20210709_161618.log

2021-07-09 16:16:19,154 - mmseg - INFO - Environment info:
------------------------------------------------------------
sys.platform: linux
Python: 3.6.13 |Anaconda, Inc.| (default, Feb 23 2021, 21:15:04) [GCC 7.3.0]
CUDA available: True
GPU 0,1: Tesla P40
CUDA_HOME: /public/data1/software/cuda/10.1
NVCC: Cuda compilation tools, release 10.1, V10.1.243
GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-44)
PyTorch: 1.7.1
PyTorch compiling details: PyTorch built with:
  - GCC 7.3
  - C++ Version: 201402
  - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications
  - Intel(R) MKL-DNN v1.6.0 (Git Hash 5ef631a030a6f73131c77892041042805a06064f)
  - OpenMP 201511 (a.k.a. OpenMP 4.5)
  - NNPACK is enabled
  - CPU capability usage: AVX2
  - CUDA Runtime 10.2
  - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75
  - CuDNN 7.6.5
  - 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-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -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, 

TorchVision: 0.8.2
OpenCV: 4.4.0
MMCV: 1.2.7
MMCV Compiler: GCC 7.3
MMCV CUDA Compiler: not available
MMSegmentation: 0.11.0+236eecf
------------------------------------------------------------

2021-07-09 16:16:19,155 - mmseg - INFO - Distributed training: True
2021-07-09 16:16:19,571 - mmseg - INFO - Config:
norm_cfg = dict(type='SyncBN', requires_grad=True)
find_unused_parameters = True
model = dict(
    type='EncoderDecoder',
    pretrained='pretrained/mit_b1.pth',
    backbone=dict(type='mit_b1', style='pytorch'),
    decode_head=dict(
        type='SegFormerHead',
        in_channels=[64, 128, 320, 512],
        in_index=[0, 1, 2, 3],
        feature_strides=[4, 8, 16, 32],
        channels=128,
        dropout_ratio=0.1,
        num_classes=21,
        norm_cfg=dict(type='SyncBN', requires_grad=True),
        align_corners=False,
        decoder_params=dict(embed_dim=256),
        loss_decode=dict(
            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0)),
    train_cfg=dict(),
    test_cfg=dict(mode='whole'))
dataset_type = 'PascalVOCDataset'
data_root = '/public/data1/users/rulixiang/VOCdevkit/VOC2012'
img_norm_cfg = dict(
    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)
crop_size = (512, 512)
train_pipeline = [
    dict(type='LoadImageFromFile'),
    dict(type='LoadAnnotations'),
    dict(type='Resize', img_scale=(2048, 512), ratio_range=(0.5, 2.0)),
    dict(type='RandomCrop', crop_size=(512, 512), cat_max_ratio=0.75),
    dict(type='RandomFlip', prob=0.5),
    dict(type='PhotoMetricDistortion'),
    dict(
        type='Normalize',
        mean=[123.675, 116.28, 103.53],
        std=[58.395, 57.12, 57.375],
        to_rgb=True),
    dict(type='Pad', size=(512, 512), pad_val=0, seg_pad_val=255),
    dict(type='DefaultFormatBundle'),
    dict(type='Collect', keys=['img', 'gt_semantic_seg'])
]
test_pipeline = [
    dict(type='LoadImageFromFile'),
    dict(
        type='MultiScaleFlipAug',
        img_scale=(2048, 512),
        flip=False,
        transforms=[
            dict(type='Resize', keep_ratio=True),
            dict(type='RandomFlip'),
            dict(
                type='Normalize',
                mean=[123.675, 116.28, 103.53],
                std=[58.395, 57.12, 57.375],
                to_rgb=True),
            dict(type='ImageToTensor', keys=['img']),
            dict(type='Collect', keys=['img'])
        ])
]
data = dict(
    samples_per_gpu=4,
    workers_per_gpu=4,
    train=dict(
        type='PascalVOCDataset',
        data_root='/public/data1/users/rulixiang/VOCdevkit/VOC2012',
        img_dir='JPEGImages',
        ann_dir=['SegmentationClass', 'SegmentationClassAug'],
        split=[
            'ImageSets/Segmentation/train.txt',
            'ImageSets/Segmentation/aug.txt'
        ],
        pipeline=[
            dict(type='LoadImageFromFile'),
            dict(type='LoadAnnotations'),
            dict(type='Resize', img_scale=(2048, 512), ratio_range=(0.5, 2.0)),
            dict(type='RandomCrop', crop_size=(512, 512), cat_max_ratio=0.75),
            dict(type='RandomFlip', prob=0.5),
            dict(type='PhotoMetricDistortion'),
            dict(
                type='Normalize',
                mean=[123.675, 116.28, 103.53],
                std=[58.395, 57.12, 57.375],
                to_rgb=True),
            dict(type='Pad', size=(512, 512), pad_val=0, seg_pad_val=255),
            dict(type='DefaultFormatBundle'),
            dict(type='Collect', keys=['img', 'gt_semantic_seg'])
        ]),
    val=dict(
        type='PascalVOCDataset',
        data_root='/public/data1/users/rulixiang/VOCdevkit/VOC2012',
        img_dir='JPEGImages',
        ann_dir='SegmentationClass',
        split='ImageSets/Segmentation/val.txt',
        pipeline=[
            dict(type='LoadImageFromFile'),
            dict(
                type='MultiScaleFlipAug',
                img_scale=(2048, 512),
                flip=False,
                transforms=[
                    dict(type='Resize', keep_ratio=True),
                    dict(type='RandomFlip'),
                    dict(
                        type='Normalize',
                        mean=[123.675, 116.28, 103.53],
                        std=[58.395, 57.12, 57.375],
                        to_rgb=True),
                    dict(type='ImageToTensor', keys=['img']),
                    dict(type='Collect', keys=['img'])
                ])
        ]),
    test=dict(
        type='PascalVOCDataset',
        data_root='/public/data1/users/rulixiang/VOCdevkit/VOC2012',
        img_dir='JPEGImages',
        ann_dir='SegmentationClass',
        split='ImageSets/Segmentation/val.txt',
        pipeline=[
            dict(type='LoadImageFromFile'),
            dict(
                type='MultiScaleFlipAug',
                img_scale=(2048, 512),
                flip=False,
                transforms=[
                    dict(type='Resize', keep_ratio=True),
                    dict(type='RandomFlip'),
                    dict(
                        type='Normalize',
                        mean=[123.675, 116.28, 103.53],
                        std=[58.395, 57.12, 57.375],
                        to_rgb=True),
                    dict(type='ImageToTensor', keys=['img']),
                    dict(type='Collect', keys=['img'])
                ])
        ]))
log_config = dict(
    interval=50, hooks=[dict(type='TextLoggerHook', by_epoch=False)])
dist_params = dict(backend='nccl')
log_level = 'INFO'
load_from = None
resume_from = None
workflow = [('train', 1)]
cudnn_benchmark = True
optimizer = dict(
    type='AdamW',
    lr=6e-05,
    betas=(0.9, 0.999),
    weight_decay=0.01,
    paramwise_cfg=dict(
        custom_keys=dict(
            pos_block=dict(decay_mult=0.0),
            norm=dict(decay_mult=0.0),
            head=dict(lr_mult=10.0))))
optimizer_config = dict()
lr_config = dict(
    policy='poly',
    warmup='linear',
    warmup_iters=1500,
    warmup_ratio=1e-06,
    power=1.0,
    min_lr=0.0,
    by_epoch=False)
runner = dict(type='IterBasedRunner', max_iters=40000)
checkpoint_config = dict(by_epoch=False, interval=4000)
evaluation = dict(interval=10000, metric='mIoU')
work_dir = './work_dirs/segformer.b1.512x512.voc.40k'
gpu_ids = range(0, 1)

2021-07-09 16:16:20,311 - mmseg - INFO - Use load_from_local loader
2021-07-09 16:16:20,918 - mmseg - WARNING - The model and loaded state dict do not match exactly

unexpected key in source state_dict: head.weight, head.bias

2021-07-09 16:16:20,920 - mmseg - INFO - EncoderDecoder(
  (backbone): mit_b1(
    (patch_embed1): OverlapPatchEmbed(
      (proj): Conv2d(3, 64, kernel_size=(7, 7), stride=(4, 4), padding=(3, 3))
      (norm): LayerNorm((64,), eps=1e-05, elementwise_affine=True)
    )
    (patch_embed2): OverlapPatchEmbed(
      (proj): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))
      (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
    )
    (patch_embed3): OverlapPatchEmbed(
      (proj): Conv2d(128, 320, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))
      (norm): LayerNorm((320,), eps=1e-05, elementwise_affine=True)
    )
    (patch_embed4): OverlapPatchEmbed(
      (proj): Conv2d(320, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))
      (norm): LayerNorm((512,), eps=1e-05, elementwise_affine=True)
    )
    (block1): ModuleList(
      (0): Block(
        (norm1): LayerNorm((64,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=64, out_features=64, bias=True)
          (kv): Linear(in_features=64, out_features=128, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=64, out_features=64, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
          (sr): Conv2d(64, 64, kernel_size=(8, 8), stride=(8, 8))
          (norm): LayerNorm((64,), eps=1e-05, elementwise_affine=True)
        )
        (drop_path): Identity()
        (norm2): LayerNorm((64,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=64, out_features=256, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=256)
          )
          (act): GELU()
          (fc2): Linear(in_features=256, out_features=64, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (1): Block(
        (norm1): LayerNorm((64,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=64, out_features=64, bias=True)
          (kv): Linear(in_features=64, out_features=128, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=64, out_features=64, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
          (sr): Conv2d(64, 64, kernel_size=(8, 8), stride=(8, 8))
          (norm): LayerNorm((64,), eps=1e-05, elementwise_affine=True)
        )
        (drop_path): DropPath()
        (norm2): LayerNorm((64,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=64, out_features=256, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=256)
          )
          (act): GELU()
          (fc2): Linear(in_features=256, out_features=64, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
    )
    (norm1): LayerNorm((64,), eps=1e-06, elementwise_affine=True)
    (block2): ModuleList(
      (0): Block(
        (norm1): LayerNorm((128,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=128, out_features=128, bias=True)
          (kv): Linear(in_features=128, out_features=256, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=128, out_features=128, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
          (sr): Conv2d(128, 128, kernel_size=(4, 4), stride=(4, 4))
          (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
        )
        (drop_path): DropPath()
        (norm2): LayerNorm((128,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=128, out_features=512, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=512)
          )
          (act): GELU()
          (fc2): Linear(in_features=512, out_features=128, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (1): Block(
        (norm1): LayerNorm((128,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=128, out_features=128, bias=True)
          (kv): Linear(in_features=128, out_features=256, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=128, out_features=128, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
          (sr): Conv2d(128, 128, kernel_size=(4, 4), stride=(4, 4))
          (norm): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
        )
        (drop_path): DropPath()
        (norm2): LayerNorm((128,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=128, out_features=512, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=512)
          )
          (act): GELU()
          (fc2): Linear(in_features=512, out_features=128, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
    )
    (norm2): LayerNorm((128,), eps=1e-06, elementwise_affine=True)
    (block3): ModuleList(
      (0): Block(
        (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=320, out_features=320, bias=True)
          (kv): Linear(in_features=320, out_features=640, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=320, out_features=320, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
          (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2))
          (norm): LayerNorm((320,), eps=1e-05, elementwise_affine=True)
        )
        (drop_path): DropPath()
        (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=320, out_features=1280, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280)
          )
          (act): GELU()
          (fc2): Linear(in_features=1280, out_features=320, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (1): Block(
        (norm1): LayerNorm((320,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=320, out_features=320, bias=True)
          (kv): Linear(in_features=320, out_features=640, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=320, out_features=320, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
          (sr): Conv2d(320, 320, kernel_size=(2, 2), stride=(2, 2))
          (norm): LayerNorm((320,), eps=1e-05, elementwise_affine=True)
        )
        (drop_path): DropPath()
        (norm2): LayerNorm((320,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=320, out_features=1280, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1280)
          )
          (act): GELU()
          (fc2): Linear(in_features=1280, out_features=320, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
    )
    (norm3): LayerNorm((320,), eps=1e-06, elementwise_affine=True)
    (block4): ModuleList(
      (0): Block(
        (norm1): LayerNorm((512,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=512, out_features=512, bias=True)
          (kv): Linear(in_features=512, out_features=1024, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=512, out_features=512, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath()
        (norm2): LayerNorm((512,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=512, out_features=2048, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(2048, 2048, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=2048)
          )
          (act): GELU()
          (fc2): Linear(in_features=2048, out_features=512, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (1): Block(
        (norm1): LayerNorm((512,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (q): Linear(in_features=512, out_features=512, bias=True)
          (kv): Linear(in_features=512, out_features=1024, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=512, out_features=512, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath()
        (norm2): LayerNorm((512,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=512, out_features=2048, bias=True)
          (dwconv): DWConv(
            (dwconv): Conv2d(2048, 2048, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=2048)
          )
          (act): GELU()
          (fc2): Linear(in_features=2048, out_features=512, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
    )
    (norm4): LayerNorm((512,), eps=1e-06, elementwise_affine=True)
  )
  (decode_head): SegFormerHead(
    input_transform=multiple_select, ignore_index=255, align_corners=False
    (loss_decode): CrossEntropyLoss()
    (conv_seg): Conv2d(128, 21, kernel_size=(1, 1), stride=(1, 1))
    (dropout): Dropout2d(p=0.1, inplace=False)
    (linear_c4): MLP(
      (proj): Linear(in_features=512, out_features=256, bias=True)
    )
    (linear_c3): MLP(
      (proj): Linear(in_features=320, out_features=256, bias=True)
    )
    (linear_c2): MLP(
      (proj): Linear(in_features=128, out_features=256, bias=True)
    )
    (linear_c1): MLP(
      (proj): Linear(in_features=64, out_features=256, bias=True)
    )
    (linear_fuse): ConvModule(
      (conv): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (linear_pred): Conv2d(256, 21, kernel_size=(1, 1), stride=(1, 1))
  )
)
2021-07-09 16:16:20,931 - mmseg - INFO - Loaded 1464 images
2021-07-09 16:16:20,953 - mmseg - INFO - Loaded 10582 images
2021-07-09 16:16:21,727 - mmseg - INFO - Loaded 1449 images
2021-07-09 16:16:21,730 - mmseg - INFO - Start running, host: rulixiang@gpu-11-71-1-189, work_dir: /public/data1/users/rulixiang/wetr-mmseg/work_dirs/segformer.b1.512x512.voc.40k
2021-07-09 16:16:21,731 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters
2021-07-09 16:18:42,318 - mmseg - INFO - Iter [50/40000]	lr: 1.958e-06, eta: 5:17:20, time: 0.477, data_time: 0.019, memory: 3415, decode.loss_seg: 2.8927, decode.acc_seg: 2.2542, loss: 2.8927
2021-07-09 16:19:04,727 - mmseg - INFO - Iter [100/40000]	lr: 3.950e-06, eta: 5:07:29, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 2.7380, decode.acc_seg: 5.7353, loss: 2.7380
2021-07-09 16:19:27,020 - mmseg - INFO - Iter [150/40000]	lr: 5.938e-06, eta: 5:03:27, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 2.4208, decode.acc_seg: 30.2950, loss: 2.4208
2021-07-09 16:19:49,262 - mmseg - INFO - Iter [200/40000]	lr: 7.920e-06, eta: 5:01:04, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 1.8877, decode.acc_seg: 54.7723, loss: 1.8877
2021-07-09 16:20:11,494 - mmseg - INFO - Iter [250/40000]	lr: 9.898e-06, eta: 4:59:28, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 1.4258, decode.acc_seg: 61.1502, loss: 1.4258
2021-07-09 16:20:33,696 - mmseg - INFO - Iter [300/40000]	lr: 1.187e-05, eta: 4:58:12, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 1.2203, decode.acc_seg: 66.2996, loss: 1.2203
2021-07-09 16:20:55,902 - mmseg - INFO - Iter [350/40000]	lr: 1.384e-05, eta: 4:57:12, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.9627, decode.acc_seg: 69.3296, loss: 0.9627
2021-07-09 16:21:18,300 - mmseg - INFO - Iter [400/40000]	lr: 1.580e-05, eta: 4:56:39, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.8924, decode.acc_seg: 66.9156, loss: 0.8924
2021-07-09 16:21:40,650 - mmseg - INFO - Iter [450/40000]	lr: 1.776e-05, eta: 4:56:07, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.7548, decode.acc_seg: 71.7781, loss: 0.7548
2021-07-09 16:22:02,894 - mmseg - INFO - Iter [500/40000]	lr: 1.971e-05, eta: 4:55:27, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.7260, decode.acc_seg: 70.2986, loss: 0.7260
2021-07-09 16:22:25,117 - mmseg - INFO - Iter [550/40000]	lr: 2.166e-05, eta: 4:54:49, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.6241, decode.acc_seg: 73.1403, loss: 0.6241
2021-07-09 16:22:47,404 - mmseg - INFO - Iter [600/40000]	lr: 2.360e-05, eta: 4:54:18, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.6264, decode.acc_seg: 72.4439, loss: 0.6264
2021-07-09 16:23:09,553 - mmseg - INFO - Iter [650/40000]	lr: 2.554e-05, eta: 4:53:39, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.5470, decode.acc_seg: 72.3561, loss: 0.5470
2021-07-09 16:23:31,698 - mmseg - INFO - Iter [700/40000]	lr: 2.747e-05, eta: 4:53:04, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.5006, decode.acc_seg: 73.5023, loss: 0.5006
2021-07-09 16:23:53,965 - mmseg - INFO - Iter [750/40000]	lr: 2.940e-05, eta: 4:52:36, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.5358, decode.acc_seg: 75.4089, loss: 0.5358
2021-07-09 16:24:16,193 - mmseg - INFO - Iter [800/40000]	lr: 3.132e-05, eta: 4:52:07, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.5437, decode.acc_seg: 74.3659, loss: 0.5437
2021-07-09 16:24:38,453 - mmseg - INFO - Iter [850/40000]	lr: 3.324e-05, eta: 4:51:40, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4547, decode.acc_seg: 73.9839, loss: 0.4547
2021-07-09 16:25:00,803 - mmseg - INFO - Iter [900/40000]	lr: 3.515e-05, eta: 4:51:17, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4864, decode.acc_seg: 73.5876, loss: 0.4864
2021-07-09 16:25:23,151 - mmseg - INFO - Iter [950/40000]	lr: 3.706e-05, eta: 4:50:55, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4708, decode.acc_seg: 74.3441, loss: 0.4708
2021-07-09 16:25:45,447 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 16:25:45,448 - mmseg - INFO - Iter [1000/40000]	lr: 3.896e-05, eta: 4:50:30, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4476, decode.acc_seg: 74.3867, loss: 0.4476
2021-07-09 16:26:07,662 - mmseg - INFO - Iter [1050/40000]	lr: 4.086e-05, eta: 4:50:03, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4386, decode.acc_seg: 72.1957, loss: 0.4386
2021-07-09 16:26:30,336 - mmseg - INFO - Iter [1100/40000]	lr: 4.275e-05, eta: 4:49:53, time: 0.453, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4925, decode.acc_seg: 72.9556, loss: 0.4925
2021-07-09 16:26:52,616 - mmseg - INFO - Iter [1150/40000]	lr: 4.464e-05, eta: 4:49:28, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4906, decode.acc_seg: 73.7877, loss: 0.4906
2021-07-09 16:27:14,821 - mmseg - INFO - Iter [1200/40000]	lr: 4.652e-05, eta: 4:49:01, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4367, decode.acc_seg: 75.6648, loss: 0.4367
2021-07-09 16:27:37,115 - mmseg - INFO - Iter [1250/40000]	lr: 4.840e-05, eta: 4:48:37, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4589, decode.acc_seg: 75.3090, loss: 0.4589
2021-07-09 16:27:59,498 - mmseg - INFO - Iter [1300/40000]	lr: 5.027e-05, eta: 4:48:15, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4616, decode.acc_seg: 75.6997, loss: 0.4616
2021-07-09 16:28:21,864 - mmseg - INFO - Iter [1350/40000]	lr: 5.214e-05, eta: 4:47:54, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4549, decode.acc_seg: 73.6339, loss: 0.4549
2021-07-09 16:28:44,122 - mmseg - INFO - Iter [1400/40000]	lr: 5.400e-05, eta: 4:47:29, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4677, decode.acc_seg: 76.6771, loss: 0.4677
