20220131_012835.log

2022-01-31 01:28:35,651 - mmseg - INFO - Environment info:
------------------------------------------------------------
sys.platform: linux
Python: 3.8.5 (default, Sep  4 2020, 07:30:14) [GCC 7.3.0]
CUDA available: True
GPU 0,1,2,3,4,5,6,7: GeForce RTX 3090
CUDA_HOME: /usr/local/cuda
NVCC: Build cuda_11.2.r11.2/compiler.29618528_0
GCC: gcc (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0
PyTorch: 1.8.1
PyTorch compiling details: PyTorch built with:
  - GCC 7.3
  - C++ Version: 201402
  - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications
  - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683)
  - OpenMP 201511 (a.k.a. OpenMP 4.5)
  - NNPACK is enabled
  - CPU capability usage: AVX2
  - CUDA Runtime 11.1
  - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37
  - CuDNN 8.0.5
  - Magma 2.5.2
  - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -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, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, 

TorchVision: 0.9.1
OpenCV: 4.5.2
MMCV: 1.3.0
MMCV Compiler: GCC 7.5
MMCV CUDA Compiler: 11.2
MMSegmentation: 0.11.0+8dc1160
------------------------------------------------------------

2022-01-31 01:28:35,654 - mmseg - INFO - Distributed training: True
2022-01-31 01:28:35,961 - mmseg - INFO - Config:
norm_cfg = dict(type='SyncBN', requires_grad=True)
model = dict(
    type='EncoderDecoder',
    pretrained='/xiangli/mae/pretrain/mae_pretrain_vit_base.pth',
    backbone=dict(
        type='MAE',
        patch_size=16,
        embed_dim=768,
        depth=12,
        num_heads=12,
        mlp_ratio=4,
        qkv_bias=True,
        use_abs_pos_emb=True,
        use_rel_pos_bias=True,
        img_size=512,
        init_values=1.0,
        drop_path_rate=0.1,
        out_indices=[3, 5, 7, 11]),
    decode_head=dict(
        type='UPerHead',
        in_channels=[768, 768, 768, 768],
        in_index=[0, 1, 2, 3],
        pool_scales=(1, 2, 3, 6),
        channels=768,
        dropout_ratio=0.1,
        num_classes=150,
        norm_cfg=dict(type='SyncBN', requires_grad=True),
        align_corners=False,
        loss_decode=dict(
            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0)),
    auxiliary_head=dict(
        type='FCNHead',
        in_channels=768,
        in_index=2,
        channels=256,
        num_convs=1,
        concat_input=False,
        dropout_ratio=0.1,
        num_classes=150,
        norm_cfg=dict(type='SyncBN', requires_grad=True),
        align_corners=False,
        loss_decode=dict(
            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=0.4)),
    train_cfg=dict(),
    test_cfg=dict(mode='slide', crop_size=(512, 512), stride=(341, 341)))
dataset_type = 'ADE20KDataset'
data_root = '/opt/data/common/ade/ADEChallengeData2016'
img_norm_cfg = dict(
    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)
crop_size = (512, 512)
train_pipeline = [
    dict(type='LoadImageFromFile'),
    dict(type='LoadAnnotations', reduce_zero_label=True),
    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=2,
    workers_per_gpu=4,
    train=dict(
        type='ADE20KDataset',
        data_root='/opt/data/common/ade/ADEChallengeData2016',
        img_dir='images/training',
        ann_dir='annotations/training',
        pipeline=[
            dict(type='LoadImageFromFile'),
            dict(type='LoadAnnotations', reduce_zero_label=True),
            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='ADE20KDataset',
        data_root='/opt/data/common/ade/ADEChallengeData2016',
        img_dir='images/validation',
        ann_dir='annotations/validation',
        pipeline=[
            dict(type='LoadImageFromFile'),
            dict(
                type='MultiScaleFlipAug',
                img_scale=(2048, 512),
                flip=False,
                transforms=[
                    dict(type='Resize', keep_ratio=True),
                    dict(type='RandomFlip'),
                    dict(
                        type='Normalize',
                        mean=[123.675, 116.28, 103.53],
                        std=[58.395, 57.12, 57.375],
                        to_rgb=True),
                    dict(type='ImageToTensor', keys=['img']),
                    dict(type='Collect', keys=['img'])
                ])
        ]),
    test=dict(
        type='ADE20KDataset',
        data_root='/opt/data/common/ade/ADEChallengeData2016',
        img_dir='images/validation',
        ann_dir='annotations/validation',
        pipeline=[
            dict(type='LoadImageFromFile'),
            dict(
                type='MultiScaleFlipAug',
                img_scale=(2048, 512),
                flip=False,
                transforms=[
                    dict(type='Resize', keep_ratio=True),
                    dict(type='RandomFlip'),
                    dict(
                        type='Normalize',
                        mean=[123.675, 116.28, 103.53],
                        std=[58.395, 57.12, 57.375],
                        to_rgb=True),
                    dict(type='ImageToTensor', keys=['img']),
                    dict(type='Collect', keys=['img'])
                ])
        ]))
log_config = dict(
    interval=50, hooks=[dict(type='TextLoggerHook', by_epoch=False)])
dist_params = dict(backend='nccl')
log_level = 'INFO'
load_from = None
resume_from = None
workflow = [('train', 1)]
cudnn_benchmark = True
optimizer = dict(
    type='AdamW',
    lr=0.0001,
    betas=(0.9, 0.999),
    weight_decay=0.05,
    constructor='LayerDecayOptimizerConstructor',
    paramwise_cfg=dict(num_layers=12, layer_decay_rate=0.65))
optimizer_config = dict(
    type='DistOptimizerHook',
    update_interval=1,
    grad_clip=None,
    coalesce=True,
    bucket_size_mb=-1,
    use_fp16=True)
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='IterBasedRunnerAmp', max_iters=160000)
checkpoint_config = dict(by_epoch=False, interval=16000)
evaluation = dict(interval=16000, metric='mIoU')
fp16 = None
work_dir = './work_dirs/upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt'
gpu_ids = range(0, 1)

2022-01-31 01:28:35,963 - mmseg - INFO - Set random seed to 0, deterministic: False
2022-01-31 01:28:39,186 - mmseg - WARNING - The model and loaded state dict do not match exactly

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

missing keys in source state_dict: blocks.0.gamma_1, blocks.0.gamma_2, blocks.0.attn.relative_position_bias_table, blocks.0.attn.relative_position_index, blocks.1.gamma_1, blocks.1.gamma_2, blocks.1.attn.relative_position_bias_table, blocks.1.attn.relative_position_index, blocks.2.gamma_1, blocks.2.gamma_2, blocks.2.attn.relative_position_bias_table, blocks.2.attn.relative_position_index, blocks.3.gamma_1, blocks.3.gamma_2, blocks.3.attn.relative_position_bias_table, blocks.3.attn.relative_position_index, blocks.4.gamma_1, blocks.4.gamma_2, blocks.4.attn.relative_position_bias_table, blocks.4.attn.relative_position_index, blocks.5.gamma_1, blocks.5.gamma_2, blocks.5.attn.relative_position_bias_table, blocks.5.attn.relative_position_index, blocks.6.gamma_1, blocks.6.gamma_2, blocks.6.attn.relative_position_bias_table, blocks.6.attn.relative_position_index, blocks.7.gamma_1, blocks.7.gamma_2, blocks.7.attn.relative_position_bias_table, blocks.7.attn.relative_position_index, blocks.8.gamma_1, blocks.8.gamma_2, blocks.8.attn.relative_position_bias_table, blocks.8.attn.relative_position_index, blocks.9.gamma_1, blocks.9.gamma_2, blocks.9.attn.relative_position_bias_table, blocks.9.attn.relative_position_index, blocks.10.gamma_1, blocks.10.gamma_2, blocks.10.attn.relative_position_bias_table, blocks.10.attn.relative_position_index, blocks.11.gamma_1, blocks.11.gamma_2, blocks.11.attn.relative_position_bias_table, blocks.11.attn.relative_position_index, fpn1.0.weight, fpn1.0.bias, fpn1.1.weight, fpn1.1.bias, fpn1.1.running_mean, fpn1.1.running_var, fpn1.3.weight, fpn1.3.bias, fpn2.0.weight, fpn2.0.bias

2022-01-31 01:28:39,190 - mmseg - INFO - EncoderDecoder(
  (backbone): MAE(
    (patch_embed): PatchEmbed(
      (proj): Conv2d(3, 768, kernel_size=(16, 16), stride=(16, 16))
    )
    (pos_drop): Dropout(p=0.0, inplace=False)
    (blocks): ModuleList(
      (0): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): Identity()
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (1): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.00909090880304575)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (2): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.0181818176060915)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (3): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.027272727340459824)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (4): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.036363635212183)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (5): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.045454543083906174)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (6): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.054545458406209946)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (7): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.06363636255264282)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (8): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.0727272778749466)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (9): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.08181818574666977)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (10): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.09090909361839294)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
