day, 11:13:22, time: 2.590, data_time: 0.963, memory: 17331, decode.loss_ce: 0.1361, decode.acc_seg: 80.4741, aux_0.loss_ce: 0.0592, aux_0.acc_seg: 80.2631, aux_1.loss_ce: 0.0636, aux_1.acc_seg: 79.8798, loss: 0.2589
2021-12-07 07:25:54,834 - mmseg - INFO - Iter [20150/80000]	lr: 1.928e-02, eta: 1 day, 11:10:14, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1258, decode.acc_seg: 80.0990, aux_0.loss_ce: 0.0551, aux_0.acc_seg: 79.8891, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.4834, loss: 0.2404
2021-12-07 07:28:02,633 - mmseg - INFO - Iter [20200/80000]	lr: 1.926e-02, eta: 1 day, 11:09:33, time: 2.556, data_time: 0.968, memory: 17331, decode.loss_ce: 0.1220, decode.acc_seg: 80.1359, aux_0.loss_ce: 0.0535, aux_0.acc_seg: 79.9210, aux_1.loss_ce: 0.0578, aux_1.acc_seg: 79.5391, loss: 0.2333
2021-12-07 07:29:21,108 - mmseg - INFO - Iter [20250/80000]	lr: 1.925e-02, eta: 1 day, 11:06:27, time: 1.570, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1150, decode.acc_seg: 79.9186, aux_0.loss_ce: 0.0506, aux_0.acc_seg: 79.7009, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 79.2990, loss: 0.2211
2021-12-07 07:31:28,278 - mmseg - INFO - Iter [20300/80000]	lr: 1.923e-02, eta: 1 day, 11:05:44, time: 2.543, data_time: 0.969, memory: 17331, decode.loss_ce: 0.1184, decode.acc_seg: 80.8490, aux_0.loss_ce: 0.0522, aux_0.acc_seg: 80.6239, aux_1.loss_ce: 0.0567, aux_1.acc_seg: 80.2180, loss: 0.2273
2021-12-07 07:32:46,190 - mmseg - INFO - Iter [20350/80000]	lr: 1.922e-02, eta: 1 day, 11:02:36, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1079, decode.acc_seg: 80.8137, aux_0.loss_ce: 0.0480, aux_0.acc_seg: 80.5846, aux_1.loss_ce: 0.0527, aux_1.acc_seg: 80.1408, loss: 0.2087
2021-12-07 07:34:53,472 - mmseg - INFO - Iter [20400/80000]	lr: 1.920e-02, eta: 1 day, 11:01:54, time: 2.546, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1240, decode.acc_seg: 79.7540, aux_0.loss_ce: 0.0547, aux_0.acc_seg: 79.5181, aux_1.loss_ce: 0.0590, aux_1.acc_seg: 79.0995, loss: 0.2376
2021-12-07 07:36:11,439 - mmseg - INFO - Iter [20450/80000]	lr: 1.919e-02, eta: 1 day, 10:58:47, time: 1.559, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1270, decode.acc_seg: 79.9766, aux_0.loss_ce: 0.0558, aux_0.acc_seg: 79.7520, aux_1.loss_ce: 0.0594, aux_1.acc_seg: 79.3891, loss: 0.2422
2021-12-07 07:38:19,738 - mmseg - INFO - Iter [20500/80000]	lr: 1.918e-02, eta: 1 day, 10:58:06, time: 2.566, data_time: 0.985, memory: 17331, decode.loss_ce: 0.1239, decode.acc_seg: 80.5402, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 80.2952, aux_1.loss_ce: 0.0586, aux_1.acc_seg: 79.9072, loss: 0.2371
2021-12-07 07:39:37,229 - mmseg - INFO - Iter [20550/80000]	lr: 1.916e-02, eta: 1 day, 10:54:59, time: 1.550, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1091, decode.acc_seg: 80.5488, aux_0.loss_ce: 0.0482, aux_0.acc_seg: 80.3231, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 79.8985, loss: 0.2103
2021-12-07 07:41:46,258 - mmseg - INFO - Iter [20600/80000]	lr: 1.915e-02, eta: 1 day, 10:54:20, time: 2.580, data_time: 1.001, memory: 17331, decode.loss_ce: 0.1160, decode.acc_seg: 80.8098, aux_0.loss_ce: 0.0513, aux_0.acc_seg: 80.5850, aux_1.loss_ce: 0.0557, aux_1.acc_seg: 80.1746, loss: 0.2230
2021-12-07 07:43:54,040 - mmseg - INFO - Iter [20650/80000]	lr: 1.913e-02, eta: 1 day, 10:53:38, time: 2.556, data_time: 0.936, memory: 17331, decode.loss_ce: 0.1185, decode.acc_seg: 80.5407, aux_0.loss_ce: 0.0519, aux_0.acc_seg: 80.3266, aux_1.loss_ce: 0.0566, aux_1.acc_seg: 79.9260, loss: 0.2269
2021-12-07 07:45:12,387 - mmseg - INFO - Iter [20700/80000]	lr: 1.912e-02, eta: 1 day, 10:50:33, time: 1.567, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1216, decode.acc_seg: 80.6896, aux_0.loss_ce: 0.0538, aux_0.acc_seg: 80.4460, aux_1.loss_ce: 0.0580, aux_1.acc_seg: 80.0537, loss: 0.2334
2021-12-07 07:47:20,226 - mmseg - INFO - Iter [20750/80000]	lr: 1.910e-02, eta: 1 day, 10:49:51, time: 2.557, data_time: 0.998, memory: 17331, decode.loss_ce: 0.1157, decode.acc_seg: 80.2033, aux_0.loss_ce: 0.0509, aux_0.acc_seg: 79.9752, aux_1.loss_ce: 0.0558, aux_1.acc_seg: 79.5361, loss: 0.2223
2021-12-07 07:48:38,301 - mmseg - INFO - Iter [20800/80000]	lr: 1.909e-02, eta: 1 day, 10:46:46, time: 1.561, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1148, decode.acc_seg: 80.7861, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 80.5429, aux_1.loss_ce: 0.0549, aux_1.acc_seg: 80.1621, loss: 0.2205
2021-12-07 07:50:46,744 - mmseg - INFO - Iter [20850/80000]	lr: 1.908e-02, eta: 1 day, 10:46:04, time: 2.569, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1128, decode.acc_seg: 80.6473, aux_0.loss_ce: 0.0495, aux_0.acc_seg: 80.4612, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 79.9980, loss: 0.2169
2021-12-07 07:52:04,778 - mmseg - INFO - Iter [20900/80000]	lr: 1.906e-02, eta: 1 day, 10:43:00, time: 1.561, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1252, decode.acc_seg: 80.3237, aux_0.loss_ce: 0.0549, aux_0.acc_seg: 80.0993, aux_1.loss_ce: 0.0593, aux_1.acc_seg: 79.7056, loss: 0.2394
2021-12-07 07:54:12,949 - mmseg - INFO - Iter [20950/80000]	lr: 1.905e-02, eta: 1 day, 10:42:18, time: 2.563, data_time: 0.943, memory: 17331, decode.loss_ce: 0.1237, decode.acc_seg: 80.1441, aux_0.loss_ce: 0.0541, aux_0.acc_seg: 79.9399, aux_1.loss_ce: 0.0585, aux_1.acc_seg: 79.5468, loss: 0.2364
2021-12-07 07:55:31,492 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 07:55:31,493 - mmseg - INFO - Iter [21000/80000]	lr: 1.903e-02, eta: 1 day, 10:39:15, time: 1.571, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1162, decode.acc_seg: 80.6547, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.4029, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 80.0046, loss: 0.2238
2021-12-07 07:57:39,373 - mmseg - INFO - Iter [21050/80000]	lr: 1.902e-02, eta: 1 day, 10:38:32, time: 2.558, data_time: 0.953, memory: 17331, decode.loss_ce: 0.1222, decode.acc_seg: 80.2095, aux_0.loss_ce: 0.0536, aux_0.acc_seg: 79.9989, aux_1.loss_ce: 0.0581, aux_1.acc_seg: 79.5731, loss: 0.2340
2021-12-07 07:58:57,211 - mmseg - INFO - Iter [21100/80000]	lr: 1.900e-02, eta: 1 day, 10:35:28, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1165, decode.acc_seg: 80.1883, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 79.9575, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 79.5135, loss: 0.2244
2021-12-07 08:01:05,320 - mmseg - INFO - Iter [21150/80000]	lr: 1.899e-02, eta: 1 day, 10:34:44, time: 2.562, data_time: 0.934, memory: 17331, decode.loss_ce: 0.1131, decode.acc_seg: 80.8216, aux_0.loss_ce: 0.0499, aux_0.acc_seg: 80.6012, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 80.1952, loss: 0.2175
2021-12-07 08:02:22,668 - mmseg - INFO - Iter [21200/80000]	lr: 1.897e-02, eta: 1 day, 10:31:40, time: 1.547, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1198, decode.acc_seg: 80.5423, aux_0.loss_ce: 0.0528, aux_0.acc_seg: 80.3068, aux_1.loss_ce: 0.0567, aux_1.acc_seg: 79.9274, loss: 0.2293
2021-12-07 08:04:31,161 - mmseg - INFO - Iter [21250/80000]	lr: 1.896e-02, eta: 1 day, 10:30:57, time: 2.570, data_time: 0.965, memory: 17331, decode.loss_ce: 0.1222, decode.acc_seg: 80.7487, aux_0.loss_ce: 0.0538, aux_0.acc_seg: 80.5157, aux_1.loss_ce: 0.0581, aux_1.acc_seg: 80.1404, loss: 0.2341
2021-12-07 08:06:39,663 - mmseg - INFO - Iter [21300/80000]	lr: 1.895e-02, eta: 1 day, 10:30:14, time: 2.570, data_time: 1.010, memory: 17331, decode.loss_ce: 0.1155, decode.acc_seg: 80.2381, aux_0.loss_ce: 0.0510, aux_0.acc_seg: 79.9992, aux_1.loss_ce: 0.0559, aux_1.acc_seg: 79.5977, loss: 0.2225
2021-12-07 08:07:57,457 - mmseg - INFO - Iter [21350/80000]	lr: 1.893e-02, eta: 1 day, 10:27:11, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1212, decode.acc_seg: 80.5098, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.2905, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.8894, loss: 0.2322
2021-12-07 08:10:07,087 - mmseg - INFO - Iter [21400/80000]	lr: 1.892e-02, eta: 1 day, 10:26:31, time: 2.593, data_time: 0.979, memory: 17331, decode.loss_ce: 0.1495, decode.acc_seg: 79.2364, aux_0.loss_ce: 0.0651, aux_0.acc_seg: 79.0117, aux_1.loss_ce: 0.0696, aux_1.acc_seg: 78.6178, loss: 0.2842
2021-12-07 08:11:25,310 - mmseg - INFO - Iter [21450/80000]	lr: 1.890e-02, eta: 1 day, 10:23:30, time: 1.564, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1386, decode.acc_seg: 79.8018, aux_0.loss_ce: 0.0604, aux_0.acc_seg: 79.5738, aux_1.loss_ce: 0.0645, aux_1.acc_seg: 79.1844, loss: 0.2635
2021-12-07 08:13:33,228 - mmseg - INFO - Iter [21500/80000]	lr: 1.889e-02, eta: 1 day, 10:22:45, time: 2.558, data_time: 0.959, memory: 17331, decode.loss_ce: 0.1173, decode.acc_seg: 80.2522, aux_0.loss_ce: 0.0517, aux_0.acc_seg: 80.0223, aux_1.loss_ce: 0.0562, aux_1.acc_seg: 79.6078, loss: 0.2253
2021-12-07 08:14:51,406 - mmseg - INFO - Iter [21550/80000]	lr: 1.887e-02, eta: 1 day, 10:19:44, time: 1.564, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1141, decode.acc_seg: 80.4702, aux_0.loss_ce: 0.0505, aux_0.acc_seg: 80.2391, aux_1.loss_ce: 0.0551, aux_1.acc_seg: 79.8355, loss: 0.2197
2021-12-07 08:16:58,819 - mmseg - INFO - Iter [21600/80000]	lr: 1.886e-02, eta: 1 day, 10:18:57, time: 2.548, data_time: 0.998, memory: 17331, decode.loss_ce: 0.1114, decode.acc_seg: 80.5618, aux_0.loss_ce: 0.0493, aux_0.acc_seg: 80.3335, aux_1.loss_ce: 0.0539, aux_1.acc_seg: 79.9169, loss: 0.2147
2021-12-07 08:18:16,876 - mmseg - INFO - Iter [21650/80000]	lr: 1.884e-02, eta: 1 day, 10:15:56, time: 1.561, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1311, decode.acc_seg: 80.1326, aux_0.loss_ce: 0.0570, aux_0.acc_seg: 79.9199, aux_1.loss_ce: 0.0619, aux_1.acc_seg: 79.4861, loss: 0.2499
2021-12-07 08:20:24,436 - mmseg - INFO - Iter [21700/80000]	lr: 1.883e-02, eta: 1 day, 10:15:09, time: 2.551, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1424, decode.acc_seg: 80.1716, aux_0.loss_ce: 0.0623, aux_0.acc_seg: 79.9192, aux_1.loss_ce: 0.0666, aux_1.acc_seg: 79.5503, loss: 0.2713
2021-12-07 08:21:42,598 - mmseg - INFO - Iter [21750/80000]	lr: 1.882e-02, eta: 1 day, 10:12:10, time: 1.563, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1304, decode.acc_seg: 79.6745, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 79.4631, aux_1.loss_ce: 0.0609, aux_1.acc_seg: 79.0765, loss: 0.2483
2021-12-07 08:23:51,356 - mmseg - INFO - Iter [21800/80000]	lr: 1.880e-02, eta: 1 day, 10:11:26, time: 2.575, data_time: 0.940, memory: 17331, decode.loss_ce: 0.1235, decode.acc_seg: 80.3290, aux_0.loss_ce: 0.0542, aux_0.acc_seg: 80.0915, aux_1.loss_ce: 0.0591, aux_1.acc_seg: 79.6683, loss: 0.2369
2021-12-07 08:25:08,901 - mmseg - INFO - Iter [21850/80000]	lr: 1.879e-02, eta: 1 day, 10:08:25, time: 1.551, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1259, decode.acc_seg: 80.2778, aux_0.loss_ce: 0.0549, aux_0.acc_seg: 80.0652, aux_1.loss_ce: 0.0600, aux_1.acc_seg: 79.6450, loss: 0.2409
2021-12-07 08:27:17,323 - mmseg - INFO - Iter [21900/80000]	lr: 1.877e-02, eta: 1 day, 10:07:39, time: 2.568, data_time: 0.954, memory: 17331, decode.loss_ce: 0.1269, decode.acc_seg: 80.2572, aux_0.loss_ce: 0.0555, aux_0.acc_seg: 80.0312, aux_1.loss_ce: 0.0601, aux_1.acc_seg: 79.6360, loss: 0.2424
2021-12-07 08:29:24,412 - mmseg - INFO - Iter [21950/80000]	lr: 1.876e-02, eta: 1 day, 10:06:50, time: 2.542, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1155, decode.acc_seg: 80.3711, aux_0.loss_ce: 0.0510, aux_0.acc_seg: 80.1381, aux_1.loss_ce: 0.0556, aux_1.acc_seg: 79.7138, loss: 0.2220
2021-12-07 08:30:43,009 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 08:30:43,009 - mmseg - INFO - Iter [22000/80000]	lr: 1.874e-02, eta: 1 day, 10:03:53, time: 1.572, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1165, decode.acc_seg: 80.9184, aux_0.loss_ce: 0.0513, aux_0.acc_seg: 80.6739, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 80.2730, loss: 0.2237
2021-12-07 08:32:51,188 - mmseg - INFO - Iter [22050/80000]	lr: 1.873e-02, eta: 1 day, 10:03:06, time: 2.564, data_time: 1.003, memory: 17331, decode.loss_ce: 0.1310, decode.acc_seg: 80.5824, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 80.3625, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 79.9873, loss: 0.2487
2021-12-07 08:34:09,150 - mmseg - INFO - Iter [22100/80000]	lr: 1.871e-02, eta: 1 day, 10:00:07, time: 1.559, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1159, decode.acc_seg: 80.3457, aux_0.loss_ce: 0.0513, aux_0.acc_seg: 80.1054, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 79.6964, loss: 0.2232
2021-12-07 08:36:17,214 - mmseg - INFO - Iter [22150/80000]	lr: 1.870e-02, eta: 1 day, 9:59:20, time: 2.561, data_time: 0.908, memory: 17331, decode.loss_ce: 0.1183, decode.acc_seg: 80.6790, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.4732, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 80.0520, loss: 0.2269
2021-12-07 08:37:35,081 - mmseg - INFO - Iter [22200/80000]	lr: 1.868e-02, eta: 1 day, 9:56:22, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1247, decode.acc_seg: 80.0250, aux_0.loss_ce: 0.0550, aux_0.acc_seg: 79.7921, aux_1.loss_ce: 0.0596, aux_1.acc_seg: 79.3763, loss: 0.2393
2021-12-07 08:39:42,455 - mmseg - INFO - Iter [22250/80000]	lr: 1.867e-02, eta: 1 day, 9:55:32, time: 2.547, data_time: 0.955, memory: 17331, decode.loss_ce: 0.1287, decode.acc_seg: 79.8487, aux_0.loss_ce: 0.0562, aux_0.acc_seg: 79.6455, aux_1.loss_ce: 0.0605, aux_1.acc_seg: 79.2408, loss: 0.2453
2021-12-07 08:41:00,734 - mmseg - INFO - Iter [22300/80000]	lr: 1.866e-02, eta: 1 day, 9:52:36, time: 1.566, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1346, decode.acc_seg: 80.2152, aux_0.loss_ce: 0.0590, aux_0.acc_seg: 79.9907, aux_1.loss_ce: 0.0629, aux_1.acc_seg: 79.5935, loss: 0.2565
2021-12-07 08:43:08,523 - mmseg - INFO - Iter [22350/80000]	lr: 1.864e-02, eta: 1 day, 9:51:47, time: 2.556, data_time: 0.986, memory: 17331, decode.loss_ce: 0.1155, decode.acc_seg: 80.3224, aux_0.loss_ce: 0.0509, aux_0.acc_seg: 80.0884, aux_1.loss_ce: 0.0556, aux_1.acc_seg: 79.6841, loss: 0.2220
2021-12-07 08:44:26,396 - mmseg - INFO - Iter [22400/80000]	lr: 1.863e-02, eta: 1 day, 9:48:50, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1237, decode.acc_seg: 79.9622, aux_0.loss_ce: 0.0544, aux_0.acc_seg: 79.7258, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 79.3360, loss: 0.2369
2021-12-07 08:46:33,955 - mmseg - INFO - Iter [22450/80000]	lr: 1.861e-02, eta: 1 day, 9:48:00, time: 2.551, data_time: 0.992, memory: 17331, decode.loss_ce: 0.1176, decode.acc_seg: 80.6246, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.3940, aux_1.loss_ce: 0.0567, aux_1.acc_seg: 79.9639, loss: 0.2259
2021-12-07 08:47:51,910 - mmseg - INFO - Iter [22500/80000]	lr: 1.860e-02, eta: 1 day, 9:45:03, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1206, decode.acc_seg: 80.3988, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 80.1766, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.7490, loss: 0.2314
2021-12-07 08:49:59,698 - mmseg - INFO - Iter [22550/80000]	lr: 1.858e-02, eta: 1 day, 9:44:14, time: 2.556, data_time: 0.985, memory: 17331, decode.loss_ce: 0.1157, decode.acc_seg: 80.7990, aux_0.loss_ce: 0.0511, aux_0.acc_seg: 80.5744, aux_1.loss_ce: 0.0558, aux_1.acc_seg: 80.1577, loss: 0.2225
2021-12-07 08:52:05,981 - mmseg - INFO - Iter [22600/80000]	lr: 1.857e-02, eta: 1 day, 9:43:21, time: 2.525, data_time: 0.937, memory: 17331, decode.loss_ce: 0.1109, decode.acc_seg: 80.6378, aux_0.loss_ce: 0.0493, aux_0.acc_seg: 80.4113, aux_1.loss_ce: 0.0533, aux_1.acc_seg: 80.0342, loss: 0.2135
2021-12-07 08:53:25,673 - mmseg - INFO - Iter [22650/80000]	lr: 1.855e-02, eta: 1 day, 9:40:29, time: 1.594, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1333, decode.acc_seg: 80.2949, aux_0.loss_ce: 0.0578, aux_0.acc_seg: 80.0975, aux_1.loss_ce: 0.0623, aux_1.acc_seg: 79.6901, loss: 0.2534
2021-12-07 08:55:33,572 - mmseg - INFO - Iter [22700/80000]	lr: 1.854e-02, eta: 1 day, 9:39:39, time: 2.558, data_time: 0.950, memory: 17331, decode.loss_ce: 0.1234, decode.acc_seg: 80.2702, aux_0.loss_ce: 0.0541, aux_0.acc_seg: 80.0566, aux_1.loss_ce: 0.0590, aux_1.acc_seg: 79.5963, loss: 0.2365
2021-12-07 08:56:51,541 - mmseg - INFO - Iter [22750/80000]	lr: 1.853e-02, eta: 1 day, 9:36:44, time: 1.559, data_time: 0.041, memory: 17331, decode.loss_ce: 0.1141, decode.acc_seg: 80.6897, aux_0.loss_ce: 0.0503, aux_0.acc_seg: 80.4842, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 80.0569, loss: 0.2190
2021-12-07 08:58:59,782 - mmseg - INFO - Iter [22800/80000]	lr: 1.851e-02, eta: 1 day, 9:35:55, time: 2.565, data_time: 0.985, memory: 17331, decode.loss_ce: 0.1153, decode.acc_seg: 80.2800, aux_0.loss_ce: 0.0511, aux_0.acc_seg: 80.0548, aux_1.loss_ce: 0.0558, aux_1.acc_seg: 79.6318, loss: 0.2221
2021-12-07 09:00:17,739 - mmseg - INFO - Iter [22850/80000]	lr: 1.850e-02, eta: 1 day, 9:32:59, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1185, decode.acc_seg: 80.4286, aux_0.loss_ce: 0.0518, aux_0.acc_seg: 80.2265, aux_1.loss_ce: 0.0569, aux_1.acc_seg: 79.7785, loss: 0.2272
2021-12-07 09:02:25,623 - mmseg - INFO - Iter [22900/80000]	lr: 1.848e-02, eta: 1 day, 9:32:09, time: 2.558, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1111, decode.acc_seg: 80.7361, aux_0.loss_ce: 0.0493, aux_0.acc_seg: 80.5006, aux_1.loss_ce: 0.0539, aux_1.acc_seg: 80.0836, loss: 0.2142
2021-12-07 09:03:43,435 - mmseg - INFO - Iter [22950/80000]	lr: 1.847e-02, eta: 1 day, 9:29:14, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1043, decode.acc_seg: 80.9044, aux_0.loss_ce: 0.0465, aux_0.acc_seg: 80.6724, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.2517, loss: 0.2020
2021-12-07 09:05:52,182 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 09:05:52,183 - mmseg - INFO - Iter [23000/80000]	lr: 1.845e-02, eta: 1 day, 9:28:26, time: 2.575, data_time: 0.954, memory: 17331, decode.loss_ce: 0.1133, decode.acc_seg: 80.6741, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.4378, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 80.0403, loss: 0.2181
2021-12-07 09:07:10,584 - mmseg - INFO - Iter [23050/80000]	lr: 1.844e-02, eta: 1 day, 9:25:32, time: 1.568, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1199, decode.acc_seg: 80.6106, aux_0.loss_ce: 0.0524, aux_0.acc_seg: 80.4054, aux_1.loss_ce: 0.0572, aux_1.acc_seg: 80.0014, loss: 0.2295
2021-12-07 09:09:17,731 - mmseg - INFO - Iter [23100/80000]	lr: 1.842e-02, eta: 1 day, 9:24:40, time: 2.543, data_time: 0.985, memory: 17331, decode.loss_ce: 0.1246, decode.acc_seg: 80.6692, aux_0.loss_ce: 0.0549, aux_0.acc_seg: 80.4497, aux_1.loss_ce: 0.0587, aux_1.acc_seg: 80.0760, loss: 0.2383
2021-12-07 09:10:35,468 - mmseg - INFO - Iter [23150/80000]	lr: 1.841e-02, eta: 1 day, 9:21:45, time: 1.555, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1159, decode.acc_seg: 80.2181, aux_0.loss_ce: 0.0511, aux_0.acc_seg: 79.9826, aux_1.loss_ce: 0.0557, aux_1.acc_seg: 79.5816, loss: 0.2227
2021-12-07 09:12:43,092 - mmseg - INFO - Iter [23200/80000]	lr: 1.840e-02, eta: 1 day, 9:20:53, time: 2.552, data_time: 0.964, memory: 17331, decode.loss_ce: 0.1222, decode.acc_seg: 80.5234, aux_0.loss_ce: 0.0542, aux_0.acc_seg: 80.2962, aux_1.loss_ce: 0.0584, aux_1.acc_seg: 79.9035, loss: 0.2347
2021-12-07 09:14:00,479 - mmseg - INFO - Iter [23250/80000]	lr: 1.838e-02, eta: 1 day, 9:17:59, time: 1.548, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1226, decode.acc_seg: 80.0214, aux_0.loss_ce: 0.0539, aux_0.acc_seg: 79.7854, aux_1.loss_ce: 0.0579, aux_1.acc_seg: 79.4085, loss: 0.2344
2021-12-07 09:16:08,551 - mmseg - INFO - Iter [23300/80000]	lr: 1.837e-02, eta: 1 day, 9:17:08, time: 2.561, data_time: 0.943, memory: 17331, decode.loss_ce: 0.1174, decode.acc_seg: 80.3687, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 80.1532, aux_1.loss_ce: 0.0559, aux_1.acc_seg: 79.7493, loss: 0.2248
2021-12-07 09:18:16,818 - mmseg - INFO - Iter [23350/80000]	lr: 1.835e-02, eta: 1 day, 9:16:17, time: 2.565, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1158, decode.acc_seg: 80.4172, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 80.1886, aux_1.loss_ce: 0.0553, aux_1.acc_seg: 79.7936, loss: 0.2219
2021-12-07 09:19:34,954 - mmseg - INFO - Iter [23400/80000]	lr: 1.834e-02, eta: 1 day, 9:13:24, time: 1.563, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1206, decode.acc_seg: 80.0509, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 79.8243, aux_1.loss_ce: 0.0572, aux_1.acc_seg: 79.4444, loss: 0.2310
2021-12-07 09:21:42,696 - mmseg - INFO - Iter [23450/80000]	lr: 1.832e-02, eta: 1 day, 9:12:32, time: 2.554, data_time: 0.994, memory: 17331, decode.loss_ce: 0.1182, decode.acc_seg: 80.3727, aux_0.loss_ce: 0.0520, aux_0.acc_seg: 80.1316, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 79.7569, loss: 0.2266
2021-12-07 09:23:00,761 - mmseg - INFO - Iter [23500/80000]	lr: 1.831e-02, eta: 1 day, 9:09:40, time: 1.561, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1239, decode.acc_seg: 80.3032, aux_0.loss_ce: 0.0547, aux_0.acc_seg: 80.0658, aux_1.loss_ce: 0.0592, aux_1.acc_seg: 79.6669, loss: 0.2378
2021-12-07 09:25:09,131 - mmseg - INFO - Iter [23550/80000]	lr: 1.829e-02, eta: 1 day, 9:08:49, time: 2.567, data_time: 1.025, memory: 17331, decode.loss_ce: 0.1247, decode.acc_seg: 79.9030, aux_0.loss_ce: 0.0544, aux_0.acc_seg: 79.6725, aux_1.loss_ce: 0.0592, aux_1.acc_seg: 79.2463, loss: 0.2383
2021-12-07 09:26:27,351 - mmseg - INFO - Iter [23600/80000]	lr: 1.828e-02, eta: 1 day, 9:05:57, time: 1.564, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1246, decode.acc_seg: 80.2857, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 80.0783, aux_1.loss_ce: 0.0594, aux_1.acc_seg: 79.6536, loss: 0.2386
2021-12-07 09:28:34,244 - mmseg - INFO - Iter [23650/80000]	lr: 1.826e-02, eta: 1 day, 9:05:02, time: 2.538, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1230, decode.acc_seg: 79.9250, aux_0.loss_ce: 0.0539, aux_0.acc_seg: 79.7065, aux_1.loss_ce: 0.0583, aux_1.acc_seg: 79.3242, loss: 0.2352
2021-12-07 09:29:52,463 - mmseg - INFO - Iter [23700/80000]	lr: 1.825e-02, eta: 1 day, 9:02:11, time: 1.564, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1388, decode.acc_seg: 80.0475, aux_0.loss_ce: 0.0601, aux_0.acc_seg: 79.8386, aux_1.loss_ce: 0.0645, aux_1.acc_seg: 79.4258, loss: 0.2634
2021-12-07 09:32:00,350 - mmseg - INFO - Iter [23750/80000]	lr: 1.824e-02, eta: 1 day, 9:01:19, time: 2.558, data_time: 0.962, memory: 17331, decode.loss_ce: 0.1193, decode.acc_seg: 80.2336, aux_0.loss_ce: 0.0526, aux_0.acc_seg: 80.0122, aux_1.loss_ce: 0.0570, aux_1.acc_seg: 79.5993, loss: 0.2289
2021-12-07 09:33:18,208 - mmseg - INFO - Iter [23800/80000]	lr: 1.822e-02, eta: 1 day, 8:58:27, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1126, decode.acc_seg: 80.2170, aux_0.loss_ce: 0.0497, aux_0.acc_seg: 79.9962, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 79.5746, loss: 0.2166
2021-12-07 09:35:27,269 - mmseg - INFO - Iter [23850/80000]	lr: 1.821e-02, eta: 1 day, 8:57:37, time: 2.581, data_time: 1.065, memory: 17331, decode.loss_ce: 0.1140, decode.acc_seg: 80.8588, aux_0.loss_ce: 0.0503, aux_0.acc_seg: 80.6456, aux_1.loss_ce: 0.0552, aux_1.acc_seg: 80.2089, loss: 0.2194
2021-12-07 09:36:44,526 - mmseg - INFO - Iter [23900/80000]	lr: 1.819e-02, eta: 1 day, 8:54:44, time: 1.545, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1094, decode.acc_seg: 80.6554, aux_0.loss_ce: 0.0483, aux_0.acc_seg: 80.4452, aux_1.loss_ce: 0.0531, aux_1.acc_seg: 80.0290, loss: 0.2108
2021-12-07 09:38:53,135 - mmseg - INFO - Iter [23950/80000]	lr: 1.818e-02, eta: 1 day, 8:53:53, time: 2.572, data_time: 0.963, memory: 17331, decode.loss_ce: 0.1177, decode.acc_seg: 80.4916, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.2555, aux_1.loss_ce: 0.0564, aux_1.acc_seg: 79.8624, loss: 0.2262
2021-12-07 09:41:01,280 - mmseg - INFO - Saving checkpoint at 24000 iterations
2021-12-07 09:41:01,792 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 09:41:01,794 - mmseg - INFO - Iter [24000/80000]	lr: 1.816e-02, eta: 1 day, 8:53:01, time: 2.573, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1110, decode.acc_seg: 80.8780, aux_0.loss_ce: 0.0491, aux_0.acc_seg: 80.6584, aux_1.loss_ce: 0.0537, aux_1.acc_seg: 80.2410, loss: 0.2138
2021-12-07 09:43:07,425 - mmseg - INFO - per class results:
2021-12-07 09:43:07,427 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 97.24 | 98.46 |
|    sidewalk   | 79.72 | 91.03 |
|    building   | 88.85 | 96.57 |
|      wall     | 26.79 | 29.39 |
|     fence     | 49.01 | 55.24 |
|      pole     | 58.21 | 69.39 |
| traffic light | 58.23 | 69.63 |
|  traffic sign | 73.58 | 81.81 |
|   vegetation  | 89.17 | 94.13 |
|    terrain    | 52.42 | 64.02 |
|      sky      | 91.92 | 93.72 |
|     person    | 75.99 | 89.77 |
|     rider     |  54.5 | 67.12 |
|      car      | 92.59 | 95.82 |
|     truck     | 67.04 | 78.42 |
|      bus      | 70.43 | 73.18 |
|     train     | 51.27 | 54.24 |
|   motorcycle  | 46.78 | 65.36 |
|    bicycle    | 72.15 | 86.27 |
+---------------+-------+-------+
2021-12-07 09:43:07,427 - mmseg - INFO - Summary:
2021-12-07 09:43:07,428 - mmseg - INFO - 
+-------+------+------+
|  aAcc | mIoU | mAcc |
+-------+------+------+
| 94.31 | 68.2 | 76.5 |
+-------+------+------+
2021-12-07 09:43:07,438 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 09:43:07,438 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9431, mIoU: 0.6820, mAcc: 0.7650, IoU.road: 0.9724, IoU.sidewalk: 0.7972, IoU.building: 0.8885, IoU.wall: 0.2679, IoU.fence: 0.4901, IoU.pole: 0.5821, IoU.traffic light: 0.5823, IoU.traffic sign: 0.7358, IoU.vegetation: 0.8917, IoU.terrain: 0.5242, IoU.sky: 0.9192, IoU.person: 0.7599, IoU.rider: 0.5450, IoU.car: 0.9259, IoU.truck: 0.6704, IoU.bus: 0.7043, IoU.train: 0.5127, IoU.motorcycle: 0.4678, IoU.bicycle: 0.7215, Acc.road: 0.9846, Acc.sidewalk: 0.9103, Acc.building: 0.9657, Acc.wall: 0.2939, Acc.fence: 0.5524, Acc.pole: 0.6939, Acc.traffic light: 0.6963, Acc.traffic sign: 0.8181, Acc.vegetation: 0.9413, Acc.terrain: 0.6402, Acc.sky: 0.9372, Acc.person: 0.8977, Acc.rider: 0.6712, Acc.car: 0.9582, Acc.truck: 0.7842, Acc.bus: 0.7318, Acc.train: 0.5424, Acc.motorcycle: 0.6536, Acc.bicycle: 0.8627
2021-12-07 09:44:25,713 - mmseg - INFO - Iter [24050/80000]	lr: 1.815e-02, eta: 1 day, 8:55:04, time: 4.078, data_time: 2.558, memory: 17331, decode.loss_ce: 0.1124, decode.acc_seg: 80.3574, aux_0.loss_ce: 0.0494, aux_0.acc_seg: 80.1330, aux_1.loss_ce: 0.0542, aux_1.acc_seg: 79.7188, loss: 0.2160
2021-12-07 09:46:34,529 - mmseg - INFO - Iter [24100/80000]	lr: 1.813e-02, eta: 1 day, 8:54:11, time: 2.576, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1142, decode.acc_seg: 80.6103, aux_0.loss_ce: 0.0507, aux_0.acc_seg: 80.3597, aux_1.loss_ce: 0.0553, aux_1.acc_seg: 79.9624, loss: 0.2203
2021-12-07 09:47:52,914 - mmseg - INFO - Iter [24150/80000]	lr: 1.812e-02, eta: 1 day, 8:51:21, time: 1.568, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1121, decode.acc_seg: 81.0512, aux_0.loss_ce: 0.0498, aux_0.acc_seg: 80.8135, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 80.3842, loss: 0.2162
2021-12-07 09:50:01,558 - mmseg - INFO - Iter [24200/80000]	lr: 1.811e-02, eta: 1 day, 8:50:28, time: 2.573, data_time: 1.014, memory: 17331, decode.loss_ce: 0.1423, decode.acc_seg: 79.4700, aux_0.loss_ce: 0.0620, aux_0.acc_seg: 79.2454, aux_1.loss_ce: 0.0660, aux_1.acc_seg: 78.8545, loss: 0.2703
2021-12-07 09:51:20,710 - mmseg - INFO - Iter [24250/80000]	lr: 1.809e-02, eta: 1 day, 8:47:40, time: 1.583, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1673, decode.acc_seg: 78.8777, aux_0.loss_ce: 0.0722, aux_0.acc_seg: 78.6397, aux_1.loss_ce: 0.0764, aux_1.acc_seg: 78.2922, loss: 0.3158
2021-12-07 09:53:28,721 - mmseg - INFO - Iter [24300/80000]	lr: 1.808e-02, eta: 1 day, 8:46:45, time: 2.560, data_time: 0.961, memory: 17331, decode.loss_ce: 0.1303, decode.acc_seg: 79.7968, aux_0.loss_ce: 0.0572, aux_0.acc_seg: 79.5702, aux_1.loss_ce: 0.0621, aux_1.acc_seg: 79.1287, loss: 0.2495
2021-12-07 09:54:47,561 - mmseg - INFO - Iter [24350/80000]	lr: 1.806e-02, eta: 1 day, 8:43:57, time: 1.577, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 79.9747, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 79.7538, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 79.3333, loss: 0.2250
2021-12-07 09:56:55,763 - mmseg - INFO - Iter [24400/80000]	lr: 1.805e-02, eta: 1 day, 8:43:02, time: 2.564, data_time: 1.015, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 80.7891, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.5523, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 80.1588, loss: 0.2248
2021-12-07 09:58:14,241 - mmseg - INFO - Iter [24450/80000]	lr: 1.803e-02, eta: 1 day, 8:40:14, time: 1.570, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1254, decode.acc_seg: 80.0718, aux_0.loss_ce: 0.0550, aux_0.acc_seg: 79.8434, aux_1.loss_ce: 0.0597, aux_1.acc_seg: 79.4205, loss: 0.2401
2021-12-07 10:00:22,871 - mmseg - INFO - Iter [24500/80000]	lr: 1.802e-02, eta: 1 day, 8:39:20, time: 2.573, data_time: 0.996, memory: 17331, decode.loss_ce: 0.1119, decode.acc_seg: 81.2480, aux_0.loss_ce: 0.0492, aux_0.acc_seg: 81.0507, aux_1.loss_ce: 0.0538, aux_1.acc_seg: 80.6429, loss: 0.2149
2021-12-07 10:01:40,969 - mmseg - INFO - Iter [24550/80000]	lr: 1.800e-02, eta: 1 day, 8:36:31, time: 1.562, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1099, decode.acc_seg: 80.5183, aux_0.loss_ce: 0.0489, aux_0.acc_seg: 80.2829, aux_1.loss_ce: 0.0536, aux_1.acc_seg: 79.8668, loss: 0.2124
2021-12-07 10:03:49,106 - mmseg - INFO - Iter [24600/80000]	lr: 1.799e-02, eta: 1 day, 8:35:35, time: 2.563, data_time: 0.989, memory: 17331, decode.loss_ce: 0.1083, decode.acc_seg: 80.7560, aux_0.loss_ce: 0.0484, aux_0.acc_seg: 80.5298, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 80.1398, loss: 0.2089
2021-12-07 10:05:58,014 - mmseg - INFO - Iter [24650/80000]	lr: 1.797e-02, eta: 1 day, 8:34:41, time: 2.578, data_time: 0.984, memory: 17331, decode.loss_ce: 0.1247, decode.acc_seg: 79.9101, aux_0.loss_ce: 0.0545, aux_0.acc_seg: 79.6906, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.2275, loss: 0.2387
2021-12-07 10:07:16,804 - mmseg - INFO - Iter [24700/80000]	lr: 1.796e-02, eta: 1 day, 8:31:54, time: 1.576, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1234, decode.acc_seg: 80.4322, aux_0.loss_ce: 0.0542, aux_0.acc_seg: 80.2095, aux_1.loss_ce: 0.0589, aux_1.acc_seg: 79.8081, loss: 0.2365
2021-12-07 10:09:25,981 - mmseg - INFO - Iter [24750/80000]	lr: 1.795e-02, eta: 1 day, 8:31:00, time: 2.584, data_time: 0.974, memory: 17331, decode.loss_ce: 0.1186, decode.acc_seg: 80.3754, aux_0.loss_ce: 0.0522, aux_0.acc_seg: 80.1681, aux_1.loss_ce: 0.0568, aux_1.acc_seg: 79.7372, loss: 0.2277
2021-12-07 10:10:45,012 - mmseg - INFO - Iter [24800/80000]	lr: 1.793e-02, eta: 1 day, 8:28:14, time: 1.581, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1098, decode.acc_seg: 80.8684, aux_0.loss_ce: 0.0487, aux_0.acc_seg: 80.6416, aux_1.loss_ce: 0.0532, aux_1.acc_seg: 80.2152, loss: 0.2117
2021-12-07 10:12:54,017 - mmseg - INFO - Iter [24850/80000]	lr: 1.792e-02, eta: 1 day, 8:27:20, time: 2.580, data_time: 0.997, memory: 17331, decode.loss_ce: 0.1058, decode.acc_seg: 80.3394, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 80.1282, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 79.7198, loss: 0.2038
2021-12-07 10:14:12,812 - mmseg - INFO - Iter [24900/80000]	lr: 1.790e-02, eta: 1 day, 8:24:34, time: 1.576, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1108, decode.acc_seg: 80.0653, aux_0.loss_ce: 0.0493, aux_0.acc_seg: 79.8138, aux_1.loss_ce: 0.0536, aux_1.acc_seg: 79.4215, loss: 0.2138
2021-12-07 10:16:21,209 - mmseg - INFO - Iter [24950/80000]	lr: 1.789e-02, eta: 1 day, 8:23:38, time: 2.568, data_time: 0.999, memory: 17331, decode.loss_ce: 0.1173, decode.acc_seg: 80.6893, aux_0.loss_ce: 0.0517, aux_0.acc_seg: 80.4519, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 80.0819, loss: 0.2253
2021-12-07 10:17:40,306 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 10:17:40,307 - mmseg - INFO - Iter [25000/80000]	lr: 1.787e-02, eta: 1 day, 8:20:53, time: 1.582, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1283, decode.acc_seg: 80.4727, aux_0.loss_ce: 0.0562, aux_0.acc_seg: 80.2667, aux_1.loss_ce: 0.0607, aux_1.acc_seg: 79.8804, loss: 0.2452
2021-12-07 10:19:48,645 - mmseg - INFO - Iter [25050/80000]	lr: 1.786e-02, eta: 1 day, 8:19:56, time: 2.567, data_time: 0.917, memory: 17331, decode.loss_ce: 0.1139, decode.acc_seg: 80.5377, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.3016, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 79.8849, loss: 0.2188
2021-12-07 10:21:07,435 - mmseg - INFO - Iter [25100/80000]	lr: 1.784e-02, eta: 1 day, 8:17:11, time: 1.576, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1208, decode.acc_seg: 79.6601, aux_0.loss_ce: 0.0532, aux_0.acc_seg: 79.4320, aux_1.loss_ce: 0.0578, aux_1.acc_seg: 79.0290, loss: 0.2319
2021-12-07 10:23:15,406 - mmseg - INFO - Iter [25150/80000]	lr: 1.783e-02, eta: 1 day, 8:16:13, time: 2.559, data_time: 0.996, memory: 17331, decode.loss_ce: 0.1203, decode.acc_seg: 80.4382, aux_0.loss_ce: 0.0529, aux_0.acc_seg: 80.2059, aux_1.loss_ce: 0.0568, aux_1.acc_seg: 79.8483, loss: 0.2300
2021-12-07 10:24:33,747 - mmseg - INFO - Iter [25200/80000]	lr: 1.781e-02, eta: 1 day, 8:13:27, time: 1.567, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1177, decode.acc_seg: 80.0401, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 79.8205, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 79.4238, loss: 0.2253
2021-12-07 10:26:44,348 - mmseg - INFO - Iter [25250/80000]	lr: 1.780e-02, eta: 1 day, 8:12:35, time: 2.612, data_time: 1.065, memory: 17331, decode.loss_ce: 0.1241, decode.acc_seg: 80.7360, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 80.5301, aux_1.loss_ce: 0.0590, aux_1.acc_seg: 80.1319, loss: 0.2378
2021-12-07 10:28:53,338 - mmseg - INFO - Iter [25300/80000]	lr: 1.779e-02, eta: 1 day, 8:11:39, time: 2.580, data_time: 0.994, memory: 17331, decode.loss_ce: 0.1338, decode.acc_seg: 79.8300, aux_0.loss_ce: 0.0587, aux_0.acc_seg: 79.5488, aux_1.loss_ce: 0.0623, aux_1.acc_seg: 79.2120, loss: 0.2547
2021-12-07 10:30:11,564 - mmseg - INFO - Iter [25350/80000]	lr: 1.777e-02, eta: 1 day, 8:08:54, time: 1.565, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1391, decode.acc_seg: 80.0998, aux_0.loss_ce: 0.0603, aux_0.acc_seg: 79.8941, aux_1.loss_ce: 0.0647, aux_1.acc_seg: 79.5161, loss: 0.2641
2021-12-07 10:32:19,356 - mmseg - INFO - Iter [25400/80000]	lr: 1.776e-02, eta: 1 day, 8:07:55, time: 2.556, data_time: 0.964, memory: 17331, decode.loss_ce: 0.1247, decode.acc_seg: 80.0795, aux_0.loss_ce: 0.0547, aux_0.acc_seg: 79.8499, aux_1.loss_ce: 0.0590, aux_1.acc_seg: 79.4759, loss: 0.2383
2021-12-07 10:33:37,588 - mmseg - INFO - Iter [25450/80000]	lr: 1.774e-02, eta: 1 day, 8:05:10, time: 1.565, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1258, decode.acc_seg: 80.1368, aux_0.loss_ce: 0.0552, aux_0.acc_seg: 79.9013, aux_1.loss_ce: 0.0594, aux_1.acc_seg: 79.5250, loss: 0.2404
2021-12-07 10:35:45,673 - mmseg - INFO - Iter [25500/80000]	lr: 1.773e-02, eta: 1 day, 8:04:11, time: 2.562, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1222, decode.acc_seg: 80.7843, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.5793, aux_1.loss_ce: 0.0582, aux_1.acc_seg: 80.1378, loss: 0.2337
2021-12-07 10:37:03,717 - mmseg - INFO - Iter [25550/80000]	lr: 1.771e-02, eta: 1 day, 8:01:26, time: 1.561, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1087, decode.acc_seg: 80.2408, aux_0.loss_ce: 0.0483, aux_0.acc_seg: 80.0099, aux_1.loss_ce: 0.0528, aux_1.acc_seg: 79.5861, loss: 0.2099
2021-12-07 10:39:12,039 - mmseg - INFO - Iter [25600/80000]	lr: 1.770e-02, eta: 1 day, 8:00:28, time: 2.566, data_time: 0.983, memory: 17331, decode.loss_ce: 0.1194, decode.acc_seg: 80.4649, aux_0.loss_ce: 0.0525, aux_0.acc_seg: 80.2493, aux_1.loss_ce: 0.0569, aux_1.acc_seg: 79.8388, loss: 0.2288
2021-12-07 10:40:31,110 - mmseg - INFO - Iter [25650/80000]	lr: 1.768e-02, eta: 1 day, 7:57:45, time: 1.581, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1236, decode.acc_seg: 80.4843, aux_0.loss_ce: 0.0541, aux_0.acc_seg: 80.2575, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 79.8306, loss: 0.2365
2021-12-07 10:42:38,862 - mmseg - INFO - Iter [25700/80000]	lr: 1.767e-02, eta: 1 day, 7:56:45, time: 2.555, data_time: 0.981, memory: 17331, decode.loss_ce: 0.1225, decode.acc_seg: 80.0318, aux_0.loss_ce: 0.0543, aux_0.acc_seg: 79.7723, aux_1.loss_ce: 0.0583, aux_1.acc_seg: 79.4140, loss: 0.2352
2021-12-07 10:43:57,578 - mmseg - INFO - Iter [25750/80000]	lr: 1.765e-02, eta: 1 day, 7:54:02, time: 1.574, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1151, decode.acc_seg: 80.4894, aux_0.loss_ce: 0.0505, aux_0.acc_seg: 80.2808, aux_1.loss_ce: 0.0557, aux_1.acc_seg: 79.8459, loss: 0.2213
2021-12-07 10:46:06,524 - mmseg - INFO - Iter [25800/80000]	lr: 1.764e-02, eta: 1 day, 7:53:05, time: 2.579, data_time: 0.969, memory: 17331, decode.loss_ce: 0.1097, decode.acc_seg: 80.9245, aux_0.loss_ce: 0.0486, aux_0.acc_seg: 80.7064, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 80.3073, loss: 0.2114
2021-12-07 10:47:24,798 - mmseg - INFO - Iter [25850/80000]	lr: 1.763e-02, eta: 1 day, 7:50:21, time: 1.565, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1133, decode.acc_seg: 80.6774, aux_0.loss_ce: 0.0503, aux_0.acc_seg: 80.4322, aux_1.loss_ce: 0.0545, aux_1.acc_seg: 80.0448, loss: 0.2181
2021-12-07 10:49:34,399 - mmseg - INFO - Iter [25900/80000]	lr: 1.761e-02, eta: 1 day, 7:49:25, time: 2.592, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1201, decode.acc_seg: 80.4237, aux_0.loss_ce: 0.0532, aux_0.acc_seg: 80.1890, aux_1.loss_ce: 0.0573, aux_1.acc_seg: 79.8078, loss: 0.2307
2021-12-07 10:51:43,831 - mmseg - INFO - Iter [25950/80000]	lr: 1.760e-02, eta: 1 day, 7:48:28, time: 2.589, data_time: 0.946, memory: 17331, decode.loss_ce: 0.1240, decode.acc_seg: 79.9568, aux_0.loss_ce: 0.0539, aux_0.acc_seg: 79.7527, aux_1.loss_ce: 0.0587, aux_1.acc_seg: 79.3348, loss: 0.2366
2021-12-07 10:53:02,633 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 10:53:02,633 - mmseg - INFO - Iter [26000/80000]	lr: 1.758e-02, eta: 1 day, 7:45:46, time: 1.576, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1202, decode.acc_seg: 80.7576, aux_0.loss_ce: 0.0529, aux_0.acc_seg: 80.5089, aux_1.loss_ce: 0.0573, aux_1.acc_seg: 80.1348, loss: 0.2304
2021-12-07 10:55:11,266 - mmseg - INFO - Iter [26050/80000]	lr: 1.757e-02, eta: 1 day, 7:44:47, time: 2.573, data_time: 0.954, memory: 17331, decode.loss_ce: 0.1161, decode.acc_seg: 80.7784, aux_0.loss_ce: 0.0513, aux_0.acc_seg: 80.5537, aux_1.loss_ce: 0.0559, aux_1.acc_seg: 80.1385, loss: 0.2234
2021-12-07 10:56:30,183 - mmseg - INFO - Iter [26100/80000]	lr: 1.755e-02, eta: 1 day, 7:42:05, time: 1.578, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1443, decode.acc_seg: 79.8195, aux_0.loss_ce: 0.0622, aux_0.acc_seg: 79.6389, aux_1.loss_ce: 0.0667, aux_1.acc_seg: 79.2284, loss: 0.2732
2021-12-07 10:58:39,528 - mmseg - INFO - Iter [26150/80000]	lr: 1.754e-02, eta: 1 day, 7:41:08, time: 2.587, data_time: 1.032, memory: 17331, decode.loss_ce: 0.1420, decode.acc_seg: 79.8058, aux_0.loss_ce: 0.0613, aux_0.acc_seg: 79.5909, aux_1.loss_ce: 0.0660, aux_1.acc_seg: 79.1779, loss: 0.2694
2021-12-07 10:59:58,564 - mmseg - INFO - Iter [26200/80000]	lr: 1.752e-02, eta: 1 day, 7:38:27, time: 1.581, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1294, decode.acc_seg: 80.6200, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 80.4095, aux_1.loss_ce: 0.0608, aux_1.acc_seg: 80.0172, loss: 0.2471
2021-12-07 11:02:06,930 - mmseg - INFO - Iter [26250/80000]	lr: 1.751e-02, eta: 1 day, 7:37:27, time: 2.567, data_time: 1.008, memory: 17331, decode.loss_ce: 0.1258, decode.acc_seg: 80.1596, aux_0.loss_ce: 0.0549, aux_0.acc_seg: 79.9421, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.5382, loss: 0.2402
2021-12-07 11:03:26,005 - mmseg - INFO - Iter [26300/80000]	lr: 1.749e-02, eta: 1 day, 7:34:46, time: 1.581, data_time: 0.050, memory: 17331, decode.loss_ce: 0.1150, decode.acc_seg: 80.4446, aux_0.loss_ce: 0.0505, aux_0.acc_seg: 80.2308, aux_1.loss_ce: 0.0553, aux_1.acc_seg: 79.7997, loss: 0.2208
2021-12-07 11:05:34,266 - mmseg - INFO - Iter [26350/80000]	lr: 1.748e-02, eta: 1 day, 7:33:46, time: 2.565, data_time: 1.024, memory: 17331, decode.loss_ce: 0.1129, decode.acc_seg: 80.2191, aux_0.loss_ce: 0.0499, aux_0.acc_seg: 79.9937, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 79.5751, loss: 0.2172
2021-12-07 11:06:52,867 - mmseg - INFO - Iter [26400/80000]	lr: 1.746e-02, eta: 1 day, 7:31:05, time: 1.572, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1126, decode.acc_seg: 80.6655, aux_0.loss_ce: 0.0499, aux_0.acc_seg: 80.4359, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 80.0060, loss: 0.2167
2021-12-07 11:09:01,035 - mmseg - INFO - Iter [26450/80000]	lr: 1.745e-02, eta: 1 day, 7:30:04, time: 2.563, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1108, decode.acc_seg: 81.3531, aux_0.loss_ce: 0.0490, aux_0.acc_seg: 81.1354, aux_1.loss_ce: 0.0538, aux_1.acc_seg: 80.7034, loss: 0.2136
2021-12-07 11:10:20,030 - mmseg - INFO - Iter [26500/80000]	lr: 1.744e-02, eta: 1 day, 7:27:24, time: 1.580, data_time: 0.050, memory: 17331, decode.loss_ce: 0.1113, decode.acc_seg: 80.3013, aux_0.loss_ce: 0.0493, aux_0.acc_seg: 80.0691, aux_1.loss_ce: 0.0538, aux_1.acc_seg: 79.6516, loss: 0.2143
2021-12-07 11:12:29,829 - mmseg - INFO - Iter [26550/80000]	lr: 1.742e-02, eta: 1 day, 7:26:26, time: 2.596, data_time: 0.938, memory: 17331, decode.loss_ce: 0.1119, decode.acc_seg: 81.3602, aux_0.loss_ce: 0.0499, aux_0.acc_seg: 81.1295, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 80.7175, loss: 0.2162
2021-12-07 11:14:38,272 - mmseg - INFO - Iter [26600/80000]	lr: 1.741e-02, eta: 1 day, 7:25:26, time: 2.569, data_time: 0.973, memory: 17331, decode.loss_ce: 0.1102, decode.acc_seg: 80.5275, aux_0.loss_ce: 0.0489, aux_0.acc_seg: 80.3133, aux_1.loss_ce: 0.0532, aux_1.acc_seg: 79.9157, loss: 0.2122
2021-12-07 11:15:56,542 - mmseg - INFO - Iter [26650/80000]	lr: 1.739e-02, eta: 1 day, 7:22:44, time: 1.565, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1085, decode.acc_seg: 80.7828, aux_0.loss_ce: 0.0481, aux_0.acc_seg: 80.5433, aux_1.loss_ce: 0.0528, aux_1.acc_seg: 80.1214, loss: 0.2094
2021-12-07 11:18:04,630 - mmseg - INFO - Iter [26700/80000]	lr: 1.738e-02, eta: 1 day, 7:21:43, time: 2.562, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1152, decode.acc_seg: 80.8937, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 80.6532, aux_1.loss_ce: 0.0551, aux_1.acc_seg: 80.2435, loss: 0.2211
2021-12-07 11:19:23,270 - mmseg - INFO - Iter [26750/80000]	lr: 1.736e-02, eta: 1 day, 7:19:03, time: 1.573, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1148, decode.acc_seg: 80.5716, aux_0.loss_ce: 0.0509, aux_0.acc_seg: 80.3484, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 79.9186, loss: 0.2212
2021-12-07 11:21:31,568 - mmseg - INFO - Iter [26800/80000]	lr: 1.735e-02, eta: 1 day, 7:18:01, time: 2.566, data_time: 0.969, memory: 17331, decode.loss_ce: 0.1191, decode.acc_seg: 80.5523, aux_0.loss_ce: 0.0525, aux_0.acc_seg: 80.3261, aux_1.loss_ce: 0.0568, aux_1.acc_seg: 79.9292, loss: 0.2285
2021-12-07 11:22:50,069 - mmseg - INFO - Iter [26850/80000]	lr: 1.733e-02, eta: 1 day, 7:15:21, time: 1.570, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1095, decode.acc_seg: 81.0769, aux_0.loss_ce: 0.0484, aux_0.acc_seg: 80.8415, aux_1.loss_ce: 0.0533, aux_1.acc_seg: 80.4026, loss: 0.2111
2021-12-07 11:24:58,486 - mmseg - INFO - Iter [26900/80000]	lr: 1.732e-02, eta: 1 day, 7:14:20, time: 2.568, data_time: 1.018, memory: 17331, decode.loss_ce: 0.1173, decode.acc_seg: 79.9976, aux_0.loss_ce: 0.0518, aux_0.acc_seg: 79.7655, aux_1.loss_ce: 0.0563, aux_1.acc_seg: 79.3536, loss: 0.2254
2021-12-07 11:26:17,076 - mmseg - INFO - Iter [26950/80000]	lr: 1.730e-02, eta: 1 day, 7:11:40, time: 1.572, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1202, decode.acc_seg: 80.5685, aux_0.loss_ce: 0.0528, aux_0.acc_seg: 80.3326, aux_1.loss_ce: 0.0576, aux_1.acc_seg: 79.9055, loss: 0.2305
2021-12-07 11:28:25,959 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 11:28:25,960 - mmseg - INFO - Iter [27000/80000]	lr: 1.729e-02, eta: 1 day, 7:10:40, time: 2.578, data_time: 0.963, memory: 17331, decode.loss_ce: 0.1143, decode.acc_seg: 80.4250, aux_0.loss_ce: 0.0504, aux_0.acc_seg: 80.2292, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 79.8446, loss: 0.2192
2021-12-07 11:29:44,918 - mmseg - INFO - Iter [27050/80000]	lr: 1.728e-02, eta: 1 day, 7:08:01, time: 1.579, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1077, decode.acc_seg: 80.8724, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.6369, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 80.2482, loss: 0.2077
2021-12-07 11:31:53,458 - mmseg - INFO - Iter [27100/80000]	lr: 1.726e-02, eta: 1 day, 7:06:59, time: 2.571, data_time: 0.986, memory: 17331, decode.loss_ce: 0.1200, decode.acc_seg: 80.8891, aux_0.loss_ce: 0.0525, aux_0.acc_seg: 80.6952, aux_1.loss_ce: 0.0570, aux_1.acc_seg: 80.2868, loss: 0.2295
2021-12-07 11:33:11,817 - mmseg - INFO - Iter [27150/80000]	lr: 1.725e-02, eta: 1 day, 7:04:20, time: 1.567, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1137, decode.acc_seg: 80.3772, aux_0.loss_ce: 0.0505, aux_0.acc_seg: 80.1286, aux_1.loss_ce: 0.0548, aux_1.acc_seg: 79.7348, loss: 0.2189
2021-12-07 11:35:20,485 - mmseg - INFO - Iter [27200/80000]	lr: 1.723e-02, eta: 1 day, 7:03:19, time: 2.573, data_time: 1.039, memory: 17331, decode.loss_ce: 0.1289, decode.acc_seg: 80.3030, aux_0.loss_ce: 0.0563, aux_0.acc_seg: 80.0593, aux_1.loss_ce: 0.0607, aux_1.acc_seg: 79.6724, loss: 0.2459
2021-12-07 11:37:28,134 - mmseg - INFO - Iter [27250/80000]	lr: 1.722e-02, eta: 1 day, 7:02:15, time: 2.553, data_time: 1.015, memory: 17331, decode.loss_ce: 0.1267, decode.acc_seg: 79.6804, aux_0.loss_ce: 0.0558, aux_0.acc_seg: 79.4310, aux_1.loss_ce: 0.0604, aux_1.acc_seg: 79.0350, loss: 0.2429
2021-12-07 11:38:47,732 - mmseg - INFO - Iter [27300/80000]	lr: 1.720e-02, eta: 1 day, 6:59:38, time: 1.592, data_time: 0.050, memory: 17331, decode.loss_ce: 0.1248, decode.acc_seg: 80.3441, aux_0.loss_ce: 0.0548, aux_0.acc_seg: 80.1024, aux_1.loss_ce: 0.0591, aux_1.acc_seg: 79.7004, loss: 0.2387
2021-12-07 11:40:56,770 - mmseg - INFO - Iter [27350/80000]	lr: 1.719e-02, eta: 1 day, 6:58:37, time: 2.581, data_time: 0.984, memory: 17331, decode.loss_ce: 0.1256, decode.acc_seg: 80.4028, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 80.2111, aux_1.loss_ce: 0.0589, aux_1.acc_seg: 79.8319, loss: 0.2390
2021-12-07 11:42:15,486 - mmseg - INFO - Iter [27400/80000]	lr: 1.717e-02, eta: 1 day, 6:55:59, time: 1.574, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1343, decode.acc_seg: 79.9117, aux_0.loss_ce: 0.0579, aux_0.acc_seg: 79.7467, aux_1.loss_ce: 0.0622, aux_1.acc_seg: 79.3664, loss: 0.2544