2021-07-09 16:29:06,335 - mmseg - INFO - Iter [1450/40000]	lr: 5.586e-05, eta: 4:47:03, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4418, decode.acc_seg: 76.2728, loss: 0.4418
2021-07-09 16:29:28,611 - mmseg - INFO - Iter [1500/40000]	lr: 5.771e-05, eta: 4:46:39, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4541, decode.acc_seg: 74.9568, loss: 0.4541
2021-07-09 16:31:51,604 - mmseg - INFO - Iter [1550/40000]	lr: 5.768e-05, eta: 5:36:10, time: 2.860, data_time: 2.422, memory: 3415, decode.loss_seg: 0.4432, decode.acc_seg: 73.2576, loss: 0.4432
2021-07-09 16:32:14,008 - mmseg - INFO - Iter [1600/40000]	lr: 5.760e-05, eta: 5:34:12, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4061, decode.acc_seg: 74.5417, loss: 0.4061
2021-07-09 16:32:36,278 - mmseg - INFO - Iter [1650/40000]	lr: 5.753e-05, eta: 5:32:16, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4216, decode.acc_seg: 74.1623, loss: 0.4216
2021-07-09 16:32:58,569 - mmseg - INFO - Iter [1700/40000]	lr: 5.745e-05, eta: 5:30:27, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4079, decode.acc_seg: 74.6285, loss: 0.4079
2021-07-09 16:33:20,805 - mmseg - INFO - Iter [1750/40000]	lr: 5.738e-05, eta: 5:28:41, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3296, decode.acc_seg: 77.9582, loss: 0.3296
2021-07-09 16:33:43,132 - mmseg - INFO - Iter [1800/40000]	lr: 5.730e-05, eta: 5:27:02, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4343, decode.acc_seg: 76.4108, loss: 0.4343
2021-07-09 16:34:05,454 - mmseg - INFO - Iter [1850/40000]	lr: 5.723e-05, eta: 5:25:27, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4026, decode.acc_seg: 75.4024, loss: 0.4026
2021-07-09 16:34:27,691 - mmseg - INFO - Iter [1900/40000]	lr: 5.715e-05, eta: 5:23:54, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4139, decode.acc_seg: 74.4759, loss: 0.4139
2021-07-09 16:34:50,128 - mmseg - INFO - Iter [1950/40000]	lr: 5.708e-05, eta: 5:22:29, time: 0.449, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3879, decode.acc_seg: 76.6446, loss: 0.3879
2021-07-09 16:35:12,499 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 16:35:12,500 - mmseg - INFO - Iter [2000/40000]	lr: 5.700e-05, eta: 5:21:05, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4422, decode.acc_seg: 74.2259, loss: 0.4422
2021-07-09 16:35:35,078 - mmseg - INFO - Iter [2050/40000]	lr: 5.693e-05, eta: 5:19:49, time: 0.452, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3768, decode.acc_seg: 77.0717, loss: 0.3768
2021-07-09 16:35:57,339 - mmseg - INFO - Iter [2100/40000]	lr: 5.685e-05, eta: 5:18:29, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4412, decode.acc_seg: 75.0404, loss: 0.4412
2021-07-09 16:36:19,581 - mmseg - INFO - Iter [2150/40000]	lr: 5.678e-05, eta: 5:17:11, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4118, decode.acc_seg: 73.6810, loss: 0.4118
2021-07-09 16:36:41,898 - mmseg - INFO - Iter [2200/40000]	lr: 5.670e-05, eta: 5:15:58, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4369, decode.acc_seg: 73.7936, loss: 0.4369
2021-07-09 16:37:04,211 - mmseg - INFO - Iter [2250/40000]	lr: 5.663e-05, eta: 5:14:46, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4243, decode.acc_seg: 73.1959, loss: 0.4243
2021-07-09 16:37:26,473 - mmseg - INFO - Iter [2300/40000]	lr: 5.655e-05, eta: 5:13:36, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4319, decode.acc_seg: 75.7645, loss: 0.4319
2021-07-09 16:37:48,714 - mmseg - INFO - Iter [2350/40000]	lr: 5.648e-05, eta: 5:12:28, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4415, decode.acc_seg: 75.9731, loss: 0.4415
2021-07-09 16:38:11,152 - mmseg - INFO - Iter [2400/40000]	lr: 5.640e-05, eta: 5:11:24, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3853, decode.acc_seg: 74.9239, loss: 0.3853
2021-07-09 16:38:33,554 - mmseg - INFO - Iter [2450/40000]	lr: 5.633e-05, eta: 5:10:22, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3786, decode.acc_seg: 77.6594, loss: 0.3786
2021-07-09 16:38:55,786 - mmseg - INFO - Iter [2500/40000]	lr: 5.625e-05, eta: 5:09:19, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.4096, decode.acc_seg: 75.0101, loss: 0.4096
2021-07-09 16:39:18,118 - mmseg - INFO - Iter [2550/40000]	lr: 5.618e-05, eta: 5:08:18, time: 0.447, data_time: 0.008, memory: 3415, decode.loss_seg: 0.4225, decode.acc_seg: 75.6900, loss: 0.4225
2021-07-09 16:39:40,401 - mmseg - INFO - Iter [2600/40000]	lr: 5.610e-05, eta: 5:07:19, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3701, decode.acc_seg: 77.0921, loss: 0.3701
2021-07-09 16:40:02,614 - mmseg - INFO - Iter [2650/40000]	lr: 5.603e-05, eta: 5:06:20, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3637, decode.acc_seg: 77.3502, loss: 0.3637
2021-07-09 16:40:24,876 - mmseg - INFO - Iter [2700/40000]	lr: 5.595e-05, eta: 5:05:23, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4234, decode.acc_seg: 75.6026, loss: 0.4234
2021-07-09 16:40:47,266 - mmseg - INFO - Iter [2750/40000]	lr: 5.588e-05, eta: 5:04:29, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3454, decode.acc_seg: 76.4133, loss: 0.3454
2021-07-09 16:41:09,588 - mmseg - INFO - Iter [2800/40000]	lr: 5.580e-05, eta: 5:03:35, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.4076, decode.acc_seg: 76.9587, loss: 0.4076
2021-07-09 16:41:31,916 - mmseg - INFO - Iter [2850/40000]	lr: 5.573e-05, eta: 5:02:43, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3816, decode.acc_seg: 77.2998, loss: 0.3816
2021-07-09 16:41:54,196 - mmseg - INFO - Iter [2900/40000]	lr: 5.565e-05, eta: 5:01:50, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3891, decode.acc_seg: 76.4535, loss: 0.3891
2021-07-09 16:42:16,395 - mmseg - INFO - Iter [2950/40000]	lr: 5.558e-05, eta: 5:00:58, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3605, decode.acc_seg: 77.9236, loss: 0.3605
2021-07-09 16:42:38,677 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 16:42:38,678 - mmseg - INFO - Iter [3000/40000]	lr: 5.550e-05, eta: 5:00:08, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3960, decode.acc_seg: 76.5227, loss: 0.3960
2021-07-09 16:45:03,990 - mmseg - INFO - Iter [3050/40000]	lr: 5.543e-05, eta: 5:24:09, time: 2.906, data_time: 2.468, memory: 3415, decode.loss_seg: 0.3623, decode.acc_seg: 78.4925, loss: 0.3623
2021-07-09 16:45:26,309 - mmseg - INFO - Iter [3100/40000]	lr: 5.535e-05, eta: 5:22:55, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3749, decode.acc_seg: 77.5993, loss: 0.3749
2021-07-09 16:45:48,583 - mmseg - INFO - Iter [3150/40000]	lr: 5.528e-05, eta: 5:21:43, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3520, decode.acc_seg: 78.7639, loss: 0.3520
2021-07-09 16:46:10,795 - mmseg - INFO - Iter [3200/40000]	lr: 5.520e-05, eta: 5:20:31, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3835, decode.acc_seg: 75.5779, loss: 0.3835
2021-07-09 16:46:33,045 - mmseg - INFO - Iter [3250/40000]	lr: 5.513e-05, eta: 5:19:21, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3357, decode.acc_seg: 76.7173, loss: 0.3357
2021-07-09 16:46:55,365 - mmseg - INFO - Iter [3300/40000]	lr: 5.505e-05, eta: 5:18:13, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3780, decode.acc_seg: 76.4844, loss: 0.3780
2021-07-09 16:47:17,580 - mmseg - INFO - Iter [3350/40000]	lr: 5.498e-05, eta: 5:17:05, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3212, decode.acc_seg: 78.6901, loss: 0.3212
2021-07-09 16:47:40,057 - mmseg - INFO - Iter [3400/40000]	lr: 5.490e-05, eta: 5:16:02, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3824, decode.acc_seg: 77.5990, loss: 0.3824
2021-07-09 16:48:02,227 - mmseg - INFO - Iter [3450/40000]	lr: 5.483e-05, eta: 5:14:56, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3701, decode.acc_seg: 78.0954, loss: 0.3701
2021-07-09 16:48:24,438 - mmseg - INFO - Iter [3500/40000]	lr: 5.475e-05, eta: 5:13:53, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3510, decode.acc_seg: 75.7980, loss: 0.3510
2021-07-09 16:48:46,610 - mmseg - INFO - Iter [3550/40000]	lr: 5.468e-05, eta: 5:12:50, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3327, decode.acc_seg: 78.1661, loss: 0.3327
2021-07-09 16:49:09,060 - mmseg - INFO - Iter [3600/40000]	lr: 5.460e-05, eta: 5:11:51, time: 0.449, data_time: 0.008, memory: 3415, decode.loss_seg: 0.3541, decode.acc_seg: 77.2875, loss: 0.3541
2021-07-09 16:49:31,353 - mmseg - INFO - Iter [3650/40000]	lr: 5.453e-05, eta: 5:10:51, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3692, decode.acc_seg: 76.8154, loss: 0.3692
2021-07-09 16:49:53,614 - mmseg - INFO - Iter [3700/40000]	lr: 5.445e-05, eta: 5:09:52, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3814, decode.acc_seg: 75.4172, loss: 0.3814
2021-07-09 16:50:15,797 - mmseg - INFO - Iter [3750/40000]	lr: 5.438e-05, eta: 5:08:53, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3735, decode.acc_seg: 78.3149, loss: 0.3735
2021-07-09 16:50:38,020 - mmseg - INFO - Iter [3800/40000]	lr: 5.430e-05, eta: 5:07:56, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3470, decode.acc_seg: 78.2159, loss: 0.3470
2021-07-09 16:51:00,260 - mmseg - INFO - Iter [3850/40000]	lr: 5.423e-05, eta: 5:06:59, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3574, decode.acc_seg: 78.7701, loss: 0.3574
2021-07-09 16:51:22,753 - mmseg - INFO - Iter [3900/40000]	lr: 5.415e-05, eta: 5:06:06, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3313, decode.acc_seg: 77.0062, loss: 0.3313
2021-07-09 16:51:45,052 - mmseg - INFO - Iter [3950/40000]	lr: 5.408e-05, eta: 5:05:12, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3806, decode.acc_seg: 76.5461, loss: 0.3806
2021-07-09 16:52:07,310 - mmseg - INFO - Saving checkpoint at 4000 iterations
2021-07-09 16:52:08,059 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 16:52:08,061 - mmseg - INFO - Iter [4000/40000]	lr: 5.400e-05, eta: 5:04:25, time: 0.460, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3594, decode.acc_seg: 77.3249, loss: 0.3594
2021-07-09 16:52:30,271 - mmseg - INFO - Iter [4050/40000]	lr: 5.393e-05, eta: 5:03:32, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3666, decode.acc_seg: 76.0710, loss: 0.3666
2021-07-09 16:52:52,501 - mmseg - INFO - Iter [4100/40000]	lr: 5.385e-05, eta: 5:02:39, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3687, decode.acc_seg: 77.9023, loss: 0.3687
2021-07-09 16:53:14,754 - mmseg - INFO - Iter [4150/40000]	lr: 5.378e-05, eta: 5:01:48, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3533, decode.acc_seg: 78.4243, loss: 0.3533
2021-07-09 16:53:37,072 - mmseg - INFO - Iter [4200/40000]	lr: 5.370e-05, eta: 5:00:58, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3378, decode.acc_seg: 77.2196, loss: 0.3378
2021-07-09 16:53:59,281 - mmseg - INFO - Iter [4250/40000]	lr: 5.363e-05, eta: 5:00:07, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3283, decode.acc_seg: 78.9640, loss: 0.3283
2021-07-09 16:54:21,654 - mmseg - INFO - Iter [4300/40000]	lr: 5.355e-05, eta: 4:59:18, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2976, decode.acc_seg: 79.0584, loss: 0.2976
2021-07-09 16:54:43,833 - mmseg - INFO - Iter [4350/40000]	lr: 5.348e-05, eta: 4:58:29, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3465, decode.acc_seg: 77.2884, loss: 0.3465
2021-07-09 16:55:06,037 - mmseg - INFO - Iter [4400/40000]	lr: 5.340e-05, eta: 4:57:40, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3331, decode.acc_seg: 75.4002, loss: 0.3331
2021-07-09 16:55:28,349 - mmseg - INFO - Iter [4450/40000]	lr: 5.333e-05, eta: 4:56:53, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3460, decode.acc_seg: 78.2615, loss: 0.3460
2021-07-09 16:55:50,577 - mmseg - INFO - Iter [4500/40000]	lr: 5.325e-05, eta: 4:56:06, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3207, decode.acc_seg: 76.8898, loss: 0.3207
2021-07-09 16:58:11,621 - mmseg - INFO - Iter [4550/40000]	lr: 5.318e-05, eta: 5:10:45, time: 2.821, data_time: 2.381, memory: 3415, decode.loss_seg: 0.3188, decode.acc_seg: 79.0264, loss: 0.3188
2021-07-09 16:58:33,809 - mmseg - INFO - Iter [4600/40000]	lr: 5.310e-05, eta: 5:09:47, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3015, decode.acc_seg: 78.1056, loss: 0.3015
2021-07-09 16:58:56,090 - mmseg - INFO - Iter [4650/40000]	lr: 5.303e-05, eta: 5:08:50, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3286, decode.acc_seg: 77.4531, loss: 0.3286
2021-07-09 16:59:18,454 - mmseg - INFO - Iter [4700/40000]	lr: 5.295e-05, eta: 5:07:55, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3315, decode.acc_seg: 78.5119, loss: 0.3315
2021-07-09 16:59:40,795 - mmseg - INFO - Iter [4750/40000]	lr: 5.288e-05, eta: 5:07:00, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3400, decode.acc_seg: 77.4999, loss: 0.3400
2021-07-09 17:00:03,069 - mmseg - INFO - Iter [4800/40000]	lr: 5.280e-05, eta: 5:06:06, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2882, decode.acc_seg: 79.8139, loss: 0.2882
2021-07-09 17:00:25,264 - mmseg - INFO - Iter [4850/40000]	lr: 5.273e-05, eta: 5:05:12, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3223, decode.acc_seg: 76.2513, loss: 0.3223
2021-07-09 17:00:47,469 - mmseg - INFO - Iter [4900/40000]	lr: 5.265e-05, eta: 5:04:18, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2973, decode.acc_seg: 78.7041, loss: 0.2973
2021-07-09 17:01:09,677 - mmseg - INFO - Iter [4950/40000]	lr: 5.258e-05, eta: 5:03:25, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3444, decode.acc_seg: 78.5870, loss: 0.3444
2021-07-09 17:01:32,038 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 17:01:32,039 - mmseg - INFO - Iter [5000/40000]	lr: 5.250e-05, eta: 5:02:34, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3426, decode.acc_seg: 78.4484, loss: 0.3426
2021-07-09 17:01:54,456 - mmseg - INFO - Iter [5050/40000]	lr: 5.243e-05, eta: 5:01:44, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2950, decode.acc_seg: 77.7066, loss: 0.2950
2021-07-09 17:02:16,623 - mmseg - INFO - Iter [5100/40000]	lr: 5.235e-05, eta: 5:00:52, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3042, decode.acc_seg: 78.9299, loss: 0.3042
2021-07-09 17:02:38,953 - mmseg - INFO - Iter [5150/40000]	lr: 5.228e-05, eta: 5:00:02, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3563, decode.acc_seg: 78.2178, loss: 0.3563
2021-07-09 17:03:01,297 - mmseg - INFO - Iter [5200/40000]	lr: 5.220e-05, eta: 4:59:13, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3686, decode.acc_seg: 77.9542, loss: 0.3686
2021-07-09 17:03:23,834 - mmseg - INFO - Iter [5250/40000]	lr: 5.213e-05, eta: 4:58:26, time: 0.450, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3991, decode.acc_seg: 76.7397, loss: 0.3991
2021-07-09 17:03:46,081 - mmseg - INFO - Iter [5300/40000]	lr: 5.205e-05, eta: 4:57:37, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3235, decode.acc_seg: 77.4579, loss: 0.3235
2021-07-09 17:04:08,325 - mmseg - INFO - Iter [5350/40000]	lr: 5.198e-05, eta: 4:56:49, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3448, decode.acc_seg: 77.1555, loss: 0.3448
2021-07-09 17:04:30,590 - mmseg - INFO - Iter [5400/40000]	lr: 5.190e-05, eta: 4:56:01, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3077, decode.acc_seg: 77.7051, loss: 0.3077
2021-07-09 17:04:52,770 - mmseg - INFO - Iter [5450/40000]	lr: 5.183e-05, eta: 4:55:13, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2939, decode.acc_seg: 78.0414, loss: 0.2939
2021-07-09 17:05:15,281 - mmseg - INFO - Iter [5500/40000]	lr: 5.175e-05, eta: 4:54:28, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3143, decode.acc_seg: 77.6384, loss: 0.3143
2021-07-09 17:05:37,800 - mmseg - INFO - Iter [5550/40000]	lr: 5.168e-05, eta: 4:53:43, time: 0.450, data_time: 0.012, memory: 3415, decode.loss_seg: 0.3093, decode.acc_seg: 79.0842, loss: 0.3093
2021-07-09 17:06:00,001 - mmseg - INFO - Iter [5600/40000]	lr: 5.160e-05, eta: 4:52:57, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3284, decode.acc_seg: 78.5147, loss: 0.3284
2021-07-09 17:06:22,209 - mmseg - INFO - Iter [5650/40000]	lr: 5.153e-05, eta: 4:52:11, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2856, decode.acc_seg: 76.9573, loss: 0.2856
2021-07-09 17:06:44,610 - mmseg - INFO - Iter [5700/40000]	lr: 5.145e-05, eta: 4:51:27, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3379, decode.acc_seg: 78.7145, loss: 0.3379
2021-07-09 17:07:07,152 - mmseg - INFO - Iter [5750/40000]	lr: 5.138e-05, eta: 4:50:44, time: 0.451, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3067, decode.acc_seg: 77.4015, loss: 0.3067
2021-07-09 17:07:29,398 - mmseg - INFO - Iter [5800/40000]	lr: 5.130e-05, eta: 4:49:59, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2739, decode.acc_seg: 79.2199, loss: 0.2739
2021-07-09 17:07:51,587 - mmseg - INFO - Iter [5850/40000]	lr: 5.123e-05, eta: 4:49:15, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3161, decode.acc_seg: 77.9080, loss: 0.3161
2021-07-09 17:08:13,769 - mmseg - INFO - Iter [5900/40000]	lr: 5.115e-05, eta: 4:48:31, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2965, decode.acc_seg: 78.3970, loss: 0.2965
2021-07-09 17:08:35,948 - mmseg - INFO - Iter [5950/40000]	lr: 5.108e-05, eta: 4:47:47, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3254, decode.acc_seg: 77.9592, loss: 0.3254
2021-07-09 17:08:58,163 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 17:08:58,166 - mmseg - INFO - Iter [6000/40000]	lr: 5.100e-05, eta: 4:47:04, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2915, decode.acc_seg: 78.2440, loss: 0.2915
2021-07-09 17:11:19,473 - mmseg - INFO - Iter [6050/40000]	lr: 5.093e-05, eta: 4:57:29, time: 2.826, data_time: 2.381, memory: 3415, decode.loss_seg: 0.3172, decode.acc_seg: 77.3721, loss: 0.3172
2021-07-09 17:11:41,684 - mmseg - INFO - Iter [6100/40000]	lr: 5.085e-05, eta: 4:56:41, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2899, decode.acc_seg: 79.5282, loss: 0.2899
2021-07-09 17:12:03,938 - mmseg - INFO - Iter [6150/40000]	lr: 5.078e-05, eta: 4:55:52, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2613, decode.acc_seg: 80.1305, loss: 0.2613
2021-07-09 17:12:26,164 - mmseg - INFO - Iter [6200/40000]	lr: 5.070e-05, eta: 4:55:04, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2774, decode.acc_seg: 79.7548, loss: 0.2774
2021-07-09 17:12:48,479 - mmseg - INFO - Iter [6250/40000]	lr: 5.063e-05, eta: 4:54:17, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3280, decode.acc_seg: 80.0379, loss: 0.3280
2021-07-09 17:13:10,826 - mmseg - INFO - Iter [6300/40000]	lr: 5.055e-05, eta: 4:53:31, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2797, decode.acc_seg: 77.7303, loss: 0.2797
2021-07-09 17:13:33,220 - mmseg - INFO - Iter [6350/40000]	lr: 5.048e-05, eta: 4:52:45, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3173, decode.acc_seg: 78.6015, loss: 0.3173
2021-07-09 17:13:55,419 - mmseg - INFO - Iter [6400/40000]	lr: 5.040e-05, eta: 4:51:58, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2992, decode.acc_seg: 79.3173, loss: 0.2992
2021-07-09 17:14:17,708 - mmseg - INFO - Iter [6450/40000]	lr: 5.033e-05, eta: 4:51:12, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3097, decode.acc_seg: 78.6296, loss: 0.3097
2021-07-09 17:14:40,042 - mmseg - INFO - Iter [6500/40000]	lr: 5.025e-05, eta: 4:50:27, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2945, decode.acc_seg: 79.2816, loss: 0.2945
2021-07-09 17:15:02,503 - mmseg - INFO - Iter [6550/40000]	lr: 5.018e-05, eta: 4:49:43, time: 0.449, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2573, decode.acc_seg: 79.5266, loss: 0.2573
2021-07-09 17:15:24,729 - mmseg - INFO - Iter [6600/40000]	lr: 5.010e-05, eta: 4:48:58, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3139, decode.acc_seg: 79.9560, loss: 0.3139
2021-07-09 17:15:47,033 - mmseg - INFO - Iter [6650/40000]	lr: 5.003e-05, eta: 4:48:14, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2962, decode.acc_seg: 78.6901, loss: 0.2962
2021-07-09 17:16:09,241 - mmseg - INFO - Iter [6700/40000]	lr: 4.995e-05, eta: 4:47:29, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2848, decode.acc_seg: 78.6246, loss: 0.2848
2021-07-09 17:16:31,493 - mmseg - INFO - Iter [6750/40000]	lr: 4.988e-05, eta: 4:46:45, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3079, decode.acc_seg: 78.5237, loss: 0.3079
2021-07-09 17:16:53,780 - mmseg - INFO - Iter [6800/40000]	lr: 4.980e-05, eta: 4:46:02, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2855, decode.acc_seg: 78.8383, loss: 0.2855
2021-07-09 17:17:16,003 - mmseg - INFO - Iter [6850/40000]	lr: 4.973e-05, eta: 4:45:19, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3261, decode.acc_seg: 78.7063, loss: 0.3261
2021-07-09 17:17:38,203 - mmseg - INFO - Iter [6900/40000]	lr: 4.965e-05, eta: 4:44:35, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3254, decode.acc_seg: 77.1330, loss: 0.3254
2021-07-09 17:18:00,521 - mmseg - INFO - Iter [6950/40000]	lr: 4.958e-05, eta: 4:43:53, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2801, decode.acc_seg: 78.0510, loss: 0.2801
2021-07-09 17:18:22,773 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 17:18:22,774 - mmseg - INFO - Iter [7000/40000]	lr: 4.950e-05, eta: 4:43:11, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2794, decode.acc_seg: 79.4109, loss: 0.2794
2021-07-09 17:18:44,965 - mmseg - INFO - Iter [7050/40000]	lr: 4.943e-05, eta: 4:42:28, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3002, decode.acc_seg: 80.4237, loss: 0.3002
2021-07-09 17:19:07,161 - mmseg - INFO - Iter [7100/40000]	lr: 4.935e-05, eta: 4:41:46, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2853, decode.acc_seg: 78.6268, loss: 0.2853