      (11): Block(
        (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (attn): Attention(
          (qkv): Linear(in_features=768, out_features=2304, bias=True)
          (attn_drop): Dropout(p=0.0, inplace=False)
          (proj): Linear(in_features=768, out_features=768, bias=True)
          (proj_drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): DropPath(p=0.10000000149011612)
        (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=768, out_features=3072, bias=True)
          (act): GELU()
          (fc2): Linear(in_features=3072, out_features=768, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
      )
    )
    (fpn1): Sequential(
      (0): ConvTranspose2d(768, 768, kernel_size=(2, 2), stride=(2, 2))
      (1): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (2): GELU()
      (3): ConvTranspose2d(768, 768, kernel_size=(2, 2), stride=(2, 2))
    )
    (fpn2): Sequential(
      (0): ConvTranspose2d(768, 768, kernel_size=(2, 2), stride=(2, 2))
    )
    (fpn3): Identity()
    (fpn4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
  )
  (decode_head): UPerHead(
    input_transform=multiple_select, ignore_index=255, align_corners=False
    (loss_decode): CrossEntropyLoss()
    (conv_seg): Conv2d(768, 150, kernel_size=(1, 1), stride=(1, 1))
    (dropout): Dropout2d(p=0.1, inplace=False)
    (psp_modules): PPM(
      (0): Sequential(
        (0): AdaptiveAvgPool2d(output_size=1)
        (1): ConvModule(
          (conv): Conv2d(768, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (activate): ReLU(inplace=True)
        )
      )
      (1): Sequential(
        (0): AdaptiveAvgPool2d(output_size=2)
        (1): ConvModule(
          (conv): Conv2d(768, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (activate): ReLU(inplace=True)
        )
      )
      (2): Sequential(
        (0): AdaptiveAvgPool2d(output_size=3)
        (1): ConvModule(
          (conv): Conv2d(768, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (activate): ReLU(inplace=True)
        )
      )
      (3): Sequential(
        (0): AdaptiveAvgPool2d(output_size=6)
        (1): ConvModule(
          (conv): Conv2d(768, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
          (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          (activate): ReLU(inplace=True)
        )
      )
    )
    (bottleneck): ConvModule(
      (conv): Conv2d(3840, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
    (lateral_convs): ModuleList(
      (0): ConvModule(
        (conv): Conv2d(768, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU()
      )
      (1): ConvModule(
        (conv): Conv2d(768, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU()
      )
      (2): ConvModule(
        (conv): Conv2d(768, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU()
      )
    )
    (fpn_convs): ModuleList(
      (0): ConvModule(
        (conv): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU()
      )
      (1): ConvModule(
        (conv): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU()
      )
      (2): ConvModule(
        (conv): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU()
      )
    )
    (fpn_bottleneck): ConvModule(
      (conv): Conv2d(3072, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (activate): ReLU(inplace=True)
    )
  )
  (auxiliary_head): FCNHead(
    input_transform=None, ignore_index=255, align_corners=False
    (loss_decode): CrossEntropyLoss()
    (conv_seg): Conv2d(256, 150, kernel_size=(1, 1), stride=(1, 1))
    (dropout): Dropout2d(p=0.1, inplace=False)
    (convs): Sequential(
      (0): ConvModule(
        (conv): Conv2d(768, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn): SyncBatchNorm(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (activate): ReLU(inplace=True)
      )
    )
  )
)
2022-01-31 01:28:39,486 - mmseg - INFO - Loaded 20210 images
2022-01-31 01:28:44,292 - mmseg - INFO - Loaded 2000 images
2022-01-31 01:28:44,294 - mmseg - INFO - Start running, host: root@interactive5672, work_dir: /opt/data/private/SMP/unilm/beit/semantic_segmentation/work_dirs/upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt
2022-01-31 01:28:44,295 - mmseg - INFO - workflow: [('train', 1)], max: 160000 iters
2022-01-31 01:29:39,855 - mmseg - INFO - Iter [50/160000]	lr: 1.207e-08, eta: 1 day, 15:32:17, time: 0.890, data_time: 0.011, memory: 21005, decode.loss_seg: 4.0010, decode.acc_seg: 2.7567, aux.loss_seg: 1.6287, aux.acc_seg: 0.2002, loss: 5.6297
2022-01-31 01:30:08,869 - mmseg - INFO - Iter [100/160000]	lr: 2.439e-08, eta: 1 day, 8:38:40, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 3.6840, decode.acc_seg: 16.0821, aux.loss_seg: 1.5807, aux.acc_seg: 0.2578, loss: 5.2647
2022-01-31 01:30:38,177 - mmseg - INFO - Iter [150/160000]	lr: 3.669e-08, eta: 1 day, 6:26:08, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 3.4471, decode.acc_seg: 26.6551, aux.loss_seg: 1.6381, aux.acc_seg: 1.3300, loss: 5.0852
2022-01-31 01:31:07,433 - mmseg - INFO - Iter [200/160000]	lr: 4.899e-08, eta: 1 day, 5:18:32, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 3.0434, decode.acc_seg: 29.4227, aux.loss_seg: 1.5890, aux.acc_seg: 7.9815, loss: 4.6324
2022-01-31 01:31:36,839 - mmseg - INFO - Iter [250/160000]	lr: 6.128e-08, eta: 1 day, 4:39:43, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 2.7723, decode.acc_seg: 32.0249, aux.loss_seg: 1.5662, aux.acc_seg: 15.2726, loss: 4.3385
2022-01-31 01:32:06,246 - mmseg - INFO - Iter [300/160000]	lr: 7.356e-08, eta: 1 day, 4:13:32, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 2.5471, decode.acc_seg: 35.3148, aux.loss_seg: 1.5261, aux.acc_seg: 21.8670, loss: 4.0732
2022-01-31 01:32:35,331 - mmseg - INFO - Iter [350/160000]	lr: 8.583e-08, eta: 1 day, 3:52:10, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 2.3110, decode.acc_seg: 36.5679, aux.loss_seg: 1.4568, aux.acc_seg: 24.3788, loss: 3.7678
2022-01-31 01:33:04,697 - mmseg - INFO - Iter [400/160000]	lr: 9.810e-08, eta: 1 day, 3:38:03, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 2.2050, decode.acc_seg: 37.0501, aux.loss_seg: 1.4063, aux.acc_seg: 25.4778, loss: 3.6113
2022-01-31 01:33:34,149 - mmseg - INFO - Iter [450/160000]	lr: 1.104e-07, eta: 1 day, 3:27:20, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 2.0269, decode.acc_seg: 39.8681, aux.loss_seg: 1.3435, aux.acc_seg: 27.8871, loss: 3.3704
2022-01-31 01:34:03,514 - mmseg - INFO - Iter [500/160000]	lr: 1.226e-07, eta: 1 day, 3:18:13, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 1.9566, decode.acc_seg: 39.9955, aux.loss_seg: 1.2826, aux.acc_seg: 28.0767, loss: 3.2392
2022-01-31 01:34:33,114 - mmseg - INFO - Iter [550/160000]	lr: 1.349e-07, eta: 1 day, 3:11:56, time: 0.592, data_time: 0.005, memory: 21005, decode.loss_seg: 1.8180, decode.acc_seg: 42.6246, aux.loss_seg: 1.2167, aux.acc_seg: 30.8425, loss: 3.0347
2022-01-31 01:35:02,495 - mmseg - INFO - Iter [600/160000]	lr: 1.471e-07, eta: 1 day, 3:05:30, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 1.6922, decode.acc_seg: 43.4170, aux.loss_seg: 1.1218, aux.acc_seg: 32.5822, loss: 2.8140
2022-01-31 01:35:31,937 - mmseg - INFO - Iter [650/160000]	lr: 1.593e-07, eta: 1 day, 3:00:20, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 1.7186, decode.acc_seg: 44.2887, aux.loss_seg: 1.1024, aux.acc_seg: 33.9447, loss: 2.8210
2022-01-31 01:36:01,307 - mmseg - INFO - Iter [700/160000]	lr: 1.715e-07, eta: 1 day, 2:55:25, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 1.6501, decode.acc_seg: 45.3875, aux.loss_seg: 1.0534, aux.acc_seg: 32.9553, loss: 2.7035
2022-01-31 01:36:30,839 - mmseg - INFO - Iter [750/160000]	lr: 1.837e-07, eta: 1 day, 2:51:45, time: 0.591, data_time: 0.005, memory: 21005, decode.loss_seg: 1.6412, decode.acc_seg: 43.6329, aux.loss_seg: 0.9935, aux.acc_seg: 32.4647, loss: 2.6347
2022-01-31 01:37:00,169 - mmseg - INFO - Iter [800/160000]	lr: 1.960e-07, eta: 1 day, 2:47:55, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 1.5648, decode.acc_seg: 46.4405, aux.loss_seg: 0.9634, aux.acc_seg: 35.0231, loss: 2.5282
2022-01-31 01:37:29,633 - mmseg - INFO - Iter [850/160000]	lr: 2.082e-07, eta: 1 day, 2:44:48, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 1.5479, decode.acc_seg: 44.8202, aux.loss_seg: 0.9170, aux.acc_seg: 35.0938, loss: 2.4650