2021-12-07 11:44:24,248 - mmseg - INFO - Iter [27450/80000]	lr: 1.716e-02, eta: 1 day, 6:54:57, time: 2.575, data_time: 0.979, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 79.8774, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 79.6566, aux_1.loss_ce: 0.0562, aux_1.acc_seg: 79.2342, loss: 0.2250
2021-12-07 11:45:42,974 - mmseg - INFO - Iter [27500/80000]	lr: 1.714e-02, eta: 1 day, 6:52:19, time: 1.575, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1211, decode.acc_seg: 80.3745, aux_0.loss_ce: 0.0534, aux_0.acc_seg: 80.1326, aux_1.loss_ce: 0.0578, aux_1.acc_seg: 79.7510, loss: 0.2322
2021-12-07 11:47:51,069 - mmseg - INFO - Iter [27550/80000]	lr: 1.713e-02, eta: 1 day, 6:51:15, time: 2.562, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1179, decode.acc_seg: 80.5432, aux_0.loss_ce: 0.0519, aux_0.acc_seg: 80.3340, aux_1.loss_ce: 0.0564, aux_1.acc_seg: 79.9118, loss: 0.2262
2021-12-07 11:49:09,802 - mmseg - INFO - Iter [27600/80000]	lr: 1.711e-02, eta: 1 day, 6:48:38, time: 1.575, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1240, decode.acc_seg: 79.7554, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 79.5373, aux_1.loss_ce: 0.0593, aux_1.acc_seg: 79.0939, loss: 0.2380
2021-12-07 11:51:18,987 - mmseg - INFO - Iter [27650/80000]	lr: 1.710e-02, eta: 1 day, 6:47:36, time: 2.584, data_time: 1.062, memory: 17331, decode.loss_ce: 0.1204, decode.acc_seg: 80.6419, aux_0.loss_ce: 0.0534, aux_0.acc_seg: 80.3995, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 80.0364, loss: 0.2312
2021-12-07 11:52:37,726 - mmseg - INFO - Iter [27700/80000]	lr: 1.709e-02, eta: 1 day, 6:44:59, time: 1.575, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1108, decode.acc_seg: 81.0051, aux_0.loss_ce: 0.0488, aux_0.acc_seg: 80.7944, aux_1.loss_ce: 0.0537, aux_1.acc_seg: 80.3398, loss: 0.2133
2021-12-07 11:54:45,726 - mmseg - INFO - Iter [27750/80000]	lr: 1.707e-02, eta: 1 day, 6:43:55, time: 2.560, data_time: 0.941, memory: 17331, decode.loss_ce: 0.1193, decode.acc_seg: 80.7423, aux_0.loss_ce: 0.0528, aux_0.acc_seg: 80.4821, aux_1.loss_ce: 0.0568, aux_1.acc_seg: 80.1320, loss: 0.2289
2021-12-07 11:56:04,210 - mmseg - INFO - Iter [27800/80000]	lr: 1.706e-02, eta: 1 day, 6:41:18, time: 1.570, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1133, decode.acc_seg: 80.3909, aux_0.loss_ce: 0.0501, aux_0.acc_seg: 80.1656, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 79.7644, loss: 0.2181
2021-12-07 11:58:12,912 - mmseg - INFO - Iter [27850/80000]	lr: 1.704e-02, eta: 1 day, 6:40:15, time: 2.574, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1110, decode.acc_seg: 80.9339, aux_0.loss_ce: 0.0490, aux_0.acc_seg: 80.7102, aux_1.loss_ce: 0.0534, aux_1.acc_seg: 80.3119, loss: 0.2134
2021-12-07 11:59:30,895 - mmseg - INFO - Iter [27900/80000]	lr: 1.703e-02, eta: 1 day, 6:37:37, time: 1.560, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1181, decode.acc_seg: 79.8404, aux_0.loss_ce: 0.0524, aux_0.acc_seg: 79.5816, aux_1.loss_ce: 0.0568, aux_1.acc_seg: 79.2001, loss: 0.2274
2021-12-07 12:01:40,090 - mmseg - INFO - Iter [27950/80000]	lr: 1.701e-02, eta: 1 day, 6:36:35, time: 2.584, data_time: 0.989, memory: 17331, decode.loss_ce: 0.1112, decode.acc_seg: 80.7642, aux_0.loss_ce: 0.0492, aux_0.acc_seg: 80.5339, aux_1.loss_ce: 0.0534, aux_1.acc_seg: 80.1525, loss: 0.2137
2021-12-07 12:03:48,617 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 12:03:48,617 - mmseg - INFO - Iter [28000/80000]	lr: 1.700e-02, eta: 1 day, 6:35:31, time: 2.571, data_time: 0.901, memory: 17331, decode.loss_ce: 0.1057, decode.acc_seg: 81.3272, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 81.1179, aux_1.loss_ce: 0.0511, aux_1.acc_seg: 80.7281, loss: 0.2036
2021-12-07 12:05:07,512 - mmseg - INFO - Iter [28050/80000]	lr: 1.698e-02, eta: 1 day, 6:32:55, time: 1.578, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1136, decode.acc_seg: 80.6306, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.4030, aux_1.loss_ce: 0.0549, aux_1.acc_seg: 79.9991, loss: 0.2187
2021-12-07 12:07:15,686 - mmseg - INFO - Iter [28100/80000]	lr: 1.697e-02, eta: 1 day, 6:31:50, time: 2.563, data_time: 1.004, memory: 17331, decode.loss_ce: 0.1134, decode.acc_seg: 80.5283, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.2948, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 79.8930, loss: 0.2182
2021-12-07 12:08:34,486 - mmseg - INFO - Iter [28150/80000]	lr: 1.695e-02, eta: 1 day, 6:29:15, time: 1.576, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1151, decode.acc_seg: 80.4345, aux_0.loss_ce: 0.0509, aux_0.acc_seg: 80.2121, aux_1.loss_ce: 0.0556, aux_1.acc_seg: 79.7753, loss: 0.2216
2021-12-07 12:10:44,106 - mmseg - INFO - Iter [28200/80000]	lr: 1.694e-02, eta: 1 day, 6:28:12, time: 2.592, data_time: 1.021, memory: 17331, decode.loss_ce: 0.1514, decode.acc_seg: 79.4660, aux_0.loss_ce: 0.0655, aux_0.acc_seg: 79.2230, aux_1.loss_ce: 0.0697, aux_1.acc_seg: 78.8468, loss: 0.2865
2021-12-07 12:12:03,288 - mmseg - INFO - Iter [28250/80000]	lr: 1.692e-02, eta: 1 day, 6:25:38, time: 1.584, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1416, decode.acc_seg: 79.7476, aux_0.loss_ce: 0.0614, aux_0.acc_seg: 79.5414, aux_1.loss_ce: 0.0652, aux_1.acc_seg: 79.1612, loss: 0.2683
2021-12-07 12:14:11,601 - mmseg - INFO - Iter [28300/80000]	lr: 1.691e-02, eta: 1 day, 6:24:33, time: 2.566, data_time: 0.979, memory: 17331, decode.loss_ce: 0.1359, decode.acc_seg: 79.7150, aux_0.loss_ce: 0.0593, aux_0.acc_seg: 79.4899, aux_1.loss_ce: 0.0631, aux_1.acc_seg: 79.1158, loss: 0.2582
2021-12-07 12:15:30,373 - mmseg - INFO - Iter [28350/80000]	lr: 1.690e-02, eta: 1 day, 6:21:58, time: 1.575, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1252, decode.acc_seg: 80.3474, aux_0.loss_ce: 0.0547, aux_0.acc_seg: 80.1496, aux_1.loss_ce: 0.0591, aux_1.acc_seg: 79.7353, loss: 0.2390
2021-12-07 12:17:39,035 - mmseg - INFO - Iter [28400/80000]	lr: 1.688e-02, eta: 1 day, 6:20:53, time: 2.573, data_time: 0.982, memory: 17331, decode.loss_ce: 0.1251, decode.acc_seg: 80.5944, aux_0.loss_ce: 0.0542, aux_0.acc_seg: 80.3659, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 79.9761, loss: 0.2381
2021-12-07 12:18:57,376 - mmseg - INFO - Iter [28450/80000]	lr: 1.687e-02, eta: 1 day, 6:18:18, time: 1.567, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1102, decode.acc_seg: 80.0543, aux_0.loss_ce: 0.0486, aux_0.acc_seg: 79.8542, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 79.4260, loss: 0.2119
2021-12-07 12:21:05,807 - mmseg - INFO - Iter [28500/80000]	lr: 1.685e-02, eta: 1 day, 6:17:13, time: 2.569, data_time: 1.007, memory: 17331, decode.loss_ce: 0.1010, decode.acc_seg: 80.8133, aux_0.loss_ce: 0.0453, aux_0.acc_seg: 80.5985, aux_1.loss_ce: 0.0497, aux_1.acc_seg: 80.1541, loss: 0.1960
2021-12-07 12:22:23,926 - mmseg - INFO - Iter [28550/80000]	lr: 1.684e-02, eta: 1 day, 6:14:37, time: 1.562, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1119, decode.acc_seg: 81.2299, aux_0.loss_ce: 0.0493, aux_0.acc_seg: 81.0269, aux_1.loss_ce: 0.0540, aux_1.acc_seg: 80.5817, loss: 0.2152
2021-12-07 12:24:31,934 - mmseg - INFO - Iter [28600/80000]	lr: 1.682e-02, eta: 1 day, 6:13:31, time: 2.560, data_time: 0.998, memory: 17331, decode.loss_ce: 0.1221, decode.acc_seg: 80.6783, aux_0.loss_ce: 0.0535, aux_0.acc_seg: 80.4719, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 80.0694, loss: 0.2332
2021-12-07 12:26:39,668 - mmseg - INFO - Iter [28650/80000]	lr: 1.681e-02, eta: 1 day, 6:12:24, time: 2.555, data_time: 0.955, memory: 17331, decode.loss_ce: 0.1227, decode.acc_seg: 80.2188, aux_0.loss_ce: 0.0537, aux_0.acc_seg: 80.0058, aux_1.loss_ce: 0.0580, aux_1.acc_seg: 79.6269, loss: 0.2344
2021-12-07 12:27:57,624 - mmseg - INFO - Iter [28700/80000]	lr: 1.679e-02, eta: 1 day, 6:09:48, time: 1.559, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1215, decode.acc_seg: 80.3346, aux_0.loss_ce: 0.0536, aux_0.acc_seg: 80.0956, aux_1.loss_ce: 0.0579, aux_1.acc_seg: 79.7106, loss: 0.2330
2021-12-07 12:30:05,331 - mmseg - INFO - Iter [28750/80000]	lr: 1.678e-02, eta: 1 day, 6:08:42, time: 2.554, data_time: 0.976, memory: 17331, decode.loss_ce: 0.1108, decode.acc_seg: 80.8652, aux_0.loss_ce: 0.0489, aux_0.acc_seg: 80.6466, aux_1.loss_ce: 0.0537, aux_1.acc_seg: 80.2075, loss: 0.2133
2021-12-07 12:31:23,822 - mmseg - INFO - Iter [28800/80000]	lr: 1.676e-02, eta: 1 day, 6:06:07, time: 1.570, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1135, decode.acc_seg: 80.8164, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.5766, aux_1.loss_ce: 0.0548, aux_1.acc_seg: 80.1539, loss: 0.2185
2021-12-07 12:33:31,988 - mmseg - INFO - Iter [28850/80000]	lr: 1.675e-02, eta: 1 day, 6:05:01, time: 2.563, data_time: 1.026, memory: 17331, decode.loss_ce: 0.1157, decode.acc_seg: 80.7370, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.4986, aux_1.loss_ce: 0.0556, aux_1.acc_seg: 80.0760, loss: 0.2226
2021-12-07 12:34:50,591 - mmseg - INFO - Iter [28900/80000]	lr: 1.673e-02, eta: 1 day, 6:02:27, time: 1.572, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1204, decode.acc_seg: 80.4304, aux_0.loss_ce: 0.0535, aux_0.acc_seg: 80.1818, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 79.7959, loss: 0.2312
2021-12-07 12:36:58,901 - mmseg - INFO - Iter [28950/80000]	lr: 1.672e-02, eta: 1 day, 6:01:21, time: 2.566, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1242, decode.acc_seg: 80.1505, aux_0.loss_ce: 0.0545, aux_0.acc_seg: 79.9110, aux_1.loss_ce: 0.0590, aux_1.acc_seg: 79.5201, loss: 0.2377
2021-12-07 12:38:17,946 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 12:38:17,946 - mmseg - INFO - Iter [29000/80000]	lr: 1.671e-02, eta: 1 day, 5:58:48, time: 1.581, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1269, decode.acc_seg: 80.5256, aux_0.loss_ce: 0.0553, aux_0.acc_seg: 80.3455, aux_1.loss_ce: 0.0596, aux_1.acc_seg: 79.9529, loss: 0.2417
2021-12-07 12:40:26,111 - mmseg - INFO - Iter [29050/80000]	lr: 1.669e-02, eta: 1 day, 5:57:41, time: 2.563, data_time: 0.956, memory: 17331, decode.loss_ce: 0.1125, decode.acc_seg: 80.7208, aux_0.loss_ce: 0.0494, aux_0.acc_seg: 80.5042, aux_1.loss_ce: 0.0542, aux_1.acc_seg: 80.0867, loss: 0.2161
2021-12-07 12:41:44,905 - mmseg - INFO - Iter [29100/80000]	lr: 1.668e-02, eta: 1 day, 5:55:08, time: 1.576, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1072, decode.acc_seg: 80.5606, aux_0.loss_ce: 0.0475, aux_0.acc_seg: 80.3360, aux_1.loss_ce: 0.0519, aux_1.acc_seg: 79.9192, loss: 0.2065
2021-12-07 12:43:53,036 - mmseg - INFO - Iter [29150/80000]	lr: 1.666e-02, eta: 1 day, 5:54:01, time: 2.563, data_time: 0.977, memory: 17331, decode.loss_ce: 0.1129, decode.acc_seg: 81.3216, aux_0.loss_ce: 0.0501, aux_0.acc_seg: 81.0958, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 80.6829, loss: 0.2174
2021-12-07 12:45:11,060 - mmseg - INFO - Iter [29200/80000]	lr: 1.665e-02, eta: 1 day, 5:51:27, time: 1.560, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1216, decode.acc_seg: 80.1567, aux_0.loss_ce: 0.0534, aux_0.acc_seg: 79.9484, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 79.5482, loss: 0.2326
2021-12-07 12:47:19,573 - mmseg - INFO - Iter [29250/80000]	lr: 1.663e-02, eta: 1 day, 5:50:20, time: 2.570, data_time: 0.998, memory: 17331, decode.loss_ce: 0.1079, decode.acc_seg: 80.8580, aux_0.loss_ce: 0.0483, aux_0.acc_seg: 80.6118, aux_1.loss_ce: 0.0524, aux_1.acc_seg: 80.2239, loss: 0.2086
2021-12-07 12:49:28,069 - mmseg - INFO - Iter [29300/80000]	lr: 1.662e-02, eta: 1 day, 5:49:14, time: 2.570, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1181, decode.acc_seg: 80.8166, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.5972, aux_1.loss_ce: 0.0568, aux_1.acc_seg: 80.1758, loss: 0.2271
2021-12-07 12:50:46,662 - mmseg - INFO - Iter [29350/80000]	lr: 1.660e-02, eta: 1 day, 5:46:41, time: 1.572, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1095, decode.acc_seg: 80.8005, aux_0.loss_ce: 0.0486, aux_0.acc_seg: 80.5782, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 80.1585, loss: 0.2112
2021-12-07 12:52:56,100 - mmseg - INFO - Iter [29400/80000]	lr: 1.659e-02, eta: 1 day, 5:45:36, time: 2.589, data_time: 0.961, memory: 17331, decode.loss_ce: 0.1100, decode.acc_seg: 80.5940, aux_0.loss_ce: 0.0488, aux_0.acc_seg: 80.3594, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 79.9613, loss: 0.2118
2021-12-07 12:54:14,864 - mmseg - INFO - Iter [29450/80000]	lr: 1.657e-02, eta: 1 day, 5:43:03, time: 1.575, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1107, decode.acc_seg: 80.8898, aux_0.loss_ce: 0.0490, aux_0.acc_seg: 80.6676, aux_1.loss_ce: 0.0539, aux_1.acc_seg: 80.2456, loss: 0.2136
2021-12-07 12:56:23,815 - mmseg - INFO - Iter [29500/80000]	lr: 1.656e-02, eta: 1 day, 5:41:57, time: 2.579, data_time: 1.029, memory: 17331, decode.loss_ce: 0.1101, decode.acc_seg: 80.9359, aux_0.loss_ce: 0.0486, aux_0.acc_seg: 80.7409, aux_1.loss_ce: 0.0532, aux_1.acc_seg: 80.3112, loss: 0.2119
2021-12-07 12:57:42,412 - mmseg - INFO - Iter [29550/80000]	lr: 1.654e-02, eta: 1 day, 5:39:25, time: 1.572, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1051, decode.acc_seg: 80.8108, aux_0.loss_ce: 0.0467, aux_0.acc_seg: 80.5905, aux_1.loss_ce: 0.0515, aux_1.acc_seg: 80.1489, loss: 0.2033
2021-12-07 12:59:50,465 - mmseg - INFO - Iter [29600/80000]	lr: 1.653e-02, eta: 1 day, 5:38:17, time: 2.561, data_time: 0.987, memory: 17331, decode.loss_ce: 0.1115, decode.acc_seg: 80.7933, aux_0.loss_ce: 0.0493, aux_0.acc_seg: 80.5673, aux_1.loss_ce: 0.0535, aux_1.acc_seg: 80.1729, loss: 0.2143
2021-12-07 13:01:09,938 - mmseg - INFO - Iter [29650/80000]	lr: 1.651e-02, eta: 1 day, 5:35:46, time: 1.589, data_time: 0.051, memory: 17331, decode.loss_ce: 0.1090, decode.acc_seg: 80.4487, aux_0.loss_ce: 0.0482, aux_0.acc_seg: 80.2399, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 79.8025, loss: 0.2101
2021-12-07 13:03:17,987 - mmseg - INFO - Iter [29700/80000]	lr: 1.650e-02, eta: 1 day, 5:34:38, time: 2.561, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1061, decode.acc_seg: 80.4735, aux_0.loss_ce: 0.0471, aux_0.acc_seg: 80.2554, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 79.8374, loss: 0.2048
2021-12-07 13:04:36,754 - mmseg - INFO - Iter [29750/80000]	lr: 1.649e-02, eta: 1 day, 5:32:06, time: 1.575, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1078, decode.acc_seg: 80.6877, aux_0.loss_ce: 0.0477, aux_0.acc_seg: 80.4720, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 80.0347, loss: 0.2077
2021-12-07 13:06:45,212 - mmseg - INFO - Iter [29800/80000]	lr: 1.647e-02, eta: 1 day, 5:30:59, time: 2.569, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1296, decode.acc_seg: 80.6429, aux_0.loss_ce: 0.0569, aux_0.acc_seg: 80.4328, aux_1.loss_ce: 0.0610, aux_1.acc_seg: 80.0275, loss: 0.2475
2021-12-07 13:08:03,659 - mmseg - INFO - Iter [29850/80000]	lr: 1.646e-02, eta: 1 day, 5:28:27, time: 1.569, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1159, decode.acc_seg: 80.1329, aux_0.loss_ce: 0.0509, aux_0.acc_seg: 79.9165, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 79.5016, loss: 0.2223
2021-12-07 13:10:12,270 - mmseg - INFO - Iter [29900/80000]	lr: 1.644e-02, eta: 1 day, 5:27:19, time: 2.572, data_time: 0.986, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 80.4883, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 80.2979, aux_1.loss_ce: 0.0564, aux_1.acc_seg: 79.8581, loss: 0.2252
2021-12-07 13:12:20,996 - mmseg - INFO - Iter [29950/80000]	lr: 1.643e-02, eta: 1 day, 5:26:12, time: 2.574, data_time: 0.984, memory: 17331, decode.loss_ce: 0.1073, decode.acc_seg: 80.1782, aux_0.loss_ce: 0.0474, aux_0.acc_seg: 79.9657, aux_1.loss_ce: 0.0523, aux_1.acc_seg: 79.5509, loss: 0.2070
2021-12-07 13:13:39,253 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 13:13:39,253 - mmseg - INFO - Iter [30000/80000]	lr: 1.641e-02, eta: 1 day, 5:23:40, time: 1.565, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1061, decode.acc_seg: 80.9868, aux_0.loss_ce: 0.0472, aux_0.acc_seg: 80.7548, aux_1.loss_ce: 0.0513, aux_1.acc_seg: 80.3729, loss: 0.2046
2021-12-07 13:15:48,565 - mmseg - INFO - Iter [30050/80000]	lr: 1.640e-02, eta: 1 day, 5:22:33, time: 2.586, data_time: 0.936, memory: 17331, decode.loss_ce: 0.1069, decode.acc_seg: 81.4787, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 81.2597, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 80.8460, loss: 0.2069
2021-12-07 13:17:07,130 - mmseg - INFO - Iter [30100/80000]	lr: 1.638e-02, eta: 1 day, 5:20:02, time: 1.571, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1064, decode.acc_seg: 80.7051, aux_0.loss_ce: 0.0469, aux_0.acc_seg: 80.5153, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 80.0879, loss: 0.2049
2021-12-07 13:19:15,287 - mmseg - INFO - Iter [30150/80000]	lr: 1.637e-02, eta: 1 day, 5:18:53, time: 2.563, data_time: 1.022, memory: 17331, decode.loss_ce: 0.1162, decode.acc_seg: 81.0156, aux_0.loss_ce: 0.0511, aux_0.acc_seg: 80.8116, aux_1.loss_ce: 0.0557, aux_1.acc_seg: 80.4042, loss: 0.2230
2021-12-07 13:20:33,886 - mmseg - INFO - Iter [30200/80000]	lr: 1.635e-02, eta: 1 day, 5:16:22, time: 1.572, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1203, decode.acc_seg: 79.9557, aux_0.loss_ce: 0.0527, aux_0.acc_seg: 79.7508, aux_1.loss_ce: 0.0578, aux_1.acc_seg: 79.2800, loss: 0.2309
2021-12-07 13:22:43,160 - mmseg - INFO - Iter [30250/80000]	lr: 1.634e-02, eta: 1 day, 5:15:15, time: 2.585, data_time: 0.996, memory: 17331, decode.loss_ce: 0.1051, decode.acc_seg: 80.6597, aux_0.loss_ce: 0.0466, aux_0.acc_seg: 80.4486, aux_1.loss_ce: 0.0513, aux_1.acc_seg: 79.9947, loss: 0.2029
2021-12-07 13:24:01,788 - mmseg - INFO - Iter [30300/80000]	lr: 1.632e-02, eta: 1 day, 5:12:44, time: 1.573, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1086, decode.acc_seg: 80.4656, aux_0.loss_ce: 0.0481, aux_0.acc_seg: 80.2316, aux_1.loss_ce: 0.0526, aux_1.acc_seg: 79.8082, loss: 0.2094
2021-12-07 13:26:10,526 - mmseg - INFO - Iter [30350/80000]	lr: 1.631e-02, eta: 1 day, 5:11:36, time: 2.575, data_time: 1.018, memory: 17331, decode.loss_ce: 0.1077, decode.acc_seg: 80.7553, aux_0.loss_ce: 0.0479, aux_0.acc_seg: 80.5118, aux_1.loss_ce: 0.0521, aux_1.acc_seg: 80.1168, loss: 0.2077
2021-12-07 13:27:29,125 - mmseg - INFO - Iter [30400/80000]	lr: 1.629e-02, eta: 1 day, 5:09:06, time: 1.572, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1068, decode.acc_seg: 80.8082, aux_0.loss_ce: 0.0476, aux_0.acc_seg: 80.5750, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 80.1599, loss: 0.2066
2021-12-07 13:29:37,331 - mmseg - INFO - Iter [30450/80000]	lr: 1.628e-02, eta: 1 day, 5:07:57, time: 2.564, data_time: 1.012, memory: 17331, decode.loss_ce: 0.1159, decode.acc_seg: 81.0520, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.8062, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 80.3990, loss: 0.2226
2021-12-07 13:30:55,480 - mmseg - INFO - Iter [30500/80000]	lr: 1.626e-02, eta: 1 day, 5:05:26, time: 1.563, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1070, decode.acc_seg: 80.3827, aux_0.loss_ce: 0.0477, aux_0.acc_seg: 80.1619, aux_1.loss_ce: 0.0519, aux_1.acc_seg: 79.7323, loss: 0.2065
2021-12-07 13:33:04,384 - mmseg - INFO - Iter [30550/80000]	lr: 1.625e-02, eta: 1 day, 5:04:17, time: 2.578, data_time: 0.992, memory: 17331, decode.loss_ce: 0.1044, decode.acc_seg: 81.4838, aux_0.loss_ce: 0.0464, aux_0.acc_seg: 81.2740, aux_1.loss_ce: 0.0509, aux_1.acc_seg: 80.8435, loss: 0.2016
2021-12-07 13:35:12,753 - mmseg - INFO - Iter [30600/80000]	lr: 1.624e-02, eta: 1 day, 5:03:08, time: 2.567, data_time: 0.992, memory: 17331, decode.loss_ce: 0.1104, decode.acc_seg: 80.5188, aux_0.loss_ce: 0.0490, aux_0.acc_seg: 80.2979, aux_1.loss_ce: 0.0536, aux_1.acc_seg: 79.8713, loss: 0.2130
2021-12-07 13:36:31,508 - mmseg - INFO - Iter [30650/80000]	lr: 1.622e-02, eta: 1 day, 5:00:39, time: 1.575, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1187, decode.acc_seg: 80.5214, aux_0.loss_ce: 0.0519, aux_0.acc_seg: 80.2949, aux_1.loss_ce: 0.0566, aux_1.acc_seg: 79.8924, loss: 0.2271
2021-12-07 13:38:39,623 - mmseg - INFO - Iter [30700/80000]	lr: 1.621e-02, eta: 1 day, 4:59:29, time: 2.562, data_time: 1.000, memory: 17331, decode.loss_ce: 0.1102, decode.acc_seg: 81.1488, aux_0.loss_ce: 0.0486, aux_0.acc_seg: 80.9190, aux_1.loss_ce: 0.0531, aux_1.acc_seg: 80.5095, loss: 0.2119
2021-12-07 13:39:58,603 - mmseg - INFO - Iter [30750/80000]	lr: 1.619e-02, eta: 1 day, 4:57:00, time: 1.580, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1189, decode.acc_seg: 80.4737, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.2579, aux_1.loss_ce: 0.0564, aux_1.acc_seg: 79.8408, loss: 0.2273
2021-12-07 13:42:07,594 - mmseg - INFO - Iter [30800/80000]	lr: 1.618e-02, eta: 1 day, 4:55:51, time: 2.580, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1147, decode.acc_seg: 80.8978, aux_0.loss_ce: 0.0500, aux_0.acc_seg: 80.6961, aux_1.loss_ce: 0.0553, aux_1.acc_seg: 80.2408, loss: 0.2200
2021-12-07 13:43:25,768 - mmseg - INFO - Iter [30850/80000]	lr: 1.616e-02, eta: 1 day, 4:53:21, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1227, decode.acc_seg: 80.1879, aux_0.loss_ce: 0.0536, aux_0.acc_seg: 80.0010, aux_1.loss_ce: 0.0580, aux_1.acc_seg: 79.5813, loss: 0.2342
2021-12-07 13:45:33,434 - mmseg - INFO - Iter [30900/80000]	lr: 1.615e-02, eta: 1 day, 4:52:10, time: 2.553, data_time: 0.977, memory: 17331, decode.loss_ce: 0.1163, decode.acc_seg: 80.7155, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.5110, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 80.0942, loss: 0.2231
2021-12-07 13:46:52,152 - mmseg - INFO - Iter [30950/80000]	lr: 1.613e-02, eta: 1 day, 4:49:41, time: 1.574, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1079, decode.acc_seg: 80.7446, aux_0.loss_ce: 0.0476, aux_0.acc_seg: 80.5321, aux_1.loss_ce: 0.0520, aux_1.acc_seg: 80.1351, loss: 0.2075
2021-12-07 13:49:00,338 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 13:49:00,339 - mmseg - INFO - Iter [31000/80000]	lr: 1.612e-02, eta: 1 day, 4:48:31, time: 2.564, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1092, decode.acc_seg: 80.2385, aux_0.loss_ce: 0.0483, aux_0.acc_seg: 80.0307, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 79.6183, loss: 0.2105
2021-12-07 13:50:18,903 - mmseg - INFO - Iter [31050/80000]	lr: 1.610e-02, eta: 1 day, 4:46:02, time: 1.571, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1047, decode.acc_seg: 80.7530, aux_0.loss_ce: 0.0466, aux_0.acc_seg: 80.5233, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.0986, loss: 0.2025
2021-12-07 13:52:27,750 - mmseg - INFO - Iter [31100/80000]	lr: 1.609e-02, eta: 1 day, 4:44:52, time: 2.577, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1077, decode.acc_seg: 81.1804, aux_0.loss_ce: 0.0479, aux_0.acc_seg: 80.9690, aux_1.loss_ce: 0.0520, aux_1.acc_seg: 80.5814, loss: 0.2077
2021-12-07 13:53:46,227 - mmseg - INFO - Iter [31150/80000]	lr: 1.607e-02, eta: 1 day, 4:42:24, time: 1.570, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1057, decode.acc_seg: 80.6352, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 80.4156, aux_1.loss_ce: 0.0515, aux_1.acc_seg: 80.0047, loss: 0.2040
2021-12-07 13:55:55,243 - mmseg - INFO - Iter [31200/80000]	lr: 1.606e-02, eta: 1 day, 4:41:14, time: 2.580, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1081, decode.acc_seg: 80.7615, aux_0.loss_ce: 0.0476, aux_0.acc_seg: 80.5578, aux_1.loss_ce: 0.0523, aux_1.acc_seg: 80.1476, loss: 0.2080
2021-12-07 13:58:03,955 - mmseg - INFO - Iter [31250/80000]	lr: 1.604e-02, eta: 1 day, 4:40:04, time: 2.574, data_time: 0.991, memory: 17331, decode.loss_ce: 0.1071, decode.acc_seg: 80.6341, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.3872, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 79.9669, loss: 0.2072
2021-12-07 13:59:23,003 - mmseg - INFO - Iter [31300/80000]	lr: 1.603e-02, eta: 1 day, 4:37:37, time: 1.581, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1035, decode.acc_seg: 81.2423, aux_0.loss_ce: 0.0460, aux_0.acc_seg: 81.0111, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 80.5960, loss: 0.2002
2021-12-07 14:01:31,834 - mmseg - INFO - Iter [31350/80000]	lr: 1.601e-02, eta: 1 day, 4:36:27, time: 2.577, data_time: 1.008, memory: 17331, decode.loss_ce: 0.1024, decode.acc_seg: 81.2078, aux_0.loss_ce: 0.0459, aux_0.acc_seg: 80.9952, aux_1.loss_ce: 0.0504, aux_1.acc_seg: 80.5539, loss: 0.1988
2021-12-07 14:02:50,461 - mmseg - INFO - Iter [31400/80000]	lr: 1.600e-02, eta: 1 day, 4:33:59, time: 1.573, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1135, decode.acc_seg: 80.9777, aux_0.loss_ce: 0.0503, aux_0.acc_seg: 80.7471, aux_1.loss_ce: 0.0549, aux_1.acc_seg: 80.3391, loss: 0.2187
2021-12-07 14:04:59,384 - mmseg - INFO - Iter [31450/80000]	lr: 1.599e-02, eta: 1 day, 4:32:48, time: 2.578, data_time: 0.965, memory: 17331, decode.loss_ce: 0.1133, decode.acc_seg: 80.7767, aux_0.loss_ce: 0.0496, aux_0.acc_seg: 80.5860, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 80.1597, loss: 0.2176
2021-12-07 14:06:17,806 - mmseg - INFO - Iter [31500/80000]	lr: 1.597e-02, eta: 1 day, 4:30:20, time: 1.568, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1153, decode.acc_seg: 80.2347, aux_0.loss_ce: 0.0510, aux_0.acc_seg: 80.0222, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 79.6114, loss: 0.2218
2021-12-07 14:08:25,877 - mmseg - INFO - Iter [31550/80000]	lr: 1.596e-02, eta: 1 day, 4:29:09, time: 2.561, data_time: 0.996, memory: 17331, decode.loss_ce: 0.1052, decode.acc_seg: 80.8832, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 80.6442, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.2449, loss: 0.2033
2021-12-07 14:09:44,392 - mmseg - INFO - Iter [31600/80000]	lr: 1.594e-02, eta: 1 day, 4:26:41, time: 1.570, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1014, decode.acc_seg: 81.1638, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 80.9226, aux_1.loss_ce: 0.0501, aux_1.acc_seg: 80.4888, loss: 0.1967
2021-12-07 14:11:52,286 - mmseg - INFO - Iter [31650/80000]	lr: 1.593e-02, eta: 1 day, 4:25:29, time: 2.558, data_time: 0.953, memory: 17331, decode.loss_ce: 0.0986, decode.acc_seg: 80.6909, aux_0.loss_ce: 0.0437, aux_0.acc_seg: 80.4837, aux_1.loss_ce: 0.0483, aux_1.acc_seg: 80.0686, loss: 0.1906
2021-12-07 14:13:11,144 - mmseg - INFO - Iter [31700/80000]	lr: 1.591e-02, eta: 1 day, 4:23:02, time: 1.577, data_time: 0.050, memory: 17331, decode.loss_ce: 0.1035, decode.acc_seg: 81.0600, aux_0.loss_ce: 0.0463, aux_0.acc_seg: 80.8229, aux_1.loss_ce: 0.0506, aux_1.acc_seg: 80.4224, loss: 0.2004
2021-12-07 14:15:19,045 - mmseg - INFO - Iter [31750/80000]	lr: 1.590e-02, eta: 1 day, 4:21:50, time: 2.558, data_time: 0.995, memory: 17331, decode.loss_ce: 0.0997, decode.acc_seg: 80.9385, aux_0.loss_ce: 0.0443, aux_0.acc_seg: 80.7214, aux_1.loss_ce: 0.0489, aux_1.acc_seg: 80.2987, loss: 0.1929
2021-12-07 14:16:37,062 - mmseg - INFO - Iter [31800/80000]	lr: 1.588e-02, eta: 1 day, 4:19:22, time: 1.560, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1026, decode.acc_seg: 81.0605, aux_0.loss_ce: 0.0459, aux_0.acc_seg: 80.8311, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 80.3896, loss: 0.1992
2021-12-07 14:18:46,158 - mmseg - INFO - Iter [31850/80000]	lr: 1.587e-02, eta: 1 day, 4:18:12, time: 2.582, data_time: 0.926, memory: 17331, decode.loss_ce: 0.1007, decode.acc_seg: 81.3863, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 81.1526, aux_1.loss_ce: 0.0497, aux_1.acc_seg: 80.7260, loss: 0.1956
2021-12-07 14:20:53,488 - mmseg - INFO - Iter [31900/80000]	lr: 1.585e-02, eta: 1 day, 4:16:58, time: 2.546, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0993, decode.acc_seg: 80.9308, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 80.7133, aux_1.loss_ce: 0.0489, aux_1.acc_seg: 80.2912, loss: 0.1923
2021-12-07 14:22:13,247 - mmseg - INFO - Iter [31950/80000]	lr: 1.584e-02, eta: 1 day, 4:14:33, time: 1.595, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1092, decode.acc_seg: 81.2740, aux_0.loss_ce: 0.0480, aux_0.acc_seg: 81.0635, aux_1.loss_ce: 0.0527, aux_1.acc_seg: 80.6565, loss: 0.2100
2021-12-07 14:24:21,789 - mmseg - INFO - Saving checkpoint at 32000 iterations
2021-12-07 14:24:22,381 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 14:24:22,382 - mmseg - INFO - Iter [32000/80000]	lr: 1.582e-02, eta: 1 day, 4:13:22, time: 2.583, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1030, decode.acc_seg: 81.3802, aux_0.loss_ce: 0.0457, aux_0.acc_seg: 81.1664, aux_1.loss_ce: 0.0502, aux_1.acc_seg: 80.7627, loss: 0.1989
2021-12-07 14:26:25,539 - mmseg - INFO - per class results:
2021-12-07 14:26:25,541 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 97.51 | 98.48 |
|    sidewalk   | 80.71 |  90.5 |
|    building   | 90.62 | 96.75 |
|      wall     |  41.8 | 50.03 |
|     fence     | 49.81 | 54.27 |
|      pole     | 60.11 | 72.76 |
| traffic light | 64.29 | 75.11 |
|  traffic sign | 70.86 | 74.84 |
|   vegetation  | 91.16 | 96.17 |
|    terrain    |  56.4 | 62.04 |
|      sky      | 93.48 | 95.91 |
|     person    | 77.27 | 88.46 |
|     rider     | 55.43 | 63.11 |
|      car      | 92.94 | 97.34 |
|     truck     | 50.38 |  66.2 |
|      bus      | 55.69 | 57.54 |
|     train     | 65.58 | 69.29 |
|   motorcycle  | 50.76 | 57.96 |
|    bicycle    | 71.09 | 90.67 |
+---------------+-------+-------+
2021-12-07 14:26:25,541 - mmseg - INFO - Summary:
2021-12-07 14:26:25,541 - mmseg - INFO - 
+-------+-------+-------+
|  aAcc |  mIoU |  mAcc |
+-------+-------+-------+
| 94.92 | 69.26 | 76.71 |
+-------+-------+-------+
2021-12-07 14:26:25,544 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 14:26:25,545 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9492, mIoU: 0.6926, mAcc: 0.7671, IoU.road: 0.9751, IoU.sidewalk: 0.8071, IoU.building: 0.9062, IoU.wall: 0.4180, IoU.fence: 0.4981, IoU.pole: 0.6011, IoU.traffic light: 0.6429, IoU.traffic sign: 0.7086, IoU.vegetation: 0.9116, IoU.terrain: 0.5640, IoU.sky: 0.9348, IoU.person: 0.7727, IoU.rider: 0.5543, IoU.car: 0.9294, IoU.truck: 0.5038, IoU.bus: 0.5569, IoU.train: 0.6558, IoU.motorcycle: 0.5076, IoU.bicycle: 0.7109, Acc.road: 0.9848, Acc.sidewalk: 0.9050, Acc.building: 0.9675, Acc.wall: 0.5003, Acc.fence: 0.5427, Acc.pole: 0.7276, Acc.traffic light: 0.7511, Acc.traffic sign: 0.7484, Acc.vegetation: 0.9617, Acc.terrain: 0.6204, Acc.sky: 0.9591, Acc.person: 0.8846, Acc.rider: 0.6311, Acc.car: 0.9734, Acc.truck: 0.6620, Acc.bus: 0.5754, Acc.train: 0.6929, Acc.motorcycle: 0.5796, Acc.bicycle: 0.9067
2021-12-07 14:27:43,745 - mmseg - INFO - Iter [32050/80000]	lr: 1.581e-02, eta: 1 day, 4:13:59, time: 4.027, data_time: 2.509, memory: 17331, decode.loss_ce: 0.1069, decode.acc_seg: 80.8751, aux_0.loss_ce: 0.0472, aux_0.acc_seg: 80.6621, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.2494, loss: 0.2058
2021-12-07 14:29:51,565 - mmseg - INFO - Iter [32100/80000]	lr: 1.579e-02, eta: 1 day, 4:12:46, time: 2.556, data_time: 0.953, memory: 17331, decode.loss_ce: 0.1164, decode.acc_seg: 80.5777, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.3545, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 79.9445, loss: 0.2231
2021-12-07 14:31:10,039 - mmseg - INFO - Iter [32150/80000]	lr: 1.578e-02, eta: 1 day, 4:10:19, time: 1.570, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1210, decode.acc_seg: 80.6357, aux_0.loss_ce: 0.0530, aux_0.acc_seg: 80.4552, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 80.0010, loss: 0.2317
2021-12-07 14:33:19,218 - mmseg - INFO - Iter [32200/80000]	lr: 1.576e-02, eta: 1 day, 4:09:07, time: 2.583, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1114, decode.acc_seg: 80.2867, aux_0.loss_ce: 0.0492, aux_0.acc_seg: 80.0786, aux_1.loss_ce: 0.0540, aux_1.acc_seg: 79.6613, loss: 0.2145
2021-12-07 14:34:37,467 - mmseg - INFO - Iter [32250/80000]	lr: 1.575e-02, eta: 1 day, 4:06:40, time: 1.565, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1064, decode.acc_seg: 80.7819, aux_0.loss_ce: 0.0473, aux_0.acc_seg: 80.5567, aux_1.loss_ce: 0.0521, aux_1.acc_seg: 80.1287, loss: 0.2058
2021-12-07 14:36:45,095 - mmseg - INFO - Iter [32300/80000]	lr: 1.573e-02, eta: 1 day, 4:05:26, time: 2.553, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1203, decode.acc_seg: 80.3834, aux_0.loss_ce: 0.0527, aux_0.acc_seg: 80.1746, aux_1.loss_ce: 0.0576, aux_1.acc_seg: 79.7521, loss: 0.2306
2021-12-07 14:38:03,241 - mmseg - INFO - Iter [32350/80000]	lr: 1.572e-02, eta: 1 day, 4:02:59, time: 1.563, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1528, decode.acc_seg: 78.9495, aux_0.loss_ce: 0.0661, aux_0.acc_seg: 78.7281, aux_1.loss_ce: 0.0699, aux_1.acc_seg: 78.3727, loss: 0.2888
2021-12-07 14:40:11,627 - mmseg - INFO - Iter [32400/80000]	lr: 1.571e-02, eta: 1 day, 4:01:46, time: 2.568, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1630, decode.acc_seg: 79.1194, aux_0.loss_ce: 0.0701, aux_0.acc_seg: 78.8910, aux_1.loss_ce: 0.0740, aux_1.acc_seg: 78.5646, loss: 0.3072
2021-12-07 14:41:29,502 - mmseg - INFO - Iter [32450/80000]	lr: 1.569e-02, eta: 1 day, 3:59:19, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1276, decode.acc_seg: 80.0587, aux_0.loss_ce: 0.0560, aux_0.acc_seg: 79.8178, aux_1.loss_ce: 0.0602, aux_1.acc_seg: 79.4358, loss: 0.2438
2021-12-07 14:43:38,521 - mmseg - INFO - Iter [32500/80000]	lr: 1.568e-02, eta: 1 day, 3:58:07, time: 2.580, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1406, decode.acc_seg: 80.0195, aux_0.loss_ce: 0.0614, aux_0.acc_seg: 79.7885, aux_1.loss_ce: 0.0653, aux_1.acc_seg: 79.4509, loss: 0.2673
2021-12-07 14:44:56,044 - mmseg - INFO - Iter [32550/80000]	lr: 1.566e-02, eta: 1 day, 3:55:39, time: 1.550, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1211, decode.acc_seg: 80.3688, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.1355, aux_1.loss_ce: 0.0576, aux_1.acc_seg: 79.7230, loss: 0.2320
2021-12-07 14:47:04,461 - mmseg - INFO - Iter [32600/80000]	lr: 1.565e-02, eta: 1 day, 3:54:26, time: 2.568, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1117, decode.acc_seg: 80.5595, aux_0.loss_ce: 0.0495, aux_0.acc_seg: 80.3385, aux_1.loss_ce: 0.0537, aux_1.acc_seg: 79.9510, loss: 0.2149
2021-12-07 14:49:12,289 - mmseg - INFO - Iter [32650/80000]	lr: 1.563e-02, eta: 1 day, 3:53:12, time: 2.557, data_time: 0.945, memory: 17331, decode.loss_ce: 0.1176, decode.acc_seg: 80.4114, aux_0.loss_ce: 0.0514, aux_0.acc_seg: 80.2067, aux_1.loss_ce: 0.0562, aux_1.acc_seg: 79.7867, loss: 0.2251
2021-12-07 14:50:30,173 - mmseg - INFO - Iter [32700/80000]	lr: 1.562e-02, eta: 1 day, 3:50:45, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1134, decode.acc_seg: 80.4978, aux_0.loss_ce: 0.0499, aux_0.acc_seg: 80.2939, aux_1.loss_ce: 0.0545, aux_1.acc_seg: 79.8855, loss: 0.2178
2021-12-07 14:52:39,330 - mmseg - INFO - Iter [32750/80000]	lr: 1.560e-02, eta: 1 day, 3:49:33, time: 2.583, data_time: 0.996, memory: 17331, decode.loss_ce: 0.1581, decode.acc_seg: 79.2009, aux_0.loss_ce: 0.0671, aux_0.acc_seg: 79.0189, aux_1.loss_ce: 0.0719, aux_1.acc_seg: 78.5844, loss: 0.2971
2021-12-07 14:53:57,169 - mmseg - INFO - Iter [32800/80000]	lr: 1.559e-02, eta: 1 day, 3:47:06, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1296, decode.acc_seg: 80.0286, aux_0.loss_ce: 0.0567, aux_0.acc_seg: 79.8051, aux_1.loss_ce: 0.0607, aux_1.acc_seg: 79.4290, loss: 0.2470
2021-12-07 14:56:05,059 - mmseg - INFO - Iter [32850/80000]	lr: 1.557e-02, eta: 1 day, 3:45:52, time: 2.558, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1219, decode.acc_seg: 80.1272, aux_0.loss_ce: 0.0532, aux_0.acc_seg: 79.9247, aux_1.loss_ce: 0.0583, aux_1.acc_seg: 79.4885, loss: 0.2335
2021-12-07 14:57:23,312 - mmseg - INFO - Iter [32900/80000]	lr: 1.556e-02, eta: 1 day, 3:43:26, time: 1.565, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1202, decode.acc_seg: 80.6237, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 80.3879, aux_1.loss_ce: 0.0578, aux_1.acc_seg: 79.9685, loss: 0.2311
2021-12-07 14:59:31,871 - mmseg - INFO - Iter [32950/80000]	lr: 1.554e-02, eta: 1 day, 3:42:12, time: 2.571, data_time: 1.005, memory: 17331, decode.loss_ce: 0.1121, decode.acc_seg: 80.7623, aux_0.loss_ce: 0.0497, aux_0.acc_seg: 80.5347, aux_1.loss_ce: 0.0542, aux_1.acc_seg: 80.1363, loss: 0.2160
2021-12-07 15:00:50,317 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 15:00:50,318 - mmseg - INFO - Iter [33000/80000]	lr: 1.553e-02, eta: 1 day, 3:39:47, time: 1.569, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1102, decode.acc_seg: 80.4751, aux_0.loss_ce: 0.0488, aux_0.acc_seg: 80.2464, aux_1.loss_ce: 0.0532, aux_1.acc_seg: 79.8396, loss: 0.2123
2021-12-07 15:02:58,678 - mmseg - INFO - Iter [33050/80000]	lr: 1.551e-02, eta: 1 day, 3:38:33, time: 2.567, data_time: 0.915, memory: 17331, decode.loss_ce: 0.1151, decode.acc_seg: 80.6882, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 80.4544, aux_1.loss_ce: 0.0554, aux_1.acc_seg: 80.0586, loss: 0.2217
2021-12-07 15:04:16,459 - mmseg - INFO - Iter [33100/80000]	lr: 1.550e-02, eta: 1 day, 3:36:07, time: 1.556, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1217, decode.acc_seg: 80.5057, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.2902, aux_1.loss_ce: 0.0582, aux_1.acc_seg: 79.8464, loss: 0.2331
2021-12-07 15:06:24,653 - mmseg - INFO - Iter [33150/80000]	lr: 1.548e-02, eta: 1 day, 3:34:53, time: 2.564, data_time: 1.007, memory: 17331, decode.loss_ce: 0.1126, decode.acc_seg: 80.4553, aux_0.loss_ce: 0.0498, aux_0.acc_seg: 80.2348, aux_1.loss_ce: 0.0542, aux_1.acc_seg: 79.8240, loss: 0.2166
2021-12-07 15:07:42,420 - mmseg - INFO - Iter [33200/80000]	lr: 1.547e-02, eta: 1 day, 3:32:27, time: 1.555, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1104, decode.acc_seg: 80.8201, aux_0.loss_ce: 0.0491, aux_0.acc_seg: 80.5755, aux_1.loss_ce: 0.0537, aux_1.acc_seg: 80.1454, loss: 0.2132
2021-12-07 15:09:51,506 - mmseg - INFO - Iter [33250/80000]	lr: 1.545e-02, eta: 1 day, 3:31:13, time: 2.582, data_time: 0.965, memory: 17331, decode.loss_ce: 0.1044, decode.acc_seg: 81.1342, aux_0.loss_ce: 0.0464, aux_0.acc_seg: 80.9214, aux_1.loss_ce: 0.0513, aux_1.acc_seg: 80.4870, loss: 0.2021
2021-12-07 15:11:59,860 - mmseg - INFO - Iter [33300/80000]	lr: 1.544e-02, eta: 1 day, 3:29:59, time: 2.567, data_time: 1.016, memory: 17331, decode.loss_ce: 0.1076, decode.acc_seg: 80.5807, aux_0.loss_ce: 0.0476, aux_0.acc_seg: 80.3611, aux_1.loss_ce: 0.0524, aux_1.acc_seg: 79.9415, loss: 0.2075
2021-12-07 15:13:17,877 - mmseg - INFO - Iter [33350/80000]	lr: 1.542e-02, eta: 1 day, 3:27:34, time: 1.560, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1167, decode.acc_seg: 80.0131, aux_0.loss_ce: 0.0512, aux_0.acc_seg: 79.7915, aux_1.loss_ce: 0.0562, aux_1.acc_seg: 79.3590, loss: 0.2241
2021-12-07 15:15:26,362 - mmseg - INFO - Iter [33400/80000]	lr: 1.541e-02, eta: 1 day, 3:26:19, time: 2.570, data_time: 0.944, memory: 17331, decode.loss_ce: 0.1100, decode.acc_seg: 80.4633, aux_0.loss_ce: 0.0482, aux_0.acc_seg: 80.2613, aux_1.loss_ce: 0.0533, aux_1.acc_seg: 79.8191, loss: 0.2115
2021-12-07 15:16:45,011 - mmseg - INFO - Iter [33450/80000]	lr: 1.540e-02, eta: 1 day, 3:23:55, time: 1.573, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1188, decode.acc_seg: 80.2746, aux_0.loss_ce: 0.0522, aux_0.acc_seg: 80.0757, aux_1.loss_ce: 0.0569, aux_1.acc_seg: 79.6746, loss: 0.2279
2021-12-07 15:18:53,648 - mmseg - INFO - Iter [33500/80000]	lr: 1.538e-02, eta: 1 day, 3:22:41, time: 2.573, data_time: 1.018, memory: 17331, decode.loss_ce: 0.1120, decode.acc_seg: 80.8794, aux_0.loss_ce: 0.0495, aux_0.acc_seg: 80.6680, aux_1.loss_ce: 0.0539, aux_1.acc_seg: 80.2716, loss: 0.2154
2021-12-07 15:20:11,820 - mmseg - INFO - Iter [33550/80000]	lr: 1.537e-02, eta: 1 day, 3:20:16, time: 1.563, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1093, decode.acc_seg: 80.5779, aux_0.loss_ce: 0.0485, aux_0.acc_seg: 80.3475, aux_1.loss_ce: 0.0526, aux_1.acc_seg: 79.9402, loss: 0.2103
2021-12-07 15:22:19,960 - mmseg - INFO - Iter [33600/80000]	lr: 1.535e-02, eta: 1 day, 3:19:01, time: 2.563, data_time: 0.944, memory: 17331, decode.loss_ce: 0.1136, decode.acc_seg: 80.3487, aux_0.loss_ce: 0.0504, aux_0.acc_seg: 80.1094, aux_1.loss_ce: 0.0549, aux_1.acc_seg: 79.7313, loss: 0.2189
2021-12-07 15:23:38,391 - mmseg - INFO - Iter [33650/80000]	lr: 1.534e-02, eta: 1 day, 3:16:37, time: 1.569, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1124, decode.acc_seg: 80.6310, aux_0.loss_ce: 0.0498, aux_0.acc_seg: 80.4104, aux_1.loss_ce: 0.0541, aux_1.acc_seg: 79.9789, loss: 0.2163
2021-12-07 15:25:46,523 - mmseg - INFO - Iter [33700/80000]	lr: 1.532e-02, eta: 1 day, 3:15:22, time: 2.563, data_time: 0.969, memory: 17331, decode.loss_ce: 0.1085, decode.acc_seg: 80.6645, aux_0.loss_ce: 0.0481, aux_0.acc_seg: 80.4331, aux_1.loss_ce: 0.0527, aux_1.acc_seg: 80.0194, loss: 0.2093
2021-12-07 15:27:04,755 - mmseg - INFO - Iter [33750/80000]	lr: 1.531e-02, eta: 1 day, 3:12:58, time: 1.565, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1001, decode.acc_seg: 80.8840, aux_0.loss_ce: 0.0444, aux_0.acc_seg: 80.6754, aux_1.loss_ce: 0.0492, aux_1.acc_seg: 80.2292, loss: 0.1937
2021-12-07 15:29:13,076 - mmseg - INFO - Iter [33800/80000]	lr: 1.529e-02, eta: 1 day, 3:11:42, time: 2.566, data_time: 0.993, memory: 17331, decode.loss_ce: 0.1066, decode.acc_seg: 81.3302, aux_0.loss_ce: 0.0472, aux_0.acc_seg: 81.1218, aux_1.loss_ce: 0.0515, aux_1.acc_seg: 80.7173, loss: 0.2052
2021-12-07 15:30:30,380 - mmseg - INFO - Iter [33850/80000]	lr: 1.528e-02, eta: 1 day, 3:09:17, time: 1.546, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0980, decode.acc_seg: 81.0005, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 80.7583, aux_1.loss_ce: 0.0483, aux_1.acc_seg: 80.3603, loss: 0.1904
2021-12-07 15:32:39,401 - mmseg - INFO - Iter [33900/80000]	lr: 1.526e-02, eta: 1 day, 3:08:03, time: 2.580, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1071, decode.acc_seg: 80.6612, aux_0.loss_ce: 0.0473, aux_0.acc_seg: 80.4421, aux_1.loss_ce: 0.0520, aux_1.acc_seg: 80.0111, loss: 0.2064
2021-12-07 15:34:47,876 - mmseg - INFO - Iter [33950/80000]	lr: 1.525e-02, eta: 1 day, 3:06:47, time: 2.569, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0984, decode.acc_seg: 81.4127, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 81.1781, aux_1.loss_ce: 0.0482, aux_1.acc_seg: 80.7738, loss: 0.1907
2021-12-07 15:36:06,268 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 15:36:06,269 - mmseg - INFO - Iter [34000/80000]	lr: 1.523e-02, eta: 1 day, 3:04:24, time: 1.568, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1074, decode.acc_seg: 80.6323, aux_0.loss_ce: 0.0474, aux_0.acc_seg: 80.4279, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.0196, loss: 0.2065
2021-12-07 15:38:14,132 - mmseg - INFO - Iter [34050/80000]	lr: 1.522e-02, eta: 1 day, 3:03:08, time: 2.557, data_time: 0.974, memory: 17331, decode.loss_ce: 0.1123, decode.acc_seg: 80.7773, aux_0.loss_ce: 0.0494, aux_0.acc_seg: 80.5698, aux_1.loss_ce: 0.0536, aux_1.acc_seg: 80.1748, loss: 0.2154
2021-12-07 15:39:31,948 - mmseg - INFO - Iter [34100/80000]	lr: 1.520e-02, eta: 1 day, 3:00:44, time: 1.556, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1171, decode.acc_seg: 80.2334, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 79.9980, aux_1.loss_ce: 0.0559, aux_1.acc_seg: 79.5984, loss: 0.2246
2021-12-07 15:41:40,791 - mmseg - INFO - Iter [34150/80000]	lr: 1.519e-02, eta: 1 day, 2:59:29, time: 2.577, data_time: 0.971, memory: 17331, decode.loss_ce: 0.1332, decode.acc_seg: 80.0287, aux_0.loss_ce: 0.0579, aux_0.acc_seg: 79.8198, aux_1.loss_ce: 0.0628, aux_1.acc_seg: 79.3999, loss: 0.2539
2021-12-07 15:42:58,870 - mmseg - INFO - Iter [34200/80000]	lr: 1.517e-02, eta: 1 day, 2:57:05, time: 1.562, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 80.9679, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.7317, aux_1.loss_ce: 0.0561, aux_1.acc_seg: 80.3214, loss: 0.2249
2021-12-07 15:45:07,834 - mmseg - INFO - Iter [34250/80000]	lr: 1.516e-02, eta: 1 day, 2:55:50, time: 2.579, data_time: 0.932, memory: 17331, decode.loss_ce: 0.1074, decode.acc_seg: 80.7781, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.5462, aux_1.loss_ce: 0.0523, aux_1.acc_seg: 80.1255, loss: 0.2075
2021-12-07 15:46:26,356 - mmseg - INFO - Iter [34300/80000]	lr: 1.514e-02, eta: 1 day, 2:53:28, time: 1.570, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1164, decode.acc_seg: 80.5770, aux_0.loss_ce: 0.0518, aux_0.acc_seg: 80.3449, aux_1.loss_ce: 0.0557, aux_1.acc_seg: 79.9484, loss: 0.2239
2021-12-07 15:48:34,474 - mmseg - INFO - Iter [34350/80000]	lr: 1.513e-02, eta: 1 day, 2:52:11, time: 2.562, data_time: 0.968, memory: 17331, decode.loss_ce: 0.1067, decode.acc_seg: 80.2985, aux_0.loss_ce: 0.0473, aux_0.acc_seg: 80.0882, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 79.6669, loss: 0.2056
2021-12-07 15:49:52,257 - mmseg - INFO - Iter [34400/80000]	lr: 1.511e-02, eta: 1 day, 2:49:48, time: 1.556, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1000, decode.acc_seg: 80.9617, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 80.7349, aux_1.loss_ce: 0.0494, aux_1.acc_seg: 80.3049, loss: 0.1939
2021-12-07 15:51:59,946 - mmseg - INFO - Iter [34450/80000]	lr: 1.510e-02, eta: 1 day, 2:48:31, time: 2.554, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1005, decode.acc_seg: 81.9011, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 81.6891, aux_1.loss_ce: 0.0495, aux_1.acc_seg: 81.2638, loss: 0.1947
2021-12-07 15:53:18,077 - mmseg - INFO - Iter [34500/80000]	lr: 1.508e-02, eta: 1 day, 2:46:08, time: 1.563, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1036, decode.acc_seg: 81.0426, aux_0.loss_ce: 0.0458, aux_0.acc_seg: 80.8219, aux_1.loss_ce: 0.0506, aux_1.acc_seg: 80.4115, loss: 0.1999
2021-12-07 15:55:25,989 - mmseg - INFO - Iter [34550/80000]	lr: 1.507e-02, eta: 1 day, 2:44:51, time: 2.558, data_time: 0.937, memory: 17331, decode.loss_ce: 0.1086, decode.acc_seg: 80.9132, aux_0.loss_ce: 0.0480, aux_0.acc_seg: 80.7025, aux_1.loss_ce: 0.0527, aux_1.acc_seg: 80.2814, loss: 0.2092
2021-12-07 15:57:33,880 - mmseg - INFO - Iter [34600/80000]	lr: 1.505e-02, eta: 1 day, 2:43:34, time: 2.558, data_time: 0.956, memory: 17331, decode.loss_ce: 0.1183, decode.acc_seg: 80.1728, aux_0.loss_ce: 0.0522, aux_0.acc_seg: 79.9685, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 79.5489, loss: 0.2271
2021-12-07 15:58:51,842 - mmseg - INFO - Iter [34650/80000]	lr: 1.504e-02, eta: 1 day, 2:41:12, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1100, decode.acc_seg: 80.9138, aux_0.loss_ce: 0.0486, aux_0.acc_seg: 80.6982, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 80.2904, loss: 0.2117
2021-12-07 16:01:00,466 - mmseg - INFO - Iter [34700/80000]	lr: 1.503e-02, eta: 1 day, 2:39:55, time: 2.572, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1056, decode.acc_seg: 80.9545, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 80.7361, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.3399, loss: 0.2037