2021-07-09 17:19:29,379 - mmseg - INFO - Iter [7150/40000]	lr: 4.928e-05, eta: 4:41:05, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3275, decode.acc_seg: 78.4244, loss: 0.3275
2021-07-09 17:19:54,297 - mmseg - INFO - Iter [7200/40000]	lr: 4.920e-05, eta: 4:40:36, time: 0.498, data_time: 0.051, memory: 3415, decode.loss_seg: 0.3042, decode.acc_seg: 79.1553, loss: 0.3042
2021-07-09 17:20:16,661 - mmseg - INFO - Iter [7250/40000]	lr: 4.913e-05, eta: 4:39:55, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2601, decode.acc_seg: 78.6124, loss: 0.2601
2021-07-09 17:20:38,947 - mmseg - INFO - Iter [7300/40000]	lr: 4.905e-05, eta: 4:39:14, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3013, decode.acc_seg: 78.7507, loss: 0.3013
2021-07-09 17:21:01,153 - mmseg - INFO - Iter [7350/40000]	lr: 4.898e-05, eta: 4:38:34, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2943, decode.acc_seg: 78.6780, loss: 0.2943
2021-07-09 17:21:23,451 - mmseg - INFO - Iter [7400/40000]	lr: 4.890e-05, eta: 4:37:53, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3129, decode.acc_seg: 77.5413, loss: 0.3129
2021-07-09 17:21:45,716 - mmseg - INFO - Iter [7450/40000]	lr: 4.883e-05, eta: 4:37:13, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2303, decode.acc_seg: 80.3502, loss: 0.2303
2021-07-09 17:22:07,875 - mmseg - INFO - Iter [7500/40000]	lr: 4.875e-05, eta: 4:36:33, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2857, decode.acc_seg: 80.6414, loss: 0.2857
2021-07-09 17:24:26,727 - mmseg - INFO - Iter [7550/40000]	lr: 4.868e-05, eta: 4:44:15, time: 2.777, data_time: 2.338, memory: 3415, decode.loss_seg: 0.2701, decode.acc_seg: 78.9340, loss: 0.2701
2021-07-09 17:24:48,895 - mmseg - INFO - Iter [7600/40000]	lr: 4.860e-05, eta: 4:43:31, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2742, decode.acc_seg: 79.5496, loss: 0.2742
2021-07-09 17:25:11,133 - mmseg - INFO - Iter [7650/40000]	lr: 4.853e-05, eta: 4:42:48, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2974, decode.acc_seg: 78.5910, loss: 0.2974
2021-07-09 17:25:33,347 - mmseg - INFO - Iter [7700/40000]	lr: 4.845e-05, eta: 4:42:05, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2884, decode.acc_seg: 78.6797, loss: 0.2884
2021-07-09 17:25:55,737 - mmseg - INFO - Iter [7750/40000]	lr: 4.838e-05, eta: 4:41:23, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2606, decode.acc_seg: 79.6122, loss: 0.2606
2021-07-09 17:26:18,189 - mmseg - INFO - Iter [7800/40000]	lr: 4.830e-05, eta: 4:40:41, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2669, decode.acc_seg: 81.0495, loss: 0.2669
2021-07-09 17:26:40,452 - mmseg - INFO - Iter [7850/40000]	lr: 4.823e-05, eta: 4:39:59, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2943, decode.acc_seg: 78.1422, loss: 0.2943
2021-07-09 17:27:02,747 - mmseg - INFO - Iter [7900/40000]	lr: 4.815e-05, eta: 4:39:17, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2458, decode.acc_seg: 80.2975, loss: 0.2458
2021-07-09 17:27:24,939 - mmseg - INFO - Iter [7950/40000]	lr: 4.808e-05, eta: 4:38:35, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2740, decode.acc_seg: 79.2888, loss: 0.2740
2021-07-09 17:27:47,306 - mmseg - INFO - Saving checkpoint at 8000 iterations
2021-07-09 17:27:47,915 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 17:27:47,917 - mmseg - INFO - Iter [8000/40000]	lr: 4.800e-05, eta: 4:37:57, time: 0.460, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2758, decode.acc_seg: 80.6659, loss: 0.2758
2021-07-09 17:28:10,184 - mmseg - INFO - Iter [8050/40000]	lr: 4.793e-05, eta: 4:37:16, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3262, decode.acc_seg: 77.0953, loss: 0.3262
2021-07-09 17:28:32,536 - mmseg - INFO - Iter [8100/40000]	lr: 4.785e-05, eta: 4:36:35, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2687, decode.acc_seg: 77.9929, loss: 0.2687
2021-07-09 17:28:54,733 - mmseg - INFO - Iter [8150/40000]	lr: 4.778e-05, eta: 4:35:54, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2530, decode.acc_seg: 78.8835, loss: 0.2530
2021-07-09 17:29:16,947 - mmseg - INFO - Iter [8200/40000]	lr: 4.770e-05, eta: 4:35:14, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2946, decode.acc_seg: 77.9177, loss: 0.2946
2021-07-09 17:29:39,207 - mmseg - INFO - Iter [8250/40000]	lr: 4.763e-05, eta: 4:34:33, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3135, decode.acc_seg: 79.7997, loss: 0.3135
2021-07-09 17:30:01,524 - mmseg - INFO - Iter [8300/40000]	lr: 4.755e-05, eta: 4:33:54, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2725, decode.acc_seg: 78.6456, loss: 0.2725
2021-07-09 17:30:23,823 - mmseg - INFO - Iter [8350/40000]	lr: 4.748e-05, eta: 4:33:14, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2824, decode.acc_seg: 79.1661, loss: 0.2824
2021-07-09 17:30:45,999 - mmseg - INFO - Iter [8400/40000]	lr: 4.740e-05, eta: 4:32:34, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2642, decode.acc_seg: 78.9057, loss: 0.2642
2021-07-09 17:31:08,251 - mmseg - INFO - Iter [8450/40000]	lr: 4.733e-05, eta: 4:31:55, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3071, decode.acc_seg: 77.8341, loss: 0.3071
2021-07-09 17:31:30,513 - mmseg - INFO - Iter [8500/40000]	lr: 4.725e-05, eta: 4:31:16, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.3388, decode.acc_seg: 77.7529, loss: 0.3388
2021-07-09 17:31:52,970 - mmseg - INFO - Iter [8550/40000]	lr: 4.718e-05, eta: 4:30:37, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2790, decode.acc_seg: 80.8485, loss: 0.2790
2021-07-09 17:32:15,261 - mmseg - INFO - Iter [8600/40000]	lr: 4.710e-05, eta: 4:29:59, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2914, decode.acc_seg: 80.1025, loss: 0.2914
2021-07-09 17:32:37,460 - mmseg - INFO - Iter [8650/40000]	lr: 4.703e-05, eta: 4:29:20, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2570, decode.acc_seg: 80.3039, loss: 0.2570
2021-07-09 17:32:59,656 - mmseg - INFO - Iter [8700/40000]	lr: 4.695e-05, eta: 4:28:41, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2914, decode.acc_seg: 77.9427, loss: 0.2914
2021-07-09 17:33:21,929 - mmseg - INFO - Iter [8750/40000]	lr: 4.688e-05, eta: 4:28:03, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3181, decode.acc_seg: 78.0731, loss: 0.3181
2021-07-09 17:33:44,118 - mmseg - INFO - Iter [8800/40000]	lr: 4.680e-05, eta: 4:27:25, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2894, decode.acc_seg: 79.2760, loss: 0.2894
2021-07-09 17:34:06,361 - mmseg - INFO - Iter [8850/40000]	lr: 4.673e-05, eta: 4:26:47, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3009, decode.acc_seg: 77.0712, loss: 0.3009
2021-07-09 17:34:28,663 - mmseg - INFO - Iter [8900/40000]	lr: 4.665e-05, eta: 4:26:09, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2733, decode.acc_seg: 79.1907, loss: 0.2733
2021-07-09 17:34:50,927 - mmseg - INFO - Iter [8950/40000]	lr: 4.658e-05, eta: 4:25:32, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3095, decode.acc_seg: 78.8932, loss: 0.3095
2021-07-09 17:35:13,096 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 17:35:13,097 - mmseg - INFO - Iter [9000/40000]	lr: 4.650e-05, eta: 4:24:54, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2753, decode.acc_seg: 78.2481, loss: 0.2753
2021-07-09 17:37:33,233 - mmseg - INFO - Iter [9050/40000]	lr: 4.643e-05, eta: 4:31:00, time: 2.803, data_time: 2.363, memory: 3415, decode.loss_seg: 0.3102, decode.acc_seg: 79.7693, loss: 0.3102
2021-07-09 17:37:55,483 - mmseg - INFO - Iter [9100/40000]	lr: 4.635e-05, eta: 4:30:20, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2448, decode.acc_seg: 80.9730, loss: 0.2448
2021-07-09 17:38:17,680 - mmseg - INFO - Iter [9150/40000]	lr: 4.628e-05, eta: 4:29:40, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2389, decode.acc_seg: 80.1653, loss: 0.2389
2021-07-09 17:38:39,931 - mmseg - INFO - Iter [9200/40000]	lr: 4.620e-05, eta: 4:29:01, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2744, decode.acc_seg: 79.9298, loss: 0.2744
2021-07-09 17:39:02,171 - mmseg - INFO - Iter [9250/40000]	lr: 4.613e-05, eta: 4:28:21, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2944, decode.acc_seg: 78.8161, loss: 0.2944
2021-07-09 17:39:24,463 - mmseg - INFO - Iter [9300/40000]	lr: 4.605e-05, eta: 4:27:42, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2954, decode.acc_seg: 79.9263, loss: 0.2954
2021-07-09 17:39:46,706 - mmseg - INFO - Iter [9350/40000]	lr: 4.598e-05, eta: 4:27:03, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2906, decode.acc_seg: 79.7684, loss: 0.2906
2021-07-09 17:40:08,892 - mmseg - INFO - Iter [9400/40000]	lr: 4.590e-05, eta: 4:26:24, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2626, decode.acc_seg: 79.1147, loss: 0.2626
2021-07-09 17:40:31,126 - mmseg - INFO - Iter [9450/40000]	lr: 4.583e-05, eta: 4:25:45, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2687, decode.acc_seg: 79.4901, loss: 0.2687
2021-07-09 17:40:53,434 - mmseg - INFO - Iter [9500/40000]	lr: 4.575e-05, eta: 4:25:07, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2610, decode.acc_seg: 79.7275, loss: 0.2610
2021-07-09 17:41:15,816 - mmseg - INFO - Iter [9550/40000]	lr: 4.568e-05, eta: 4:24:29, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2366, decode.acc_seg: 81.1103, loss: 0.2366
2021-07-09 17:41:38,145 - mmseg - INFO - Iter [9600/40000]	lr: 4.560e-05, eta: 4:23:51, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2717, decode.acc_seg: 79.2338, loss: 0.2717
2021-07-09 17:42:00,549 - mmseg - INFO - Iter [9650/40000]	lr: 4.553e-05, eta: 4:23:14, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2525, decode.acc_seg: 80.6913, loss: 0.2525
2021-07-09 17:42:22,756 - mmseg - INFO - Iter [9700/40000]	lr: 4.545e-05, eta: 4:22:36, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2682, decode.acc_seg: 79.6254, loss: 0.2682
2021-07-09 17:42:45,094 - mmseg - INFO - Iter [9750/40000]	lr: 4.538e-05, eta: 4:21:59, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2643, decode.acc_seg: 81.3237, loss: 0.2643
2021-07-09 17:43:07,383 - mmseg - INFO - Iter [9800/40000]	lr: 4.530e-05, eta: 4:21:21, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2616, decode.acc_seg: 79.3325, loss: 0.2616
2021-07-09 17:43:29,595 - mmseg - INFO - Iter [9850/40000]	lr: 4.523e-05, eta: 4:20:44, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2756, decode.acc_seg: 78.0385, loss: 0.2756
2021-07-09 17:43:51,812 - mmseg - INFO - Iter [9900/40000]	lr: 4.515e-05, eta: 4:20:07, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.3092, decode.acc_seg: 79.1473, loss: 0.3092
2021-07-09 17:44:14,023 - mmseg - INFO - Iter [9950/40000]	lr: 4.508e-05, eta: 4:19:29, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2377, decode.acc_seg: 82.6717, loss: 0.2377
2021-07-09 17:47:43,994 - mmseg - INFO - per class results:
2021-07-09 17:47:44,003 - mmseg - INFO - 
+-------------+-------+-------+
| Class       | IoU   | Acc   |
+-------------+-------+-------+
| background  | 92.59 | 95.64 |
| aeroplane   | 84.9  | 95.57 |
| bicycle     | 38.36 | 84.9  |
| bird        | 86.31 | 94.39 |
| boat        | 61.49 | 94.54 |
| bottle      | 70.2  | 90.28 |
| bus         | 85.5  | 93.97 |
| car         | 77.42 | 93.87 |
| cat         | 89.16 | 93.52 |
| chair       | 31.74 | 47.53 |
| cow         | 83.32 | 94.56 |
| diningtable | 53.48 | 60.02 |
| dog         | 83.96 | 94.54 |
| horse       | 79.31 | 86.14 |
| motorbike   | 77.36 | 84.74 |
| person      | 80.14 | 91.98 |
| pottedplant | 61.39 | 69.86 |
| sheep       | 79.09 | 89.95 |
| sofa        | 43.06 | 51.29 |
| train       | 81.58 | 89.63 |
| tvmonitor   | 58.5  | 74.44 |
+-------------+-------+-------+
2021-07-09 17:47:44,006 - mmseg - INFO - Summary:
2021-07-09 17:47:44,008 - mmseg - INFO - 
+--------+-------+-------+------+
| Scope  | mIoU  | mAcc  | aAcc |
+--------+-------+-------+------+
| global | 71.37 | 84.35 | 93.1 |
+--------+-------+-------+------+
2021-07-09 17:47:44,104 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 17:47:44,106 - mmseg - INFO - Iter(val) [10000]	mIoU: 0.7137, mAcc: 0.8435, aAcc: 0.9310
2021-07-09 17:48:06,375 - mmseg - INFO - Iter [10050/40000]	lr: 4.493e-05, eta: 4:26:29, time: 4.201, data_time: 3.762, memory: 3415, decode.loss_seg: 0.2247, decode.acc_seg: 79.9362, loss: 0.2247
2021-07-09 17:48:28,669 - mmseg - INFO - Iter [10100/40000]	lr: 4.485e-05, eta: 4:25:49, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2429, decode.acc_seg: 78.9068, loss: 0.2429
2021-07-09 17:48:50,969 - mmseg - INFO - Iter [10150/40000]	lr: 4.478e-05, eta: 4:25:10, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2740, decode.acc_seg: 80.8278, loss: 0.2740
2021-07-09 17:49:13,224 - mmseg - INFO - Iter [10200/40000]	lr: 4.470e-05, eta: 4:24:30, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2641, decode.acc_seg: 79.5537, loss: 0.2641
2021-07-09 17:49:35,482 - mmseg - INFO - Iter [10250/40000]	lr: 4.463e-05, eta: 4:23:51, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2720, decode.acc_seg: 79.4570, loss: 0.2720
2021-07-09 17:49:57,870 - mmseg - INFO - Iter [10300/40000]	lr: 4.455e-05, eta: 4:23:12, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2627, decode.acc_seg: 78.9817, loss: 0.2627
2021-07-09 17:50:20,140 - mmseg - INFO - Iter [10350/40000]	lr: 4.448e-05, eta: 4:22:33, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2427, decode.acc_seg: 79.2610, loss: 0.2427
2021-07-09 17:50:42,368 - mmseg - INFO - Iter [10400/40000]	lr: 4.440e-05, eta: 4:21:54, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2870, decode.acc_seg: 80.2631, loss: 0.2870
2021-07-09 17:51:04,750 - mmseg - INFO - Iter [10450/40000]	lr: 4.433e-05, eta: 4:21:16, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2687, decode.acc_seg: 79.7137, loss: 0.2687
2021-07-09 17:51:27,055 - mmseg - INFO - Iter [10500/40000]	lr: 4.425e-05, eta: 4:20:38, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2764, decode.acc_seg: 78.0218, loss: 0.2764
2021-07-09 17:53:47,986 - mmseg - INFO - Iter [10550/40000]	lr: 4.418e-05, eta: 4:25:31, time: 2.819, data_time: 2.381, memory: 3415, decode.loss_seg: 0.3003, decode.acc_seg: 78.4020, loss: 0.3003
2021-07-09 17:54:10,227 - mmseg - INFO - Iter [10600/40000]	lr: 4.410e-05, eta: 4:24:50, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2458, decode.acc_seg: 81.3170, loss: 0.2458
2021-07-09 17:54:32,554 - mmseg - INFO - Iter [10650/40000]	lr: 4.403e-05, eta: 4:24:10, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2497, decode.acc_seg: 80.3892, loss: 0.2497
2021-07-09 17:54:54,833 - mmseg - INFO - Iter [10700/40000]	lr: 4.395e-05, eta: 4:23:30, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2676, decode.acc_seg: 79.6717, loss: 0.2676
2021-07-09 17:55:17,228 - mmseg - INFO - Iter [10750/40000]	lr: 4.388e-05, eta: 4:22:51, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2770, decode.acc_seg: 80.2072, loss: 0.2770
2021-07-09 17:55:39,500 - mmseg - INFO - Iter [10800/40000]	lr: 4.380e-05, eta: 4:22:11, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2414, decode.acc_seg: 80.2897, loss: 0.2414
2021-07-09 17:56:01,729 - mmseg - INFO - Iter [10850/40000]	lr: 4.373e-05, eta: 4:21:32, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2624, decode.acc_seg: 81.4881, loss: 0.2624
2021-07-09 17:56:24,084 - mmseg - INFO - Iter [10900/40000]	lr: 4.365e-05, eta: 4:20:53, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2263, decode.acc_seg: 80.1163, loss: 0.2263
2021-07-09 17:56:46,396 - mmseg - INFO - Iter [10950/40000]	lr: 4.358e-05, eta: 4:20:14, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2319, decode.acc_seg: 80.6145, loss: 0.2319
2021-07-09 17:57:08,617 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 17:57:08,618 - mmseg - INFO - Iter [11000/40000]	lr: 4.350e-05, eta: 4:19:34, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2616, decode.acc_seg: 80.3173, loss: 0.2616
2021-07-09 17:57:30,815 - mmseg - INFO - Iter [11050/40000]	lr: 4.343e-05, eta: 4:18:55, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2553, decode.acc_seg: 80.3663, loss: 0.2553
2021-07-09 17:57:53,172 - mmseg - INFO - Iter [11100/40000]	lr: 4.335e-05, eta: 4:18:17, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2544, decode.acc_seg: 81.2830, loss: 0.2544
2021-07-09 17:58:15,479 - mmseg - INFO - Iter [11150/40000]	lr: 4.328e-05, eta: 4:17:38, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2419, decode.acc_seg: 79.6115, loss: 0.2419
2021-07-09 17:58:37,725 - mmseg - INFO - Iter [11200/40000]	lr: 4.320e-05, eta: 4:17:00, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2558, decode.acc_seg: 80.3823, loss: 0.2558
2021-07-09 17:58:59,944 - mmseg - INFO - Iter [11250/40000]	lr: 4.313e-05, eta: 4:16:21, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2717, decode.acc_seg: 81.7123, loss: 0.2717
2021-07-09 17:59:22,266 - mmseg - INFO - Iter [11300/40000]	lr: 4.305e-05, eta: 4:15:43, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2555, decode.acc_seg: 79.4898, loss: 0.2555
2021-07-09 17:59:44,469 - mmseg - INFO - Iter [11350/40000]	lr: 4.298e-05, eta: 4:15:05, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2763, decode.acc_seg: 79.6792, loss: 0.2763
2021-07-09 18:00:06,648 - mmseg - INFO - Iter [11400/40000]	lr: 4.290e-05, eta: 4:14:27, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2552, decode.acc_seg: 81.1980, loss: 0.2552
2021-07-09 18:00:28,895 - mmseg - INFO - Iter [11450/40000]	lr: 4.283e-05, eta: 4:13:49, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2808, decode.acc_seg: 79.8072, loss: 0.2808
2021-07-09 18:00:51,184 - mmseg - INFO - Iter [11500/40000]	lr: 4.275e-05, eta: 4:13:12, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2727, decode.acc_seg: 80.2407, loss: 0.2727
2021-07-09 18:01:13,707 - mmseg - INFO - Iter [11550/40000]	lr: 4.268e-05, eta: 4:12:35, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2405, decode.acc_seg: 80.7782, loss: 0.2405
2021-07-09 18:01:35,954 - mmseg - INFO - Iter [11600/40000]	lr: 4.260e-05, eta: 4:11:58, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2601, decode.acc_seg: 80.6275, loss: 0.2601
2021-07-09 18:01:58,218 - mmseg - INFO - Iter [11650/40000]	lr: 4.253e-05, eta: 4:11:21, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2574, decode.acc_seg: 80.1623, loss: 0.2574
2021-07-09 18:02:20,582 - mmseg - INFO - Iter [11700/40000]	lr: 4.245e-05, eta: 4:10:44, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2474, decode.acc_seg: 80.7506, loss: 0.2474
2021-07-09 18:02:42,808 - mmseg - INFO - Iter [11750/40000]	lr: 4.238e-05, eta: 4:10:07, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2322, decode.acc_seg: 79.7702, loss: 0.2322
2021-07-09 18:03:05,141 - mmseg - INFO - Iter [11800/40000]	lr: 4.230e-05, eta: 4:09:30, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2445, decode.acc_seg: 80.2778, loss: 0.2445
2021-07-09 18:03:27,468 - mmseg - INFO - Iter [11850/40000]	lr: 4.223e-05, eta: 4:08:53, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2310, decode.acc_seg: 80.3181, loss: 0.2310
2021-07-09 18:03:49,736 - mmseg - INFO - Iter [11900/40000]	lr: 4.215e-05, eta: 4:08:17, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2213, decode.acc_seg: 79.1022, loss: 0.2213
2021-07-09 18:04:11,931 - mmseg - INFO - Iter [11950/40000]	lr: 4.208e-05, eta: 4:07:40, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2811, decode.acc_seg: 80.1747, loss: 0.2811
2021-07-09 18:04:34,223 - mmseg - INFO - Saving checkpoint at 12000 iterations
2021-07-09 18:04:34,849 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 18:04:34,850 - mmseg - INFO - Iter [12000/40000]	lr: 4.200e-05, eta: 4:07:05, time: 0.458, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2660, decode.acc_seg: 80.4859, loss: 0.2660
2021-07-09 18:06:56,340 - mmseg - INFO - Iter [12050/40000]	lr: 4.193e-05, eta: 4:11:06, time: 2.830, data_time: 2.392, memory: 3415, decode.loss_seg: 0.2426, decode.acc_seg: 80.0305, loss: 0.2426
2021-07-09 18:07:18,514 - mmseg - INFO - Iter [12100/40000]	lr: 4.185e-05, eta: 4:10:28, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2866, decode.acc_seg: 78.4431, loss: 0.2866
2021-07-09 18:07:40,799 - mmseg - INFO - Iter [12150/40000]	lr: 4.178e-05, eta: 4:09:50, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2307, decode.acc_seg: 79.4550, loss: 0.2307
2021-07-09 18:08:03,126 - mmseg - INFO - Iter [12200/40000]	lr: 4.170e-05, eta: 4:09:13, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2316, decode.acc_seg: 79.9932, loss: 0.2316
2021-07-09 18:08:25,411 - mmseg - INFO - Iter [12250/40000]	lr: 4.163e-05, eta: 4:08:35, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2431, decode.acc_seg: 81.1431, loss: 0.2431
2021-07-09 18:08:47,668 - mmseg - INFO - Iter [12300/40000]	lr: 4.155e-05, eta: 4:07:58, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2516, decode.acc_seg: 81.2942, loss: 0.2516
2021-07-09 18:09:09,994 - mmseg - INFO - Iter [12350/40000]	lr: 4.148e-05, eta: 4:07:21, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2196, decode.acc_seg: 80.1139, loss: 0.2196
2021-07-09 18:09:32,195 - mmseg - INFO - Iter [12400/40000]	lr: 4.140e-05, eta: 4:06:44, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2426, decode.acc_seg: 81.8691, loss: 0.2426
2021-07-09 18:09:54,502 - mmseg - INFO - Iter [12450/40000]	lr: 4.133e-05, eta: 4:06:07, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2439, decode.acc_seg: 80.7141, loss: 0.2439
2021-07-09 18:10:16,818 - mmseg - INFO - Iter [12500/40000]	lr: 4.125e-05, eta: 4:05:30, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2756, decode.acc_seg: 78.1249, loss: 0.2756