2022-01-31 01:37:59,144 - mmseg - INFO - Iter [900/160000]	lr: 2.203e-07, eta: 1 day, 2:42:07, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 1.4902, decode.acc_seg: 45.8768, aux.loss_seg: 0.8800, aux.acc_seg: 35.1657, loss: 2.3703
2022-01-31 01:38:28,783 - mmseg - INFO - Iter [950/160000]	lr: 2.325e-07, eta: 1 day, 2:39:57, time: 0.592, data_time: 0.004, memory: 21005, decode.loss_seg: 1.4458, decode.acc_seg: 46.6059, aux.loss_seg: 0.8506, aux.acc_seg: 36.4375, loss: 2.2964
2022-01-31 01:38:58,244 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 01:38:58,246 - mmseg - INFO - Iter [1000/160000]	lr: 2.447e-07, eta: 1 day, 2:37:36, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 1.4390, decode.acc_seg: 47.7024, aux.loss_seg: 0.8407, aux.acc_seg: 38.0117, loss: 2.2798
2022-01-31 01:39:27,885 - mmseg - INFO - Iter [1050/160000]	lr: 2.569e-07, eta: 1 day, 2:35:47, time: 0.592, data_time: 0.005, memory: 21005, decode.loss_seg: 1.4493, decode.acc_seg: 48.0017, aux.loss_seg: 0.8371, aux.acc_seg: 38.1279, loss: 2.2864
2022-01-31 01:39:57,288 - mmseg - INFO - Iter [1100/160000]	lr: 2.690e-07, eta: 1 day, 2:33:35, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 1.4063, decode.acc_seg: 48.7998, aux.loss_seg: 0.8074, aux.acc_seg: 39.5831, loss: 2.2137
2022-01-31 01:40:26,819 - mmseg - INFO - Iter [1150/160000]	lr: 2.812e-07, eta: 1 day, 2:31:50, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 1.4178, decode.acc_seg: 48.7225, aux.loss_seg: 0.8121, aux.acc_seg: 38.5388, loss: 2.2299
2022-01-31 01:40:56,324 - mmseg - INFO - Iter [1200/160000]	lr: 2.933e-07, eta: 1 day, 2:30:05, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 1.3120, decode.acc_seg: 48.3882, aux.loss_seg: 0.7486, aux.acc_seg: 39.5071, loss: 2.0606
2022-01-31 01:41:25,478 - mmseg - INFO - Iter [1250/160000]	lr: 3.055e-07, eta: 1 day, 2:27:41, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 1.2884, decode.acc_seg: 50.7754, aux.loss_seg: 0.7249, aux.acc_seg: 42.6751, loss: 2.0133
2022-01-31 01:42:07,127 - mmseg - INFO - Iter [1300/160000]	lr: 3.176e-07, eta: 1 day, 2:50:54, time: 0.833, data_time: 0.224, memory: 21005, decode.loss_seg: 1.3362, decode.acc_seg: 48.6891, aux.loss_seg: 0.7382, aux.acc_seg: 40.2475, loss: 2.0744
2022-01-31 01:42:36,307 - mmseg - INFO - Iter [1350/160000]	lr: 3.297e-07, eta: 1 day, 2:47:52, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 1.3457, decode.acc_seg: 48.5442, aux.loss_seg: 0.7378, aux.acc_seg: 40.7706, loss: 2.0834
2022-01-31 01:43:05,522 - mmseg - INFO - Iter [1400/160000]	lr: 3.418e-07, eta: 1 day, 2:45:08, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 1.2921, decode.acc_seg: 50.5593, aux.loss_seg: 0.7246, aux.acc_seg: 42.8484, loss: 2.0167
2022-01-31 01:43:34,810 - mmseg - INFO - Iter [1450/160000]	lr: 3.539e-07, eta: 1 day, 2:42:40, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 1.2931, decode.acc_seg: 50.3104, aux.loss_seg: 0.7065, aux.acc_seg: 43.2777, loss: 1.9996
2022-01-31 01:44:04,029 - mmseg - INFO - Iter [1500/160000]	lr: 3.660e-07, eta: 1 day, 2:40:14, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 1.2535, decode.acc_seg: 50.1072, aux.loss_seg: 0.6954, aux.acc_seg: 43.1145, loss: 1.9489
2022-01-31 01:44:33,379 - mmseg - INFO - Iter [1550/160000]	lr: 3.661e-07, eta: 1 day, 2:38:08, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 1.2615, decode.acc_seg: 50.7641, aux.loss_seg: 0.6981, aux.acc_seg: 43.1991, loss: 1.9596
2022-01-31 01:45:02,960 - mmseg - INFO - Iter [1600/160000]	lr: 3.660e-07, eta: 1 day, 2:36:29, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 1.2573, decode.acc_seg: 50.5115, aux.loss_seg: 0.6918, aux.acc_seg: 43.2882, loss: 1.9491
2022-01-31 01:45:32,313 - mmseg - INFO - Iter [1650/160000]	lr: 3.659e-07, eta: 1 day, 2:34:35, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1607, decode.acc_seg: 52.2987, aux.loss_seg: 0.6442, aux.acc_seg: 45.7451, loss: 1.8049
2022-01-31 01:46:01,573 - mmseg - INFO - Iter [1700/160000]	lr: 3.658e-07, eta: 1 day, 2:32:35, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 1.2020, decode.acc_seg: 51.5751, aux.loss_seg: 0.6597, aux.acc_seg: 45.0451, loss: 1.8617
2022-01-31 01:46:30,990 - mmseg - INFO - Iter [1750/160000]	lr: 3.657e-07, eta: 1 day, 2:30:57, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1615, decode.acc_seg: 51.2236, aux.loss_seg: 0.6375, aux.acc_seg: 44.5268, loss: 1.7990
2022-01-31 01:47:00,392 - mmseg - INFO - Iter [1800/160000]	lr: 3.656e-07, eta: 1 day, 2:29:20, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1209, decode.acc_seg: 52.2867, aux.loss_seg: 0.6191, aux.acc_seg: 45.2089, loss: 1.7400
2022-01-31 01:47:29,959 - mmseg - INFO - Iter [1850/160000]	lr: 3.654e-07, eta: 1 day, 2:28:01, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 1.2004, decode.acc_seg: 51.1749, aux.loss_seg: 0.6388, aux.acc_seg: 45.2076, loss: 1.8392
2022-01-31 01:47:59,483 - mmseg - INFO - Iter [1900/160000]	lr: 3.653e-07, eta: 1 day, 2:26:41, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1306, decode.acc_seg: 52.1843, aux.loss_seg: 0.6172, aux.acc_seg: 45.9853, loss: 1.7478
2022-01-31 01:48:28,975 - mmseg - INFO - Iter [1950/160000]	lr: 3.652e-07, eta: 1 day, 2:25:20, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1957, decode.acc_seg: 51.5468, aux.loss_seg: 0.6548, aux.acc_seg: 44.2615, loss: 1.8506
2022-01-31 01:48:58,344 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 01:48:58,346 - mmseg - INFO - Iter [2000/160000]	lr: 3.651e-07, eta: 1 day, 2:23:54, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1491, decode.acc_seg: 50.7597, aux.loss_seg: 0.6329, aux.acc_seg: 43.3780, loss: 1.7820
2022-01-31 01:49:27,941 - mmseg - INFO - Iter [2050/160000]	lr: 3.650e-07, eta: 1 day, 2:22:45, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0681, decode.acc_seg: 51.4507, aux.loss_seg: 0.5957, aux.acc_seg: 44.6293, loss: 1.6638
2022-01-31 01:49:57,654 - mmseg - INFO - Iter [2100/160000]	lr: 3.649e-07, eta: 1 day, 2:21:50, time: 0.595, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1040, decode.acc_seg: 52.3206, aux.loss_seg: 0.6153, aux.acc_seg: 45.7005, loss: 1.7193
2022-01-31 01:50:27,219 - mmseg - INFO - Iter [2150/160000]	lr: 3.648e-07, eta: 1 day, 2:20:45, time: 0.592, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0329, decode.acc_seg: 53.3023, aux.loss_seg: 0.5836, aux.acc_seg: 46.1356, loss: 1.6166
2022-01-31 01:50:56,667 - mmseg - INFO - Iter [2200/160000]	lr: 3.646e-07, eta: 1 day, 2:19:31, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0978, decode.acc_seg: 51.9054, aux.loss_seg: 0.6015, aux.acc_seg: 45.4667, loss: 1.6993
2022-01-31 01:51:25,994 - mmseg - INFO - Iter [2250/160000]	lr: 3.645e-07, eta: 1 day, 2:18:13, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0709, decode.acc_seg: 52.6759, aux.loss_seg: 0.5833, aux.acc_seg: 46.0826, loss: 1.6541
2022-01-31 01:51:55,615 - mmseg - INFO - Iter [2300/160000]	lr: 3.644e-07, eta: 1 day, 2:17:16, time: 0.592, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0293, decode.acc_seg: 54.2144, aux.loss_seg: 0.5615, aux.acc_seg: 48.3865, loss: 1.5908
2022-01-31 01:52:25,329 - mmseg - INFO - Iter [2350/160000]	lr: 3.643e-07, eta: 1 day, 2:16:25, time: 0.594, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0209, decode.acc_seg: 52.9757, aux.loss_seg: 0.5589, aux.acc_seg: 47.3650, loss: 1.5798
2022-01-31 01:52:54,841 - mmseg - INFO - Iter [2400/160000]	lr: 3.642e-07, eta: 1 day, 2:15:22, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 1.1261, decode.acc_seg: 52.1772, aux.loss_seg: 0.6099, aux.acc_seg: 45.7294, loss: 1.7359
2022-01-31 01:53:24,319 - mmseg - INFO - Iter [2450/160000]	lr: 3.641e-07, eta: 1 day, 2:14:21, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0523, decode.acc_seg: 53.5447, aux.loss_seg: 0.5777, aux.acc_seg: 47.3570, loss: 1.6300
2022-01-31 01:53:53,548 - mmseg - INFO - Iter [2500/160000]	lr: 3.639e-07, eta: 1 day, 2:13:02, time: 0.584, data_time: 0.003, memory: 21005, decode.loss_seg: 1.0571, decode.acc_seg: 53.9966, aux.loss_seg: 0.5842, aux.acc_seg: 48.1209, loss: 1.6413
2022-01-31 01:54:33,989 - mmseg - INFO - Iter [2550/160000]	lr: 3.638e-07, eta: 1 day, 2:23:21, time: 0.809, data_time: 0.225, memory: 21005, decode.loss_seg: 0.9841, decode.acc_seg: 55.7488, aux.loss_seg: 0.5573, aux.acc_seg: 48.6304, loss: 1.5414
2022-01-31 01:55:03,220 - mmseg - INFO - Iter [2600/160000]	lr: 3.637e-07, eta: 1 day, 2:21:53, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0008, decode.acc_seg: 55.4840, aux.loss_seg: 0.5583, aux.acc_seg: 48.8618, loss: 1.5591
2022-01-31 01:55:32,463 - mmseg - INFO - Iter [2650/160000]	lr: 3.636e-07, eta: 1 day, 2:20:28, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0035, decode.acc_seg: 53.9042, aux.loss_seg: 0.5578, aux.acc_seg: 47.7014, loss: 1.5613
2022-01-31 01:56:01,781 - mmseg - INFO - Iter [2700/160000]	lr: 3.635e-07, eta: 1 day, 2:19:12, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0099, decode.acc_seg: 54.1055, aux.loss_seg: 0.5698, aux.acc_seg: 48.0671, loss: 1.5797