2021-12-07 16:02:18,774 - mmseg - INFO - Iter [34750/80000]	lr: 1.501e-02, eta: 1 day, 2:37:33, time: 1.566, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0998, decode.acc_seg: 80.8006, aux_0.loss_ce: 0.0445, aux_0.acc_seg: 80.5811, aux_1.loss_ce: 0.0491, aux_1.acc_seg: 80.1480, loss: 0.1935
2021-12-07 16:04:27,393 - mmseg - INFO - Iter [34800/80000]	lr: 1.500e-02, eta: 1 day, 2:36:17, time: 2.572, data_time: 0.962, memory: 17331, decode.loss_ce: 0.1030, decode.acc_seg: 81.2393, aux_0.loss_ce: 0.0458, aux_0.acc_seg: 81.0265, aux_1.loss_ce: 0.0505, aux_1.acc_seg: 80.5922, loss: 0.1993
2021-12-07 16:05:45,681 - mmseg - INFO - Iter [34850/80000]	lr: 1.498e-02, eta: 1 day, 2:33:55, time: 1.566, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1010, decode.acc_seg: 80.6347, aux_0.loss_ce: 0.0449, aux_0.acc_seg: 80.4124, aux_1.loss_ce: 0.0494, aux_1.acc_seg: 79.9935, loss: 0.1953
2021-12-07 16:07:53,811 - mmseg - INFO - Iter [34900/80000]	lr: 1.497e-02, eta: 1 day, 2:32:38, time: 2.563, data_time: 0.998, memory: 17331, decode.loss_ce: 0.1026, decode.acc_seg: 81.1470, aux_0.loss_ce: 0.0458, aux_0.acc_seg: 80.9177, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 80.4684, loss: 0.1992
2021-12-07 16:09:12,606 - mmseg - INFO - Iter [34950/80000]	lr: 1.495e-02, eta: 1 day, 2:30:17, time: 1.576, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1038, decode.acc_seg: 80.4567, aux_0.loss_ce: 0.0460, aux_0.acc_seg: 80.2432, aux_1.loss_ce: 0.0506, aux_1.acc_seg: 79.8254, loss: 0.2005
2021-12-07 16:11:20,862 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 16:11:20,862 - mmseg - INFO - Iter [35000/80000]	lr: 1.494e-02, eta: 1 day, 2:29:00, time: 2.565, data_time: 1.016, memory: 17331, decode.loss_ce: 0.1048, decode.acc_seg: 80.9212, aux_0.loss_ce: 0.0465, aux_0.acc_seg: 80.6992, aux_1.loss_ce: 0.0509, aux_1.acc_seg: 80.2971, loss: 0.2022
2021-12-07 16:12:39,358 - mmseg - INFO - Iter [35050/80000]	lr: 1.492e-02, eta: 1 day, 2:26:39, time: 1.570, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1129, decode.acc_seg: 80.5481, aux_0.loss_ce: 0.0499, aux_0.acc_seg: 80.3412, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 79.9340, loss: 0.2171
2021-12-07 16:14:47,690 - mmseg - INFO - Iter [35100/80000]	lr: 1.491e-02, eta: 1 day, 2:25:22, time: 2.567, data_time: 1.016, memory: 17331, decode.loss_ce: 0.1232, decode.acc_seg: 80.4638, aux_0.loss_ce: 0.0536, aux_0.acc_seg: 80.2856, aux_1.loss_ce: 0.0585, aux_1.acc_seg: 79.8573, loss: 0.2353
2021-12-07 16:16:05,348 - mmseg - INFO - Iter [35150/80000]	lr: 1.489e-02, eta: 1 day, 2:23:00, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1149, decode.acc_seg: 80.5215, aux_0.loss_ce: 0.0505, aux_0.acc_seg: 80.3148, aux_1.loss_ce: 0.0551, aux_1.acc_seg: 79.8941, loss: 0.2205
2021-12-07 16:18:13,432 - mmseg - INFO - Iter [35200/80000]	lr: 1.488e-02, eta: 1 day, 2:21:42, time: 2.562, data_time: 0.967, memory: 17331, decode.loss_ce: 0.1029, decode.acc_seg: 81.0413, aux_0.loss_ce: 0.0461, aux_0.acc_seg: 80.8107, aux_1.loss_ce: 0.0509, aux_1.acc_seg: 80.3686, loss: 0.2000
2021-12-07 16:20:21,356 - mmseg - INFO - Iter [35250/80000]	lr: 1.486e-02, eta: 1 day, 2:20:24, time: 2.559, data_time: 0.978, memory: 17331, decode.loss_ce: 0.0959, decode.acc_seg: 81.1951, aux_0.loss_ce: 0.0428, aux_0.acc_seg: 80.9728, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.5329, loss: 0.1862
2021-12-07 16:21:39,788 - mmseg - INFO - Iter [35300/80000]	lr: 1.485e-02, eta: 1 day, 2:18:03, time: 1.569, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1109, decode.acc_seg: 80.6884, aux_0.loss_ce: 0.0492, aux_0.acc_seg: 80.4706, aux_1.loss_ce: 0.0536, aux_1.acc_seg: 80.0589, loss: 0.2137
2021-12-07 16:23:47,904 - mmseg - INFO - Iter [35350/80000]	lr: 1.483e-02, eta: 1 day, 2:16:45, time: 2.562, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1055, decode.acc_seg: 80.9953, aux_0.loss_ce: 0.0465, aux_0.acc_seg: 80.7920, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 80.3433, loss: 0.2037
2021-12-07 16:25:05,999 - mmseg - INFO - Iter [35400/80000]	lr: 1.482e-02, eta: 1 day, 2:14:24, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1046, decode.acc_seg: 80.5777, aux_0.loss_ce: 0.0466, aux_0.acc_seg: 80.3600, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 79.9351, loss: 0.2023
2021-12-07 16:27:14,388 - mmseg - INFO - Iter [35450/80000]	lr: 1.480e-02, eta: 1 day, 2:13:07, time: 2.568, data_time: 0.997, memory: 17331, decode.loss_ce: 0.1089, decode.acc_seg: 80.5704, aux_0.loss_ce: 0.0479, aux_0.acc_seg: 80.3834, aux_1.loss_ce: 0.0525, aux_1.acc_seg: 79.9799, loss: 0.2093
2021-12-07 16:28:33,158 - mmseg - INFO - Iter [35500/80000]	lr: 1.479e-02, eta: 1 day, 2:10:47, time: 1.575, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1173, decode.acc_seg: 80.3840, aux_0.loss_ce: 0.0517, aux_0.acc_seg: 80.1576, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 79.7630, loss: 0.2250
2021-12-07 16:30:41,059 - mmseg - INFO - Iter [35550/80000]	lr: 1.477e-02, eta: 1 day, 2:09:28, time: 2.558, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1234, decode.acc_seg: 79.9234, aux_0.loss_ce: 0.0544, aux_0.acc_seg: 79.6801, aux_1.loss_ce: 0.0587, aux_1.acc_seg: 79.2750, loss: 0.2365
2021-12-07 16:31:59,899 - mmseg - INFO - Iter [35600/80000]	lr: 1.476e-02, eta: 1 day, 2:07:09, time: 1.577, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1063, decode.acc_seg: 81.0670, aux_0.loss_ce: 0.0470, aux_0.acc_seg: 80.8545, aux_1.loss_ce: 0.0518, aux_1.acc_seg: 80.3985, loss: 0.2051
2021-12-07 16:34:07,667 - mmseg - INFO - Iter [35650/80000]	lr: 1.474e-02, eta: 1 day, 2:05:50, time: 2.555, data_time: 0.987, memory: 17331, decode.loss_ce: 0.1159, decode.acc_seg: 80.5342, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 80.3434, aux_1.loss_ce: 0.0556, aux_1.acc_seg: 79.9110, loss: 0.2224
2021-12-07 16:35:25,560 - mmseg - INFO - Iter [35700/80000]	lr: 1.473e-02, eta: 1 day, 2:03:29, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1101, decode.acc_seg: 80.3241, aux_0.loss_ce: 0.0487, aux_0.acc_seg: 80.1000, aux_1.loss_ce: 0.0534, aux_1.acc_seg: 79.6607, loss: 0.2123
2021-12-07 16:37:33,247 - mmseg - INFO - Iter [35750/80000]	lr: 1.471e-02, eta: 1 day, 2:02:10, time: 2.554, data_time: 0.932, memory: 17331, decode.loss_ce: 0.1104, decode.acc_seg: 81.1179, aux_0.loss_ce: 0.0491, aux_0.acc_seg: 80.8559, aux_1.loss_ce: 0.0537, aux_1.acc_seg: 80.4384, loss: 0.2131
2021-12-07 16:38:51,068 - mmseg - INFO - Iter [35800/80000]	lr: 1.470e-02, eta: 1 day, 1:59:50, time: 1.556, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1083, decode.acc_seg: 79.9341, aux_0.loss_ce: 0.0475, aux_0.acc_seg: 79.7426, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 79.3052, loss: 0.2080
2021-12-07 16:41:00,526 - mmseg - INFO - Iter [35850/80000]	lr: 1.468e-02, eta: 1 day, 1:58:33, time: 2.589, data_time: 1.021, memory: 17331, decode.loss_ce: 0.1222, decode.acc_seg: 80.5534, aux_0.loss_ce: 0.0536, aux_0.acc_seg: 80.3673, aux_1.loss_ce: 0.0582, aux_1.acc_seg: 79.9582, loss: 0.2339
2021-12-07 16:43:08,912 - mmseg - INFO - Iter [35900/80000]	lr: 1.467e-02, eta: 1 day, 1:57:15, time: 2.568, data_time: 0.935, memory: 17331, decode.loss_ce: 0.1216, decode.acc_seg: 80.7109, aux_0.loss_ce: 0.0537, aux_0.acc_seg: 80.4680, aux_1.loss_ce: 0.0577, aux_1.acc_seg: 80.1046, loss: 0.2330
2021-12-07 16:44:27,359 - mmseg - INFO - Iter [35950/80000]	lr: 1.465e-02, eta: 1 day, 1:54:55, time: 1.569, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1260, decode.acc_seg: 80.2307, aux_0.loss_ce: 0.0550, aux_0.acc_seg: 80.0401, aux_1.loss_ce: 0.0592, aux_1.acc_seg: 79.6551, loss: 0.2402
2021-12-07 16:46:36,499 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 16:46:36,499 - mmseg - INFO - Iter [36000/80000]	lr: 1.464e-02, eta: 1 day, 1:53:38, time: 2.583, data_time: 0.980, memory: 17331, decode.loss_ce: 0.1147, decode.acc_seg: 80.4945, aux_0.loss_ce: 0.0509, aux_0.acc_seg: 80.2630, aux_1.loss_ce: 0.0550, aux_1.acc_seg: 79.8503, loss: 0.2206
2021-12-07 16:47:54,192 - mmseg - INFO - Iter [36050/80000]	lr: 1.462e-02, eta: 1 day, 1:51:17, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1049, decode.acc_seg: 80.4957, aux_0.loss_ce: 0.0467, aux_0.acc_seg: 80.2824, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 79.8403, loss: 0.2028
2021-12-07 16:50:01,326 - mmseg - INFO - Iter [36100/80000]	lr: 1.461e-02, eta: 1 day, 1:49:57, time: 2.543, data_time: 0.952, memory: 17331, decode.loss_ce: 0.1037, decode.acc_seg: 81.4854, aux_0.loss_ce: 0.0462, aux_0.acc_seg: 81.2519, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 80.8512, loss: 0.2005
2021-12-07 16:51:19,691 - mmseg - INFO - Iter [36150/80000]	lr: 1.459e-02, eta: 1 day, 1:47:38, time: 1.567, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1135, decode.acc_seg: 80.5151, aux_0.loss_ce: 0.0500, aux_0.acc_seg: 80.2959, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 79.8545, loss: 0.2180
2021-12-07 16:53:28,227 - mmseg - INFO - Iter [36200/80000]	lr: 1.458e-02, eta: 1 day, 1:46:19, time: 2.571, data_time: 0.925, memory: 17331, decode.loss_ce: 0.1103, decode.acc_seg: 80.8457, aux_0.loss_ce: 0.0483, aux_0.acc_seg: 80.6407, aux_1.loss_ce: 0.0531, aux_1.acc_seg: 80.2207, loss: 0.2117
2021-12-07 16:54:46,377 - mmseg - INFO - Iter [36250/80000]	lr: 1.456e-02, eta: 1 day, 1:44:00, time: 1.563, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1132, decode.acc_seg: 80.7168, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.4906, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 80.0831, loss: 0.2177
2021-12-07 16:56:55,194 - mmseg - INFO - Iter [36300/80000]	lr: 1.455e-02, eta: 1 day, 1:42:42, time: 2.576, data_time: 0.951, memory: 17331, decode.loss_ce: 0.1070, decode.acc_seg: 80.3760, aux_0.loss_ce: 0.0475, aux_0.acc_seg: 80.1549, aux_1.loss_ce: 0.0521, aux_1.acc_seg: 79.7235, loss: 0.2066
2021-12-07 16:58:14,150 - mmseg - INFO - Iter [36350/80000]	lr: 1.453e-02, eta: 1 day, 1:40:23, time: 1.579, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1066, decode.acc_seg: 80.8591, aux_0.loss_ce: 0.0477, aux_0.acc_seg: 80.6283, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 80.2094, loss: 0.2059
2021-12-07 17:00:22,495 - mmseg - INFO - Iter [36400/80000]	lr: 1.452e-02, eta: 1 day, 1:39:04, time: 2.567, data_time: 0.980, memory: 17331, decode.loss_ce: 0.1142, decode.acc_seg: 80.8193, aux_0.loss_ce: 0.0506, aux_0.acc_seg: 80.6079, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 80.2325, loss: 0.2192
2021-12-07 17:01:40,965 - mmseg - INFO - Iter [36450/80000]	lr: 1.451e-02, eta: 1 day, 1:36:46, time: 1.569, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1136, decode.acc_seg: 80.5575, aux_0.loss_ce: 0.0500, aux_0.acc_seg: 80.3478, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 79.9340, loss: 0.2179
2021-12-07 17:03:49,228 - mmseg - INFO - Iter [36500/80000]	lr: 1.449e-02, eta: 1 day, 1:35:27, time: 2.565, data_time: 0.984, memory: 17331, decode.loss_ce: 0.1103, decode.acc_seg: 81.3955, aux_0.loss_ce: 0.0485, aux_0.acc_seg: 81.1897, aux_1.loss_ce: 0.0533, aux_1.acc_seg: 80.7513, loss: 0.2121
2021-12-07 17:05:57,711 - mmseg - INFO - Iter [36550/80000]	lr: 1.448e-02, eta: 1 day, 1:34:07, time: 2.569, data_time: 1.050, memory: 17331, decode.loss_ce: 0.1185, decode.acc_seg: 79.8200, aux_0.loss_ce: 0.0520, aux_0.acc_seg: 79.6198, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 79.2239, loss: 0.2269
2021-12-07 17:07:16,719 - mmseg - INFO - Iter [36600/80000]	lr: 1.446e-02, eta: 1 day, 1:31:50, time: 1.580, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1085, decode.acc_seg: 81.2596, aux_0.loss_ce: 0.0481, aux_0.acc_seg: 81.0325, aux_1.loss_ce: 0.0525, aux_1.acc_seg: 80.6071, loss: 0.2091
2021-12-07 17:09:25,531 - mmseg - INFO - Iter [36650/80000]	lr: 1.445e-02, eta: 1 day, 1:30:31, time: 2.576, data_time: 1.001, memory: 17331, decode.loss_ce: 0.1088, decode.acc_seg: 80.9409, aux_0.loss_ce: 0.0479, aux_0.acc_seg: 80.7486, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 80.3438, loss: 0.2089
2021-12-07 17:10:44,532 - mmseg - INFO - Iter [36700/80000]	lr: 1.443e-02, eta: 1 day, 1:28:13, time: 1.580, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1109, decode.acc_seg: 80.6872, aux_0.loss_ce: 0.0489, aux_0.acc_seg: 80.4776, aux_1.loss_ce: 0.0532, aux_1.acc_seg: 80.0621, loss: 0.2129
2021-12-07 17:12:52,567 - mmseg - INFO - Iter [36750/80000]	lr: 1.442e-02, eta: 1 day, 1:26:53, time: 2.561, data_time: 0.964, memory: 17331, decode.loss_ce: 0.0988, decode.acc_seg: 80.7873, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 80.5603, aux_1.loss_ce: 0.0486, aux_1.acc_seg: 80.1403, loss: 0.1915
2021-12-07 17:14:10,643 - mmseg - INFO - Iter [36800/80000]	lr: 1.440e-02, eta: 1 day, 1:24:35, time: 1.561, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1389, decode.acc_seg: 79.7433, aux_0.loss_ce: 0.0603, aux_0.acc_seg: 79.5820, aux_1.loss_ce: 0.0643, aux_1.acc_seg: 79.2092, loss: 0.2635
2021-12-07 17:16:19,368 - mmseg - INFO - Iter [36850/80000]	lr: 1.439e-02, eta: 1 day, 1:23:16, time: 2.575, data_time: 1.061, memory: 17331, decode.loss_ce: 0.1183, decode.acc_seg: 80.3718, aux_0.loss_ce: 0.0523, aux_0.acc_seg: 80.1464, aux_1.loss_ce: 0.0566, aux_1.acc_seg: 79.7472, loss: 0.2272
2021-12-07 17:17:37,528 - mmseg - INFO - Iter [36900/80000]	lr: 1.437e-02, eta: 1 day, 1:20:57, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1165, decode.acc_seg: 80.6515, aux_0.loss_ce: 0.0516, aux_0.acc_seg: 80.4249, aux_1.loss_ce: 0.0562, aux_1.acc_seg: 80.0057, loss: 0.2244
2021-12-07 17:19:45,708 - mmseg - INFO - Iter [36950/80000]	lr: 1.436e-02, eta: 1 day, 1:19:38, time: 2.564, data_time: 0.976, memory: 17331, decode.loss_ce: 0.1042, decode.acc_seg: 80.5458, aux_0.loss_ce: 0.0459, aux_0.acc_seg: 80.3348, aux_1.loss_ce: 0.0511, aux_1.acc_seg: 79.8950, loss: 0.2012
2021-12-07 17:21:04,529 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 17:21:04,530 - mmseg - INFO - Iter [37000/80000]	lr: 1.434e-02, eta: 1 day, 1:17:20, time: 1.576, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1029, decode.acc_seg: 81.1710, aux_0.loss_ce: 0.0458, aux_0.acc_seg: 80.9524, aux_1.loss_ce: 0.0500, aux_1.acc_seg: 80.5397, loss: 0.1987
2021-12-07 17:23:12,805 - mmseg - INFO - Iter [37050/80000]	lr: 1.433e-02, eta: 1 day, 1:16:00, time: 2.565, data_time: 0.977, memory: 17331, decode.loss_ce: 0.1065, decode.acc_seg: 80.6290, aux_0.loss_ce: 0.0472, aux_0.acc_seg: 80.4091, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 79.9712, loss: 0.2059
2021-12-07 17:24:30,685 - mmseg - INFO - Iter [37100/80000]	lr: 1.431e-02, eta: 1 day, 1:13:42, time: 1.558, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1020, decode.acc_seg: 80.6453, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 80.4393, aux_1.loss_ce: 0.0502, aux_1.acc_seg: 80.0082, loss: 0.1973
2021-12-07 17:26:39,821 - mmseg - INFO - Iter [37150/80000]	lr: 1.430e-02, eta: 1 day, 1:12:23, time: 2.583, data_time: 0.956, memory: 17331, decode.loss_ce: 0.1033, decode.acc_seg: 80.5820, aux_0.loss_ce: 0.0456, aux_0.acc_seg: 80.3741, aux_1.loss_ce: 0.0503, aux_1.acc_seg: 79.9732, loss: 0.1992
2021-12-07 17:27:57,780 - mmseg - INFO - Iter [37200/80000]	lr: 1.428e-02, eta: 1 day, 1:10:05, time: 1.559, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1078, decode.acc_seg: 80.3727, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.1417, aux_1.loss_ce: 0.0524, aux_1.acc_seg: 79.7323, loss: 0.2080
2021-12-07 17:30:07,226 - mmseg - INFO - Iter [37250/80000]	lr: 1.427e-02, eta: 1 day, 1:08:46, time: 2.589, data_time: 0.942, memory: 17331, decode.loss_ce: 0.1004, decode.acc_seg: 81.3850, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 81.1692, aux_1.loss_ce: 0.0496, aux_1.acc_seg: 80.7411, loss: 0.1952
2021-12-07 17:32:15,330 - mmseg - INFO - Iter [37300/80000]	lr: 1.425e-02, eta: 1 day, 1:07:26, time: 2.562, data_time: 0.931, memory: 17331, decode.loss_ce: 0.1002, decode.acc_seg: 80.8001, aux_0.loss_ce: 0.0447, aux_0.acc_seg: 80.5835, aux_1.loss_ce: 0.0489, aux_1.acc_seg: 80.1682, loss: 0.1939
2021-12-07 17:33:33,448 - mmseg - INFO - Iter [37350/80000]	lr: 1.424e-02, eta: 1 day, 1:05:08, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1012, decode.acc_seg: 80.5542, aux_0.loss_ce: 0.0448, aux_0.acc_seg: 80.3535, aux_1.loss_ce: 0.0493, aux_1.acc_seg: 79.9230, loss: 0.1953
2021-12-07 17:35:41,887 - mmseg - INFO - Iter [37400/80000]	lr: 1.422e-02, eta: 1 day, 1:03:48, time: 2.569, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0961, decode.acc_seg: 81.1547, aux_0.loss_ce: 0.0429, aux_0.acc_seg: 80.9379, aux_1.loss_ce: 0.0470, aux_1.acc_seg: 80.5439, loss: 0.1860
2021-12-07 17:37:00,306 - mmseg - INFO - Iter [37450/80000]	lr: 1.421e-02, eta: 1 day, 1:01:31, time: 1.568, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0973, decode.acc_seg: 81.1162, aux_0.loss_ce: 0.0436, aux_0.acc_seg: 80.8869, aux_1.loss_ce: 0.0481, aux_1.acc_seg: 80.4569, loss: 0.1889
2021-12-07 17:39:08,527 - mmseg - INFO - Iter [37500/80000]	lr: 1.419e-02, eta: 1 day, 1:00:10, time: 2.564, data_time: 1.003, memory: 17331, decode.loss_ce: 0.0960, decode.acc_seg: 80.8161, aux_0.loss_ce: 0.0427, aux_0.acc_seg: 80.6020, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.1847, loss: 0.1862
2021-12-07 17:40:27,075 - mmseg - INFO - Iter [37550/80000]	lr: 1.418e-02, eta: 1 day, 0:57:53, time: 1.571, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1033, decode.acc_seg: 80.9924, aux_0.loss_ce: 0.0463, aux_0.acc_seg: 80.7677, aux_1.loss_ce: 0.0503, aux_1.acc_seg: 80.3673, loss: 0.1999
2021-12-07 17:42:35,228 - mmseg - INFO - Iter [37600/80000]	lr: 1.416e-02, eta: 1 day, 0:56:33, time: 2.563, data_time: 0.982, memory: 17331, decode.loss_ce: 0.1028, decode.acc_seg: 81.1546, aux_0.loss_ce: 0.0460, aux_0.acc_seg: 80.9002, aux_1.loss_ce: 0.0504, aux_1.acc_seg: 80.5027, loss: 0.1992
2021-12-07 17:43:53,456 - mmseg - INFO - Iter [37650/80000]	lr: 1.415e-02, eta: 1 day, 0:54:16, time: 1.565, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1268, decode.acc_seg: 80.2419, aux_0.loss_ce: 0.0551, aux_0.acc_seg: 80.0553, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.6467, loss: 0.2414
2021-12-07 17:46:01,748 - mmseg - INFO - Iter [37700/80000]	lr: 1.413e-02, eta: 1 day, 0:52:55, time: 2.566, data_time: 0.956, memory: 17331, decode.loss_ce: 0.1255, decode.acc_seg: 80.3702, aux_0.loss_ce: 0.0548, aux_0.acc_seg: 80.1443, aux_1.loss_ce: 0.0593, aux_1.acc_seg: 79.7679, loss: 0.2396
2021-12-07 17:47:19,888 - mmseg - INFO - Iter [37750/80000]	lr: 1.412e-02, eta: 1 day, 0:50:38, time: 1.563, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 80.4905, aux_0.loss_ce: 0.0510, aux_0.acc_seg: 80.2782, aux_1.loss_ce: 0.0558, aux_1.acc_seg: 79.8932, loss: 0.2240
2021-12-07 17:49:28,400 - mmseg - INFO - Iter [37800/80000]	lr: 1.410e-02, eta: 1 day, 0:49:18, time: 2.570, data_time: 0.950, memory: 17331, decode.loss_ce: 0.1320, decode.acc_seg: 80.4128, aux_0.loss_ce: 0.0577, aux_0.acc_seg: 80.2053, aux_1.loss_ce: 0.0617, aux_1.acc_seg: 79.8039, loss: 0.2513
2021-12-07 17:50:45,833 - mmseg - INFO - Iter [37850/80000]	lr: 1.409e-02, eta: 1 day, 0:47:00, time: 1.549, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1248, decode.acc_seg: 79.9569, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 79.7153, aux_1.loss_ce: 0.0589, aux_1.acc_seg: 79.3338, loss: 0.2383
2021-12-07 17:52:54,471 - mmseg - INFO - Iter [37900/80000]	lr: 1.407e-02, eta: 1 day, 0:45:40, time: 2.573, data_time: 0.985, memory: 17331, decode.loss_ce: 0.1221, decode.acc_seg: 80.7478, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.5298, aux_1.loss_ce: 0.0579, aux_1.acc_seg: 80.1206, loss: 0.2334
2021-12-07 17:55:02,548 - mmseg - INFO - Iter [37950/80000]	lr: 1.406e-02, eta: 1 day, 0:44:18, time: 2.562, data_time: 0.948, memory: 17331, decode.loss_ce: 0.1185, decode.acc_seg: 80.6189, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.3962, aux_1.loss_ce: 0.0571, aux_1.acc_seg: 79.9437, loss: 0.2277
2021-12-07 17:56:20,643 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 17:56:20,643 - mmseg - INFO - Iter [38000/80000]	lr: 1.404e-02, eta: 1 day, 0:42:02, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1215, decode.acc_seg: 80.1342, aux_0.loss_ce: 0.0531, aux_0.acc_seg: 79.9551, aux_1.loss_ce: 0.0576, aux_1.acc_seg: 79.5570, loss: 0.2322
2021-12-07 17:58:28,763 - mmseg - INFO - Iter [38050/80000]	lr: 1.403e-02, eta: 1 day, 0:40:40, time: 2.562, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1129, decode.acc_seg: 80.8956, aux_0.loss_ce: 0.0497, aux_0.acc_seg: 80.6784, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 80.2709, loss: 0.2169
2021-12-07 17:59:46,383 - mmseg - INFO - Iter [38100/80000]	lr: 1.401e-02, eta: 1 day, 0:38:23, time: 1.552, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1189, decode.acc_seg: 80.5958, aux_0.loss_ce: 0.0524, aux_0.acc_seg: 80.3435, aux_1.loss_ce: 0.0569, aux_1.acc_seg: 79.9324, loss: 0.2282
2021-12-07 18:01:54,573 - mmseg - INFO - Iter [38150/80000]	lr: 1.400e-02, eta: 1 day, 0:37:02, time: 2.564, data_time: 1.040, memory: 17331, decode.loss_ce: 0.1138, decode.acc_seg: 80.5232, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.3006, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 79.8945, loss: 0.2187
2021-12-07 18:03:12,814 - mmseg - INFO - Iter [38200/80000]	lr: 1.398e-02, eta: 1 day, 0:34:46, time: 1.565, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1171, decode.acc_seg: 80.3506, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 80.1341, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 79.7288, loss: 0.2246
2021-12-07 18:05:20,068 - mmseg - INFO - Iter [38250/80000]	lr: 1.397e-02, eta: 1 day, 0:33:23, time: 2.545, data_time: 0.960, memory: 17331, decode.loss_ce: 0.1131, decode.acc_seg: 81.4237, aux_0.loss_ce: 0.0500, aux_0.acc_seg: 81.2435, aux_1.loss_ce: 0.0545, aux_1.acc_seg: 80.8122, loss: 0.2176
2021-12-07 18:06:38,364 - mmseg - INFO - Iter [38300/80000]	lr: 1.395e-02, eta: 1 day, 0:31:08, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1059, decode.acc_seg: 81.0067, aux_0.loss_ce: 0.0469, aux_0.acc_seg: 80.7872, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.3594, loss: 0.2045
2021-12-07 18:08:46,152 - mmseg - INFO - Iter [38350/80000]	lr: 1.394e-02, eta: 1 day, 0:29:46, time: 2.556, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1053, decode.acc_seg: 80.8393, aux_0.loss_ce: 0.0470, aux_0.acc_seg: 80.6068, aux_1.loss_ce: 0.0513, aux_1.acc_seg: 80.2080, loss: 0.2035
2021-12-07 18:10:04,274 - mmseg - INFO - Iter [38400/80000]	lr: 1.392e-02, eta: 1 day, 0:27:30, time: 1.562, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1079, decode.acc_seg: 80.2420, aux_0.loss_ce: 0.0480, aux_0.acc_seg: 80.0089, aux_1.loss_ce: 0.0527, aux_1.acc_seg: 79.5577, loss: 0.2086
2021-12-07 18:12:13,225 - mmseg - INFO - Iter [38450/80000]	lr: 1.391e-02, eta: 1 day, 0:26:09, time: 2.579, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1079, decode.acc_seg: 80.9357, aux_0.loss_ce: 0.0476, aux_0.acc_seg: 80.7080, aux_1.loss_ce: 0.0527, aux_1.acc_seg: 80.2866, loss: 0.2082
2021-12-07 18:13:30,637 - mmseg - INFO - Iter [38500/80000]	lr: 1.389e-02, eta: 1 day, 0:23:52, time: 1.548, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1198, decode.acc_seg: 80.3881, aux_0.loss_ce: 0.0525, aux_0.acc_seg: 80.1756, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 79.7761, loss: 0.2283
2021-12-07 18:15:39,925 - mmseg - INFO - Iter [38550/80000]	lr: 1.388e-02, eta: 1 day, 0:22:32, time: 2.586, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1248, decode.acc_seg: 80.9270, aux_0.loss_ce: 0.0549, aux_0.acc_seg: 80.6942, aux_1.loss_ce: 0.0598, aux_1.acc_seg: 80.2241, loss: 0.2396
2021-12-07 18:17:49,210 - mmseg - INFO - Iter [38600/80000]	lr: 1.386e-02, eta: 1 day, 0:21:11, time: 2.586, data_time: 0.955, memory: 17331, decode.loss_ce: 0.1141, decode.acc_seg: 80.3947, aux_0.loss_ce: 0.0504, aux_0.acc_seg: 80.1587, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 79.7746, loss: 0.2192
2021-12-07 18:19:07,318 - mmseg - INFO - Iter [38650/80000]	lr: 1.385e-02, eta: 1 day, 0:18:55, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1045, decode.acc_seg: 81.0086, aux_0.loss_ce: 0.0462, aux_0.acc_seg: 80.7900, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.3645, loss: 0.2019
2021-12-07 18:21:15,768 - mmseg - INFO - Iter [38700/80000]	lr: 1.383e-02, eta: 1 day, 0:17:34, time: 2.569, data_time: 1.005, memory: 17331, decode.loss_ce: 0.1126, decode.acc_seg: 80.6012, aux_0.loss_ce: 0.0496, aux_0.acc_seg: 80.3937, aux_1.loss_ce: 0.0539, aux_1.acc_seg: 79.9833, loss: 0.2161
2021-12-07 18:22:33,874 - mmseg - INFO - Iter [38750/80000]	lr: 1.382e-02, eta: 1 day, 0:15:18, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1254, decode.acc_seg: 80.0466, aux_0.loss_ce: 0.0549, aux_0.acc_seg: 79.8210, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.4047, loss: 0.2398
2021-12-07 18:24:42,140 - mmseg - INFO - Iter [38800/80000]	lr: 1.380e-02, eta: 1 day, 0:13:56, time: 2.565, data_time: 0.974, memory: 17331, decode.loss_ce: 0.1130, decode.acc_seg: 80.9118, aux_0.loss_ce: 0.0497, aux_0.acc_seg: 80.7037, aux_1.loss_ce: 0.0543, aux_1.acc_seg: 80.3003, loss: 0.2169
2021-12-07 18:26:00,255 - mmseg - INFO - Iter [38850/80000]	lr: 1.379e-02, eta: 1 day, 0:11:41, time: 1.562, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1073, decode.acc_seg: 80.7038, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.4653, aux_1.loss_ce: 0.0525, aux_1.acc_seg: 80.0355, loss: 0.2076
2021-12-07 18:28:08,346 - mmseg - INFO - Iter [38900/80000]	lr: 1.377e-02, eta: 1 day, 0:10:19, time: 2.562, data_time: 0.964, memory: 17331, decode.loss_ce: 0.1142, decode.acc_seg: 80.5428, aux_0.loss_ce: 0.0504, aux_0.acc_seg: 80.3417, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 79.9281, loss: 0.2193
2021-12-07 18:29:26,568 - mmseg - INFO - Iter [38950/80000]	lr: 1.376e-02, eta: 1 day, 0:08:04, time: 1.564, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1081, decode.acc_seg: 80.4145, aux_0.loss_ce: 0.0481, aux_0.acc_seg: 80.1833, aux_1.loss_ce: 0.0524, aux_1.acc_seg: 79.7665, loss: 0.2086
2021-12-07 18:31:35,529 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 18:31:35,529 - mmseg - INFO - Iter [39000/80000]	lr: 1.374e-02, eta: 1 day, 0:06:42, time: 2.579, data_time: 0.928, memory: 17331, decode.loss_ce: 0.1082, decode.acc_seg: 80.6900, aux_0.loss_ce: 0.0481, aux_0.acc_seg: 80.4818, aux_1.loss_ce: 0.0525, aux_1.acc_seg: 80.0557, loss: 0.2088
2021-12-07 18:32:54,236 - mmseg - INFO - Iter [39050/80000]	lr: 1.373e-02, eta: 1 day, 0:04:28, time: 1.574, data_time: 0.049, memory: 17331, decode.loss_ce: 0.1012, decode.acc_seg: 80.6054, aux_0.loss_ce: 0.0453, aux_0.acc_seg: 80.3718, aux_1.loss_ce: 0.0497, aux_1.acc_seg: 79.9614, loss: 0.1963
2021-12-07 18:35:01,957 - mmseg - INFO - Iter [39100/80000]	lr: 1.371e-02, eta: 1 day, 0:03:05, time: 2.554, data_time: 0.934, memory: 17331, decode.loss_ce: 0.1083, decode.acc_seg: 81.1825, aux_0.loss_ce: 0.0480, aux_0.acc_seg: 80.9610, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 80.5496, loss: 0.2085
2021-12-07 18:36:19,823 - mmseg - INFO - Iter [39150/80000]	lr: 1.370e-02, eta: 1 day, 0:00:50, time: 1.557, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1087, decode.acc_seg: 80.2860, aux_0.loss_ce: 0.0482, aux_0.acc_seg: 80.0760, aux_1.loss_ce: 0.0529, aux_1.acc_seg: 79.6630, loss: 0.2098
2021-12-07 18:38:29,512 - mmseg - INFO - Iter [39200/80000]	lr: 1.368e-02, eta: 23:59:29, time: 2.594, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1147, decode.acc_seg: 81.1688, aux_0.loss_ce: 0.0506, aux_0.acc_seg: 80.9403, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 80.4994, loss: 0.2208
2021-12-07 18:40:38,826 - mmseg - INFO - Iter [39250/80000]	lr: 1.367e-02, eta: 23:58:07, time: 2.586, data_time: 0.981, memory: 17331, decode.loss_ce: 0.1034, decode.acc_seg: 80.5383, aux_0.loss_ce: 0.0460, aux_0.acc_seg: 80.3368, aux_1.loss_ce: 0.0506, aux_1.acc_seg: 79.9125, loss: 0.2000
2021-12-07 18:41:57,028 - mmseg - INFO - Iter [39300/80000]	lr: 1.365e-02, eta: 23:55:53, time: 1.564, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1054, decode.acc_seg: 81.1640, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 80.9326, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.5031, loss: 0.2035
2021-12-07 18:44:05,880 - mmseg - INFO - Iter [39350/80000]	lr: 1.364e-02, eta: 23:54:31, time: 2.577, data_time: 1.032, memory: 17331, decode.loss_ce: 0.1042, decode.acc_seg: 80.8387, aux_0.loss_ce: 0.0465, aux_0.acc_seg: 80.6188, aux_1.loss_ce: 0.0505, aux_1.acc_seg: 80.2322, loss: 0.2012
2021-12-07 18:45:24,219 - mmseg - INFO - Iter [39400/80000]	lr: 1.362e-02, eta: 23:52:16, time: 1.567, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1128, decode.acc_seg: 80.6908, aux_0.loss_ce: 0.0497, aux_0.acc_seg: 80.4762, aux_1.loss_ce: 0.0544, aux_1.acc_seg: 80.0571, loss: 0.2168
2021-12-07 18:47:33,246 - mmseg - INFO - Iter [39450/80000]	lr: 1.361e-02, eta: 23:50:54, time: 2.581, data_time: 0.961, memory: 17331, decode.loss_ce: 0.1055, decode.acc_seg: 81.1548, aux_0.loss_ce: 0.0469, aux_0.acc_seg: 80.9393, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 80.4918, loss: 0.2040
2021-12-07 18:48:51,389 - mmseg - INFO - Iter [39500/80000]	lr: 1.359e-02, eta: 23:48:40, time: 1.563, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0955, decode.acc_seg: 81.6319, aux_0.loss_ce: 0.0430, aux_0.acc_seg: 81.4061, aux_1.loss_ce: 0.0473, aux_1.acc_seg: 81.0025, loss: 0.1858
2021-12-07 18:50:59,240 - mmseg - INFO - Iter [39550/80000]	lr: 1.358e-02, eta: 23:47:17, time: 2.557, data_time: 0.986, memory: 17331, decode.loss_ce: 0.1065, decode.acc_seg: 80.3641, aux_0.loss_ce: 0.0473, aux_0.acc_seg: 80.1413, aux_1.loss_ce: 0.0523, aux_1.acc_seg: 79.6988, loss: 0.2060
2021-12-07 18:52:17,551 - mmseg - INFO - Iter [39600/80000]	lr: 1.356e-02, eta: 23:45:03, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1168, decode.acc_seg: 80.4396, aux_0.loss_ce: 0.0518, aux_0.acc_seg: 80.1902, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 79.7962, loss: 0.2245
2021-12-07 18:54:24,844 - mmseg - INFO - Iter [39650/80000]	lr: 1.355e-02, eta: 23:43:39, time: 2.546, data_time: 0.932, memory: 17331, decode.loss_ce: 0.1077, decode.acc_seg: 80.8312, aux_0.loss_ce: 0.0484, aux_0.acc_seg: 80.5621, aux_1.loss_ce: 0.0524, aux_1.acc_seg: 80.1724, loss: 0.2085
2021-12-07 18:55:42,974 - mmseg - INFO - Iter [39700/80000]	lr: 1.353e-02, eta: 23:41:25, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1051, decode.acc_seg: 81.0081, aux_0.loss_ce: 0.0476, aux_0.acc_seg: 80.7419, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.3356, loss: 0.2044
2021-12-07 18:57:51,260 - mmseg - INFO - Iter [39750/80000]	lr: 1.352e-02, eta: 23:40:02, time: 2.566, data_time: 0.981, memory: 17331, decode.loss_ce: 0.1041, decode.acc_seg: 81.2365, aux_0.loss_ce: 0.0463, aux_0.acc_seg: 80.9979, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.5635, loss: 0.2015
2021-12-07 18:59:09,366 - mmseg - INFO - Iter [39800/80000]	lr: 1.350e-02, eta: 23:37:48, time: 1.562, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1300, decode.acc_seg: 80.2979, aux_0.loss_ce: 0.0572, aux_0.acc_seg: 80.0594, aux_1.loss_ce: 0.0612, aux_1.acc_seg: 79.6617, loss: 0.2485
2021-12-07 19:01:18,642 - mmseg - INFO - Iter [39850/80000]	lr: 1.349e-02, eta: 23:36:26, time: 2.586, data_time: 1.040, memory: 17331, decode.loss_ce: 0.1319, decode.acc_seg: 80.5123, aux_0.loss_ce: 0.0575, aux_0.acc_seg: 80.3190, aux_1.loss_ce: 0.0616, aux_1.acc_seg: 79.9603, loss: 0.2510
2021-12-07 19:03:27,495 - mmseg - INFO - Iter [39900/80000]	lr: 1.347e-02, eta: 23:35:03, time: 2.577, data_time: 1.032, memory: 17331, decode.loss_ce: 0.1315, decode.acc_seg: 79.8725, aux_0.loss_ce: 0.0576, aux_0.acc_seg: 79.6368, aux_1.loss_ce: 0.0617, aux_1.acc_seg: 79.2483, loss: 0.2508
2021-12-07 19:04:45,827 - mmseg - INFO - Iter [39950/80000]	lr: 1.346e-02, eta: 23:32:50, time: 1.567, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1264, decode.acc_seg: 80.1616, aux_0.loss_ce: 0.0555, aux_0.acc_seg: 79.9345, aux_1.loss_ce: 0.0592, aux_1.acc_seg: 79.5846, loss: 0.2411
2021-12-07 19:06:54,011 - mmseg - INFO - Saving checkpoint at 40000 iterations
2021-12-07 19:06:54,546 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 19:06:54,546 - mmseg - INFO - Iter [40000/80000]	lr: 1.344e-02, eta: 23:31:27, time: 2.574, data_time: 0.938, memory: 17331, decode.loss_ce: 0.1077, decode.acc_seg: 81.0355, aux_0.loss_ce: 0.0479, aux_0.acc_seg: 80.8216, aux_1.loss_ce: 0.0526, aux_1.acc_seg: 80.3939, loss: 0.2082
2021-12-07 19:08:58,334 - mmseg - INFO - per class results:
2021-12-07 19:08:58,336 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 97.21 | 98.64 |
|    sidewalk   | 79.14 |  87.6 |
|    building   | 89.92 | 94.54 |
|      wall     | 40.15 | 48.73 |
|     fence     | 52.37 |  63.1 |
|      pole     | 59.01 | 69.73 |
| traffic light | 65.01 | 80.86 |
|  traffic sign | 73.77 | 78.65 |
|   vegetation  | 90.68 |  95.4 |
|    terrain    | 57.26 | 68.36 |
|      sky      | 93.68 | 97.95 |
|     person    | 74.28 | 87.36 |
|     rider     |  51.9 |  75.9 |
|      car      |  89.3 | 94.28 |
|     truck     | 36.47 |  88.2 |
|      bus      |  59.1 | 92.93 |
|     train     | 18.04 | 19.24 |
|   motorcycle  | 48.19 |  77.8 |
|    bicycle    | 72.49 | 85.23 |
+---------------+-------+-------+
2021-12-07 19:08:58,336 - mmseg - INFO - Summary:
2021-12-07 19:08:58,337 - mmseg - INFO - 
+-------+-------+-------+
|  aAcc |  mIoU |  mAcc |
+-------+-------+-------+
| 94.32 | 65.68 | 79.18 |
+-------+-------+-------+
2021-12-07 19:08:58,340 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 19:08:58,340 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9432, mIoU: 0.6568, mAcc: 0.7918, IoU.road: 0.9721, IoU.sidewalk: 0.7914, IoU.building: 0.8992, IoU.wall: 0.4015, IoU.fence: 0.5237, IoU.pole: 0.5901, IoU.traffic light: 0.6501, IoU.traffic sign: 0.7377, IoU.vegetation: 0.9068, IoU.terrain: 0.5726, IoU.sky: 0.9368, IoU.person: 0.7428, IoU.rider: 0.5190, IoU.car: 0.8930, IoU.truck: 0.3647, IoU.bus: 0.5910, IoU.train: 0.1804, IoU.motorcycle: 0.4819, IoU.bicycle: 0.7249, Acc.road: 0.9864, Acc.sidewalk: 0.8760, Acc.building: 0.9454, Acc.wall: 0.4873, Acc.fence: 0.6310, Acc.pole: 0.6973, Acc.traffic light: 0.8086, Acc.traffic sign: 0.7865, Acc.vegetation: 0.9540, Acc.terrain: 0.6836, Acc.sky: 0.9795, Acc.person: 0.8736, Acc.rider: 0.7590, Acc.car: 0.9428, Acc.truck: 0.8820, Acc.bus: 0.9293, Acc.train: 0.1924, Acc.motorcycle: 0.7780, Acc.bicycle: 0.8523
2021-12-07 19:10:16,373 - mmseg - INFO - Iter [40050/80000]	lr: 1.343e-02, eta: 23:31:17, time: 4.036, data_time: 2.520, memory: 17331, decode.loss_ce: 0.1059, decode.acc_seg: 80.6746, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 80.4601, aux_1.loss_ce: 0.0514, aux_1.acc_seg: 80.0499, loss: 0.2041
2021-12-07 19:12:25,012 - mmseg - INFO - Iter [40100/80000]	lr: 1.341e-02, eta: 23:29:53, time: 2.573, data_time: 1.048, memory: 17331, decode.loss_ce: 0.1086, decode.acc_seg: 81.0429, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.8448, aux_1.loss_ce: 0.0520, aux_1.acc_seg: 80.4547, loss: 0.2084
2021-12-07 19:13:42,754 - mmseg - INFO - Iter [40150/80000]	lr: 1.340e-02, eta: 23:27:39, time: 1.555, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1035, decode.acc_seg: 80.4912, aux_0.loss_ce: 0.0463, aux_0.acc_seg: 80.2663, aux_1.loss_ce: 0.0506, aux_1.acc_seg: 79.8403, loss: 0.2005
2021-12-07 19:15:51,352 - mmseg - INFO - Iter [40200/80000]	lr: 1.338e-02, eta: 23:26:16, time: 2.572, data_time: 0.942, memory: 17331, decode.loss_ce: 0.1151, decode.acc_seg: 80.7266, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 80.5167, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 80.1208, loss: 0.2207
2021-12-07 19:17:09,721 - mmseg - INFO - Iter [40250/80000]	lr: 1.337e-02, eta: 23:24:02, time: 1.567, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1360, decode.acc_seg: 79.9469, aux_0.loss_ce: 0.0593, aux_0.acc_seg: 79.7307, aux_1.loss_ce: 0.0639, aux_1.acc_seg: 79.2964, loss: 0.2592
2021-12-07 19:19:17,625 - mmseg - INFO - Iter [40300/80000]	lr: 1.335e-02, eta: 23:22:38, time: 2.558, data_time: 0.950, memory: 17331, decode.loss_ce: 0.1350, decode.acc_seg: 79.5485, aux_0.loss_ce: 0.0588, aux_0.acc_seg: 79.3184, aux_1.loss_ce: 0.0630, aux_1.acc_seg: 78.9522, loss: 0.2569
2021-12-07 19:20:35,925 - mmseg - INFO - Iter [40350/80000]	lr: 1.334e-02, eta: 23:20:25, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1207, decode.acc_seg: 80.3849, aux_0.loss_ce: 0.0533, aux_0.acc_seg: 80.1582, aux_1.loss_ce: 0.0576, aux_1.acc_seg: 79.7402, loss: 0.2315
2021-12-07 19:22:44,385 - mmseg - INFO - Iter [40400/80000]	lr: 1.332e-02, eta: 23:19:01, time: 2.569, data_time: 0.947, memory: 17331, decode.loss_ce: 0.1135, decode.acc_seg: 80.6992, aux_0.loss_ce: 0.0501, aux_0.acc_seg: 80.4747, aux_1.loss_ce: 0.0547, aux_1.acc_seg: 80.0560, loss: 0.2182
2021-12-07 19:24:01,703 - mmseg - INFO - Iter [40450/80000]	lr: 1.331e-02, eta: 23:16:47, time: 1.546, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1201, decode.acc_seg: 80.5500, aux_0.loss_ce: 0.0524, aux_0.acc_seg: 80.3645, aux_1.loss_ce: 0.0570, aux_1.acc_seg: 79.9266, loss: 0.2295
2021-12-07 19:26:10,211 - mmseg - INFO - Iter [40500/80000]	lr: 1.329e-02, eta: 23:15:23, time: 2.570, data_time: 0.983, memory: 17331, decode.loss_ce: 0.1064, decode.acc_seg: 81.4283, aux_0.loss_ce: 0.0472, aux_0.acc_seg: 81.1944, aux_1.loss_ce: 0.0519, aux_1.acc_seg: 80.7816, loss: 0.2055
2021-12-07 19:28:18,513 - mmseg - INFO - Iter [40550/80000]	lr: 1.328e-02, eta: 23:13:59, time: 2.566, data_time: 0.962, memory: 17331, decode.loss_ce: 0.1077, decode.acc_seg: 80.5947, aux_0.loss_ce: 0.0477, aux_0.acc_seg: 80.3811, aux_1.loss_ce: 0.0521, aux_1.acc_seg: 79.9778, loss: 0.2075
2021-12-07 19:29:36,398 - mmseg - INFO - Iter [40600/80000]	lr: 1.326e-02, eta: 23:11:45, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0972, decode.acc_seg: 80.9929, aux_0.loss_ce: 0.0439, aux_0.acc_seg: 80.7674, aux_1.loss_ce: 0.0482, aux_1.acc_seg: 80.3472, loss: 0.1893
2021-12-07 19:31:43,063 - mmseg - INFO - Iter [40650/80000]	lr: 1.325e-02, eta: 23:10:19, time: 2.533, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0999, decode.acc_seg: 81.7338, aux_0.loss_ce: 0.0447, aux_0.acc_seg: 81.5228, aux_1.loss_ce: 0.0491, aux_1.acc_seg: 81.0956, loss: 0.1937
2021-12-07 19:33:00,956 - mmseg - INFO - Iter [40700/80000]	lr: 1.323e-02, eta: 23:08:06, time: 1.558, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0984, decode.acc_seg: 80.6037, aux_0.loss_ce: 0.0438, aux_0.acc_seg: 80.3939, aux_1.loss_ce: 0.0486, aux_1.acc_seg: 79.9626, loss: 0.1908
2021-12-07 19:35:08,882 - mmseg - INFO - Iter [40750/80000]	lr: 1.322e-02, eta: 23:06:41, time: 2.559, data_time: 0.984, memory: 17331, decode.loss_ce: 0.0997, decode.acc_seg: 81.5545, aux_0.loss_ce: 0.0444, aux_0.acc_seg: 81.3398, aux_1.loss_ce: 0.0488, aux_1.acc_seg: 80.9075, loss: 0.1930
2021-12-07 19:36:26,632 - mmseg - INFO - Iter [40800/80000]	lr: 1.320e-02, eta: 23:04:28, time: 1.555, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0997, decode.acc_seg: 81.0897, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 80.8726, aux_1.loss_ce: 0.0493, aux_1.acc_seg: 80.4284, loss: 0.1935
2021-12-07 19:38:33,497 - mmseg - INFO - Iter [40850/80000]	lr: 1.319e-02, eta: 23:03:02, time: 2.537, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0983, decode.acc_seg: 81.4004, aux_0.loss_ce: 0.0436, aux_0.acc_seg: 81.1956, aux_1.loss_ce: 0.0485, aux_1.acc_seg: 80.7617, loss: 0.1904
2021-12-07 19:39:51,616 - mmseg - INFO - Iter [40900/80000]	lr: 1.317e-02, eta: 23:00:50, time: 1.562, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0989, decode.acc_seg: 81.2335, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 81.0162, aux_1.loss_ce: 0.0488, aux_1.acc_seg: 80.5714, loss: 0.1918
2021-12-07 19:41:58,494 - mmseg - INFO - Iter [40950/80000]	lr: 1.316e-02, eta: 22:59:24, time: 2.537, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0938, decode.acc_seg: 81.2934, aux_0.loss_ce: 0.0424, aux_0.acc_seg: 81.0705, aux_1.loss_ce: 0.0467, aux_1.acc_seg: 80.6383, loss: 0.1828
2021-12-07 19:43:16,391 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 19:43:16,391 - mmseg - INFO - Iter [41000/80000]	lr: 1.314e-02, eta: 22:57:11, time: 1.558, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0989, decode.acc_seg: 80.9261, aux_0.loss_ce: 0.0439, aux_0.acc_seg: 80.7163, aux_1.loss_ce: 0.0487, aux_1.acc_seg: 80.2736, loss: 0.1915
2021-12-07 19:45:24,571 - mmseg - INFO - Iter [41050/80000]	lr: 1.313e-02, eta: 22:55:46, time: 2.564, data_time: 0.973, memory: 17331, decode.loss_ce: 0.1127, decode.acc_seg: 81.2852, aux_0.loss_ce: 0.0498, aux_0.acc_seg: 81.0666, aux_1.loss_ce: 0.0541, aux_1.acc_seg: 80.6537, loss: 0.2165
2021-12-07 19:46:41,987 - mmseg - INFO - Iter [41100/80000]	lr: 1.311e-02, eta: 22:53:33, time: 1.548, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1161, decode.acc_seg: 80.2853, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 80.0871, aux_1.loss_ce: 0.0557, aux_1.acc_seg: 79.6765, loss: 0.2225
2021-12-07 19:48:50,439 - mmseg - INFO - Iter [41150/80000]	lr: 1.310e-02, eta: 22:52:09, time: 2.569, data_time: 0.921, memory: 17331, decode.loss_ce: 0.1050, decode.acc_seg: 81.3703, aux_0.loss_ce: 0.0467, aux_0.acc_seg: 81.1459, aux_1.loss_ce: 0.0513, aux_1.acc_seg: 80.7338, loss: 0.2029
2021-12-07 19:50:58,936 - mmseg - INFO - Iter [41200/80000]	lr: 1.308e-02, eta: 22:50:44, time: 2.570, data_time: 1.018, memory: 17331, decode.loss_ce: 0.1012, decode.acc_seg: 81.0852, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 80.8665, aux_1.loss_ce: 0.0499, aux_1.acc_seg: 80.4227, loss: 0.1963
2021-12-07 19:52:16,715 - mmseg - INFO - Iter [41250/80000]	lr: 1.307e-02, eta: 22:48:31, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1064, decode.acc_seg: 81.1329, aux_0.loss_ce: 0.0475, aux_0.acc_seg: 80.9014, aux_1.loss_ce: 0.0515, aux_1.acc_seg: 80.4956, loss: 0.2054
2021-12-07 19:54:25,311 - mmseg - INFO - Iter [41300/80000]	lr: 1.305e-02, eta: 22:47:07, time: 2.572, data_time: 0.936, memory: 17331, decode.loss_ce: 0.1070, decode.acc_seg: 81.1045, aux_0.loss_ce: 0.0475, aux_0.acc_seg: 80.9049, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.5064, loss: 0.2063
2021-12-07 19:55:43,312 - mmseg - INFO - Iter [41350/80000]	lr: 1.304e-02, eta: 22:44:55, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1049, decode.acc_seg: 80.6064, aux_0.loss_ce: 0.0467, aux_0.acc_seg: 80.3824, aux_1.loss_ce: 0.0511, aux_1.acc_seg: 79.9869, loss: 0.2026
2021-12-07 19:57:51,370 - mmseg - INFO - Iter [41400/80000]	lr: 1.302e-02, eta: 22:43:29, time: 2.561, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1049, decode.acc_seg: 80.8113, aux_0.loss_ce: 0.0466, aux_0.acc_seg: 80.5771, aux_1.loss_ce: 0.0513, aux_1.acc_seg: 80.1328, loss: 0.2029
2021-12-07 19:59:09,701 - mmseg - INFO - Iter [41450/80000]	lr: 1.301e-02, eta: 22:41:18, time: 1.567, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1078, decode.acc_seg: 80.3594, aux_0.loss_ce: 0.0476, aux_0.acc_seg: 80.1416, aux_1.loss_ce: 0.0522, aux_1.acc_seg: 79.7405, loss: 0.2076
2021-12-07 20:01:17,267 - mmseg - INFO - Iter [41500/80000]	lr: 1.299e-02, eta: 22:39:52, time: 2.551, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0959, decode.acc_seg: 81.1829, aux_0.loss_ce: 0.0430, aux_0.acc_seg: 80.9600, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.5226, loss: 0.1865
2021-12-07 20:02:35,233 - mmseg - INFO - Iter [41550/80000]	lr: 1.298e-02, eta: 22:37:40, time: 1.559, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0953, decode.acc_seg: 80.7801, aux_0.loss_ce: 0.0425, aux_0.acc_seg: 80.5710, aux_1.loss_ce: 0.0471, aux_1.acc_seg: 80.1416, loss: 0.1848
2021-12-07 20:04:42,574 - mmseg - INFO - Iter [41600/80000]	lr: 1.296e-02, eta: 22:36:14, time: 2.547, data_time: 0.958, memory: 17331, decode.loss_ce: 0.0934, decode.acc_seg: 81.2986, aux_0.loss_ce: 0.0419, aux_0.acc_seg: 81.0718, aux_1.loss_ce: 0.0465, aux_1.acc_seg: 80.6473, loss: 0.1819
2021-12-07 20:06:00,492 - mmseg - INFO - Iter [41650/80000]	lr: 1.295e-02, eta: 22:34:02, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1019, decode.acc_seg: 80.3241, aux_0.loss_ce: 0.0458, aux_0.acc_seg: 80.0970, aux_1.loss_ce: 0.0501, aux_1.acc_seg: 79.7025, loss: 0.1978
2021-12-07 20:08:07,555 - mmseg - INFO - Iter [41700/80000]	lr: 1.293e-02, eta: 22:32:35, time: 2.541, data_time: 0.957, memory: 17331, decode.loss_ce: 0.1039, decode.acc_seg: 81.2990, aux_0.loss_ce: 0.0459, aux_0.acc_seg: 81.0941, aux_1.loss_ce: 0.0508, aux_1.acc_seg: 80.6547, loss: 0.2006
2021-12-07 20:09:25,274 - mmseg - INFO - Iter [41750/80000]	lr: 1.292e-02, eta: 22:30:23, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0957, decode.acc_seg: 80.6802, aux_0.loss_ce: 0.0431, aux_0.acc_seg: 80.4489, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.0230, loss: 0.1865
2021-12-07 20:11:34,591 - mmseg - INFO - Iter [41800/80000]	lr: 1.290e-02, eta: 22:28:59, time: 2.586, data_time: 1.054, memory: 17331, decode.loss_ce: 0.0934, decode.acc_seg: 80.9881, aux_0.loss_ce: 0.0417, aux_0.acc_seg: 80.7788, aux_1.loss_ce: 0.0466, aux_1.acc_seg: 80.3476, loss: 0.1817
2021-12-07 20:12:51,936 - mmseg - INFO - Iter [41850/80000]	lr: 1.289e-02, eta: 22:26:47, time: 1.547, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0942, decode.acc_seg: 81.4600, aux_0.loss_ce: 0.0421, aux_0.acc_seg: 81.2521, aux_1.loss_ce: 0.0467, aux_1.acc_seg: 80.8314, loss: 0.1830
2021-12-07 20:15:00,265 - mmseg - INFO - Iter [41900/80000]	lr: 1.287e-02, eta: 22:25:21, time: 2.567, data_time: 0.999, memory: 17331, decode.loss_ce: 0.0966, decode.acc_seg: 81.3398, aux_0.loss_ce: 0.0431, aux_0.acc_seg: 81.1319, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.7207, loss: 0.1871
2021-12-07 20:17:07,736 - mmseg - INFO - Iter [41950/80000]	lr: 1.286e-02, eta: 22:23:55, time: 2.549, data_time: 0.993, memory: 17331, decode.loss_ce: 0.0933, decode.acc_seg: 81.0198, aux_0.loss_ce: 0.0419, aux_0.acc_seg: 80.8012, aux_1.loss_ce: 0.0464, aux_1.acc_seg: 80.3773, loss: 0.1816
2021-12-07 20:18:25,732 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 20:18:25,733 - mmseg - INFO - Iter [42000/80000]	lr: 1.284e-02, eta: 22:21:44, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0947, decode.acc_seg: 81.3292, aux_0.loss_ce: 0.0423, aux_0.acc_seg: 81.1237, aux_1.loss_ce: 0.0471, aux_1.acc_seg: 80.6812, loss: 0.1841
2021-12-07 20:20:33,653 - mmseg - INFO - Iter [42050/80000]	lr: 1.283e-02, eta: 22:20:18, time: 2.558, data_time: 0.947, memory: 17331, decode.loss_ce: 0.0929, decode.acc_seg: 81.4307, aux_0.loss_ce: 0.0418, aux_0.acc_seg: 81.1958, aux_1.loss_ce: 0.0462, aux_1.acc_seg: 80.7846, loss: 0.1810
2021-12-07 20:21:51,634 - mmseg - INFO - Iter [42100/80000]	lr: 1.281e-02, eta: 22:18:07, time: 1.560, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0952, decode.acc_seg: 81.0537, aux_0.loss_ce: 0.0425, aux_0.acc_seg: 80.8509, aux_1.loss_ce: 0.0468, aux_1.acc_seg: 80.4459, loss: 0.1845