2021-07-09 18:10:39,083 - mmseg - INFO - Iter [12550/40000]	lr: 4.118e-05, eta: 4:04:54, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2119, decode.acc_seg: 81.0599, loss: 0.2119
2021-07-09 18:11:01,311 - mmseg - INFO - Iter [12600/40000]	lr: 4.110e-05, eta: 4:04:17, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2417, decode.acc_seg: 79.7964, loss: 0.2417
2021-07-09 18:11:23,652 - mmseg - INFO - Iter [12650/40000]	lr: 4.103e-05, eta: 4:03:41, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2520, decode.acc_seg: 79.8914, loss: 0.2520
2021-07-09 18:11:45,910 - mmseg - INFO - Iter [12700/40000]	lr: 4.095e-05, eta: 4:03:05, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2214, decode.acc_seg: 80.3991, loss: 0.2214
2021-07-09 18:12:08,166 - mmseg - INFO - Iter [12750/40000]	lr: 4.088e-05, eta: 4:02:28, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2357, decode.acc_seg: 80.5683, loss: 0.2357
2021-07-09 18:12:30,330 - mmseg - INFO - Iter [12800/40000]	lr: 4.080e-05, eta: 4:01:52, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2618, decode.acc_seg: 79.1066, loss: 0.2618
2021-07-09 18:12:52,534 - mmseg - INFO - Iter [12850/40000]	lr: 4.073e-05, eta: 4:01:16, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2518, decode.acc_seg: 80.0400, loss: 0.2518
2021-07-09 18:13:14,722 - mmseg - INFO - Iter [12900/40000]	lr: 4.065e-05, eta: 4:00:40, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2422, decode.acc_seg: 81.1379, loss: 0.2422
2021-07-09 18:13:36,929 - mmseg - INFO - Iter [12950/40000]	lr: 4.058e-05, eta: 4:00:04, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2534, decode.acc_seg: 79.4675, loss: 0.2534
2021-07-09 18:13:59,071 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 18:13:59,072 - mmseg - INFO - Iter [13000/40000]	lr: 4.050e-05, eta: 3:59:28, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2381, decode.acc_seg: 80.1083, loss: 0.2381
2021-07-09 18:14:21,233 - mmseg - INFO - Iter [13050/40000]	lr: 4.043e-05, eta: 3:58:52, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2644, decode.acc_seg: 80.2163, loss: 0.2644
2021-07-09 18:14:43,553 - mmseg - INFO - Iter [13100/40000]	lr: 4.035e-05, eta: 3:58:17, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1982, decode.acc_seg: 82.7635, loss: 0.1982
2021-07-09 18:15:05,786 - mmseg - INFO - Iter [13150/40000]	lr: 4.028e-05, eta: 3:57:41, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2245, decode.acc_seg: 81.0128, loss: 0.2245
2021-07-09 18:15:28,268 - mmseg - INFO - Iter [13200/40000]	lr: 4.020e-05, eta: 3:57:07, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2447, decode.acc_seg: 80.9346, loss: 0.2447
2021-07-09 18:15:50,552 - mmseg - INFO - Iter [13250/40000]	lr: 4.013e-05, eta: 3:56:31, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2375, decode.acc_seg: 80.1732, loss: 0.2375
2021-07-09 18:16:12,835 - mmseg - INFO - Iter [13300/40000]	lr: 4.005e-05, eta: 3:55:56, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2535, decode.acc_seg: 81.1009, loss: 0.2535
2021-07-09 18:16:35,136 - mmseg - INFO - Iter [13350/40000]	lr: 3.998e-05, eta: 3:55:21, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2405, decode.acc_seg: 80.0377, loss: 0.2405
2021-07-09 18:16:57,508 - mmseg - INFO - Iter [13400/40000]	lr: 3.990e-05, eta: 3:54:47, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2590, decode.acc_seg: 79.7231, loss: 0.2590
2021-07-09 18:17:19,793 - mmseg - INFO - Iter [13450/40000]	lr: 3.983e-05, eta: 3:54:12, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2660, decode.acc_seg: 79.1867, loss: 0.2660
2021-07-09 18:17:42,024 - mmseg - INFO - Iter [13500/40000]	lr: 3.975e-05, eta: 3:53:37, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2333, decode.acc_seg: 78.7084, loss: 0.2333
2021-07-09 18:20:01,965 - mmseg - INFO - Iter [13550/40000]	lr: 3.968e-05, eta: 3:56:52, time: 2.799, data_time: 2.361, memory: 3415, decode.loss_seg: 0.2040, decode.acc_seg: 81.9651, loss: 0.2040
2021-07-09 18:20:24,198 - mmseg - INFO - Iter [13600/40000]	lr: 3.960e-05, eta: 3:56:16, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2411, decode.acc_seg: 80.7163, loss: 0.2411
2021-07-09 18:20:46,588 - mmseg - INFO - Iter [13650/40000]	lr: 3.953e-05, eta: 3:55:41, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2390, decode.acc_seg: 81.7380, loss: 0.2390
2021-07-09 18:21:09,103 - mmseg - INFO - Iter [13700/40000]	lr: 3.945e-05, eta: 3:55:06, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2013, decode.acc_seg: 81.0035, loss: 0.2013
2021-07-09 18:21:31,299 - mmseg - INFO - Iter [13750/40000]	lr: 3.938e-05, eta: 3:54:30, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2261, decode.acc_seg: 81.2797, loss: 0.2261
2021-07-09 18:21:53,533 - mmseg - INFO - Iter [13800/40000]	lr: 3.930e-05, eta: 3:53:55, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2364, decode.acc_seg: 82.2308, loss: 0.2364
2021-07-09 18:22:15,709 - mmseg - INFO - Iter [13850/40000]	lr: 3.923e-05, eta: 3:53:19, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2170, decode.acc_seg: 81.1624, loss: 0.2170
2021-07-09 18:22:38,317 - mmseg - INFO - Iter [13900/40000]	lr: 3.915e-05, eta: 3:52:45, time: 0.452, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2284, decode.acc_seg: 80.7327, loss: 0.2284
2021-07-09 18:23:00,663 - mmseg - INFO - Iter [13950/40000]	lr: 3.908e-05, eta: 3:52:10, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2098, decode.acc_seg: 79.9368, loss: 0.2098
2021-07-09 18:23:23,024 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 18:23:23,025 - mmseg - INFO - Iter [14000/40000]	lr: 3.900e-05, eta: 3:51:35, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2055, decode.acc_seg: 81.5203, loss: 0.2055
2021-07-09 18:23:45,501 - mmseg - INFO - Iter [14050/40000]	lr: 3.893e-05, eta: 3:51:00, time: 0.450, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2575, decode.acc_seg: 78.8664, loss: 0.2575
2021-07-09 18:24:07,718 - mmseg - INFO - Iter [14100/40000]	lr: 3.885e-05, eta: 3:50:25, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2070, decode.acc_seg: 82.0440, loss: 0.2070
2021-07-09 18:24:29,906 - mmseg - INFO - Iter [14150/40000]	lr: 3.878e-05, eta: 3:49:50, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2291, decode.acc_seg: 81.5218, loss: 0.2291
2021-07-09 18:24:52,129 - mmseg - INFO - Iter [14200/40000]	lr: 3.870e-05, eta: 3:49:16, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2299, decode.acc_seg: 82.0319, loss: 0.2299
2021-07-09 18:25:14,444 - mmseg - INFO - Iter [14250/40000]	lr: 3.863e-05, eta: 3:48:41, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2243, decode.acc_seg: 81.7664, loss: 0.2243
2021-07-09 18:25:36,718 - mmseg - INFO - Iter [14300/40000]	lr: 3.855e-05, eta: 3:48:07, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2205, decode.acc_seg: 80.1248, loss: 0.2205
2021-07-09 18:25:58,932 - mmseg - INFO - Iter [14350/40000]	lr: 3.848e-05, eta: 3:47:32, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1999, decode.acc_seg: 82.9831, loss: 0.1999
2021-07-09 18:26:21,097 - mmseg - INFO - Iter [14400/40000]	lr: 3.840e-05, eta: 3:46:58, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2382, decode.acc_seg: 80.3302, loss: 0.2382
2021-07-09 18:26:43,461 - mmseg - INFO - Iter [14450/40000]	lr: 3.833e-05, eta: 3:46:23, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2311, decode.acc_seg: 80.7603, loss: 0.2311
2021-07-09 18:27:05,746 - mmseg - INFO - Iter [14500/40000]	lr: 3.825e-05, eta: 3:45:49, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2226, decode.acc_seg: 81.5837, loss: 0.2226
2021-07-09 18:27:27,957 - mmseg - INFO - Iter [14550/40000]	lr: 3.818e-05, eta: 3:45:15, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2282, decode.acc_seg: 81.0957, loss: 0.2282
2021-07-09 18:27:50,165 - mmseg - INFO - Iter [14600/40000]	lr: 3.810e-05, eta: 3:44:41, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2286, decode.acc_seg: 79.3391, loss: 0.2286
2021-07-09 18:28:12,408 - mmseg - INFO - Iter [14650/40000]	lr: 3.803e-05, eta: 3:44:07, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2262, decode.acc_seg: 81.3704, loss: 0.2262
2021-07-09 18:28:34,697 - mmseg - INFO - Iter [14700/40000]	lr: 3.795e-05, eta: 3:43:33, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2351, decode.acc_seg: 79.7769, loss: 0.2351
2021-07-09 18:28:56,985 - mmseg - INFO - Iter [14750/40000]	lr: 3.788e-05, eta: 3:43:00, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2337, decode.acc_seg: 83.1789, loss: 0.2337
2021-07-09 18:29:19,273 - mmseg - INFO - Iter [14800/40000]	lr: 3.780e-05, eta: 3:42:26, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2364, decode.acc_seg: 80.3518, loss: 0.2364
2021-07-09 18:29:41,708 - mmseg - INFO - Iter [14850/40000]	lr: 3.773e-05, eta: 3:41:53, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2306, decode.acc_seg: 78.7206, loss: 0.2306
2021-07-09 18:30:03,934 - mmseg - INFO - Iter [14900/40000]	lr: 3.765e-05, eta: 3:41:19, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2474, decode.acc_seg: 79.8845, loss: 0.2474
2021-07-09 18:30:26,176 - mmseg - INFO - Iter [14950/40000]	lr: 3.758e-05, eta: 3:40:45, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2620, decode.acc_seg: 80.3217, loss: 0.2620
2021-07-09 18:30:48,670 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 18:30:48,673 - mmseg - INFO - Iter [15000/40000]	lr: 3.750e-05, eta: 3:40:12, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2273, decode.acc_seg: 80.6062, loss: 0.2273
2021-07-09 18:31:11,003 - mmseg - INFO - Iter [15050/40000]	lr: 3.743e-05, eta: 3:39:39, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2697, decode.acc_seg: 80.1490, loss: 0.2697
2021-07-09 18:33:33,031 - mmseg - INFO - Iter [15100/40000]	lr: 3.735e-05, eta: 3:42:23, time: 2.841, data_time: 2.401, memory: 3415, decode.loss_seg: 0.2231, decode.acc_seg: 81.6627, loss: 0.2231
2021-07-09 18:33:55,363 - mmseg - INFO - Iter [15150/40000]	lr: 3.728e-05, eta: 3:41:49, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2410, decode.acc_seg: 81.0837, loss: 0.2410
2021-07-09 18:34:17,618 - mmseg - INFO - Iter [15200/40000]	lr: 3.720e-05, eta: 3:41:15, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1958, decode.acc_seg: 80.8330, loss: 0.1958
2021-07-09 18:34:39,878 - mmseg - INFO - Iter [15250/40000]	lr: 3.713e-05, eta: 3:40:41, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2271, decode.acc_seg: 81.8880, loss: 0.2271
2021-07-09 18:35:02,131 - mmseg - INFO - Iter [15300/40000]	lr: 3.705e-05, eta: 3:40:07, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2125, decode.acc_seg: 81.9152, loss: 0.2125
2021-07-09 18:35:24,393 - mmseg - INFO - Iter [15350/40000]	lr: 3.698e-05, eta: 3:39:33, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2400, decode.acc_seg: 81.2004, loss: 0.2400
2021-07-09 18:35:46,644 - mmseg - INFO - Iter [15400/40000]	lr: 3.690e-05, eta: 3:38:59, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2352, decode.acc_seg: 80.3049, loss: 0.2352
2021-07-09 18:36:08,936 - mmseg - INFO - Iter [15450/40000]	lr: 3.683e-05, eta: 3:38:26, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2195, decode.acc_seg: 81.0469, loss: 0.2195
2021-07-09 18:36:31,170 - mmseg - INFO - Iter [15500/40000]	lr: 3.675e-05, eta: 3:37:52, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2322, decode.acc_seg: 80.3345, loss: 0.2322
2021-07-09 18:36:53,467 - mmseg - INFO - Iter [15550/40000]	lr: 3.668e-05, eta: 3:37:18, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2166, decode.acc_seg: 82.9537, loss: 0.2166
2021-07-09 18:37:15,828 - mmseg - INFO - Iter [15600/40000]	lr: 3.660e-05, eta: 3:36:45, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2261, decode.acc_seg: 80.7619, loss: 0.2261
2021-07-09 18:37:38,109 - mmseg - INFO - Iter [15650/40000]	lr: 3.653e-05, eta: 3:36:11, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1979, decode.acc_seg: 82.6378, loss: 0.1979
2021-07-09 18:38:00,492 - mmseg - INFO - Iter [15700/40000]	lr: 3.645e-05, eta: 3:35:38, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2145, decode.acc_seg: 79.9448, loss: 0.2145
2021-07-09 18:38:22,751 - mmseg - INFO - Iter [15750/40000]	lr: 3.638e-05, eta: 3:35:05, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2341, decode.acc_seg: 81.4793, loss: 0.2341
2021-07-09 18:38:45,005 - mmseg - INFO - Iter [15800/40000]	lr: 3.630e-05, eta: 3:34:32, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2321, decode.acc_seg: 79.0700, loss: 0.2321
2021-07-09 18:39:07,241 - mmseg - INFO - Iter [15850/40000]	lr: 3.623e-05, eta: 3:33:58, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2014, decode.acc_seg: 82.0900, loss: 0.2014
2021-07-09 18:39:29,749 - mmseg - INFO - Iter [15900/40000]	lr: 3.615e-05, eta: 3:33:26, time: 0.450, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2170, decode.acc_seg: 81.6652, loss: 0.2170
2021-07-09 18:39:52,148 - mmseg - INFO - Iter [15950/40000]	lr: 3.608e-05, eta: 3:32:53, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2234, decode.acc_seg: 80.9698, loss: 0.2234
2021-07-09 18:40:14,348 - mmseg - INFO - Saving checkpoint at 16000 iterations
2021-07-09 18:40:14,936 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 18:40:14,937 - mmseg - INFO - Iter [16000/40000]	lr: 3.600e-05, eta: 3:32:20, time: 0.456, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2057, decode.acc_seg: 80.0725, loss: 0.2057
2021-07-09 18:40:37,183 - mmseg - INFO - Iter [16050/40000]	lr: 3.593e-05, eta: 3:31:48, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2307, decode.acc_seg: 80.8066, loss: 0.2307
2021-07-09 18:40:59,433 - mmseg - INFO - Iter [16100/40000]	lr: 3.585e-05, eta: 3:31:15, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2128, decode.acc_seg: 82.1369, loss: 0.2128
2021-07-09 18:41:21,730 - mmseg - INFO - Iter [16150/40000]	lr: 3.578e-05, eta: 3:30:42, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2088, decode.acc_seg: 80.9434, loss: 0.2088
2021-07-09 18:41:43,945 - mmseg - INFO - Iter [16200/40000]	lr: 3.570e-05, eta: 3:30:09, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2435, decode.acc_seg: 81.3129, loss: 0.2435
2021-07-09 18:42:06,352 - mmseg - INFO - Iter [16250/40000]	lr: 3.563e-05, eta: 3:29:37, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2026, decode.acc_seg: 80.4283, loss: 0.2026
2021-07-09 18:42:28,578 - mmseg - INFO - Iter [16300/40000]	lr: 3.555e-05, eta: 3:29:04, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2143, decode.acc_seg: 80.8037, loss: 0.2143
2021-07-09 18:42:50,892 - mmseg - INFO - Iter [16350/40000]	lr: 3.548e-05, eta: 3:28:31, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2113, decode.acc_seg: 81.5335, loss: 0.2113
2021-07-09 18:43:13,180 - mmseg - INFO - Iter [16400/40000]	lr: 3.540e-05, eta: 3:27:59, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2401, decode.acc_seg: 81.0692, loss: 0.2401
2021-07-09 18:43:35,505 - mmseg - INFO - Iter [16450/40000]	lr: 3.533e-05, eta: 3:27:27, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2303, decode.acc_seg: 80.5230, loss: 0.2303
2021-07-09 18:43:57,768 - mmseg - INFO - Iter [16500/40000]	lr: 3.525e-05, eta: 3:26:54, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2206, decode.acc_seg: 80.3261, loss: 0.2206
2021-07-09 18:44:19,965 - mmseg - INFO - Iter [16550/40000]	lr: 3.518e-05, eta: 3:26:22, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2342, decode.acc_seg: 80.4900, loss: 0.2342
2021-07-09 18:46:41,891 - mmseg - INFO - Iter [16600/40000]	lr: 3.510e-05, eta: 3:28:38, time: 2.838, data_time: 2.393, memory: 3415, decode.loss_seg: 0.2329, decode.acc_seg: 81.7143, loss: 0.2329
2021-07-09 18:47:04,134 - mmseg - INFO - Iter [16650/40000]	lr: 3.503e-05, eta: 3:28:05, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2026, decode.acc_seg: 82.0362, loss: 0.2026
2021-07-09 18:47:26,336 - mmseg - INFO - Iter [16700/40000]	lr: 3.495e-05, eta: 3:27:32, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1991, decode.acc_seg: 81.7318, loss: 0.1991
2021-07-09 18:47:48,591 - mmseg - INFO - Iter [16750/40000]	lr: 3.488e-05, eta: 3:26:59, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2222, decode.acc_seg: 81.4530, loss: 0.2222
2021-07-09 18:48:10,805 - mmseg - INFO - Iter [16800/40000]	lr: 3.480e-05, eta: 3:26:26, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2003, decode.acc_seg: 81.5667, loss: 0.2003
2021-07-09 18:48:33,079 - mmseg - INFO - Iter [16850/40000]	lr: 3.473e-05, eta: 3:25:54, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2171, decode.acc_seg: 81.0756, loss: 0.2171
2021-07-09 18:48:55,295 - mmseg - INFO - Iter [16900/40000]	lr: 3.465e-05, eta: 3:25:21, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2041, decode.acc_seg: 83.9276, loss: 0.2041
2021-07-09 18:49:17,533 - mmseg - INFO - Iter [16950/40000]	lr: 3.458e-05, eta: 3:24:48, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2203, decode.acc_seg: 80.3313, loss: 0.2203
2021-07-09 18:49:39,796 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 18:49:39,797 - mmseg - INFO - Iter [17000/40000]	lr: 3.450e-05, eta: 3:24:16, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2086, decode.acc_seg: 82.0745, loss: 0.2086
2021-07-09 18:50:01,977 - mmseg - INFO - Iter [17050/40000]	lr: 3.443e-05, eta: 3:23:43, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2162, decode.acc_seg: 80.3859, loss: 0.2162
2021-07-09 18:50:24,160 - mmseg - INFO - Iter [17100/40000]	lr: 3.435e-05, eta: 3:23:10, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2155, decode.acc_seg: 80.9487, loss: 0.2155
2021-07-09 18:50:46,329 - mmseg - INFO - Iter [17150/40000]	lr: 3.428e-05, eta: 3:22:38, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2113, decode.acc_seg: 81.5235, loss: 0.2113
2021-07-09 18:51:08,614 - mmseg - INFO - Iter [17200/40000]	lr: 3.420e-05, eta: 3:22:05, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1994, decode.acc_seg: 82.1833, loss: 0.1994
2021-07-09 18:51:30,860 - mmseg - INFO - Iter [17250/40000]	lr: 3.413e-05, eta: 3:21:33, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2072, decode.acc_seg: 80.0087, loss: 0.2072
2021-07-09 18:51:53,169 - mmseg - INFO - Iter [17300/40000]	lr: 3.405e-05, eta: 3:21:01, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2244, decode.acc_seg: 79.8412, loss: 0.2244
2021-07-09 18:52:15,393 - mmseg - INFO - Iter [17350/40000]	lr: 3.398e-05, eta: 3:20:29, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2458, decode.acc_seg: 81.0066, loss: 0.2458
2021-07-09 18:52:37,527 - mmseg - INFO - Iter [17400/40000]	lr: 3.390e-05, eta: 3:19:56, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2253, decode.acc_seg: 80.0218, loss: 0.2253
2021-07-09 18:52:59,784 - mmseg - INFO - Iter [17450/40000]	lr: 3.383e-05, eta: 3:19:24, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1968, decode.acc_seg: 82.7337, loss: 0.1968
2021-07-09 18:53:22,238 - mmseg - INFO - Iter [17500/40000]	lr: 3.375e-05, eta: 3:18:53, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2135, decode.acc_seg: 81.0011, loss: 0.2135
2021-07-09 18:53:44,519 - mmseg - INFO - Iter [17550/40000]	lr: 3.368e-05, eta: 3:18:21, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1952, decode.acc_seg: 81.4414, loss: 0.1952
2021-07-09 18:54:07,094 - mmseg - INFO - Iter [17600/40000]	lr: 3.360e-05, eta: 3:17:49, time: 0.451, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2288, decode.acc_seg: 81.7612, loss: 0.2288
2021-07-09 18:54:29,365 - mmseg - INFO - Iter [17650/40000]	lr: 3.353e-05, eta: 3:17:17, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2145, decode.acc_seg: 80.7720, loss: 0.2145
2021-07-09 18:54:51,598 - mmseg - INFO - Iter [17700/40000]	lr: 3.345e-05, eta: 3:16:45, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2172, decode.acc_seg: 80.2534, loss: 0.2172
2021-07-09 18:55:13,862 - mmseg - INFO - Iter [17750/40000]	lr: 3.338e-05, eta: 3:16:14, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2263, decode.acc_seg: 80.9285, loss: 0.2263
2021-07-09 18:55:36,091 - mmseg - INFO - Iter [17800/40000]	lr: 3.330e-05, eta: 3:15:42, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2320, decode.acc_seg: 80.3517, loss: 0.2320
2021-07-09 18:55:58,424 - mmseg - INFO - Iter [17850/40000]	lr: 3.323e-05, eta: 3:15:10, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2029, decode.acc_seg: 81.9467, loss: 0.2029
2021-07-09 18:56:20,969 - mmseg - INFO - Iter [17900/40000]	lr: 3.315e-05, eta: 3:14:39, time: 0.451, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2085, decode.acc_seg: 80.7854, loss: 0.2085
2021-07-09 18:56:43,189 - mmseg - INFO - Iter [17950/40000]	lr: 3.308e-05, eta: 3:14:08, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2512, decode.acc_seg: 80.7515, loss: 0.2512
2021-07-09 18:57:05,457 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 18:57:05,458 - mmseg - INFO - Iter [18000/40000]	lr: 3.300e-05, eta: 3:13:36, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2084, decode.acc_seg: 79.9224, loss: 0.2084
2021-07-09 18:57:27,663 - mmseg - INFO - Iter [18050/40000]	lr: 3.293e-05, eta: 3:13:05, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2111, decode.acc_seg: 82.2026, loss: 0.2111
2021-07-09 18:59:48,509 - mmseg - INFO - Iter [18100/40000]	lr: 3.285e-05, eta: 3:14:57, time: 2.817, data_time: 2.373, memory: 3415, decode.loss_seg: 0.1989, decode.acc_seg: 81.6911, loss: 0.1989
2021-07-09 19:00:10,650 - mmseg - INFO - Iter [18150/40000]	lr: 3.278e-05, eta: 3:14:24, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2112, decode.acc_seg: 81.9720, loss: 0.2112
2021-07-09 19:00:32,864 - mmseg - INFO - Iter [18200/40000]	lr: 3.270e-05, eta: 3:13:52, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1922, decode.acc_seg: 82.9356, loss: 0.1922