2022-01-31 01:56:30,933 - mmseg - INFO - Iter [2750/160000]	lr: 3.634e-07, eta: 1 day, 2:17:45, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9199, decode.acc_seg: 54.5944, aux.loss_seg: 0.5232, aux.acc_seg: 47.5128, loss: 1.4430
2022-01-31 01:57:00,089 - mmseg - INFO - Iter [2800/160000]	lr: 3.633e-07, eta: 1 day, 2:16:23, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9654, decode.acc_seg: 54.3700, aux.loss_seg: 0.5412, aux.acc_seg: 48.0945, loss: 1.5066
2022-01-31 01:57:29,427 - mmseg - INFO - Iter [2850/160000]	lr: 3.631e-07, eta: 1 day, 2:15:12, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9585, decode.acc_seg: 53.4150, aux.loss_seg: 0.5392, aux.acc_seg: 46.7928, loss: 1.4977
2022-01-31 01:57:58,606 - mmseg - INFO - Iter [2900/160000]	lr: 3.630e-07, eta: 1 day, 2:13:53, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 1.0414, decode.acc_seg: 54.3369, aux.loss_seg: 0.5758, aux.acc_seg: 47.2709, loss: 1.6171
2022-01-31 01:58:27,798 - mmseg - INFO - Iter [2950/160000]	lr: 3.629e-07, eta: 1 day, 2:12:38, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9954, decode.acc_seg: 54.9335, aux.loss_seg: 0.5432, aux.acc_seg: 48.4026, loss: 1.5386
2022-01-31 01:58:57,086 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 01:58:57,088 - mmseg - INFO - Iter [3000/160000]	lr: 3.628e-07, eta: 1 day, 2:11:28, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9555, decode.acc_seg: 54.1148, aux.loss_seg: 0.5426, aux.acc_seg: 47.2765, loss: 1.4981
2022-01-31 01:59:26,313 - mmseg - INFO - Iter [3050/160000]	lr: 3.627e-07, eta: 1 day, 2:10:16, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9310, decode.acc_seg: 54.3901, aux.loss_seg: 0.5223, aux.acc_seg: 48.4160, loss: 1.4534
2022-01-31 01:59:55,809 - mmseg - INFO - Iter [3100/160000]	lr: 3.626e-07, eta: 1 day, 2:09:20, time: 0.590, data_time: 0.005, memory: 21005, decode.loss_seg: 1.0177, decode.acc_seg: 54.3932, aux.loss_seg: 0.5620, aux.acc_seg: 47.5444, loss: 1.5796
2022-01-31 02:00:25,310 - mmseg - INFO - Iter [3150/160000]	lr: 3.624e-07, eta: 1 day, 2:08:25, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9849, decode.acc_seg: 55.1466, aux.loss_seg: 0.5406, aux.acc_seg: 49.0741, loss: 1.5255
2022-01-31 02:00:54,682 - mmseg - INFO - Iter [3200/160000]	lr: 3.623e-07, eta: 1 day, 2:07:24, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9622, decode.acc_seg: 54.7293, aux.loss_seg: 0.5264, aux.acc_seg: 48.1543, loss: 1.4886
2022-01-31 02:01:24,026 - mmseg - INFO - Iter [3250/160000]	lr: 3.622e-07, eta: 1 day, 2:06:23, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9990, decode.acc_seg: 53.8313, aux.loss_seg: 0.5487, aux.acc_seg: 47.8202, loss: 1.5476
2022-01-31 02:01:53,418 - mmseg - INFO - Iter [3300/160000]	lr: 3.621e-07, eta: 1 day, 2:05:26, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9362, decode.acc_seg: 55.0481, aux.loss_seg: 0.5036, aux.acc_seg: 49.5646, loss: 1.4398
2022-01-31 02:02:22,681 - mmseg - INFO - Iter [3350/160000]	lr: 3.620e-07, eta: 1 day, 2:04:23, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8721, decode.acc_seg: 56.5829, aux.loss_seg: 0.4962, aux.acc_seg: 49.6365, loss: 1.3683
2022-01-31 02:02:52,180 - mmseg - INFO - Iter [3400/160000]	lr: 3.619e-07, eta: 1 day, 2:03:32, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8759, decode.acc_seg: 57.0237, aux.loss_seg: 0.5056, aux.acc_seg: 50.2216, loss: 1.3815
2022-01-31 02:03:21,929 - mmseg - INFO - Iter [3450/160000]	lr: 3.618e-07, eta: 1 day, 2:02:52, time: 0.595, data_time: 0.003, memory: 21005, decode.loss_seg: 0.9070, decode.acc_seg: 55.6577, aux.loss_seg: 0.5174, aux.acc_seg: 49.3948, loss: 1.4244
2022-01-31 02:03:51,286 - mmseg - INFO - Iter [3500/160000]	lr: 3.616e-07, eta: 1 day, 2:01:56, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9357, decode.acc_seg: 55.1298, aux.loss_seg: 0.5177, aux.acc_seg: 49.1893, loss: 1.4534
2022-01-31 02:04:20,700 - mmseg - INFO - Iter [3550/160000]	lr: 3.615e-07, eta: 1 day, 2:01:02, time: 0.588, data_time: 0.005, memory: 21005, decode.loss_seg: 0.9794, decode.acc_seg: 54.6433, aux.loss_seg: 0.5319, aux.acc_seg: 48.7826, loss: 1.5112
2022-01-31 02:04:50,037 - mmseg - INFO - Iter [3600/160000]	lr: 3.614e-07, eta: 1 day, 2:00:06, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9306, decode.acc_seg: 55.2442, aux.loss_seg: 0.5281, aux.acc_seg: 48.7350, loss: 1.4586
2022-01-31 02:05:19,406 - mmseg - INFO - Iter [3650/160000]	lr: 3.613e-07, eta: 1 day, 1:59:12, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9654, decode.acc_seg: 55.2268, aux.loss_seg: 0.5293, aux.acc_seg: 48.4356, loss: 1.4946
2022-01-31 02:05:48,875 - mmseg - INFO - Iter [3700/160000]	lr: 3.612e-07, eta: 1 day, 1:58:24, time: 0.590, data_time: 0.005, memory: 21005, decode.loss_seg: 0.9805, decode.acc_seg: 56.9997, aux.loss_seg: 0.5357, aux.acc_seg: 50.7370, loss: 1.5162
2022-01-31 02:06:18,190 - mmseg - INFO - Iter [3750/160000]	lr: 3.611e-07, eta: 1 day, 1:57:29, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9032, decode.acc_seg: 56.5358, aux.loss_seg: 0.5205, aux.acc_seg: 49.8888, loss: 1.4237
2022-01-31 02:06:59,951 - mmseg - INFO - Iter [3800/160000]	lr: 3.609e-07, eta: 1 day, 2:05:06, time: 0.835, data_time: 0.217, memory: 21005, decode.loss_seg: 0.9411, decode.acc_seg: 55.3728, aux.loss_seg: 0.5351, aux.acc_seg: 48.5433, loss: 1.4762
2022-01-31 02:07:29,087 - mmseg - INFO - Iter [3850/160000]	lr: 3.608e-07, eta: 1 day, 2:03:58, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.9235, decode.acc_seg: 54.5779, aux.loss_seg: 0.5145, aux.acc_seg: 48.2039, loss: 1.4380
2022-01-31 02:07:58,397 - mmseg - INFO - Iter [3900/160000]	lr: 3.607e-07, eta: 1 day, 2:02:58, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8738, decode.acc_seg: 56.7190, aux.loss_seg: 0.4944, aux.acc_seg: 50.0767, loss: 1.3682
2022-01-31 02:08:27,681 - mmseg - INFO - Iter [3950/160000]	lr: 3.606e-07, eta: 1 day, 2:01:59, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.8744, decode.acc_seg: 56.4788, aux.loss_seg: 0.4967, aux.acc_seg: 49.1289, loss: 1.3711
2022-01-31 02:08:57,107 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 02:08:57,110 - mmseg - INFO - Iter [4000/160000]	lr: 3.605e-07, eta: 1 day, 2:01:05, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.8797, decode.acc_seg: 55.7565, aux.loss_seg: 0.4932, aux.acc_seg: 49.4373, loss: 1.3729
2022-01-31 02:09:26,437 - mmseg - INFO - Iter [4050/160000]	lr: 3.604e-07, eta: 1 day, 2:00:09, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.8950, decode.acc_seg: 55.4222, aux.loss_seg: 0.5090, aux.acc_seg: 48.8626, loss: 1.4040
2022-01-31 02:09:55,854 - mmseg - INFO - Iter [4100/160000]	lr: 3.602e-07, eta: 1 day, 1:59:16, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8617, decode.acc_seg: 57.3248, aux.loss_seg: 0.5007, aux.acc_seg: 50.4250, loss: 1.3624
2022-01-31 02:10:25,281 - mmseg - INFO - Iter [4150/160000]	lr: 3.601e-07, eta: 1 day, 1:58:25, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.9243, decode.acc_seg: 55.7534, aux.loss_seg: 0.5166, aux.acc_seg: 49.1589, loss: 1.4409
2022-01-31 02:10:54,669 - mmseg - INFO - Iter [4200/160000]	lr: 3.600e-07, eta: 1 day, 1:57:32, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8973, decode.acc_seg: 55.3486, aux.loss_seg: 0.4928, aux.acc_seg: 49.3970, loss: 1.3900
2022-01-31 02:11:24,015 - mmseg - INFO - Iter [4250/160000]	lr: 3.599e-07, eta: 1 day, 1:56:38, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8824, decode.acc_seg: 56.6069, aux.loss_seg: 0.5057, aux.acc_seg: 49.3041, loss: 1.3881
2022-01-31 02:11:53,183 - mmseg - INFO - Iter [4300/160000]	lr: 3.598e-07, eta: 1 day, 1:55:38, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8374, decode.acc_seg: 57.9682, aux.loss_seg: 0.4663, aux.acc_seg: 52.0333, loss: 1.3037
2022-01-31 02:12:22,409 - mmseg - INFO - Iter [4350/160000]	lr: 3.597e-07, eta: 1 day, 1:54:42, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8758, decode.acc_seg: 55.8379, aux.loss_seg: 0.5017, aux.acc_seg: 48.9869, loss: 1.3775
2022-01-31 02:12:51,732 - mmseg - INFO - Iter [4400/160000]	lr: 3.596e-07, eta: 1 day, 1:53:49, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.8675, decode.acc_seg: 56.6109, aux.loss_seg: 0.4999, aux.acc_seg: 49.1386, loss: 1.3673
2022-01-31 02:13:21,151 - mmseg - INFO - Iter [4450/160000]	lr: 3.594e-07, eta: 1 day, 1:53:01, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8629, decode.acc_seg: 56.8745, aux.loss_seg: 0.4907, aux.acc_seg: 50.1966, loss: 1.3536
2022-01-31 02:13:50,551 - mmseg - INFO - Iter [4500/160000]	lr: 3.593e-07, eta: 1 day, 1:52:12, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8402, decode.acc_seg: 58.3070, aux.loss_seg: 0.4788, aux.acc_seg: 51.3799, loss: 1.3190
2022-01-31 02:14:20,246 - mmseg - INFO - Iter [4550/160000]	lr: 3.592e-07, eta: 1 day, 1:51:33, time: 0.594, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8403, decode.acc_seg: 56.9994, aux.loss_seg: 0.4773, aux.acc_seg: 50.2974, loss: 1.3176