2021-12-07 20:23:58,950 - mmseg - INFO - Iter [42150/80000]	lr: 1.280e-02, eta: 22:16:40, time: 2.546, data_time: 0.959, memory: 17331, decode.loss_ce: 0.1000, decode.acc_seg: 81.4949, aux_0.loss_ce: 0.0445, aux_0.acc_seg: 81.2990, aux_1.loss_ce: 0.0490, aux_1.acc_seg: 80.8758, loss: 0.1936
2021-12-07 20:25:17,109 - mmseg - INFO - Iter [42200/80000]	lr: 1.278e-02, eta: 22:14:29, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1021, decode.acc_seg: 81.3154, aux_0.loss_ce: 0.0454, aux_0.acc_seg: 81.0873, aux_1.loss_ce: 0.0501, aux_1.acc_seg: 80.6573, loss: 0.1976
2021-12-07 20:27:24,684 - mmseg - INFO - Iter [42250/80000]	lr: 1.277e-02, eta: 22:13:02, time: 2.551, data_time: 0.970, memory: 17331, decode.loss_ce: 0.0988, decode.acc_seg: 81.0407, aux_0.loss_ce: 0.0440, aux_0.acc_seg: 80.8214, aux_1.loss_ce: 0.0483, aux_1.acc_seg: 80.4090, loss: 0.1912
2021-12-07 20:28:42,574 - mmseg - INFO - Iter [42300/80000]	lr: 1.275e-02, eta: 22:10:52, time: 1.558, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1071, decode.acc_seg: 80.8094, aux_0.loss_ce: 0.0474, aux_0.acc_seg: 80.6107, aux_1.loss_ce: 0.0519, aux_1.acc_seg: 80.1894, loss: 0.2064
2021-12-07 20:30:51,201 - mmseg - INFO - Iter [42350/80000]	lr: 1.274e-02, eta: 22:09:26, time: 2.573, data_time: 0.938, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 81.1122, aux_0.loss_ce: 0.0518, aux_0.acc_seg: 80.8743, aux_1.loss_ce: 0.0559, aux_1.acc_seg: 80.5037, loss: 0.2249
2021-12-07 20:32:08,890 - mmseg - INFO - Iter [42400/80000]	lr: 1.272e-02, eta: 22:07:15, time: 1.554, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1043, decode.acc_seg: 81.2106, aux_0.loss_ce: 0.0467, aux_0.acc_seg: 80.9812, aux_1.loss_ce: 0.0506, aux_1.acc_seg: 80.5868, loss: 0.2017
2021-12-07 20:34:17,204 - mmseg - INFO - Iter [42450/80000]	lr: 1.271e-02, eta: 22:05:49, time: 2.566, data_time: 1.034, memory: 17331, decode.loss_ce: 0.1028, decode.acc_seg: 81.5636, aux_0.loss_ce: 0.0456, aux_0.acc_seg: 81.3698, aux_1.loss_ce: 0.0502, aux_1.acc_seg: 80.9543, loss: 0.1987
2021-12-07 20:35:34,290 - mmseg - INFO - Iter [42500/80000]	lr: 1.269e-02, eta: 22:03:37, time: 1.542, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0988, decode.acc_seg: 80.8304, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 80.6139, aux_1.loss_ce: 0.0489, aux_1.acc_seg: 80.1894, loss: 0.1918
2021-12-07 20:37:42,756 - mmseg - INFO - Iter [42550/80000]	lr: 1.268e-02, eta: 22:02:11, time: 2.569, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0923, decode.acc_seg: 81.3255, aux_0.loss_ce: 0.0413, aux_0.acc_seg: 81.1235, aux_1.loss_ce: 0.0460, aux_1.acc_seg: 80.6978, loss: 0.1796
2021-12-07 20:39:51,025 - mmseg - INFO - Iter [42600/80000]	lr: 1.266e-02, eta: 22:00:45, time: 2.565, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0969, decode.acc_seg: 80.8603, aux_0.loss_ce: 0.0430, aux_0.acc_seg: 80.6445, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.2066, loss: 0.1874
2021-12-07 20:41:09,341 - mmseg - INFO - Iter [42650/80000]	lr: 1.265e-02, eta: 21:58:35, time: 1.566, data_time: 0.048, memory: 17331, decode.loss_ce: 0.1020, decode.acc_seg: 80.7229, aux_0.loss_ce: 0.0456, aux_0.acc_seg: 80.5092, aux_1.loss_ce: 0.0498, aux_1.acc_seg: 80.0984, loss: 0.1974
2021-12-07 20:43:16,678 - mmseg - INFO - Iter [42700/80000]	lr: 1.263e-02, eta: 21:57:08, time: 2.547, data_time: 0.999, memory: 17331, decode.loss_ce: 0.1017, decode.acc_seg: 80.7410, aux_0.loss_ce: 0.0456, aux_0.acc_seg: 80.5130, aux_1.loss_ce: 0.0502, aux_1.acc_seg: 80.0859, loss: 0.1975
2021-12-07 20:44:34,572 - mmseg - INFO - Iter [42750/80000]	lr: 1.262e-02, eta: 21:54:57, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0960, decode.acc_seg: 80.8686, aux_0.loss_ce: 0.0428, aux_0.acc_seg: 80.6695, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.2269, loss: 0.1864
2021-12-07 20:46:42,297 - mmseg - INFO - Iter [42800/80000]	lr: 1.260e-02, eta: 21:53:30, time: 2.554, data_time: 1.013, memory: 17331, decode.loss_ce: 0.0928, decode.acc_seg: 81.0352, aux_0.loss_ce: 0.0417, aux_0.acc_seg: 80.8214, aux_1.loss_ce: 0.0458, aux_1.acc_seg: 80.4173, loss: 0.1803
2021-12-07 20:48:00,149 - mmseg - INFO - Iter [42850/80000]	lr: 1.259e-02, eta: 21:51:20, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1000, decode.acc_seg: 80.9640, aux_0.loss_ce: 0.0450, aux_0.acc_seg: 80.7380, aux_1.loss_ce: 0.0491, aux_1.acc_seg: 80.3259, loss: 0.1940
2021-12-07 20:50:07,267 - mmseg - INFO - Iter [42900/80000]	lr: 1.257e-02, eta: 21:49:53, time: 2.542, data_time: 0.955, memory: 17331, decode.loss_ce: 0.1017, decode.acc_seg: 80.6615, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 80.4514, aux_1.loss_ce: 0.0500, aux_1.acc_seg: 80.0196, loss: 0.1969
2021-12-07 20:51:25,324 - mmseg - INFO - Iter [42950/80000]	lr: 1.255e-02, eta: 21:47:43, time: 1.561, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1014, decode.acc_seg: 80.9894, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 80.7570, aux_1.loss_ce: 0.0495, aux_1.acc_seg: 80.3574, loss: 0.1961
2021-12-07 20:53:32,582 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 20:53:32,582 - mmseg - INFO - Iter [43000/80000]	lr: 1.254e-02, eta: 21:46:15, time: 2.545, data_time: 0.982, memory: 17331, decode.loss_ce: 0.0999, decode.acc_seg: 81.4992, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 81.2928, aux_1.loss_ce: 0.0491, aux_1.acc_seg: 80.8529, loss: 0.1936
2021-12-07 20:54:50,238 - mmseg - INFO - Iter [43050/80000]	lr: 1.252e-02, eta: 21:44:05, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0925, decode.acc_seg: 81.0683, aux_0.loss_ce: 0.0416, aux_0.acc_seg: 80.8469, aux_1.loss_ce: 0.0458, aux_1.acc_seg: 80.4426, loss: 0.1798
2021-12-07 20:56:58,416 - mmseg - INFO - Iter [43100/80000]	lr: 1.251e-02, eta: 21:42:38, time: 2.564, data_time: 0.958, memory: 17331, decode.loss_ce: 0.0970, decode.acc_seg: 81.5003, aux_0.loss_ce: 0.0435, aux_0.acc_seg: 81.2815, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.8822, loss: 0.1882
2021-12-07 20:58:15,609 - mmseg - INFO - Iter [43150/80000]	lr: 1.249e-02, eta: 21:40:28, time: 1.544, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0928, decode.acc_seg: 80.7595, aux_0.loss_ce: 0.0417, aux_0.acc_seg: 80.5352, aux_1.loss_ce: 0.0464, aux_1.acc_seg: 80.1024, loss: 0.1809
2021-12-07 21:00:23,939 - mmseg - INFO - Iter [43200/80000]	lr: 1.248e-02, eta: 21:39:01, time: 2.567, data_time: 0.946, memory: 17331, decode.loss_ce: 0.1015, decode.acc_seg: 81.2698, aux_0.loss_ce: 0.0451, aux_0.acc_seg: 81.0711, aux_1.loss_ce: 0.0497, aux_1.acc_seg: 80.6651, loss: 0.1962
2021-12-07 21:02:31,392 - mmseg - INFO - Iter [43250/80000]	lr: 1.246e-02, eta: 21:37:33, time: 2.549, data_time: 0.991, memory: 17331, decode.loss_ce: 0.0990, decode.acc_seg: 81.0328, aux_0.loss_ce: 0.0442, aux_0.acc_seg: 80.8263, aux_1.loss_ce: 0.0485, aux_1.acc_seg: 80.4145, loss: 0.1917
2021-12-07 21:03:49,152 - mmseg - INFO - Iter [43300/80000]	lr: 1.245e-02, eta: 21:35:24, time: 1.555, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1129, decode.acc_seg: 80.6263, aux_0.loss_ce: 0.0496, aux_0.acc_seg: 80.4597, aux_1.loss_ce: 0.0541, aux_1.acc_seg: 80.0231, loss: 0.2166
2021-12-07 21:05:57,279 - mmseg - INFO - Iter [43350/80000]	lr: 1.243e-02, eta: 21:33:57, time: 2.563, data_time: 0.995, memory: 17331, decode.loss_ce: 0.1019, decode.acc_seg: 81.0540, aux_0.loss_ce: 0.0454, aux_0.acc_seg: 80.8161, aux_1.loss_ce: 0.0498, aux_1.acc_seg: 80.4185, loss: 0.1971
2021-12-07 21:07:15,265 - mmseg - INFO - Iter [43400/80000]	lr: 1.242e-02, eta: 21:31:47, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1107, decode.acc_seg: 80.8475, aux_0.loss_ce: 0.0488, aux_0.acc_seg: 80.6553, aux_1.loss_ce: 0.0533, aux_1.acc_seg: 80.2047, loss: 0.2128
2021-12-07 21:09:22,628 - mmseg - INFO - Iter [43450/80000]	lr: 1.240e-02, eta: 21:30:19, time: 2.547, data_time: 0.975, memory: 17331, decode.loss_ce: 0.1090, decode.acc_seg: 80.7170, aux_0.loss_ce: 0.0481, aux_0.acc_seg: 80.5047, aux_1.loss_ce: 0.0524, aux_1.acc_seg: 80.0948, loss: 0.2095
2021-12-07 21:10:40,774 - mmseg - INFO - Iter [43500/80000]	lr: 1.239e-02, eta: 21:28:10, time: 1.563, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0940, decode.acc_seg: 81.0623, aux_0.loss_ce: 0.0418, aux_0.acc_seg: 80.8469, aux_1.loss_ce: 0.0467, aux_1.acc_seg: 80.4261, loss: 0.1825
2021-12-07 21:12:48,745 - mmseg - INFO - Iter [43550/80000]	lr: 1.237e-02, eta: 21:26:43, time: 2.559, data_time: 0.988, memory: 17331, decode.loss_ce: 0.1101, decode.acc_seg: 80.7870, aux_0.loss_ce: 0.0487, aux_0.acc_seg: 80.5781, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 80.1759, loss: 0.2118
2021-12-07 21:14:06,734 - mmseg - INFO - Iter [43600/80000]	lr: 1.236e-02, eta: 21:24:33, time: 1.560, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1183, decode.acc_seg: 80.6518, aux_0.loss_ce: 0.0519, aux_0.acc_seg: 80.4303, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 80.0178, loss: 0.2267
2021-12-07 21:16:14,800 - mmseg - INFO - Iter [43650/80000]	lr: 1.234e-02, eta: 21:23:06, time: 2.561, data_time: 1.022, memory: 17331, decode.loss_ce: 0.1131, decode.acc_seg: 80.3712, aux_0.loss_ce: 0.0498, aux_0.acc_seg: 80.1603, aux_1.loss_ce: 0.0545, aux_1.acc_seg: 79.7509, loss: 0.2174
2021-12-07 21:17:32,688 - mmseg - INFO - Iter [43700/80000]	lr: 1.233e-02, eta: 21:20:57, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1149, decode.acc_seg: 79.9906, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 79.7873, aux_1.loss_ce: 0.0548, aux_1.acc_seg: 79.4017, loss: 0.2205
2021-12-07 21:19:41,368 - mmseg - INFO - Iter [43750/80000]	lr: 1.231e-02, eta: 21:19:30, time: 2.574, data_time: 1.006, memory: 17331, decode.loss_ce: 0.1061, decode.acc_seg: 81.3512, aux_0.loss_ce: 0.0468, aux_0.acc_seg: 81.1493, aux_1.loss_ce: 0.0512, aux_1.acc_seg: 80.7284, loss: 0.2042
2021-12-07 21:20:58,873 - mmseg - INFO - Iter [43800/80000]	lr: 1.230e-02, eta: 21:17:21, time: 1.550, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0987, decode.acc_seg: 80.8872, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 80.6645, aux_1.loss_ce: 0.0488, aux_1.acc_seg: 80.2468, loss: 0.1917
2021-12-07 21:23:07,224 - mmseg - INFO - Iter [43850/80000]	lr: 1.228e-02, eta: 21:15:53, time: 2.567, data_time: 0.941, memory: 17331, decode.loss_ce: 0.0928, decode.acc_seg: 81.4194, aux_0.loss_ce: 0.0415, aux_0.acc_seg: 81.2068, aux_1.loss_ce: 0.0466, aux_1.acc_seg: 80.7416, loss: 0.1809
2021-12-07 21:25:15,064 - mmseg - INFO - Iter [43900/80000]	lr: 1.227e-02, eta: 21:14:25, time: 2.557, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0970, decode.acc_seg: 81.0021, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 80.7976, aux_1.loss_ce: 0.0479, aux_1.acc_seg: 80.3625, loss: 0.1881
2021-12-07 21:26:32,905 - mmseg - INFO - Iter [43950/80000]	lr: 1.225e-02, eta: 21:12:17, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0953, decode.acc_seg: 81.4298, aux_0.loss_ce: 0.0429, aux_0.acc_seg: 81.2147, aux_1.loss_ce: 0.0469, aux_1.acc_seg: 80.8134, loss: 0.1851
2021-12-07 21:28:40,599 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 21:28:40,599 - mmseg - INFO - Iter [44000/80000]	lr: 1.224e-02, eta: 21:10:49, time: 2.554, data_time: 0.986, memory: 17331, decode.loss_ce: 0.0938, decode.acc_seg: 81.1452, aux_0.loss_ce: 0.0419, aux_0.acc_seg: 80.9421, aux_1.loss_ce: 0.0467, aux_1.acc_seg: 80.4915, loss: 0.1824
2021-12-07 21:29:58,359 - mmseg - INFO - Iter [44050/80000]	lr: 1.222e-02, eta: 21:08:40, time: 1.555, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1062, decode.acc_seg: 80.7824, aux_0.loss_ce: 0.0470, aux_0.acc_seg: 80.5763, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.1605, loss: 0.2049
2021-12-07 21:32:06,026 - mmseg - INFO - Iter [44100/80000]	lr: 1.221e-02, eta: 21:07:12, time: 2.553, data_time: 0.982, memory: 17331, decode.loss_ce: 0.1028, decode.acc_seg: 80.7892, aux_0.loss_ce: 0.0453, aux_0.acc_seg: 80.6001, aux_1.loss_ce: 0.0499, aux_1.acc_seg: 80.1757, loss: 0.1980
2021-12-07 21:33:23,928 - mmseg - INFO - Iter [44150/80000]	lr: 1.219e-02, eta: 21:05:03, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1023, decode.acc_seg: 80.8283, aux_0.loss_ce: 0.0458, aux_0.acc_seg: 80.5912, aux_1.loss_ce: 0.0499, aux_1.acc_seg: 80.1999, loss: 0.1980
2021-12-07 21:35:31,885 - mmseg - INFO - Iter [44200/80000]	lr: 1.218e-02, eta: 21:03:35, time: 2.559, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0936, decode.acc_seg: 81.0043, aux_0.loss_ce: 0.0419, aux_0.acc_seg: 80.7847, aux_1.loss_ce: 0.0463, aux_1.acc_seg: 80.3642, loss: 0.1818
2021-12-07 21:36:50,083 - mmseg - INFO - Iter [44250/80000]	lr: 1.216e-02, eta: 21:01:27, time: 1.564, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0923, decode.acc_seg: 81.3196, aux_0.loss_ce: 0.0418, aux_0.acc_seg: 81.0974, aux_1.loss_ce: 0.0460, aux_1.acc_seg: 80.6938, loss: 0.1800
2021-12-07 21:38:57,443 - mmseg - INFO - Iter [44300/80000]	lr: 1.215e-02, eta: 20:59:58, time: 2.547, data_time: 0.952, memory: 17331, decode.loss_ce: 0.0922, decode.acc_seg: 80.9455, aux_0.loss_ce: 0.0412, aux_0.acc_seg: 80.7386, aux_1.loss_ce: 0.0457, aux_1.acc_seg: 80.3219, loss: 0.1791
2021-12-07 21:40:15,287 - mmseg - INFO - Iter [44350/80000]	lr: 1.213e-02, eta: 20:57:50, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0909, decode.acc_seg: 81.6442, aux_0.loss_ce: 0.0409, aux_0.acc_seg: 81.4301, aux_1.loss_ce: 0.0452, aux_1.acc_seg: 81.0147, loss: 0.1769
2021-12-07 21:42:23,798 - mmseg - INFO - Iter [44400/80000]	lr: 1.212e-02, eta: 20:56:22, time: 2.570, data_time: 1.011, memory: 17331, decode.loss_ce: 0.1051, decode.acc_seg: 80.8373, aux_0.loss_ce: 0.0465, aux_0.acc_seg: 80.6243, aux_1.loss_ce: 0.0504, aux_1.acc_seg: 80.2465, loss: 0.2020
2021-12-07 21:43:41,485 - mmseg - INFO - Iter [44450/80000]	lr: 1.210e-02, eta: 20:54:14, time: 1.554, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1186, decode.acc_seg: 80.2109, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.0118, aux_1.loss_ce: 0.0562, aux_1.acc_seg: 79.6322, loss: 0.2269
2021-12-07 21:45:49,780 - mmseg - INFO - Iter [44500/80000]	lr: 1.208e-02, eta: 20:52:46, time: 2.566, data_time: 0.980, memory: 17331, decode.loss_ce: 0.1137, decode.acc_seg: 80.5783, aux_0.loss_ce: 0.0501, aux_0.acc_seg: 80.3655, aux_1.loss_ce: 0.0546, aux_1.acc_seg: 79.9493, loss: 0.2184
2021-12-07 21:47:57,195 - mmseg - INFO - Iter [44550/80000]	lr: 1.207e-02, eta: 20:51:17, time: 2.548, data_time: 0.965, memory: 17331, decode.loss_ce: 0.1003, decode.acc_seg: 80.1103, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 79.9100, aux_1.loss_ce: 0.0490, aux_1.acc_seg: 79.4984, loss: 0.1939
2021-12-07 21:49:15,435 - mmseg - INFO - Iter [44600/80000]	lr: 1.205e-02, eta: 20:49:09, time: 1.565, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1025, decode.acc_seg: 81.0498, aux_0.loss_ce: 0.0459, aux_0.acc_seg: 80.8167, aux_1.loss_ce: 0.0500, aux_1.acc_seg: 80.4250, loss: 0.1984
2021-12-07 21:51:24,033 - mmseg - INFO - Iter [44650/80000]	lr: 1.204e-02, eta: 20:47:41, time: 2.572, data_time: 1.054, memory: 17331, decode.loss_ce: 0.1167, decode.acc_seg: 80.8478, aux_0.loss_ce: 0.0518, aux_0.acc_seg: 80.6267, aux_1.loss_ce: 0.0560, aux_1.acc_seg: 80.2227, loss: 0.2245
2021-12-07 21:52:41,812 - mmseg - INFO - Iter [44700/80000]	lr: 1.202e-02, eta: 20:45:33, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1241, decode.acc_seg: 80.3755, aux_0.loss_ce: 0.0548, aux_0.acc_seg: 80.1547, aux_1.loss_ce: 0.0589, aux_1.acc_seg: 79.7466, loss: 0.2378
2021-12-07 21:54:49,161 - mmseg - INFO - Iter [44750/80000]	lr: 1.201e-02, eta: 20:44:04, time: 2.547, data_time: 0.966, memory: 17331, decode.loss_ce: 0.1172, decode.acc_seg: 80.6901, aux_0.loss_ce: 0.0515, aux_0.acc_seg: 80.4843, aux_1.loss_ce: 0.0557, aux_1.acc_seg: 80.1059, loss: 0.2244
2021-12-07 21:56:07,722 - mmseg - INFO - Iter [44800/80000]	lr: 1.199e-02, eta: 20:41:57, time: 1.571, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1256, decode.acc_seg: 80.4493, aux_0.loss_ce: 0.0550, aux_0.acc_seg: 80.2407, aux_1.loss_ce: 0.0592, aux_1.acc_seg: 79.8484, loss: 0.2399
2021-12-07 21:58:16,529 - mmseg - INFO - Iter [44850/80000]	lr: 1.198e-02, eta: 20:40:29, time: 2.576, data_time: 1.048, memory: 17331, decode.loss_ce: 0.1218, decode.acc_seg: 79.9951, aux_0.loss_ce: 0.0536, aux_0.acc_seg: 79.7809, aux_1.loss_ce: 0.0581, aux_1.acc_seg: 79.3730, loss: 0.2334
2021-12-07 21:59:34,933 - mmseg - INFO - Iter [44900/80000]	lr: 1.196e-02, eta: 20:38:22, time: 1.568, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1105, decode.acc_seg: 80.6471, aux_0.loss_ce: 0.0488, aux_0.acc_seg: 80.4342, aux_1.loss_ce: 0.0537, aux_1.acc_seg: 80.0080, loss: 0.2130
2021-12-07 22:01:43,254 - mmseg - INFO - Iter [44950/80000]	lr: 1.195e-02, eta: 20:36:53, time: 2.566, data_time: 0.993, memory: 17331, decode.loss_ce: 0.1033, decode.acc_seg: 80.8913, aux_0.loss_ce: 0.0459, aux_0.acc_seg: 80.6808, aux_1.loss_ce: 0.0506, aux_1.acc_seg: 80.2532, loss: 0.1997
2021-12-07 22:03:01,595 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 22:03:01,596 - mmseg - INFO - Iter [45000/80000]	lr: 1.193e-02, eta: 20:34:46, time: 1.567, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1070, decode.acc_seg: 80.8341, aux_0.loss_ce: 0.0475, aux_0.acc_seg: 80.6256, aux_1.loss_ce: 0.0518, aux_1.acc_seg: 80.2197, loss: 0.2063
2021-12-07 22:05:10,039 - mmseg - INFO - Iter [45050/80000]	lr: 1.192e-02, eta: 20:33:18, time: 2.569, data_time: 0.954, memory: 17331, decode.loss_ce: 0.1119, decode.acc_seg: 80.9166, aux_0.loss_ce: 0.0494, aux_0.acc_seg: 80.7125, aux_1.loss_ce: 0.0538, aux_1.acc_seg: 80.2945, loss: 0.2151
2021-12-07 22:06:27,749 - mmseg - INFO - Iter [45100/80000]	lr: 1.190e-02, eta: 20:31:10, time: 1.554, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1057, decode.acc_seg: 80.8071, aux_0.loss_ce: 0.0470, aux_0.acc_seg: 80.5879, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.1681, loss: 0.2044
2021-12-07 22:08:36,380 - mmseg - INFO - Iter [45150/80000]	lr: 1.189e-02, eta: 20:29:42, time: 2.573, data_time: 1.026, memory: 17331, decode.loss_ce: 0.1016, decode.acc_seg: 81.0268, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 80.8000, aux_1.loss_ce: 0.0502, aux_1.acc_seg: 80.3707, loss: 0.1971
2021-12-07 22:10:44,539 - mmseg - INFO - Iter [45200/80000]	lr: 1.187e-02, eta: 20:28:13, time: 2.563, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1041, decode.acc_seg: 80.7933, aux_0.loss_ce: 0.0464, aux_0.acc_seg: 80.5643, aux_1.loss_ce: 0.0511, aux_1.acc_seg: 80.1486, loss: 0.2016
2021-12-07 22:12:02,887 - mmseg - INFO - Iter [45250/80000]	lr: 1.186e-02, eta: 20:26:06, time: 1.567, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0955, decode.acc_seg: 81.1576, aux_0.loss_ce: 0.0427, aux_0.acc_seg: 80.9440, aux_1.loss_ce: 0.0469, aux_1.acc_seg: 80.5225, loss: 0.1852
2021-12-07 22:14:10,953 - mmseg - INFO - Iter [45300/80000]	lr: 1.184e-02, eta: 20:24:37, time: 2.561, data_time: 1.019, memory: 17331, decode.loss_ce: 0.1022, decode.acc_seg: 81.0451, aux_0.loss_ce: 0.0456, aux_0.acc_seg: 80.8436, aux_1.loss_ce: 0.0502, aux_1.acc_seg: 80.4088, loss: 0.1980
2021-12-07 22:15:29,044 - mmseg - INFO - Iter [45350/80000]	lr: 1.183e-02, eta: 20:22:30, time: 1.562, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0959, decode.acc_seg: 80.7993, aux_0.loss_ce: 0.0428, aux_0.acc_seg: 80.5832, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.1467, loss: 0.1862
2021-12-07 22:17:36,887 - mmseg - INFO - Iter [45400/80000]	lr: 1.181e-02, eta: 20:21:01, time: 2.557, data_time: 0.991, memory: 17331, decode.loss_ce: 0.1008, decode.acc_seg: 81.1767, aux_0.loss_ce: 0.0452, aux_0.acc_seg: 80.9513, aux_1.loss_ce: 0.0498, aux_1.acc_seg: 80.5225, loss: 0.1957
2021-12-07 22:18:54,847 - mmseg - INFO - Iter [45450/80000]	lr: 1.180e-02, eta: 20:18:54, time: 1.559, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0972, decode.acc_seg: 81.0241, aux_0.loss_ce: 0.0437, aux_0.acc_seg: 80.8021, aux_1.loss_ce: 0.0480, aux_1.acc_seg: 80.3730, loss: 0.1888
2021-12-07 22:21:01,699 - mmseg - INFO - Iter [45500/80000]	lr: 1.178e-02, eta: 20:17:24, time: 2.537, data_time: 0.990, memory: 17331, decode.loss_ce: 0.0931, decode.acc_seg: 81.4191, aux_0.loss_ce: 0.0416, aux_0.acc_seg: 81.2254, aux_1.loss_ce: 0.0463, aux_1.acc_seg: 80.7986, loss: 0.1809
2021-12-07 22:22:19,443 - mmseg - INFO - Iter [45550/80000]	lr: 1.177e-02, eta: 20:15:17, time: 1.555, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0910, decode.acc_seg: 81.1393, aux_0.loss_ce: 0.0409, aux_0.acc_seg: 80.9324, aux_1.loss_ce: 0.0454, aux_1.acc_seg: 80.5127, loss: 0.1773
2021-12-07 22:24:27,150 - mmseg - INFO - Iter [45600/80000]	lr: 1.175e-02, eta: 20:13:48, time: 2.554, data_time: 1.028, memory: 17331, decode.loss_ce: 0.1014, decode.acc_seg: 81.3325, aux_0.loss_ce: 0.0450, aux_0.acc_seg: 81.1419, aux_1.loss_ce: 0.0492, aux_1.acc_seg: 80.7331, loss: 0.1957
2021-12-07 22:25:45,132 - mmseg - INFO - Iter [45650/80000]	lr: 1.173e-02, eta: 20:11:41, time: 1.560, data_time: 0.047, memory: 17331, decode.loss_ce: 0.1055, decode.acc_seg: 80.5594, aux_0.loss_ce: 0.0469, aux_0.acc_seg: 80.3354, aux_1.loss_ce: 0.0510, aux_1.acc_seg: 79.9463, loss: 0.2034
2021-12-07 22:27:53,020 - mmseg - INFO - Iter [45700/80000]	lr: 1.172e-02, eta: 20:10:12, time: 2.558, data_time: 0.940, memory: 17331, decode.loss_ce: 0.0979, decode.acc_seg: 80.9914, aux_0.loss_ce: 0.0436, aux_0.acc_seg: 80.7915, aux_1.loss_ce: 0.0482, aux_1.acc_seg: 80.3670, loss: 0.1896
2021-12-07 22:29:11,205 - mmseg - INFO - Iter [45750/80000]	lr: 1.170e-02, eta: 20:08:05, time: 1.564, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0935, decode.acc_seg: 80.9729, aux_0.loss_ce: 0.0420, aux_0.acc_seg: 80.7438, aux_1.loss_ce: 0.0469, aux_1.acc_seg: 80.3147, loss: 0.1824
2021-12-07 22:31:19,891 - mmseg - INFO - Iter [45800/80000]	lr: 1.169e-02, eta: 20:06:36, time: 2.574, data_time: 0.981, memory: 17331, decode.loss_ce: 0.0985, decode.acc_seg: 81.5391, aux_0.loss_ce: 0.0444, aux_0.acc_seg: 81.3240, aux_1.loss_ce: 0.0486, aux_1.acc_seg: 80.9017, loss: 0.1914
2021-12-07 22:33:27,600 - mmseg - INFO - Iter [45850/80000]	lr: 1.167e-02, eta: 20:05:07, time: 2.554, data_time: 1.006, memory: 17331, decode.loss_ce: 0.0949, decode.acc_seg: 80.9222, aux_0.loss_ce: 0.0425, aux_0.acc_seg: 80.6959, aux_1.loss_ce: 0.0472, aux_1.acc_seg: 80.2721, loss: 0.1846
2021-12-07 22:34:45,704 - mmseg - INFO - Iter [45900/80000]	lr: 1.166e-02, eta: 20:03:00, time: 1.562, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0894, decode.acc_seg: 81.2895, aux_0.loss_ce: 0.0404, aux_0.acc_seg: 81.0651, aux_1.loss_ce: 0.0445, aux_1.acc_seg: 80.6698, loss: 0.1743
2021-12-07 22:36:53,346 - mmseg - INFO - Iter [45950/80000]	lr: 1.164e-02, eta: 20:01:31, time: 2.553, data_time: 0.988, memory: 17331, decode.loss_ce: 0.0915, decode.acc_seg: 81.1509, aux_0.loss_ce: 0.0412, aux_0.acc_seg: 80.9268, aux_1.loss_ce: 0.0457, aux_1.acc_seg: 80.5000, loss: 0.1784
2021-12-07 22:38:11,195 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 22:38:11,195 - mmseg - INFO - Iter [46000/80000]	lr: 1.163e-02, eta: 19:59:24, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0877, decode.acc_seg: 81.1565, aux_0.loss_ce: 0.0393, aux_0.acc_seg: 80.9487, aux_1.loss_ce: 0.0441, aux_1.acc_seg: 80.5193, loss: 0.1711
2021-12-07 22:40:19,391 - mmseg - INFO - Iter [46050/80000]	lr: 1.161e-02, eta: 19:57:55, time: 2.564, data_time: 1.015, memory: 17331, decode.loss_ce: 0.0922, decode.acc_seg: 81.0825, aux_0.loss_ce: 0.0416, aux_0.acc_seg: 80.8541, aux_1.loss_ce: 0.0460, aux_1.acc_seg: 80.4427, loss: 0.1798
2021-12-07 22:41:37,212 - mmseg - INFO - Iter [46100/80000]	lr: 1.160e-02, eta: 19:55:48, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0929, decode.acc_seg: 80.7007, aux_0.loss_ce: 0.0414, aux_0.acc_seg: 80.4974, aux_1.loss_ce: 0.0462, aux_1.acc_seg: 80.0559, loss: 0.1805
2021-12-07 22:43:44,878 - mmseg - INFO - Iter [46150/80000]	lr: 1.158e-02, eta: 19:54:18, time: 2.553, data_time: 0.956, memory: 17331, decode.loss_ce: 0.0968, decode.acc_seg: 81.4060, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 81.1981, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.8004, loss: 0.1875
2021-12-07 22:45:02,990 - mmseg - INFO - Iter [46200/80000]	lr: 1.157e-02, eta: 19:52:12, time: 1.562, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0944, decode.acc_seg: 81.5687, aux_0.loss_ce: 0.0424, aux_0.acc_seg: 81.3530, aux_1.loss_ce: 0.0467, aux_1.acc_seg: 80.9500, loss: 0.1834
2021-12-07 22:47:10,717 - mmseg - INFO - Iter [46250/80000]	lr: 1.155e-02, eta: 19:50:42, time: 2.555, data_time: 0.983, memory: 17331, decode.loss_ce: 0.0978, decode.acc_seg: 80.9129, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 80.7050, aux_1.loss_ce: 0.0480, aux_1.acc_seg: 80.2852, loss: 0.1891
2021-12-07 22:48:28,428 - mmseg - INFO - Iter [46300/80000]	lr: 1.154e-02, eta: 19:48:36, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0894, decode.acc_seg: 81.4200, aux_0.loss_ce: 0.0403, aux_0.acc_seg: 81.1975, aux_1.loss_ce: 0.0446, aux_1.acc_seg: 80.7808, loss: 0.1744
2021-12-07 22:50:36,457 - mmseg - INFO - Iter [46350/80000]	lr: 1.152e-02, eta: 19:47:06, time: 2.560, data_time: 0.954, memory: 17331, decode.loss_ce: 0.0889, decode.acc_seg: 81.6964, aux_0.loss_ce: 0.0401, aux_0.acc_seg: 81.4834, aux_1.loss_ce: 0.0447, aux_1.acc_seg: 81.0624, loss: 0.1738
2021-12-07 22:51:53,966 - mmseg - INFO - Iter [46400/80000]	lr: 1.151e-02, eta: 19:45:00, time: 1.550, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0870, decode.acc_seg: 81.0783, aux_0.loss_ce: 0.0392, aux_0.acc_seg: 80.8653, aux_1.loss_ce: 0.0436, aux_1.acc_seg: 80.4426, loss: 0.1698
2021-12-07 22:54:01,822 - mmseg - INFO - Iter [46450/80000]	lr: 1.149e-02, eta: 19:43:30, time: 2.557, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0902, decode.acc_seg: 81.7260, aux_0.loss_ce: 0.0405, aux_0.acc_seg: 81.5123, aux_1.loss_ce: 0.0450, aux_1.acc_seg: 81.0887, loss: 0.1757
2021-12-07 22:55:19,073 - mmseg - INFO - Iter [46500/80000]	lr: 1.148e-02, eta: 19:41:24, time: 1.545, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0954, decode.acc_seg: 81.0477, aux_0.loss_ce: 0.0430, aux_0.acc_seg: 80.8313, aux_1.loss_ce: 0.0472, aux_1.acc_seg: 80.4089, loss: 0.1856
2021-12-07 22:57:28,260 - mmseg - INFO - Iter [46550/80000]	lr: 1.146e-02, eta: 19:39:55, time: 2.584, data_time: 0.949, memory: 17331, decode.loss_ce: 0.0957, decode.acc_seg: 81.8137, aux_0.loss_ce: 0.0429, aux_0.acc_seg: 81.5860, aux_1.loss_ce: 0.0477, aux_1.acc_seg: 81.1607, loss: 0.1863
2021-12-07 22:59:35,602 - mmseg - INFO - Iter [46600/80000]	lr: 1.144e-02, eta: 19:38:24, time: 2.547, data_time: 0.966, memory: 17331, decode.loss_ce: 0.0894, decode.acc_seg: 80.9298, aux_0.loss_ce: 0.0401, aux_0.acc_seg: 80.7149, aux_1.loss_ce: 0.0448, aux_1.acc_seg: 80.2944, loss: 0.1742
2021-12-07 23:00:53,230 - mmseg - INFO - Iter [46650/80000]	lr: 1.143e-02, eta: 19:36:18, time: 1.553, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0863, decode.acc_seg: 81.5923, aux_0.loss_ce: 0.0390, aux_0.acc_seg: 81.3769, aux_1.loss_ce: 0.0435, aux_1.acc_seg: 80.9470, loss: 0.1688
2021-12-07 23:03:01,125 - mmseg - INFO - Iter [46700/80000]	lr: 1.141e-02, eta: 19:34:48, time: 2.558, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0848, decode.acc_seg: 81.4850, aux_0.loss_ce: 0.0384, aux_0.acc_seg: 81.2768, aux_1.loss_ce: 0.0429, aux_1.acc_seg: 80.8409, loss: 0.1661
2021-12-07 23:04:18,766 - mmseg - INFO - Iter [46750/80000]	lr: 1.140e-02, eta: 19:32:42, time: 1.553, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0961, decode.acc_seg: 81.0957, aux_0.loss_ce: 0.0428, aux_0.acc_seg: 80.8974, aux_1.loss_ce: 0.0473, aux_1.acc_seg: 80.4733, loss: 0.1862
2021-12-07 23:06:26,961 - mmseg - INFO - Iter [46800/80000]	lr: 1.138e-02, eta: 19:31:13, time: 2.564, data_time: 0.914, memory: 17331, decode.loss_ce: 0.0922, decode.acc_seg: 81.4758, aux_0.loss_ce: 0.0415, aux_0.acc_seg: 81.2577, aux_1.loss_ce: 0.0460, aux_1.acc_seg: 80.8473, loss: 0.1796
2021-12-07 23:07:45,267 - mmseg - INFO - Iter [46850/80000]	lr: 1.137e-02, eta: 19:29:07, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0892, decode.acc_seg: 81.5094, aux_0.loss_ce: 0.0403, aux_0.acc_seg: 81.2836, aux_1.loss_ce: 0.0448, aux_1.acc_seg: 80.8595, loss: 0.1743
2021-12-07 23:09:53,166 - mmseg - INFO - Iter [46900/80000]	lr: 1.135e-02, eta: 19:27:37, time: 2.558, data_time: 0.963, memory: 17331, decode.loss_ce: 0.0935, decode.acc_seg: 81.2869, aux_0.loss_ce: 0.0416, aux_0.acc_seg: 81.0776, aux_1.loss_ce: 0.0466, aux_1.acc_seg: 80.6316, loss: 0.1817
2021-12-07 23:11:11,262 - mmseg - INFO - Iter [46950/80000]	lr: 1.134e-02, eta: 19:25:32, time: 1.562, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1015, decode.acc_seg: 80.8654, aux_0.loss_ce: 0.0451, aux_0.acc_seg: 80.6603, aux_1.loss_ce: 0.0497, aux_1.acc_seg: 80.2349, loss: 0.1963
2021-12-07 23:13:18,692 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 23:13:18,692 - mmseg - INFO - Iter [47000/80000]	lr: 1.132e-02, eta: 19:24:01, time: 2.549, data_time: 0.993, memory: 17331, decode.loss_ce: 0.1100, decode.acc_seg: 81.2031, aux_0.loss_ce: 0.0485, aux_0.acc_seg: 80.9767, aux_1.loss_ce: 0.0534, aux_1.acc_seg: 80.5648, loss: 0.2119
2021-12-07 23:14:35,975 - mmseg - INFO - Iter [47050/80000]	lr: 1.131e-02, eta: 19:21:55, time: 1.546, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0993, decode.acc_seg: 80.5328, aux_0.loss_ce: 0.0445, aux_0.acc_seg: 80.3018, aux_1.loss_ce: 0.0486, aux_1.acc_seg: 79.9165, loss: 0.1924
2021-12-07 23:16:44,379 - mmseg - INFO - Iter [47100/80000]	lr: 1.129e-02, eta: 19:20:25, time: 2.568, data_time: 0.950, memory: 17331, decode.loss_ce: 0.0967, decode.acc_seg: 81.1344, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 80.9284, aux_1.loss_ce: 0.0478, aux_1.acc_seg: 80.5095, loss: 0.1877
2021-12-07 23:18:01,384 - mmseg - INFO - Iter [47150/80000]	lr: 1.128e-02, eta: 19:18:19, time: 1.540, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0932, decode.acc_seg: 81.2848, aux_0.loss_ce: 0.0420, aux_0.acc_seg: 81.0544, aux_1.loss_ce: 0.0465, aux_1.acc_seg: 80.6074, loss: 0.1816
2021-12-07 23:20:09,897 - mmseg - INFO - Iter [47200/80000]	lr: 1.126e-02, eta: 19:16:49, time: 2.570, data_time: 0.954, memory: 17331, decode.loss_ce: 0.0955, decode.acc_seg: 81.8035, aux_0.loss_ce: 0.0424, aux_0.acc_seg: 81.6171, aux_1.loss_ce: 0.0471, aux_1.acc_seg: 81.1866, loss: 0.1850
2021-12-07 23:22:17,743 - mmseg - INFO - Iter [47250/80000]	lr: 1.125e-02, eta: 19:15:19, time: 2.557, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0915, decode.acc_seg: 81.3188, aux_0.loss_ce: 0.0410, aux_0.acc_seg: 81.1031, aux_1.loss_ce: 0.0455, aux_1.acc_seg: 80.6875, loss: 0.1781
2021-12-07 23:23:35,714 - mmseg - INFO - Iter [47300/80000]	lr: 1.123e-02, eta: 19:13:14, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1020, decode.acc_seg: 80.9925, aux_0.loss_ce: 0.0454, aux_0.acc_seg: 80.7595, aux_1.loss_ce: 0.0496, aux_1.acc_seg: 80.3647, loss: 0.1970
2021-12-07 23:25:44,366 - mmseg - INFO - Iter [47350/80000]	lr: 1.122e-02, eta: 19:11:44, time: 2.573, data_time: 1.019, memory: 17331, decode.loss_ce: 0.1045, decode.acc_seg: 81.1844, aux_0.loss_ce: 0.0463, aux_0.acc_seg: 80.9697, aux_1.loss_ce: 0.0505, aux_1.acc_seg: 80.5664, loss: 0.2014
2021-12-07 23:27:01,963 - mmseg - INFO - Iter [47400/80000]	lr: 1.120e-02, eta: 19:09:38, time: 1.552, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1042, decode.acc_seg: 80.9703, aux_0.loss_ce: 0.0465, aux_0.acc_seg: 80.7612, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 80.3396, loss: 0.2014
2021-12-07 23:29:10,596 - mmseg - INFO - Iter [47450/80000]	lr: 1.118e-02, eta: 19:08:08, time: 2.573, data_time: 1.044, memory: 17331, decode.loss_ce: 0.1004, decode.acc_seg: 80.4970, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 80.2852, aux_1.loss_ce: 0.0493, aux_1.acc_seg: 79.8627, loss: 0.1943
2021-12-07 23:30:28,886 - mmseg - INFO - Iter [47500/80000]	lr: 1.117e-02, eta: 19:06:04, time: 1.566, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1078, decode.acc_seg: 81.1317, aux_0.loss_ce: 0.0480, aux_0.acc_seg: 80.9142, aux_1.loss_ce: 0.0523, aux_1.acc_seg: 80.4946, loss: 0.2081
2021-12-07 23:32:36,144 - mmseg - INFO - Iter [47550/80000]	lr: 1.115e-02, eta: 19:04:33, time: 2.545, data_time: 0.938, memory: 17331, decode.loss_ce: 0.1062, decode.acc_seg: 80.5970, aux_0.loss_ce: 0.0472, aux_0.acc_seg: 80.3583, aux_1.loss_ce: 0.0513, aux_1.acc_seg: 79.9544, loss: 0.2047
2021-12-07 23:33:54,261 - mmseg - INFO - Iter [47600/80000]	lr: 1.114e-02, eta: 19:02:28, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1017, decode.acc_seg: 81.2914, aux_0.loss_ce: 0.0454, aux_0.acc_seg: 81.0708, aux_1.loss_ce: 0.0498, aux_1.acc_seg: 80.6549, loss: 0.1969
2021-12-07 23:36:02,307 - mmseg - INFO - Iter [47650/80000]	lr: 1.112e-02, eta: 19:00:57, time: 2.561, data_time: 1.017, memory: 17331, decode.loss_ce: 0.1049, decode.acc_seg: 81.1036, aux_0.loss_ce: 0.0464, aux_0.acc_seg: 80.8965, aux_1.loss_ce: 0.0508, aux_1.acc_seg: 80.4847, loss: 0.2021
2021-12-07 23:37:20,301 - mmseg - INFO - Iter [47700/80000]	lr: 1.111e-02, eta: 18:58:53, time: 1.560, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1218, decode.acc_seg: 79.9278, aux_0.loss_ce: 0.0535, aux_0.acc_seg: 79.7171, aux_1.loss_ce: 0.0574, aux_1.acc_seg: 79.3334, loss: 0.2327
2021-12-07 23:39:28,153 - mmseg - INFO - Iter [47750/80000]	lr: 1.109e-02, eta: 18:57:22, time: 2.557, data_time: 0.952, memory: 17331, decode.loss_ce: 0.1232, decode.acc_seg: 80.2918, aux_0.loss_ce: 0.0538, aux_0.acc_seg: 80.1154, aux_1.loss_ce: 0.0579, aux_1.acc_seg: 79.7081, loss: 0.2348
2021-12-07 23:40:45,883 - mmseg - INFO - Iter [47800/80000]	lr: 1.108e-02, eta: 18:55:17, time: 1.555, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1088, decode.acc_seg: 80.5453, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.3251, aux_1.loss_ce: 0.0529, aux_1.acc_seg: 79.8948, loss: 0.2095
2021-12-07 23:42:54,415 - mmseg - INFO - Iter [47850/80000]	lr: 1.106e-02, eta: 18:53:46, time: 2.571, data_time: 0.995, memory: 17331, decode.loss_ce: 0.0958, decode.acc_seg: 81.6494, aux_0.loss_ce: 0.0427, aux_0.acc_seg: 81.4409, aux_1.loss_ce: 0.0472, aux_1.acc_seg: 81.0114, loss: 0.1856
2021-12-07 23:45:02,223 - mmseg - INFO - Iter [47900/80000]	lr: 1.105e-02, eta: 18:52:15, time: 2.556, data_time: 0.948, memory: 17331, decode.loss_ce: 0.0936, decode.acc_seg: 81.1520, aux_0.loss_ce: 0.0424, aux_0.acc_seg: 80.9199, aux_1.loss_ce: 0.0467, aux_1.acc_seg: 80.4967, loss: 0.1827
2021-12-07 23:46:20,067 - mmseg - INFO - Iter [47950/80000]	lr: 1.103e-02, eta: 18:50:11, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1002, decode.acc_seg: 80.9632, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 80.7646, aux_1.loss_ce: 0.0490, aux_1.acc_seg: 80.3512, loss: 0.1938
2021-12-07 23:48:28,043 - mmseg - INFO - Saving checkpoint at 48000 iterations
2021-12-07 23:48:28,567 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 23:48:28,568 - mmseg - INFO - Iter [48000/80000]	lr: 1.102e-02, eta: 18:48:40, time: 2.570, data_time: 0.951, memory: 17331, decode.loss_ce: 0.0937, decode.acc_seg: 80.8058, aux_0.loss_ce: 0.0418, aux_0.acc_seg: 80.5880, aux_1.loss_ce: 0.0464, aux_1.acc_seg: 80.1651, loss: 0.1819
2021-12-07 23:50:32,148 - mmseg - INFO - per class results:
2021-12-07 23:50:32,151 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 97.77 |  98.9 |
|    sidewalk   | 81.64 | 90.98 |
|    building   | 91.38 | 95.48 |
|      wall     | 44.58 | 58.49 |
|     fence     | 57.42 | 67.78 |
|      pole     | 62.36 | 75.42 |
| traffic light |  66.8 | 82.42 |
|  traffic sign |  75.5 | 86.52 |
|   vegetation  | 91.37 | 95.61 |
|    terrain    |  56.6 | 63.95 |
|      sky      |  93.9 | 98.22 |
|     person    | 77.69 | 87.64 |
|     rider     | 55.52 |  76.3 |
|      car      | 93.57 | 97.95 |
|     truck     | 71.35 | 83.26 |
|      bus      | 82.24 | 84.62 |
|     train     | 68.46 | 72.45 |
|   motorcycle  | 28.01 | 29.35 |
|    bicycle    | 74.66 |  88.9 |
+---------------+-------+-------+
2021-12-07 23:50:32,151 - mmseg - INFO - Summary:
2021-12-07 23:50:32,151 - mmseg - INFO - 
+-------+-------+-------+
|  aAcc |  mIoU |  mAcc |
+-------+-------+-------+
| 95.31 | 72.15 | 80.75 |
+-------+-------+-------+
2021-12-07 23:50:32,156 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-07 23:50:32,156 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9531, mIoU: 0.7215, mAcc: 0.8075, IoU.road: 0.9777, IoU.sidewalk: 0.8164, IoU.building: 0.9138, IoU.wall: 0.4458, IoU.fence: 0.5742, IoU.pole: 0.6236, IoU.traffic light: 0.6680, IoU.traffic sign: 0.7550, IoU.vegetation: 0.9137, IoU.terrain: 0.5660, IoU.sky: 0.9390, IoU.person: 0.7769, IoU.rider: 0.5552, IoU.car: 0.9357, IoU.truck: 0.7135, IoU.bus: 0.8224, IoU.train: 0.6846, IoU.motorcycle: 0.2801, IoU.bicycle: 0.7466, Acc.road: 0.9890, Acc.sidewalk: 0.9098, Acc.building: 0.9548, Acc.wall: 0.5849, Acc.fence: 0.6778, Acc.pole: 0.7542, Acc.traffic light: 0.8242, Acc.traffic sign: 0.8652, Acc.vegetation: 0.9561, Acc.terrain: 0.6395, Acc.sky: 0.9822, Acc.person: 0.8764, Acc.rider: 0.7630, Acc.car: 0.9795, Acc.truck: 0.8326, Acc.bus: 0.8462, Acc.train: 0.7245, Acc.motorcycle: 0.2935, Acc.bicycle: 0.8890
2021-12-07 23:51:50,232 - mmseg - INFO - Iter [48050/80000]	lr: 1.100e-02, eta: 18:47:58, time: 4.033, data_time: 2.515, memory: 17331, decode.loss_ce: 0.0979, decode.acc_seg: 81.1006, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 80.8683, aux_1.loss_ce: 0.0483, aux_1.acc_seg: 80.4782, loss: 0.1903
2021-12-07 23:53:57,489 - mmseg - INFO - Iter [48100/80000]	lr: 1.099e-02, eta: 18:46:26, time: 2.545, data_time: 1.003, memory: 17331, decode.loss_ce: 0.0930, decode.acc_seg: 81.0556, aux_0.loss_ce: 0.0419, aux_0.acc_seg: 80.8249, aux_1.loss_ce: 0.0465, aux_1.acc_seg: 80.4100, loss: 0.1813
2021-12-07 23:55:15,212 - mmseg - INFO - Iter [48150/80000]	lr: 1.097e-02, eta: 18:44:22, time: 1.554, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1254, decode.acc_seg: 80.4291, aux_0.loss_ce: 0.0547, aux_0.acc_seg: 80.2387, aux_1.loss_ce: 0.0595, aux_1.acc_seg: 79.8279, loss: 0.2396
2021-12-07 23:57:23,407 - mmseg - INFO - Iter [48200/80000]	lr: 1.095e-02, eta: 18:42:51, time: 2.564, data_time: 0.972, memory: 17331, decode.loss_ce: 0.1055, decode.acc_seg: 81.2863, aux_0.loss_ce: 0.0470, aux_0.acc_seg: 81.0547, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 80.6405, loss: 0.2040
2021-12-07 23:58:41,733 - mmseg - INFO - Iter [48250/80000]	lr: 1.094e-02, eta: 18:40:47, time: 1.566, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0971, decode.acc_seg: 81.4179, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 81.2014, aux_1.loss_ce: 0.0482, aux_1.acc_seg: 80.7537, loss: 0.1885
2021-12-08 00:00:49,317 - mmseg - INFO - Iter [48300/80000]	lr: 1.092e-02, eta: 18:39:15, time: 2.552, data_time: 0.950, memory: 17331, decode.loss_ce: 0.0927, decode.acc_seg: 80.9329, aux_0.loss_ce: 0.0416, aux_0.acc_seg: 80.7165, aux_1.loss_ce: 0.0461, aux_1.acc_seg: 80.3053, loss: 0.1804
2021-12-08 00:02:06,756 - mmseg - INFO - Iter [48350/80000]	lr: 1.091e-02, eta: 18:37:10, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0937, decode.acc_seg: 80.9624, aux_0.loss_ce: 0.0420, aux_0.acc_seg: 80.7499, aux_1.loss_ce: 0.0464, aux_1.acc_seg: 80.3277, loss: 0.1821
2021-12-08 00:04:14,822 - mmseg - INFO - Iter [48400/80000]	lr: 1.089e-02, eta: 18:35:39, time: 2.561, data_time: 0.936, memory: 17331, decode.loss_ce: 0.1269, decode.acc_seg: 80.6014, aux_0.loss_ce: 0.0555, aux_0.acc_seg: 80.4127, aux_1.loss_ce: 0.0588, aux_1.acc_seg: 80.0808, loss: 0.2413
2021-12-08 00:05:32,239 - mmseg - INFO - Iter [48450/80000]	lr: 1.088e-02, eta: 18:33:34, time: 1.548, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1244, decode.acc_seg: 80.3803, aux_0.loss_ce: 0.0544, aux_0.acc_seg: 80.1711, aux_1.loss_ce: 0.0584, aux_1.acc_seg: 79.8120, loss: 0.2372
2021-12-08 00:07:41,032 - mmseg - INFO - Iter [48500/80000]	lr: 1.086e-02, eta: 18:32:03, time: 2.576, data_time: 0.978, memory: 17331, decode.loss_ce: 0.1039, decode.acc_seg: 80.8429, aux_0.loss_ce: 0.0463, aux_0.acc_seg: 80.6309, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 80.2195, loss: 0.2009
2021-12-08 00:09:48,473 - mmseg - INFO - Iter [48550/80000]	lr: 1.085e-02, eta: 18:30:31, time: 2.549, data_time: 0.994, memory: 17331, decode.loss_ce: 0.0971, decode.acc_seg: 80.7206, aux_0.loss_ce: 0.0434, aux_0.acc_seg: 80.4997, aux_1.loss_ce: 0.0478, aux_1.acc_seg: 80.0988, loss: 0.1883
2021-12-08 00:11:06,775 - mmseg - INFO - Iter [48600/80000]	lr: 1.083e-02, eta: 18:28:28, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0958, decode.acc_seg: 81.5202, aux_0.loss_ce: 0.0429, aux_0.acc_seg: 81.3071, aux_1.loss_ce: 0.0472, aux_1.acc_seg: 80.8828, loss: 0.1859
2021-12-08 00:13:14,585 - mmseg - INFO - Iter [48650/80000]	lr: 1.082e-02, eta: 18:26:56, time: 2.556, data_time: 0.931, memory: 17331, decode.loss_ce: 0.0969, decode.acc_seg: 80.8128, aux_0.loss_ce: 0.0434, aux_0.acc_seg: 80.5905, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.1754, loss: 0.1879
2021-12-08 00:14:32,147 - mmseg - INFO - Iter [48700/80000]	lr: 1.080e-02, eta: 18:24:52, time: 1.551, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1159, decode.acc_seg: 80.4033, aux_0.loss_ce: 0.0508, aux_0.acc_seg: 80.2092, aux_1.loss_ce: 0.0555, aux_1.acc_seg: 79.7929, loss: 0.2222
2021-12-08 00:16:39,323 - mmseg - INFO - Iter [48750/80000]	lr: 1.079e-02, eta: 18:23:19, time: 2.544, data_time: 0.959, memory: 17331, decode.loss_ce: 0.1063, decode.acc_seg: 80.8061, aux_0.loss_ce: 0.0473, aux_0.acc_seg: 80.5955, aux_1.loss_ce: 0.0523, aux_1.acc_seg: 80.1541, loss: 0.2058
2021-12-08 00:17:57,333 - mmseg - INFO - Iter [48800/80000]	lr: 1.077e-02, eta: 18:21:16, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1061, decode.acc_seg: 81.2984, aux_0.loss_ce: 0.0471, aux_0.acc_seg: 81.0815, aux_1.loss_ce: 0.0518, aux_1.acc_seg: 80.6452, loss: 0.2050
2021-12-08 00:20:05,291 - mmseg - INFO - Iter [48850/80000]	lr: 1.075e-02, eta: 18:19:44, time: 2.559, data_time: 0.999, memory: 17331, decode.loss_ce: 0.1127, decode.acc_seg: 80.9362, aux_0.loss_ce: 0.0495, aux_0.acc_seg: 80.7323, aux_1.loss_ce: 0.0540, aux_1.acc_seg: 80.3212, loss: 0.2162
2021-12-08 00:21:23,217 - mmseg - INFO - Iter [48900/80000]	lr: 1.074e-02, eta: 18:17:40, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1056, decode.acc_seg: 80.3222, aux_0.loss_ce: 0.0470, aux_0.acc_seg: 80.1007, aux_1.loss_ce: 0.0516, aux_1.acc_seg: 79.6740, loss: 0.2042
2021-12-08 00:23:31,048 - mmseg - INFO - Iter [48950/80000]	lr: 1.072e-02, eta: 18:16:08, time: 2.557, data_time: 0.942, memory: 17331, decode.loss_ce: 0.1044, decode.acc_seg: 81.0321, aux_0.loss_ce: 0.0462, aux_0.acc_seg: 80.8357, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 80.3927, loss: 0.2013
2021-12-08 00:24:48,795 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 00:24:48,796 - mmseg - INFO - Iter [49000/80000]	lr: 1.071e-02, eta: 18:14:04, time: 1.555, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0974, decode.acc_seg: 81.0671, aux_0.loss_ce: 0.0437, aux_0.acc_seg: 80.8304, aux_1.loss_ce: 0.0480, aux_1.acc_seg: 80.4135, loss: 0.1891
2021-12-08 00:26:56,670 - mmseg - INFO - Iter [49050/80000]	lr: 1.069e-02, eta: 18:12:32, time: 2.557, data_time: 0.980, memory: 17331, decode.loss_ce: 0.0992, decode.acc_seg: 80.6851, aux_0.loss_ce: 0.0442, aux_0.acc_seg: 80.4707, aux_1.loss_ce: 0.0488, aux_1.acc_seg: 80.0558, loss: 0.1922
2021-12-08 00:28:14,167 - mmseg - INFO - Iter [49100/80000]	lr: 1.068e-02, eta: 18:10:29, time: 1.550, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1020, decode.acc_seg: 80.8029, aux_0.loss_ce: 0.0456, aux_0.acc_seg: 80.5712, aux_1.loss_ce: 0.0499, aux_1.acc_seg: 80.1588, loss: 0.1975
2021-12-08 00:30:22,956 - mmseg - INFO - Iter [49150/80000]	lr: 1.066e-02, eta: 18:08:57, time: 2.576, data_time: 0.971, memory: 17331, decode.loss_ce: 0.0962, decode.acc_seg: 81.0896, aux_0.loss_ce: 0.0431, aux_0.acc_seg: 80.8717, aux_1.loss_ce: 0.0481, aux_1.acc_seg: 80.4263, loss: 0.1875
2021-12-08 00:32:30,539 - mmseg - INFO - Iter [49200/80000]	lr: 1.065e-02, eta: 18:07:25, time: 2.551, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0956, decode.acc_seg: 80.8189, aux_0.loss_ce: 0.0431, aux_0.acc_seg: 80.5937, aux_1.loss_ce: 0.0474, aux_1.acc_seg: 80.1718, loss: 0.1862
2021-12-08 00:33:48,449 - mmseg - INFO - Iter [49250/80000]	lr: 1.063e-02, eta: 18:05:21, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.1039, decode.acc_seg: 80.5936, aux_0.loss_ce: 0.0462, aux_0.acc_seg: 80.3727, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 79.9589, loss: 0.2008
2021-12-08 00:35:56,529 - mmseg - INFO - Iter [49300/80000]	lr: 1.062e-02, eta: 18:03:49, time: 2.562, data_time: 1.019, memory: 17331, decode.loss_ce: 0.1000, decode.acc_seg: 81.6203, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 81.4009, aux_1.loss_ce: 0.0492, aux_1.acc_seg: 80.9771, loss: 0.1938
2021-12-08 00:37:14,679 - mmseg - INFO - Iter [49350/80000]	lr: 1.060e-02, eta: 18:01:46, time: 1.563, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1075, decode.acc_seg: 80.9463, aux_0.loss_ce: 0.0478, aux_0.acc_seg: 80.6995, aux_1.loss_ce: 0.0526, aux_1.acc_seg: 80.2839, loss: 0.2079
2021-12-08 00:39:22,225 - mmseg - INFO - Iter [49400/80000]	lr: 1.059e-02, eta: 18:00:14, time: 2.551, data_time: 0.959, memory: 17331, decode.loss_ce: 0.1044, decode.acc_seg: 80.4208, aux_0.loss_ce: 0.0465, aux_0.acc_seg: 80.1937, aux_1.loss_ce: 0.0507, aux_1.acc_seg: 79.8014, loss: 0.2016
2021-12-08 00:40:40,615 - mmseg - INFO - Iter [49450/80000]	lr: 1.057e-02, eta: 17:58:11, time: 1.568, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0977, decode.acc_seg: 81.2119, aux_0.loss_ce: 0.0438, aux_0.acc_seg: 80.9897, aux_1.loss_ce: 0.0482, aux_1.acc_seg: 80.5720, loss: 0.1897
2021-12-08 00:42:48,971 - mmseg - INFO - Iter [49500/80000]	lr: 1.055e-02, eta: 17:56:39, time: 2.567, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0957, decode.acc_seg: 81.1924, aux_0.loss_ce: 0.0425, aux_0.acc_seg: 80.9916, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.5442, loss: 0.1858
2021-12-08 00:44:06,806 - mmseg - INFO - Iter [49550/80000]	lr: 1.054e-02, eta: 17:54:36, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1061, decode.acc_seg: 80.6634, aux_0.loss_ce: 0.0469, aux_0.acc_seg: 80.4622, aux_1.loss_ce: 0.0517, aux_1.acc_seg: 80.0231, loss: 0.2047
2021-12-08 00:46:15,083 - mmseg - INFO - Iter [49600/80000]	lr: 1.052e-02, eta: 17:53:04, time: 2.566, data_time: 0.980, memory: 17331, decode.loss_ce: 0.1002, decode.acc_seg: 81.1190, aux_0.loss_ce: 0.0448, aux_0.acc_seg: 80.8849, aux_1.loss_ce: 0.0493, aux_1.acc_seg: 80.4702, loss: 0.1943
2021-12-08 00:47:32,690 - mmseg - INFO - Iter [49650/80000]	lr: 1.051e-02, eta: 17:51:00, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0967, decode.acc_seg: 80.7130, aux_0.loss_ce: 0.0433, aux_0.acc_seg: 80.5009, aux_1.loss_ce: 0.0478, aux_1.acc_seg: 80.0784, loss: 0.1877
2021-12-08 00:49:40,402 - mmseg - INFO - Iter [49700/80000]	lr: 1.049e-02, eta: 17:49:28, time: 2.554, data_time: 1.005, memory: 17331, decode.loss_ce: 0.1000, decode.acc_seg: 81.0311, aux_0.loss_ce: 0.0448, aux_0.acc_seg: 80.8010, aux_1.loss_ce: 0.0493, aux_1.acc_seg: 80.3967, loss: 0.1941