2021-07-09 19:00:55,010 - mmseg - INFO - Iter [18250/40000]	lr: 3.263e-05, eta: 3:13:20, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1996, decode.acc_seg: 79.8737, loss: 0.1996
2021-07-09 19:01:17,239 - mmseg - INFO - Iter [18300/40000]	lr: 3.255e-05, eta: 3:12:48, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1864, decode.acc_seg: 80.1104, loss: 0.1864
2021-07-09 19:01:39,626 - mmseg - INFO - Iter [18350/40000]	lr: 3.248e-05, eta: 3:12:17, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2136, decode.acc_seg: 81.9869, loss: 0.2136
2021-07-09 19:02:01,845 - mmseg - INFO - Iter [18400/40000]	lr: 3.240e-05, eta: 3:11:45, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1804, decode.acc_seg: 82.5994, loss: 0.1804
2021-07-09 19:02:24,109 - mmseg - INFO - Iter [18450/40000]	lr: 3.233e-05, eta: 3:11:13, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2362, decode.acc_seg: 82.1115, loss: 0.2362
2021-07-09 19:02:46,326 - mmseg - INFO - Iter [18500/40000]	lr: 3.225e-05, eta: 3:10:41, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2043, decode.acc_seg: 82.2472, loss: 0.2043
2021-07-09 19:03:08,596 - mmseg - INFO - Iter [18550/40000]	lr: 3.218e-05, eta: 3:10:10, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2191, decode.acc_seg: 81.3104, loss: 0.2191
2021-07-09 19:03:30,787 - mmseg - INFO - Iter [18600/40000]	lr: 3.210e-05, eta: 3:09:38, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2102, decode.acc_seg: 81.5262, loss: 0.2102
2021-07-09 19:03:53,002 - mmseg - INFO - Iter [18650/40000]	lr: 3.203e-05, eta: 3:09:07, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2197, decode.acc_seg: 80.0983, loss: 0.2197
2021-07-09 19:04:15,142 - mmseg - INFO - Iter [18700/40000]	lr: 3.195e-05, eta: 3:08:35, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2097, decode.acc_seg: 81.2386, loss: 0.2097
2021-07-09 19:04:37,433 - mmseg - INFO - Iter [18750/40000]	lr: 3.188e-05, eta: 3:08:03, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2216, decode.acc_seg: 80.8846, loss: 0.2216
2021-07-09 19:04:59,634 - mmseg - INFO - Iter [18800/40000]	lr: 3.180e-05, eta: 3:07:32, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1841, decode.acc_seg: 82.3745, loss: 0.1841
2021-07-09 19:05:21,859 - mmseg - INFO - Iter [18850/40000]	lr: 3.173e-05, eta: 3:07:01, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1939, decode.acc_seg: 82.4733, loss: 0.1939
2021-07-09 19:05:44,032 - mmseg - INFO - Iter [18900/40000]	lr: 3.165e-05, eta: 3:06:29, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2061, decode.acc_seg: 82.9235, loss: 0.2061
2021-07-09 19:06:06,329 - mmseg - INFO - Iter [18950/40000]	lr: 3.158e-05, eta: 3:05:58, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2080, decode.acc_seg: 81.8810, loss: 0.2080
2021-07-09 19:06:28,698 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 19:06:28,699 - mmseg - INFO - Iter [19000/40000]	lr: 3.150e-05, eta: 3:05:27, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2141, decode.acc_seg: 80.6054, loss: 0.2141
2021-07-09 19:06:50,911 - mmseg - INFO - Iter [19050/40000]	lr: 3.143e-05, eta: 3:04:56, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2130, decode.acc_seg: 79.5645, loss: 0.2130
2021-07-09 19:07:13,235 - mmseg - INFO - Iter [19100/40000]	lr: 3.135e-05, eta: 3:04:25, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2068, decode.acc_seg: 82.5441, loss: 0.2068
2021-07-09 19:07:35,598 - mmseg - INFO - Iter [19150/40000]	lr: 3.128e-05, eta: 3:03:54, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2166, decode.acc_seg: 82.0184, loss: 0.2166
2021-07-09 19:07:57,793 - mmseg - INFO - Iter [19200/40000]	lr: 3.120e-05, eta: 3:03:23, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2192, decode.acc_seg: 81.1859, loss: 0.2192
2021-07-09 19:08:20,264 - mmseg - INFO - Iter [19250/40000]	lr: 3.113e-05, eta: 3:02:52, time: 0.450, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1732, decode.acc_seg: 82.7931, loss: 0.1732
2021-07-09 19:08:42,508 - mmseg - INFO - Iter [19300/40000]	lr: 3.105e-05, eta: 3:02:21, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2235, decode.acc_seg: 82.2985, loss: 0.2235
2021-07-09 19:09:04,735 - mmseg - INFO - Iter [19350/40000]	lr: 3.098e-05, eta: 3:01:50, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1886, decode.acc_seg: 81.6518, loss: 0.1886
2021-07-09 19:09:27,070 - mmseg - INFO - Iter [19400/40000]	lr: 3.090e-05, eta: 3:01:19, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1928, decode.acc_seg: 82.4649, loss: 0.1928
2021-07-09 19:09:49,270 - mmseg - INFO - Iter [19450/40000]	lr: 3.083e-05, eta: 3:00:49, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2213, decode.acc_seg: 82.7479, loss: 0.2213
2021-07-09 19:10:11,518 - mmseg - INFO - Iter [19500/40000]	lr: 3.075e-05, eta: 3:00:18, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2265, decode.acc_seg: 80.9124, loss: 0.2265
2021-07-09 19:10:33,713 - mmseg - INFO - Iter [19550/40000]	lr: 3.068e-05, eta: 2:59:47, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1963, decode.acc_seg: 81.7045, loss: 0.1963
2021-07-09 19:12:56,637 - mmseg - INFO - Iter [19600/40000]	lr: 3.060e-05, eta: 3:01:22, time: 2.858, data_time: 2.419, memory: 3415, decode.loss_seg: 0.1938, decode.acc_seg: 80.8740, loss: 0.1938
2021-07-09 19:13:18,930 - mmseg - INFO - Iter [19650/40000]	lr: 3.053e-05, eta: 3:00:51, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1926, decode.acc_seg: 82.4386, loss: 0.1926
2021-07-09 19:13:41,143 - mmseg - INFO - Iter [19700/40000]	lr: 3.045e-05, eta: 3:00:19, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1914, decode.acc_seg: 83.1078, loss: 0.1914
2021-07-09 19:14:03,335 - mmseg - INFO - Iter [19750/40000]	lr: 3.038e-05, eta: 2:59:48, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1794, decode.acc_seg: 83.4445, loss: 0.1794
2021-07-09 19:14:25,571 - mmseg - INFO - Iter [19800/40000]	lr: 3.030e-05, eta: 2:59:17, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1862, decode.acc_seg: 80.2454, loss: 0.1862
2021-07-09 19:14:47,761 - mmseg - INFO - Iter [19850/40000]	lr: 3.023e-05, eta: 2:58:46, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2048, decode.acc_seg: 82.7446, loss: 0.2048
2021-07-09 19:15:10,112 - mmseg - INFO - Iter [19900/40000]	lr: 3.015e-05, eta: 2:58:15, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1790, decode.acc_seg: 83.0970, loss: 0.1790
2021-07-09 19:15:32,304 - mmseg - INFO - Iter [19950/40000]	lr: 3.008e-05, eta: 2:57:44, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1907, decode.acc_seg: 81.9489, loss: 0.1907
2021-07-09 19:15:54,664 - mmseg - INFO - Saving checkpoint at 20000 iterations
2021-07-09 19:18:39,637 - mmseg - INFO - per class results:
2021-07-09 19:18:39,654 - mmseg - INFO - 
+-------------+-------+-------+
| Class       | IoU   | Acc   |
+-------------+-------+-------+
| background  | 93.52 | 96.78 |
| aeroplane   | 88.8  | 95.16 |
| bicycle     | 41.21 | 83.31 |
| bird        | 87.44 | 95.45 |
| boat        | 68.81 | 85.9  |
| bottle      | 69.72 | 90.03 |
| bus         | 88.25 | 93.69 |
| car         | 84.93 | 94.19 |
| cat         | 88.66 | 95.5  |
| chair       | 38.38 | 55.54 |
| cow         | 85.98 | 88.97 |
| diningtable | 54.17 | 61.12 |
| dog         | 85.84 | 92.28 |
| horse       | 78.72 | 94.5  |
| motorbike   | 80.81 | 91.11 |
| person      | 82.26 | 91.64 |
| pottedplant | 58.26 | 64.79 |
| sheep       | 85.3  | 93.72 |
| sofa        | 40.56 | 44.98 |
| train       | 84.37 | 89.52 |
| tvmonitor   | 67.06 | 77.22 |
+-------------+-------+-------+
2021-07-09 19:18:39,655 - mmseg - INFO - Summary:
2021-07-09 19:18:39,656 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 73.96 | 84.54 | 93.98 |
+--------+-------+-------+-------+
2021-07-09 19:18:39,786 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 19:18:39,787 - mmseg - INFO - Iter(val) [20000]	mIoU: 0.7396, mAcc: 0.8454, aAcc: 0.9398
2021-07-09 19:19:02,134 - mmseg - INFO - Iter [20050/40000]	lr: 2.993e-05, eta: 2:59:04, time: 3.736, data_time: 3.297, memory: 3415, decode.loss_seg: 0.1997, decode.acc_seg: 82.7535, loss: 0.1997
2021-07-09 19:19:24,319 - mmseg - INFO - Iter [20100/40000]	lr: 2.985e-05, eta: 2:58:32, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2046, decode.acc_seg: 81.6311, loss: 0.2046
2021-07-09 19:19:46,574 - mmseg - INFO - Iter [20150/40000]	lr: 2.978e-05, eta: 2:58:01, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2040, decode.acc_seg: 81.0420, loss: 0.2040
2021-07-09 19:20:08,871 - mmseg - INFO - Iter [20200/40000]	lr: 2.970e-05, eta: 2:57:29, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1699, decode.acc_seg: 82.9751, loss: 0.1699
2021-07-09 19:20:31,080 - mmseg - INFO - Iter [20250/40000]	lr: 2.963e-05, eta: 2:56:58, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2001, decode.acc_seg: 81.8373, loss: 0.2001
2021-07-09 19:20:53,287 - mmseg - INFO - Iter [20300/40000]	lr: 2.955e-05, eta: 2:56:26, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1918, decode.acc_seg: 82.8123, loss: 0.1918
2021-07-09 19:21:15,627 - mmseg - INFO - Iter [20350/40000]	lr: 2.948e-05, eta: 2:55:55, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2222, decode.acc_seg: 82.4824, loss: 0.2222
2021-07-09 19:21:37,942 - mmseg - INFO - Iter [20400/40000]	lr: 2.940e-05, eta: 2:55:24, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2147, decode.acc_seg: 82.7822, loss: 0.2147
2021-07-09 19:22:00,242 - mmseg - INFO - Iter [20450/40000]	lr: 2.933e-05, eta: 2:54:53, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1859, decode.acc_seg: 82.6698, loss: 0.1859
2021-07-09 19:22:22,521 - mmseg - INFO - Iter [20500/40000]	lr: 2.925e-05, eta: 2:54:21, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1880, decode.acc_seg: 82.9435, loss: 0.1880
2021-07-09 19:22:45,085 - mmseg - INFO - Iter [20550/40000]	lr: 2.918e-05, eta: 2:53:51, time: 0.451, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2135, decode.acc_seg: 82.5149, loss: 0.2135
2021-07-09 19:23:07,359 - mmseg - INFO - Iter [20600/40000]	lr: 2.910e-05, eta: 2:53:20, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1925, decode.acc_seg: 81.4832, loss: 0.1925
2021-07-09 19:23:29,666 - mmseg - INFO - Iter [20650/40000]	lr: 2.903e-05, eta: 2:52:49, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2008, decode.acc_seg: 81.5264, loss: 0.2008
2021-07-09 19:23:51,911 - mmseg - INFO - Iter [20700/40000]	lr: 2.895e-05, eta: 2:52:17, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1888, decode.acc_seg: 82.4130, loss: 0.1888
2021-07-09 19:24:14,160 - mmseg - INFO - Iter [20750/40000]	lr: 2.888e-05, eta: 2:51:47, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1812, decode.acc_seg: 82.1310, loss: 0.1812
2021-07-09 19:24:36,479 - mmseg - INFO - Iter [20800/40000]	lr: 2.880e-05, eta: 2:51:16, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2117, decode.acc_seg: 83.2473, loss: 0.2117
2021-07-09 19:24:58,637 - mmseg - INFO - Iter [20850/40000]	lr: 2.873e-05, eta: 2:50:45, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1865, decode.acc_seg: 81.4979, loss: 0.1865
2021-07-09 19:25:21,044 - mmseg - INFO - Iter [20900/40000]	lr: 2.865e-05, eta: 2:50:14, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1842, decode.acc_seg: 81.8871, loss: 0.1842
2021-07-09 19:25:43,249 - mmseg - INFO - Iter [20950/40000]	lr: 2.858e-05, eta: 2:49:43, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2284, decode.acc_seg: 82.7358, loss: 0.2284
2021-07-09 19:26:05,574 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 19:26:05,575 - mmseg - INFO - Iter [21000/40000]	lr: 2.850e-05, eta: 2:49:12, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2086, decode.acc_seg: 83.4036, loss: 0.2086
2021-07-09 19:26:28,200 - mmseg - INFO - Iter [21050/40000]	lr: 2.843e-05, eta: 2:48:42, time: 0.453, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1944, decode.acc_seg: 81.2147, loss: 0.1944
2021-07-09 19:28:49,923 - mmseg - INFO - Iter [21100/40000]	lr: 2.835e-05, eta: 2:49:58, time: 2.834, data_time: 2.395, memory: 3415, decode.loss_seg: 0.1799, decode.acc_seg: 82.5535, loss: 0.1799
2021-07-09 19:29:12,071 - mmseg - INFO - Iter [21150/40000]	lr: 2.828e-05, eta: 2:49:27, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1755, decode.acc_seg: 83.3078, loss: 0.1755
2021-07-09 19:29:34,320 - mmseg - INFO - Iter [21200/40000]	lr: 2.820e-05, eta: 2:48:56, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1786, decode.acc_seg: 83.1187, loss: 0.1786
2021-07-09 19:29:56,644 - mmseg - INFO - Iter [21250/40000]	lr: 2.813e-05, eta: 2:48:25, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1989, decode.acc_seg: 82.1388, loss: 0.1989
2021-07-09 19:30:18,917 - mmseg - INFO - Iter [21300/40000]	lr: 2.805e-05, eta: 2:47:54, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2055, decode.acc_seg: 82.6295, loss: 0.2055
2021-07-09 19:30:41,363 - mmseg - INFO - Iter [21350/40000]	lr: 2.798e-05, eta: 2:47:23, time: 0.449, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1793, decode.acc_seg: 83.1476, loss: 0.1793
2021-07-09 19:31:03,913 - mmseg - INFO - Iter [21400/40000]	lr: 2.790e-05, eta: 2:46:52, time: 0.451, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1812, decode.acc_seg: 82.7561, loss: 0.1812
2021-07-09 19:31:26,115 - mmseg - INFO - Iter [21450/40000]	lr: 2.783e-05, eta: 2:46:21, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2015, decode.acc_seg: 80.9184, loss: 0.2015
2021-07-09 19:31:48,320 - mmseg - INFO - Iter [21500/40000]	lr: 2.775e-05, eta: 2:45:50, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2167, decode.acc_seg: 80.7041, loss: 0.2167
2021-07-09 19:32:10,560 - mmseg - INFO - Iter [21550/40000]	lr: 2.768e-05, eta: 2:45:19, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1854, decode.acc_seg: 82.4738, loss: 0.1854
2021-07-09 19:32:32,811 - mmseg - INFO - Iter [21600/40000]	lr: 2.760e-05, eta: 2:44:48, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2131, decode.acc_seg: 82.3333, loss: 0.2131
2021-07-09 19:32:55,044 - mmseg - INFO - Iter [21650/40000]	lr: 2.753e-05, eta: 2:44:18, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1889, decode.acc_seg: 82.0959, loss: 0.1889
2021-07-09 19:33:17,247 - mmseg - INFO - Iter [21700/40000]	lr: 2.745e-05, eta: 2:43:47, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1861, decode.acc_seg: 81.6486, loss: 0.1861
2021-07-09 19:33:39,414 - mmseg - INFO - Iter [21750/40000]	lr: 2.738e-05, eta: 2:43:16, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2039, decode.acc_seg: 80.8612, loss: 0.2039
2021-07-09 19:34:01,769 - mmseg - INFO - Iter [21800/40000]	lr: 2.730e-05, eta: 2:42:46, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1815, decode.acc_seg: 81.8546, loss: 0.1815
2021-07-09 19:34:23,934 - mmseg - INFO - Iter [21850/40000]	lr: 2.723e-05, eta: 2:42:15, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2183, decode.acc_seg: 81.0426, loss: 0.2183
2021-07-09 19:34:46,120 - mmseg - INFO - Iter [21900/40000]	lr: 2.715e-05, eta: 2:41:44, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1943, decode.acc_seg: 79.8264, loss: 0.1943
2021-07-09 19:35:08,355 - mmseg - INFO - Iter [21950/40000]	lr: 2.708e-05, eta: 2:41:14, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1928, decode.acc_seg: 82.5482, loss: 0.1928
2021-07-09 19:35:30,593 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 19:35:30,594 - mmseg - INFO - Iter [22000/40000]	lr: 2.700e-05, eta: 2:40:43, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2142, decode.acc_seg: 81.6517, loss: 0.2142
2021-07-09 19:35:52,785 - mmseg - INFO - Iter [22050/40000]	lr: 2.693e-05, eta: 2:40:13, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2050, decode.acc_seg: 83.2084, loss: 0.2050
2021-07-09 19:36:14,906 - mmseg - INFO - Iter [22100/40000]	lr: 2.685e-05, eta: 2:39:42, time: 0.442, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1998, decode.acc_seg: 80.2200, loss: 0.1998
2021-07-09 19:36:37,132 - mmseg - INFO - Iter [22150/40000]	lr: 2.678e-05, eta: 2:39:12, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1740, decode.acc_seg: 80.7649, loss: 0.1740
2021-07-09 19:36:59,335 - mmseg - INFO - Iter [22200/40000]	lr: 2.670e-05, eta: 2:38:41, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1861, decode.acc_seg: 81.3648, loss: 0.1861
2021-07-09 19:37:21,614 - mmseg - INFO - Iter [22250/40000]	lr: 2.663e-05, eta: 2:38:11, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1734, decode.acc_seg: 83.6444, loss: 0.1734
2021-07-09 19:37:44,000 - mmseg - INFO - Iter [22300/40000]	lr: 2.655e-05, eta: 2:37:41, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1666, decode.acc_seg: 83.5795, loss: 0.1666
2021-07-09 19:38:06,169 - mmseg - INFO - Iter [22350/40000]	lr: 2.648e-05, eta: 2:37:10, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1863, decode.acc_seg: 83.2084, loss: 0.1863
2021-07-09 19:38:28,461 - mmseg - INFO - Iter [22400/40000]	lr: 2.640e-05, eta: 2:36:40, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2146, decode.acc_seg: 81.5816, loss: 0.2146
2021-07-09 19:38:50,793 - mmseg - INFO - Iter [22450/40000]	lr: 2.633e-05, eta: 2:36:10, time: 0.447, data_time: 0.009, memory: 3415, decode.loss_seg: 0.1926, decode.acc_seg: 81.8408, loss: 0.1926
2021-07-09 19:39:13,146 - mmseg - INFO - Iter [22500/40000]	lr: 2.625e-05, eta: 2:35:40, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1948, decode.acc_seg: 81.4629, loss: 0.1948
2021-07-09 19:39:35,336 - mmseg - INFO - Iter [22550/40000]	lr: 2.618e-05, eta: 2:35:10, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1738, decode.acc_seg: 82.1306, loss: 0.1738
2021-07-09 19:41:54,676 - mmseg - INFO - Iter [22600/40000]	lr: 2.610e-05, eta: 2:36:10, time: 2.787, data_time: 2.348, memory: 3415, decode.loss_seg: 0.1752, decode.acc_seg: 82.4925, loss: 0.1752
2021-07-09 19:42:16,977 - mmseg - INFO - Iter [22650/40000]	lr: 2.603e-05, eta: 2:35:39, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1618, decode.acc_seg: 81.1390, loss: 0.1618
2021-07-09 19:42:39,264 - mmseg - INFO - Iter [22700/40000]	lr: 2.595e-05, eta: 2:35:09, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2120, decode.acc_seg: 81.3947, loss: 0.2120
2021-07-09 19:43:01,427 - mmseg - INFO - Iter [22750/40000]	lr: 2.588e-05, eta: 2:34:38, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2216, decode.acc_seg: 81.6893, loss: 0.2216
2021-07-09 19:43:23,628 - mmseg - INFO - Iter [22800/40000]	lr: 2.580e-05, eta: 2:34:08, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2009, decode.acc_seg: 82.0740, loss: 0.2009
2021-07-09 19:43:45,853 - mmseg - INFO - Iter [22850/40000]	lr: 2.573e-05, eta: 2:33:38, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1941, decode.acc_seg: 83.0328, loss: 0.1941
2021-07-09 19:44:08,182 - mmseg - INFO - Iter [22900/40000]	lr: 2.565e-05, eta: 2:33:07, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2119, decode.acc_seg: 82.1124, loss: 0.2119
2021-07-09 19:44:30,358 - mmseg - INFO - Iter [22950/40000]	lr: 2.558e-05, eta: 2:32:37, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2039, decode.acc_seg: 81.5847, loss: 0.2039
2021-07-09 19:44:52,590 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 19:44:52,591 - mmseg - INFO - Iter [23000/40000]	lr: 2.550e-05, eta: 2:32:07, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1933, decode.acc_seg: 82.3405, loss: 0.1933
2021-07-09 19:45:14,810 - mmseg - INFO - Iter [23050/40000]	lr: 2.543e-05, eta: 2:31:36, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1997, decode.acc_seg: 83.0938, loss: 0.1997
2021-07-09 19:45:37,050 - mmseg - INFO - Iter [23100/40000]	lr: 2.535e-05, eta: 2:31:06, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1976, decode.acc_seg: 80.8103, loss: 0.1976
2021-07-09 19:45:59,289 - mmseg - INFO - Iter [23150/40000]	lr: 2.528e-05, eta: 2:30:36, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2035, decode.acc_seg: 81.8058, loss: 0.2035
2021-07-09 19:46:21,591 - mmseg - INFO - Iter [23200/40000]	lr: 2.520e-05, eta: 2:30:06, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2064, decode.acc_seg: 82.8152, loss: 0.2064
2021-07-09 19:46:43,777 - mmseg - INFO - Iter [23250/40000]	lr: 2.513e-05, eta: 2:29:36, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1666, decode.acc_seg: 83.8271, loss: 0.1666
2021-07-09 19:47:05,951 - mmseg - INFO - Iter [23300/40000]	lr: 2.505e-05, eta: 2:29:06, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1791, decode.acc_seg: 82.9049, loss: 0.1791
2021-07-09 19:47:28,198 - mmseg - INFO - Iter [23350/40000]	lr: 2.498e-05, eta: 2:28:36, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1684, decode.acc_seg: 83.4099, loss: 0.1684
2021-07-09 19:47:50,378 - mmseg - INFO - Iter [23400/40000]	lr: 2.490e-05, eta: 2:28:06, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1756, decode.acc_seg: 83.4009, loss: 0.1756
2021-07-09 19:48:12,694 - mmseg - INFO - Iter [23450/40000]	lr: 2.483e-05, eta: 2:27:36, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1803, decode.acc_seg: 82.5670, loss: 0.1803
2021-07-09 19:48:34,968 - mmseg - INFO - Iter [23500/40000]	lr: 2.475e-05, eta: 2:27:06, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1810, decode.acc_seg: 81.2046, loss: 0.1810
2021-07-09 19:48:57,229 - mmseg - INFO - Iter [23550/40000]	lr: 2.468e-05, eta: 2:26:36, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1997, decode.acc_seg: 82.5098, loss: 0.1997
2021-07-09 19:49:19,400 - mmseg - INFO - Iter [23600/40000]	lr: 2.460e-05, eta: 2:26:06, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1820, decode.acc_seg: 80.3919, loss: 0.1820