2022-01-31 02:14:49,578 - mmseg - INFO - Iter [4600/160000]	lr: 3.591e-07, eta: 1 day, 1:50:43, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8219, decode.acc_seg: 57.6070, aux.loss_seg: 0.4750, aux.acc_seg: 50.6492, loss: 1.2969
2022-01-31 02:15:19,031 - mmseg - INFO - Iter [4650/160000]	lr: 3.590e-07, eta: 1 day, 1:49:57, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8266, decode.acc_seg: 57.4637, aux.loss_seg: 0.4694, aux.acc_seg: 50.9883, loss: 1.2960
2022-01-31 02:15:48,377 - mmseg - INFO - Iter [4700/160000]	lr: 3.589e-07, eta: 1 day, 1:49:07, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8463, decode.acc_seg: 57.0493, aux.loss_seg: 0.4785, aux.acc_seg: 50.4092, loss: 1.3249
2022-01-31 02:16:17,565 - mmseg - INFO - Iter [4750/160000]	lr: 3.587e-07, eta: 1 day, 1:48:13, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8468, decode.acc_seg: 57.8412, aux.loss_seg: 0.4835, aux.acc_seg: 50.7001, loss: 1.3303
2022-01-31 02:16:46,771 - mmseg - INFO - Iter [4800/160000]	lr: 3.586e-07, eta: 1 day, 1:47:20, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8282, decode.acc_seg: 57.4612, aux.loss_seg: 0.4688, aux.acc_seg: 50.8530, loss: 1.2970
2022-01-31 02:17:16,129 - mmseg - INFO - Iter [4850/160000]	lr: 3.585e-07, eta: 1 day, 1:46:32, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8515, decode.acc_seg: 57.7047, aux.loss_seg: 0.4789, aux.acc_seg: 51.0778, loss: 1.3304
2022-01-31 02:17:45,407 - mmseg - INFO - Iter [4900/160000]	lr: 3.584e-07, eta: 1 day, 1:45:42, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8348, decode.acc_seg: 57.9522, aux.loss_seg: 0.4762, aux.acc_seg: 50.5980, loss: 1.3111
2022-01-31 02:18:14,874 - mmseg - INFO - Iter [4950/160000]	lr: 3.583e-07, eta: 1 day, 1:45:00, time: 0.590, data_time: 0.005, memory: 21005, decode.loss_seg: 0.8375, decode.acc_seg: 58.5526, aux.loss_seg: 0.4692, aux.acc_seg: 52.1941, loss: 1.3066
2022-01-31 02:18:44,176 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 02:18:44,178 - mmseg - INFO - Iter [5000/160000]	lr: 3.582e-07, eta: 1 day, 1:44:11, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8856, decode.acc_seg: 57.8894, aux.loss_seg: 0.4784, aux.acc_seg: 51.6118, loss: 1.3640
2022-01-31 02:19:13,432 - mmseg - INFO - Iter [5050/160000]	lr: 3.581e-07, eta: 1 day, 1:43:22, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8140, decode.acc_seg: 59.2909, aux.loss_seg: 0.4693, aux.acc_seg: 52.1457, loss: 1.2833
2022-01-31 02:19:54,615 - mmseg - INFO - Iter [5100/160000]	lr: 3.579e-07, eta: 1 day, 1:48:36, time: 0.824, data_time: 0.184, memory: 21005, decode.loss_seg: 0.7927, decode.acc_seg: 58.0914, aux.loss_seg: 0.4538, aux.acc_seg: 50.9567, loss: 1.2465
2022-01-31 02:20:23,827 - mmseg - INFO - Iter [5150/160000]	lr: 3.578e-07, eta: 1 day, 1:47:42, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8801, decode.acc_seg: 55.3326, aux.loss_seg: 0.4996, aux.acc_seg: 48.0624, loss: 1.3797
2022-01-31 02:20:53,072 - mmseg - INFO - Iter [5200/160000]	lr: 3.577e-07, eta: 1 day, 1:46:50, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7886, decode.acc_seg: 57.5746, aux.loss_seg: 0.4597, aux.acc_seg: 50.6903, loss: 1.2483
2022-01-31 02:21:22,501 - mmseg - INFO - Iter [5250/160000]	lr: 3.576e-07, eta: 1 day, 1:46:03, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8063, decode.acc_seg: 57.1471, aux.loss_seg: 0.4644, aux.acc_seg: 50.1923, loss: 1.2708
2022-01-31 02:21:51,781 - mmseg - INFO - Iter [5300/160000]	lr: 3.575e-07, eta: 1 day, 1:45:14, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7744, decode.acc_seg: 58.6937, aux.loss_seg: 0.4519, aux.acc_seg: 51.7052, loss: 1.2263
2022-01-31 02:22:21,092 - mmseg - INFO - Iter [5350/160000]	lr: 3.574e-07, eta: 1 day, 1:44:24, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7999, decode.acc_seg: 58.2733, aux.loss_seg: 0.4770, aux.acc_seg: 49.9102, loss: 1.2769
2022-01-31 02:22:50,537 - mmseg - INFO - Iter [5400/160000]	lr: 3.572e-07, eta: 1 day, 1:43:40, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.7381, decode.acc_seg: 59.7202, aux.loss_seg: 0.4265, aux.acc_seg: 53.3198, loss: 1.1646
2022-01-31 02:23:19,757 - mmseg - INFO - Iter [5450/160000]	lr: 3.571e-07, eta: 1 day, 1:42:49, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8188, decode.acc_seg: 57.6075, aux.loss_seg: 0.4774, aux.acc_seg: 50.2809, loss: 1.2961
2022-01-31 02:23:48,811 - mmseg - INFO - Iter [5500/160000]	lr: 3.570e-07, eta: 1 day, 1:41:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7990, decode.acc_seg: 57.8428, aux.loss_seg: 0.4491, aux.acc_seg: 51.5017, loss: 1.2481
2022-01-31 02:24:18,029 - mmseg - INFO - Iter [5550/160000]	lr: 3.569e-07, eta: 1 day, 1:41:04, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8409, decode.acc_seg: 57.3753, aux.loss_seg: 0.4710, aux.acc_seg: 50.7362, loss: 1.3119
2022-01-31 02:24:47,216 - mmseg - INFO - Iter [5600/160000]	lr: 3.568e-07, eta: 1 day, 1:40:13, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8122, decode.acc_seg: 57.4805, aux.loss_seg: 0.4701, aux.acc_seg: 50.1201, loss: 1.2823
2022-01-31 02:25:16,475 - mmseg - INFO - Iter [5650/160000]	lr: 3.567e-07, eta: 1 day, 1:39:25, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8061, decode.acc_seg: 59.3418, aux.loss_seg: 0.4630, aux.acc_seg: 52.3868, loss: 1.2691
2022-01-31 02:25:46,002 - mmseg - INFO - Iter [5700/160000]	lr: 3.566e-07, eta: 1 day, 1:38:45, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7655, decode.acc_seg: 60.0314, aux.loss_seg: 0.4448, aux.acc_seg: 53.1458, loss: 1.2103
2022-01-31 02:26:15,056 - mmseg - INFO - Iter [5750/160000]	lr: 3.564e-07, eta: 1 day, 1:37:52, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7932, decode.acc_seg: 57.5616, aux.loss_seg: 0.4598, aux.acc_seg: 50.8095, loss: 1.2530
2022-01-31 02:26:44,444 - mmseg - INFO - Iter [5800/160000]	lr: 3.563e-07, eta: 1 day, 1:37:08, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8114, decode.acc_seg: 57.1821, aux.loss_seg: 0.4611, aux.acc_seg: 50.2165, loss: 1.2725
2022-01-31 02:27:13,613 - mmseg - INFO - Iter [5850/160000]	lr: 3.562e-07, eta: 1 day, 1:36:19, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8169, decode.acc_seg: 58.1421, aux.loss_seg: 0.4676, aux.acc_seg: 51.6292, loss: 1.2845
2022-01-31 02:27:42,907 - mmseg - INFO - Iter [5900/160000]	lr: 3.561e-07, eta: 1 day, 1:35:33, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7754, decode.acc_seg: 58.7359, aux.loss_seg: 0.4472, aux.acc_seg: 51.3204, loss: 1.2227
2022-01-31 02:28:12,020 - mmseg - INFO - Iter [5950/160000]	lr: 3.560e-07, eta: 1 day, 1:34:43, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7674, decode.acc_seg: 59.4100, aux.loss_seg: 0.4435, aux.acc_seg: 52.4963, loss: 1.2109
2022-01-31 02:28:41,329 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 02:28:41,331 - mmseg - INFO - Iter [6000/160000]	lr: 3.559e-07, eta: 1 day, 1:33:58, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8299, decode.acc_seg: 57.1516, aux.loss_seg: 0.4699, aux.acc_seg: 50.5265, loss: 1.2999
2022-01-31 02:29:10,367 - mmseg - INFO - Iter [6050/160000]	lr: 3.557e-07, eta: 1 day, 1:33:06, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8194, decode.acc_seg: 58.7515, aux.loss_seg: 0.4587, aux.acc_seg: 52.0536, loss: 1.2781
2022-01-31 02:29:39,679 - mmseg - INFO - Iter [6100/160000]	lr: 3.556e-07, eta: 1 day, 1:32:23, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7915, decode.acc_seg: 58.6547, aux.loss_seg: 0.4593, aux.acc_seg: 51.5122, loss: 1.2508
2022-01-31 02:30:08,851 - mmseg - INFO - Iter [6150/160000]	lr: 3.555e-07, eta: 1 day, 1:31:35, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7908, decode.acc_seg: 60.2170, aux.loss_seg: 0.4534, aux.acc_seg: 52.9504, loss: 1.2441
2022-01-31 02:30:38,057 - mmseg - INFO - Iter [6200/160000]	lr: 3.554e-07, eta: 1 day, 1:30:49, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8185, decode.acc_seg: 56.7530, aux.loss_seg: 0.4468, aux.acc_seg: 50.7706, loss: 1.2654
2022-01-31 02:31:07,100 - mmseg - INFO - Iter [6250/160000]	lr: 3.553e-07, eta: 1 day, 1:29:59, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8167, decode.acc_seg: 59.0236, aux.loss_seg: 0.4621, aux.acc_seg: 52.5931, loss: 1.2788
2022-01-31 02:31:36,208 - mmseg - INFO - Iter [6300/160000]	lr: 3.552e-07, eta: 1 day, 1:29:11, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7584, decode.acc_seg: 59.4133, aux.loss_seg: 0.4393, aux.acc_seg: 52.3458, loss: 1.1977
2022-01-31 02:32:16,746 - mmseg - INFO - Iter [6350/160000]	lr: 3.550e-07, eta: 1 day, 1:33:00, time: 0.811, data_time: 0.229, memory: 21005, decode.loss_seg: 0.7768, decode.acc_seg: 58.3318, aux.loss_seg: 0.4465, aux.acc_seg: 51.1588, loss: 1.2233
2022-01-31 02:32:45,777 - mmseg - INFO - Iter [6400/160000]	lr: 3.549e-07, eta: 1 day, 1:32:08, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7437, decode.acc_seg: 57.4637, aux.loss_seg: 0.4373, aux.acc_seg: 50.6433, loss: 1.1810
2022-01-31 02:33:14,951 - mmseg - INFO - Iter [6450/160000]	lr: 3.548e-07, eta: 1 day, 1:31:20, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7514, decode.acc_seg: 58.0452, aux.loss_seg: 0.4420, aux.acc_seg: 51.2264, loss: 1.1935