2021-12-08 00:50:57,770 - mmseg - INFO - Iter [49750/80000]	lr: 1.048e-02, eta: 17:47:25, time: 1.547, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0885, decode.acc_seg: 81.6604, aux_0.loss_ce: 0.0402, aux_0.acc_seg: 81.4129, aux_1.loss_ce: 0.0445, aux_1.acc_seg: 81.0259, loss: 0.1732
2021-12-08 00:53:05,888 - mmseg - INFO - Iter [49800/80000]	lr: 1.046e-02, eta: 17:45:52, time: 2.562, data_time: 1.009, memory: 17331, decode.loss_ce: 0.0928, decode.acc_seg: 81.1661, aux_0.loss_ce: 0.0415, aux_0.acc_seg: 80.9566, aux_1.loss_ce: 0.0460, aux_1.acc_seg: 80.5489, loss: 0.1802
2021-12-08 00:55:14,365 - mmseg - INFO - Iter [49850/80000]	lr: 1.045e-02, eta: 17:44:20, time: 2.570, data_time: 0.953, memory: 17331, decode.loss_ce: 0.0904, decode.acc_seg: 81.1336, aux_0.loss_ce: 0.0407, aux_0.acc_seg: 80.9109, aux_1.loss_ce: 0.0453, aux_1.acc_seg: 80.4852, loss: 0.1764
2021-12-08 00:56:32,236 - mmseg - INFO - Iter [49900/80000]	lr: 1.043e-02, eta: 17:42:17, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0889, decode.acc_seg: 81.6290, aux_0.loss_ce: 0.0401, aux_0.acc_seg: 81.4194, aux_1.loss_ce: 0.0447, aux_1.acc_seg: 80.9914, loss: 0.1737
2021-12-08 00:58:39,400 - mmseg - INFO - Iter [49950/80000]	lr: 1.042e-02, eta: 17:40:44, time: 2.543, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0874, decode.acc_seg: 81.4222, aux_0.loss_ce: 0.0395, aux_0.acc_seg: 81.1936, aux_1.loss_ce: 0.0438, aux_1.acc_seg: 80.7740, loss: 0.1707
2021-12-08 00:59:57,386 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 00:59:57,387 - mmseg - INFO - Iter [50000/80000]	lr: 1.040e-02, eta: 17:38:41, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0910, decode.acc_seg: 81.1941, aux_0.loss_ce: 0.0408, aux_0.acc_seg: 80.9846, aux_1.loss_ce: 0.0455, aux_1.acc_seg: 80.5565, loss: 0.1774
2021-12-08 01:02:05,580 - mmseg - INFO - Iter [50050/80000]	lr: 1.038e-02, eta: 17:37:09, time: 2.564, data_time: 0.930, memory: 17331, decode.loss_ce: 0.0904, decode.acc_seg: 81.5171, aux_0.loss_ce: 0.0406, aux_0.acc_seg: 81.3157, aux_1.loss_ce: 0.0450, aux_1.acc_seg: 80.8994, loss: 0.1761
2021-12-08 01:03:23,674 - mmseg - INFO - Iter [50100/80000]	lr: 1.037e-02, eta: 17:35:06, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0866, decode.acc_seg: 81.3954, aux_0.loss_ce: 0.0391, aux_0.acc_seg: 81.1765, aux_1.loss_ce: 0.0433, aux_1.acc_seg: 80.7816, loss: 0.1691
2021-12-08 01:05:30,858 - mmseg - INFO - Iter [50150/80000]	lr: 1.035e-02, eta: 17:33:33, time: 2.544, data_time: 0.989, memory: 17331, decode.loss_ce: 0.0858, decode.acc_seg: 81.4462, aux_0.loss_ce: 0.0387, aux_0.acc_seg: 81.2457, aux_1.loss_ce: 0.0435, aux_1.acc_seg: 80.8023, loss: 0.1680
2021-12-08 01:06:48,891 - mmseg - INFO - Iter [50200/80000]	lr: 1.034e-02, eta: 17:31:31, time: 1.561, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0897, decode.acc_seg: 80.9577, aux_0.loss_ce: 0.0406, aux_0.acc_seg: 80.7341, aux_1.loss_ce: 0.0451, aux_1.acc_seg: 80.3149, loss: 0.1754
2021-12-08 01:08:56,032 - mmseg - INFO - Iter [50250/80000]	lr: 1.032e-02, eta: 17:29:58, time: 2.543, data_time: 0.974, memory: 17331, decode.loss_ce: 0.0865, decode.acc_seg: 81.6589, aux_0.loss_ce: 0.0390, aux_0.acc_seg: 81.4515, aux_1.loss_ce: 0.0435, aux_1.acc_seg: 81.0268, loss: 0.1691
2021-12-08 01:10:13,961 - mmseg - INFO - Iter [50300/80000]	lr: 1.031e-02, eta: 17:27:55, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0841, decode.acc_seg: 81.6285, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 81.4202, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 81.0055, loss: 0.1642
2021-12-08 01:12:21,309 - mmseg - INFO - Iter [50350/80000]	lr: 1.029e-02, eta: 17:26:22, time: 2.547, data_time: 0.944, memory: 17331, decode.loss_ce: 0.0839, decode.acc_seg: 81.7910, aux_0.loss_ce: 0.0381, aux_0.acc_seg: 81.5637, aux_1.loss_ce: 0.0425, aux_1.acc_seg: 81.1500, loss: 0.1645
2021-12-08 01:13:38,916 - mmseg - INFO - Iter [50400/80000]	lr: 1.028e-02, eta: 17:24:20, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0826, decode.acc_seg: 81.5308, aux_0.loss_ce: 0.0375, aux_0.acc_seg: 81.3209, aux_1.loss_ce: 0.0421, aux_1.acc_seg: 80.8893, loss: 0.1622
2021-12-08 01:15:47,098 - mmseg - INFO - Iter [50450/80000]	lr: 1.026e-02, eta: 17:22:47, time: 2.564, data_time: 0.949, memory: 17331, decode.loss_ce: 0.0817, decode.acc_seg: 81.8333, aux_0.loss_ce: 0.0370, aux_0.acc_seg: 81.6217, aux_1.loss_ce: 0.0414, aux_1.acc_seg: 81.1951, loss: 0.1601
2021-12-08 01:17:54,162 - mmseg - INFO - Iter [50500/80000]	lr: 1.025e-02, eta: 17:21:13, time: 2.541, data_time: 0.980, memory: 17331, decode.loss_ce: 0.0802, decode.acc_seg: 81.5820, aux_0.loss_ce: 0.0363, aux_0.acc_seg: 81.3836, aux_1.loss_ce: 0.0409, aux_1.acc_seg: 80.9464, loss: 0.1573
2021-12-08 01:19:12,360 - mmseg - INFO - Iter [50550/80000]	lr: 1.023e-02, eta: 17:19:11, time: 1.564, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0886, decode.acc_seg: 81.6545, aux_0.loss_ce: 0.0399, aux_0.acc_seg: 81.4450, aux_1.loss_ce: 0.0442, aux_1.acc_seg: 81.0350, loss: 0.1726
2021-12-08 01:21:20,497 - mmseg - INFO - Iter [50600/80000]	lr: 1.021e-02, eta: 17:17:38, time: 2.563, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0903, decode.acc_seg: 80.9528, aux_0.loss_ce: 0.0406, aux_0.acc_seg: 80.7327, aux_1.loss_ce: 0.0453, aux_1.acc_seg: 80.3096, loss: 0.1763
2021-12-08 01:22:38,204 - mmseg - INFO - Iter [50650/80000]	lr: 1.020e-02, eta: 17:15:36, time: 1.554, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0907, decode.acc_seg: 81.4923, aux_0.loss_ce: 0.0406, aux_0.acc_seg: 81.2811, aux_1.loss_ce: 0.0453, aux_1.acc_seg: 80.8385, loss: 0.1766
2021-12-08 01:24:45,453 - mmseg - INFO - Iter [50700/80000]	lr: 1.018e-02, eta: 17:14:03, time: 2.545, data_time: 0.942, memory: 17331, decode.loss_ce: 0.0886, decode.acc_seg: 81.4734, aux_0.loss_ce: 0.0396, aux_0.acc_seg: 81.2717, aux_1.loss_ce: 0.0443, aux_1.acc_seg: 80.8591, loss: 0.1725
2021-12-08 01:26:03,285 - mmseg - INFO - Iter [50750/80000]	lr: 1.017e-02, eta: 17:12:01, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1072, decode.acc_seg: 80.8507, aux_0.loss_ce: 0.0475, aux_0.acc_seg: 80.6335, aux_1.loss_ce: 0.0519, aux_1.acc_seg: 80.2264, loss: 0.2065
2021-12-08 01:28:11,922 - mmseg - INFO - Iter [50800/80000]	lr: 1.015e-02, eta: 17:10:28, time: 2.573, data_time: 1.041, memory: 17331, decode.loss_ce: 0.1133, decode.acc_seg: 80.5289, aux_0.loss_ce: 0.0502, aux_0.acc_seg: 80.3071, aux_1.loss_ce: 0.0545, aux_1.acc_seg: 79.9097, loss: 0.2180
2021-12-08 01:29:29,714 - mmseg - INFO - Iter [50850/80000]	lr: 1.014e-02, eta: 17:08:26, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1093, decode.acc_seg: 80.6051, aux_0.loss_ce: 0.0484, aux_0.acc_seg: 80.3941, aux_1.loss_ce: 0.0530, aux_1.acc_seg: 79.9702, loss: 0.2107
2021-12-08 01:31:37,593 - mmseg - INFO - Iter [50900/80000]	lr: 1.012e-02, eta: 17:06:53, time: 2.558, data_time: 0.975, memory: 17331, decode.loss_ce: 0.0969, decode.acc_seg: 81.1602, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 80.9570, aux_1.loss_ce: 0.0479, aux_1.acc_seg: 80.5148, loss: 0.1880
2021-12-08 01:32:55,691 - mmseg - INFO - Iter [50950/80000]	lr: 1.011e-02, eta: 17:04:51, time: 1.562, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1013, decode.acc_seg: 81.0783, aux_0.loss_ce: 0.0451, aux_0.acc_seg: 80.8559, aux_1.loss_ce: 0.0497, aux_1.acc_seg: 80.4438, loss: 0.1960
2021-12-08 01:35:03,714 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 01:35:03,714 - mmseg - INFO - Iter [51000/80000]	lr: 1.009e-02, eta: 17:03:18, time: 2.560, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0961, decode.acc_seg: 81.0228, aux_0.loss_ce: 0.0430, aux_0.acc_seg: 80.8024, aux_1.loss_ce: 0.0477, aux_1.acc_seg: 80.3772, loss: 0.1869
2021-12-08 01:36:21,366 - mmseg - INFO - Iter [51050/80000]	lr: 1.008e-02, eta: 17:01:16, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0932, decode.acc_seg: 81.1979, aux_0.loss_ce: 0.0420, aux_0.acc_seg: 80.9736, aux_1.loss_ce: 0.0462, aux_1.acc_seg: 80.5695, loss: 0.1814
2021-12-08 01:38:29,078 - mmseg - INFO - Iter [51100/80000]	lr: 1.006e-02, eta: 16:59:42, time: 2.554, data_time: 1.002, memory: 17331, decode.loss_ce: 0.0910, decode.acc_seg: 81.9631, aux_0.loss_ce: 0.0411, aux_0.acc_seg: 81.7594, aux_1.loss_ce: 0.0454, aux_1.acc_seg: 81.3446, loss: 0.1774
2021-12-08 01:39:46,069 - mmseg - INFO - Iter [51150/80000]	lr: 1.004e-02, eta: 16:57:40, time: 1.540, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1012, decode.acc_seg: 81.1744, aux_0.loss_ce: 0.0451, aux_0.acc_seg: 80.9490, aux_1.loss_ce: 0.0497, aux_1.acc_seg: 80.5184, loss: 0.1960
2021-12-08 01:41:53,667 - mmseg - INFO - Iter [51200/80000]	lr: 1.003e-02, eta: 16:56:07, time: 2.552, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0942, decode.acc_seg: 81.5250, aux_0.loss_ce: 0.0421, aux_0.acc_seg: 81.3117, aux_1.loss_ce: 0.0467, aux_1.acc_seg: 80.8799, loss: 0.1830
2021-12-08 01:44:01,666 - mmseg - INFO - Iter [51250/80000]	lr: 1.001e-02, eta: 16:54:33, time: 2.560, data_time: 0.980, memory: 17331, decode.loss_ce: 0.0967, decode.acc_seg: 80.9746, aux_0.loss_ce: 0.0435, aux_0.acc_seg: 80.7477, aux_1.loss_ce: 0.0482, aux_1.acc_seg: 80.3173, loss: 0.1884
2021-12-08 01:45:19,521 - mmseg - INFO - Iter [51300/80000]	lr: 9.998e-03, eta: 16:52:32, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0985, decode.acc_seg: 81.2164, aux_0.loss_ce: 0.0441, aux_0.acc_seg: 80.9884, aux_1.loss_ce: 0.0484, aux_1.acc_seg: 80.5910, loss: 0.1910
2021-12-08 01:47:26,614 - mmseg - INFO - Iter [51350/80000]	lr: 9.982e-03, eta: 16:50:58, time: 2.542, data_time: 0.946, memory: 17331, decode.loss_ce: 0.1002, decode.acc_seg: 80.5378, aux_0.loss_ce: 0.0445, aux_0.acc_seg: 80.3194, aux_1.loss_ce: 0.0488, aux_1.acc_seg: 79.9045, loss: 0.1935
2021-12-08 01:48:44,516 - mmseg - INFO - Iter [51400/80000]	lr: 9.966e-03, eta: 16:48:56, time: 1.558, data_time: 0.044, memory: 17331, decode.loss_ce: 0.1182, decode.acc_seg: 80.2199, aux_0.loss_ce: 0.0521, aux_0.acc_seg: 80.0061, aux_1.loss_ce: 0.0565, aux_1.acc_seg: 79.5984, loss: 0.2268
2021-12-08 01:50:52,925 - mmseg - INFO - Iter [51450/80000]	lr: 9.951e-03, eta: 16:47:23, time: 2.568, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0972, decode.acc_seg: 80.8062, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 80.5911, aux_1.loss_ce: 0.0481, aux_1.acc_seg: 80.1660, loss: 0.1885
2021-12-08 01:52:11,152 - mmseg - INFO - Iter [51500/80000]	lr: 9.935e-03, eta: 16:45:22, time: 1.565, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0951, decode.acc_seg: 80.5406, aux_0.loss_ce: 0.0426, aux_0.acc_seg: 80.3304, aux_1.loss_ce: 0.0474, aux_1.acc_seg: 79.8829, loss: 0.1851
2021-12-08 01:54:18,855 - mmseg - INFO - Iter [51550/80000]	lr: 9.920e-03, eta: 16:43:48, time: 2.554, data_time: 1.001, memory: 17331, decode.loss_ce: 0.0859, decode.acc_seg: 81.5624, aux_0.loss_ce: 0.0390, aux_0.acc_seg: 81.3308, aux_1.loss_ce: 0.0437, aux_1.acc_seg: 80.9029, loss: 0.1687
2021-12-08 01:55:36,824 - mmseg - INFO - Iter [51600/80000]	lr: 9.904e-03, eta: 16:41:47, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0879, decode.acc_seg: 81.3678, aux_0.loss_ce: 0.0400, aux_0.acc_seg: 81.1431, aux_1.loss_ce: 0.0444, aux_1.acc_seg: 80.7062, loss: 0.1723
2021-12-08 01:57:44,162 - mmseg - INFO - Iter [51650/80000]	lr: 9.889e-03, eta: 16:40:13, time: 2.547, data_time: 0.987, memory: 17331, decode.loss_ce: 0.0930, decode.acc_seg: 81.2639, aux_0.loss_ce: 0.0417, aux_0.acc_seg: 81.0334, aux_1.loss_ce: 0.0459, aux_1.acc_seg: 80.6499, loss: 0.1806
2021-12-08 01:59:01,888 - mmseg - INFO - Iter [51700/80000]	lr: 9.873e-03, eta: 16:38:12, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0917, decode.acc_seg: 81.1498, aux_0.loss_ce: 0.0413, aux_0.acc_seg: 80.9396, aux_1.loss_ce: 0.0459, aux_1.acc_seg: 80.5121, loss: 0.1789
2021-12-08 02:01:09,608 - mmseg - INFO - Iter [51750/80000]	lr: 9.858e-03, eta: 16:36:38, time: 2.554, data_time: 0.994, memory: 17331, decode.loss_ce: 0.0946, decode.acc_seg: 81.3108, aux_0.loss_ce: 0.0427, aux_0.acc_seg: 81.0699, aux_1.loss_ce: 0.0471, aux_1.acc_seg: 80.6443, loss: 0.1843
2021-12-08 02:02:26,814 - mmseg - INFO - Iter [51800/80000]	lr: 9.842e-03, eta: 16:34:36, time: 1.544, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0937, decode.acc_seg: 81.0642, aux_0.loss_ce: 0.0420, aux_0.acc_seg: 80.8658, aux_1.loss_ce: 0.0464, aux_1.acc_seg: 80.4497, loss: 0.1821
2021-12-08 02:04:34,768 - mmseg - INFO - Iter [51850/80000]	lr: 9.827e-03, eta: 16:33:03, time: 2.559, data_time: 0.941, memory: 17331, decode.loss_ce: 0.0960, decode.acc_seg: 81.4557, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 81.2211, aux_1.loss_ce: 0.0478, aux_1.acc_seg: 80.7895, loss: 0.1870
2021-12-08 02:06:42,402 - mmseg - INFO - Iter [51900/80000]	lr: 9.811e-03, eta: 16:31:29, time: 2.553, data_time: 1.018, memory: 17331, decode.loss_ce: 0.0902, decode.acc_seg: 81.2566, aux_0.loss_ce: 0.0404, aux_0.acc_seg: 81.0480, aux_1.loss_ce: 0.0448, aux_1.acc_seg: 80.6194, loss: 0.1754
2021-12-08 02:08:00,038 - mmseg - INFO - Iter [51950/80000]	lr: 9.796e-03, eta: 16:29:28, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0955, decode.acc_seg: 80.7854, aux_0.loss_ce: 0.0424, aux_0.acc_seg: 80.5734, aux_1.loss_ce: 0.0468, aux_1.acc_seg: 80.1517, loss: 0.1847
2021-12-08 02:10:07,316 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 02:10:07,317 - mmseg - INFO - Iter [52000/80000]	lr: 9.780e-03, eta: 16:27:53, time: 2.545, data_time: 0.926, memory: 17331, decode.loss_ce: 0.0896, decode.acc_seg: 81.1757, aux_0.loss_ce: 0.0403, aux_0.acc_seg: 80.9603, aux_1.loss_ce: 0.0447, aux_1.acc_seg: 80.5533, loss: 0.1746
2021-12-08 02:11:25,359 - mmseg - INFO - Iter [52050/80000]	lr: 9.764e-03, eta: 16:25:52, time: 1.561, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0996, decode.acc_seg: 80.7551, aux_0.loss_ce: 0.0444, aux_0.acc_seg: 80.5360, aux_1.loss_ce: 0.0485, aux_1.acc_seg: 80.1099, loss: 0.1925
2021-12-08 02:13:32,126 - mmseg - INFO - Iter [52100/80000]	lr: 9.749e-03, eta: 16:24:18, time: 2.535, data_time: 0.970, memory: 17331, decode.loss_ce: 0.1029, decode.acc_seg: 81.2298, aux_0.loss_ce: 0.0456, aux_0.acc_seg: 81.0134, aux_1.loss_ce: 0.0503, aux_1.acc_seg: 80.5967, loss: 0.1989
2021-12-08 02:14:49,945 - mmseg - INFO - Iter [52150/80000]	lr: 9.733e-03, eta: 16:22:17, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0905, decode.acc_seg: 80.8424, aux_0.loss_ce: 0.0410, aux_0.acc_seg: 80.6197, aux_1.loss_ce: 0.0454, aux_1.acc_seg: 80.1861, loss: 0.1768
2021-12-08 02:16:57,032 - mmseg - INFO - Iter [52200/80000]	lr: 9.718e-03, eta: 16:20:43, time: 2.542, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0971, decode.acc_seg: 81.1873, aux_0.loss_ce: 0.0434, aux_0.acc_seg: 80.9725, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.5721, loss: 0.1880
2021-12-08 02:18:15,178 - mmseg - INFO - Iter [52250/80000]	lr: 9.702e-03, eta: 16:18:42, time: 1.563, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0992, decode.acc_seg: 81.2606, aux_0.loss_ce: 0.0443, aux_0.acc_seg: 81.0543, aux_1.loss_ce: 0.0491, aux_1.acc_seg: 80.6266, loss: 0.1926
2021-12-08 02:20:22,835 - mmseg - INFO - Iter [52300/80000]	lr: 9.687e-03, eta: 16:17:08, time: 2.553, data_time: 1.016, memory: 17331, decode.loss_ce: 0.0912, decode.acc_seg: 81.1941, aux_0.loss_ce: 0.0409, aux_0.acc_seg: 80.9785, aux_1.loss_ce: 0.0452, aux_1.acc_seg: 80.5692, loss: 0.1773
2021-12-08 02:21:40,470 - mmseg - INFO - Iter [52350/80000]	lr: 9.671e-03, eta: 16:15:07, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0962, decode.acc_seg: 81.1501, aux_0.loss_ce: 0.0429, aux_0.acc_seg: 80.9435, aux_1.loss_ce: 0.0469, aux_1.acc_seg: 80.5431, loss: 0.1859
2021-12-08 02:23:48,906 - mmseg - INFO - Iter [52400/80000]	lr: 9.655e-03, eta: 16:13:33, time: 2.569, data_time: 1.033, memory: 17331, decode.loss_ce: 0.0913, decode.acc_seg: 81.3290, aux_0.loss_ce: 0.0411, aux_0.acc_seg: 81.1122, aux_1.loss_ce: 0.0454, aux_1.acc_seg: 80.7036, loss: 0.1777
2021-12-08 02:25:06,284 - mmseg - INFO - Iter [52450/80000]	lr: 9.640e-03, eta: 16:11:32, time: 1.548, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0970, decode.acc_seg: 80.9965, aux_0.loss_ce: 0.0431, aux_0.acc_seg: 80.7788, aux_1.loss_ce: 0.0480, aux_1.acc_seg: 80.3331, loss: 0.1882
2021-12-08 02:27:14,010 - mmseg - INFO - Iter [52500/80000]	lr: 9.624e-03, eta: 16:09:58, time: 2.555, data_time: 0.923, memory: 17331, decode.loss_ce: 0.0907, decode.acc_seg: 81.4847, aux_0.loss_ce: 0.0407, aux_0.acc_seg: 81.2688, aux_1.loss_ce: 0.0454, aux_1.acc_seg: 80.8333, loss: 0.1768
2021-12-08 02:29:22,184 - mmseg - INFO - Iter [52550/80000]	lr: 9.609e-03, eta: 16:08:24, time: 2.563, data_time: 1.003, memory: 17331, decode.loss_ce: 0.0852, decode.acc_seg: 81.6368, aux_0.loss_ce: 0.0387, aux_0.acc_seg: 81.4162, aux_1.loss_ce: 0.0431, aux_1.acc_seg: 80.9999, loss: 0.1669
2021-12-08 02:30:40,084 - mmseg - INFO - Iter [52600/80000]	lr: 9.593e-03, eta: 16:06:24, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0853, decode.acc_seg: 81.4068, aux_0.loss_ce: 0.0385, aux_0.acc_seg: 81.1943, aux_1.loss_ce: 0.0433, aux_1.acc_seg: 80.7554, loss: 0.1671
2021-12-08 02:32:48,020 - mmseg - INFO - Iter [52650/80000]	lr: 9.578e-03, eta: 16:04:49, time: 2.559, data_time: 0.965, memory: 17331, decode.loss_ce: 0.0903, decode.acc_seg: 81.2909, aux_0.loss_ce: 0.0406, aux_0.acc_seg: 81.0770, aux_1.loss_ce: 0.0449, aux_1.acc_seg: 80.6693, loss: 0.1758
2021-12-08 02:34:05,808 - mmseg - INFO - Iter [52700/80000]	lr: 9.562e-03, eta: 16:02:49, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0910, decode.acc_seg: 81.1529, aux_0.loss_ce: 0.0408, aux_0.acc_seg: 80.9578, aux_1.loss_ce: 0.0453, aux_1.acc_seg: 80.5395, loss: 0.1772
2021-12-08 02:36:13,721 - mmseg - INFO - Iter [52750/80000]	lr: 9.546e-03, eta: 16:01:15, time: 2.558, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0881, decode.acc_seg: 81.8690, aux_0.loss_ce: 0.0395, aux_0.acc_seg: 81.6544, aux_1.loss_ce: 0.0443, aux_1.acc_seg: 81.2281, loss: 0.1719
2021-12-08 02:37:31,575 - mmseg - INFO - Iter [52800/80000]	lr: 9.531e-03, eta: 15:59:14, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0941, decode.acc_seg: 81.7427, aux_0.loss_ce: 0.0424, aux_0.acc_seg: 81.5306, aux_1.loss_ce: 0.0464, aux_1.acc_seg: 81.1276, loss: 0.1828
2021-12-08 02:39:39,433 - mmseg - INFO - Iter [52850/80000]	lr: 9.515e-03, eta: 15:57:40, time: 2.557, data_time: 1.033, memory: 17331, decode.loss_ce: 0.0871, decode.acc_seg: 81.6369, aux_0.loss_ce: 0.0393, aux_0.acc_seg: 81.4200, aux_1.loss_ce: 0.0437, aux_1.acc_seg: 81.0011, loss: 0.1701
2021-12-08 02:40:57,767 - mmseg - INFO - Iter [52900/80000]	lr: 9.500e-03, eta: 15:55:40, time: 1.567, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0880, decode.acc_seg: 81.8421, aux_0.loss_ce: 0.0397, aux_0.acc_seg: 81.6238, aux_1.loss_ce: 0.0440, aux_1.acc_seg: 81.2203, loss: 0.1716
2021-12-08 02:43:05,374 - mmseg - INFO - Iter [52950/80000]	lr: 9.484e-03, eta: 15:54:05, time: 2.552, data_time: 0.971, memory: 17331, decode.loss_ce: 0.0991, decode.acc_seg: 81.4932, aux_0.loss_ce: 0.0438, aux_0.acc_seg: 81.2930, aux_1.loss_ce: 0.0485, aux_1.acc_seg: 80.8693, loss: 0.1915
2021-12-08 02:44:23,174 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 02:44:23,175 - mmseg - INFO - Iter [53000/80000]	lr: 9.468e-03, eta: 15:52:05, time: 1.556, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0957, decode.acc_seg: 81.1353, aux_0.loss_ce: 0.0428, aux_0.acc_seg: 80.9145, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.4901, loss: 0.1859
2021-12-08 02:46:31,080 - mmseg - INFO - Iter [53050/80000]	lr: 9.453e-03, eta: 15:50:31, time: 2.558, data_time: 0.935, memory: 17331, decode.loss_ce: 0.0875, decode.acc_seg: 81.5441, aux_0.loss_ce: 0.0392, aux_0.acc_seg: 81.3400, aux_1.loss_ce: 0.0437, aux_1.acc_seg: 80.9255, loss: 0.1703
2021-12-08 02:47:48,299 - mmseg - INFO - Iter [53100/80000]	lr: 9.437e-03, eta: 15:48:30, time: 1.544, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0860, decode.acc_seg: 81.5665, aux_0.loss_ce: 0.0389, aux_0.acc_seg: 81.3533, aux_1.loss_ce: 0.0434, aux_1.acc_seg: 80.9265, loss: 0.1683
2021-12-08 02:49:56,460 - mmseg - INFO - Iter [53150/80000]	lr: 9.421e-03, eta: 15:46:56, time: 2.563, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0817, decode.acc_seg: 82.0253, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.8102, aux_1.loss_ce: 0.0411, aux_1.acc_seg: 81.4094, loss: 0.1601
2021-12-08 02:52:04,488 - mmseg - INFO - Iter [53200/80000]	lr: 9.406e-03, eta: 15:45:21, time: 2.560, data_time: 0.941, memory: 17331, decode.loss_ce: 0.0870, decode.acc_seg: 81.3310, aux_0.loss_ce: 0.0391, aux_0.acc_seg: 81.1264, aux_1.loss_ce: 0.0435, aux_1.acc_seg: 80.7113, loss: 0.1696
2021-12-08 02:53:22,429 - mmseg - INFO - Iter [53250/80000]	lr: 9.390e-03, eta: 15:43:21, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0925, decode.acc_seg: 81.5738, aux_0.loss_ce: 0.0414, aux_0.acc_seg: 81.3761, aux_1.loss_ce: 0.0463, aux_1.acc_seg: 80.9348, loss: 0.1801
2021-12-08 02:55:30,159 - mmseg - INFO - Iter [53300/80000]	lr: 9.375e-03, eta: 15:41:47, time: 2.555, data_time: 0.904, memory: 17331, decode.loss_ce: 0.0861, decode.acc_seg: 81.1068, aux_0.loss_ce: 0.0389, aux_0.acc_seg: 80.8996, aux_1.loss_ce: 0.0430, aux_1.acc_seg: 80.5043, loss: 0.1680
2021-12-08 02:56:47,738 - mmseg - INFO - Iter [53350/80000]	lr: 9.359e-03, eta: 15:39:47, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0827, decode.acc_seg: 81.6556, aux_0.loss_ce: 0.0376, aux_0.acc_seg: 81.4555, aux_1.loss_ce: 0.0418, aux_1.acc_seg: 81.0210, loss: 0.1621
2021-12-08 02:58:55,204 - mmseg - INFO - Iter [53400/80000]	lr: 9.343e-03, eta: 15:38:12, time: 2.549, data_time: 0.996, memory: 17331, decode.loss_ce: 0.0854, decode.acc_seg: 81.2325, aux_0.loss_ce: 0.0384, aux_0.acc_seg: 81.0310, aux_1.loss_ce: 0.0427, aux_1.acc_seg: 80.6224, loss: 0.1666
2021-12-08 03:00:13,493 - mmseg - INFO - Iter [53450/80000]	lr: 9.328e-03, eta: 15:36:12, time: 1.566, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0851, decode.acc_seg: 81.8326, aux_0.loss_ce: 0.0384, aux_0.acc_seg: 81.6239, aux_1.loss_ce: 0.0433, aux_1.acc_seg: 81.1829, loss: 0.1668
2021-12-08 03:02:21,512 - mmseg - INFO - Iter [53500/80000]	lr: 9.312e-03, eta: 15:34:37, time: 2.560, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0906, decode.acc_seg: 81.5211, aux_0.loss_ce: 0.0406, aux_0.acc_seg: 81.3258, aux_1.loss_ce: 0.0447, aux_1.acc_seg: 80.9199, loss: 0.1759
2021-12-08 03:03:39,433 - mmseg - INFO - Iter [53550/80000]	lr: 9.296e-03, eta: 15:32:38, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0882, decode.acc_seg: 81.5253, aux_0.loss_ce: 0.0400, aux_0.acc_seg: 81.3001, aux_1.loss_ce: 0.0443, aux_1.acc_seg: 80.8972, loss: 0.1725
2021-12-08 03:05:46,399 - mmseg - INFO - Iter [53600/80000]	lr: 9.281e-03, eta: 15:31:03, time: 2.539, data_time: 0.958, memory: 17331, decode.loss_ce: 0.0853, decode.acc_seg: 81.5235, aux_0.loss_ce: 0.0384, aux_0.acc_seg: 81.3273, aux_1.loss_ce: 0.0430, aux_1.acc_seg: 80.9039, loss: 0.1668
2021-12-08 03:07:04,037 - mmseg - INFO - Iter [53650/80000]	lr: 9.265e-03, eta: 15:29:03, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0839, decode.acc_seg: 81.4763, aux_0.loss_ce: 0.0381, aux_0.acc_seg: 81.2728, aux_1.loss_ce: 0.0427, aux_1.acc_seg: 80.8320, loss: 0.1647
2021-12-08 03:09:11,787 - mmseg - INFO - Iter [53700/80000]	lr: 9.249e-03, eta: 15:27:28, time: 2.555, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0812, decode.acc_seg: 82.1663, aux_0.loss_ce: 0.0368, aux_0.acc_seg: 81.9648, aux_1.loss_ce: 0.0412, aux_1.acc_seg: 81.5475, loss: 0.1592
2021-12-08 03:10:29,205 - mmseg - INFO - Iter [53750/80000]	lr: 9.234e-03, eta: 15:25:28, time: 1.548, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0822, decode.acc_seg: 81.5438, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.3309, aux_1.loss_ce: 0.0418, aux_1.acc_seg: 80.8976, loss: 0.1613
2021-12-08 03:12:36,660 - mmseg - INFO - Iter [53800/80000]	lr: 9.218e-03, eta: 15:23:53, time: 2.549, data_time: 0.986, memory: 17331, decode.loss_ce: 0.0874, decode.acc_seg: 81.4569, aux_0.loss_ce: 0.0395, aux_0.acc_seg: 81.2473, aux_1.loss_ce: 0.0435, aux_1.acc_seg: 80.8376, loss: 0.1704
2021-12-08 03:14:43,863 - mmseg - INFO - Iter [53850/80000]	lr: 9.202e-03, eta: 15:22:18, time: 2.544, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0856, decode.acc_seg: 81.4714, aux_0.loss_ce: 0.0385, aux_0.acc_seg: 81.2630, aux_1.loss_ce: 0.0432, aux_1.acc_seg: 80.8349, loss: 0.1672
2021-12-08 03:16:01,683 - mmseg - INFO - Iter [53900/80000]	lr: 9.187e-03, eta: 15:20:18, time: 1.556, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0845, decode.acc_seg: 81.5945, aux_0.loss_ce: 0.0383, aux_0.acc_seg: 81.3840, aux_1.loss_ce: 0.0427, aux_1.acc_seg: 80.9616, loss: 0.1655
2021-12-08 03:18:09,209 - mmseg - INFO - Iter [53950/80000]	lr: 9.171e-03, eta: 15:18:43, time: 2.550, data_time: 0.986, memory: 17331, decode.loss_ce: 0.0991, decode.acc_seg: 81.0670, aux_0.loss_ce: 0.0438, aux_0.acc_seg: 80.8876, aux_1.loss_ce: 0.0482, aux_1.acc_seg: 80.4864, loss: 0.1910
2021-12-08 03:19:27,143 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 03:19:27,143 - mmseg - INFO - Iter [54000/80000]	lr: 9.155e-03, eta: 15:16:44, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0896, decode.acc_seg: 81.1847, aux_0.loss_ce: 0.0402, aux_0.acc_seg: 80.9804, aux_1.loss_ce: 0.0449, aux_1.acc_seg: 80.5576, loss: 0.1746
2021-12-08 03:21:34,510 - mmseg - INFO - Iter [54050/80000]	lr: 9.140e-03, eta: 15:15:08, time: 2.547, data_time: 0.992, memory: 17331, decode.loss_ce: 0.0824, decode.acc_seg: 81.5286, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.3138, aux_1.loss_ce: 0.0420, aux_1.acc_seg: 80.8879, loss: 0.1617
2021-12-08 03:22:52,053 - mmseg - INFO - Iter [54100/80000]	lr: 9.124e-03, eta: 15:13:09, time: 1.551, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0893, decode.acc_seg: 80.8966, aux_0.loss_ce: 0.0404, aux_0.acc_seg: 80.6936, aux_1.loss_ce: 0.0444, aux_1.acc_seg: 80.2932, loss: 0.1741
2021-12-08 03:24:59,531 - mmseg - INFO - Iter [54150/80000]	lr: 9.108e-03, eta: 15:11:34, time: 2.550, data_time: 1.007, memory: 17331, decode.loss_ce: 0.0976, decode.acc_seg: 81.0596, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 80.8739, aux_1.loss_ce: 0.0474, aux_1.acc_seg: 80.4595, loss: 0.1882
2021-12-08 03:26:17,452 - mmseg - INFO - Iter [54200/80000]	lr: 9.093e-03, eta: 15:09:35, time: 1.558, data_time: 0.042, memory: 17331, decode.loss_ce: 0.1006, decode.acc_seg: 81.3076, aux_0.loss_ce: 0.0446, aux_0.acc_seg: 81.1174, aux_1.loss_ce: 0.0490, aux_1.acc_seg: 80.7197, loss: 0.1942
2021-12-08 03:28:24,608 - mmseg - INFO - Iter [54250/80000]	lr: 9.077e-03, eta: 15:07:59, time: 2.543, data_time: 0.955, memory: 17331, decode.loss_ce: 0.1142, decode.acc_seg: 80.1110, aux_0.loss_ce: 0.0503, aux_0.acc_seg: 79.9187, aux_1.loss_ce: 0.0541, aux_1.acc_seg: 79.5337, loss: 0.2186
2021-12-08 03:29:43,128 - mmseg - INFO - Iter [54300/80000]	lr: 9.061e-03, eta: 15:06:00, time: 1.570, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1232, decode.acc_seg: 80.4580, aux_0.loss_ce: 0.0546, aux_0.acc_seg: 80.1995, aux_1.loss_ce: 0.0584, aux_1.acc_seg: 79.8202, loss: 0.2363
2021-12-08 03:31:51,158 - mmseg - INFO - Iter [54350/80000]	lr: 9.046e-03, eta: 15:04:25, time: 2.561, data_time: 0.926, memory: 17331, decode.loss_ce: 0.1079, decode.acc_seg: 81.1380, aux_0.loss_ce: 0.0482, aux_0.acc_seg: 80.9077, aux_1.loss_ce: 0.0526, aux_1.acc_seg: 80.4910, loss: 0.2087
2021-12-08 03:33:08,486 - mmseg - INFO - Iter [54400/80000]	lr: 9.030e-03, eta: 15:02:26, time: 1.547, data_time: 0.043, memory: 17331, decode.loss_ce: 0.1156, decode.acc_seg: 80.2454, aux_0.loss_ce: 0.0514, aux_0.acc_seg: 80.0021, aux_1.loss_ce: 0.0551, aux_1.acc_seg: 79.6039, loss: 0.2221
2021-12-08 03:35:16,856 - mmseg - INFO - Iter [54450/80000]	lr: 9.014e-03, eta: 15:00:51, time: 2.567, data_time: 0.939, memory: 17331, decode.loss_ce: 0.1120, decode.acc_seg: 81.1548, aux_0.loss_ce: 0.0494, aux_0.acc_seg: 80.9437, aux_1.loss_ce: 0.0536, aux_1.acc_seg: 80.5529, loss: 0.2150
2021-12-08 03:37:23,633 - mmseg - INFO - Iter [54500/80000]	lr: 8.999e-03, eta: 14:59:15, time: 2.535, data_time: 0.966, memory: 17331, decode.loss_ce: 0.0997, decode.acc_seg: 80.8597, aux_0.loss_ce: 0.0445, aux_0.acc_seg: 80.6380, aux_1.loss_ce: 0.0492, aux_1.acc_seg: 80.2075, loss: 0.1934
2021-12-08 03:38:41,988 - mmseg - INFO - Iter [54550/80000]	lr: 8.983e-03, eta: 14:57:16, time: 1.567, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0991, decode.acc_seg: 81.7765, aux_0.loss_ce: 0.0440, aux_0.acc_seg: 81.5854, aux_1.loss_ce: 0.0487, aux_1.acc_seg: 81.1458, loss: 0.1918
2021-12-08 03:40:51,649 - mmseg - INFO - Iter [54600/80000]	lr: 8.967e-03, eta: 14:55:41, time: 2.593, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0995, decode.acc_seg: 81.4601, aux_0.loss_ce: 0.0447, aux_0.acc_seg: 81.2210, aux_1.loss_ce: 0.0485, aux_1.acc_seg: 80.8591, loss: 0.1927
2021-12-08 03:42:09,557 - mmseg - INFO - Iter [54650/80000]	lr: 8.951e-03, eta: 14:53:43, time: 1.558, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0962, decode.acc_seg: 81.0675, aux_0.loss_ce: 0.0434, aux_0.acc_seg: 80.8390, aux_1.loss_ce: 0.0477, aux_1.acc_seg: 80.4066, loss: 0.1872
2021-12-08 03:44:17,328 - mmseg - INFO - Iter [54700/80000]	lr: 8.936e-03, eta: 14:52:07, time: 2.555, data_time: 0.942, memory: 17331, decode.loss_ce: 0.0924, decode.acc_seg: 81.2043, aux_0.loss_ce: 0.0416, aux_0.acc_seg: 80.9841, aux_1.loss_ce: 0.0453, aux_1.acc_seg: 80.6164, loss: 0.1793
2021-12-08 03:45:35,157 - mmseg - INFO - Iter [54750/80000]	lr: 8.920e-03, eta: 14:50:08, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0884, decode.acc_seg: 80.8862, aux_0.loss_ce: 0.0398, aux_0.acc_seg: 80.6744, aux_1.loss_ce: 0.0443, aux_1.acc_seg: 80.2477, loss: 0.1725
2021-12-08 03:47:42,872 - mmseg - INFO - Iter [54800/80000]	lr: 8.904e-03, eta: 14:48:33, time: 2.554, data_time: 0.971, memory: 17331, decode.loss_ce: 0.0963, decode.acc_seg: 81.1964, aux_0.loss_ce: 0.0430, aux_0.acc_seg: 80.9852, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.5767, loss: 0.1868
2021-12-08 03:49:00,343 - mmseg - INFO - Iter [54850/80000]	lr: 8.889e-03, eta: 14:46:34, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0971, decode.acc_seg: 80.9060, aux_0.loss_ce: 0.0436, aux_0.acc_seg: 80.6809, aux_1.loss_ce: 0.0479, aux_1.acc_seg: 80.2736, loss: 0.1886
2021-12-08 03:51:07,632 - mmseg - INFO - Iter [54900/80000]	lr: 8.873e-03, eta: 14:44:58, time: 2.546, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0887, decode.acc_seg: 81.0739, aux_0.loss_ce: 0.0400, aux_0.acc_seg: 80.8598, aux_1.loss_ce: 0.0446, aux_1.acc_seg: 80.4426, loss: 0.1733
2021-12-08 03:52:25,458 - mmseg - INFO - Iter [54950/80000]	lr: 8.857e-03, eta: 14:43:00, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0845, decode.acc_seg: 81.3240, aux_0.loss_ce: 0.0381, aux_0.acc_seg: 81.1136, aux_1.loss_ce: 0.0427, aux_1.acc_seg: 80.6910, loss: 0.1653
2021-12-08 03:54:33,312 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 03:54:33,312 - mmseg - INFO - Iter [55000/80000]	lr: 8.841e-03, eta: 14:41:24, time: 2.557, data_time: 1.010, memory: 17331, decode.loss_ce: 0.0892, decode.acc_seg: 81.8291, aux_0.loss_ce: 0.0404, aux_0.acc_seg: 81.6075, aux_1.loss_ce: 0.0450, aux_1.acc_seg: 81.1904, loss: 0.1745
2021-12-08 03:55:50,753 - mmseg - INFO - Iter [55050/80000]	lr: 8.826e-03, eta: 14:39:25, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0844, decode.acc_seg: 81.7655, aux_0.loss_ce: 0.0381, aux_0.acc_seg: 81.5591, aux_1.loss_ce: 0.0425, aux_1.acc_seg: 81.1363, loss: 0.1650
2021-12-08 03:57:59,682 - mmseg - INFO - Iter [55100/80000]	lr: 8.810e-03, eta: 14:37:50, time: 2.579, data_time: 0.966, memory: 17331, decode.loss_ce: 0.0839, decode.acc_seg: 81.8696, aux_0.loss_ce: 0.0380, aux_0.acc_seg: 81.6599, aux_1.loss_ce: 0.0426, aux_1.acc_seg: 81.2194, loss: 0.1645
2021-12-08 04:00:06,759 - mmseg - INFO - Iter [55150/80000]	lr: 8.794e-03, eta: 14:36:14, time: 2.541, data_time: 0.958, memory: 17331, decode.loss_ce: 0.0871, decode.acc_seg: 81.2525, aux_0.loss_ce: 0.0394, aux_0.acc_seg: 81.0420, aux_1.loss_ce: 0.0440, aux_1.acc_seg: 80.5997, loss: 0.1705
2021-12-08 04:01:26,244 - mmseg - INFO - Iter [55200/80000]	lr: 8.778e-03, eta: 14:34:16, time: 1.590, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0908, decode.acc_seg: 81.3729, aux_0.loss_ce: 0.0410, aux_0.acc_seg: 81.1680, aux_1.loss_ce: 0.0453, aux_1.acc_seg: 80.7557, loss: 0.1772
2021-12-08 04:03:34,058 - mmseg - INFO - Iter [55250/80000]	lr: 8.763e-03, eta: 14:32:40, time: 2.556, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0868, decode.acc_seg: 81.3443, aux_0.loss_ce: 0.0392, aux_0.acc_seg: 81.1354, aux_1.loss_ce: 0.0437, aux_1.acc_seg: 80.7052, loss: 0.1697
2021-12-08 04:04:51,926 - mmseg - INFO - Iter [55300/80000]	lr: 8.747e-03, eta: 14:30:42, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0871, decode.acc_seg: 81.5500, aux_0.loss_ce: 0.0393, aux_0.acc_seg: 81.3342, aux_1.loss_ce: 0.0436, aux_1.acc_seg: 80.9341, loss: 0.1700
2021-12-08 04:07:00,103 - mmseg - INFO - Iter [55350/80000]	lr: 8.731e-03, eta: 14:29:06, time: 2.564, data_time: 0.982, memory: 17331, decode.loss_ce: 0.0827, decode.acc_seg: 81.2473, aux_0.loss_ce: 0.0375, aux_0.acc_seg: 81.0328, aux_1.loss_ce: 0.0420, aux_1.acc_seg: 80.5936, loss: 0.1621
2021-12-08 04:08:18,149 - mmseg - INFO - Iter [55400/80000]	lr: 8.715e-03, eta: 14:27:08, time: 1.561, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0859, decode.acc_seg: 81.3440, aux_0.loss_ce: 0.0386, aux_0.acc_seg: 81.1439, aux_1.loss_ce: 0.0431, aux_1.acc_seg: 80.7114, loss: 0.1676
2021-12-08 04:10:26,486 - mmseg - INFO - Iter [55450/80000]	lr: 8.700e-03, eta: 14:25:33, time: 2.567, data_time: 0.985, memory: 17331, decode.loss_ce: 0.0834, decode.acc_seg: 81.5307, aux_0.loss_ce: 0.0380, aux_0.acc_seg: 81.3057, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 80.8786, loss: 0.1637
2021-12-08 04:11:44,442 - mmseg - INFO - Iter [55500/80000]	lr: 8.684e-03, eta: 14:23:35, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0925, decode.acc_seg: 80.8572, aux_0.loss_ce: 0.0415, aux_0.acc_seg: 80.6392, aux_1.loss_ce: 0.0462, aux_1.acc_seg: 80.2199, loss: 0.1802
2021-12-08 04:13:50,996 - mmseg - INFO - Iter [55550/80000]	lr: 8.668e-03, eta: 14:21:58, time: 2.531, data_time: 0.969, memory: 17331, decode.loss_ce: 0.0874, decode.acc_seg: 81.4159, aux_0.loss_ce: 0.0393, aux_0.acc_seg: 81.2065, aux_1.loss_ce: 0.0439, aux_1.acc_seg: 80.7672, loss: 0.1706
2021-12-08 04:15:08,831 - mmseg - INFO - Iter [55600/80000]	lr: 8.652e-03, eta: 14:20:00, time: 1.557, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0942, decode.acc_seg: 80.8708, aux_0.loss_ce: 0.0421, aux_0.acc_seg: 80.6661, aux_1.loss_ce: 0.0462, aux_1.acc_seg: 80.2504, loss: 0.1825
2021-12-08 04:17:16,565 - mmseg - INFO - Iter [55650/80000]	lr: 8.637e-03, eta: 14:18:24, time: 2.555, data_time: 0.983, memory: 17331, decode.loss_ce: 0.0924, decode.acc_seg: 81.3670, aux_0.loss_ce: 0.0414, aux_0.acc_seg: 81.1568, aux_1.loss_ce: 0.0461, aux_1.acc_seg: 80.7378, loss: 0.1799
2021-12-08 04:18:34,014 - mmseg - INFO - Iter [55700/80000]	lr: 8.621e-03, eta: 14:16:26, time: 1.549, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0884, decode.acc_seg: 81.3322, aux_0.loss_ce: 0.0401, aux_0.acc_seg: 81.0983, aux_1.loss_ce: 0.0442, aux_1.acc_seg: 80.6863, loss: 0.1727
2021-12-08 04:20:42,414 - mmseg - INFO - Iter [55750/80000]	lr: 8.605e-03, eta: 14:14:50, time: 2.568, data_time: 1.019, memory: 17331, decode.loss_ce: 0.0857, decode.acc_seg: 81.5400, aux_0.loss_ce: 0.0387, aux_0.acc_seg: 81.3304, aux_1.loss_ce: 0.0431, aux_1.acc_seg: 80.9098, loss: 0.1676
2021-12-08 04:21:59,861 - mmseg - INFO - Iter [55800/80000]	lr: 8.589e-03, eta: 14:12:52, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0856, decode.acc_seg: 81.4065, aux_0.loss_ce: 0.0389, aux_0.acc_seg: 81.1872, aux_1.loss_ce: 0.0430, aux_1.acc_seg: 80.7919, loss: 0.1675
2021-12-08 04:24:07,974 - mmseg - INFO - Iter [55850/80000]	lr: 8.573e-03, eta: 14:11:16, time: 2.562, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0839, decode.acc_seg: 81.8708, aux_0.loss_ce: 0.0377, aux_0.acc_seg: 81.6820, aux_1.loss_ce: 0.0425, aux_1.acc_seg: 81.2509, loss: 0.1640
2021-12-08 04:26:15,125 - mmseg - INFO - Iter [55900/80000]	lr: 8.558e-03, eta: 14:09:39, time: 2.543, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0798, decode.acc_seg: 81.6977, aux_0.loss_ce: 0.0363, aux_0.acc_seg: 81.4874, aux_1.loss_ce: 0.0410, aux_1.acc_seg: 81.0487, loss: 0.1570
2021-12-08 04:27:32,724 - mmseg - INFO - Iter [55950/80000]	lr: 8.542e-03, eta: 14:07:41, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0819, decode.acc_seg: 81.5487, aux_0.loss_ce: 0.0370, aux_0.acc_seg: 81.3471, aux_1.loss_ce: 0.0417, aux_1.acc_seg: 80.9071, loss: 0.1607
2021-12-08 04:29:39,789 - mmseg - INFO - Saving checkpoint at 56000 iterations
2021-12-08 04:29:40,287 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 04:29:40,287 - mmseg - INFO - Iter [56000/80000]	lr: 8.526e-03, eta: 14:06:05, time: 2.551, data_time: 0.978, memory: 17331, decode.loss_ce: 0.0842, decode.acc_seg: 81.6828, aux_0.loss_ce: 0.0379, aux_0.acc_seg: 81.4790, aux_1.loss_ce: 0.0425, aux_1.acc_seg: 81.0657, loss: 0.1647
2021-12-08 04:31:48,654 - mmseg - INFO - per class results:
2021-12-08 04:31:48,656 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     |  97.7 | 99.24 |
|    sidewalk   | 82.19 | 87.81 |
|    building   | 91.68 | 96.85 |
|      wall     | 43.78 | 51.98 |
|     fence     | 56.32 | 66.34 |
|      pole     | 63.17 |  77.6 |
| traffic light | 67.98 | 74.92 |
|  traffic sign | 75.41 |  79.2 |
|   vegetation  | 91.77 | 95.97 |
|    terrain    | 59.69 | 71.67 |
|      sky      | 94.56 |  97.8 |
|     person    | 78.92 | 85.35 |
|     rider     | 58.27 | 69.45 |
|      car      |  93.5 | 97.22 |
|     truck     | 52.76 | 57.17 |
|      bus      | 82.37 | 87.27 |
|     train     | 70.71 | 76.82 |
|   motorcycle  | 59.67 | 75.27 |
|    bicycle    | 75.62 | 87.37 |
+---------------+-------+-------+
2021-12-08 04:31:48,656 - mmseg - INFO - Summary:
2021-12-08 04:31:48,656 - mmseg - INFO - 
+-------+-------+------+
|  aAcc |  mIoU | mAcc |
+-------+-------+------+
| 95.46 | 73.48 | 80.8 |
+-------+-------+------+
2021-12-08 04:31:48,659 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 04:31:48,659 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9546, mIoU: 0.7348, mAcc: 0.8080, IoU.road: 0.9770, IoU.sidewalk: 0.8219, IoU.building: 0.9168, IoU.wall: 0.4378, IoU.fence: 0.5632, IoU.pole: 0.6317, IoU.traffic light: 0.6798, IoU.traffic sign: 0.7541, IoU.vegetation: 0.9177, IoU.terrain: 0.5969, IoU.sky: 0.9456, IoU.person: 0.7892, IoU.rider: 0.5827, IoU.car: 0.9350, IoU.truck: 0.5276, IoU.bus: 0.8237, IoU.train: 0.7071, IoU.motorcycle: 0.5967, IoU.bicycle: 0.7562, Acc.road: 0.9924, Acc.sidewalk: 0.8781, Acc.building: 0.9685, Acc.wall: 0.5198, Acc.fence: 0.6634, Acc.pole: 0.7760, Acc.traffic light: 0.7492, Acc.traffic sign: 0.7920, Acc.vegetation: 0.9597, Acc.terrain: 0.7167, Acc.sky: 0.9780, Acc.person: 0.8535, Acc.rider: 0.6945, Acc.car: 0.9722, Acc.truck: 0.5717, Acc.bus: 0.8727, Acc.train: 0.7682, Acc.motorcycle: 0.7527, Acc.bicycle: 0.8737
2021-12-08 04:33:06,388 - mmseg - INFO - Iter [56050/80000]	lr: 8.510e-03, eta: 14:05:02, time: 4.122, data_time: 2.611, memory: 17331, decode.loss_ce: 0.0865, decode.acc_seg: 81.3397, aux_0.loss_ce: 0.0392, aux_0.acc_seg: 81.1183, aux_1.loss_ce: 0.0437, aux_1.acc_seg: 80.6943, loss: 0.1694
2021-12-08 04:35:13,947 - mmseg - INFO - Iter [56100/80000]	lr: 8.494e-03, eta: 14:03:25, time: 2.551, data_time: 0.958, memory: 17331, decode.loss_ce: 0.1002, decode.acc_seg: 81.2076, aux_0.loss_ce: 0.0445, aux_0.acc_seg: 81.0217, aux_1.loss_ce: 0.0492, aux_1.acc_seg: 80.5996, loss: 0.1939
2021-12-08 04:36:31,623 - mmseg - INFO - Iter [56150/80000]	lr: 8.479e-03, eta: 14:01:28, time: 1.554, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0961, decode.acc_seg: 81.4389, aux_0.loss_ce: 0.0432, aux_0.acc_seg: 81.2205, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.8011, loss: 0.1868
2021-12-08 04:38:39,559 - mmseg - INFO - Iter [56200/80000]	lr: 8.463e-03, eta: 13:59:51, time: 2.559, data_time: 0.984, memory: 17331, decode.loss_ce: 0.0905, decode.acc_seg: 81.1729, aux_0.loss_ce: 0.0408, aux_0.acc_seg: 80.9496, aux_1.loss_ce: 0.0452, aux_1.acc_seg: 80.5196, loss: 0.1766
2021-12-08 04:39:57,339 - mmseg - INFO - Iter [56250/80000]	lr: 8.447e-03, eta: 13:57:53, time: 1.556, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0946, decode.acc_seg: 81.0331, aux_0.loss_ce: 0.0425, aux_0.acc_seg: 80.8084, aux_1.loss_ce: 0.0470, aux_1.acc_seg: 80.3721, loss: 0.1842
2021-12-08 04:42:04,630 - mmseg - INFO - Iter [56300/80000]	lr: 8.431e-03, eta: 13:56:17, time: 2.546, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0908, decode.acc_seg: 81.9822, aux_0.loss_ce: 0.0409, aux_0.acc_seg: 81.7645, aux_1.loss_ce: 0.0456, aux_1.acc_seg: 81.3221, loss: 0.1773
2021-12-08 04:43:21,978 - mmseg - INFO - Iter [56350/80000]	lr: 8.415e-03, eta: 13:54:19, time: 1.547, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0844, decode.acc_seg: 81.2802, aux_0.loss_ce: 0.0380, aux_0.acc_seg: 81.0816, aux_1.loss_ce: 0.0426, aux_1.acc_seg: 80.6475, loss: 0.1650
2021-12-08 04:45:29,607 - mmseg - INFO - Iter [56400/80000]	lr: 8.400e-03, eta: 13:52:42, time: 2.553, data_time: 0.969, memory: 17331, decode.loss_ce: 0.0873, decode.acc_seg: 81.7704, aux_0.loss_ce: 0.0395, aux_0.acc_seg: 81.5514, aux_1.loss_ce: 0.0440, aux_1.acc_seg: 81.1210, loss: 0.1708
2021-12-08 04:46:46,600 - mmseg - INFO - Iter [56450/80000]	lr: 8.384e-03, eta: 13:50:44, time: 1.540, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0851, decode.acc_seg: 81.2979, aux_0.loss_ce: 0.0384, aux_0.acc_seg: 81.0860, aux_1.loss_ce: 0.0429, aux_1.acc_seg: 80.6633, loss: 0.1664
2021-12-08 04:48:54,562 - mmseg - INFO - Iter [56500/80000]	lr: 8.368e-03, eta: 13:49:08, time: 2.559, data_time: 0.935, memory: 17331, decode.loss_ce: 0.0808, decode.acc_seg: 81.3396, aux_0.loss_ce: 0.0369, aux_0.acc_seg: 81.1341, aux_1.loss_ce: 0.0411, aux_1.acc_seg: 80.7114, loss: 0.1588
2021-12-08 04:51:02,586 - mmseg - INFO - Iter [56550/80000]	lr: 8.352e-03, eta: 13:47:31, time: 2.560, data_time: 0.984, memory: 17331, decode.loss_ce: 0.0839, decode.acc_seg: 81.4552, aux_0.loss_ce: 0.0380, aux_0.acc_seg: 81.2334, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 80.8130, loss: 0.1642
2021-12-08 04:52:20,140 - mmseg - INFO - Iter [56600/80000]	lr: 8.336e-03, eta: 13:45:33, time: 1.551, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0808, decode.acc_seg: 81.7680, aux_0.loss_ce: 0.0366, aux_0.acc_seg: 81.5573, aux_1.loss_ce: 0.0413, aux_1.acc_seg: 81.1310, loss: 0.1586
2021-12-08 04:54:27,300 - mmseg - INFO - Iter [56650/80000]	lr: 8.320e-03, eta: 13:43:56, time: 2.543, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0800, decode.acc_seg: 81.7825, aux_0.loss_ce: 0.0363, aux_0.acc_seg: 81.5731, aux_1.loss_ce: 0.0408, aux_1.acc_seg: 81.1533, loss: 0.1571
2021-12-08 04:55:45,230 - mmseg - INFO - Iter [56700/80000]	lr: 8.305e-03, eta: 13:41:59, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0898, decode.acc_seg: 81.1584, aux_0.loss_ce: 0.0407, aux_0.acc_seg: 80.9301, aux_1.loss_ce: 0.0448, aux_1.acc_seg: 80.5207, loss: 0.1752
2021-12-08 04:57:53,079 - mmseg - INFO - Iter [56750/80000]	lr: 8.289e-03, eta: 13:40:22, time: 2.557, data_time: 1.030, memory: 17331, decode.loss_ce: 0.0853, decode.acc_seg: 81.3133, aux_0.loss_ce: 0.0385, aux_0.acc_seg: 81.1175, aux_1.loss_ce: 0.0431, aux_1.acc_seg: 80.6743, loss: 0.1668
2021-12-08 04:59:10,999 - mmseg - INFO - Iter [56800/80000]	lr: 8.273e-03, eta: 13:38:25, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0837, decode.acc_seg: 81.4372, aux_0.loss_ce: 0.0379, aux_0.acc_seg: 81.2292, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 80.8055, loss: 0.1639
2021-12-08 05:01:18,449 - mmseg - INFO - Iter [56850/80000]	lr: 8.257e-03, eta: 13:36:48, time: 2.549, data_time: 0.935, memory: 17331, decode.loss_ce: 0.0797, decode.acc_seg: 81.5105, aux_0.loss_ce: 0.0362, aux_0.acc_seg: 81.3156, aux_1.loss_ce: 0.0406, aux_1.acc_seg: 80.9003, loss: 0.1566
2021-12-08 05:02:36,145 - mmseg - INFO - Iter [56900/80000]	lr: 8.241e-03, eta: 13:34:51, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0804, decode.acc_seg: 81.5664, aux_0.loss_ce: 0.0365, aux_0.acc_seg: 81.3646, aux_1.loss_ce: 0.0409, aux_1.acc_seg: 80.9417, loss: 0.1577
2021-12-08 05:04:42,935 - mmseg - INFO - Iter [56950/80000]	lr: 8.225e-03, eta: 13:33:13, time: 2.536, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0817, decode.acc_seg: 82.3502, aux_0.loss_ce: 0.0372, aux_0.acc_seg: 82.1394, aux_1.loss_ce: 0.0415, aux_1.acc_seg: 81.7183, loss: 0.1605
2021-12-08 05:06:00,405 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 05:06:00,405 - mmseg - INFO - Iter [57000/80000]	lr: 8.209e-03, eta: 13:31:16, time: 1.549, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0808, decode.acc_seg: 80.9144, aux_0.loss_ce: 0.0367, aux_0.acc_seg: 80.7109, aux_1.loss_ce: 0.0411, aux_1.acc_seg: 80.2853, loss: 0.1587
2021-12-08 05:08:08,560 - mmseg - INFO - Iter [57050/80000]	lr: 8.194e-03, eta: 13:29:39, time: 2.563, data_time: 0.995, memory: 17331, decode.loss_ce: 0.0844, decode.acc_seg: 82.3313, aux_0.loss_ce: 0.0381, aux_0.acc_seg: 82.1217, aux_1.loss_ce: 0.0427, aux_1.acc_seg: 81.6751, loss: 0.1653
2021-12-08 05:09:25,553 - mmseg - INFO - Iter [57100/80000]	lr: 8.178e-03, eta: 13:27:42, time: 1.540, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0844, decode.acc_seg: 80.8088, aux_0.loss_ce: 0.0381, aux_0.acc_seg: 80.5909, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 80.1843, loss: 0.1648
2021-12-08 05:11:34,557 - mmseg - INFO - Iter [57150/80000]	lr: 8.162e-03, eta: 13:26:05, time: 2.580, data_time: 1.017, memory: 17331, decode.loss_ce: 0.0823, decode.acc_seg: 81.3274, aux_0.loss_ce: 0.0371, aux_0.acc_seg: 81.1266, aux_1.loss_ce: 0.0418, aux_1.acc_seg: 80.6918, loss: 0.1612
2021-12-08 05:13:41,772 - mmseg - INFO - Iter [57200/80000]	lr: 8.146e-03, eta: 13:24:28, time: 2.544, data_time: 0.949, memory: 17331, decode.loss_ce: 0.0796, decode.acc_seg: 81.1519, aux_0.loss_ce: 0.0360, aux_0.acc_seg: 80.9501, aux_1.loss_ce: 0.0405, aux_1.acc_seg: 80.5286, loss: 0.1560
2021-12-08 05:14:59,418 - mmseg - INFO - Iter [57250/80000]	lr: 8.130e-03, eta: 13:22:31, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0898, decode.acc_seg: 80.9852, aux_0.loss_ce: 0.0406, aux_0.acc_seg: 80.7731, aux_1.loss_ce: 0.0448, aux_1.acc_seg: 80.3602, loss: 0.1752
2021-12-08 05:17:07,067 - mmseg - INFO - Iter [57300/80000]	lr: 8.114e-03, eta: 13:20:54, time: 2.553, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0955, decode.acc_seg: 81.3787, aux_0.loss_ce: 0.0429, aux_0.acc_seg: 81.1557, aux_1.loss_ce: 0.0468, aux_1.acc_seg: 80.7599, loss: 0.1851