2021-07-09 19:49:41,628 - mmseg - INFO - Iter [23650/40000]	lr: 2.453e-05, eta: 2:25:36, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1869, decode.acc_seg: 82.6191, loss: 0.1869
2021-07-09 19:50:03,828 - mmseg - INFO - Iter [23700/40000]	lr: 2.445e-05, eta: 2:25:06, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1700, decode.acc_seg: 81.1456, loss: 0.1700
2021-07-09 19:50:26,034 - mmseg - INFO - Iter [23750/40000]	lr: 2.438e-05, eta: 2:24:37, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1905, decode.acc_seg: 82.0503, loss: 0.1905
2021-07-09 19:50:48,353 - mmseg - INFO - Iter [23800/40000]	lr: 2.430e-05, eta: 2:24:07, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1988, decode.acc_seg: 83.1568, loss: 0.1988
2021-07-09 19:51:10,629 - mmseg - INFO - Iter [23850/40000]	lr: 2.423e-05, eta: 2:23:37, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1906, decode.acc_seg: 83.2032, loss: 0.1906
2021-07-09 19:51:32,779 - mmseg - INFO - Iter [23900/40000]	lr: 2.415e-05, eta: 2:23:08, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1801, decode.acc_seg: 82.2114, loss: 0.1801
2021-07-09 19:51:55,132 - mmseg - INFO - Iter [23950/40000]	lr: 2.408e-05, eta: 2:22:38, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1775, decode.acc_seg: 81.3695, loss: 0.1775
2021-07-09 19:52:17,326 - mmseg - INFO - Saving checkpoint at 24000 iterations
2021-07-09 19:52:17,978 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 19:52:17,980 - mmseg - INFO - Iter [24000/40000]	lr: 2.400e-05, eta: 2:22:09, time: 0.457, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1806, decode.acc_seg: 81.9111, loss: 0.1806
2021-07-09 19:52:40,175 - mmseg - INFO - Iter [24050/40000]	lr: 2.393e-05, eta: 2:21:39, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2086, decode.acc_seg: 81.1080, loss: 0.2086
2021-07-09 19:55:01,002 - mmseg - INFO - Iter [24100/40000]	lr: 2.385e-05, eta: 2:22:28, time: 2.817, data_time: 2.378, memory: 3415, decode.loss_seg: 0.1844, decode.acc_seg: 81.5439, loss: 0.1844
2021-07-09 19:55:23,236 - mmseg - INFO - Iter [24150/40000]	lr: 2.378e-05, eta: 2:21:58, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1772, decode.acc_seg: 83.2732, loss: 0.1772
2021-07-09 19:55:45,532 - mmseg - INFO - Iter [24200/40000]	lr: 2.370e-05, eta: 2:21:28, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1802, decode.acc_seg: 83.3541, loss: 0.1802
2021-07-09 19:56:07,724 - mmseg - INFO - Iter [24250/40000]	lr: 2.363e-05, eta: 2:20:58, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1676, decode.acc_seg: 83.7796, loss: 0.1676
2021-07-09 19:56:29,960 - mmseg - INFO - Iter [24300/40000]	lr: 2.355e-05, eta: 2:20:28, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1596, decode.acc_seg: 81.9531, loss: 0.1596
2021-07-09 19:56:52,215 - mmseg - INFO - Iter [24350/40000]	lr: 2.348e-05, eta: 2:19:59, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1935, decode.acc_seg: 82.0999, loss: 0.1935
2021-07-09 19:57:14,452 - mmseg - INFO - Iter [24400/40000]	lr: 2.340e-05, eta: 2:19:29, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1600, decode.acc_seg: 81.7292, loss: 0.1600
2021-07-09 19:57:36,802 - mmseg - INFO - Iter [24450/40000]	lr: 2.333e-05, eta: 2:18:59, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.2109, decode.acc_seg: 81.9627, loss: 0.2109
2021-07-09 19:57:59,033 - mmseg - INFO - Iter [24500/40000]	lr: 2.325e-05, eta: 2:18:29, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1995, decode.acc_seg: 80.8582, loss: 0.1995
2021-07-09 19:58:21,262 - mmseg - INFO - Iter [24550/40000]	lr: 2.318e-05, eta: 2:18:00, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1750, decode.acc_seg: 83.5823, loss: 0.1750
2021-07-09 19:58:43,502 - mmseg - INFO - Iter [24600/40000]	lr: 2.310e-05, eta: 2:17:30, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1938, decode.acc_seg: 81.9721, loss: 0.1938
2021-07-09 19:59:05,763 - mmseg - INFO - Iter [24650/40000]	lr: 2.303e-05, eta: 2:17:00, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1689, decode.acc_seg: 83.7614, loss: 0.1689
2021-07-09 19:59:27,968 - mmseg - INFO - Iter [24700/40000]	lr: 2.295e-05, eta: 2:16:31, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1620, decode.acc_seg: 82.5770, loss: 0.1620
2021-07-09 19:59:50,165 - mmseg - INFO - Iter [24750/40000]	lr: 2.288e-05, eta: 2:16:01, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1637, decode.acc_seg: 84.0053, loss: 0.1637
2021-07-09 20:00:12,340 - mmseg - INFO - Iter [24800/40000]	lr: 2.280e-05, eta: 2:15:32, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1643, decode.acc_seg: 83.0380, loss: 0.1643
2021-07-09 20:00:34,521 - mmseg - INFO - Iter [24850/40000]	lr: 2.273e-05, eta: 2:15:02, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1713, decode.acc_seg: 82.1497, loss: 0.1713
2021-07-09 20:00:56,783 - mmseg - INFO - Iter [24900/40000]	lr: 2.265e-05, eta: 2:14:33, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2062, decode.acc_seg: 82.0917, loss: 0.2062
2021-07-09 20:01:19,251 - mmseg - INFO - Iter [24950/40000]	lr: 2.258e-05, eta: 2:14:03, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1737, decode.acc_seg: 81.3247, loss: 0.1737
2021-07-09 20:01:41,365 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 20:01:41,366 - mmseg - INFO - Iter [25000/40000]	lr: 2.250e-05, eta: 2:13:34, time: 0.442, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1626, decode.acc_seg: 82.5840, loss: 0.1626
2021-07-09 20:02:03,517 - mmseg - INFO - Iter [25050/40000]	lr: 2.243e-05, eta: 2:13:04, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1807, decode.acc_seg: 82.4523, loss: 0.1807
2021-07-09 20:02:26,017 - mmseg - INFO - Iter [25100/40000]	lr: 2.235e-05, eta: 2:12:35, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1546, decode.acc_seg: 81.6201, loss: 0.1546
2021-07-09 20:02:48,214 - mmseg - INFO - Iter [25150/40000]	lr: 2.228e-05, eta: 2:12:06, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1821, decode.acc_seg: 81.4918, loss: 0.1821
2021-07-09 20:03:10,447 - mmseg - INFO - Iter [25200/40000]	lr: 2.220e-05, eta: 2:11:37, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1826, decode.acc_seg: 83.4253, loss: 0.1826
2021-07-09 20:03:32,673 - mmseg - INFO - Iter [25250/40000]	lr: 2.213e-05, eta: 2:11:07, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1617, decode.acc_seg: 82.4043, loss: 0.1617
2021-07-09 20:03:55,156 - mmseg - INFO - Iter [25300/40000]	lr: 2.205e-05, eta: 2:10:38, time: 0.449, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1535, decode.acc_seg: 83.8181, loss: 0.1535
2021-07-09 20:04:17,380 - mmseg - INFO - Iter [25350/40000]	lr: 2.198e-05, eta: 2:10:09, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1825, decode.acc_seg: 82.3763, loss: 0.1825
2021-07-09 20:04:39,711 - mmseg - INFO - Iter [25400/40000]	lr: 2.190e-05, eta: 2:09:40, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1965, decode.acc_seg: 81.7862, loss: 0.1965
2021-07-09 20:05:02,042 - mmseg - INFO - Iter [25450/40000]	lr: 2.183e-05, eta: 2:09:11, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1927, decode.acc_seg: 81.4456, loss: 0.1927
2021-07-09 20:05:24,324 - mmseg - INFO - Iter [25500/40000]	lr: 2.175e-05, eta: 2:08:42, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1768, decode.acc_seg: 82.4509, loss: 0.1768
2021-07-09 20:05:46,536 - mmseg - INFO - Iter [25550/40000]	lr: 2.168e-05, eta: 2:08:12, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1789, decode.acc_seg: 83.7602, loss: 0.1789
2021-07-09 20:08:05,398 - mmseg - INFO - Iter [25600/40000]	lr: 2.160e-05, eta: 2:08:49, time: 2.777, data_time: 2.341, memory: 3415, decode.loss_seg: 0.1580, decode.acc_seg: 82.7525, loss: 0.1580
2021-07-09 20:08:27,781 - mmseg - INFO - Iter [25650/40000]	lr: 2.153e-05, eta: 2:08:20, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1731, decode.acc_seg: 82.5641, loss: 0.1731
2021-07-09 20:08:50,102 - mmseg - INFO - Iter [25700/40000]	lr: 2.145e-05, eta: 2:07:50, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1694, decode.acc_seg: 82.2532, loss: 0.1694
2021-07-09 20:09:12,380 - mmseg - INFO - Iter [25750/40000]	lr: 2.138e-05, eta: 2:07:21, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1922, decode.acc_seg: 82.3199, loss: 0.1922
2021-07-09 20:09:34,614 - mmseg - INFO - Iter [25800/40000]	lr: 2.130e-05, eta: 2:06:52, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1761, decode.acc_seg: 81.6392, loss: 0.1761
2021-07-09 20:09:57,084 - mmseg - INFO - Iter [25850/40000]	lr: 2.123e-05, eta: 2:06:22, time: 0.449, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1833, decode.acc_seg: 81.6251, loss: 0.1833
2021-07-09 20:10:19,428 - mmseg - INFO - Iter [25900/40000]	lr: 2.115e-05, eta: 2:05:53, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1639, decode.acc_seg: 83.5015, loss: 0.1639
2021-07-09 20:10:41,773 - mmseg - INFO - Iter [25950/40000]	lr: 2.108e-05, eta: 2:05:24, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1911, decode.acc_seg: 82.7857, loss: 0.1911
2021-07-09 20:11:04,256 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 20:11:04,256 - mmseg - INFO - Iter [26000/40000]	lr: 2.100e-05, eta: 2:04:55, time: 0.450, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1590, decode.acc_seg: 83.6917, loss: 0.1590
2021-07-09 20:11:26,536 - mmseg - INFO - Iter [26050/40000]	lr: 2.093e-05, eta: 2:04:26, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1768, decode.acc_seg: 82.6548, loss: 0.1768
2021-07-09 20:11:48,704 - mmseg - INFO - Iter [26100/40000]	lr: 2.085e-05, eta: 2:03:57, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1953, decode.acc_seg: 81.5084, loss: 0.1953
2021-07-09 20:12:11,093 - mmseg - INFO - Iter [26150/40000]	lr: 2.078e-05, eta: 2:03:28, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1534, decode.acc_seg: 83.2806, loss: 0.1534
2021-07-09 20:12:33,698 - mmseg - INFO - Iter [26200/40000]	lr: 2.070e-05, eta: 2:02:59, time: 0.452, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1763, decode.acc_seg: 82.0456, loss: 0.1763
2021-07-09 20:12:56,287 - mmseg - INFO - Iter [26250/40000]	lr: 2.063e-05, eta: 2:02:30, time: 0.452, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1721, decode.acc_seg: 82.1590, loss: 0.1721
2021-07-09 20:13:18,525 - mmseg - INFO - Iter [26300/40000]	lr: 2.055e-05, eta: 2:02:01, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1735, decode.acc_seg: 81.0281, loss: 0.1735
2021-07-09 20:13:40,766 - mmseg - INFO - Iter [26350/40000]	lr: 2.048e-05, eta: 2:01:32, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2123, decode.acc_seg: 82.4584, loss: 0.2123
2021-07-09 20:14:02,956 - mmseg - INFO - Iter [26400/40000]	lr: 2.040e-05, eta: 2:01:03, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1920, decode.acc_seg: 81.9254, loss: 0.1920
2021-07-09 20:14:25,233 - mmseg - INFO - Iter [26450/40000]	lr: 2.033e-05, eta: 2:00:34, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1706, decode.acc_seg: 83.4441, loss: 0.1706
2021-07-09 20:14:47,509 - mmseg - INFO - Iter [26500/40000]	lr: 2.025e-05, eta: 2:00:05, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1971, decode.acc_seg: 82.2410, loss: 0.1971
2021-07-09 20:15:09,747 - mmseg - INFO - Iter [26550/40000]	lr: 2.018e-05, eta: 1:59:36, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1900, decode.acc_seg: 81.5047, loss: 0.1900
2021-07-09 20:15:31,984 - mmseg - INFO - Iter [26600/40000]	lr: 2.010e-05, eta: 1:59:07, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1874, decode.acc_seg: 82.6195, loss: 0.1874
2021-07-09 20:15:54,383 - mmseg - INFO - Iter [26650/40000]	lr: 2.003e-05, eta: 1:58:38, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1569, decode.acc_seg: 84.2794, loss: 0.1569
2021-07-09 20:16:16,766 - mmseg - INFO - Iter [26700/40000]	lr: 1.995e-05, eta: 1:58:09, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1687, decode.acc_seg: 82.5639, loss: 0.1687
2021-07-09 20:16:39,015 - mmseg - INFO - Iter [26750/40000]	lr: 1.988e-05, eta: 1:57:40, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1666, decode.acc_seg: 81.4457, loss: 0.1666
2021-07-09 20:17:01,248 - mmseg - INFO - Iter [26800/40000]	lr: 1.980e-05, eta: 1:57:12, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1627, decode.acc_seg: 81.2277, loss: 0.1627
2021-07-09 20:17:23,487 - mmseg - INFO - Iter [26850/40000]	lr: 1.973e-05, eta: 1:56:43, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1822, decode.acc_seg: 84.2719, loss: 0.1822
2021-07-09 20:17:45,782 - mmseg - INFO - Iter [26900/40000]	lr: 1.965e-05, eta: 1:56:14, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1712, decode.acc_seg: 82.7119, loss: 0.1712
2021-07-09 20:18:08,082 - mmseg - INFO - Iter [26950/40000]	lr: 1.958e-05, eta: 1:55:45, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1590, decode.acc_seg: 81.8348, loss: 0.1590
2021-07-09 20:18:30,370 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 20:18:30,371 - mmseg - INFO - Iter [27000/40000]	lr: 1.950e-05, eta: 1:55:17, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1761, decode.acc_seg: 83.3896, loss: 0.1761
2021-07-09 20:18:52,647 - mmseg - INFO - Iter [27050/40000]	lr: 1.943e-05, eta: 1:54:48, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1767, decode.acc_seg: 81.7410, loss: 0.1767
2021-07-09 20:21:12,024 - mmseg - INFO - Iter [27100/40000]	lr: 1.935e-05, eta: 1:55:15, time: 2.788, data_time: 2.349, memory: 3415, decode.loss_seg: 0.1785, decode.acc_seg: 83.9238, loss: 0.1785
2021-07-09 20:21:34,307 - mmseg - INFO - Iter [27150/40000]	lr: 1.928e-05, eta: 1:54:46, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1719, decode.acc_seg: 81.8722, loss: 0.1719
2021-07-09 20:21:56,527 - mmseg - INFO - Iter [27200/40000]	lr: 1.920e-05, eta: 1:54:17, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1686, decode.acc_seg: 83.6405, loss: 0.1686
2021-07-09 20:22:18,755 - mmseg - INFO - Iter [27250/40000]	lr: 1.913e-05, eta: 1:53:48, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1427, decode.acc_seg: 82.1269, loss: 0.1427
2021-07-09 20:22:41,067 - mmseg - INFO - Iter [27300/40000]	lr: 1.905e-05, eta: 1:53:19, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1618, decode.acc_seg: 82.9015, loss: 0.1618
2021-07-09 20:23:03,345 - mmseg - INFO - Iter [27350/40000]	lr: 1.898e-05, eta: 1:52:50, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1522, decode.acc_seg: 84.0341, loss: 0.1522
2021-07-09 20:23:25,643 - mmseg - INFO - Iter [27400/40000]	lr: 1.890e-05, eta: 1:52:22, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1845, decode.acc_seg: 82.8073, loss: 0.1845
2021-07-09 20:23:47,875 - mmseg - INFO - Iter [27450/40000]	lr: 1.883e-05, eta: 1:51:53, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1691, decode.acc_seg: 81.8573, loss: 0.1691
2021-07-09 20:24:10,149 - mmseg - INFO - Iter [27500/40000]	lr: 1.875e-05, eta: 1:51:24, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1701, decode.acc_seg: 83.1773, loss: 0.1701
2021-07-09 20:24:32,564 - mmseg - INFO - Iter [27550/40000]	lr: 1.868e-05, eta: 1:50:55, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1648, decode.acc_seg: 81.5978, loss: 0.1648
2021-07-09 20:24:54,849 - mmseg - INFO - Iter [27600/40000]	lr: 1.860e-05, eta: 1:50:27, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1874, decode.acc_seg: 82.2486, loss: 0.1874
2021-07-09 20:25:17,060 - mmseg - INFO - Iter [27650/40000]	lr: 1.853e-05, eta: 1:49:58, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1729, decode.acc_seg: 82.4116, loss: 0.1729
2021-07-09 20:25:39,312 - mmseg - INFO - Iter [27700/40000]	lr: 1.845e-05, eta: 1:49:29, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1568, decode.acc_seg: 84.7749, loss: 0.1568
2021-07-09 20:26:01,621 - mmseg - INFO - Iter [27750/40000]	lr: 1.838e-05, eta: 1:49:01, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1578, decode.acc_seg: 82.0295, loss: 0.1578
2021-07-09 20:26:23,973 - mmseg - INFO - Iter [27800/40000]	lr: 1.830e-05, eta: 1:48:32, time: 0.447, data_time: 0.009, memory: 3415, decode.loss_seg: 0.1513, decode.acc_seg: 81.7762, loss: 0.1513
2021-07-09 20:26:46,336 - mmseg - INFO - Iter [27850/40000]	lr: 1.823e-05, eta: 1:48:03, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.2086, decode.acc_seg: 81.5472, loss: 0.2086
2021-07-09 20:27:08,653 - mmseg - INFO - Iter [27900/40000]	lr: 1.815e-05, eta: 1:47:35, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1899, decode.acc_seg: 82.7483, loss: 0.1899
2021-07-09 20:27:31,036 - mmseg - INFO - Iter [27950/40000]	lr: 1.808e-05, eta: 1:47:06, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1831, decode.acc_seg: 83.0059, loss: 0.1831
2021-07-09 20:27:53,332 - mmseg - INFO - Saving checkpoint at 28000 iterations
2021-07-09 20:27:53,963 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 20:27:53,964 - mmseg - INFO - Iter [28000/40000]	lr: 1.800e-05, eta: 1:46:38, time: 0.459, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1766, decode.acc_seg: 83.7486, loss: 0.1766
2021-07-09 20:28:16,206 - mmseg - INFO - Iter [28050/40000]	lr: 1.793e-05, eta: 1:46:09, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1788, decode.acc_seg: 82.9592, loss: 0.1788
2021-07-09 20:28:38,389 - mmseg - INFO - Iter [28100/40000]	lr: 1.785e-05, eta: 1:45:41, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1657, decode.acc_seg: 83.8396, loss: 0.1657
2021-07-09 20:29:00,725 - mmseg - INFO - Iter [28150/40000]	lr: 1.778e-05, eta: 1:45:12, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1693, decode.acc_seg: 84.3315, loss: 0.1693
2021-07-09 20:29:23,049 - mmseg - INFO - Iter [28200/40000]	lr: 1.770e-05, eta: 1:44:44, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1484, decode.acc_seg: 81.6124, loss: 0.1484
2021-07-09 20:29:45,407 - mmseg - INFO - Iter [28250/40000]	lr: 1.763e-05, eta: 1:44:16, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1800, decode.acc_seg: 83.2045, loss: 0.1800
2021-07-09 20:30:07,638 - mmseg - INFO - Iter [28300/40000]	lr: 1.755e-05, eta: 1:43:47, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1625, decode.acc_seg: 82.5343, loss: 0.1625
2021-07-09 20:30:29,885 - mmseg - INFO - Iter [28350/40000]	lr: 1.748e-05, eta: 1:43:19, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1584, decode.acc_seg: 81.3540, loss: 0.1584
2021-07-09 20:30:52,143 - mmseg - INFO - Iter [28400/40000]	lr: 1.740e-05, eta: 1:42:50, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1421, decode.acc_seg: 82.9986, loss: 0.1421
2021-07-09 20:31:14,500 - mmseg - INFO - Iter [28450/40000]	lr: 1.733e-05, eta: 1:42:22, time: 0.447, data_time: 0.008, memory: 3415, decode.loss_seg: 0.1517, decode.acc_seg: 83.6321, loss: 0.1517
2021-07-09 20:31:36,789 - mmseg - INFO - Iter [28500/40000]	lr: 1.725e-05, eta: 1:41:54, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1692, decode.acc_seg: 82.2020, loss: 0.1692
2021-07-09 20:31:59,156 - mmseg - INFO - Iter [28550/40000]	lr: 1.718e-05, eta: 1:41:25, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1884, decode.acc_seg: 83.0919, loss: 0.1884
2021-07-09 20:34:15,927 - mmseg - INFO - Iter [28600/40000]	lr: 1.710e-05, eta: 1:41:43, time: 2.735, data_time: 2.295, memory: 3415, decode.loss_seg: 0.1629, decode.acc_seg: 83.3193, loss: 0.1629
2021-07-09 20:34:38,423 - mmseg - INFO - Iter [28650/40000]	lr: 1.703e-05, eta: 1:41:14, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1729, decode.acc_seg: 83.1978, loss: 0.1729
2021-07-09 20:35:00,761 - mmseg - INFO - Iter [28700/40000]	lr: 1.695e-05, eta: 1:40:46, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1560, decode.acc_seg: 83.5313, loss: 0.1560
2021-07-09 20:35:23,024 - mmseg - INFO - Iter [28750/40000]	lr: 1.688e-05, eta: 1:40:17, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1659, decode.acc_seg: 83.3406, loss: 0.1659
2021-07-09 20:35:45,308 - mmseg - INFO - Iter [28800/40000]	lr: 1.680e-05, eta: 1:39:49, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1649, decode.acc_seg: 82.2018, loss: 0.1649
2021-07-09 20:36:07,587 - mmseg - INFO - Iter [28850/40000]	lr: 1.673e-05, eta: 1:39:20, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1598, decode.acc_seg: 83.4171, loss: 0.1598
2021-07-09 20:36:29,867 - mmseg - INFO - Iter [28900/40000]	lr: 1.665e-05, eta: 1:38:52, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1561, decode.acc_seg: 83.2158, loss: 0.1561
2021-07-09 20:36:52,336 - mmseg - INFO - Iter [28950/40000]	lr: 1.658e-05, eta: 1:38:24, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1798, decode.acc_seg: 82.1092, loss: 0.1798
2021-07-09 20:37:14,637 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 20:37:14,638 - mmseg - INFO - Iter [29000/40000]	lr: 1.650e-05, eta: 1:37:55, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1835, decode.acc_seg: 84.3412, loss: 0.1835
2021-07-09 20:37:36,958 - mmseg - INFO - Iter [29050/40000]	lr: 1.643e-05, eta: 1:37:27, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1492, decode.acc_seg: 82.7396, loss: 0.1492
2021-07-09 20:37:59,292 - mmseg - INFO - Iter [29100/40000]	lr: 1.635e-05, eta: 1:36:59, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1595, decode.acc_seg: 82.1775, loss: 0.1595
2021-07-09 20:38:21,535 - mmseg - INFO - Iter [29150/40000]	lr: 1.628e-05, eta: 1:36:30, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1643, decode.acc_seg: 83.8882, loss: 0.1643
2021-07-09 20:38:43,818 - mmseg - INFO - Iter [29200/40000]	lr: 1.620e-05, eta: 1:36:02, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1593, decode.acc_seg: 82.5025, loss: 0.1593
2021-07-09 20:39:06,105 - mmseg - INFO - Iter [29250/40000]	lr: 1.613e-05, eta: 1:35:34, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1684, decode.acc_seg: 82.8854, loss: 0.1684