2022-01-31 02:33:44,107 - mmseg - INFO - Iter [6500/160000]	lr: 3.547e-07, eta: 1 day, 1:30:32, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7113, decode.acc_seg: 62.2183, aux.loss_seg: 0.4214, aux.acc_seg: 54.7522, loss: 1.1327
2022-01-31 02:34:13,434 - mmseg - INFO - Iter [6550/160000]	lr: 3.546e-07, eta: 1 day, 1:29:49, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7349, decode.acc_seg: 59.3160, aux.loss_seg: 0.4443, aux.acc_seg: 51.4146, loss: 1.1791
2022-01-31 02:34:42,859 - mmseg - INFO - Iter [6600/160000]	lr: 3.545e-07, eta: 1 day, 1:29:07, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8014, decode.acc_seg: 58.2674, aux.loss_seg: 0.4626, aux.acc_seg: 51.3284, loss: 1.2640
2022-01-31 02:35:12,117 - mmseg - INFO - Iter [6650/160000]	lr: 3.544e-07, eta: 1 day, 1:28:23, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.7989, decode.acc_seg: 58.5544, aux.loss_seg: 0.4535, aux.acc_seg: 51.2677, loss: 1.2524
2022-01-31 02:35:41,254 - mmseg - INFO - Iter [6700/160000]	lr: 3.542e-07, eta: 1 day, 1:27:35, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7760, decode.acc_seg: 58.4007, aux.loss_seg: 0.4406, aux.acc_seg: 51.5682, loss: 1.2166
2022-01-31 02:36:10,330 - mmseg - INFO - Iter [6750/160000]	lr: 3.541e-07, eta: 1 day, 1:26:47, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.7600, decode.acc_seg: 58.2327, aux.loss_seg: 0.4350, aux.acc_seg: 51.8009, loss: 1.1950
2022-01-31 02:36:40,064 - mmseg - INFO - Iter [6800/160000]	lr: 3.540e-07, eta: 1 day, 1:26:13, time: 0.594, data_time: 0.003, memory: 21005, decode.loss_seg: 0.7325, decode.acc_seg: 59.1181, aux.loss_seg: 0.4289, aux.acc_seg: 52.4626, loss: 1.1614
2022-01-31 02:37:09,469 - mmseg - INFO - Iter [6850/160000]	lr: 3.539e-07, eta: 1 day, 1:25:33, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7843, decode.acc_seg: 58.4500, aux.loss_seg: 0.4388, aux.acc_seg: 51.8744, loss: 1.2232
2022-01-31 02:37:38,903 - mmseg - INFO - Iter [6900/160000]	lr: 3.538e-07, eta: 1 day, 1:24:53, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7235, decode.acc_seg: 59.4186, aux.loss_seg: 0.4170, aux.acc_seg: 53.0062, loss: 1.1405
2022-01-31 02:38:08,016 - mmseg - INFO - Iter [6950/160000]	lr: 3.537e-07, eta: 1 day, 1:24:06, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7583, decode.acc_seg: 58.6886, aux.loss_seg: 0.4270, aux.acc_seg: 51.8559, loss: 1.1853
2022-01-31 02:38:37,333 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 02:38:37,335 - mmseg - INFO - Iter [7000/160000]	lr: 3.535e-07, eta: 1 day, 1:23:24, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7734, decode.acc_seg: 58.1394, aux.loss_seg: 0.4593, aux.acc_seg: 50.5324, loss: 1.2327
2022-01-31 02:39:06,592 - mmseg - INFO - Iter [7050/160000]	lr: 3.534e-07, eta: 1 day, 1:22:41, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7709, decode.acc_seg: 58.4233, aux.loss_seg: 0.4397, aux.acc_seg: 52.1590, loss: 1.2106
2022-01-31 02:39:35,800 - mmseg - INFO - Iter [7100/160000]	lr: 3.533e-07, eta: 1 day, 1:21:57, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7638, decode.acc_seg: 59.2290, aux.loss_seg: 0.4395, aux.acc_seg: 52.0890, loss: 1.2033
2022-01-31 02:40:04,958 - mmseg - INFO - Iter [7150/160000]	lr: 3.532e-07, eta: 1 day, 1:21:12, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7331, decode.acc_seg: 58.7031, aux.loss_seg: 0.4135, aux.acc_seg: 52.3072, loss: 1.1466
2022-01-31 02:40:34,104 - mmseg - INFO - Iter [7200/160000]	lr: 3.531e-07, eta: 1 day, 1:20:27, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7588, decode.acc_seg: 60.2488, aux.loss_seg: 0.4393, aux.acc_seg: 52.7500, loss: 1.1981
2022-01-31 02:41:03,377 - mmseg - INFO - Iter [7250/160000]	lr: 3.530e-07, eta: 1 day, 1:19:45, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7378, decode.acc_seg: 59.1563, aux.loss_seg: 0.4261, aux.acc_seg: 52.6385, loss: 1.1639
2022-01-31 02:41:32,625 - mmseg - INFO - Iter [7300/160000]	lr: 3.529e-07, eta: 1 day, 1:19:03, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7248, decode.acc_seg: 59.7018, aux.loss_seg: 0.4244, aux.acc_seg: 52.3069, loss: 1.1492
2022-01-31 02:42:01,980 - mmseg - INFO - Iter [7350/160000]	lr: 3.527e-07, eta: 1 day, 1:18:22, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7990, decode.acc_seg: 56.8631, aux.loss_seg: 0.4556, aux.acc_seg: 49.8488, loss: 1.2546
2022-01-31 02:42:31,190 - mmseg - INFO - Iter [7400/160000]	lr: 3.526e-07, eta: 1 day, 1:17:39, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7748, decode.acc_seg: 58.6264, aux.loss_seg: 0.4346, aux.acc_seg: 52.2344, loss: 1.2094
2022-01-31 02:43:00,338 - mmseg - INFO - Iter [7450/160000]	lr: 3.525e-07, eta: 1 day, 1:16:56, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7640, decode.acc_seg: 60.7628, aux.loss_seg: 0.4344, aux.acc_seg: 53.9008, loss: 1.1985
2022-01-31 02:43:29,479 - mmseg - INFO - Iter [7500/160000]	lr: 3.524e-07, eta: 1 day, 1:16:12, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.8128, decode.acc_seg: 58.7133, aux.loss_seg: 0.4588, aux.acc_seg: 51.4299, loss: 1.2716
2022-01-31 02:43:58,971 - mmseg - INFO - Iter [7550/160000]	lr: 3.523e-07, eta: 1 day, 1:15:35, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7225, decode.acc_seg: 62.0748, aux.loss_seg: 0.4152, aux.acc_seg: 55.3849, loss: 1.1377
2022-01-31 02:44:39,763 - mmseg - INFO - Iter [7600/160000]	lr: 3.522e-07, eta: 1 day, 1:18:45, time: 0.816, data_time: 0.243, memory: 21005, decode.loss_seg: 0.7211, decode.acc_seg: 59.6038, aux.loss_seg: 0.4317, aux.acc_seg: 51.9503, loss: 1.1528
2022-01-31 02:45:08,800 - mmseg - INFO - Iter [7650/160000]	lr: 3.520e-07, eta: 1 day, 1:17:58, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6948, decode.acc_seg: 60.7119, aux.loss_seg: 0.4149, aux.acc_seg: 53.0626, loss: 1.1097
2022-01-31 02:45:37,861 - mmseg - INFO - Iter [7700/160000]	lr: 3.519e-07, eta: 1 day, 1:17:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7276, decode.acc_seg: 59.3988, aux.loss_seg: 0.4142, aux.acc_seg: 53.3351, loss: 1.1418
2022-01-31 02:46:07,112 - mmseg - INFO - Iter [7750/160000]	lr: 3.518e-07, eta: 1 day, 1:16:30, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7376, decode.acc_seg: 58.7737, aux.loss_seg: 0.4185, aux.acc_seg: 51.7123, loss: 1.1561
2022-01-31 02:46:36,341 - mmseg - INFO - Iter [7800/160000]	lr: 3.517e-07, eta: 1 day, 1:15:47, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7719, decode.acc_seg: 59.7231, aux.loss_seg: 0.4427, aux.acc_seg: 52.7297, loss: 1.2146
2022-01-31 02:47:05,729 - mmseg - INFO - Iter [7850/160000]	lr: 3.516e-07, eta: 1 day, 1:15:08, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6936, decode.acc_seg: 59.6345, aux.loss_seg: 0.4122, aux.acc_seg: 52.6669, loss: 1.1058
2022-01-31 02:47:34,642 - mmseg - INFO - Iter [7900/160000]	lr: 3.515e-07, eta: 1 day, 1:14:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6905, decode.acc_seg: 60.8967, aux.loss_seg: 0.4050, aux.acc_seg: 53.8881, loss: 1.0955
2022-01-31 02:48:04,317 - mmseg - INFO - Iter [7950/160000]	lr: 3.514e-07, eta: 1 day, 1:13:45, time: 0.593, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7285, decode.acc_seg: 60.4392, aux.loss_seg: 0.4182, aux.acc_seg: 53.5361, loss: 1.1467
2022-01-31 02:48:33,343 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 02:48:33,345 - mmseg - INFO - Iter [8000/160000]	lr: 3.512e-07, eta: 1 day, 1:13:00, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.7484, decode.acc_seg: 57.7632, aux.loss_seg: 0.4315, aux.acc_seg: 51.1452, loss: 1.1799
2022-01-31 02:49:02,488 - mmseg - INFO - Iter [8050/160000]	lr: 3.511e-07, eta: 1 day, 1:12:16, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6988, decode.acc_seg: 60.7644, aux.loss_seg: 0.4048, aux.acc_seg: 53.8328, loss: 1.1036
2022-01-31 02:49:31,598 - mmseg - INFO - Iter [8100/160000]	lr: 3.510e-07, eta: 1 day, 1:11:33, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7084, decode.acc_seg: 61.0249, aux.loss_seg: 0.4155, aux.acc_seg: 54.3940, loss: 1.1239
2022-01-31 02:50:00,586 - mmseg - INFO - Iter [8150/160000]	lr: 3.509e-07, eta: 1 day, 1:10:47, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7548, decode.acc_seg: 58.9824, aux.loss_seg: 0.4281, aux.acc_seg: 52.2325, loss: 1.1829
2022-01-31 02:50:29,962 - mmseg - INFO - Iter [8200/160000]	lr: 3.508e-07, eta: 1 day, 1:10:08, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7014, decode.acc_seg: 61.2133, aux.loss_seg: 0.4069, aux.acc_seg: 54.5526, loss: 1.1083
2022-01-31 02:50:59,262 - mmseg - INFO - Iter [8250/160000]	lr: 3.507e-07, eta: 1 day, 1:09:28, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7874, decode.acc_seg: 58.7905, aux.loss_seg: 0.4472, aux.acc_seg: 51.7140, loss: 1.2346
2022-01-31 02:51:28,399 - mmseg - INFO - Iter [8300/160000]	lr: 3.505e-07, eta: 1 day, 1:08:45, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7206, decode.acc_seg: 59.2398, aux.loss_seg: 0.4209, aux.acc_seg: 52.1091, loss: 1.1416