2021-12-08 05:18:24,976 - mmseg - INFO - Iter [57350/80000]	lr: 8.098e-03, eta: 13:18:57, time: 1.558, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0893, decode.acc_seg: 81.4010, aux_0.loss_ce: 0.0402, aux_0.acc_seg: 81.1731, aux_1.loss_ce: 0.0445, aux_1.acc_seg: 80.7557, loss: 0.1740
2021-12-08 05:20:32,873 - mmseg - INFO - Iter [57400/80000]	lr: 8.082e-03, eta: 13:17:20, time: 2.558, data_time: 0.945, memory: 17331, decode.loss_ce: 0.0849, decode.acc_seg: 81.4962, aux_0.loss_ce: 0.0385, aux_0.acc_seg: 81.2848, aux_1.loss_ce: 0.0428, aux_1.acc_seg: 80.8781, loss: 0.1661
2021-12-08 05:21:50,541 - mmseg - INFO - Iter [57450/80000]	lr: 8.067e-03, eta: 13:15:23, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0877, decode.acc_seg: 81.3746, aux_0.loss_ce: 0.0395, aux_0.acc_seg: 81.1702, aux_1.loss_ce: 0.0440, aux_1.acc_seg: 80.7372, loss: 0.1713
2021-12-08 05:23:58,953 - mmseg - INFO - Iter [57500/80000]	lr: 8.051e-03, eta: 13:13:46, time: 2.568, data_time: 0.980, memory: 17331, decode.loss_ce: 0.0876, decode.acc_seg: 81.7173, aux_0.loss_ce: 0.0394, aux_0.acc_seg: 81.5056, aux_1.loss_ce: 0.0440, aux_1.acc_seg: 81.0751, loss: 0.1710
2021-12-08 05:25:16,728 - mmseg - INFO - Iter [57550/80000]	lr: 8.035e-03, eta: 13:11:49, time: 1.556, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0967, decode.acc_seg: 81.2298, aux_0.loss_ce: 0.0431, aux_0.acc_seg: 81.0342, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.5986, loss: 0.1874
2021-12-08 05:27:24,342 - mmseg - INFO - Iter [57600/80000]	lr: 8.019e-03, eta: 13:10:12, time: 2.552, data_time: 1.004, memory: 17331, decode.loss_ce: 0.0945, decode.acc_seg: 81.3112, aux_0.loss_ce: 0.0420, aux_0.acc_seg: 81.1091, aux_1.loss_ce: 0.0468, aux_1.acc_seg: 80.6912, loss: 0.1833
2021-12-08 05:28:41,668 - mmseg - INFO - Iter [57650/80000]	lr: 8.003e-03, eta: 13:08:15, time: 1.546, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0921, decode.acc_seg: 81.2449, aux_0.loss_ce: 0.0410, aux_0.acc_seg: 81.0385, aux_1.loss_ce: 0.0457, aux_1.acc_seg: 80.6086, loss: 0.1788
2021-12-08 05:30:49,882 - mmseg - INFO - Iter [57700/80000]	lr: 7.987e-03, eta: 13:06:38, time: 2.564, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0867, decode.acc_seg: 82.2998, aux_0.loss_ce: 0.0393, aux_0.acc_seg: 82.0862, aux_1.loss_ce: 0.0437, aux_1.acc_seg: 81.6534, loss: 0.1696
2021-12-08 05:32:07,011 - mmseg - INFO - Iter [57750/80000]	lr: 7.971e-03, eta: 13:04:41, time: 1.543, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0885, decode.acc_seg: 81.3557, aux_0.loss_ce: 0.0395, aux_0.acc_seg: 81.1588, aux_1.loss_ce: 0.0443, aux_1.acc_seg: 80.7265, loss: 0.1723
2021-12-08 05:34:14,915 - mmseg - INFO - Iter [57800/80000]	lr: 7.955e-03, eta: 13:03:03, time: 2.558, data_time: 1.005, memory: 17331, decode.loss_ce: 0.0853, decode.acc_seg: 81.7124, aux_0.loss_ce: 0.0386, aux_0.acc_seg: 81.4982, aux_1.loss_ce: 0.0433, aux_1.acc_seg: 81.0481, loss: 0.1671
2021-12-08 05:36:22,059 - mmseg - INFO - Iter [57850/80000]	lr: 7.939e-03, eta: 13:01:26, time: 2.543, data_time: 0.945, memory: 17331, decode.loss_ce: 0.0828, decode.acc_seg: 80.8973, aux_0.loss_ce: 0.0375, aux_0.acc_seg: 80.6826, aux_1.loss_ce: 0.0421, aux_1.acc_seg: 80.2544, loss: 0.1624
2021-12-08 05:37:39,642 - mmseg - INFO - Iter [57900/80000]	lr: 7.923e-03, eta: 12:59:29, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0822, decode.acc_seg: 81.5591, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.3535, aux_1.loss_ce: 0.0418, aux_1.acc_seg: 80.9239, loss: 0.1613
2021-12-08 05:39:47,074 - mmseg - INFO - Iter [57950/80000]	lr: 7.907e-03, eta: 12:57:51, time: 2.549, data_time: 0.994, memory: 17331, decode.loss_ce: 0.0811, decode.acc_seg: 81.2672, aux_0.loss_ce: 0.0369, aux_0.acc_seg: 81.0561, aux_1.loss_ce: 0.0413, aux_1.acc_seg: 80.6338, loss: 0.1593
2021-12-08 05:41:05,053 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 05:41:05,054 - mmseg - INFO - Iter [58000/80000]	lr: 7.891e-03, eta: 12:55:55, time: 1.560, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0892, decode.acc_seg: 81.7320, aux_0.loss_ce: 0.0400, aux_0.acc_seg: 81.5349, aux_1.loss_ce: 0.0444, aux_1.acc_seg: 81.1054, loss: 0.1735
2021-12-08 05:43:13,068 - mmseg - INFO - Iter [58050/80000]	lr: 7.875e-03, eta: 12:54:18, time: 2.560, data_time: 0.939, memory: 17331, decode.loss_ce: 0.0841, decode.acc_seg: 81.4412, aux_0.loss_ce: 0.0380, aux_0.acc_seg: 81.2405, aux_1.loss_ce: 0.0426, aux_1.acc_seg: 80.8207, loss: 0.1647
2021-12-08 05:44:31,046 - mmseg - INFO - Iter [58100/80000]	lr: 7.860e-03, eta: 12:52:21, time: 1.560, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0836, decode.acc_seg: 81.4919, aux_0.loss_ce: 0.0380, aux_0.acc_seg: 81.2732, aux_1.loss_ce: 0.0422, aux_1.acc_seg: 80.8584, loss: 0.1638
2021-12-08 05:46:38,409 - mmseg - INFO - Iter [58150/80000]	lr: 7.844e-03, eta: 12:50:44, time: 2.547, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0804, decode.acc_seg: 81.4893, aux_0.loss_ce: 0.0366, aux_0.acc_seg: 81.2751, aux_1.loss_ce: 0.0410, aux_1.acc_seg: 80.8574, loss: 0.1580
2021-12-08 05:47:56,090 - mmseg - INFO - Iter [58200/80000]	lr: 7.828e-03, eta: 12:48:47, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0833, decode.acc_seg: 81.2865, aux_0.loss_ce: 0.0377, aux_0.acc_seg: 81.0792, aux_1.loss_ce: 0.0420, aux_1.acc_seg: 80.6550, loss: 0.1630
2021-12-08 05:50:03,507 - mmseg - INFO - Iter [58250/80000]	lr: 7.812e-03, eta: 12:47:10, time: 2.548, data_time: 0.981, memory: 17331, decode.loss_ce: 0.0822, decode.acc_seg: 81.4820, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.2681, aux_1.loss_ce: 0.0419, aux_1.acc_seg: 80.8461, loss: 0.1614
2021-12-08 05:51:20,973 - mmseg - INFO - Iter [58300/80000]	lr: 7.796e-03, eta: 12:45:13, time: 1.549, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0897, decode.acc_seg: 80.9718, aux_0.loss_ce: 0.0405, aux_0.acc_seg: 80.7706, aux_1.loss_ce: 0.0447, aux_1.acc_seg: 80.3581, loss: 0.1750
2021-12-08 05:53:28,524 - mmseg - INFO - Iter [58350/80000]	lr: 7.780e-03, eta: 12:43:35, time: 2.551, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0870, decode.acc_seg: 81.8533, aux_0.loss_ce: 0.0392, aux_0.acc_seg: 81.6516, aux_1.loss_ce: 0.0440, aux_1.acc_seg: 81.2012, loss: 0.1702
2021-12-08 05:54:45,473 - mmseg - INFO - Iter [58400/80000]	lr: 7.764e-03, eta: 12:41:39, time: 1.539, data_time: 0.041, memory: 17331, decode.loss_ce: 0.0856, decode.acc_seg: 81.2454, aux_0.loss_ce: 0.0389, aux_0.acc_seg: 81.0140, aux_1.loss_ce: 0.0430, aux_1.acc_seg: 80.6075, loss: 0.1674
2021-12-08 05:56:54,115 - mmseg - INFO - Iter [58450/80000]	lr: 7.748e-03, eta: 12:40:02, time: 2.573, data_time: 0.987, memory: 17331, decode.loss_ce: 0.0826, decode.acc_seg: 81.7877, aux_0.loss_ce: 0.0374, aux_0.acc_seg: 81.5860, aux_1.loss_ce: 0.0419, aux_1.acc_seg: 81.1507, loss: 0.1619
2021-12-08 05:59:01,671 - mmseg - INFO - Iter [58500/80000]	lr: 7.732e-03, eta: 12:38:24, time: 2.551, data_time: 0.963, memory: 17331, decode.loss_ce: 0.0781, decode.acc_seg: 81.7487, aux_0.loss_ce: 0.0357, aux_0.acc_seg: 81.5358, aux_1.loss_ce: 0.0402, aux_1.acc_seg: 81.1044, loss: 0.1540
2021-12-08 06:00:19,254 - mmseg - INFO - Iter [58550/80000]	lr: 7.716e-03, eta: 12:36:28, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0796, decode.acc_seg: 82.1793, aux_0.loss_ce: 0.0361, aux_0.acc_seg: 81.9852, aux_1.loss_ce: 0.0406, aux_1.acc_seg: 81.5555, loss: 0.1563
2021-12-08 06:02:26,704 - mmseg - INFO - Iter [58600/80000]	lr: 7.700e-03, eta: 12:34:50, time: 2.549, data_time: 0.939, memory: 17331, decode.loss_ce: 0.0784, decode.acc_seg: 81.5343, aux_0.loss_ce: 0.0356, aux_0.acc_seg: 81.3251, aux_1.loss_ce: 0.0401, aux_1.acc_seg: 80.9050, loss: 0.1540
2021-12-08 06:03:44,817 - mmseg - INFO - Iter [58650/80000]	lr: 7.684e-03, eta: 12:32:54, time: 1.562, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0826, decode.acc_seg: 81.4279, aux_0.loss_ce: 0.0374, aux_0.acc_seg: 81.2226, aux_1.loss_ce: 0.0418, aux_1.acc_seg: 80.7908, loss: 0.1618
2021-12-08 06:05:52,471 - mmseg - INFO - Iter [58700/80000]	lr: 7.668e-03, eta: 12:31:16, time: 2.553, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0808, decode.acc_seg: 82.1194, aux_0.loss_ce: 0.0366, aux_0.acc_seg: 81.9253, aux_1.loss_ce: 0.0409, aux_1.acc_seg: 81.5095, loss: 0.1583
2021-12-08 06:07:10,403 - mmseg - INFO - Iter [58750/80000]	lr: 7.652e-03, eta: 12:29:20, time: 1.559, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0774, decode.acc_seg: 81.4881, aux_0.loss_ce: 0.0353, aux_0.acc_seg: 81.2727, aux_1.loss_ce: 0.0399, aux_1.acc_seg: 80.8319, loss: 0.1526
2021-12-08 06:09:18,075 - mmseg - INFO - Iter [58800/80000]	lr: 7.636e-03, eta: 12:27:42, time: 2.553, data_time: 0.930, memory: 17331, decode.loss_ce: 0.0756, decode.acc_seg: 81.6263, aux_0.loss_ce: 0.0344, aux_0.acc_seg: 81.4361, aux_1.loss_ce: 0.0390, aux_1.acc_seg: 80.9938, loss: 0.1490
2021-12-08 06:10:35,919 - mmseg - INFO - Iter [58850/80000]	lr: 7.620e-03, eta: 12:25:46, time: 1.557, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0779, decode.acc_seg: 81.7978, aux_0.loss_ce: 0.0352, aux_0.acc_seg: 81.6012, aux_1.loss_ce: 0.0400, aux_1.acc_seg: 81.1562, loss: 0.1531
2021-12-08 06:12:43,025 - mmseg - INFO - Iter [58900/80000]	lr: 7.604e-03, eta: 12:24:08, time: 2.542, data_time: 0.974, memory: 17331, decode.loss_ce: 0.0843, decode.acc_seg: 81.2890, aux_0.loss_ce: 0.0382, aux_0.acc_seg: 81.0673, aux_1.loss_ce: 0.0426, aux_1.acc_seg: 80.6393, loss: 0.1651
2021-12-08 06:14:00,861 - mmseg - INFO - Iter [58950/80000]	lr: 7.588e-03, eta: 12:22:12, time: 1.557, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0821, decode.acc_seg: 81.3291, aux_0.loss_ce: 0.0372, aux_0.acc_seg: 81.1204, aux_1.loss_ce: 0.0417, aux_1.acc_seg: 80.7046, loss: 0.1610
2021-12-08 06:16:08,745 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 06:16:08,746 - mmseg - INFO - Iter [59000/80000]	lr: 7.572e-03, eta: 12:20:34, time: 2.558, data_time: 0.964, memory: 17331, decode.loss_ce: 0.0803, decode.acc_seg: 81.6773, aux_0.loss_ce: 0.0364, aux_0.acc_seg: 81.4741, aux_1.loss_ce: 0.0405, aux_1.acc_seg: 81.0648, loss: 0.1572
2021-12-08 06:17:26,019 - mmseg - INFO - Iter [59050/80000]	lr: 7.556e-03, eta: 12:18:39, time: 1.545, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0774, decode.acc_seg: 81.6553, aux_0.loss_ce: 0.0353, aux_0.acc_seg: 81.4402, aux_1.loss_ce: 0.0396, aux_1.acc_seg: 81.0247, loss: 0.1522
2021-12-08 06:19:33,732 - mmseg - INFO - Iter [59100/80000]	lr: 7.540e-03, eta: 12:17:01, time: 2.554, data_time: 0.954, memory: 17331, decode.loss_ce: 0.0774, decode.acc_seg: 81.7065, aux_0.loss_ce: 0.0354, aux_0.acc_seg: 81.4968, aux_1.loss_ce: 0.0396, aux_1.acc_seg: 81.0812, loss: 0.1524
2021-12-08 06:21:41,249 - mmseg - INFO - Iter [59150/80000]	lr: 7.524e-03, eta: 12:15:22, time: 2.550, data_time: 1.001, memory: 17331, decode.loss_ce: 0.0762, decode.acc_seg: 81.4752, aux_0.loss_ce: 0.0346, aux_0.acc_seg: 81.2701, aux_1.loss_ce: 0.0392, aux_1.acc_seg: 80.8264, loss: 0.1500
2021-12-08 06:22:58,811 - mmseg - INFO - Iter [59200/80000]	lr: 7.508e-03, eta: 12:13:27, time: 1.551, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0833, decode.acc_seg: 81.8967, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 81.6859, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 81.2586, loss: 0.1633
2021-12-08 06:25:06,324 - mmseg - INFO - Iter [59250/80000]	lr: 7.492e-03, eta: 12:11:48, time: 2.550, data_time: 1.009, memory: 17331, decode.loss_ce: 0.0793, decode.acc_seg: 81.9820, aux_0.loss_ce: 0.0360, aux_0.acc_seg: 81.7836, aux_1.loss_ce: 0.0404, aux_1.acc_seg: 81.3617, loss: 0.1556
2021-12-08 06:26:23,938 - mmseg - INFO - Iter [59300/80000]	lr: 7.476e-03, eta: 12:09:53, time: 1.552, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0774, decode.acc_seg: 81.5662, aux_0.loss_ce: 0.0353, aux_0.acc_seg: 81.3553, aux_1.loss_ce: 0.0399, aux_1.acc_seg: 80.9244, loss: 0.1525
2021-12-08 06:28:31,691 - mmseg - INFO - Iter [59350/80000]	lr: 7.460e-03, eta: 12:08:15, time: 2.555, data_time: 0.937, memory: 17331, decode.loss_ce: 0.0762, decode.acc_seg: 81.5764, aux_0.loss_ce: 0.0348, aux_0.acc_seg: 81.3689, aux_1.loss_ce: 0.0392, aux_1.acc_seg: 80.9349, loss: 0.1502
2021-12-08 06:29:49,230 - mmseg - INFO - Iter [59400/80000]	lr: 7.444e-03, eta: 12:06:19, time: 1.551, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0776, decode.acc_seg: 81.4496, aux_0.loss_ce: 0.0354, aux_0.acc_seg: 81.2385, aux_1.loss_ce: 0.0398, aux_1.acc_seg: 80.8093, loss: 0.1527
2021-12-08 06:31:56,822 - mmseg - INFO - Iter [59450/80000]	lr: 7.428e-03, eta: 12:04:41, time: 2.552, data_time: 1.013, memory: 17331, decode.loss_ce: 0.0828, decode.acc_seg: 81.1604, aux_0.loss_ce: 0.0376, aux_0.acc_seg: 80.9432, aux_1.loss_ce: 0.0417, aux_1.acc_seg: 80.5445, loss: 0.1620
2021-12-08 06:33:14,480 - mmseg - INFO - Iter [59500/80000]	lr: 7.412e-03, eta: 12:02:45, time: 1.553, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0881, decode.acc_seg: 81.5076, aux_0.loss_ce: 0.0394, aux_0.acc_seg: 81.3160, aux_1.loss_ce: 0.0444, aux_1.acc_seg: 80.8805, loss: 0.1720
2021-12-08 06:35:21,501 - mmseg - INFO - Iter [59550/80000]	lr: 7.396e-03, eta: 12:01:07, time: 2.540, data_time: 0.992, memory: 17331, decode.loss_ce: 0.0837, decode.acc_seg: 81.5930, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 81.3901, aux_1.loss_ce: 0.0422, aux_1.acc_seg: 80.9653, loss: 0.1637
2021-12-08 06:36:39,593 - mmseg - INFO - Iter [59600/80000]	lr: 7.380e-03, eta: 11:59:12, time: 1.562, data_time: 0.046, memory: 17331, decode.loss_ce: 0.1019, decode.acc_seg: 80.6189, aux_0.loss_ce: 0.0454, aux_0.acc_seg: 80.3970, aux_1.loss_ce: 0.0500, aux_1.acc_seg: 79.9964, loss: 0.1973
2021-12-08 06:38:47,273 - mmseg - INFO - Iter [59650/80000]	lr: 7.363e-03, eta: 11:57:33, time: 2.553, data_time: 0.953, memory: 17331, decode.loss_ce: 0.0957, decode.acc_seg: 81.1917, aux_0.loss_ce: 0.0428, aux_0.acc_seg: 80.9577, aux_1.loss_ce: 0.0474, aux_1.acc_seg: 80.5530, loss: 0.1860
2021-12-08 06:40:04,537 - mmseg - INFO - Iter [59700/80000]	lr: 7.347e-03, eta: 11:55:38, time: 1.545, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0848, decode.acc_seg: 81.4698, aux_0.loss_ce: 0.0382, aux_0.acc_seg: 81.2681, aux_1.loss_ce: 0.0427, aux_1.acc_seg: 80.8420, loss: 0.1656
2021-12-08 06:42:12,714 - mmseg - INFO - Iter [59750/80000]	lr: 7.331e-03, eta: 11:54:00, time: 2.564, data_time: 0.893, memory: 17331, decode.loss_ce: 0.0867, decode.acc_seg: 82.2852, aux_0.loss_ce: 0.0390, aux_0.acc_seg: 82.0778, aux_1.loss_ce: 0.0437, aux_1.acc_seg: 81.6537, loss: 0.1694
2021-12-08 06:44:19,847 - mmseg - INFO - Iter [59800/80000]	lr: 7.315e-03, eta: 11:52:21, time: 2.543, data_time: 0.959, memory: 17331, decode.loss_ce: 0.0925, decode.acc_seg: 80.9148, aux_0.loss_ce: 0.0412, aux_0.acc_seg: 80.7170, aux_1.loss_ce: 0.0458, aux_1.acc_seg: 80.2808, loss: 0.1795
2021-12-08 06:45:38,181 - mmseg - INFO - Iter [59850/80000]	lr: 7.299e-03, eta: 11:50:26, time: 1.567, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0841, decode.acc_seg: 81.6571, aux_0.loss_ce: 0.0382, aux_0.acc_seg: 81.4505, aux_1.loss_ce: 0.0424, aux_1.acc_seg: 81.0457, loss: 0.1647
2021-12-08 06:47:45,560 - mmseg - INFO - Iter [59900/80000]	lr: 7.283e-03, eta: 11:48:48, time: 2.548, data_time: 1.006, memory: 17331, decode.loss_ce: 0.0840, decode.acc_seg: 81.0921, aux_0.loss_ce: 0.0377, aux_0.acc_seg: 80.8881, aux_1.loss_ce: 0.0424, aux_1.acc_seg: 80.4696, loss: 0.1641
2021-12-08 06:49:03,334 - mmseg - INFO - Iter [59950/80000]	lr: 7.267e-03, eta: 11:46:52, time: 1.555, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0851, decode.acc_seg: 81.5083, aux_0.loss_ce: 0.0384, aux_0.acc_seg: 81.3018, aux_1.loss_ce: 0.0429, aux_1.acc_seg: 80.8766, loss: 0.1665
2021-12-08 06:51:12,114 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 06:51:12,115 - mmseg - INFO - Iter [60000/80000]	lr: 7.251e-03, eta: 11:45:14, time: 2.576, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0809, decode.acc_seg: 81.8869, aux_0.loss_ce: 0.0369, aux_0.acc_seg: 81.6708, aux_1.loss_ce: 0.0413, aux_1.acc_seg: 81.2472, loss: 0.1591
2021-12-08 06:52:30,009 - mmseg - INFO - Iter [60050/80000]	lr: 7.235e-03, eta: 11:43:19, time: 1.558, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0837, decode.acc_seg: 81.3080, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 81.1091, aux_1.loss_ce: 0.0424, aux_1.acc_seg: 80.6758, loss: 0.1640
2021-12-08 06:54:37,814 - mmseg - INFO - Iter [60100/80000]	lr: 7.219e-03, eta: 11:41:41, time: 2.556, data_time: 0.939, memory: 17331, decode.loss_ce: 0.0829, decode.acc_seg: 81.9069, aux_0.loss_ce: 0.0376, aux_0.acc_seg: 81.7010, aux_1.loss_ce: 0.0420, aux_1.acc_seg: 81.2884, loss: 0.1625
2021-12-08 06:55:55,694 - mmseg - INFO - Iter [60150/80000]	lr: 7.203e-03, eta: 11:39:46, time: 1.558, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0806, decode.acc_seg: 81.3631, aux_0.loss_ce: 0.0366, aux_0.acc_seg: 81.1580, aux_1.loss_ce: 0.0410, aux_1.acc_seg: 80.7411, loss: 0.1581
2021-12-08 06:58:03,360 - mmseg - INFO - Iter [60200/80000]	lr: 7.187e-03, eta: 11:38:07, time: 2.553, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0825, decode.acc_seg: 81.5673, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.3727, aux_1.loss_ce: 0.0420, aux_1.acc_seg: 80.9287, loss: 0.1617
2021-12-08 06:59:21,291 - mmseg - INFO - Iter [60250/80000]	lr: 7.170e-03, eta: 11:36:12, time: 1.559, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0800, decode.acc_seg: 81.7518, aux_0.loss_ce: 0.0364, aux_0.acc_seg: 81.5449, aux_1.loss_ce: 0.0407, aux_1.acc_seg: 81.1263, loss: 0.1571
2021-12-08 07:01:29,624 - mmseg - INFO - Iter [60300/80000]	lr: 7.154e-03, eta: 11:34:34, time: 2.567, data_time: 0.995, memory: 17331, decode.loss_ce: 0.0838, decode.acc_seg: 81.7895, aux_0.loss_ce: 0.0377, aux_0.acc_seg: 81.5938, aux_1.loss_ce: 0.0421, aux_1.acc_seg: 81.1781, loss: 0.1636
2021-12-08 07:02:46,834 - mmseg - INFO - Iter [60350/80000]	lr: 7.138e-03, eta: 11:32:39, time: 1.544, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0819, decode.acc_seg: 81.5206, aux_0.loss_ce: 0.0372, aux_0.acc_seg: 81.3027, aux_1.loss_ce: 0.0417, aux_1.acc_seg: 80.8869, loss: 0.1608
2021-12-08 07:04:55,033 - mmseg - INFO - Iter [60400/80000]	lr: 7.122e-03, eta: 11:31:00, time: 2.564, data_time: 0.969, memory: 17331, decode.loss_ce: 0.0802, decode.acc_seg: 82.0357, aux_0.loss_ce: 0.0364, aux_0.acc_seg: 81.8303, aux_1.loss_ce: 0.0408, aux_1.acc_seg: 81.4252, loss: 0.1573
2021-12-08 07:06:12,318 - mmseg - INFO - Iter [60450/80000]	lr: 7.106e-03, eta: 11:29:05, time: 1.546, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0872, decode.acc_seg: 81.5501, aux_0.loss_ce: 0.0390, aux_0.acc_seg: 81.3553, aux_1.loss_ce: 0.0441, aux_1.acc_seg: 80.8984, loss: 0.1703
2021-12-08 07:08:21,106 - mmseg - INFO - Iter [60500/80000]	lr: 7.090e-03, eta: 11:27:27, time: 2.576, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0961, decode.acc_seg: 81.4819, aux_0.loss_ce: 0.0429, aux_0.acc_seg: 81.2884, aux_1.loss_ce: 0.0475, aux_1.acc_seg: 80.8605, loss: 0.1865
2021-12-08 07:10:29,667 - mmseg - INFO - Iter [60550/80000]	lr: 7.074e-03, eta: 11:25:49, time: 2.571, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0857, decode.acc_seg: 81.3508, aux_0.loss_ce: 0.0386, aux_0.acc_seg: 81.1505, aux_1.loss_ce: 0.0434, aux_1.acc_seg: 80.7135, loss: 0.1677
2021-12-08 07:11:47,480 - mmseg - INFO - Iter [60600/80000]	lr: 7.058e-03, eta: 11:23:54, time: 1.556, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0848, decode.acc_seg: 81.0607, aux_0.loss_ce: 0.0381, aux_0.acc_seg: 80.8551, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 80.4386, loss: 0.1652
2021-12-08 07:13:55,190 - mmseg - INFO - Iter [60650/80000]	lr: 7.041e-03, eta: 11:22:15, time: 2.554, data_time: 0.935, memory: 17331, decode.loss_ce: 0.0932, decode.acc_seg: 81.6304, aux_0.loss_ce: 0.0415, aux_0.acc_seg: 81.4327, aux_1.loss_ce: 0.0460, aux_1.acc_seg: 81.0191, loss: 0.1807
2021-12-08 07:15:13,148 - mmseg - INFO - Iter [60700/80000]	lr: 7.025e-03, eta: 11:20:21, time: 1.559, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0869, decode.acc_seg: 81.6629, aux_0.loss_ce: 0.0393, aux_0.acc_seg: 81.4608, aux_1.loss_ce: 0.0441, aux_1.acc_seg: 81.0198, loss: 0.1702
2021-12-08 07:17:20,646 - mmseg - INFO - Iter [60750/80000]	lr: 7.009e-03, eta: 11:18:42, time: 2.550, data_time: 0.904, memory: 17331, decode.loss_ce: 0.0803, decode.acc_seg: 81.6306, aux_0.loss_ce: 0.0363, aux_0.acc_seg: 81.4268, aux_1.loss_ce: 0.0412, aux_1.acc_seg: 80.9801, loss: 0.1577
2021-12-08 07:18:38,473 - mmseg - INFO - Iter [60800/80000]	lr: 6.993e-03, eta: 11:16:47, time: 1.556, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0774, decode.acc_seg: 81.8342, aux_0.loss_ce: 0.0353, aux_0.acc_seg: 81.6265, aux_1.loss_ce: 0.0400, aux_1.acc_seg: 81.1899, loss: 0.1528
2021-12-08 07:20:46,433 - mmseg - INFO - Iter [60850/80000]	lr: 6.977e-03, eta: 11:15:08, time: 2.559, data_time: 0.945, memory: 17331, decode.loss_ce: 0.0739, decode.acc_seg: 81.3435, aux_0.loss_ce: 0.0338, aux_0.acc_seg: 81.1337, aux_1.loss_ce: 0.0385, aux_1.acc_seg: 80.7002, loss: 0.1463
2021-12-08 07:22:04,189 - mmseg - INFO - Iter [60900/80000]	lr: 6.961e-03, eta: 11:13:14, time: 1.555, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0815, decode.acc_seg: 81.3887, aux_0.loss_ce: 0.0367, aux_0.acc_seg: 81.1909, aux_1.loss_ce: 0.0415, aux_1.acc_seg: 80.7491, loss: 0.1597
2021-12-08 07:24:11,571 - mmseg - INFO - Iter [60950/80000]	lr: 6.945e-03, eta: 11:11:35, time: 2.548, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0884, decode.acc_seg: 81.2142, aux_0.loss_ce: 0.0400, aux_0.acc_seg: 80.9789, aux_1.loss_ce: 0.0449, aux_1.acc_seg: 80.5577, loss: 0.1733
2021-12-08 07:25:29,007 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 07:25:29,008 - mmseg - INFO - Iter [61000/80000]	lr: 6.928e-03, eta: 11:09:40, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0804, decode.acc_seg: 81.2933, aux_0.loss_ce: 0.0361, aux_0.acc_seg: 81.1022, aux_1.loss_ce: 0.0408, aux_1.acc_seg: 80.6598, loss: 0.1573
2021-12-08 07:27:36,712 - mmseg - INFO - Iter [61050/80000]	lr: 6.912e-03, eta: 11:08:01, time: 2.554, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0863, decode.acc_seg: 81.6061, aux_0.loss_ce: 0.0390, aux_0.acc_seg: 81.4038, aux_1.loss_ce: 0.0432, aux_1.acc_seg: 80.9780, loss: 0.1685
2021-12-08 07:28:53,939 - mmseg - INFO - Iter [61100/80000]	lr: 6.896e-03, eta: 11:06:07, time: 1.544, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0793, decode.acc_seg: 81.8685, aux_0.loss_ce: 0.0359, aux_0.acc_seg: 81.6653, aux_1.loss_ce: 0.0406, aux_1.acc_seg: 81.2331, loss: 0.1558
2021-12-08 07:31:03,012 - mmseg - INFO - Iter [61150/80000]	lr: 6.880e-03, eta: 11:04:28, time: 2.581, data_time: 0.959, memory: 17331, decode.loss_ce: 0.0803, decode.acc_seg: 81.6368, aux_0.loss_ce: 0.0367, aux_0.acc_seg: 81.4120, aux_1.loss_ce: 0.0410, aux_1.acc_seg: 81.0020, loss: 0.1580
2021-12-08 07:33:11,009 - mmseg - INFO - Iter [61200/80000]	lr: 6.864e-03, eta: 11:02:49, time: 2.560, data_time: 0.977, memory: 17331, decode.loss_ce: 0.0806, decode.acc_seg: 81.7918, aux_0.loss_ce: 0.0366, aux_0.acc_seg: 81.5778, aux_1.loss_ce: 0.0413, aux_1.acc_seg: 81.1463, loss: 0.1584
2021-12-08 07:34:28,934 - mmseg - INFO - Iter [61250/80000]	lr: 6.847e-03, eta: 11:00:55, time: 1.558, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0824, decode.acc_seg: 81.5724, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.3671, aux_1.loss_ce: 0.0418, aux_1.acc_seg: 80.9311, loss: 0.1616
2021-12-08 07:36:37,304 - mmseg - INFO - Iter [61300/80000]	lr: 6.831e-03, eta: 10:59:16, time: 2.567, data_time: 0.999, memory: 17331, decode.loss_ce: 0.0822, decode.acc_seg: 81.4364, aux_0.loss_ce: 0.0374, aux_0.acc_seg: 81.2217, aux_1.loss_ce: 0.0420, aux_1.acc_seg: 80.7877, loss: 0.1616
2021-12-08 07:37:55,150 - mmseg - INFO - Iter [61350/80000]	lr: 6.815e-03, eta: 10:57:22, time: 1.557, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0841, decode.acc_seg: 81.4042, aux_0.loss_ce: 0.0383, aux_0.acc_seg: 81.1918, aux_1.loss_ce: 0.0423, aux_1.acc_seg: 80.7813, loss: 0.1647
2021-12-08 07:40:02,232 - mmseg - INFO - Iter [61400/80000]	lr: 6.799e-03, eta: 10:55:43, time: 2.542, data_time: 0.963, memory: 17331, decode.loss_ce: 0.0811, decode.acc_seg: 81.2784, aux_0.loss_ce: 0.0369, aux_0.acc_seg: 81.0637, aux_1.loss_ce: 0.0413, aux_1.acc_seg: 80.6302, loss: 0.1592
2021-12-08 07:41:20,219 - mmseg - INFO - Iter [61450/80000]	lr: 6.783e-03, eta: 10:53:48, time: 1.560, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0851, decode.acc_seg: 81.8483, aux_0.loss_ce: 0.0386, aux_0.acc_seg: 81.6430, aux_1.loss_ce: 0.0432, aux_1.acc_seg: 81.2076, loss: 0.1669
2021-12-08 07:43:27,568 - mmseg - INFO - Iter [61500/80000]	lr: 6.766e-03, eta: 10:52:09, time: 2.547, data_time: 0.943, memory: 17331, decode.loss_ce: 0.0824, decode.acc_seg: 81.1643, aux_0.loss_ce: 0.0375, aux_0.acc_seg: 80.9511, aux_1.loss_ce: 0.0415, aux_1.acc_seg: 80.5509, loss: 0.1614
2021-12-08 07:44:45,219 - mmseg - INFO - Iter [61550/80000]	lr: 6.750e-03, eta: 10:50:15, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0783, decode.acc_seg: 81.8266, aux_0.loss_ce: 0.0358, aux_0.acc_seg: 81.6145, aux_1.loss_ce: 0.0402, aux_1.acc_seg: 81.1842, loss: 0.1543
2021-12-08 07:46:52,190 - mmseg - INFO - Iter [61600/80000]	lr: 6.734e-03, eta: 10:48:36, time: 2.539, data_time: 1.004, memory: 17331, decode.loss_ce: 0.0777, decode.acc_seg: 81.9366, aux_0.loss_ce: 0.0354, aux_0.acc_seg: 81.7279, aux_1.loss_ce: 0.0401, aux_1.acc_seg: 81.2848, loss: 0.1533
2021-12-08 07:48:09,618 - mmseg - INFO - Iter [61650/80000]	lr: 6.718e-03, eta: 10:46:41, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0758, decode.acc_seg: 81.4914, aux_0.loss_ce: 0.0345, aux_0.acc_seg: 81.2926, aux_1.loss_ce: 0.0389, aux_1.acc_seg: 80.8636, loss: 0.1492
2021-12-08 07:50:17,599 - mmseg - INFO - Iter [61700/80000]	lr: 6.702e-03, eta: 10:45:02, time: 2.560, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0769, decode.acc_seg: 82.0172, aux_0.loss_ce: 0.0351, aux_0.acc_seg: 81.8042, aux_1.loss_ce: 0.0394, aux_1.acc_seg: 81.3892, loss: 0.1515
2021-12-08 07:51:34,685 - mmseg - INFO - Iter [61750/80000]	lr: 6.685e-03, eta: 10:43:08, time: 1.542, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0810, decode.acc_seg: 81.1664, aux_0.loss_ce: 0.0365, aux_0.acc_seg: 80.9668, aux_1.loss_ce: 0.0411, aux_1.acc_seg: 80.5334, loss: 0.1587
2021-12-08 07:53:43,482 - mmseg - INFO - Iter [61800/80000]	lr: 6.669e-03, eta: 10:41:29, time: 2.576, data_time: 0.940, memory: 17331, decode.loss_ce: 0.0800, decode.acc_seg: 81.6260, aux_0.loss_ce: 0.0364, aux_0.acc_seg: 81.4073, aux_1.loss_ce: 0.0408, aux_1.acc_seg: 80.9799, loss: 0.1572
2021-12-08 07:55:51,891 - mmseg - INFO - Iter [61850/80000]	lr: 6.653e-03, eta: 10:39:50, time: 2.568, data_time: 1.056, memory: 17331, decode.loss_ce: 0.0837, decode.acc_seg: 81.5972, aux_0.loss_ce: 0.0377, aux_0.acc_seg: 81.4044, aux_1.loss_ce: 0.0419, aux_1.acc_seg: 81.0032, loss: 0.1633
2021-12-08 07:57:09,870 - mmseg - INFO - Iter [61900/80000]	lr: 6.637e-03, eta: 10:37:56, time: 1.560, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0877, decode.acc_seg: 81.0352, aux_0.loss_ce: 0.0395, aux_0.acc_seg: 80.8170, aux_1.loss_ce: 0.0439, aux_1.acc_seg: 80.3994, loss: 0.1711
2021-12-08 07:59:17,868 - mmseg - INFO - Iter [61950/80000]	lr: 6.620e-03, eta: 10:36:17, time: 2.560, data_time: 0.990, memory: 17331, decode.loss_ce: 0.0779, decode.acc_seg: 81.8044, aux_0.loss_ce: 0.0351, aux_0.acc_seg: 81.6151, aux_1.loss_ce: 0.0397, aux_1.acc_seg: 81.1848, loss: 0.1528
2021-12-08 08:00:35,546 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 08:00:35,547 - mmseg - INFO - Iter [62000/80000]	lr: 6.604e-03, eta: 10:34:23, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0773, decode.acc_seg: 81.9751, aux_0.loss_ce: 0.0353, aux_0.acc_seg: 81.7690, aux_1.loss_ce: 0.0399, aux_1.acc_seg: 81.3384, loss: 0.1525
2021-12-08 08:02:43,774 - mmseg - INFO - Iter [62050/80000]	lr: 6.588e-03, eta: 10:32:44, time: 2.565, data_time: 0.954, memory: 17331, decode.loss_ce: 0.0754, decode.acc_seg: 81.3030, aux_0.loss_ce: 0.0345, aux_0.acc_seg: 81.0877, aux_1.loss_ce: 0.0390, aux_1.acc_seg: 80.6634, loss: 0.1489
2021-12-08 08:04:01,399 - mmseg - INFO - Iter [62100/80000]	lr: 6.572e-03, eta: 10:30:50, time: 1.552, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0744, decode.acc_seg: 82.1761, aux_0.loss_ce: 0.0342, aux_0.acc_seg: 81.9663, aux_1.loss_ce: 0.0384, aux_1.acc_seg: 81.5514, loss: 0.1470
2021-12-08 08:06:09,637 - mmseg - INFO - Iter [62150/80000]	lr: 6.555e-03, eta: 10:29:11, time: 2.565, data_time: 0.934, memory: 17331, decode.loss_ce: 0.0776, decode.acc_seg: 81.3335, aux_0.loss_ce: 0.0353, aux_0.acc_seg: 81.1357, aux_1.loss_ce: 0.0396, aux_1.acc_seg: 80.7067, loss: 0.1525
2021-12-08 08:07:27,491 - mmseg - INFO - Iter [62200/80000]	lr: 6.539e-03, eta: 10:27:17, time: 1.557, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0897, decode.acc_seg: 81.2811, aux_0.loss_ce: 0.0400, aux_0.acc_seg: 81.0863, aux_1.loss_ce: 0.0443, aux_1.acc_seg: 80.6535, loss: 0.1739
2021-12-08 08:09:34,859 - mmseg - INFO - Iter [62250/80000]	lr: 6.523e-03, eta: 10:25:37, time: 2.547, data_time: 0.930, memory: 17331, decode.loss_ce: 0.0766, decode.acc_seg: 81.6903, aux_0.loss_ce: 0.0349, aux_0.acc_seg: 81.4917, aux_1.loss_ce: 0.0393, aux_1.acc_seg: 81.0727, loss: 0.1508
2021-12-08 08:10:52,712 - mmseg - INFO - Iter [62300/80000]	lr: 6.506e-03, eta: 10:23:44, time: 1.557, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0788, decode.acc_seg: 80.8995, aux_0.loss_ce: 0.0360, aux_0.acc_seg: 80.6776, aux_1.loss_ce: 0.0405, aux_1.acc_seg: 80.2487, loss: 0.1554
2021-12-08 08:13:00,899 - mmseg - INFO - Iter [62350/80000]	lr: 6.490e-03, eta: 10:22:04, time: 2.564, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0829, decode.acc_seg: 82.5373, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 82.3185, aux_1.loss_ce: 0.0418, aux_1.acc_seg: 81.9115, loss: 0.1624
2021-12-08 08:14:17,841 - mmseg - INFO - Iter [62400/80000]	lr: 6.474e-03, eta: 10:20:11, time: 1.539, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0847, decode.acc_seg: 81.6114, aux_0.loss_ce: 0.0384, aux_0.acc_seg: 81.3750, aux_1.loss_ce: 0.0428, aux_1.acc_seg: 80.9702, loss: 0.1659
2021-12-08 08:16:26,285 - mmseg - INFO - Iter [62450/80000]	lr: 6.458e-03, eta: 10:18:31, time: 2.569, data_time: 0.983, memory: 17331, decode.loss_ce: 0.0810, decode.acc_seg: 81.2189, aux_0.loss_ce: 0.0367, aux_0.acc_seg: 81.0159, aux_1.loss_ce: 0.0406, aux_1.acc_seg: 80.6213, loss: 0.1583
2021-12-08 08:18:32,657 - mmseg - INFO - Iter [62500/80000]	lr: 6.441e-03, eta: 10:16:51, time: 2.527, data_time: 0.943, memory: 17331, decode.loss_ce: 0.0839, decode.acc_seg: 81.5270, aux_0.loss_ce: 0.0377, aux_0.acc_seg: 81.3307, aux_1.loss_ce: 0.0421, aux_1.acc_seg: 80.9222, loss: 0.1637
2021-12-08 08:19:50,330 - mmseg - INFO - Iter [62550/80000]	lr: 6.425e-03, eta: 10:14:58, time: 1.553, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0795, decode.acc_seg: 81.5023, aux_0.loss_ce: 0.0361, aux_0.acc_seg: 81.2953, aux_1.loss_ce: 0.0405, aux_1.acc_seg: 80.8656, loss: 0.1562
2021-12-08 08:21:57,678 - mmseg - INFO - Iter [62600/80000]	lr: 6.409e-03, eta: 10:13:18, time: 2.547, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0829, decode.acc_seg: 81.8886, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 81.6696, aux_1.loss_ce: 0.0422, aux_1.acc_seg: 81.2528, loss: 0.1629
2021-12-08 08:23:15,574 - mmseg - INFO - Iter [62650/80000]	lr: 6.392e-03, eta: 10:11:25, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0961, decode.acc_seg: 81.4047, aux_0.loss_ce: 0.0430, aux_0.acc_seg: 81.1933, aux_1.loss_ce: 0.0476, aux_1.acc_seg: 80.7777, loss: 0.1867
2021-12-08 08:25:22,567 - mmseg - INFO - Iter [62700/80000]	lr: 6.376e-03, eta: 10:09:45, time: 2.540, data_time: 0.956, memory: 17331, decode.loss_ce: 0.0855, decode.acc_seg: 81.4432, aux_0.loss_ce: 0.0386, aux_0.acc_seg: 81.2421, aux_1.loss_ce: 0.0430, aux_1.acc_seg: 80.8223, loss: 0.1671
2021-12-08 08:26:40,479 - mmseg - INFO - Iter [62750/80000]	lr: 6.360e-03, eta: 10:07:51, time: 1.558, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0839, decode.acc_seg: 81.9934, aux_0.loss_ce: 0.0380, aux_0.acc_seg: 81.7977, aux_1.loss_ce: 0.0425, aux_1.acc_seg: 81.3716, loss: 0.1643
2021-12-08 08:28:48,572 - mmseg - INFO - Iter [62800/80000]	lr: 6.343e-03, eta: 10:06:12, time: 2.562, data_time: 0.997, memory: 17331, decode.loss_ce: 0.0768, decode.acc_seg: 81.8390, aux_0.loss_ce: 0.0349, aux_0.acc_seg: 81.6360, aux_1.loss_ce: 0.0393, aux_1.acc_seg: 81.2079, loss: 0.1511
2021-12-08 08:30:06,131 - mmseg - INFO - Iter [62850/80000]	lr: 6.327e-03, eta: 10:04:18, time: 1.551, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0748, decode.acc_seg: 82.1296, aux_0.loss_ce: 0.0341, aux_0.acc_seg: 81.9356, aux_1.loss_ce: 0.0386, aux_1.acc_seg: 81.5031, loss: 0.1474
2021-12-08 08:32:13,014 - mmseg - INFO - Iter [62900/80000]	lr: 6.311e-03, eta: 10:02:38, time: 2.538, data_time: 0.978, memory: 17331, decode.loss_ce: 0.0760, decode.acc_seg: 81.5477, aux_0.loss_ce: 0.0344, aux_0.acc_seg: 81.3577, aux_1.loss_ce: 0.0391, aux_1.acc_seg: 80.9103, loss: 0.1495
2021-12-08 08:33:30,344 - mmseg - INFO - Iter [62950/80000]	lr: 6.294e-03, eta: 10:00:45, time: 1.547, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0754, decode.acc_seg: 81.4850, aux_0.loss_ce: 0.0344, aux_0.acc_seg: 81.2802, aux_1.loss_ce: 0.0390, aux_1.acc_seg: 80.8523, loss: 0.1488
2021-12-08 08:35:38,461 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 08:35:38,461 - mmseg - INFO - Iter [63000/80000]	lr: 6.278e-03, eta: 9:59:05, time: 2.562, data_time: 0.980, memory: 17331, decode.loss_ce: 0.0751, decode.acc_seg: 81.9383, aux_0.loss_ce: 0.0341, aux_0.acc_seg: 81.7437, aux_1.loss_ce: 0.0383, aux_1.acc_seg: 81.3421, loss: 0.1476
2021-12-08 08:36:56,112 - mmseg - INFO - Iter [63050/80000]	lr: 6.262e-03, eta: 9:57:12, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0731, decode.acc_seg: 81.6605, aux_0.loss_ce: 0.0334, aux_0.acc_seg: 81.4590, aux_1.loss_ce: 0.0378, aux_1.acc_seg: 81.0385, loss: 0.1443
2021-12-08 08:39:03,516 - mmseg - INFO - Iter [63100/80000]	lr: 6.245e-03, eta: 9:55:32, time: 2.548, data_time: 0.980, memory: 17331, decode.loss_ce: 0.0728, decode.acc_seg: 81.8837, aux_0.loss_ce: 0.0333, aux_0.acc_seg: 81.6845, aux_1.loss_ce: 0.0377, aux_1.acc_seg: 81.2664, loss: 0.1438
2021-12-08 08:41:11,221 - mmseg - INFO - Iter [63150/80000]	lr: 6.229e-03, eta: 9:53:52, time: 2.554, data_time: 0.982, memory: 17331, decode.loss_ce: 0.0727, decode.acc_seg: 81.7939, aux_0.loss_ce: 0.0333, aux_0.acc_seg: 81.5952, aux_1.loss_ce: 0.0380, aux_1.acc_seg: 81.1498, loss: 0.1439
2021-12-08 08:42:28,927 - mmseg - INFO - Iter [63200/80000]	lr: 6.213e-03, eta: 9:51:59, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0740, decode.acc_seg: 82.2069, aux_0.loss_ce: 0.0338, aux_0.acc_seg: 82.0080, aux_1.loss_ce: 0.0382, aux_1.acc_seg: 81.5873, loss: 0.1459
2021-12-08 08:44:36,283 - mmseg - INFO - Iter [63250/80000]	lr: 6.196e-03, eta: 9:50:19, time: 2.547, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0758, decode.acc_seg: 81.9066, aux_0.loss_ce: 0.0345, aux_0.acc_seg: 81.7000, aux_1.loss_ce: 0.0388, aux_1.acc_seg: 81.2850, loss: 0.1491
2021-12-08 08:45:53,837 - mmseg - INFO - Iter [63300/80000]	lr: 6.180e-03, eta: 9:48:26, time: 1.551, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0736, decode.acc_seg: 81.2483, aux_0.loss_ce: 0.0336, aux_0.acc_seg: 81.0512, aux_1.loss_ce: 0.0382, aux_1.acc_seg: 80.6197, loss: 0.1455
2021-12-08 08:48:01,878 - mmseg - INFO - Iter [63350/80000]	lr: 6.163e-03, eta: 9:46:46, time: 2.561, data_time: 0.982, memory: 17331, decode.loss_ce: 0.0739, decode.acc_seg: 81.8899, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.6903, aux_1.loss_ce: 0.0382, aux_1.acc_seg: 81.2532, loss: 0.1459
2021-12-08 08:49:19,424 - mmseg - INFO - Iter [63400/80000]	lr: 6.147e-03, eta: 9:44:53, time: 1.551, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0759, decode.acc_seg: 81.5456, aux_0.loss_ce: 0.0344, aux_0.acc_seg: 81.3451, aux_1.loss_ce: 0.0392, aux_1.acc_seg: 80.9083, loss: 0.1495
2021-12-08 08:51:26,310 - mmseg - INFO - Iter [63450/80000]	lr: 6.131e-03, eta: 9:43:13, time: 2.538, data_time: 0.988, memory: 17331, decode.loss_ce: 0.0784, decode.acc_seg: 81.6824, aux_0.loss_ce: 0.0356, aux_0.acc_seg: 81.4824, aux_1.loss_ce: 0.0398, aux_1.acc_seg: 81.0681, loss: 0.1538
2021-12-08 08:52:44,259 - mmseg - INFO - Iter [63500/80000]	lr: 6.114e-03, eta: 9:41:20, time: 1.559, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0733, decode.acc_seg: 81.8159, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.6184, aux_1.loss_ce: 0.0379, aux_1.acc_seg: 81.1825, loss: 0.1449
2021-12-08 08:54:51,810 - mmseg - INFO - Iter [63550/80000]	lr: 6.098e-03, eta: 9:39:40, time: 2.551, data_time: 1.005, memory: 17331, decode.loss_ce: 0.0740, decode.acc_seg: 81.6319, aux_0.loss_ce: 0.0339, aux_0.acc_seg: 81.4249, aux_1.loss_ce: 0.0383, aux_1.acc_seg: 81.0030, loss: 0.1461
2021-12-08 08:56:09,155 - mmseg - INFO - Iter [63600/80000]	lr: 6.081e-03, eta: 9:37:47, time: 1.547, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0837, decode.acc_seg: 81.3425, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 81.1387, aux_1.loss_ce: 0.0421, aux_1.acc_seg: 80.7281, loss: 0.1636
2021-12-08 08:58:16,498 - mmseg - INFO - Iter [63650/80000]	lr: 6.065e-03, eta: 9:36:07, time: 2.547, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0823, decode.acc_seg: 81.5175, aux_0.loss_ce: 0.0371, aux_0.acc_seg: 81.3245, aux_1.loss_ce: 0.0419, aux_1.acc_seg: 80.8748, loss: 0.1614
2021-12-08 08:59:33,651 - mmseg - INFO - Iter [63700/80000]	lr: 6.049e-03, eta: 9:34:14, time: 1.543, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0840, decode.acc_seg: 81.4799, aux_0.loss_ce: 0.0377, aux_0.acc_seg: 81.2877, aux_1.loss_ce: 0.0420, aux_1.acc_seg: 80.8729, loss: 0.1638
2021-12-08 09:01:42,214 - mmseg - INFO - Iter [63750/80000]	lr: 6.032e-03, eta: 9:32:34, time: 2.571, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0803, decode.acc_seg: 81.7154, aux_0.loss_ce: 0.0363, aux_0.acc_seg: 81.5181, aux_1.loss_ce: 0.0406, aux_1.acc_seg: 81.0900, loss: 0.1572
2021-12-08 09:03:49,910 - mmseg - INFO - Iter [63800/80000]	lr: 6.016e-03, eta: 9:30:54, time: 2.554, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0821, decode.acc_seg: 81.1784, aux_0.loss_ce: 0.0374, aux_0.acc_seg: 80.9573, aux_1.loss_ce: 0.0416, aux_1.acc_seg: 80.5487, loss: 0.1611
2021-12-08 09:05:07,537 - mmseg - INFO - Iter [63850/80000]	lr: 5.999e-03, eta: 9:29:01, time: 1.552, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0785, decode.acc_seg: 82.0262, aux_0.loss_ce: 0.0357, aux_0.acc_seg: 81.8225, aux_1.loss_ce: 0.0401, aux_1.acc_seg: 81.3888, loss: 0.1543
2021-12-08 09:07:15,067 - mmseg - INFO - Iter [63900/80000]	lr: 5.983e-03, eta: 9:27:21, time: 2.551, data_time: 0.954, memory: 17331, decode.loss_ce: 0.0756, decode.acc_seg: 81.7087, aux_0.loss_ce: 0.0349, aux_0.acc_seg: 81.4817, aux_1.loss_ce: 0.0390, aux_1.acc_seg: 81.0964, loss: 0.1495
2021-12-08 09:08:32,507 - mmseg - INFO - Iter [63950/80000]	lr: 5.966e-03, eta: 9:25:28, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0754, decode.acc_seg: 81.7605, aux_0.loss_ce: 0.0344, aux_0.acc_seg: 81.5679, aux_1.loss_ce: 0.0389, aux_1.acc_seg: 81.1343, loss: 0.1487
2021-12-08 09:10:40,691 - mmseg - INFO - Saving checkpoint at 64000 iterations
2021-12-08 09:10:41,185 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 09:10:41,185 - mmseg - INFO - Iter [64000/80000]	lr: 5.950e-03, eta: 9:23:48, time: 2.574, data_time: 1.030, memory: 17331, decode.loss_ce: 0.0723, decode.acc_seg: 81.8364, aux_0.loss_ce: 0.0332, aux_0.acc_seg: 81.6318, aux_1.loss_ce: 0.0376, aux_1.acc_seg: 81.2006, loss: 0.1430
2021-12-08 09:12:47,140 - mmseg - INFO - per class results:
2021-12-08 09:12:47,143 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 98.08 | 98.93 |
|    sidewalk   | 84.33 | 92.29 |
|    building   | 92.27 | 96.82 |
|      wall     | 47.59 | 53.36 |
|     fence     | 60.31 | 72.81 |
|      pole     | 64.13 | 72.91 |
| traffic light | 71.08 | 82.64 |
|  traffic sign | 78.64 | 83.66 |
|   vegetation  | 92.04 | 96.48 |
|    terrain    | 60.67 | 70.11 |
|      sky      | 94.59 | 97.86 |
|     person    | 81.24 | 89.73 |
|     rider     | 61.66 | 75.27 |
|      car      | 94.85 | 97.77 |
|     truck     | 78.88 |  82.8 |
|      bus      | 84.71 | 87.76 |
|     train     |  79.1 | 86.22 |
|   motorcycle  | 57.63 | 66.46 |
|    bicycle    | 76.36 | 90.07 |
+---------------+-------+-------+
2021-12-08 09:12:47,143 - mmseg - INFO - Summary:
2021-12-08 09:12:47,143 - mmseg - INFO - 
+------+-------+-------+
| aAcc |  mIoU |  mAcc |
+------+-------+-------+
| 95.9 | 76.74 | 83.89 |
+------+-------+-------+
2021-12-08 09:12:47,147 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 09:12:47,147 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9590, mIoU: 0.7674, mAcc: 0.8389, IoU.road: 0.9808, IoU.sidewalk: 0.8433, IoU.building: 0.9227, IoU.wall: 0.4759, IoU.fence: 0.6031, IoU.pole: 0.6413, IoU.traffic light: 0.7108, IoU.traffic sign: 0.7864, IoU.vegetation: 0.9204, IoU.terrain: 0.6067, IoU.sky: 0.9459, IoU.person: 0.8124, IoU.rider: 0.6166, IoU.car: 0.9485, IoU.truck: 0.7888, IoU.bus: 0.8471, IoU.train: 0.7910, IoU.motorcycle: 0.5763, IoU.bicycle: 0.7636, Acc.road: 0.9893, Acc.sidewalk: 0.9229, Acc.building: 0.9682, Acc.wall: 0.5336, Acc.fence: 0.7281, Acc.pole: 0.7291, Acc.traffic light: 0.8264, Acc.traffic sign: 0.8366, Acc.vegetation: 0.9648, Acc.terrain: 0.7011, Acc.sky: 0.9786, Acc.person: 0.8973, Acc.rider: 0.7527, Acc.car: 0.9777, Acc.truck: 0.8280, Acc.bus: 0.8776, Acc.train: 0.8622, Acc.motorcycle: 0.6646, Acc.bicycle: 0.9007
2021-12-08 09:14:05,304 - mmseg - INFO - Iter [64050/80000]	lr: 5.933e-03, eta: 9:22:27, time: 4.082, data_time: 2.566, memory: 17331, decode.loss_ce: 0.0741, decode.acc_seg: 81.6001, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.4046, aux_1.loss_ce: 0.0383, aux_1.acc_seg: 80.9715, loss: 0.1461
2021-12-08 09:16:12,962 - mmseg - INFO - Iter [64100/80000]	lr: 5.917e-03, eta: 9:20:46, time: 2.553, data_time: 0.970, memory: 17331, decode.loss_ce: 0.0745, decode.acc_seg: 82.1304, aux_0.loss_ce: 0.0341, aux_0.acc_seg: 81.9281, aux_1.loss_ce: 0.0384, aux_1.acc_seg: 81.5026, loss: 0.1470
2021-12-08 09:17:30,997 - mmseg - INFO - Iter [64150/80000]	lr: 5.901e-03, eta: 9:18:54, time: 1.561, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0794, decode.acc_seg: 81.2028, aux_0.loss_ce: 0.0358, aux_0.acc_seg: 81.0142, aux_1.loss_ce: 0.0404, aux_1.acc_seg: 80.5871, loss: 0.1556
2021-12-08 09:19:38,766 - mmseg - INFO - Iter [64200/80000]	lr: 5.884e-03, eta: 9:17:13, time: 2.555, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0766, decode.acc_seg: 81.6798, aux_0.loss_ce: 0.0346, aux_0.acc_seg: 81.4825, aux_1.loss_ce: 0.0393, aux_1.acc_seg: 81.0514, loss: 0.1505
2021-12-08 09:20:57,605 - mmseg - INFO - Iter [64250/80000]	lr: 5.868e-03, eta: 9:15:21, time: 1.577, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0726, decode.acc_seg: 82.1480, aux_0.loss_ce: 0.0333, aux_0.acc_seg: 81.9467, aux_1.loss_ce: 0.0378, aux_1.acc_seg: 81.5046, loss: 0.1436
2021-12-08 09:23:05,790 - mmseg - INFO - Iter [64300/80000]	lr: 5.851e-03, eta: 9:13:41, time: 2.564, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0735, decode.acc_seg: 82.0830, aux_0.loss_ce: 0.0336, aux_0.acc_seg: 81.8888, aux_1.loss_ce: 0.0379, aux_1.acc_seg: 81.4669, loss: 0.1450
2021-12-08 09:24:23,771 - mmseg - INFO - Iter [64350/80000]	lr: 5.835e-03, eta: 9:11:48, time: 1.560, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0721, decode.acc_seg: 81.6828, aux_0.loss_ce: 0.0331, aux_0.acc_seg: 81.4761, aux_1.loss_ce: 0.0372, aux_1.acc_seg: 81.0726, loss: 0.1424
2021-12-08 09:26:32,892 - mmseg - INFO - Iter [64400/80000]	lr: 5.818e-03, eta: 9:10:08, time: 2.582, data_time: 1.006, memory: 17331, decode.loss_ce: 0.0742, decode.acc_seg: 82.1671, aux_0.loss_ce: 0.0341, aux_0.acc_seg: 81.9691, aux_1.loss_ce: 0.0383, aux_1.acc_seg: 81.5331, loss: 0.1465
2021-12-08 09:28:40,396 - mmseg - INFO - Iter [64450/80000]	lr: 5.802e-03, eta: 9:08:27, time: 2.549, data_time: 0.964, memory: 17331, decode.loss_ce: 0.0707, decode.acc_seg: 81.9006, aux_0.loss_ce: 0.0326, aux_0.acc_seg: 81.7084, aux_1.loss_ce: 0.0367, aux_1.acc_seg: 81.2885, loss: 0.1400
2021-12-08 09:29:59,348 - mmseg - INFO - Iter [64500/80000]	lr: 5.785e-03, eta: 9:06:35, time: 1.580, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0745, decode.acc_seg: 82.4971, aux_0.loss_ce: 0.0338, aux_0.acc_seg: 82.3053, aux_1.loss_ce: 0.0384, aux_1.acc_seg: 81.8835, loss: 0.1467
2021-12-08 09:32:07,610 - mmseg - INFO - Iter [64550/80000]	lr: 5.769e-03, eta: 9:04:55, time: 2.565, data_time: 0.969, memory: 17331, decode.loss_ce: 0.0718, decode.acc_seg: 81.6604, aux_0.loss_ce: 0.0328, aux_0.acc_seg: 81.4551, aux_1.loss_ce: 0.0373, aux_1.acc_seg: 81.0348, loss: 0.1420
2021-12-08 09:33:26,115 - mmseg - INFO - Iter [64600/80000]	lr: 5.752e-03, eta: 9:03:02, time: 1.570, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0707, decode.acc_seg: 81.9596, aux_0.loss_ce: 0.0325, aux_0.acc_seg: 81.7498, aux_1.loss_ce: 0.0368, aux_1.acc_seg: 81.3322, loss: 0.1400
2021-12-08 09:35:34,766 - mmseg - INFO - Iter [64650/80000]	lr: 5.736e-03, eta: 9:01:22, time: 2.573, data_time: 0.997, memory: 17331, decode.loss_ce: 0.0740, decode.acc_seg: 81.8791, aux_0.loss_ce: 0.0340, aux_0.acc_seg: 81.6694, aux_1.loss_ce: 0.0384, aux_1.acc_seg: 81.2380, loss: 0.1464
2021-12-08 09:36:52,731 - mmseg - INFO - Iter [64700/80000]	lr: 5.719e-03, eta: 8:59:30, time: 1.559, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0737, decode.acc_seg: 81.6230, aux_0.loss_ce: 0.0335, aux_0.acc_seg: 81.4328, aux_1.loss_ce: 0.0378, aux_1.acc_seg: 81.0130, loss: 0.1449
2021-12-08 09:39:00,718 - mmseg - INFO - Iter [64750/80000]	lr: 5.703e-03, eta: 8:57:49, time: 2.560, data_time: 0.958, memory: 17331, decode.loss_ce: 0.0822, decode.acc_seg: 81.2313, aux_0.loss_ce: 0.0367, aux_0.acc_seg: 81.0422, aux_1.loss_ce: 0.0415, aux_1.acc_seg: 80.5930, loss: 0.1603
2021-12-08 09:40:19,514 - mmseg - INFO - Iter [64800/80000]	lr: 5.686e-03, eta: 8:55:57, time: 1.576, data_time: 0.050, memory: 17331, decode.loss_ce: 0.0796, decode.acc_seg: 81.8277, aux_0.loss_ce: 0.0362, aux_0.acc_seg: 81.6249, aux_1.loss_ce: 0.0407, aux_1.acc_seg: 81.1921, loss: 0.1565
2021-12-08 09:42:28,338 - mmseg - INFO - Iter [64850/80000]	lr: 5.669e-03, eta: 8:54:16, time: 2.576, data_time: 0.954, memory: 17331, decode.loss_ce: 0.0787, decode.acc_seg: 81.4541, aux_0.loss_ce: 0.0357, aux_0.acc_seg: 81.2540, aux_1.loss_ce: 0.0400, aux_1.acc_seg: 80.8289, loss: 0.1544
2021-12-08 09:43:46,922 - mmseg - INFO - Iter [64900/80000]	lr: 5.653e-03, eta: 8:52:24, time: 1.572, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0807, decode.acc_seg: 81.3431, aux_0.loss_ce: 0.0369, aux_0.acc_seg: 81.1235, aux_1.loss_ce: 0.0410, aux_1.acc_seg: 80.7301, loss: 0.1586
2021-12-08 09:45:55,252 - mmseg - INFO - Iter [64950/80000]	lr: 5.636e-03, eta: 8:50:44, time: 2.567, data_time: 0.956, memory: 17331, decode.loss_ce: 0.0951, decode.acc_seg: 81.6226, aux_0.loss_ce: 0.0426, aux_0.acc_seg: 81.4238, aux_1.loss_ce: 0.0465, aux_1.acc_seg: 81.0404, loss: 0.1842