2021-07-09 20:39:28,476 - mmseg - INFO - Iter [29300/40000]	lr: 1.605e-05, eta: 1:35:05, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1490, decode.acc_seg: 85.0576, loss: 0.1490
2021-07-09 20:39:50,712 - mmseg - INFO - Iter [29350/40000]	lr: 1.598e-05, eta: 1:34:37, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1544, decode.acc_seg: 82.1727, loss: 0.1544
2021-07-09 20:40:12,965 - mmseg - INFO - Iter [29400/40000]	lr: 1.590e-05, eta: 1:34:09, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1617, decode.acc_seg: 82.9806, loss: 0.1617
2021-07-09 20:40:35,198 - mmseg - INFO - Iter [29450/40000]	lr: 1.583e-05, eta: 1:33:41, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1655, decode.acc_seg: 83.7398, loss: 0.1655
2021-07-09 20:40:57,582 - mmseg - INFO - Iter [29500/40000]	lr: 1.575e-05, eta: 1:33:12, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1577, decode.acc_seg: 82.9183, loss: 0.1577
2021-07-09 20:41:19,976 - mmseg - INFO - Iter [29550/40000]	lr: 1.568e-05, eta: 1:32:44, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1669, decode.acc_seg: 84.6733, loss: 0.1669
2021-07-09 20:41:42,393 - mmseg - INFO - Iter [29600/40000]	lr: 1.560e-05, eta: 1:32:16, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1529, decode.acc_seg: 82.9846, loss: 0.1529
2021-07-09 20:42:04,674 - mmseg - INFO - Iter [29650/40000]	lr: 1.553e-05, eta: 1:31:48, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1609, decode.acc_seg: 83.0079, loss: 0.1609
2021-07-09 20:42:26,994 - mmseg - INFO - Iter [29700/40000]	lr: 1.545e-05, eta: 1:31:20, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1553, decode.acc_seg: 81.9608, loss: 0.1553
2021-07-09 20:42:49,427 - mmseg - INFO - Iter [29750/40000]	lr: 1.538e-05, eta: 1:30:52, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1828, decode.acc_seg: 82.4392, loss: 0.1828
2021-07-09 20:43:11,650 - mmseg - INFO - Iter [29800/40000]	lr: 1.530e-05, eta: 1:30:24, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1629, decode.acc_seg: 81.4625, loss: 0.1629
2021-07-09 20:43:34,096 - mmseg - INFO - Iter [29850/40000]	lr: 1.523e-05, eta: 1:29:56, time: 0.449, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1657, decode.acc_seg: 83.2062, loss: 0.1657
2021-07-09 20:43:56,430 - mmseg - INFO - Iter [29900/40000]	lr: 1.515e-05, eta: 1:29:28, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1735, decode.acc_seg: 82.5368, loss: 0.1735
2021-07-09 20:44:18,717 - mmseg - INFO - Iter [29950/40000]	lr: 1.508e-05, eta: 1:29:00, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1633, decode.acc_seg: 81.9475, loss: 0.1633
2021-07-09 20:47:18,343 - mmseg - INFO - per class results:
2021-07-09 20:47:18,346 - mmseg - INFO - 
+-------------+-------+-------+
| Class       | IoU   | Acc   |
+-------------+-------+-------+
| background  | 93.75 | 96.63 |
| aeroplane   | 87.57 | 94.95 |
| bicycle     | 41.98 | 90.14 |
| bird        | 88.25 | 96.2  |
| boat        | 64.84 | 86.92 |
| bottle      | 72.58 | 88.25 |
| bus         | 90.89 | 94.75 |
| car         | 85.47 | 94.03 |
| cat         | 90.78 | 95.05 |
| chair       | 40.19 | 56.24 |
| cow         | 89.18 | 92.77 |
| diningtable | 54.86 | 57.38 |
| dog         | 85.41 | 95.95 |
| horse       | 84.69 | 94.01 |
| motorbike   | 83.05 | 91.65 |
| person      | 83.04 | 90.85 |
| pottedplant | 64.23 | 80.09 |
| sheep       | 87.79 | 95.07 |
| sofa        | 51.24 | 62.04 |
| train       | 85.9  | 94.46 |
| tvmonitor   | 64.22 | 75.21 |
+-------------+-------+-------+
2021-07-09 20:47:18,347 - mmseg - INFO - Summary:
2021-07-09 20:47:18,348 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 75.71 | 86.79 | 94.33 |
+--------+-------+-------+-------+
2021-07-09 20:47:18,448 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 20:47:18,449 - mmseg - INFO - Iter(val) [30000]	mIoU: 0.7571, mAcc: 0.8679, aAcc: 0.9433
2021-07-09 20:47:40,825 - mmseg - INFO - Iter [30050/40000]	lr: 1.493e-05, eta: 1:28:49, time: 3.596, data_time: 3.155, memory: 3415, decode.loss_seg: 0.1543, decode.acc_seg: 81.8533, loss: 0.1543
2021-07-09 20:48:03,248 - mmseg - INFO - Iter [30100/40000]	lr: 1.485e-05, eta: 1:28:20, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1789, decode.acc_seg: 83.7009, loss: 0.1789
2021-07-09 20:50:14,307 - mmseg - INFO - Iter [30150/40000]	lr: 1.478e-05, eta: 1:28:28, time: 2.621, data_time: 2.182, memory: 3415, decode.loss_seg: 0.1562, decode.acc_seg: 83.1738, loss: 0.1562
2021-07-09 20:50:36,639 - mmseg - INFO - Iter [30200/40000]	lr: 1.470e-05, eta: 1:27:59, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1529, decode.acc_seg: 81.9267, loss: 0.1529
2021-07-09 20:50:58,877 - mmseg - INFO - Iter [30250/40000]	lr: 1.463e-05, eta: 1:27:31, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1676, decode.acc_seg: 83.0628, loss: 0.1676
2021-07-09 20:51:21,181 - mmseg - INFO - Iter [30300/40000]	lr: 1.455e-05, eta: 1:27:02, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1701, decode.acc_seg: 82.8504, loss: 0.1701
2021-07-09 20:51:43,442 - mmseg - INFO - Iter [30350/40000]	lr: 1.448e-05, eta: 1:26:34, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1732, decode.acc_seg: 84.1387, loss: 0.1732
2021-07-09 20:52:05,663 - mmseg - INFO - Iter [30400/40000]	lr: 1.440e-05, eta: 1:26:06, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1484, decode.acc_seg: 84.0180, loss: 0.1484
2021-07-09 20:52:27,932 - mmseg - INFO - Iter [30450/40000]	lr: 1.433e-05, eta: 1:25:37, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1629, decode.acc_seg: 82.9480, loss: 0.1629
2021-07-09 20:52:50,241 - mmseg - INFO - Iter [30500/40000]	lr: 1.425e-05, eta: 1:25:09, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1639, decode.acc_seg: 82.9058, loss: 0.1639
2021-07-09 20:53:12,614 - mmseg - INFO - Iter [30550/40000]	lr: 1.418e-05, eta: 1:24:41, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1755, decode.acc_seg: 83.1804, loss: 0.1755
2021-07-09 20:53:34,875 - mmseg - INFO - Iter [30600/40000]	lr: 1.410e-05, eta: 1:24:12, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1620, decode.acc_seg: 82.6109, loss: 0.1620
2021-07-09 20:53:57,394 - mmseg - INFO - Iter [30650/40000]	lr: 1.403e-05, eta: 1:23:44, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1456, decode.acc_seg: 82.3106, loss: 0.1456
2021-07-09 20:54:19,935 - mmseg - INFO - Iter [30700/40000]	lr: 1.395e-05, eta: 1:23:16, time: 0.451, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1448, decode.acc_seg: 84.4625, loss: 0.1448
2021-07-09 20:54:43,066 - mmseg - INFO - Iter [30750/40000]	lr: 1.388e-05, eta: 1:22:48, time: 0.463, data_time: 0.020, memory: 3415, decode.loss_seg: 0.1557, decode.acc_seg: 82.2840, loss: 0.1557
2021-07-09 20:55:05,365 - mmseg - INFO - Iter [30800/40000]	lr: 1.380e-05, eta: 1:22:20, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1481, decode.acc_seg: 82.5763, loss: 0.1481
2021-07-09 20:55:27,646 - mmseg - INFO - Iter [30850/40000]	lr: 1.373e-05, eta: 1:21:51, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1528, decode.acc_seg: 83.3172, loss: 0.1528
2021-07-09 20:55:49,971 - mmseg - INFO - Iter [30900/40000]	lr: 1.365e-05, eta: 1:21:23, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1476, decode.acc_seg: 82.8001, loss: 0.1476
2021-07-09 20:56:12,241 - mmseg - INFO - Iter [30950/40000]	lr: 1.358e-05, eta: 1:20:55, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1434, decode.acc_seg: 83.1665, loss: 0.1434
2021-07-09 20:56:34,588 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 20:56:34,589 - mmseg - INFO - Iter [31000/40000]	lr: 1.350e-05, eta: 1:20:27, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1705, decode.acc_seg: 83.2190, loss: 0.1705
2021-07-09 20:56:56,922 - mmseg - INFO - Iter [31050/40000]	lr: 1.343e-05, eta: 1:19:59, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1707, decode.acc_seg: 82.6297, loss: 0.1707
2021-07-09 20:57:19,272 - mmseg - INFO - Iter [31100/40000]	lr: 1.335e-05, eta: 1:19:31, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1816, decode.acc_seg: 83.2653, loss: 0.1816
2021-07-09 20:57:41,567 - mmseg - INFO - Iter [31150/40000]	lr: 1.328e-05, eta: 1:19:03, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1646, decode.acc_seg: 83.3504, loss: 0.1646
2021-07-09 20:58:03,878 - mmseg - INFO - Iter [31200/40000]	lr: 1.320e-05, eta: 1:18:35, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1541, decode.acc_seg: 84.9484, loss: 0.1541
2021-07-09 20:58:26,253 - mmseg - INFO - Iter [31250/40000]	lr: 1.313e-05, eta: 1:18:07, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1698, decode.acc_seg: 82.9670, loss: 0.1698
2021-07-09 20:58:48,741 - mmseg - INFO - Iter [31300/40000]	lr: 1.305e-05, eta: 1:17:39, time: 0.450, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1677, decode.acc_seg: 83.6509, loss: 0.1677
2021-07-09 20:59:11,036 - mmseg - INFO - Iter [31350/40000]	lr: 1.298e-05, eta: 1:17:11, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1571, decode.acc_seg: 82.8751, loss: 0.1571
2021-07-09 20:59:33,469 - mmseg - INFO - Iter [31400/40000]	lr: 1.290e-05, eta: 1:16:43, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1580, decode.acc_seg: 83.4655, loss: 0.1580
2021-07-09 20:59:55,757 - mmseg - INFO - Iter [31450/40000]	lr: 1.283e-05, eta: 1:16:15, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1522, decode.acc_seg: 84.0195, loss: 0.1522
2021-07-09 21:00:18,042 - mmseg - INFO - Iter [31500/40000]	lr: 1.275e-05, eta: 1:15:47, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1514, decode.acc_seg: 82.4040, loss: 0.1514
2021-07-09 21:00:40,312 - mmseg - INFO - Iter [31550/40000]	lr: 1.268e-05, eta: 1:15:19, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1541, decode.acc_seg: 82.9093, loss: 0.1541
2021-07-09 21:01:02,569 - mmseg - INFO - Iter [31600/40000]	lr: 1.260e-05, eta: 1:14:51, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1437, decode.acc_seg: 83.3289, loss: 0.1437
2021-07-09 21:03:16,164 - mmseg - INFO - Iter [31650/40000]	lr: 1.253e-05, eta: 1:14:52, time: 2.672, data_time: 2.232, memory: 3415, decode.loss_seg: 0.1669, decode.acc_seg: 83.7106, loss: 0.1669
2021-07-09 21:03:38,462 - mmseg - INFO - Iter [31700/40000]	lr: 1.245e-05, eta: 1:14:24, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1353, decode.acc_seg: 83.8564, loss: 0.1353
2021-07-09 21:04:00,717 - mmseg - INFO - Iter [31750/40000]	lr: 1.238e-05, eta: 1:13:56, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1471, decode.acc_seg: 83.1688, loss: 0.1471
2021-07-09 21:04:22,947 - mmseg - INFO - Iter [31800/40000]	lr: 1.230e-05, eta: 1:13:28, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1548, decode.acc_seg: 83.6347, loss: 0.1548
2021-07-09 21:04:45,187 - mmseg - INFO - Iter [31850/40000]	lr: 1.223e-05, eta: 1:13:00, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1781, decode.acc_seg: 83.4405, loss: 0.1781
2021-07-09 21:05:07,484 - mmseg - INFO - Iter [31900/40000]	lr: 1.215e-05, eta: 1:12:32, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1447, decode.acc_seg: 83.3138, loss: 0.1447
2021-07-09 21:05:29,693 - mmseg - INFO - Iter [31950/40000]	lr: 1.208e-05, eta: 1:12:04, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1577, decode.acc_seg: 82.6904, loss: 0.1577
2021-07-09 21:05:51,901 - mmseg - INFO - Saving checkpoint at 32000 iterations
2021-07-09 21:05:52,522 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 21:05:52,523 - mmseg - INFO - Iter [32000/40000]	lr: 1.200e-05, eta: 1:11:36, time: 0.457, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1427, decode.acc_seg: 83.7454, loss: 0.1427
2021-07-09 21:06:14,819 - mmseg - INFO - Iter [32050/40000]	lr: 1.193e-05, eta: 1:11:08, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1530, decode.acc_seg: 83.9601, loss: 0.1530
2021-07-09 21:06:37,183 - mmseg - INFO - Iter [32100/40000]	lr: 1.185e-05, eta: 1:10:40, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1651, decode.acc_seg: 81.9105, loss: 0.1651
2021-07-09 21:06:59,417 - mmseg - INFO - Iter [32150/40000]	lr: 1.178e-05, eta: 1:10:12, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1562, decode.acc_seg: 82.9565, loss: 0.1562
2021-07-09 21:07:21,970 - mmseg - INFO - Iter [32200/40000]	lr: 1.170e-05, eta: 1:09:44, time: 0.451, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1595, decode.acc_seg: 82.2432, loss: 0.1595
2021-07-09 21:07:44,179 - mmseg - INFO - Iter [32250/40000]	lr: 1.163e-05, eta: 1:09:16, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1457, decode.acc_seg: 82.5047, loss: 0.1457
2021-07-09 21:08:06,541 - mmseg - INFO - Iter [32300/40000]	lr: 1.155e-05, eta: 1:08:48, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1498, decode.acc_seg: 83.8931, loss: 0.1498
2021-07-09 21:08:28,790 - mmseg - INFO - Iter [32350/40000]	lr: 1.148e-05, eta: 1:08:21, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1574, decode.acc_seg: 82.3587, loss: 0.1574
2021-07-09 21:08:51,164 - mmseg - INFO - Iter [32400/40000]	lr: 1.140e-05, eta: 1:07:53, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1738, decode.acc_seg: 81.9708, loss: 0.1738
2021-07-09 21:09:13,421 - mmseg - INFO - Iter [32450/40000]	lr: 1.133e-05, eta: 1:07:25, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1624, decode.acc_seg: 83.5540, loss: 0.1624
2021-07-09 21:09:35,756 - mmseg - INFO - Iter [32500/40000]	lr: 1.125e-05, eta: 1:06:57, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1578, decode.acc_seg: 83.9599, loss: 0.1578
2021-07-09 21:09:58,077 - mmseg - INFO - Iter [32550/40000]	lr: 1.118e-05, eta: 1:06:29, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1524, decode.acc_seg: 85.1463, loss: 0.1524
2021-07-09 21:10:20,422 - mmseg - INFO - Iter [32600/40000]	lr: 1.110e-05, eta: 1:06:01, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1460, decode.acc_seg: 83.7442, loss: 0.1460
2021-07-09 21:10:42,797 - mmseg - INFO - Iter [32650/40000]	lr: 1.103e-05, eta: 1:05:34, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1542, decode.acc_seg: 85.2932, loss: 0.1542
2021-07-09 21:11:05,109 - mmseg - INFO - Iter [32700/40000]	lr: 1.095e-05, eta: 1:05:06, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1704, decode.acc_seg: 82.0929, loss: 0.1704
2021-07-09 21:11:27,671 - mmseg - INFO - Iter [32750/40000]	lr: 1.088e-05, eta: 1:04:38, time: 0.451, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1423, decode.acc_seg: 82.1236, loss: 0.1423
2021-07-09 21:11:49,897 - mmseg - INFO - Iter [32800/40000]	lr: 1.080e-05, eta: 1:04:10, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1770, decode.acc_seg: 82.0804, loss: 0.1770
2021-07-09 21:12:12,134 - mmseg - INFO - Iter [32850/40000]	lr: 1.073e-05, eta: 1:03:43, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1585, decode.acc_seg: 83.5189, loss: 0.1585
2021-07-09 21:12:34,413 - mmseg - INFO - Iter [32900/40000]	lr: 1.065e-05, eta: 1:03:15, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1479, decode.acc_seg: 84.1746, loss: 0.1479
2021-07-09 21:12:56,770 - mmseg - INFO - Iter [32950/40000]	lr: 1.058e-05, eta: 1:02:47, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1697, decode.acc_seg: 83.4757, loss: 0.1697
2021-07-09 21:13:19,047 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 21:13:19,048 - mmseg - INFO - Iter [33000/40000]	lr: 1.050e-05, eta: 1:02:20, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1564, decode.acc_seg: 83.8276, loss: 0.1564
2021-07-09 21:13:41,329 - mmseg - INFO - Iter [33050/40000]	lr: 1.043e-05, eta: 1:01:52, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1536, decode.acc_seg: 82.2491, loss: 0.1536
2021-07-09 21:14:03,552 - mmseg - INFO - Iter [33100/40000]	lr: 1.035e-05, eta: 1:01:24, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1672, decode.acc_seg: 83.9442, loss: 0.1672
2021-07-09 21:16:18,072 - mmseg - INFO - Iter [33150/40000]	lr: 1.028e-05, eta: 1:01:20, time: 2.690, data_time: 2.254, memory: 3415, decode.loss_seg: 0.1463, decode.acc_seg: 84.5341, loss: 0.1463
2021-07-09 21:16:40,226 - mmseg - INFO - Iter [33200/40000]	lr: 1.020e-05, eta: 1:00:52, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1400, decode.acc_seg: 84.0857, loss: 0.1400
2021-07-09 21:17:02,408 - mmseg - INFO - Iter [33250/40000]	lr: 1.013e-05, eta: 1:00:24, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1416, decode.acc_seg: 84.1633, loss: 0.1416
2021-07-09 21:17:24,602 - mmseg - INFO - Iter [33300/40000]	lr: 1.005e-05, eta: 0:59:57, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1402, decode.acc_seg: 84.3540, loss: 0.1402
2021-07-09 21:17:46,766 - mmseg - INFO - Iter [33350/40000]	lr: 9.976e-06, eta: 0:59:29, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1636, decode.acc_seg: 84.3018, loss: 0.1636
2021-07-09 21:18:08,943 - mmseg - INFO - Iter [33400/40000]	lr: 9.901e-06, eta: 0:59:01, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1502, decode.acc_seg: 83.7726, loss: 0.1502
2021-07-09 21:18:31,089 - mmseg - INFO - Iter [33450/40000]	lr: 9.826e-06, eta: 0:58:33, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1477, decode.acc_seg: 82.5633, loss: 0.1477
2021-07-09 21:18:53,216 - mmseg - INFO - Iter [33500/40000]	lr: 9.752e-06, eta: 0:58:06, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1384, decode.acc_seg: 83.8828, loss: 0.1384
2021-07-09 21:19:15,505 - mmseg - INFO - Iter [33550/40000]	lr: 9.676e-06, eta: 0:57:38, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1407, decode.acc_seg: 84.8504, loss: 0.1407
2021-07-09 21:19:37,786 - mmseg - INFO - Iter [33600/40000]	lr: 9.601e-06, eta: 0:57:10, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1475, decode.acc_seg: 83.7607, loss: 0.1475
2021-07-09 21:20:00,148 - mmseg - INFO - Iter [33650/40000]	lr: 9.527e-06, eta: 0:56:43, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1557, decode.acc_seg: 83.7550, loss: 0.1557
2021-07-09 21:20:22,430 - mmseg - INFO - Iter [33700/40000]	lr: 9.452e-06, eta: 0:56:15, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1506, decode.acc_seg: 82.8004, loss: 0.1506
2021-07-09 21:20:44,504 - mmseg - INFO - Iter [33750/40000]	lr: 9.377e-06, eta: 0:55:47, time: 0.441, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1477, decode.acc_seg: 85.3375, loss: 0.1477
2021-07-09 21:21:06,694 - mmseg - INFO - Iter [33800/40000]	lr: 9.301e-06, eta: 0:55:20, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1704, decode.acc_seg: 84.7012, loss: 0.1704
2021-07-09 21:21:29,006 - mmseg - INFO - Iter [33850/40000]	lr: 9.227e-06, eta: 0:54:52, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1693, decode.acc_seg: 81.8101, loss: 0.1693
2021-07-09 21:21:51,198 - mmseg - INFO - Iter [33900/40000]	lr: 9.152e-06, eta: 0:54:24, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1625, decode.acc_seg: 82.4390, loss: 0.1625
2021-07-09 21:22:13,353 - mmseg - INFO - Iter [33950/40000]	lr: 9.077e-06, eta: 0:53:57, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1313, decode.acc_seg: 83.9818, loss: 0.1313
2021-07-09 21:22:35,533 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 21:22:35,537 - mmseg - INFO - Iter [34000/40000]	lr: 9.001e-06, eta: 0:53:29, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1687, decode.acc_seg: 83.9409, loss: 0.1687
2021-07-09 21:22:57,976 - mmseg - INFO - Iter [34050/40000]	lr: 8.926e-06, eta: 0:53:02, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1518, decode.acc_seg: 83.6128, loss: 0.1518
2021-07-09 21:23:20,145 - mmseg - INFO - Iter [34100/40000]	lr: 8.852e-06, eta: 0:52:34, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1331, decode.acc_seg: 86.6084, loss: 0.1331
2021-07-09 21:23:42,385 - mmseg - INFO - Iter [34150/40000]	lr: 8.777e-06, eta: 0:52:07, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1567, decode.acc_seg: 83.1314, loss: 0.1567
2021-07-09 21:24:04,559 - mmseg - INFO - Iter [34200/40000]	lr: 8.701e-06, eta: 0:51:39, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1560, decode.acc_seg: 84.4056, loss: 0.1560
2021-07-09 21:24:27,000 - mmseg - INFO - Iter [34250/40000]	lr: 8.626e-06, eta: 0:51:12, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1455, decode.acc_seg: 82.9882, loss: 0.1455
2021-07-09 21:24:49,173 - mmseg - INFO - Iter [34300/40000]	lr: 8.552e-06, eta: 0:50:44, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1509, decode.acc_seg: 83.3962, loss: 0.1509
2021-07-09 21:25:11,474 - mmseg - INFO - Iter [34350/40000]	lr: 8.477e-06, eta: 0:50:17, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1464, decode.acc_seg: 83.8642, loss: 0.1464
2021-07-09 21:25:33,863 - mmseg - INFO - Iter [34400/40000]	lr: 8.401e-06, eta: 0:49:50, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1395, decode.acc_seg: 81.6565, loss: 0.1395
2021-07-09 21:25:56,447 - mmseg - INFO - Iter [34450/40000]	lr: 8.326e-06, eta: 0:49:22, time: 0.452, data_time: 0.012, memory: 3415, decode.loss_seg: 0.1642, decode.acc_seg: 83.4394, loss: 0.1642
2021-07-09 21:26:18,768 - mmseg - INFO - Iter [34500/40000]	lr: 8.252e-06, eta: 0:48:55, time: 0.446, data_time: 0.008, memory: 3415, decode.loss_seg: 0.1610, decode.acc_seg: 83.6514, loss: 0.1610
2021-07-09 21:26:41,002 - mmseg - INFO - Iter [34550/40000]	lr: 8.177e-06, eta: 0:48:27, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1419, decode.acc_seg: 83.2144, loss: 0.1419
2021-07-09 21:27:03,200 - mmseg - INFO - Iter [34600/40000]	lr: 8.101e-06, eta: 0:48:00, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1362, decode.acc_seg: 83.8675, loss: 0.1362
2021-07-09 21:29:22,789 - mmseg - INFO - Iter [34650/40000]	lr: 8.026e-06, eta: 0:47:51, time: 2.792, data_time: 2.356, memory: 3415, decode.loss_seg: 0.1415, decode.acc_seg: 82.8303, loss: 0.1415