2022-01-31 02:51:57,762 - mmseg - INFO - Iter [8350/160000]	lr: 3.504e-07, eta: 1 day, 1:08:07, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7055, decode.acc_seg: 60.4707, aux.loss_seg: 0.4028, aux.acc_seg: 53.9501, loss: 1.1083
2022-01-31 02:52:26,965 - mmseg - INFO - Iter [8400/160000]	lr: 3.503e-07, eta: 1 day, 1:07:26, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.7081, decode.acc_seg: 61.0629, aux.loss_seg: 0.4171, aux.acc_seg: 53.7261, loss: 1.1252
2022-01-31 02:52:56,122 - mmseg - INFO - Iter [8450/160000]	lr: 3.502e-07, eta: 1 day, 1:06:44, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6917, decode.acc_seg: 61.2197, aux.loss_seg: 0.4108, aux.acc_seg: 53.8111, loss: 1.1025
2022-01-31 02:53:25,383 - mmseg - INFO - Iter [8500/160000]	lr: 3.501e-07, eta: 1 day, 1:06:04, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6882, decode.acc_seg: 60.2843, aux.loss_seg: 0.4049, aux.acc_seg: 53.0946, loss: 1.0930
2022-01-31 02:53:54,702 - mmseg - INFO - Iter [8550/160000]	lr: 3.500e-07, eta: 1 day, 1:05:25, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7588, decode.acc_seg: 61.2992, aux.loss_seg: 0.4378, aux.acc_seg: 54.0851, loss: 1.1965
2022-01-31 02:54:24,029 - mmseg - INFO - Iter [8600/160000]	lr: 3.499e-07, eta: 1 day, 1:04:47, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7416, decode.acc_seg: 58.8891, aux.loss_seg: 0.4198, aux.acc_seg: 52.0828, loss: 1.1614
2022-01-31 02:54:53,230 - mmseg - INFO - Iter [8650/160000]	lr: 3.497e-07, eta: 1 day, 1:04:06, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7512, decode.acc_seg: 59.4540, aux.loss_seg: 0.4420, aux.acc_seg: 51.7068, loss: 1.1932
2022-01-31 02:55:22,550 - mmseg - INFO - Iter [8700/160000]	lr: 3.496e-07, eta: 1 day, 1:03:28, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7417, decode.acc_seg: 57.7481, aux.loss_seg: 0.4359, aux.acc_seg: 50.5296, loss: 1.1777
2022-01-31 02:55:51,671 - mmseg - INFO - Iter [8750/160000]	lr: 3.495e-07, eta: 1 day, 1:02:46, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6647, decode.acc_seg: 60.2278, aux.loss_seg: 0.3990, aux.acc_seg: 52.9132, loss: 1.0637
2022-01-31 02:56:20,856 - mmseg - INFO - Iter [8800/160000]	lr: 3.494e-07, eta: 1 day, 1:02:05, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7097, decode.acc_seg: 61.0352, aux.loss_seg: 0.4236, aux.acc_seg: 53.4496, loss: 1.1333
2022-01-31 02:57:01,598 - mmseg - INFO - Iter [8850/160000]	lr: 3.493e-07, eta: 1 day, 1:04:42, time: 0.815, data_time: 0.233, memory: 21005, decode.loss_seg: 0.7457, decode.acc_seg: 58.3183, aux.loss_seg: 0.4265, aux.acc_seg: 50.7735, loss: 1.1722
2022-01-31 02:57:30,673 - mmseg - INFO - Iter [8900/160000]	lr: 3.492e-07, eta: 1 day, 1:03:59, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7244, decode.acc_seg: 60.6719, aux.loss_seg: 0.4262, aux.acc_seg: 53.0017, loss: 1.1506
2022-01-31 02:57:59,625 - mmseg - INFO - Iter [8950/160000]	lr: 3.490e-07, eta: 1 day, 1:03:14, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6469, decode.acc_seg: 61.3324, aux.loss_seg: 0.3877, aux.acc_seg: 54.2314, loss: 1.0346
2022-01-31 02:58:28,821 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 02:58:28,823 - mmseg - INFO - Iter [9000/160000]	lr: 3.489e-07, eta: 1 day, 1:02:33, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6871, decode.acc_seg: 61.3151, aux.loss_seg: 0.4070, aux.acc_seg: 54.4510, loss: 1.0941
2022-01-31 02:58:58,274 - mmseg - INFO - Iter [9050/160000]	lr: 3.488e-07, eta: 1 day, 1:01:56, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6947, decode.acc_seg: 62.1839, aux.loss_seg: 0.4330, aux.acc_seg: 54.0497, loss: 1.1277
2022-01-31 02:59:27,565 - mmseg - INFO - Iter [9100/160000]	lr: 3.487e-07, eta: 1 day, 1:01:17, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6795, decode.acc_seg: 60.4215, aux.loss_seg: 0.4002, aux.acc_seg: 53.5696, loss: 1.0797
2022-01-31 02:59:56,562 - mmseg - INFO - Iter [9150/160000]	lr: 3.486e-07, eta: 1 day, 1:00:33, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6581, decode.acc_seg: 60.7289, aux.loss_seg: 0.3867, aux.acc_seg: 53.4411, loss: 1.0448
2022-01-31 03:00:25,755 - mmseg - INFO - Iter [9200/160000]	lr: 3.485e-07, eta: 1 day, 0:59:53, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6627, decode.acc_seg: 60.3244, aux.loss_seg: 0.3875, aux.acc_seg: 53.4310, loss: 1.0502
2022-01-31 03:00:54,911 - mmseg - INFO - Iter [9250/160000]	lr: 3.483e-07, eta: 1 day, 0:59:12, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7425, decode.acc_seg: 58.5661, aux.loss_seg: 0.4273, aux.acc_seg: 51.6640, loss: 1.1698
2022-01-31 03:01:24,164 - mmseg - INFO - Iter [9300/160000]	lr: 3.482e-07, eta: 1 day, 0:58:33, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7223, decode.acc_seg: 59.6779, aux.loss_seg: 0.4317, aux.acc_seg: 52.1980, loss: 1.1540
2022-01-31 03:01:53,209 - mmseg - INFO - Iter [9350/160000]	lr: 3.481e-07, eta: 1 day, 0:57:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6974, decode.acc_seg: 60.6165, aux.loss_seg: 0.4029, aux.acc_seg: 53.9565, loss: 1.1003
2022-01-31 03:02:22,192 - mmseg - INFO - Iter [9400/160000]	lr: 3.480e-07, eta: 1 day, 0:57:07, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6881, decode.acc_seg: 60.6529, aux.loss_seg: 0.4030, aux.acc_seg: 53.6639, loss: 1.0911
2022-01-31 03:02:51,604 - mmseg - INFO - Iter [9450/160000]	lr: 3.479e-07, eta: 1 day, 0:56:30, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7295, decode.acc_seg: 58.9440, aux.loss_seg: 0.4173, aux.acc_seg: 52.3969, loss: 1.1468
2022-01-31 03:03:20,774 - mmseg - INFO - Iter [9500/160000]	lr: 3.478e-07, eta: 1 day, 0:55:50, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7163, decode.acc_seg: 61.4808, aux.loss_seg: 0.4144, aux.acc_seg: 54.4547, loss: 1.1307
2022-01-31 03:03:49,870 - mmseg - INFO - Iter [9550/160000]	lr: 3.477e-07, eta: 1 day, 0:55:09, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6853, decode.acc_seg: 61.0175, aux.loss_seg: 0.4108, aux.acc_seg: 53.6290, loss: 1.0961
2022-01-31 03:04:19,106 - mmseg - INFO - Iter [9600/160000]	lr: 3.475e-07, eta: 1 day, 0:54:30, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6918, decode.acc_seg: 61.0558, aux.loss_seg: 0.4030, aux.acc_seg: 54.2670, loss: 1.0948
2022-01-31 03:04:48,525 - mmseg - INFO - Iter [9650/160000]	lr: 3.474e-07, eta: 1 day, 0:53:54, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6982, decode.acc_seg: 61.6738, aux.loss_seg: 0.4133, aux.acc_seg: 54.5759, loss: 1.1115
2022-01-31 03:05:17,597 - mmseg - INFO - Iter [9700/160000]	lr: 3.473e-07, eta: 1 day, 0:53:13, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7373, decode.acc_seg: 59.8369, aux.loss_seg: 0.4336, aux.acc_seg: 52.5122, loss: 1.1709
2022-01-31 03:05:46,810 - mmseg - INFO - Iter [9750/160000]	lr: 3.472e-07, eta: 1 day, 0:52:34, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6910, decode.acc_seg: 60.3558, aux.loss_seg: 0.4001, aux.acc_seg: 53.4876, loss: 1.0911
2022-01-31 03:06:16,140 - mmseg - INFO - Iter [9800/160000]	lr: 3.471e-07, eta: 1 day, 0:51:57, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7193, decode.acc_seg: 60.4161, aux.loss_seg: 0.4138, aux.acc_seg: 53.2715, loss: 1.1330
2022-01-31 03:06:45,465 - mmseg - INFO - Iter [9850/160000]	lr: 3.470e-07, eta: 1 day, 0:51:20, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6862, decode.acc_seg: 60.2893, aux.loss_seg: 0.4009, aux.acc_seg: 53.4628, loss: 1.0871
2022-01-31 03:07:14,831 - mmseg - INFO - Iter [9900/160000]	lr: 3.468e-07, eta: 1 day, 0:50:44, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6909, decode.acc_seg: 61.7797, aux.loss_seg: 0.4063, aux.acc_seg: 54.8263, loss: 1.0972
2022-01-31 03:07:44,063 - mmseg - INFO - Iter [9950/160000]	lr: 3.467e-07, eta: 1 day, 0:50:05, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7220, decode.acc_seg: 59.5625, aux.loss_seg: 0.4152, aux.acc_seg: 52.4384, loss: 1.1371
2022-01-31 03:08:13,309 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 03:08:13,311 - mmseg - INFO - Iter [10000/160000]	lr: 3.466e-07, eta: 1 day, 0:49:28, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7169, decode.acc_seg: 60.1186, aux.loss_seg: 0.4298, aux.acc_seg: 52.4179, loss: 1.1468
2022-01-31 03:08:42,602 - mmseg - INFO - Iter [10050/160000]	lr: 3.465e-07, eta: 1 day, 0:48:50, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6998, decode.acc_seg: 59.6101, aux.loss_seg: 0.4000, aux.acc_seg: 53.3696, loss: 1.0998
2022-01-31 03:09:11,538 - mmseg - INFO - Iter [10100/160000]	lr: 3.464e-07, eta: 1 day, 0:48:08, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6733, decode.acc_seg: 61.4055, aux.loss_seg: 0.4062, aux.acc_seg: 54.1746, loss: 1.0795
2022-01-31 03:09:51,937 - mmseg - INFO - Iter [10150/160000]	lr: 3.463e-07, eta: 1 day, 0:50:15, time: 0.808, data_time: 0.233, memory: 21005, decode.loss_seg: 0.6687, decode.acc_seg: 60.0734, aux.loss_seg: 0.4152, aux.acc_seg: 51.9747, loss: 1.0839
2022-01-31 03:10:21,410 - mmseg - INFO - Iter [10200/160000]	lr: 3.462e-07, eta: 1 day, 0:49:40, time: 0.590, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6307, decode.acc_seg: 59.9159, aux.loss_seg: 0.3782, aux.acc_seg: 53.1316, loss: 1.0089