2021-12-08 09:47:12,738 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 09:47:12,738 - mmseg - INFO - Iter [65000/80000]	lr: 5.620e-03, eta: 8:48:51, time: 1.550, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0811, decode.acc_seg: 81.7811, aux_0.loss_ce: 0.0367, aux_0.acc_seg: 81.5772, aux_1.loss_ce: 0.0413, aux_1.acc_seg: 81.1518, loss: 0.1591
2021-12-08 09:49:21,205 - mmseg - INFO - Iter [65050/80000]	lr: 5.603e-03, eta: 8:47:11, time: 2.569, data_time: 0.920, memory: 17331, decode.loss_ce: 0.0784, decode.acc_seg: 82.1597, aux_0.loss_ce: 0.0357, aux_0.acc_seg: 81.9588, aux_1.loss_ce: 0.0404, aux_1.acc_seg: 81.5135, loss: 0.1545
2021-12-08 09:50:38,296 - mmseg - INFO - Iter [65100/80000]	lr: 5.587e-03, eta: 8:45:19, time: 1.542, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0758, decode.acc_seg: 81.1801, aux_0.loss_ce: 0.0344, aux_0.acc_seg: 80.9738, aux_1.loss_ce: 0.0388, aux_1.acc_seg: 80.5605, loss: 0.1490
2021-12-08 09:52:46,869 - mmseg - INFO - Iter [65150/80000]	lr: 5.570e-03, eta: 8:43:38, time: 2.571, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0763, decode.acc_seg: 81.8962, aux_0.loss_ce: 0.0350, aux_0.acc_seg: 81.6865, aux_1.loss_ce: 0.0393, aux_1.acc_seg: 81.2703, loss: 0.1507
2021-12-08 09:54:54,493 - mmseg - INFO - Iter [65200/80000]	lr: 5.554e-03, eta: 8:41:57, time: 2.552, data_time: 0.959, memory: 17331, decode.loss_ce: 0.0737, decode.acc_seg: 82.1560, aux_0.loss_ce: 0.0336, aux_0.acc_seg: 81.9577, aux_1.loss_ce: 0.0379, aux_1.acc_seg: 81.5401, loss: 0.1451
2021-12-08 09:56:12,231 - mmseg - INFO - Iter [65250/80000]	lr: 5.537e-03, eta: 8:40:05, time: 1.555, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0740, decode.acc_seg: 81.6816, aux_0.loss_ce: 0.0339, aux_0.acc_seg: 81.4811, aux_1.loss_ce: 0.0385, aux_1.acc_seg: 81.0490, loss: 0.1464
2021-12-08 09:58:20,708 - mmseg - INFO - Iter [65300/80000]	lr: 5.520e-03, eta: 8:38:24, time: 2.570, data_time: 1.018, memory: 17331, decode.loss_ce: 0.0739, decode.acc_seg: 82.0311, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.8374, aux_1.loss_ce: 0.0382, aux_1.acc_seg: 81.4099, loss: 0.1459
2021-12-08 09:59:39,109 - mmseg - INFO - Iter [65350/80000]	lr: 5.504e-03, eta: 8:36:32, time: 1.568, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0878, decode.acc_seg: 81.0801, aux_0.loss_ce: 0.0398, aux_0.acc_seg: 80.8519, aux_1.loss_ce: 0.0442, aux_1.acc_seg: 80.4220, loss: 0.1718
2021-12-08 10:01:46,839 - mmseg - INFO - Iter [65400/80000]	lr: 5.487e-03, eta: 8:34:51, time: 2.555, data_time: 0.965, memory: 17331, decode.loss_ce: 0.0776, decode.acc_seg: 81.2235, aux_0.loss_ce: 0.0354, aux_0.acc_seg: 81.0115, aux_1.loss_ce: 0.0401, aux_1.acc_seg: 80.5742, loss: 0.1532
2021-12-08 10:03:04,834 - mmseg - INFO - Iter [65450/80000]	lr: 5.471e-03, eta: 8:32:59, time: 1.560, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0776, decode.acc_seg: 82.0662, aux_0.loss_ce: 0.0352, aux_0.acc_seg: 81.8692, aux_1.loss_ce: 0.0401, aux_1.acc_seg: 81.4256, loss: 0.1529
2021-12-08 10:05:12,499 - mmseg - INFO - Iter [65500/80000]	lr: 5.454e-03, eta: 8:31:19, time: 2.553, data_time: 0.965, memory: 17331, decode.loss_ce: 0.0791, decode.acc_seg: 81.4086, aux_0.loss_ce: 0.0358, aux_0.acc_seg: 81.2050, aux_1.loss_ce: 0.0402, aux_1.acc_seg: 80.7901, loss: 0.1550
2021-12-08 10:06:31,139 - mmseg - INFO - Iter [65550/80000]	lr: 5.437e-03, eta: 8:29:27, time: 1.573, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0741, decode.acc_seg: 81.7441, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.5455, aux_1.loss_ce: 0.0381, aux_1.acc_seg: 81.1190, loss: 0.1458
2021-12-08 10:08:39,730 - mmseg - INFO - Iter [65600/80000]	lr: 5.421e-03, eta: 8:27:46, time: 2.572, data_time: 0.989, memory: 17331, decode.loss_ce: 0.0742, decode.acc_seg: 81.8848, aux_0.loss_ce: 0.0340, aux_0.acc_seg: 81.6777, aux_1.loss_ce: 0.0383, aux_1.acc_seg: 81.2570, loss: 0.1465
2021-12-08 10:09:57,584 - mmseg - INFO - Iter [65650/80000]	lr: 5.404e-03, eta: 8:25:54, time: 1.557, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0749, decode.acc_seg: 81.2276, aux_0.loss_ce: 0.0342, aux_0.acc_seg: 81.0282, aux_1.loss_ce: 0.0387, aux_1.acc_seg: 80.5981, loss: 0.1478
2021-12-08 10:12:05,697 - mmseg - INFO - Iter [65700/80000]	lr: 5.387e-03, eta: 8:24:13, time: 2.562, data_time: 1.010, memory: 17331, decode.loss_ce: 0.0746, decode.acc_seg: 82.1186, aux_0.loss_ce: 0.0340, aux_0.acc_seg: 81.9192, aux_1.loss_ce: 0.0386, aux_1.acc_seg: 81.4848, loss: 0.1473
2021-12-08 10:13:22,556 - mmseg - INFO - Iter [65750/80000]	lr: 5.371e-03, eta: 8:22:21, time: 1.537, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0710, decode.acc_seg: 81.7410, aux_0.loss_ce: 0.0327, aux_0.acc_seg: 81.5337, aux_1.loss_ce: 0.0367, aux_1.acc_seg: 81.1337, loss: 0.1405
2021-12-08 10:15:30,560 - mmseg - INFO - Iter [65800/80000]	lr: 5.354e-03, eta: 8:20:40, time: 2.560, data_time: 0.981, memory: 17331, decode.loss_ce: 0.0777, decode.acc_seg: 81.6011, aux_0.loss_ce: 0.0355, aux_0.acc_seg: 81.4027, aux_1.loss_ce: 0.0399, aux_1.acc_seg: 80.9817, loss: 0.1530
2021-12-08 10:17:38,346 - mmseg - INFO - Iter [65850/80000]	lr: 5.338e-03, eta: 8:18:59, time: 2.556, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0754, decode.acc_seg: 81.7482, aux_0.loss_ce: 0.0344, aux_0.acc_seg: 81.5517, aux_1.loss_ce: 0.0386, aux_1.acc_seg: 81.1451, loss: 0.1484
2021-12-08 10:18:56,809 - mmseg - INFO - Iter [65900/80000]	lr: 5.321e-03, eta: 8:17:08, time: 1.569, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0774, decode.acc_seg: 81.8871, aux_0.loss_ce: 0.0356, aux_0.acc_seg: 81.6670, aux_1.loss_ce: 0.0398, aux_1.acc_seg: 81.2385, loss: 0.1528
2021-12-08 10:21:06,822 - mmseg - INFO - Iter [65950/80000]	lr: 5.304e-03, eta: 8:15:27, time: 2.600, data_time: 1.039, memory: 17331, decode.loss_ce: 0.0763, decode.acc_seg: 81.3332, aux_0.loss_ce: 0.0347, aux_0.acc_seg: 81.1392, aux_1.loss_ce: 0.0389, aux_1.acc_seg: 80.7313, loss: 0.1499
2021-12-08 10:22:25,089 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 10:22:25,090 - mmseg - INFO - Iter [66000/80000]	lr: 5.288e-03, eta: 8:13:35, time: 1.565, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0758, decode.acc_seg: 81.7817, aux_0.loss_ce: 0.0347, aux_0.acc_seg: 81.5922, aux_1.loss_ce: 0.0388, aux_1.acc_seg: 81.1689, loss: 0.1492
2021-12-08 10:24:33,968 - mmseg - INFO - Iter [66050/80000]	lr: 5.271e-03, eta: 8:11:54, time: 2.578, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0845, decode.acc_seg: 81.4343, aux_0.loss_ce: 0.0378, aux_0.acc_seg: 81.2521, aux_1.loss_ce: 0.0422, aux_1.acc_seg: 80.8291, loss: 0.1644
2021-12-08 10:25:52,322 - mmseg - INFO - Iter [66100/80000]	lr: 5.254e-03, eta: 8:10:03, time: 1.567, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0830, decode.acc_seg: 81.6434, aux_0.loss_ce: 0.0376, aux_0.acc_seg: 81.4284, aux_1.loss_ce: 0.0419, aux_1.acc_seg: 81.0091, loss: 0.1625
2021-12-08 10:28:00,473 - mmseg - INFO - Iter [66150/80000]	lr: 5.237e-03, eta: 8:08:22, time: 2.563, data_time: 1.008, memory: 17331, decode.loss_ce: 0.0826, decode.acc_seg: 81.4592, aux_0.loss_ce: 0.0373, aux_0.acc_seg: 81.2522, aux_1.loss_ce: 0.0416, aux_1.acc_seg: 80.8257, loss: 0.1615
2021-12-08 10:29:18,279 - mmseg - INFO - Iter [66200/80000]	lr: 5.221e-03, eta: 8:06:30, time: 1.556, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0817, decode.acc_seg: 81.7548, aux_0.loss_ce: 0.0372, aux_0.acc_seg: 81.5462, aux_1.loss_ce: 0.0413, aux_1.acc_seg: 81.1411, loss: 0.1603
2021-12-08 10:31:26,779 - mmseg - INFO - Iter [66250/80000]	lr: 5.204e-03, eta: 8:04:49, time: 2.570, data_time: 0.992, memory: 17331, decode.loss_ce: 0.0765, decode.acc_seg: 81.5241, aux_0.loss_ce: 0.0348, aux_0.acc_seg: 81.3252, aux_1.loss_ce: 0.0393, aux_1.acc_seg: 80.8892, loss: 0.1506
2021-12-08 10:32:44,487 - mmseg - INFO - Iter [66300/80000]	lr: 5.187e-03, eta: 8:02:58, time: 1.554, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0748, decode.acc_seg: 81.3160, aux_0.loss_ce: 0.0342, aux_0.acc_seg: 81.1164, aux_1.loss_ce: 0.0388, aux_1.acc_seg: 80.6936, loss: 0.1478
2021-12-08 10:34:52,878 - mmseg - INFO - Iter [66350/80000]	lr: 5.171e-03, eta: 8:01:16, time: 2.568, data_time: 1.036, memory: 17331, decode.loss_ce: 0.0763, decode.acc_seg: 82.0942, aux_0.loss_ce: 0.0349, aux_0.acc_seg: 81.8952, aux_1.loss_ce: 0.0390, aux_1.acc_seg: 81.4932, loss: 0.1502
2021-12-08 10:36:10,192 - mmseg - INFO - Iter [66400/80000]	lr: 5.154e-03, eta: 7:59:25, time: 1.546, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0748, decode.acc_seg: 82.1425, aux_0.loss_ce: 0.0345, aux_0.acc_seg: 81.9252, aux_1.loss_ce: 0.0387, aux_1.acc_seg: 81.5202, loss: 0.1481
2021-12-08 10:38:19,349 - mmseg - INFO - Iter [66450/80000]	lr: 5.137e-03, eta: 7:57:44, time: 2.583, data_time: 0.948, memory: 17331, decode.loss_ce: 0.0722, decode.acc_seg: 82.2464, aux_0.loss_ce: 0.0334, aux_0.acc_seg: 82.0369, aux_1.loss_ce: 0.0378, aux_1.acc_seg: 81.6101, loss: 0.1434
2021-12-08 10:40:27,577 - mmseg - INFO - Iter [66500/80000]	lr: 5.121e-03, eta: 7:56:03, time: 2.565, data_time: 1.002, memory: 17331, decode.loss_ce: 0.0709, decode.acc_seg: 81.8842, aux_0.loss_ce: 0.0326, aux_0.acc_seg: 81.6770, aux_1.loss_ce: 0.0370, aux_1.acc_seg: 81.2413, loss: 0.1405
2021-12-08 10:41:45,795 - mmseg - INFO - Iter [66550/80000]	lr: 5.104e-03, eta: 7:54:11, time: 1.564, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0698, decode.acc_seg: 81.9889, aux_0.loss_ce: 0.0321, aux_0.acc_seg: 81.7884, aux_1.loss_ce: 0.0365, aux_1.acc_seg: 81.3707, loss: 0.1384
2021-12-08 10:43:54,075 - mmseg - INFO - Iter [66600/80000]	lr: 5.087e-03, eta: 7:52:30, time: 2.566, data_time: 0.984, memory: 17331, decode.loss_ce: 0.0698, decode.acc_seg: 81.8399, aux_0.loss_ce: 0.0321, aux_0.acc_seg: 81.6406, aux_1.loss_ce: 0.0364, aux_1.acc_seg: 81.2264, loss: 0.1383
2021-12-08 10:45:12,540 - mmseg - INFO - Iter [66650/80000]	lr: 5.070e-03, eta: 7:50:39, time: 1.569, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0734, decode.acc_seg: 81.5344, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.3361, aux_1.loss_ce: 0.0379, aux_1.acc_seg: 80.9087, loss: 0.1450
2021-12-08 10:47:20,276 - mmseg - INFO - Iter [66700/80000]	lr: 5.054e-03, eta: 7:48:57, time: 2.555, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0693, decode.acc_seg: 82.2812, aux_0.loss_ce: 0.0318, aux_0.acc_seg: 82.0836, aux_1.loss_ce: 0.0361, aux_1.acc_seg: 81.6637, loss: 0.1372
2021-12-08 10:48:38,963 - mmseg - INFO - Iter [66750/80000]	lr: 5.037e-03, eta: 7:47:06, time: 1.574, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0719, decode.acc_seg: 81.8046, aux_0.loss_ce: 0.0331, aux_0.acc_seg: 81.6015, aux_1.loss_ce: 0.0376, aux_1.acc_seg: 81.1715, loss: 0.1427
2021-12-08 10:50:47,125 - mmseg - INFO - Iter [66800/80000]	lr: 5.020e-03, eta: 7:45:25, time: 2.563, data_time: 1.015, memory: 17331, decode.loss_ce: 0.0759, decode.acc_seg: 81.8804, aux_0.loss_ce: 0.0347, aux_0.acc_seg: 81.6838, aux_1.loss_ce: 0.0388, aux_1.acc_seg: 81.2654, loss: 0.1494
2021-12-08 10:52:05,246 - mmseg - INFO - Iter [66850/80000]	lr: 5.003e-03, eta: 7:43:34, time: 1.562, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0731, decode.acc_seg: 82.0610, aux_0.loss_ce: 0.0334, aux_0.acc_seg: 81.8657, aux_1.loss_ce: 0.0380, aux_1.acc_seg: 81.4290, loss: 0.1445
2021-12-08 10:54:12,743 - mmseg - INFO - Iter [66900/80000]	lr: 4.986e-03, eta: 7:41:52, time: 2.550, data_time: 1.009, memory: 17331, decode.loss_ce: 0.0721, decode.acc_seg: 81.3292, aux_0.loss_ce: 0.0330, aux_0.acc_seg: 81.1230, aux_1.loss_ce: 0.0373, aux_1.acc_seg: 80.7109, loss: 0.1424
2021-12-08 10:55:31,064 - mmseg - INFO - Iter [66950/80000]	lr: 4.970e-03, eta: 7:40:01, time: 1.566, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0723, decode.acc_seg: 81.9315, aux_0.loss_ce: 0.0330, aux_0.acc_seg: 81.7357, aux_1.loss_ce: 0.0376, aux_1.acc_seg: 81.2971, loss: 0.1429
2021-12-08 10:57:38,655 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 10:57:38,656 - mmseg - INFO - Iter [67000/80000]	lr: 4.953e-03, eta: 7:38:20, time: 2.552, data_time: 0.964, memory: 17331, decode.loss_ce: 0.0735, decode.acc_seg: 82.1885, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.9835, aux_1.loss_ce: 0.0380, aux_1.acc_seg: 81.5673, loss: 0.1451
2021-12-08 10:58:55,981 - mmseg - INFO - Iter [67050/80000]	lr: 4.936e-03, eta: 7:36:28, time: 1.547, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0755, decode.acc_seg: 81.6551, aux_0.loss_ce: 0.0343, aux_0.acc_seg: 81.4553, aux_1.loss_ce: 0.0391, aux_1.acc_seg: 81.0128, loss: 0.1488
2021-12-08 11:01:04,806 - mmseg - INFO - Iter [67100/80000]	lr: 4.919e-03, eta: 7:34:47, time: 2.576, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0751, decode.acc_seg: 81.8759, aux_0.loss_ce: 0.0343, aux_0.acc_seg: 81.6701, aux_1.loss_ce: 0.0386, aux_1.acc_seg: 81.2652, loss: 0.1480
2021-12-08 11:03:12,471 - mmseg - INFO - Iter [67150/80000]	lr: 4.902e-03, eta: 7:33:05, time: 2.553, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0743, decode.acc_seg: 81.3947, aux_0.loss_ce: 0.0339, aux_0.acc_seg: 81.2028, aux_1.loss_ce: 0.0380, aux_1.acc_seg: 80.7964, loss: 0.1461
2021-12-08 11:04:30,577 - mmseg - INFO - Iter [67200/80000]	lr: 4.886e-03, eta: 7:31:14, time: 1.562, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0776, decode.acc_seg: 82.0515, aux_0.loss_ce: 0.0352, aux_0.acc_seg: 81.8681, aux_1.loss_ce: 0.0393, aux_1.acc_seg: 81.4546, loss: 0.1522
2021-12-08 11:06:37,869 - mmseg - INFO - Iter [67250/80000]	lr: 4.869e-03, eta: 7:29:33, time: 2.546, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0753, decode.acc_seg: 81.4284, aux_0.loss_ce: 0.0341, aux_0.acc_seg: 81.2419, aux_1.loss_ce: 0.0386, aux_1.acc_seg: 80.8096, loss: 0.1480
2021-12-08 11:07:56,198 - mmseg - INFO - Iter [67300/80000]	lr: 4.852e-03, eta: 7:27:42, time: 1.567, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0729, decode.acc_seg: 81.6801, aux_0.loss_ce: 0.0334, aux_0.acc_seg: 81.4740, aux_1.loss_ce: 0.0379, aux_1.acc_seg: 81.0501, loss: 0.1442
2021-12-08 11:10:04,506 - mmseg - INFO - Iter [67350/80000]	lr: 4.835e-03, eta: 7:26:00, time: 2.566, data_time: 0.966, memory: 17331, decode.loss_ce: 0.0721, decode.acc_seg: 81.9347, aux_0.loss_ce: 0.0330, aux_0.acc_seg: 81.7246, aux_1.loss_ce: 0.0374, aux_1.acc_seg: 81.3046, loss: 0.1425
2021-12-08 11:11:23,188 - mmseg - INFO - Iter [67400/80000]	lr: 4.818e-03, eta: 7:24:09, time: 1.574, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0707, decode.acc_seg: 82.2066, aux_0.loss_ce: 0.0325, aux_0.acc_seg: 82.0125, aux_1.loss_ce: 0.0367, aux_1.acc_seg: 81.5904, loss: 0.1399
2021-12-08 11:13:31,878 - mmseg - INFO - Iter [67450/80000]	lr: 4.801e-03, eta: 7:22:28, time: 2.574, data_time: 0.942, memory: 17331, decode.loss_ce: 0.0713, decode.acc_seg: 81.5821, aux_0.loss_ce: 0.0326, aux_0.acc_seg: 81.3807, aux_1.loss_ce: 0.0372, aux_1.acc_seg: 80.9366, loss: 0.1411
2021-12-08 11:14:50,166 - mmseg - INFO - Iter [67500/80000]	lr: 4.785e-03, eta: 7:20:37, time: 1.566, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0700, decode.acc_seg: 82.2104, aux_0.loss_ce: 0.0323, aux_0.acc_seg: 82.0088, aux_1.loss_ce: 0.0366, aux_1.acc_seg: 81.5834, loss: 0.1389
2021-12-08 11:16:57,766 - mmseg - INFO - Iter [67550/80000]	lr: 4.768e-03, eta: 7:18:55, time: 2.552, data_time: 1.009, memory: 17331, decode.loss_ce: 0.0686, decode.acc_seg: 82.2038, aux_0.loss_ce: 0.0314, aux_0.acc_seg: 82.0087, aux_1.loss_ce: 0.0358, aux_1.acc_seg: 81.5932, loss: 0.1359
2021-12-08 11:18:15,715 - mmseg - INFO - Iter [67600/80000]	lr: 4.751e-03, eta: 7:17:04, time: 1.559, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0714, decode.acc_seg: 81.9769, aux_0.loss_ce: 0.0327, aux_0.acc_seg: 81.7819, aux_1.loss_ce: 0.0372, aux_1.acc_seg: 81.3368, loss: 0.1414
2021-12-08 11:20:23,754 - mmseg - INFO - Iter [67650/80000]	lr: 4.734e-03, eta: 7:15:23, time: 2.561, data_time: 0.997, memory: 17331, decode.loss_ce: 0.0705, decode.acc_seg: 81.8937, aux_0.loss_ce: 0.0324, aux_0.acc_seg: 81.7032, aux_1.loss_ce: 0.0367, aux_1.acc_seg: 81.2822, loss: 0.1396
2021-12-08 11:21:41,779 - mmseg - INFO - Iter [67700/80000]	lr: 4.717e-03, eta: 7:13:32, time: 1.560, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0702, decode.acc_seg: 81.7803, aux_0.loss_ce: 0.0324, aux_0.acc_seg: 81.5763, aux_1.loss_ce: 0.0367, aux_1.acc_seg: 81.1534, loss: 0.1393
2021-12-08 11:23:50,334 - mmseg - INFO - Iter [67750/80000]	lr: 4.700e-03, eta: 7:11:50, time: 2.571, data_time: 0.951, memory: 17331, decode.loss_ce: 0.0785, decode.acc_seg: 82.3103, aux_0.loss_ce: 0.0357, aux_0.acc_seg: 82.1113, aux_1.loss_ce: 0.0397, aux_1.acc_seg: 81.7030, loss: 0.1540
2021-12-08 11:25:57,659 - mmseg - INFO - Iter [67800/80000]	lr: 4.683e-03, eta: 7:10:08, time: 2.546, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0740, decode.acc_seg: 81.5698, aux_0.loss_ce: 0.0338, aux_0.acc_seg: 81.3700, aux_1.loss_ce: 0.0382, aux_1.acc_seg: 80.9309, loss: 0.1459
2021-12-08 11:27:15,920 - mmseg - INFO - Iter [67850/80000]	lr: 4.666e-03, eta: 7:08:18, time: 1.565, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0734, decode.acc_seg: 82.4112, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 82.2036, aux_1.loss_ce: 0.0377, aux_1.acc_seg: 81.8059, loss: 0.1448
2021-12-08 11:29:23,743 - mmseg - INFO - Iter [67900/80000]	lr: 4.649e-03, eta: 7:06:36, time: 2.556, data_time: 0.952, memory: 17331, decode.loss_ce: 0.0711, decode.acc_seg: 82.2002, aux_0.loss_ce: 0.0326, aux_0.acc_seg: 82.0133, aux_1.loss_ce: 0.0368, aux_1.acc_seg: 81.5871, loss: 0.1405
2021-12-08 11:30:42,215 - mmseg - INFO - Iter [67950/80000]	lr: 4.633e-03, eta: 7:04:45, time: 1.569, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0782, decode.acc_seg: 82.0823, aux_0.loss_ce: 0.0356, aux_0.acc_seg: 81.8712, aux_1.loss_ce: 0.0396, aux_1.acc_seg: 81.4788, loss: 0.1534
2021-12-08 11:32:51,060 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 11:32:51,061 - mmseg - INFO - Iter [68000/80000]	lr: 4.616e-03, eta: 7:03:04, time: 2.577, data_time: 0.987, memory: 17331, decode.loss_ce: 0.0786, decode.acc_seg: 81.4040, aux_0.loss_ce: 0.0356, aux_0.acc_seg: 81.1998, aux_1.loss_ce: 0.0403, aux_1.acc_seg: 80.7682, loss: 0.1546
2021-12-08 11:34:09,626 - mmseg - INFO - Iter [68050/80000]	lr: 4.599e-03, eta: 7:01:13, time: 1.571, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0712, decode.acc_seg: 81.6508, aux_0.loss_ce: 0.0327, aux_0.acc_seg: 81.4467, aux_1.loss_ce: 0.0373, aux_1.acc_seg: 81.0152, loss: 0.1412
2021-12-08 11:36:18,152 - mmseg - INFO - Iter [68100/80000]	lr: 4.582e-03, eta: 6:59:31, time: 2.571, data_time: 0.945, memory: 17331, decode.loss_ce: 0.0710, decode.acc_seg: 82.0323, aux_0.loss_ce: 0.0326, aux_0.acc_seg: 81.8401, aux_1.loss_ce: 0.0369, aux_1.acc_seg: 81.4126, loss: 0.1405
2021-12-08 11:37:36,716 - mmseg - INFO - Iter [68150/80000]	lr: 4.565e-03, eta: 6:57:41, time: 1.571, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0737, decode.acc_seg: 82.1621, aux_0.loss_ce: 0.0337, aux_0.acc_seg: 81.9644, aux_1.loss_ce: 0.0380, aux_1.acc_seg: 81.5438, loss: 0.1454
2021-12-08 11:39:45,089 - mmseg - INFO - Iter [68200/80000]	lr: 4.548e-03, eta: 6:55:59, time: 2.567, data_time: 0.986, memory: 17331, decode.loss_ce: 0.0707, decode.acc_seg: 81.9222, aux_0.loss_ce: 0.0321, aux_0.acc_seg: 81.7414, aux_1.loss_ce: 0.0367, aux_1.acc_seg: 81.3113, loss: 0.1394
2021-12-08 11:41:03,063 - mmseg - INFO - Iter [68250/80000]	lr: 4.531e-03, eta: 6:54:08, time: 1.559, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0695, decode.acc_seg: 81.4759, aux_0.loss_ce: 0.0319, aux_0.acc_seg: 81.2721, aux_1.loss_ce: 0.0363, aux_1.acc_seg: 80.8495, loss: 0.1377
2021-12-08 11:43:11,338 - mmseg - INFO - Iter [68300/80000]	lr: 4.514e-03, eta: 6:52:27, time: 2.565, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0723, decode.acc_seg: 82.5661, aux_0.loss_ce: 0.0331, aux_0.acc_seg: 82.3761, aux_1.loss_ce: 0.0373, aux_1.acc_seg: 81.9615, loss: 0.1428
2021-12-08 11:44:29,161 - mmseg - INFO - Iter [68350/80000]	lr: 4.497e-03, eta: 6:50:36, time: 1.556, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0743, decode.acc_seg: 81.5988, aux_0.loss_ce: 0.0339, aux_0.acc_seg: 81.4019, aux_1.loss_ce: 0.0383, aux_1.acc_seg: 80.9813, loss: 0.1464
2021-12-08 11:46:37,507 - mmseg - INFO - Iter [68400/80000]	lr: 4.480e-03, eta: 6:48:54, time: 2.567, data_time: 0.951, memory: 17331, decode.loss_ce: 0.0768, decode.acc_seg: 82.1502, aux_0.loss_ce: 0.0347, aux_0.acc_seg: 81.9624, aux_1.loss_ce: 0.0392, aux_1.acc_seg: 81.5406, loss: 0.1506
2021-12-08 11:48:45,309 - mmseg - INFO - Iter [68450/80000]	lr: 4.463e-03, eta: 6:47:12, time: 2.556, data_time: 0.989, memory: 17331, decode.loss_ce: 0.0737, decode.acc_seg: 81.8270, aux_0.loss_ce: 0.0334, aux_0.acc_seg: 81.6454, aux_1.loss_ce: 0.0378, aux_1.acc_seg: 81.2238, loss: 0.1450
2021-12-08 11:50:03,956 - mmseg - INFO - Iter [68500/80000]	lr: 4.446e-03, eta: 6:45:22, time: 1.573, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0744, decode.acc_seg: 81.8740, aux_0.loss_ce: 0.0338, aux_0.acc_seg: 81.6783, aux_1.loss_ce: 0.0383, aux_1.acc_seg: 81.2411, loss: 0.1465
2021-12-08 11:52:12,149 - mmseg - INFO - Iter [68550/80000]	lr: 4.429e-03, eta: 6:43:40, time: 2.564, data_time: 0.984, memory: 17331, decode.loss_ce: 0.0707, decode.acc_seg: 82.2799, aux_0.loss_ce: 0.0324, aux_0.acc_seg: 82.0785, aux_1.loss_ce: 0.0365, aux_1.acc_seg: 81.6783, loss: 0.1397
2021-12-08 11:53:30,275 - mmseg - INFO - Iter [68600/80000]	lr: 4.412e-03, eta: 6:41:49, time: 1.562, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0697, decode.acc_seg: 82.1494, aux_0.loss_ce: 0.0318, aux_0.acc_seg: 81.9586, aux_1.loss_ce: 0.0364, aux_1.acc_seg: 81.5162, loss: 0.1379
2021-12-08 11:55:37,506 - mmseg - INFO - Iter [68650/80000]	lr: 4.395e-03, eta: 6:40:07, time: 2.545, data_time: 0.994, memory: 17331, decode.loss_ce: 0.0690, decode.acc_seg: 82.1075, aux_0.loss_ce: 0.0317, aux_0.acc_seg: 81.9123, aux_1.loss_ce: 0.0363, aux_1.acc_seg: 81.4704, loss: 0.1370
2021-12-08 11:56:55,309 - mmseg - INFO - Iter [68700/80000]	lr: 4.378e-03, eta: 6:38:17, time: 1.556, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0709, decode.acc_seg: 82.3201, aux_0.loss_ce: 0.0326, aux_0.acc_seg: 82.1194, aux_1.loss_ce: 0.0370, aux_1.acc_seg: 81.7006, loss: 0.1405
2021-12-08 11:59:03,097 - mmseg - INFO - Iter [68750/80000]	lr: 4.361e-03, eta: 6:36:35, time: 2.556, data_time: 1.009, memory: 17331, decode.loss_ce: 0.0690, decode.acc_seg: 82.1199, aux_0.loss_ce: 0.0315, aux_0.acc_seg: 81.9313, aux_1.loss_ce: 0.0362, aux_1.acc_seg: 81.4807, loss: 0.1367
2021-12-08 12:00:21,378 - mmseg - INFO - Iter [68800/80000]	lr: 4.344e-03, eta: 6:34:44, time: 1.566, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0708, decode.acc_seg: 81.4218, aux_0.loss_ce: 0.0323, aux_0.acc_seg: 81.2311, aux_1.loss_ce: 0.0367, aux_1.acc_seg: 80.8054, loss: 0.1398
2021-12-08 12:02:28,454 - mmseg - INFO - Iter [68850/80000]	lr: 4.327e-03, eta: 6:33:02, time: 2.542, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0678, decode.acc_seg: 82.2680, aux_0.loss_ce: 0.0312, aux_0.acc_seg: 82.0655, aux_1.loss_ce: 0.0356, aux_1.acc_seg: 81.6341, loss: 0.1346
2021-12-08 12:03:46,854 - mmseg - INFO - Iter [68900/80000]	lr: 4.310e-03, eta: 6:31:12, time: 1.568, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0670, decode.acc_seg: 81.7578, aux_0.loss_ce: 0.0308, aux_0.acc_seg: 81.5624, aux_1.loss_ce: 0.0352, aux_1.acc_seg: 81.1176, loss: 0.1330
2021-12-08 12:05:54,757 - mmseg - INFO - Iter [68950/80000]	lr: 4.293e-03, eta: 6:29:30, time: 2.558, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0693, decode.acc_seg: 82.3466, aux_0.loss_ce: 0.0319, aux_0.acc_seg: 82.1465, aux_1.loss_ce: 0.0363, aux_1.acc_seg: 81.7141, loss: 0.1376
2021-12-08 12:07:12,583 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 12:07:12,583 - mmseg - INFO - Iter [69000/80000]	lr: 4.275e-03, eta: 6:27:40, time: 1.556, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0676, decode.acc_seg: 82.2628, aux_0.loss_ce: 0.0310, aux_0.acc_seg: 82.0790, aux_1.loss_ce: 0.0351, aux_1.acc_seg: 81.6706, loss: 0.1336
2021-12-08 12:09:21,116 - mmseg - INFO - Iter [69050/80000]	lr: 4.258e-03, eta: 6:25:58, time: 2.571, data_time: 1.010, memory: 17331, decode.loss_ce: 0.0662, decode.acc_seg: 82.1945, aux_0.loss_ce: 0.0306, aux_0.acc_seg: 81.9980, aux_1.loss_ce: 0.0349, aux_1.acc_seg: 81.5782, loss: 0.1317
2021-12-08 12:11:28,905 - mmseg - INFO - Iter [69100/80000]	lr: 4.241e-03, eta: 6:24:15, time: 2.556, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0688, decode.acc_seg: 81.9889, aux_0.loss_ce: 0.0314, aux_0.acc_seg: 81.8038, aux_1.loss_ce: 0.0359, aux_1.acc_seg: 81.3678, loss: 0.1361
2021-12-08 12:12:48,001 - mmseg - INFO - Iter [69150/80000]	lr: 4.224e-03, eta: 6:22:25, time: 1.582, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0674, decode.acc_seg: 82.2202, aux_0.loss_ce: 0.0309, aux_0.acc_seg: 82.0271, aux_1.loss_ce: 0.0355, aux_1.acc_seg: 81.5860, loss: 0.1339
2021-12-08 12:14:56,003 - mmseg - INFO - Iter [69200/80000]	lr: 4.207e-03, eta: 6:20:43, time: 2.560, data_time: 0.978, memory: 17331, decode.loss_ce: 0.0667, decode.acc_seg: 82.2892, aux_0.loss_ce: 0.0307, aux_0.acc_seg: 82.1031, aux_1.loss_ce: 0.0351, aux_1.acc_seg: 81.6766, loss: 0.1325
2021-12-08 12:16:14,113 - mmseg - INFO - Iter [69250/80000]	lr: 4.190e-03, eta: 6:18:53, time: 1.562, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0664, decode.acc_seg: 82.5709, aux_0.loss_ce: 0.0306, aux_0.acc_seg: 82.3706, aux_1.loss_ce: 0.0351, aux_1.acc_seg: 81.9405, loss: 0.1321
2021-12-08 12:18:22,096 - mmseg - INFO - Iter [69300/80000]	lr: 4.173e-03, eta: 6:17:11, time: 2.560, data_time: 0.993, memory: 17331, decode.loss_ce: 0.0661, decode.acc_seg: 82.0207, aux_0.loss_ce: 0.0304, aux_0.acc_seg: 81.8332, aux_1.loss_ce: 0.0347, aux_1.acc_seg: 81.3979, loss: 0.1312
2021-12-08 12:19:40,563 - mmseg - INFO - Iter [69350/80000]	lr: 4.156e-03, eta: 6:15:21, time: 1.569, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0667, decode.acc_seg: 81.9141, aux_0.loss_ce: 0.0307, aux_0.acc_seg: 81.7227, aux_1.loss_ce: 0.0350, aux_1.acc_seg: 81.2883, loss: 0.1324
2021-12-08 12:21:47,778 - mmseg - INFO - Iter [69400/80000]	lr: 4.139e-03, eta: 6:13:38, time: 2.544, data_time: 0.958, memory: 17331, decode.loss_ce: 0.0656, decode.acc_seg: 81.8151, aux_0.loss_ce: 0.0301, aux_0.acc_seg: 81.6230, aux_1.loss_ce: 0.0344, aux_1.acc_seg: 81.2107, loss: 0.1301
2021-12-08 12:23:05,242 - mmseg - INFO - Iter [69450/80000]	lr: 4.121e-03, eta: 6:11:48, time: 1.549, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0662, decode.acc_seg: 81.7500, aux_0.loss_ce: 0.0304, aux_0.acc_seg: 81.5628, aux_1.loss_ce: 0.0351, aux_1.acc_seg: 81.1160, loss: 0.1317
2021-12-08 12:25:13,036 - mmseg - INFO - Iter [69500/80000]	lr: 4.104e-03, eta: 6:10:06, time: 2.556, data_time: 1.013, memory: 17331, decode.loss_ce: 0.0670, decode.acc_seg: 81.7922, aux_0.loss_ce: 0.0310, aux_0.acc_seg: 81.5897, aux_1.loss_ce: 0.0353, aux_1.acc_seg: 81.1683, loss: 0.1333
2021-12-08 12:26:30,820 - mmseg - INFO - Iter [69550/80000]	lr: 4.087e-03, eta: 6:08:16, time: 1.556, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0652, decode.acc_seg: 81.7473, aux_0.loss_ce: 0.0303, aux_0.acc_seg: 81.5401, aux_1.loss_ce: 0.0345, aux_1.acc_seg: 81.1182, loss: 0.1300
2021-12-08 12:28:38,613 - mmseg - INFO - Iter [69600/80000]	lr: 4.070e-03, eta: 6:06:34, time: 2.556, data_time: 1.023, memory: 17331, decode.loss_ce: 0.0673, decode.acc_seg: 82.0508, aux_0.loss_ce: 0.0309, aux_0.acc_seg: 81.8626, aux_1.loss_ce: 0.0354, aux_1.acc_seg: 81.4257, loss: 0.1337
2021-12-08 12:29:56,127 - mmseg - INFO - Iter [69650/80000]	lr: 4.053e-03, eta: 6:04:44, time: 1.550, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0674, decode.acc_seg: 82.0502, aux_0.loss_ce: 0.0311, aux_0.acc_seg: 81.8539, aux_1.loss_ce: 0.0356, aux_1.acc_seg: 81.4215, loss: 0.1340
2021-12-08 12:32:04,299 - mmseg - INFO - Iter [69700/80000]	lr: 4.036e-03, eta: 6:03:01, time: 2.563, data_time: 1.018, memory: 17331, decode.loss_ce: 0.0656, decode.acc_seg: 82.3872, aux_0.loss_ce: 0.0303, aux_0.acc_seg: 82.1962, aux_1.loss_ce: 0.0347, aux_1.acc_seg: 81.7727, loss: 0.1306
2021-12-08 12:33:21,775 - mmseg - INFO - Iter [69750/80000]	lr: 4.018e-03, eta: 6:01:11, time: 1.550, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0675, decode.acc_seg: 81.5114, aux_0.loss_ce: 0.0311, aux_0.acc_seg: 81.3114, aux_1.loss_ce: 0.0352, aux_1.acc_seg: 80.8958, loss: 0.1338
2021-12-08 12:35:31,369 - mmseg - INFO - Iter [69800/80000]	lr: 4.001e-03, eta: 5:59:29, time: 2.592, data_time: 0.959, memory: 17331, decode.loss_ce: 0.0674, decode.acc_seg: 82.3573, aux_0.loss_ce: 0.0310, aux_0.acc_seg: 82.1676, aux_1.loss_ce: 0.0353, aux_1.acc_seg: 81.7364, loss: 0.1337
2021-12-08 12:37:38,860 - mmseg - INFO - Iter [69850/80000]	lr: 3.984e-03, eta: 5:57:46, time: 2.550, data_time: 1.008, memory: 17331, decode.loss_ce: 0.0712, decode.acc_seg: 81.8419, aux_0.loss_ce: 0.0326, aux_0.acc_seg: 81.6455, aux_1.loss_ce: 0.0374, aux_1.acc_seg: 81.2039, loss: 0.1412
2021-12-08 12:38:56,627 - mmseg - INFO - Iter [69900/80000]	lr: 3.967e-03, eta: 5:55:57, time: 1.555, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0685, decode.acc_seg: 81.8557, aux_0.loss_ce: 0.0316, aux_0.acc_seg: 81.6543, aux_1.loss_ce: 0.0359, aux_1.acc_seg: 81.2284, loss: 0.1360
2021-12-08 12:41:04,914 - mmseg - INFO - Iter [69950/80000]	lr: 3.950e-03, eta: 5:54:14, time: 2.566, data_time: 0.948, memory: 17331, decode.loss_ce: 0.0667, decode.acc_seg: 81.9129, aux_0.loss_ce: 0.0308, aux_0.acc_seg: 81.7207, aux_1.loss_ce: 0.0351, aux_1.acc_seg: 81.2843, loss: 0.1326
2021-12-08 12:42:23,144 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 12:42:23,145 - mmseg - INFO - Iter [70000/80000]	lr: 3.932e-03, eta: 5:52:25, time: 1.565, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0680, decode.acc_seg: 81.8512, aux_0.loss_ce: 0.0312, aux_0.acc_seg: 81.6657, aux_1.loss_ce: 0.0357, aux_1.acc_seg: 81.2305, loss: 0.1349
2021-12-08 12:44:31,314 - mmseg - INFO - Iter [70050/80000]	lr: 3.915e-03, eta: 5:50:42, time: 2.563, data_time: 0.985, memory: 17331, decode.loss_ce: 0.0661, decode.acc_seg: 81.7893, aux_0.loss_ce: 0.0306, aux_0.acc_seg: 81.5912, aux_1.loss_ce: 0.0348, aux_1.acc_seg: 81.1658, loss: 0.1315
2021-12-08 12:45:49,280 - mmseg - INFO - Iter [70100/80000]	lr: 3.898e-03, eta: 5:48:52, time: 1.559, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0672, decode.acc_seg: 82.2648, aux_0.loss_ce: 0.0312, aux_0.acc_seg: 82.0592, aux_1.loss_ce: 0.0353, aux_1.acc_seg: 81.6518, loss: 0.1338
2021-12-08 12:47:56,143 - mmseg - INFO - Iter [70150/80000]	lr: 3.881e-03, eta: 5:47:10, time: 2.537, data_time: 0.940, memory: 17331, decode.loss_ce: 0.0649, decode.acc_seg: 81.6058, aux_0.loss_ce: 0.0300, aux_0.acc_seg: 81.4106, aux_1.loss_ce: 0.0344, aux_1.acc_seg: 80.9865, loss: 0.1293
2021-12-08 12:49:14,235 - mmseg - INFO - Iter [70200/80000]	lr: 3.863e-03, eta: 5:45:20, time: 1.562, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0666, decode.acc_seg: 81.9302, aux_0.loss_ce: 0.0305, aux_0.acc_seg: 81.7398, aux_1.loss_ce: 0.0350, aux_1.acc_seg: 81.3084, loss: 0.1321
2021-12-08 12:51:22,417 - mmseg - INFO - Iter [70250/80000]	lr: 3.846e-03, eta: 5:43:37, time: 2.564, data_time: 0.994, memory: 17331, decode.loss_ce: 0.0669, decode.acc_seg: 82.6426, aux_0.loss_ce: 0.0307, aux_0.acc_seg: 82.4537, aux_1.loss_ce: 0.0352, aux_1.acc_seg: 82.0326, loss: 0.1328
2021-12-08 12:52:40,542 - mmseg - INFO - Iter [70300/80000]	lr: 3.829e-03, eta: 5:41:48, time: 1.562, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0656, decode.acc_seg: 82.0193, aux_0.loss_ce: 0.0303, aux_0.acc_seg: 81.8259, aux_1.loss_ce: 0.0347, aux_1.acc_seg: 81.3900, loss: 0.1307
2021-12-08 12:54:48,622 - mmseg - INFO - Iter [70350/80000]	lr: 3.811e-03, eta: 5:40:05, time: 2.562, data_time: 0.929, memory: 17331, decode.loss_ce: 0.0654, decode.acc_seg: 82.2150, aux_0.loss_ce: 0.0303, aux_0.acc_seg: 82.0191, aux_1.loss_ce: 0.0348, aux_1.acc_seg: 81.5828, loss: 0.1304
2021-12-08 12:56:06,028 - mmseg - INFO - Iter [70400/80000]	lr: 3.794e-03, eta: 5:38:16, time: 1.548, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0658, decode.acc_seg: 82.1438, aux_0.loss_ce: 0.0304, aux_0.acc_seg: 81.9509, aux_1.loss_ce: 0.0346, aux_1.acc_seg: 81.5291, loss: 0.1308
2021-12-08 12:58:14,794 - mmseg - INFO - Iter [70450/80000]	lr: 3.777e-03, eta: 5:36:33, time: 2.575, data_time: 1.018, memory: 17331, decode.loss_ce: 0.0652, decode.acc_seg: 82.4253, aux_0.loss_ce: 0.0300, aux_0.acc_seg: 82.2431, aux_1.loss_ce: 0.0343, aux_1.acc_seg: 81.8239, loss: 0.1296
2021-12-08 13:00:23,310 - mmseg - INFO - Iter [70500/80000]	lr: 3.759e-03, eta: 5:34:50, time: 2.570, data_time: 1.013, memory: 17331, decode.loss_ce: 0.0660, decode.acc_seg: 81.9862, aux_0.loss_ce: 0.0306, aux_0.acc_seg: 81.7916, aux_1.loss_ce: 0.0348, aux_1.acc_seg: 81.3708, loss: 0.1314
2021-12-08 13:01:41,072 - mmseg - INFO - Iter [70550/80000]	lr: 3.742e-03, eta: 5:33:01, time: 1.555, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0647, decode.acc_seg: 81.9277, aux_0.loss_ce: 0.0299, aux_0.acc_seg: 81.7337, aux_1.loss_ce: 0.0342, aux_1.acc_seg: 81.3054, loss: 0.1289
2021-12-08 13:03:48,760 - mmseg - INFO - Iter [70600/80000]	lr: 3.725e-03, eta: 5:31:18, time: 2.554, data_time: 0.989, memory: 17331, decode.loss_ce: 0.0654, decode.acc_seg: 82.0706, aux_0.loss_ce: 0.0303, aux_0.acc_seg: 81.8787, aux_1.loss_ce: 0.0346, aux_1.acc_seg: 81.4532, loss: 0.1302
2021-12-08 13:05:06,699 - mmseg - INFO - Iter [70650/80000]	lr: 3.707e-03, eta: 5:29:29, time: 1.559, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0675, decode.acc_seg: 82.1385, aux_0.loss_ce: 0.0312, aux_0.acc_seg: 81.9485, aux_1.loss_ce: 0.0354, aux_1.acc_seg: 81.5199, loss: 0.1341
2021-12-08 13:07:14,987 - mmseg - INFO - Iter [70700/80000]	lr: 3.690e-03, eta: 5:27:46, time: 2.566, data_time: 0.951, memory: 17331, decode.loss_ce: 0.0640, decode.acc_seg: 81.8578, aux_0.loss_ce: 0.0295, aux_0.acc_seg: 81.6769, aux_1.loss_ce: 0.0339, aux_1.acc_seg: 81.2380, loss: 0.1274
2021-12-08 13:08:32,845 - mmseg - INFO - Iter [70750/80000]	lr: 3.673e-03, eta: 5:25:57, time: 1.557, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0654, decode.acc_seg: 81.8238, aux_0.loss_ce: 0.0302, aux_0.acc_seg: 81.6301, aux_1.loss_ce: 0.0347, aux_1.acc_seg: 81.1954, loss: 0.1304
2021-12-08 13:10:40,951 - mmseg - INFO - Iter [70800/80000]	lr: 3.655e-03, eta: 5:24:14, time: 2.562, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0639, decode.acc_seg: 82.0376, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 81.8573, aux_1.loss_ce: 0.0336, aux_1.acc_seg: 81.4486, loss: 0.1269
2021-12-08 13:11:58,837 - mmseg - INFO - Iter [70850/80000]	lr: 3.638e-03, eta: 5:22:24, time: 1.558, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0650, decode.acc_seg: 82.1449, aux_0.loss_ce: 0.0301, aux_0.acc_seg: 81.9500, aux_1.loss_ce: 0.0343, aux_1.acc_seg: 81.5282, loss: 0.1295
2021-12-08 13:14:06,093 - mmseg - INFO - Iter [70900/80000]	lr: 3.620e-03, eta: 5:20:41, time: 2.545, data_time: 0.999, memory: 17331, decode.loss_ce: 0.0657, decode.acc_seg: 81.9719, aux_0.loss_ce: 0.0305, aux_0.acc_seg: 81.7759, aux_1.loss_ce: 0.0347, aux_1.acc_seg: 81.3485, loss: 0.1309
2021-12-08 13:15:24,375 - mmseg - INFO - Iter [70950/80000]	lr: 3.603e-03, eta: 5:18:52, time: 1.566, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0655, decode.acc_seg: 82.1703, aux_0.loss_ce: 0.0302, aux_0.acc_seg: 81.9759, aux_1.loss_ce: 0.0347, aux_1.acc_seg: 81.5450, loss: 0.1305
2021-12-08 13:17:32,858 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 13:17:32,859 - mmseg - INFO - Iter [71000/80000]	lr: 3.586e-03, eta: 5:17:09, time: 2.570, data_time: 1.030, memory: 17331, decode.loss_ce: 0.0635, decode.acc_seg: 82.1270, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 81.9407, aux_1.loss_ce: 0.0339, aux_1.acc_seg: 81.5041, loss: 0.1268
2021-12-08 13:18:49,857 - mmseg - INFO - Iter [71050/80000]	lr: 3.568e-03, eta: 5:15:20, time: 1.540, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0630, decode.acc_seg: 81.8847, aux_0.loss_ce: 0.0292, aux_0.acc_seg: 81.6910, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.2533, loss: 0.1257
2021-12-08 13:20:58,276 - mmseg - INFO - Iter [71100/80000]	lr: 3.551e-03, eta: 5:13:37, time: 2.568, data_time: 0.959, memory: 17331, decode.loss_ce: 0.0660, decode.acc_seg: 82.5636, aux_0.loss_ce: 0.0307, aux_0.acc_seg: 82.3656, aux_1.loss_ce: 0.0346, aux_1.acc_seg: 81.9529, loss: 0.1314
2021-12-08 13:23:05,584 - mmseg - INFO - Iter [71150/80000]	lr: 3.533e-03, eta: 5:11:54, time: 2.546, data_time: 0.964, memory: 17331, decode.loss_ce: 0.0695, decode.acc_seg: 81.7431, aux_0.loss_ce: 0.0317, aux_0.acc_seg: 81.5542, aux_1.loss_ce: 0.0360, aux_1.acc_seg: 81.1203, loss: 0.1373
2021-12-08 13:24:22,991 - mmseg - INFO - Iter [71200/80000]	lr: 3.516e-03, eta: 5:10:05, time: 1.548, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0648, decode.acc_seg: 82.3030, aux_0.loss_ce: 0.0299, aux_0.acc_seg: 82.1176, aux_1.loss_ce: 0.0343, aux_1.acc_seg: 81.6834, loss: 0.1289
2021-12-08 13:26:30,587 - mmseg - INFO - Iter [71250/80000]	lr: 3.498e-03, eta: 5:08:22, time: 2.552, data_time: 0.982, memory: 17331, decode.loss_ce: 0.0657, decode.acc_seg: 82.3138, aux_0.loss_ce: 0.0301, aux_0.acc_seg: 82.1303, aux_1.loss_ce: 0.0345, aux_1.acc_seg: 81.7021, loss: 0.1303
2021-12-08 13:27:48,448 - mmseg - INFO - Iter [71300/80000]	lr: 3.481e-03, eta: 5:06:33, time: 1.557, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0655, decode.acc_seg: 82.6800, aux_0.loss_ce: 0.0301, aux_0.acc_seg: 82.4867, aux_1.loss_ce: 0.0345, aux_1.acc_seg: 82.0549, loss: 0.1301
2021-12-08 13:29:56,754 - mmseg - INFO - Iter [71350/80000]	lr: 3.463e-03, eta: 5:04:50, time: 2.566, data_time: 0.989, memory: 17331, decode.loss_ce: 0.0658, decode.acc_seg: 82.0279, aux_0.loss_ce: 0.0302, aux_0.acc_seg: 81.8440, aux_1.loss_ce: 0.0348, aux_1.acc_seg: 81.4132, loss: 0.1308
2021-12-08 13:31:14,936 - mmseg - INFO - Iter [71400/80000]	lr: 3.446e-03, eta: 5:03:01, time: 1.564, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0657, decode.acc_seg: 81.7521, aux_0.loss_ce: 0.0303, aux_0.acc_seg: 81.5600, aux_1.loss_ce: 0.0348, aux_1.acc_seg: 81.1300, loss: 0.1308
2021-12-08 13:33:22,456 - mmseg - INFO - Iter [71450/80000]	lr: 3.428e-03, eta: 5:01:18, time: 2.550, data_time: 1.021, memory: 17331, decode.loss_ce: 0.0633, decode.acc_seg: 82.0260, aux_0.loss_ce: 0.0291, aux_0.acc_seg: 81.8505, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.4327, loss: 0.1260
2021-12-08 13:34:40,638 - mmseg - INFO - Iter [71500/80000]	lr: 3.411e-03, eta: 4:59:29, time: 1.564, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0655, decode.acc_seg: 82.4075, aux_0.loss_ce: 0.0302, aux_0.acc_seg: 82.2260, aux_1.loss_ce: 0.0347, aux_1.acc_seg: 81.7974, loss: 0.1305
2021-12-08 13:36:49,074 - mmseg - INFO - Iter [71550/80000]	lr: 3.393e-03, eta: 4:57:46, time: 2.569, data_time: 1.029, memory: 17331, decode.loss_ce: 0.0635, decode.acc_seg: 82.0109, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 81.8191, aux_1.loss_ce: 0.0338, aux_1.acc_seg: 81.3904, loss: 0.1266
2021-12-08 13:38:07,080 - mmseg - INFO - Iter [71600/80000]	lr: 3.376e-03, eta: 4:55:57, time: 1.560, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0635, decode.acc_seg: 81.8921, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 81.7048, aux_1.loss_ce: 0.0337, aux_1.acc_seg: 81.2784, loss: 0.1265
2021-12-08 13:40:14,845 - mmseg - INFO - Iter [71650/80000]	lr: 3.358e-03, eta: 4:54:14, time: 2.555, data_time: 0.957, memory: 17331, decode.loss_ce: 0.0651, decode.acc_seg: 82.4971, aux_0.loss_ce: 0.0301, aux_0.acc_seg: 82.3047, aux_1.loss_ce: 0.0341, aux_1.acc_seg: 81.8984, loss: 0.1293
2021-12-08 13:41:32,388 - mmseg - INFO - Iter [71700/80000]	lr: 3.341e-03, eta: 4:52:25, time: 1.551, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0632, decode.acc_seg: 81.8866, aux_0.loss_ce: 0.0293, aux_0.acc_seg: 81.6909, aux_1.loss_ce: 0.0336, aux_1.acc_seg: 81.2796, loss: 0.1260
2021-12-08 13:43:40,436 - mmseg - INFO - Iter [71750/80000]	lr: 3.323e-03, eta: 4:50:42, time: 2.561, data_time: 0.940, memory: 17331, decode.loss_ce: 0.0643, decode.acc_seg: 81.8922, aux_0.loss_ce: 0.0298, aux_0.acc_seg: 81.7024, aux_1.loss_ce: 0.0341, aux_1.acc_seg: 81.2600, loss: 0.1281
2021-12-08 13:45:48,831 - mmseg - INFO - Iter [71800/80000]	lr: 3.306e-03, eta: 4:48:58, time: 2.568, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0647, decode.acc_seg: 82.0779, aux_0.loss_ce: 0.0298, aux_0.acc_seg: 81.8915, aux_1.loss_ce: 0.0342, aux_1.acc_seg: 81.4718, loss: 0.1288
2021-12-08 13:47:06,460 - mmseg - INFO - Iter [71850/80000]	lr: 3.288e-03, eta: 4:47:09, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0619, decode.acc_seg: 81.9058, aux_0.loss_ce: 0.0286, aux_0.acc_seg: 81.7170, aux_1.loss_ce: 0.0329, aux_1.acc_seg: 81.2946, loss: 0.1234
2021-12-08 13:49:15,397 - mmseg - INFO - Iter [71900/80000]	lr: 3.270e-03, eta: 4:45:26, time: 2.579, data_time: 0.939, memory: 17331, decode.loss_ce: 0.0639, decode.acc_seg: 82.2575, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 82.0686, aux_1.loss_ce: 0.0337, aux_1.acc_seg: 81.6467, loss: 0.1271
2021-12-08 13:50:33,632 - mmseg - INFO - Iter [71950/80000]	lr: 3.253e-03, eta: 4:43:38, time: 1.565, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0636, decode.acc_seg: 81.7485, aux_0.loss_ce: 0.0293, aux_0.acc_seg: 81.5595, aux_1.loss_ce: 0.0339, aux_1.acc_seg: 81.1229, loss: 0.1268
2021-12-08 13:52:41,595 - mmseg - INFO - Saving checkpoint at 72000 iterations
2021-12-08 13:52:42,158 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 13:52:42,158 - mmseg - INFO - Iter [72000/80000]	lr: 3.235e-03, eta: 4:41:54, time: 2.571, data_time: 1.000, memory: 17331, decode.loss_ce: 0.0629, decode.acc_seg: 82.2286, aux_0.loss_ce: 0.0290, aux_0.acc_seg: 82.0414, aux_1.loss_ce: 0.0331, aux_1.acc_seg: 81.6263, loss: 0.1249
2021-12-08 13:54:48,572 - mmseg - INFO - per class results:
2021-12-08 13:54:48,574 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 98.13 | 98.88 |
|    sidewalk   | 84.74 | 92.85 |
|    building   | 91.94 | 96.49 |
|      wall     | 43.14 | 47.81 |
|     fence     | 58.68 | 65.41 |
|      pole     |  65.5 | 77.72 |
| traffic light | 71.72 | 85.91 |
|  traffic sign | 79.12 | 87.61 |
|   vegetation  | 92.33 | 96.68 |
|    terrain    | 61.55 | 70.02 |
|      sky      | 94.77 | 97.39 |
|     person    | 81.57 | 92.44 |
|     rider     | 62.95 | 78.97 |
|      car      | 94.91 | 98.06 |
|     truck     | 79.92 |  83.6 |
|      bus      | 87.46 |  91.8 |
|     train     | 78.78 | 85.82 |
|   motorcycle  | 63.16 | 72.71 |
|    bicycle    | 76.84 | 87.66 |
+---------------+-------+-------+
2021-12-08 13:54:48,574 - mmseg - INFO - Summary:
2021-12-08 13:54:48,574 - mmseg - INFO - 
+-------+-------+-------+
|  aAcc |  mIoU |  mAcc |
+-------+-------+-------+
| 95.93 | 77.22 | 84.62 |
+-------+-------+-------+
2021-12-08 13:54:48,577 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 13:54:48,578 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9593, mIoU: 0.7722, mAcc: 0.8462, IoU.road: 0.9813, IoU.sidewalk: 0.8474, IoU.building: 0.9194, IoU.wall: 0.4314, IoU.fence: 0.5868, IoU.pole: 0.6550, IoU.traffic light: 0.7172, IoU.traffic sign: 0.7912, IoU.vegetation: 0.9233, IoU.terrain: 0.6155, IoU.sky: 0.9477, IoU.person: 0.8157, IoU.rider: 0.6295, IoU.car: 0.9491, IoU.truck: 0.7992, IoU.bus: 0.8746, IoU.train: 0.7878, IoU.motorcycle: 0.6316, IoU.bicycle: 0.7684, Acc.road: 0.9888, Acc.sidewalk: 0.9285, Acc.building: 0.9649, Acc.wall: 0.4781, Acc.fence: 0.6541, Acc.pole: 0.7772, Acc.traffic light: 0.8591, Acc.traffic sign: 0.8761, Acc.vegetation: 0.9668, Acc.terrain: 0.7002, Acc.sky: 0.9739, Acc.person: 0.9244, Acc.rider: 0.7897, Acc.car: 0.9806, Acc.truck: 0.8360, Acc.bus: 0.9180, Acc.train: 0.8582, Acc.motorcycle: 0.7271, Acc.bicycle: 0.8766
2021-12-08 13:56:06,497 - mmseg - INFO - Iter [72050/80000]	lr: 3.217e-03, eta: 4:40:20, time: 4.087, data_time: 2.576, memory: 17331, decode.loss_ce: 0.0636, decode.acc_seg: 81.6544, aux_0.loss_ce: 0.0293, aux_0.acc_seg: 81.4638, aux_1.loss_ce: 0.0339, aux_1.acc_seg: 81.0259, loss: 0.1268
2021-12-08 13:58:14,545 - mmseg - INFO - Iter [72100/80000]	lr: 3.200e-03, eta: 4:38:36, time: 2.561, data_time: 0.997, memory: 17331, decode.loss_ce: 0.0633, decode.acc_seg: 82.1069, aux_0.loss_ce: 0.0292, aux_0.acc_seg: 81.9183, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.5078, loss: 0.1260
2021-12-08 13:59:32,591 - mmseg - INFO - Iter [72150/80000]	lr: 3.182e-03, eta: 4:36:47, time: 1.561, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0632, decode.acc_seg: 82.1434, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 81.9510, aux_1.loss_ce: 0.0337, aux_1.acc_seg: 81.5224, loss: 0.1263
2021-12-08 14:01:39,889 - mmseg - INFO - Iter [72200/80000]	lr: 3.164e-03, eta: 4:35:04, time: 2.546, data_time: 0.955, memory: 17331, decode.loss_ce: 0.0650, decode.acc_seg: 81.7694, aux_0.loss_ce: 0.0300, aux_0.acc_seg: 81.5752, aux_1.loss_ce: 0.0343, aux_1.acc_seg: 81.1475, loss: 0.1294
2021-12-08 14:02:57,491 - mmseg - INFO - Iter [72250/80000]	lr: 3.147e-03, eta: 4:33:15, time: 1.552, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0682, decode.acc_seg: 81.7764, aux_0.loss_ce: 0.0312, aux_0.acc_seg: 81.5921, aux_1.loss_ce: 0.0357, aux_1.acc_seg: 81.1622, loss: 0.1352
2021-12-08 14:05:06,225 - mmseg - INFO - Iter [72300/80000]	lr: 3.129e-03, eta: 4:31:32, time: 2.575, data_time: 0.969, memory: 17331, decode.loss_ce: 0.0668, decode.acc_seg: 82.0321, aux_0.loss_ce: 0.0307, aux_0.acc_seg: 81.8479, aux_1.loss_ce: 0.0349, aux_1.acc_seg: 81.4239, loss: 0.1324
2021-12-08 14:06:23,497 - mmseg - INFO - Iter [72350/80000]	lr: 3.111e-03, eta: 4:29:43, time: 1.545, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0637, decode.acc_seg: 81.8170, aux_0.loss_ce: 0.0296, aux_0.acc_seg: 81.6153, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.2023, loss: 0.1268
2021-12-08 14:08:30,806 - mmseg - INFO - Iter [72400/80000]	lr: 3.094e-03, eta: 4:27:59, time: 2.546, data_time: 0.995, memory: 17331, decode.loss_ce: 0.0639, decode.acc_seg: 82.3802, aux_0.loss_ce: 0.0298, aux_0.acc_seg: 82.1807, aux_1.loss_ce: 0.0338, aux_1.acc_seg: 81.7737, loss: 0.1274
2021-12-08 14:10:38,420 - mmseg - INFO - Iter [72450/80000]	lr: 3.076e-03, eta: 4:26:16, time: 2.552, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0646, decode.acc_seg: 81.8586, aux_0.loss_ce: 0.0298, aux_0.acc_seg: 81.6743, aux_1.loss_ce: 0.0343, aux_1.acc_seg: 81.2393, loss: 0.1287
2021-12-08 14:11:55,736 - mmseg - INFO - Iter [72500/80000]	lr: 3.058e-03, eta: 4:24:27, time: 1.546, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0632, decode.acc_seg: 81.9235, aux_0.loss_ce: 0.0290, aux_0.acc_seg: 81.7391, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.3135, loss: 0.1258