2021-07-09 21:29:45,092 - mmseg - INFO - Iter [34700/40000]	lr: 7.952e-06, eta: 0:47:23, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1472, decode.acc_seg: 84.7124, loss: 0.1472
2021-07-09 21:30:07,299 - mmseg - INFO - Iter [34750/40000]	lr: 7.877e-06, eta: 0:46:56, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1384, decode.acc_seg: 82.6411, loss: 0.1384
2021-07-09 21:30:29,529 - mmseg - INFO - Iter [34800/40000]	lr: 7.801e-06, eta: 0:46:28, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1400, decode.acc_seg: 82.7717, loss: 0.1400
2021-07-09 21:30:51,961 - mmseg - INFO - Iter [34850/40000]	lr: 7.726e-06, eta: 0:46:01, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1605, decode.acc_seg: 83.8512, loss: 0.1605
2021-07-09 21:31:14,191 - mmseg - INFO - Iter [34900/40000]	lr: 7.651e-06, eta: 0:45:33, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1431, decode.acc_seg: 83.6509, loss: 0.1431
2021-07-09 21:31:36,631 - mmseg - INFO - Iter [34950/40000]	lr: 7.577e-06, eta: 0:45:06, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1548, decode.acc_seg: 83.9053, loss: 0.1548
2021-07-09 21:31:58,829 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 21:31:58,830 - mmseg - INFO - Iter [35000/40000]	lr: 7.502e-06, eta: 0:44:38, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1563, decode.acc_seg: 83.9969, loss: 0.1563
2021-07-09 21:32:21,004 - mmseg - INFO - Iter [35050/40000]	lr: 7.426e-06, eta: 0:44:11, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1523, decode.acc_seg: 82.4557, loss: 0.1523
2021-07-09 21:32:43,155 - mmseg - INFO - Iter [35100/40000]	lr: 7.351e-06, eta: 0:43:44, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1330, decode.acc_seg: 82.6463, loss: 0.1330
2021-07-09 21:33:05,504 - mmseg - INFO - Iter [35150/40000]	lr: 7.277e-06, eta: 0:43:16, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1468, decode.acc_seg: 82.8411, loss: 0.1468
2021-07-09 21:33:27,699 - mmseg - INFO - Iter [35200/40000]	lr: 7.202e-06, eta: 0:42:49, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1301, decode.acc_seg: 82.6477, loss: 0.1301
2021-07-09 21:33:49,883 - mmseg - INFO - Iter [35250/40000]	lr: 7.126e-06, eta: 0:42:21, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1385, decode.acc_seg: 84.9992, loss: 0.1385
2021-07-09 21:34:12,099 - mmseg - INFO - Iter [35300/40000]	lr: 7.051e-06, eta: 0:41:54, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1363, decode.acc_seg: 85.1034, loss: 0.1363
2021-07-09 21:34:34,295 - mmseg - INFO - Iter [35350/40000]	lr: 6.977e-06, eta: 0:41:27, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1308, decode.acc_seg: 83.7082, loss: 0.1308
2021-07-09 21:34:56,609 - mmseg - INFO - Iter [35400/40000]	lr: 6.902e-06, eta: 0:40:59, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1482, decode.acc_seg: 82.8637, loss: 0.1482
2021-07-09 21:35:19,220 - mmseg - INFO - Iter [35450/40000]	lr: 6.826e-06, eta: 0:40:32, time: 0.452, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1648, decode.acc_seg: 82.3170, loss: 0.1648
2021-07-09 21:35:41,519 - mmseg - INFO - Iter [35500/40000]	lr: 6.751e-06, eta: 0:40:05, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1546, decode.acc_seg: 84.1403, loss: 0.1546
2021-07-09 21:36:03,782 - mmseg - INFO - Iter [35550/40000]	lr: 6.677e-06, eta: 0:39:38, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1395, decode.acc_seg: 84.0996, loss: 0.1395
2021-07-09 21:36:25,960 - mmseg - INFO - Iter [35600/40000]	lr: 6.602e-06, eta: 0:39:10, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1352, decode.acc_seg: 84.0037, loss: 0.1352
2021-07-09 21:36:48,380 - mmseg - INFO - Iter [35650/40000]	lr: 6.526e-06, eta: 0:38:43, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1556, decode.acc_seg: 83.0888, loss: 0.1556
2021-07-09 21:37:10,761 - mmseg - INFO - Iter [35700/40000]	lr: 6.451e-06, eta: 0:38:16, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1246, decode.acc_seg: 83.9693, loss: 0.1246
2021-07-09 21:37:32,901 - mmseg - INFO - Iter [35750/40000]	lr: 6.377e-06, eta: 0:37:49, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1502, decode.acc_seg: 82.7061, loss: 0.1502
2021-07-09 21:37:55,166 - mmseg - INFO - Iter [35800/40000]	lr: 6.302e-06, eta: 0:37:21, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1554, decode.acc_seg: 84.1503, loss: 0.1554
2021-07-09 21:38:17,370 - mmseg - INFO - Iter [35850/40000]	lr: 6.226e-06, eta: 0:36:54, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1617, decode.acc_seg: 83.3109, loss: 0.1617
2021-07-09 21:38:39,536 - mmseg - INFO - Iter [35900/40000]	lr: 6.151e-06, eta: 0:36:27, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1367, decode.acc_seg: 84.3365, loss: 0.1367
2021-07-09 21:39:01,710 - mmseg - INFO - Iter [35950/40000]	lr: 6.077e-06, eta: 0:36:00, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1393, decode.acc_seg: 83.4909, loss: 0.1393
2021-07-09 21:39:23,971 - mmseg - INFO - Saving checkpoint at 36000 iterations
2021-07-09 21:39:24,580 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 21:39:24,582 - mmseg - INFO - Iter [36000/40000]	lr: 6.002e-06, eta: 0:35:33, time: 0.457, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1339, decode.acc_seg: 83.0391, loss: 0.1339
2021-07-09 21:39:46,796 - mmseg - INFO - Iter [36050/40000]	lr: 5.926e-06, eta: 0:35:05, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1799, decode.acc_seg: 82.0208, loss: 0.1799
2021-07-09 21:40:08,976 - mmseg - INFO - Iter [36100/40000]	lr: 5.851e-06, eta: 0:34:38, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1417, decode.acc_seg: 83.4817, loss: 0.1417
2021-07-09 21:42:28,799 - mmseg - INFO - Iter [36150/40000]	lr: 5.777e-06, eta: 0:34:24, time: 2.796, data_time: 2.356, memory: 3415, decode.loss_seg: 0.1240, decode.acc_seg: 84.8710, loss: 0.1240
2021-07-09 21:42:51,066 - mmseg - INFO - Iter [36200/40000]	lr: 5.702e-06, eta: 0:33:56, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1848, decode.acc_seg: 82.7660, loss: 0.1848
2021-07-09 21:43:13,268 - mmseg - INFO - Iter [36250/40000]	lr: 5.627e-06, eta: 0:33:29, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1424, decode.acc_seg: 83.8006, loss: 0.1424
2021-07-09 21:43:35,431 - mmseg - INFO - Iter [36300/40000]	lr: 5.551e-06, eta: 0:33:02, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1411, decode.acc_seg: 82.6378, loss: 0.1411
2021-07-09 21:43:57,563 - mmseg - INFO - Iter [36350/40000]	lr: 5.476e-06, eta: 0:32:35, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1430, decode.acc_seg: 83.5132, loss: 0.1430
2021-07-09 21:44:19,745 - mmseg - INFO - Iter [36400/40000]	lr: 5.402e-06, eta: 0:32:07, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1554, decode.acc_seg: 82.3913, loss: 0.1554
2021-07-09 21:44:42,022 - mmseg - INFO - Iter [36450/40000]	lr: 5.327e-06, eta: 0:31:40, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1587, decode.acc_seg: 82.0754, loss: 0.1587
2021-07-09 21:45:04,338 - mmseg - INFO - Iter [36500/40000]	lr: 5.251e-06, eta: 0:31:13, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1346, decode.acc_seg: 83.3691, loss: 0.1346
2021-07-09 21:45:26,585 - mmseg - INFO - Iter [36550/40000]	lr: 5.176e-06, eta: 0:30:46, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1344, decode.acc_seg: 82.2321, loss: 0.1344
2021-07-09 21:45:48,774 - mmseg - INFO - Iter [36600/40000]	lr: 5.102e-06, eta: 0:30:19, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1531, decode.acc_seg: 81.4260, loss: 0.1531
2021-07-09 21:46:11,064 - mmseg - INFO - Iter [36650/40000]	lr: 5.027e-06, eta: 0:29:51, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1497, decode.acc_seg: 83.5969, loss: 0.1497
2021-07-09 21:46:33,351 - mmseg - INFO - Iter [36700/40000]	lr: 4.951e-06, eta: 0:29:24, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1417, decode.acc_seg: 83.2795, loss: 0.1417
2021-07-09 21:46:55,514 - mmseg - INFO - Iter [36750/40000]	lr: 4.876e-06, eta: 0:28:57, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1360, decode.acc_seg: 84.0785, loss: 0.1360
2021-07-09 21:47:17,814 - mmseg - INFO - Iter [36800/40000]	lr: 4.802e-06, eta: 0:28:30, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1344, decode.acc_seg: 83.3454, loss: 0.1344
2021-07-09 21:47:39,997 - mmseg - INFO - Iter [36850/40000]	lr: 4.727e-06, eta: 0:28:03, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1523, decode.acc_seg: 82.6021, loss: 0.1523
2021-07-09 21:48:02,242 - mmseg - INFO - Iter [36900/40000]	lr: 4.651e-06, eta: 0:27:36, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1519, decode.acc_seg: 83.7703, loss: 0.1519
2021-07-09 21:48:24,506 - mmseg - INFO - Iter [36950/40000]	lr: 4.576e-06, eta: 0:27:09, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1428, decode.acc_seg: 83.9361, loss: 0.1428
2021-07-09 21:48:46,610 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 21:48:46,614 - mmseg - INFO - Iter [37000/40000]	lr: 4.502e-06, eta: 0:26:42, time: 0.442, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1577, decode.acc_seg: 82.8675, loss: 0.1577
2021-07-09 21:49:08,893 - mmseg - INFO - Iter [37050/40000]	lr: 4.427e-06, eta: 0:26:15, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1533, decode.acc_seg: 83.3458, loss: 0.1533
2021-07-09 21:49:31,203 - mmseg - INFO - Iter [37100/40000]	lr: 4.351e-06, eta: 0:25:48, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1450, decode.acc_seg: 84.5661, loss: 0.1450
2021-07-09 21:49:53,539 - mmseg - INFO - Iter [37150/40000]	lr: 4.276e-06, eta: 0:25:21, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1407, decode.acc_seg: 84.0806, loss: 0.1407
2021-07-09 21:50:15,756 - mmseg - INFO - Iter [37200/40000]	lr: 4.202e-06, eta: 0:24:54, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1288, decode.acc_seg: 85.7450, loss: 0.1288
2021-07-09 21:50:37,879 - mmseg - INFO - Iter [37250/40000]	lr: 4.127e-06, eta: 0:24:27, time: 0.442, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1454, decode.acc_seg: 84.8556, loss: 0.1454
2021-07-09 21:51:00,202 - mmseg - INFO - Iter [37300/40000]	lr: 4.051e-06, eta: 0:24:00, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1461, decode.acc_seg: 82.7261, loss: 0.1461
2021-07-09 21:51:22,575 - mmseg - INFO - Iter [37350/40000]	lr: 3.976e-06, eta: 0:23:33, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1375, decode.acc_seg: 83.0466, loss: 0.1375
2021-07-09 21:51:44,752 - mmseg - INFO - Iter [37400/40000]	lr: 3.901e-06, eta: 0:23:06, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1355, decode.acc_seg: 82.7278, loss: 0.1355
2021-07-09 21:52:06,992 - mmseg - INFO - Iter [37450/40000]	lr: 3.827e-06, eta: 0:22:39, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1396, decode.acc_seg: 83.8579, loss: 0.1396
2021-07-09 21:52:29,250 - mmseg - INFO - Iter [37500/40000]	lr: 3.752e-06, eta: 0:22:12, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1408, decode.acc_seg: 83.9446, loss: 0.1408
2021-07-09 21:52:51,442 - mmseg - INFO - Iter [37550/40000]	lr: 3.676e-06, eta: 0:21:45, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1420, decode.acc_seg: 82.6738, loss: 0.1420
2021-07-09 21:53:13,762 - mmseg - INFO - Iter [37600/40000]	lr: 3.601e-06, eta: 0:21:18, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1289, decode.acc_seg: 83.2023, loss: 0.1289
2021-07-09 21:55:30,959 - mmseg - INFO - Iter [37650/40000]	lr: 3.527e-06, eta: 0:20:58, time: 2.744, data_time: 2.306, memory: 3415, decode.loss_seg: 0.1436, decode.acc_seg: 83.4741, loss: 0.1436
2021-07-09 21:55:53,083 - mmseg - INFO - Iter [37700/40000]	lr: 3.452e-06, eta: 0:20:31, time: 0.442, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1378, decode.acc_seg: 83.9518, loss: 0.1378
2021-07-09 21:56:15,327 - mmseg - INFO - Iter [37750/40000]	lr: 3.376e-06, eta: 0:20:04, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1275, decode.acc_seg: 84.1988, loss: 0.1275
2021-07-09 21:56:37,594 - mmseg - INFO - Iter [37800/40000]	lr: 3.301e-06, eta: 0:19:37, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1514, decode.acc_seg: 82.1201, loss: 0.1514
2021-07-09 21:56:59,812 - mmseg - INFO - Iter [37850/40000]	lr: 3.227e-06, eta: 0:19:10, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1592, decode.acc_seg: 83.0125, loss: 0.1592
2021-07-09 21:57:22,249 - mmseg - INFO - Iter [37900/40000]	lr: 3.152e-06, eta: 0:18:43, time: 0.449, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1552, decode.acc_seg: 81.9549, loss: 0.1552
2021-07-09 21:57:44,610 - mmseg - INFO - Iter [37950/40000]	lr: 3.076e-06, eta: 0:18:16, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1409, decode.acc_seg: 83.1351, loss: 0.1409
2021-07-09 21:58:06,888 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 21:58:06,890 - mmseg - INFO - Iter [38000/40000]	lr: 3.001e-06, eta: 0:17:49, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1491, decode.acc_seg: 83.8139, loss: 0.1491
2021-07-09 21:58:29,048 - mmseg - INFO - Iter [38050/40000]	lr: 2.927e-06, eta: 0:17:22, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1460, decode.acc_seg: 83.2360, loss: 0.1460
2021-07-09 21:58:51,266 - mmseg - INFO - Iter [38100/40000]	lr: 2.852e-06, eta: 0:16:55, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1406, decode.acc_seg: 84.0669, loss: 0.1406
2021-07-09 21:59:13,439 - mmseg - INFO - Iter [38150/40000]	lr: 2.776e-06, eta: 0:16:28, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1550, decode.acc_seg: 83.5069, loss: 0.1550
2021-07-09 21:59:35,754 - mmseg - INFO - Iter [38200/40000]	lr: 2.701e-06, eta: 0:16:01, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1396, decode.acc_seg: 82.7970, loss: 0.1396
2021-07-09 21:59:57,994 - mmseg - INFO - Iter [38250/40000]	lr: 2.627e-06, eta: 0:15:34, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1396, decode.acc_seg: 82.2749, loss: 0.1396
2021-07-09 22:00:20,193 - mmseg - INFO - Iter [38300/40000]	lr: 2.552e-06, eta: 0:15:07, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1492, decode.acc_seg: 81.8555, loss: 0.1492
2021-07-09 22:00:42,513 - mmseg - INFO - Iter [38350/40000]	lr: 2.476e-06, eta: 0:14:40, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1426, decode.acc_seg: 83.7990, loss: 0.1426
2021-07-09 22:01:04,679 - mmseg - INFO - Iter [38400/40000]	lr: 2.401e-06, eta: 0:14:14, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1307, decode.acc_seg: 85.5281, loss: 0.1307
2021-07-09 22:01:26,900 - mmseg - INFO - Iter [38450/40000]	lr: 2.327e-06, eta: 0:13:47, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1493, decode.acc_seg: 85.0975, loss: 0.1493
2021-07-09 22:01:49,233 - mmseg - INFO - Iter [38500/40000]	lr: 2.252e-06, eta: 0:13:20, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1279, decode.acc_seg: 83.0386, loss: 0.1279
2021-07-09 22:02:11,423 - mmseg - INFO - Iter [38550/40000]	lr: 2.176e-06, eta: 0:12:53, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1420, decode.acc_seg: 83.0925, loss: 0.1420
2021-07-09 22:02:33,838 - mmseg - INFO - Iter [38600/40000]	lr: 2.101e-06, eta: 0:12:26, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1395, decode.acc_seg: 83.3422, loss: 0.1395
2021-07-09 22:02:56,065 - mmseg - INFO - Iter [38650/40000]	lr: 2.026e-06, eta: 0:11:59, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1526, decode.acc_seg: 84.7448, loss: 0.1526
2021-07-09 22:03:18,445 - mmseg - INFO - Iter [38700/40000]	lr: 1.952e-06, eta: 0:11:33, time: 0.448, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1582, decode.acc_seg: 82.5843, loss: 0.1582
2021-07-09 22:03:40,624 - mmseg - INFO - Iter [38750/40000]	lr: 1.877e-06, eta: 0:11:06, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1541, decode.acc_seg: 82.2482, loss: 0.1541
2021-07-09 22:04:02,870 - mmseg - INFO - Iter [38800/40000]	lr: 1.801e-06, eta: 0:10:39, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1524, decode.acc_seg: 81.7492, loss: 0.1524
2021-07-09 22:04:25,094 - mmseg - INFO - Iter [38850/40000]	lr: 1.726e-06, eta: 0:10:12, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1367, decode.acc_seg: 82.8443, loss: 0.1367
2021-07-09 22:04:47,281 - mmseg - INFO - Iter [38900/40000]	lr: 1.652e-06, eta: 0:09:45, time: 0.444, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1544, decode.acc_seg: 82.6508, loss: 0.1544
2021-07-09 22:05:09,508 - mmseg - INFO - Iter [38950/40000]	lr: 1.577e-06, eta: 0:09:19, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1325, decode.acc_seg: 83.8478, loss: 0.1325
2021-07-09 22:05:31,799 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 22:05:31,801 - mmseg - INFO - Iter [39000/40000]	lr: 1.501e-06, eta: 0:08:52, time: 0.446, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1285, decode.acc_seg: 83.4503, loss: 0.1285
2021-07-09 22:05:54,003 - mmseg - INFO - Iter [39050/40000]	lr: 1.426e-06, eta: 0:08:25, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1305, decode.acc_seg: 84.9952, loss: 0.1305
2021-07-09 22:06:16,261 - mmseg - INFO - Iter [39100/40000]	lr: 1.352e-06, eta: 0:07:58, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1362, decode.acc_seg: 84.3307, loss: 0.1362
2021-07-09 22:08:37,428 - mmseg - INFO - Iter [39150/40000]	lr: 1.277e-06, eta: 0:07:34, time: 2.823, data_time: 2.383, memory: 3415, decode.loss_seg: 0.1385, decode.acc_seg: 84.8946, loss: 0.1385
2021-07-09 22:08:59,749 - mmseg - INFO - Iter [39200/40000]	lr: 1.201e-06, eta: 0:07:08, time: 0.447, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1335, decode.acc_seg: 83.6667, loss: 0.1335
2021-07-09 22:09:21,911 - mmseg - INFO - Iter [39250/40000]	lr: 1.126e-06, eta: 0:06:41, time: 0.443, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1266, decode.acc_seg: 82.8891, loss: 0.1266
2021-07-09 22:09:44,134 - mmseg - INFO - Iter [39300/40000]	lr: 1.052e-06, eta: 0:06:14, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1379, decode.acc_seg: 82.8451, loss: 0.1379
2021-07-09 22:10:06,440 - mmseg - INFO - Iter [39350/40000]	lr: 9.765e-07, eta: 0:05:47, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1255, decode.acc_seg: 84.6157, loss: 0.1255
2021-07-09 22:10:28,602 - mmseg - INFO - Iter [39400/40000]	lr: 9.015e-07, eta: 0:05:20, time: 0.443, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1511, decode.acc_seg: 85.1256, loss: 0.1511
2021-07-09 22:10:50,850 - mmseg - INFO - Iter [39450/40000]	lr: 8.265e-07, eta: 0:04:53, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1309, decode.acc_seg: 83.4067, loss: 0.1309
2021-07-09 22:11:13,051 - mmseg - INFO - Iter [39500/40000]	lr: 7.515e-07, eta: 0:04:27, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1587, decode.acc_seg: 83.0061, loss: 0.1587
2021-07-09 22:11:35,241 - mmseg - INFO - Iter [39550/40000]	lr: 6.765e-07, eta: 0:04:00, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1412, decode.acc_seg: 84.1351, loss: 0.1412
2021-07-09 22:11:57,523 - mmseg - INFO - Iter [39600/40000]	lr: 6.015e-07, eta: 0:03:33, time: 0.446, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1391, decode.acc_seg: 83.6338, loss: 0.1391
2021-07-09 22:12:19,860 - mmseg - INFO - Iter [39650/40000]	lr: 5.265e-07, eta: 0:03:06, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1473, decode.acc_seg: 83.2284, loss: 0.1473
2021-07-09 22:12:42,126 - mmseg - INFO - Iter [39700/40000]	lr: 4.515e-07, eta: 0:02:40, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1322, decode.acc_seg: 84.7531, loss: 0.1322
2021-07-09 22:13:04,469 - mmseg - INFO - Iter [39750/40000]	lr: 3.765e-07, eta: 0:02:13, time: 0.447, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1603, decode.acc_seg: 82.0481, loss: 0.1603
2021-07-09 22:13:26,714 - mmseg - INFO - Iter [39800/40000]	lr: 3.015e-07, eta: 0:01:46, time: 0.445, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1287, decode.acc_seg: 82.8587, loss: 0.1287
2021-07-09 22:13:49,124 - mmseg - INFO - Iter [39850/40000]	lr: 2.265e-07, eta: 0:01:20, time: 0.448, data_time: 0.006, memory: 3415, decode.loss_seg: 0.1304, decode.acc_seg: 84.0582, loss: 0.1304
2021-07-09 22:14:11,304 - mmseg - INFO - Iter [39900/40000]	lr: 1.515e-07, eta: 0:00:53, time: 0.444, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1580, decode.acc_seg: 83.4691, loss: 0.1580
2021-07-09 22:14:33,543 - mmseg - INFO - Iter [39950/40000]	lr: 7.650e-08, eta: 0:00:26, time: 0.445, data_time: 0.007, memory: 3415, decode.loss_seg: 0.1447, decode.acc_seg: 83.0447, loss: 0.1447
2021-07-09 22:14:55,666 - mmseg - INFO - Saving checkpoint at 40000 iterations
2021-07-09 22:17:41,824 - mmseg - INFO - per class results:
2021-07-09 22:17:41,826 - mmseg - INFO - 
+-------------+-------+-------+
| Class       | IoU   | Acc   |
+-------------+-------+-------+
| background  | 94.07 | 97.21 |
| aeroplane   | 88.4  | 96.26 |
| bicycle     | 41.82 | 91.89 |
| bird        | 89.27 | 96.26 |
| boat        | 68.79 | 84.12 |
| bottle      | 75.91 | 88.34 |
| bus         | 91.3  | 95.99 |
| car         | 85.5  | 93.92 |
| cat         | 90.32 | 96.02 |
| chair       | 39.1  | 53.19 |
| cow         | 90.59 | 93.78 |
| diningtable | 56.46 | 59.78 |
| dog         | 86.73 | 93.61 |
| horse       | 85.89 | 95.19 |
| motorbike   | 84.43 | 91.51 |
| person      | 83.72 | 90.4  |
| pottedplant | 66.18 | 78.06 |
| sheep       | 87.68 | 95.64 |
| sofa        | 48.74 | 56.65 |
| train       | 87.79 | 92.86 |
| tvmonitor   | 69.25 | 73.91 |
+-------------+-------+-------+
2021-07-09 22:17:41,828 - mmseg - INFO - Summary:
2021-07-09 22:17:41,829 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 76.76 | 86.41 | 94.64 |
+--------+-------+-------+-------+
2021-07-09 22:17:41,945 - mmseg - INFO - Exp name: segformer.b1.512x512.voc.40k.py
2021-07-09 22:17:41,946 - mmseg - INFO - Iter(val) [40000]	mIoU: 0.7676, mAcc: 0.8641, aAcc: 0.9464