2021-12-08 14:14:02,982 - mmseg - INFO - Iter [72550/80000]	lr: 3.040e-03, eta: 4:22:44, time: 2.545, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0666, decode.acc_seg: 82.6304, aux_0.loss_ce: 0.0307, aux_0.acc_seg: 82.4417, aux_1.loss_ce: 0.0351, aux_1.acc_seg: 82.0180, loss: 0.1323
2021-12-08 14:15:20,782 - mmseg - INFO - Iter [72600/80000]	lr: 3.023e-03, eta: 4:20:55, time: 1.556, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0633, decode.acc_seg: 82.0776, aux_0.loss_ce: 0.0295, aux_0.acc_seg: 81.8812, aux_1.loss_ce: 0.0337, aux_1.acc_seg: 81.4534, loss: 0.1265
2021-12-08 14:17:29,136 - mmseg - INFO - Iter [72650/80000]	lr: 3.005e-03, eta: 4:19:11, time: 2.567, data_time: 1.055, memory: 17331, decode.loss_ce: 0.0651, decode.acc_seg: 82.2677, aux_0.loss_ce: 0.0301, aux_0.acc_seg: 82.0766, aux_1.loss_ce: 0.0343, aux_1.acc_seg: 81.6619, loss: 0.1295
2021-12-08 14:18:46,725 - mmseg - INFO - Iter [72700/80000]	lr: 2.987e-03, eta: 4:17:23, time: 1.552, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0642, decode.acc_seg: 81.9626, aux_0.loss_ce: 0.0296, aux_0.acc_seg: 81.7803, aux_1.loss_ce: 0.0341, aux_1.acc_seg: 81.3378, loss: 0.1279
2021-12-08 14:20:55,025 - mmseg - INFO - Iter [72750/80000]	lr: 2.969e-03, eta: 4:15:39, time: 2.566, data_time: 0.950, memory: 17331, decode.loss_ce: 0.0626, decode.acc_seg: 82.4765, aux_0.loss_ce: 0.0290, aux_0.acc_seg: 82.2898, aux_1.loss_ce: 0.0332, aux_1.acc_seg: 81.8677, loss: 0.1249
2021-12-08 14:22:12,902 - mmseg - INFO - Iter [72800/80000]	lr: 2.951e-03, eta: 4:13:51, time: 1.558, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0635, decode.acc_seg: 82.3870, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 82.1944, aux_1.loss_ce: 0.0339, aux_1.acc_seg: 81.7586, loss: 0.1269
2021-12-08 14:24:20,138 - mmseg - INFO - Iter [72850/80000]	lr: 2.934e-03, eta: 4:12:07, time: 2.545, data_time: 0.967, memory: 17331, decode.loss_ce: 0.0631, decode.acc_seg: 82.3504, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 82.1623, aux_1.loss_ce: 0.0337, aux_1.acc_seg: 81.7414, loss: 0.1262
2021-12-08 14:25:37,889 - mmseg - INFO - Iter [72900/80000]	lr: 2.916e-03, eta: 4:10:19, time: 1.555, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0635, decode.acc_seg: 82.1486, aux_0.loss_ce: 0.0293, aux_0.acc_seg: 81.9574, aux_1.loss_ce: 0.0338, aux_1.acc_seg: 81.5209, loss: 0.1266
2021-12-08 14:27:45,270 - mmseg - INFO - Iter [72950/80000]	lr: 2.898e-03, eta: 4:08:35, time: 2.548, data_time: 1.008, memory: 17331, decode.loss_ce: 0.0630, decode.acc_seg: 82.4629, aux_0.loss_ce: 0.0292, aux_0.acc_seg: 82.2744, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.8523, loss: 0.1256
2021-12-08 14:29:02,559 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 14:29:02,559 - mmseg - INFO - Iter [73000/80000]	lr: 2.880e-03, eta: 4:06:46, time: 1.546, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0624, decode.acc_seg: 81.9615, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 81.7824, aux_1.loss_ce: 0.0331, aux_1.acc_seg: 81.3594, loss: 0.1241
2021-12-08 14:31:10,518 - mmseg - INFO - Iter [73050/80000]	lr: 2.862e-03, eta: 4:05:03, time: 2.559, data_time: 0.953, memory: 17331, decode.loss_ce: 0.0626, decode.acc_seg: 82.8250, aux_0.loss_ce: 0.0291, aux_0.acc_seg: 82.6291, aux_1.loss_ce: 0.0333, aux_1.acc_seg: 82.2041, loss: 0.1250
2021-12-08 14:33:18,208 - mmseg - INFO - Iter [73100/80000]	lr: 2.844e-03, eta: 4:03:19, time: 2.554, data_time: 0.978, memory: 17331, decode.loss_ce: 0.0623, decode.acc_seg: 81.5783, aux_0.loss_ce: 0.0288, aux_0.acc_seg: 81.3883, aux_1.loss_ce: 0.0330, aux_1.acc_seg: 80.9680, loss: 0.1241
2021-12-08 14:34:36,554 - mmseg - INFO - Iter [73150/80000]	lr: 2.826e-03, eta: 4:01:31, time: 1.567, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0645, decode.acc_seg: 82.2646, aux_0.loss_ce: 0.0298, aux_0.acc_seg: 82.0723, aux_1.loss_ce: 0.0342, aux_1.acc_seg: 81.6625, loss: 0.1285
2021-12-08 14:36:43,934 - mmseg - INFO - Iter [73200/80000]	lr: 2.809e-03, eta: 3:59:47, time: 2.548, data_time: 0.995, memory: 17331, decode.loss_ce: 0.0660, decode.acc_seg: 82.9140, aux_0.loss_ce: 0.0308, aux_0.acc_seg: 82.7155, aux_1.loss_ce: 0.0350, aux_1.acc_seg: 82.2862, loss: 0.1318
2021-12-08 14:38:01,640 - mmseg - INFO - Iter [73250/80000]	lr: 2.791e-03, eta: 3:57:59, time: 1.554, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0632, decode.acc_seg: 82.0696, aux_0.loss_ce: 0.0293, aux_0.acc_seg: 81.8832, aux_1.loss_ce: 0.0336, aux_1.acc_seg: 81.4547, loss: 0.1262
2021-12-08 14:40:09,634 - mmseg - INFO - Iter [73300/80000]	lr: 2.773e-03, eta: 3:56:15, time: 2.560, data_time: 1.004, memory: 17331, decode.loss_ce: 0.0621, decode.acc_seg: 82.1252, aux_0.loss_ce: 0.0289, aux_0.acc_seg: 81.9256, aux_1.loss_ce: 0.0334, aux_1.acc_seg: 81.4791, loss: 0.1244
2021-12-08 14:41:27,825 - mmseg - INFO - Iter [73350/80000]	lr: 2.755e-03, eta: 3:54:26, time: 1.564, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0633, decode.acc_seg: 81.8189, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 81.6194, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.2131, loss: 0.1263
2021-12-08 14:43:34,756 - mmseg - INFO - Iter [73400/80000]	lr: 2.737e-03, eta: 3:52:43, time: 2.539, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0624, decode.acc_seg: 82.2526, aux_0.loss_ce: 0.0290, aux_0.acc_seg: 82.0650, aux_1.loss_ce: 0.0331, aux_1.acc_seg: 81.6409, loss: 0.1245
2021-12-08 14:44:52,736 - mmseg - INFO - Iter [73450/80000]	lr: 2.719e-03, eta: 3:50:54, time: 1.560, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0635, decode.acc_seg: 81.9587, aux_0.loss_ce: 0.0295, aux_0.acc_seg: 81.7612, aux_1.loss_ce: 0.0339, aux_1.acc_seg: 81.3325, loss: 0.1268
2021-12-08 14:46:59,709 - mmseg - INFO - Iter [73500/80000]	lr: 2.701e-03, eta: 3:49:10, time: 2.539, data_time: 0.981, memory: 17331, decode.loss_ce: 0.0624, decode.acc_seg: 82.2144, aux_0.loss_ce: 0.0288, aux_0.acc_seg: 82.0337, aux_1.loss_ce: 0.0332, aux_1.acc_seg: 81.6070, loss: 0.1245
2021-12-08 14:48:17,419 - mmseg - INFO - Iter [73550/80000]	lr: 2.683e-03, eta: 3:47:22, time: 1.554, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0619, decode.acc_seg: 81.6533, aux_0.loss_ce: 0.0288, aux_0.acc_seg: 81.4638, aux_1.loss_ce: 0.0329, aux_1.acc_seg: 81.0498, loss: 0.1237
2021-12-08 14:50:24,619 - mmseg - INFO - Iter [73600/80000]	lr: 2.665e-03, eta: 3:45:38, time: 2.544, data_time: 0.967, memory: 17331, decode.loss_ce: 0.0621, decode.acc_seg: 82.8084, aux_0.loss_ce: 0.0288, aux_0.acc_seg: 82.6191, aux_1.loss_ce: 0.0331, aux_1.acc_seg: 82.1937, loss: 0.1241
2021-12-08 14:51:41,642 - mmseg - INFO - Iter [73650/80000]	lr: 2.647e-03, eta: 3:43:50, time: 1.540, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0619, decode.acc_seg: 82.2229, aux_0.loss_ce: 0.0286, aux_0.acc_seg: 82.0382, aux_1.loss_ce: 0.0328, aux_1.acc_seg: 81.6251, loss: 0.1234
2021-12-08 14:53:49,871 - mmseg - INFO - Iter [73700/80000]	lr: 2.629e-03, eta: 3:42:06, time: 2.565, data_time: 0.951, memory: 17331, decode.loss_ce: 0.0610, decode.acc_seg: 82.5234, aux_0.loss_ce: 0.0282, aux_0.acc_seg: 82.3416, aux_1.loss_ce: 0.0326, aux_1.acc_seg: 81.9151, loss: 0.1218
2021-12-08 14:55:56,244 - mmseg - INFO - Iter [73750/80000]	lr: 2.611e-03, eta: 3:40:22, time: 2.527, data_time: 0.930, memory: 17331, decode.loss_ce: 0.0629, decode.acc_seg: 81.8106, aux_0.loss_ce: 0.0291, aux_0.acc_seg: 81.6205, aux_1.loss_ce: 0.0334, aux_1.acc_seg: 81.1901, loss: 0.1254
2021-12-08 14:57:14,529 - mmseg - INFO - Iter [73800/80000]	lr: 2.592e-03, eta: 3:38:34, time: 1.566, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0625, decode.acc_seg: 82.5500, aux_0.loss_ce: 0.0290, aux_0.acc_seg: 82.3575, aux_1.loss_ce: 0.0334, aux_1.acc_seg: 81.9325, loss: 0.1249
2021-12-08 14:59:22,659 - mmseg - INFO - Iter [73850/80000]	lr: 2.574e-03, eta: 3:36:50, time: 2.563, data_time: 0.965, memory: 17331, decode.loss_ce: 0.0634, decode.acc_seg: 82.2656, aux_0.loss_ce: 0.0294, aux_0.acc_seg: 82.0692, aux_1.loss_ce: 0.0336, aux_1.acc_seg: 81.6508, loss: 0.1264
2021-12-08 15:00:40,423 - mmseg - INFO - Iter [73900/80000]	lr: 2.556e-03, eta: 3:35:02, time: 1.555, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0611, decode.acc_seg: 81.8470, aux_0.loss_ce: 0.0283, aux_0.acc_seg: 81.6600, aux_1.loss_ce: 0.0326, aux_1.acc_seg: 81.2296, loss: 0.1220
2021-12-08 15:02:47,913 - mmseg - INFO - Iter [73950/80000]	lr: 2.538e-03, eta: 3:33:18, time: 2.550, data_time: 0.994, memory: 17331, decode.loss_ce: 0.0630, decode.acc_seg: 82.5700, aux_0.loss_ce: 0.0293, aux_0.acc_seg: 82.3723, aux_1.loss_ce: 0.0335, aux_1.acc_seg: 81.9572, loss: 0.1258
2021-12-08 15:04:05,152 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 15:04:05,153 - mmseg - INFO - Iter [74000/80000]	lr: 2.520e-03, eta: 3:31:30, time: 1.545, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0616, decode.acc_seg: 82.3684, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 82.1810, aux_1.loss_ce: 0.0329, aux_1.acc_seg: 81.7575, loss: 0.1232
2021-12-08 15:06:12,047 - mmseg - INFO - Iter [74050/80000]	lr: 2.502e-03, eta: 3:29:46, time: 2.538, data_time: 0.973, memory: 17331, decode.loss_ce: 0.0614, decode.acc_seg: 82.5286, aux_0.loss_ce: 0.0285, aux_0.acc_seg: 82.3366, aux_1.loss_ce: 0.0327, aux_1.acc_seg: 81.9183, loss: 0.1226
2021-12-08 15:07:30,412 - mmseg - INFO - Iter [74100/80000]	lr: 2.484e-03, eta: 3:27:58, time: 1.567, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0619, decode.acc_seg: 82.4605, aux_0.loss_ce: 0.0288, aux_0.acc_seg: 82.2712, aux_1.loss_ce: 0.0329, aux_1.acc_seg: 81.8439, loss: 0.1236
2021-12-08 15:09:37,914 - mmseg - INFO - Iter [74150/80000]	lr: 2.466e-03, eta: 3:26:14, time: 2.550, data_time: 0.967, memory: 17331, decode.loss_ce: 0.0626, decode.acc_seg: 81.8929, aux_0.loss_ce: 0.0289, aux_0.acc_seg: 81.7045, aux_1.loss_ce: 0.0331, aux_1.acc_seg: 81.2845, loss: 0.1247
2021-12-08 15:10:55,984 - mmseg - INFO - Iter [74200/80000]	lr: 2.447e-03, eta: 3:24:26, time: 1.561, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0624, decode.acc_seg: 82.2262, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 82.0484, aux_1.loss_ce: 0.0330, aux_1.acc_seg: 81.6209, loss: 0.1242
2021-12-08 15:13:03,165 - mmseg - INFO - Iter [74250/80000]	lr: 2.429e-03, eta: 3:22:42, time: 2.544, data_time: 0.947, memory: 17331, decode.loss_ce: 0.0646, decode.acc_seg: 82.4985, aux_0.loss_ce: 0.0299, aux_0.acc_seg: 82.3084, aux_1.loss_ce: 0.0341, aux_1.acc_seg: 81.8870, loss: 0.1287
2021-12-08 15:14:20,664 - mmseg - INFO - Iter [74300/80000]	lr: 2.411e-03, eta: 3:20:54, time: 1.550, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0631, decode.acc_seg: 81.9600, aux_0.loss_ce: 0.0291, aux_0.acc_seg: 81.7735, aux_1.loss_ce: 0.0336, aux_1.acc_seg: 81.3280, loss: 0.1258
2021-12-08 15:16:28,735 - mmseg - INFO - Iter [74350/80000]	lr: 2.393e-03, eta: 3:19:10, time: 2.561, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0610, decode.acc_seg: 82.3302, aux_0.loss_ce: 0.0283, aux_0.acc_seg: 82.1453, aux_1.loss_ce: 0.0326, aux_1.acc_seg: 81.7303, loss: 0.1218
2021-12-08 15:17:46,179 - mmseg - INFO - Iter [74400/80000]	lr: 2.374e-03, eta: 3:17:22, time: 1.549, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0612, decode.acc_seg: 82.4815, aux_0.loss_ce: 0.0283, aux_0.acc_seg: 82.3018, aux_1.loss_ce: 0.0327, aux_1.acc_seg: 81.8718, loss: 0.1222
2021-12-08 15:19:55,038 - mmseg - INFO - Iter [74450/80000]	lr: 2.356e-03, eta: 3:15:38, time: 2.577, data_time: 0.957, memory: 17331, decode.loss_ce: 0.0606, decode.acc_seg: 82.5433, aux_0.loss_ce: 0.0283, aux_0.acc_seg: 82.3594, aux_1.loss_ce: 0.0325, aux_1.acc_seg: 81.9352, loss: 0.1214
2021-12-08 15:22:03,624 - mmseg - INFO - Iter [74500/80000]	lr: 2.338e-03, eta: 3:13:54, time: 2.572, data_time: 0.949, memory: 17331, decode.loss_ce: 0.0618, decode.acc_seg: 82.3195, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 82.1324, aux_1.loss_ce: 0.0329, aux_1.acc_seg: 81.7094, loss: 0.1233
2021-12-08 15:23:21,916 - mmseg - INFO - Iter [74550/80000]	lr: 2.319e-03, eta: 3:12:06, time: 1.566, data_time: 0.049, memory: 17331, decode.loss_ce: 0.0622, decode.acc_seg: 82.3864, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 82.2041, aux_1.loss_ce: 0.0333, aux_1.acc_seg: 81.7739, loss: 0.1243
2021-12-08 15:25:30,451 - mmseg - INFO - Iter [74600/80000]	lr: 2.301e-03, eta: 3:10:22, time: 2.571, data_time: 0.929, memory: 17331, decode.loss_ce: 0.0614, decode.acc_seg: 82.3730, aux_0.loss_ce: 0.0283, aux_0.acc_seg: 82.1955, aux_1.loss_ce: 0.0326, aux_1.acc_seg: 81.7653, loss: 0.1223
2021-12-08 15:26:48,253 - mmseg - INFO - Iter [74650/80000]	lr: 2.283e-03, eta: 3:08:34, time: 1.556, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0619, decode.acc_seg: 81.6824, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 81.4889, aux_1.loss_ce: 0.0331, aux_1.acc_seg: 81.0594, loss: 0.1237
2021-12-08 15:28:56,130 - mmseg - INFO - Iter [74700/80000]	lr: 2.264e-03, eta: 3:06:50, time: 2.558, data_time: 1.008, memory: 17331, decode.loss_ce: 0.0593, decode.acc_seg: 82.3153, aux_0.loss_ce: 0.0274, aux_0.acc_seg: 82.1339, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.7034, loss: 0.1188
2021-12-08 15:30:13,778 - mmseg - INFO - Iter [74750/80000]	lr: 2.246e-03, eta: 3:05:03, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0616, decode.acc_seg: 81.7738, aux_0.loss_ce: 0.0284, aux_0.acc_seg: 81.5905, aux_1.loss_ce: 0.0328, aux_1.acc_seg: 81.1641, loss: 0.1228
2021-12-08 15:32:23,013 - mmseg - INFO - Iter [74800/80000]	lr: 2.228e-03, eta: 3:03:18, time: 2.585, data_time: 0.987, memory: 17331, decode.loss_ce: 0.0618, decode.acc_seg: 82.6916, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 82.5102, aux_1.loss_ce: 0.0329, aux_1.acc_seg: 82.0849, loss: 0.1234
2021-12-08 15:33:41,262 - mmseg - INFO - Iter [74850/80000]	lr: 2.209e-03, eta: 3:01:31, time: 1.565, data_time: 0.047, memory: 17331, decode.loss_ce: 0.0612, decode.acc_seg: 82.1016, aux_0.loss_ce: 0.0285, aux_0.acc_seg: 81.9096, aux_1.loss_ce: 0.0328, aux_1.acc_seg: 81.4718, loss: 0.1225
2021-12-08 15:35:49,361 - mmseg - INFO - Iter [74900/80000]	lr: 2.191e-03, eta: 2:59:47, time: 2.562, data_time: 1.015, memory: 17331, decode.loss_ce: 0.0623, decode.acc_seg: 82.7287, aux_0.loss_ce: 0.0287, aux_0.acc_seg: 82.5451, aux_1.loss_ce: 0.0332, aux_1.acc_seg: 82.1144, loss: 0.1242
2021-12-08 15:37:07,183 - mmseg - INFO - Iter [74950/80000]	lr: 2.172e-03, eta: 2:57:59, time: 1.556, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0604, decode.acc_seg: 82.0684, aux_0.loss_ce: 0.0281, aux_0.acc_seg: 81.8717, aux_1.loss_ce: 0.0322, aux_1.acc_seg: 81.4612, loss: 0.1206
2021-12-08 15:39:15,321 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 15:39:15,322 - mmseg - INFO - Iter [75000/80000]	lr: 2.154e-03, eta: 2:56:15, time: 2.563, data_time: 0.963, memory: 17331, decode.loss_ce: 0.0625, decode.acc_seg: 82.5375, aux_0.loss_ce: 0.0288, aux_0.acc_seg: 82.3581, aux_1.loss_ce: 0.0330, aux_1.acc_seg: 81.9447, loss: 0.1242
2021-12-08 15:40:32,639 - mmseg - INFO - Iter [75050/80000]	lr: 2.135e-03, eta: 2:54:27, time: 1.546, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0611, decode.acc_seg: 81.9745, aux_0.loss_ce: 0.0283, aux_0.acc_seg: 81.7944, aux_1.loss_ce: 0.0328, aux_1.acc_seg: 81.3485, loss: 0.1222
2021-12-08 15:42:42,054 - mmseg - INFO - Iter [75100/80000]	lr: 2.117e-03, eta: 2:52:43, time: 2.588, data_time: 1.052, memory: 17331, decode.loss_ce: 0.0610, decode.acc_seg: 82.6302, aux_0.loss_ce: 0.0283, aux_0.acc_seg: 82.4404, aux_1.loss_ce: 0.0326, aux_1.acc_seg: 82.0115, loss: 0.1218
2021-12-08 15:44:49,369 - mmseg - INFO - Iter [75150/80000]	lr: 2.098e-03, eta: 2:50:58, time: 2.546, data_time: 0.940, memory: 17331, decode.loss_ce: 0.0601, decode.acc_seg: 82.1501, aux_0.loss_ce: 0.0279, aux_0.acc_seg: 81.9614, aux_1.loss_ce: 0.0323, aux_1.acc_seg: 81.5443, loss: 0.1203
2021-12-08 15:46:07,077 - mmseg - INFO - Iter [75200/80000]	lr: 2.080e-03, eta: 2:49:11, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0614, decode.acc_seg: 82.3132, aux_0.loss_ce: 0.0284, aux_0.acc_seg: 82.1321, aux_1.loss_ce: 0.0328, aux_1.acc_seg: 81.7012, loss: 0.1225
2021-12-08 15:48:15,503 - mmseg - INFO - Iter [75250/80000]	lr: 2.061e-03, eta: 2:47:27, time: 2.569, data_time: 0.927, memory: 17331, decode.loss_ce: 0.0604, decode.acc_seg: 82.2590, aux_0.loss_ce: 0.0280, aux_0.acc_seg: 82.0719, aux_1.loss_ce: 0.0326, aux_1.acc_seg: 81.6425, loss: 0.1210
2021-12-08 15:49:33,020 - mmseg - INFO - Iter [75300/80000]	lr: 2.043e-03, eta: 2:45:39, time: 1.550, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0605, decode.acc_seg: 82.2549, aux_0.loss_ce: 0.0281, aux_0.acc_seg: 82.0646, aux_1.loss_ce: 0.0325, aux_1.acc_seg: 81.6373, loss: 0.1212
2021-12-08 15:51:40,367 - mmseg - INFO - Iter [75350/80000]	lr: 2.024e-03, eta: 2:43:55, time: 2.547, data_time: 0.989, memory: 17331, decode.loss_ce: 0.0586, decode.acc_seg: 82.1385, aux_0.loss_ce: 0.0273, aux_0.acc_seg: 81.9487, aux_1.loss_ce: 0.0315, aux_1.acc_seg: 81.5327, loss: 0.1174
2021-12-08 15:52:58,000 - mmseg - INFO - Iter [75400/80000]	lr: 2.005e-03, eta: 2:42:07, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0589, decode.acc_seg: 82.4295, aux_0.loss_ce: 0.0276, aux_0.acc_seg: 82.2357, aux_1.loss_ce: 0.0315, aux_1.acc_seg: 81.8239, loss: 0.1181
2021-12-08 15:55:05,484 - mmseg - INFO - Iter [75450/80000]	lr: 1.987e-03, eta: 2:40:23, time: 2.550, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0606, decode.acc_seg: 82.0206, aux_0.loss_ce: 0.0281, aux_0.acc_seg: 81.8302, aux_1.loss_ce: 0.0325, aux_1.acc_seg: 81.3993, loss: 0.1211
2021-12-08 15:56:23,448 - mmseg - INFO - Iter [75500/80000]	lr: 1.968e-03, eta: 2:38:35, time: 1.559, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0605, decode.acc_seg: 82.3582, aux_0.loss_ce: 0.0281, aux_0.acc_seg: 82.1644, aux_1.loss_ce: 0.0323, aux_1.acc_seg: 81.7468, loss: 0.1209
2021-12-08 15:58:31,230 - mmseg - INFO - Iter [75550/80000]	lr: 1.949e-03, eta: 2:36:51, time: 2.556, data_time: 0.971, memory: 17331, decode.loss_ce: 0.0611, decode.acc_seg: 82.3316, aux_0.loss_ce: 0.0284, aux_0.acc_seg: 82.1429, aux_1.loss_ce: 0.0326, aux_1.acc_seg: 81.7197, loss: 0.1221
2021-12-08 15:59:48,685 - mmseg - INFO - Iter [75600/80000]	lr: 1.931e-03, eta: 2:35:04, time: 1.549, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0593, decode.acc_seg: 81.7627, aux_0.loss_ce: 0.0276, aux_0.acc_seg: 81.5732, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.1356, loss: 0.1189
2021-12-08 16:01:57,867 - mmseg - INFO - Iter [75650/80000]	lr: 1.912e-03, eta: 2:33:19, time: 2.584, data_time: 0.950, memory: 17331, decode.loss_ce: 0.0615, decode.acc_seg: 82.5742, aux_0.loss_ce: 0.0286, aux_0.acc_seg: 82.3820, aux_1.loss_ce: 0.0327, aux_1.acc_seg: 81.9566, loss: 0.1228
2021-12-08 16:03:15,366 - mmseg - INFO - Iter [75700/80000]	lr: 1.893e-03, eta: 2:31:32, time: 1.550, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0591, decode.acc_seg: 82.1693, aux_0.loss_ce: 0.0273, aux_0.acc_seg: 81.9919, aux_1.loss_ce: 0.0317, aux_1.acc_seg: 81.5727, loss: 0.1181
2021-12-08 16:05:23,772 - mmseg - INFO - Iter [75750/80000]	lr: 1.874e-03, eta: 2:29:47, time: 2.568, data_time: 0.928, memory: 17331, decode.loss_ce: 0.0596, decode.acc_seg: 82.2626, aux_0.loss_ce: 0.0279, aux_0.acc_seg: 82.0708, aux_1.loss_ce: 0.0321, aux_1.acc_seg: 81.6446, loss: 0.1195
2021-12-08 16:07:31,783 - mmseg - INFO - Iter [75800/80000]	lr: 1.856e-03, eta: 2:28:03, time: 2.560, data_time: 1.006, memory: 17331, decode.loss_ce: 0.0593, decode.acc_seg: 82.1540, aux_0.loss_ce: 0.0277, aux_0.acc_seg: 81.9610, aux_1.loss_ce: 0.0318, aux_1.acc_seg: 81.5431, loss: 0.1189
2021-12-08 16:08:49,529 - mmseg - INFO - Iter [75850/80000]	lr: 1.837e-03, eta: 2:26:16, time: 1.555, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0606, decode.acc_seg: 82.2943, aux_0.loss_ce: 0.0281, aux_0.acc_seg: 82.1129, aux_1.loss_ce: 0.0324, aux_1.acc_seg: 81.6818, loss: 0.1211
2021-12-08 16:10:57,693 - mmseg - INFO - Iter [75900/80000]	lr: 1.818e-03, eta: 2:24:31, time: 2.563, data_time: 1.034, memory: 17331, decode.loss_ce: 0.0602, decode.acc_seg: 82.3375, aux_0.loss_ce: 0.0281, aux_0.acc_seg: 82.1450, aux_1.loss_ce: 0.0324, aux_1.acc_seg: 81.7257, loss: 0.1207
2021-12-08 16:12:15,337 - mmseg - INFO - Iter [75950/80000]	lr: 1.799e-03, eta: 2:22:44, time: 1.553, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0608, decode.acc_seg: 82.2324, aux_0.loss_ce: 0.0282, aux_0.acc_seg: 82.0422, aux_1.loss_ce: 0.0325, aux_1.acc_seg: 81.6222, loss: 0.1215
2021-12-08 16:14:23,749 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 16:14:23,750 - mmseg - INFO - Iter [76000/80000]	lr: 1.780e-03, eta: 2:20:59, time: 2.568, data_time: 1.040, memory: 17331, decode.loss_ce: 0.0605, decode.acc_seg: 82.8600, aux_0.loss_ce: 0.0280, aux_0.acc_seg: 82.6732, aux_1.loss_ce: 0.0325, aux_1.acc_seg: 82.2380, loss: 0.1210
2021-12-08 16:15:41,290 - mmseg - INFO - Iter [76050/80000]	lr: 1.761e-03, eta: 2:19:12, time: 1.551, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0592, decode.acc_seg: 82.1347, aux_0.loss_ce: 0.0274, aux_0.acc_seg: 81.9585, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.5290, loss: 0.1184
2021-12-08 16:17:48,638 - mmseg - INFO - Iter [76100/80000]	lr: 1.742e-03, eta: 2:17:27, time: 2.547, data_time: 1.003, memory: 17331, decode.loss_ce: 0.0581, decode.acc_seg: 82.4007, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 82.2280, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 81.8117, loss: 0.1160
2021-12-08 16:19:06,376 - mmseg - INFO - Iter [76150/80000]	lr: 1.723e-03, eta: 2:15:40, time: 1.555, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0594, decode.acc_seg: 82.2040, aux_0.loss_ce: 0.0275, aux_0.acc_seg: 82.0234, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.5994, loss: 0.1189
2021-12-08 16:21:13,702 - mmseg - INFO - Iter [76200/80000]	lr: 1.704e-03, eta: 2:13:56, time: 2.547, data_time: 0.942, memory: 17331, decode.loss_ce: 0.0612, decode.acc_seg: 82.8891, aux_0.loss_ce: 0.0284, aux_0.acc_seg: 82.7004, aux_1.loss_ce: 0.0328, aux_1.acc_seg: 82.2666, loss: 0.1223
2021-12-08 16:22:31,199 - mmseg - INFO - Iter [76250/80000]	lr: 1.685e-03, eta: 2:12:09, time: 1.550, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0591, decode.acc_seg: 82.3082, aux_0.loss_ce: 0.0276, aux_0.acc_seg: 82.1175, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.7032, loss: 0.1185
2021-12-08 16:24:39,145 - mmseg - INFO - Iter [76300/80000]	lr: 1.666e-03, eta: 2:10:24, time: 2.559, data_time: 0.961, memory: 17331, decode.loss_ce: 0.0599, decode.acc_seg: 82.8732, aux_0.loss_ce: 0.0279, aux_0.acc_seg: 82.6924, aux_1.loss_ce: 0.0322, aux_1.acc_seg: 82.2665, loss: 0.1200
2021-12-08 16:25:56,389 - mmseg - INFO - Iter [76350/80000]	lr: 1.647e-03, eta: 2:08:37, time: 1.545, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0599, decode.acc_seg: 82.0155, aux_0.loss_ce: 0.0279, aux_0.acc_seg: 81.8322, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.4180, loss: 0.1198
2021-12-08 16:28:04,013 - mmseg - INFO - Iter [76400/80000]	lr: 1.628e-03, eta: 2:06:52, time: 2.552, data_time: 1.017, memory: 17331, decode.loss_ce: 0.0592, decode.acc_seg: 82.6680, aux_0.loss_ce: 0.0278, aux_0.acc_seg: 82.4770, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 82.0579, loss: 0.1189
2021-12-08 16:30:11,417 - mmseg - INFO - Iter [76450/80000]	lr: 1.609e-03, eta: 2:05:07, time: 2.548, data_time: 0.978, memory: 17331, decode.loss_ce: 0.0588, decode.acc_seg: 82.0991, aux_0.loss_ce: 0.0274, aux_0.acc_seg: 81.9017, aux_1.loss_ce: 0.0317, aux_1.acc_seg: 81.4822, loss: 0.1179
2021-12-08 16:31:28,985 - mmseg - INFO - Iter [76500/80000]	lr: 1.590e-03, eta: 2:03:20, time: 1.551, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0597, decode.acc_seg: 81.8376, aux_0.loss_ce: 0.0278, aux_0.acc_seg: 81.6513, aux_1.loss_ce: 0.0322, aux_1.acc_seg: 81.2144, loss: 0.1196
2021-12-08 16:33:36,875 - mmseg - INFO - Iter [76550/80000]	lr: 1.571e-03, eta: 2:01:36, time: 2.558, data_time: 0.939, memory: 17331, decode.loss_ce: 0.0593, decode.acc_seg: 82.2954, aux_0.loss_ce: 0.0277, aux_0.acc_seg: 82.1128, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.6956, loss: 0.1189
2021-12-08 16:34:54,246 - mmseg - INFO - Iter [76600/80000]	lr: 1.552e-03, eta: 1:59:49, time: 1.547, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0591, decode.acc_seg: 82.1270, aux_0.loss_ce: 0.0276, aux_0.acc_seg: 81.9411, aux_1.loss_ce: 0.0318, aux_1.acc_seg: 81.5214, loss: 0.1186
2021-12-08 16:37:01,471 - mmseg - INFO - Iter [76650/80000]	lr: 1.532e-03, eta: 1:58:04, time: 2.544, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0595, decode.acc_seg: 81.8040, aux_0.loss_ce: 0.0276, aux_0.acc_seg: 81.6221, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.1880, loss: 0.1190
2021-12-08 16:38:18,829 - mmseg - INFO - Iter [76700/80000]	lr: 1.513e-03, eta: 1:56:17, time: 1.547, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0593, decode.acc_seg: 82.0191, aux_0.loss_ce: 0.0278, aux_0.acc_seg: 81.8263, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.3976, loss: 0.1190
2021-12-08 16:40:26,187 - mmseg - INFO - Iter [76750/80000]	lr: 1.494e-03, eta: 1:54:32, time: 2.547, data_time: 0.997, memory: 17331, decode.loss_ce: 0.0591, decode.acc_seg: 82.9355, aux_0.loss_ce: 0.0274, aux_0.acc_seg: 82.7609, aux_1.loss_ce: 0.0317, aux_1.acc_seg: 82.3357, loss: 0.1182
2021-12-08 16:41:43,891 - mmseg - INFO - Iter [76800/80000]	lr: 1.475e-03, eta: 1:52:45, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0584, decode.acc_seg: 82.1352, aux_0.loss_ce: 0.0273, aux_0.acc_seg: 81.9482, aux_1.loss_ce: 0.0316, aux_1.acc_seg: 81.5285, loss: 0.1172
2021-12-08 16:43:51,667 - mmseg - INFO - Iter [76850/80000]	lr: 1.455e-03, eta: 1:51:00, time: 2.555, data_time: 0.958, memory: 17331, decode.loss_ce: 0.0587, decode.acc_seg: 82.5701, aux_0.loss_ce: 0.0272, aux_0.acc_seg: 82.3924, aux_1.loss_ce: 0.0313, aux_1.acc_seg: 81.9847, loss: 0.1172
2021-12-08 16:45:09,236 - mmseg - INFO - Iter [76900/80000]	lr: 1.436e-03, eta: 1:49:13, time: 1.551, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0588, decode.acc_seg: 82.0776, aux_0.loss_ce: 0.0276, aux_0.acc_seg: 81.8895, aux_1.loss_ce: 0.0318, aux_1.acc_seg: 81.4631, loss: 0.1182
2021-12-08 16:47:16,813 - mmseg - INFO - Iter [76950/80000]	lr: 1.416e-03, eta: 1:47:29, time: 2.552, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0594, decode.acc_seg: 82.3622, aux_0.loss_ce: 0.0275, aux_0.acc_seg: 82.1821, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.7542, loss: 0.1188
2021-12-08 16:48:33,997 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 16:48:33,997 - mmseg - INFO - Iter [77000/80000]	lr: 1.397e-03, eta: 1:45:42, time: 1.544, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0579, decode.acc_seg: 82.0651, aux_0.loss_ce: 0.0267, aux_0.acc_seg: 81.8920, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 81.4622, loss: 0.1158
2021-12-08 16:50:42,250 - mmseg - INFO - Iter [77050/80000]	lr: 1.378e-03, eta: 1:43:57, time: 2.565, data_time: 0.984, memory: 17331, decode.loss_ce: 0.0590, decode.acc_seg: 82.5256, aux_0.loss_ce: 0.0275, aux_0.acc_seg: 82.3395, aux_1.loss_ce: 0.0317, aux_1.acc_seg: 81.9127, loss: 0.1182
2021-12-08 16:52:49,831 - mmseg - INFO - Iter [77100/80000]	lr: 1.358e-03, eta: 1:42:12, time: 2.552, data_time: 0.937, memory: 17331, decode.loss_ce: 0.0589, decode.acc_seg: 81.9615, aux_0.loss_ce: 0.0274, aux_0.acc_seg: 81.7760, aux_1.loss_ce: 0.0318, aux_1.acc_seg: 81.3465, loss: 0.1181
2021-12-08 16:54:07,564 - mmseg - INFO - Iter [77150/80000]	lr: 1.339e-03, eta: 1:40:25, time: 1.555, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0582, decode.acc_seg: 81.9903, aux_0.loss_ce: 0.0270, aux_0.acc_seg: 81.8110, aux_1.loss_ce: 0.0314, aux_1.acc_seg: 81.3821, loss: 0.1166
2021-12-08 16:56:15,537 - mmseg - INFO - Iter [77200/80000]	lr: 1.319e-03, eta: 1:38:40, time: 2.559, data_time: 1.021, memory: 17331, decode.loss_ce: 0.0597, decode.acc_seg: 82.2600, aux_0.loss_ce: 0.0278, aux_0.acc_seg: 82.0770, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.6483, loss: 0.1195
2021-12-08 16:57:33,159 - mmseg - INFO - Iter [77250/80000]	lr: 1.299e-03, eta: 1:36:54, time: 1.552, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0608, decode.acc_seg: 82.3883, aux_0.loss_ce: 0.0281, aux_0.acc_seg: 82.2025, aux_1.loss_ce: 0.0324, aux_1.acc_seg: 81.7827, loss: 0.1213
2021-12-08 16:59:40,842 - mmseg - INFO - Iter [77300/80000]	lr: 1.280e-03, eta: 1:35:09, time: 2.554, data_time: 0.995, memory: 17331, decode.loss_ce: 0.0585, decode.acc_seg: 81.9663, aux_0.loss_ce: 0.0275, aux_0.acc_seg: 81.7733, aux_1.loss_ce: 0.0316, aux_1.acc_seg: 81.3415, loss: 0.1176
2021-12-08 17:00:58,720 - mmseg - INFO - Iter [77350/80000]	lr: 1.260e-03, eta: 1:33:22, time: 1.557, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0583, decode.acc_seg: 82.4553, aux_0.loss_ce: 0.0272, aux_0.acc_seg: 82.2701, aux_1.loss_ce: 0.0315, aux_1.acc_seg: 81.8324, loss: 0.1170
2021-12-08 17:03:06,586 - mmseg - INFO - Iter [77400/80000]	lr: 1.240e-03, eta: 1:31:37, time: 2.557, data_time: 1.004, memory: 17331, decode.loss_ce: 0.0590, decode.acc_seg: 82.2092, aux_0.loss_ce: 0.0276, aux_0.acc_seg: 82.0215, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.5912, loss: 0.1185
2021-12-08 17:04:24,234 - mmseg - INFO - Iter [77450/80000]	lr: 1.221e-03, eta: 1:29:50, time: 1.553, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0580, decode.acc_seg: 82.8079, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 82.6354, aux_1.loss_ce: 0.0313, aux_1.acc_seg: 82.2070, loss: 0.1162
2021-12-08 17:06:31,861 - mmseg - INFO - Iter [77500/80000]	lr: 1.201e-03, eta: 1:28:05, time: 2.553, data_time: 1.009, memory: 17331, decode.loss_ce: 0.0579, decode.acc_seg: 82.1533, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 81.9757, aux_1.loss_ce: 0.0313, aux_1.acc_seg: 81.5523, loss: 0.1161
2021-12-08 17:07:49,945 - mmseg - INFO - Iter [77550/80000]	lr: 1.181e-03, eta: 1:26:19, time: 1.562, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0572, decode.acc_seg: 82.2098, aux_0.loss_ce: 0.0265, aux_0.acc_seg: 82.0290, aux_1.loss_ce: 0.0310, aux_1.acc_seg: 81.5935, loss: 0.1147
2021-12-08 17:09:57,860 - mmseg - INFO - Iter [77600/80000]	lr: 1.161e-03, eta: 1:24:34, time: 2.558, data_time: 1.012, memory: 17331, decode.loss_ce: 0.0573, decode.acc_seg: 82.3714, aux_0.loss_ce: 0.0267, aux_0.acc_seg: 82.1855, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 81.7564, loss: 0.1150
2021-12-08 17:11:15,491 - mmseg - INFO - Iter [77650/80000]	lr: 1.141e-03, eta: 1:22:47, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0580, decode.acc_seg: 82.0427, aux_0.loss_ce: 0.0270, aux_0.acc_seg: 81.8545, aux_1.loss_ce: 0.0313, aux_1.acc_seg: 81.4288, loss: 0.1164
2021-12-08 17:13:23,928 - mmseg - INFO - Iter [77700/80000]	lr: 1.121e-03, eta: 1:21:02, time: 2.569, data_time: 0.972, memory: 17331, decode.loss_ce: 0.0580, decode.acc_seg: 82.6160, aux_0.loss_ce: 0.0272, aux_0.acc_seg: 82.4343, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 82.0159, loss: 0.1163
2021-12-08 17:15:31,667 - mmseg - INFO - Iter [77750/80000]	lr: 1.101e-03, eta: 1:19:17, time: 2.555, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0588, decode.acc_seg: 82.4336, aux_0.loss_ce: 0.0273, aux_0.acc_seg: 82.2472, aux_1.loss_ce: 0.0317, aux_1.acc_seg: 81.8214, loss: 0.1178
2021-12-08 17:16:49,429 - mmseg - INFO - Iter [77800/80000]	lr: 1.081e-03, eta: 1:17:31, time: 1.555, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0586, decode.acc_seg: 82.4477, aux_0.loss_ce: 0.0274, aux_0.acc_seg: 82.2610, aux_1.loss_ce: 0.0317, aux_1.acc_seg: 81.8225, loss: 0.1177
2021-12-08 17:18:57,237 - mmseg - INFO - Iter [77850/80000]	lr: 1.061e-03, eta: 1:15:46, time: 2.556, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0610, decode.acc_seg: 83.0314, aux_0.loss_ce: 0.0285, aux_0.acc_seg: 82.8429, aux_1.loss_ce: 0.0328, aux_1.acc_seg: 82.4184, loss: 0.1223
2021-12-08 17:20:15,009 - mmseg - INFO - Iter [77900/80000]	lr: 1.041e-03, eta: 1:13:59, time: 1.555, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0594, decode.acc_seg: 81.8306, aux_0.loss_ce: 0.0275, aux_0.acc_seg: 81.6475, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.2195, loss: 0.1188
2021-12-08 17:22:23,075 - mmseg - INFO - Iter [77950/80000]	lr: 1.021e-03, eta: 1:12:14, time: 2.561, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0569, decode.acc_seg: 82.3447, aux_0.loss_ce: 0.0264, aux_0.acc_seg: 82.1654, aux_1.loss_ce: 0.0307, aux_1.acc_seg: 81.7462, loss: 0.1140
2021-12-08 17:23:40,746 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 17:23:40,746 - mmseg - INFO - Iter [78000/80000]	lr: 1.001e-03, eta: 1:10:28, time: 1.553, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0594, decode.acc_seg: 82.1952, aux_0.loss_ce: 0.0277, aux_0.acc_seg: 82.0055, aux_1.loss_ce: 0.0319, aux_1.acc_seg: 81.5792, loss: 0.1190
2021-12-08 17:25:48,305 - mmseg - INFO - Iter [78050/80000]	lr: 9.803e-04, eta: 1:08:42, time: 2.551, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0568, decode.acc_seg: 81.8325, aux_0.loss_ce: 0.0263, aux_0.acc_seg: 81.6532, aux_1.loss_ce: 0.0307, aux_1.acc_seg: 81.2309, loss: 0.1137
2021-12-08 17:27:06,344 - mmseg - INFO - Iter [78100/80000]	lr: 9.600e-04, eta: 1:06:56, time: 1.561, data_time: 0.048, memory: 17331, decode.loss_ce: 0.0588, decode.acc_seg: 82.0303, aux_0.loss_ce: 0.0273, aux_0.acc_seg: 81.8477, aux_1.loss_ce: 0.0318, aux_1.acc_seg: 81.4042, loss: 0.1179
2021-12-08 17:29:13,800 - mmseg - INFO - Iter [78150/80000]	lr: 9.396e-04, eta: 1:05:11, time: 2.549, data_time: 0.951, memory: 17331, decode.loss_ce: 0.0576, decode.acc_seg: 81.9778, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 81.7904, aux_1.loss_ce: 0.0310, aux_1.acc_seg: 81.3707, loss: 0.1154
2021-12-08 17:30:31,427 - mmseg - INFO - Iter [78200/80000]	lr: 9.192e-04, eta: 1:03:24, time: 1.553, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0580, decode.acc_seg: 82.4422, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 82.2635, aux_1.loss_ce: 0.0315, aux_1.acc_seg: 81.8155, loss: 0.1164
2021-12-08 17:32:38,598 - mmseg - INFO - Iter [78250/80000]	lr: 8.987e-04, eta: 1:01:39, time: 2.543, data_time: 0.941, memory: 17331, decode.loss_ce: 0.0593, decode.acc_seg: 83.0753, aux_0.loss_ce: 0.0274, aux_0.acc_seg: 82.8974, aux_1.loss_ce: 0.0318, aux_1.acc_seg: 82.4653, loss: 0.1185
2021-12-08 17:33:55,821 - mmseg - INFO - Iter [78300/80000]	lr: 8.781e-04, eta: 0:59:53, time: 1.544, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0576, decode.acc_seg: 81.9075, aux_0.loss_ce: 0.0271, aux_0.acc_seg: 81.7119, aux_1.loss_ce: 0.0313, aux_1.acc_seg: 81.2932, loss: 0.1159
2021-12-08 17:36:03,351 - mmseg - INFO - Iter [78350/80000]	lr: 8.575e-04, eta: 0:58:08, time: 2.551, data_time: 0.983, memory: 17331, decode.loss_ce: 0.0579, decode.acc_seg: 82.3877, aux_0.loss_ce: 0.0270, aux_0.acc_seg: 82.2062, aux_1.loss_ce: 0.0313, aux_1.acc_seg: 81.7799, loss: 0.1163
2021-12-08 17:38:10,853 - mmseg - INFO - Iter [78400/80000]	lr: 8.368e-04, eta: 0:56:22, time: 2.550, data_time: 0.997, memory: 17331, decode.loss_ce: 0.0580, decode.acc_seg: 81.8240, aux_0.loss_ce: 0.0271, aux_0.acc_seg: 81.6365, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 81.2094, loss: 0.1163
2021-12-08 17:39:28,913 - mmseg - INFO - Iter [78450/80000]	lr: 8.161e-04, eta: 0:54:36, time: 1.561, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0579, decode.acc_seg: 82.9899, aux_0.loss_ce: 0.0270, aux_0.acc_seg: 82.8067, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 82.3893, loss: 0.1161
2021-12-08 17:41:37,413 - mmseg - INFO - Iter [78500/80000]	lr: 7.953e-04, eta: 0:52:51, time: 2.570, data_time: 1.058, memory: 17331, decode.loss_ce: 0.0590, decode.acc_seg: 82.3005, aux_0.loss_ce: 0.0275, aux_0.acc_seg: 82.1198, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.6812, loss: 0.1184
2021-12-08 17:42:54,932 - mmseg - INFO - Iter [78550/80000]	lr: 7.744e-04, eta: 0:51:05, time: 1.550, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0570, decode.acc_seg: 81.6090, aux_0.loss_ce: 0.0266, aux_0.acc_seg: 81.4200, aux_1.loss_ce: 0.0309, aux_1.acc_seg: 80.9970, loss: 0.1144
2021-12-08 17:45:02,090 - mmseg - INFO - Iter [78600/80000]	lr: 7.535e-04, eta: 0:49:19, time: 2.543, data_time: 0.976, memory: 17331, decode.loss_ce: 0.0575, decode.acc_seg: 82.5684, aux_0.loss_ce: 0.0267, aux_0.acc_seg: 82.3869, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 81.9511, loss: 0.1155
2021-12-08 17:46:19,893 - mmseg - INFO - Iter [78650/80000]	lr: 7.324e-04, eta: 0:47:33, time: 1.556, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0590, decode.acc_seg: 82.2456, aux_0.loss_ce: 0.0275, aux_0.acc_seg: 82.0633, aux_1.loss_ce: 0.0320, aux_1.acc_seg: 81.6294, loss: 0.1184
2021-12-08 17:48:27,181 - mmseg - INFO - Iter [78700/80000]	lr: 7.113e-04, eta: 0:45:48, time: 2.546, data_time: 1.008, memory: 17331, decode.loss_ce: 0.0572, decode.acc_seg: 82.4263, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 82.2492, aux_1.loss_ce: 0.0309, aux_1.acc_seg: 81.8354, loss: 0.1149
2021-12-08 17:49:44,891 - mmseg - INFO - Iter [78750/80000]	lr: 6.901e-04, eta: 0:44:02, time: 1.554, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0578, decode.acc_seg: 82.4141, aux_0.loss_ce: 0.0267, aux_0.acc_seg: 82.2378, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 81.8079, loss: 0.1158
2021-12-08 17:51:52,608 - mmseg - INFO - Iter [78800/80000]	lr: 6.689e-04, eta: 0:42:16, time: 2.554, data_time: 0.962, memory: 17331, decode.loss_ce: 0.0565, decode.acc_seg: 82.3444, aux_0.loss_ce: 0.0263, aux_0.acc_seg: 82.1685, aux_1.loss_ce: 0.0306, aux_1.acc_seg: 81.7403, loss: 0.1134
2021-12-08 17:53:10,038 - mmseg - INFO - Iter [78850/80000]	lr: 6.475e-04, eta: 0:40:30, time: 1.549, data_time: 0.045, memory: 17331, decode.loss_ce: 0.0580, decode.acc_seg: 82.0704, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 81.8931, aux_1.loss_ce: 0.0314, aux_1.acc_seg: 81.4501, loss: 0.1162
2021-12-08 17:55:17,257 - mmseg - INFO - Iter [78900/80000]	lr: 6.260e-04, eta: 0:38:45, time: 2.544, data_time: 0.979, memory: 17331, decode.loss_ce: 0.0579, decode.acc_seg: 82.3069, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 82.1278, aux_1.loss_ce: 0.0314, aux_1.acc_seg: 81.6901, loss: 0.1162
2021-12-08 17:56:34,434 - mmseg - INFO - Iter [78950/80000]	lr: 6.045e-04, eta: 0:36:59, time: 1.544, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0573, decode.acc_seg: 82.3673, aux_0.loss_ce: 0.0267, aux_0.acc_seg: 82.1905, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 81.7530, loss: 0.1151
2021-12-08 17:58:42,688 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 17:58:42,689 - mmseg - INFO - Iter [79000/80000]	lr: 5.828e-04, eta: 0:35:13, time: 2.565, data_time: 1.036, memory: 17331, decode.loss_ce: 0.0584, decode.acc_seg: 82.8827, aux_0.loss_ce: 0.0272, aux_0.acc_seg: 82.7003, aux_1.loss_ce: 0.0315, aux_1.acc_seg: 82.2697, loss: 0.1172
2021-12-08 17:59:59,659 - mmseg - INFO - Iter [79050/80000]	lr: 5.611e-04, eta: 0:33:27, time: 1.539, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0562, decode.acc_seg: 82.1684, aux_0.loss_ce: 0.0263, aux_0.acc_seg: 81.9854, aux_1.loss_ce: 0.0307, aux_1.acc_seg: 81.5528, loss: 0.1133
2021-12-08 18:02:09,897 - mmseg - INFO - Iter [79100/80000]	lr: 5.392e-04, eta: 0:31:42, time: 2.605, data_time: 1.006, memory: 17331, decode.loss_ce: 0.0581, decode.acc_seg: 82.8769, aux_0.loss_ce: 0.0272, aux_0.acc_seg: 82.6946, aux_1.loss_ce: 0.0314, aux_1.acc_seg: 82.2633, loss: 0.1166
2021-12-08 18:04:17,510 - mmseg - INFO - Iter [79150/80000]	lr: 5.172e-04, eta: 0:29:56, time: 2.552, data_time: 0.987, memory: 17331, decode.loss_ce: 0.0558, decode.acc_seg: 82.4178, aux_0.loss_ce: 0.0257, aux_0.acc_seg: 82.2465, aux_1.loss_ce: 0.0302, aux_1.acc_seg: 81.8272, loss: 0.1117
2021-12-08 18:05:35,191 - mmseg - INFO - Iter [79200/80000]	lr: 4.951e-04, eta: 0:28:10, time: 1.554, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0585, decode.acc_seg: 81.4547, aux_0.loss_ce: 0.0273, aux_0.acc_seg: 81.2699, aux_1.loss_ce: 0.0316, aux_1.acc_seg: 80.8343, loss: 0.1174
2021-12-08 18:07:42,612 - mmseg - INFO - Iter [79250/80000]	lr: 4.728e-04, eta: 0:26:25, time: 2.548, data_time: 0.949, memory: 17331, decode.loss_ce: 0.0577, decode.acc_seg: 82.3829, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 82.1984, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 81.7851, loss: 0.1157
2021-12-08 18:09:00,347 - mmseg - INFO - Iter [79300/80000]	lr: 4.504e-04, eta: 0:24:39, time: 1.555, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0577, decode.acc_seg: 82.4035, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 82.2157, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 81.7857, loss: 0.1158
2021-12-08 18:11:08,583 - mmseg - INFO - Iter [79350/80000]	lr: 4.278e-04, eta: 0:22:54, time: 2.565, data_time: 0.960, memory: 17331, decode.loss_ce: 0.0564, decode.acc_seg: 82.4050, aux_0.loss_ce: 0.0263, aux_0.acc_seg: 82.2272, aux_1.loss_ce: 0.0304, aux_1.acc_seg: 81.8108, loss: 0.1132
2021-12-08 18:12:26,191 - mmseg - INFO - Iter [79400/80000]	lr: 4.051e-04, eta: 0:21:08, time: 1.552, data_time: 0.043, memory: 17331, decode.loss_ce: 0.0572, decode.acc_seg: 82.3554, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 82.1646, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 81.7361, loss: 0.1152
2021-12-08 18:14:34,473 - mmseg - INFO - Iter [79450/80000]	lr: 3.821e-04, eta: 0:19:22, time: 2.566, data_time: 0.954, memory: 17331, decode.loss_ce: 0.0583, decode.acc_seg: 82.6315, aux_0.loss_ce: 0.0270, aux_0.acc_seg: 82.4531, aux_1.loss_ce: 0.0312, aux_1.acc_seg: 82.0314, loss: 0.1165
2021-12-08 18:15:52,255 - mmseg - INFO - Iter [79500/80000]	lr: 3.590e-04, eta: 0:17:36, time: 1.556, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0569, decode.acc_seg: 82.0176, aux_0.loss_ce: 0.0263, aux_0.acc_seg: 81.8406, aux_1.loss_ce: 0.0309, aux_1.acc_seg: 81.4065, loss: 0.1141
2021-12-08 18:17:59,671 - mmseg - INFO - Iter [79550/80000]	lr: 3.356e-04, eta: 0:15:51, time: 2.548, data_time: 1.007, memory: 17331, decode.loss_ce: 0.0571, decode.acc_seg: 82.2035, aux_0.loss_ce: 0.0266, aux_0.acc_seg: 82.0197, aux_1.loss_ce: 0.0309, aux_1.acc_seg: 81.5938, loss: 0.1146
2021-12-08 18:19:16,986 - mmseg - INFO - Iter [79600/80000]	lr: 3.120e-04, eta: 0:14:05, time: 1.546, data_time: 0.046, memory: 17331, decode.loss_ce: 0.0575, decode.acc_seg: 82.1993, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 82.0194, aux_1.loss_ce: 0.0313, aux_1.acc_seg: 81.5797, loss: 0.1156
2021-12-08 18:21:24,683 - mmseg - INFO - Iter [79650/80000]	lr: 2.880e-04, eta: 0:12:19, time: 2.554, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0577, decode.acc_seg: 82.7395, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 82.5547, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 82.1383, loss: 0.1156
2021-12-08 18:22:41,741 - mmseg - INFO - Iter [79700/80000]	lr: 2.637e-04, eta: 0:10:34, time: 1.541, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0573, decode.acc_seg: 82.4253, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 82.2427, aux_1.loss_ce: 0.0310, aux_1.acc_seg: 81.8167, loss: 0.1150
2021-12-08 18:24:50,296 - mmseg - INFO - Iter [79750/80000]	lr: 2.390e-04, eta: 0:08:48, time: 2.571, data_time: 0.978, memory: 17331, decode.loss_ce: 0.0572, decode.acc_seg: 82.6374, aux_0.loss_ce: 0.0267, aux_0.acc_seg: 82.4556, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 82.0263, loss: 0.1151
2021-12-08 18:26:57,957 - mmseg - INFO - Iter [79800/80000]	lr: 2.138e-04, eta: 0:07:02, time: 2.553, data_time: 1.019, memory: 17331, decode.loss_ce: 0.0574, decode.acc_seg: 82.2763, aux_0.loss_ce: 0.0267, aux_0.acc_seg: 82.0949, aux_1.loss_ce: 0.0309, aux_1.acc_seg: 81.6839, loss: 0.1150
2021-12-08 18:28:15,437 - mmseg - INFO - Iter [79850/80000]	lr: 1.880e-04, eta: 0:05:17, time: 1.550, data_time: 0.042, memory: 17331, decode.loss_ce: 0.0564, decode.acc_seg: 82.1053, aux_0.loss_ce: 0.0264, aux_0.acc_seg: 81.9196, aux_1.loss_ce: 0.0305, aux_1.acc_seg: 81.5045, loss: 0.1133
2021-12-08 18:30:23,391 - mmseg - INFO - Iter [79900/80000]	lr: 1.613e-04, eta: 0:03:31, time: 2.559, data_time: 0.999, memory: 17331, decode.loss_ce: 0.0574, decode.acc_seg: 82.4529, aux_0.loss_ce: 0.0269, aux_0.acc_seg: 82.2656, aux_1.loss_ce: 0.0309, aux_1.acc_seg: 81.8434, loss: 0.1152
2021-12-08 18:31:41,210 - mmseg - INFO - Iter [79950/80000]	lr: 1.331e-04, eta: 0:01:45, time: 1.556, data_time: 0.044, memory: 17331, decode.loss_ce: 0.0573, decode.acc_seg: 82.2155, aux_0.loss_ce: 0.0268, aux_0.acc_seg: 82.0335, aux_1.loss_ce: 0.0311, aux_1.acc_seg: 81.6123, loss: 0.1152
2021-12-08 18:33:49,731 - mmseg - INFO - Saving checkpoint at 80000 iterations
2021-12-08 18:33:50,232 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 18:33:50,232 - mmseg - INFO - Iter [80000/80000]	lr: 1.010e-04, eta: 0:00:00, time: 2.580, data_time: 0.968, memory: 17331, decode.loss_ce: 0.0555, decode.acc_seg: 82.5601, aux_0.loss_ce: 0.0257, aux_0.acc_seg: 82.3859, aux_1.loss_ce: 0.0302, aux_1.acc_seg: 81.9612, loss: 0.1114
2021-12-08 18:35:54,662 - mmseg - INFO - per class results:
2021-12-08 18:35:54,664 - mmseg - INFO - 
+---------------+-------+-------+
|     Class     |  IoU  |  Acc  |
+---------------+-------+-------+
|      road     | 98.16 | 99.01 |
|    sidewalk   | 84.82 |  92.4 |
|    building   | 92.34 | 96.92 |
|      wall     | 43.47 | 48.07 |
|     fence     | 60.84 | 69.08 |
|      pole     | 65.83 | 76.59 |
| traffic light | 72.12 | 83.17 |
|  traffic sign | 79.88 | 87.05 |
|   vegetation  | 92.32 |  96.5 |
|    terrain    | 60.57 | 70.15 |
|      sky      | 94.83 | 98.07 |
|     person    | 82.12 | 91.23 |
|     rider     | 64.37 | 77.12 |
|      car      |  95.3 | 97.78 |
|     truck     | 82.19 | 87.72 |
|      bus      | 88.23 | 92.65 |
|     train     | 78.41 | 84.93 |
|   motorcycle  | 64.62 | 74.93 |
|    bicycle    |  77.4 | 88.71 |
+---------------+-------+-------+
2021-12-08 18:35:54,664 - mmseg - INFO - Summary:
2021-12-08 18:35:54,664 - mmseg - INFO - 
+-------+-------+-------+
|  aAcc |  mIoU |  mAcc |
+-------+-------+-------+
| 96.03 | 77.78 | 84.85 |
+-------+-------+-------+
2021-12-08 18:35:54,676 - mmseg - INFO - Exp name: bisenetv1_res_r18-d32_in1k-pre_4x8_1024x1024_80k_cityscapes.py
2021-12-08 18:35:54,676 - mmseg - INFO - Iter(val) [125]	aAcc: 0.9603, mIoU: 0.7778, mAcc: 0.8485, IoU.road: 0.9816, IoU.sidewalk: 0.8482, IoU.building: 0.9234, IoU.wall: 0.4347, IoU.fence: 0.6084, IoU.pole: 0.6583, IoU.traffic light: 0.7212, IoU.traffic sign: 0.7988, IoU.vegetation: 0.9232, IoU.terrain: 0.6057, IoU.sky: 0.9483, IoU.person: 0.8212, IoU.rider: 0.6437, IoU.car: 0.9530, IoU.truck: 0.8219, IoU.bus: 0.8823, IoU.train: 0.7841, IoU.motorcycle: 0.6462, IoU.bicycle: 0.7740, Acc.road: 0.9901, Acc.sidewalk: 0.9240, Acc.building: 0.9692, Acc.wall: 0.4807, Acc.fence: 0.6908, Acc.pole: 0.7659, Acc.traffic light: 0.8317, Acc.traffic sign: 0.8705, Acc.vegetation: 0.9650, Acc.terrain: 0.7015, Acc.sky: 0.9807, Acc.person: 0.9123, Acc.rider: 0.7712, Acc.car: 0.9778, Acc.truck: 0.8772, Acc.bus: 0.9265, Acc.train: 0.8493, Acc.motorcycle: 0.7493, Acc.bicycle: 0.8871