2022-01-31 03:10:50,426 - mmseg - INFO - Iter [10250/160000]	lr: 3.460e-07, eta: 1 day, 0:48:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6845, decode.acc_seg: 60.9663, aux.loss_seg: 0.4060, aux.acc_seg: 53.6900, loss: 1.0904
2022-01-31 03:11:19,561 - mmseg - INFO - Iter [10300/160000]	lr: 3.459e-07, eta: 1 day, 0:48:18, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6293, decode.acc_seg: 60.6838, aux.loss_seg: 0.3621, aux.acc_seg: 54.9409, loss: 0.9914
2022-01-31 03:11:48,580 - mmseg - INFO - Iter [10350/160000]	lr: 3.458e-07, eta: 1 day, 0:47:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6488, decode.acc_seg: 61.5854, aux.loss_seg: 0.3932, aux.acc_seg: 54.0992, loss: 1.0420
2022-01-31 03:12:17,717 - mmseg - INFO - Iter [10400/160000]	lr: 3.457e-07, eta: 1 day, 0:46:57, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6984, decode.acc_seg: 61.0317, aux.loss_seg: 0.4029, aux.acc_seg: 54.0307, loss: 1.1013
2022-01-31 03:12:46,952 - mmseg - INFO - Iter [10450/160000]	lr: 3.456e-07, eta: 1 day, 0:46:18, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6794, decode.acc_seg: 60.3705, aux.loss_seg: 0.4116, aux.acc_seg: 52.3889, loss: 1.0910
2022-01-31 03:13:16,159 - mmseg - INFO - Iter [10500/160000]	lr: 3.455e-07, eta: 1 day, 0:45:40, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6500, decode.acc_seg: 62.9351, aux.loss_seg: 0.3883, aux.acc_seg: 55.6431, loss: 1.0382
2022-01-31 03:13:45,306 - mmseg - INFO - Iter [10550/160000]	lr: 3.453e-07, eta: 1 day, 0:45:01, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6450, decode.acc_seg: 63.5103, aux.loss_seg: 0.3852, aux.acc_seg: 56.2098, loss: 1.0302
2022-01-31 03:14:14,498 - mmseg - INFO - Iter [10600/160000]	lr: 3.452e-07, eta: 1 day, 0:44:22, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6581, decode.acc_seg: 62.0078, aux.loss_seg: 0.3965, aux.acc_seg: 55.0014, loss: 1.0546
2022-01-31 03:14:43,738 - mmseg - INFO - Iter [10650/160000]	lr: 3.451e-07, eta: 1 day, 0:43:44, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6512, decode.acc_seg: 62.2628, aux.loss_seg: 0.3872, aux.acc_seg: 55.0265, loss: 1.0384
2022-01-31 03:15:13,047 - mmseg - INFO - Iter [10700/160000]	lr: 3.450e-07, eta: 1 day, 0:43:08, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6546, decode.acc_seg: 60.1732, aux.loss_seg: 0.3938, aux.acc_seg: 52.7171, loss: 1.0484
2022-01-31 03:15:42,187 - mmseg - INFO - Iter [10750/160000]	lr: 3.449e-07, eta: 1 day, 0:42:29, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6601, decode.acc_seg: 62.2345, aux.loss_seg: 0.3980, aux.acc_seg: 54.6462, loss: 1.0582
2022-01-31 03:16:11,493 - mmseg - INFO - Iter [10800/160000]	lr: 3.448e-07, eta: 1 day, 0:41:52, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6660, decode.acc_seg: 61.5591, aux.loss_seg: 0.3961, aux.acc_seg: 54.5103, loss: 1.0620
2022-01-31 03:16:40,771 - mmseg - INFO - Iter [10850/160000]	lr: 3.447e-07, eta: 1 day, 0:41:15, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6526, decode.acc_seg: 60.9164, aux.loss_seg: 0.3815, aux.acc_seg: 53.8169, loss: 1.0341
2022-01-31 03:17:09,888 - mmseg - INFO - Iter [10900/160000]	lr: 3.445e-07, eta: 1 day, 0:40:36, time: 0.582, data_time: 0.003, memory: 21005, decode.loss_seg: 0.6876, decode.acc_seg: 60.8367, aux.loss_seg: 0.4086, aux.acc_seg: 53.3693, loss: 1.0962
2022-01-31 03:17:39,090 - mmseg - INFO - Iter [10950/160000]	lr: 3.444e-07, eta: 1 day, 0:39:58, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.7098, decode.acc_seg: 60.6467, aux.loss_seg: 0.4177, aux.acc_seg: 53.6320, loss: 1.1275
2022-01-31 03:18:08,370 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 03:18:08,372 - mmseg - INFO - Iter [11000/160000]	lr: 3.443e-07, eta: 1 day, 0:39:22, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6523, decode.acc_seg: 61.5572, aux.loss_seg: 0.3952, aux.acc_seg: 53.9577, loss: 1.0475
2022-01-31 03:18:37,461 - mmseg - INFO - Iter [11050/160000]	lr: 3.442e-07, eta: 1 day, 0:38:43, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6822, decode.acc_seg: 61.4096, aux.loss_seg: 0.4031, aux.acc_seg: 54.0728, loss: 1.0853
2022-01-31 03:19:06,468 - mmseg - INFO - Iter [11100/160000]	lr: 3.441e-07, eta: 1 day, 0:38:02, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6666, decode.acc_seg: 61.3088, aux.loss_seg: 0.3968, aux.acc_seg: 53.8474, loss: 1.0634
2022-01-31 03:19:35,860 - mmseg - INFO - Iter [11150/160000]	lr: 3.440e-07, eta: 1 day, 0:37:27, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6576, decode.acc_seg: 62.8866, aux.loss_seg: 0.3978, aux.acc_seg: 55.3148, loss: 1.0553
2022-01-31 03:20:04,848 - mmseg - INFO - Iter [11200/160000]	lr: 3.438e-07, eta: 1 day, 0:36:47, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6919, decode.acc_seg: 59.7473, aux.loss_seg: 0.3926, aux.acc_seg: 53.4992, loss: 1.0844
2022-01-31 03:20:33,793 - mmseg - INFO - Iter [11250/160000]	lr: 3.437e-07, eta: 1 day, 0:36:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6378, decode.acc_seg: 61.8251, aux.loss_seg: 0.3823, aux.acc_seg: 54.8910, loss: 1.0202
2022-01-31 03:21:03,100 - mmseg - INFO - Iter [11300/160000]	lr: 3.436e-07, eta: 1 day, 0:35:30, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6445, decode.acc_seg: 61.0007, aux.loss_seg: 0.3835, aux.acc_seg: 54.2691, loss: 1.0281
2022-01-31 03:21:32,450 - mmseg - INFO - Iter [11350/160000]	lr: 3.435e-07, eta: 1 day, 0:34:55, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6759, decode.acc_seg: 60.5456, aux.loss_seg: 0.3963, aux.acc_seg: 53.3512, loss: 1.0722
2022-01-31 03:22:13,730 - mmseg - INFO - Iter [11400/160000]	lr: 3.434e-07, eta: 1 day, 0:36:55, time: 0.825, data_time: 0.245, memory: 21005, decode.loss_seg: 0.6307, decode.acc_seg: 63.0326, aux.loss_seg: 0.3859, aux.acc_seg: 55.7726, loss: 1.0166
2022-01-31 03:22:42,784 - mmseg - INFO - Iter [11450/160000]	lr: 3.433e-07, eta: 1 day, 0:36:16, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6392, decode.acc_seg: 62.3426, aux.loss_seg: 0.3808, aux.acc_seg: 55.3754, loss: 1.0200
2022-01-31 03:23:11,753 - mmseg - INFO - Iter [11500/160000]	lr: 3.431e-07, eta: 1 day, 0:35:35, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6849, decode.acc_seg: 61.0974, aux.loss_seg: 0.4121, aux.acc_seg: 53.4015, loss: 1.0970
2022-01-31 03:23:41,070 - mmseg - INFO - Iter [11550/160000]	lr: 3.430e-07, eta: 1 day, 0:34:59, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6891, decode.acc_seg: 60.9422, aux.loss_seg: 0.4233, aux.acc_seg: 52.8886, loss: 1.1123
2022-01-31 03:24:10,330 - mmseg - INFO - Iter [11600/160000]	lr: 3.429e-07, eta: 1 day, 0:34:22, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6407, decode.acc_seg: 61.2327, aux.loss_seg: 0.3948, aux.acc_seg: 53.5306, loss: 1.0355
2022-01-31 03:24:39,556 - mmseg - INFO - Iter [11650/160000]	lr: 3.428e-07, eta: 1 day, 0:33:45, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6388, decode.acc_seg: 61.7579, aux.loss_seg: 0.3809, aux.acc_seg: 54.4587, loss: 1.0197
2022-01-31 03:25:08,758 - mmseg - INFO - Iter [11700/160000]	lr: 3.427e-07, eta: 1 day, 0:33:07, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6338, decode.acc_seg: 62.5629, aux.loss_seg: 0.3720, aux.acc_seg: 55.6892, loss: 1.0058
2022-01-31 03:25:37,930 - mmseg - INFO - Iter [11750/160000]	lr: 3.426e-07, eta: 1 day, 0:32:30, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6462, decode.acc_seg: 62.3343, aux.loss_seg: 0.3984, aux.acc_seg: 54.3132, loss: 1.0446
2022-01-31 03:26:07,214 - mmseg - INFO - Iter [11800/160000]	lr: 3.425e-07, eta: 1 day, 0:31:53, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6395, decode.acc_seg: 63.1544, aux.loss_seg: 0.3773, aux.acc_seg: 56.6813, loss: 1.0168
2022-01-31 03:26:36,512 - mmseg - INFO - Iter [11850/160000]	lr: 3.423e-07, eta: 1 day, 0:31:18, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6135, decode.acc_seg: 60.3018, aux.loss_seg: 0.3713, aux.acc_seg: 53.5865, loss: 0.9848
2022-01-31 03:27:05,563 - mmseg - INFO - Iter [11900/160000]	lr: 3.422e-07, eta: 1 day, 0:30:38, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6793, decode.acc_seg: 61.1195, aux.loss_seg: 0.4092, aux.acc_seg: 53.6266, loss: 1.0885
2022-01-31 03:27:34,734 - mmseg - INFO - Iter [11950/160000]	lr: 3.421e-07, eta: 1 day, 0:30:01, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6377, decode.acc_seg: 62.1785, aux.loss_seg: 0.3817, aux.acc_seg: 55.9966, loss: 1.0194
2022-01-31 03:28:03,981 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 03:28:03,983 - mmseg - INFO - Iter [12000/160000]	lr: 3.420e-07, eta: 1 day, 0:29:24, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6592, decode.acc_seg: 61.5414, aux.loss_seg: 0.4017, aux.acc_seg: 53.6625, loss: 1.0610
2022-01-31 03:28:33,191 - mmseg - INFO - Iter [12050/160000]	lr: 3.419e-07, eta: 1 day, 0:28:48, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6643, decode.acc_seg: 61.3848, aux.loss_seg: 0.4026, aux.acc_seg: 53.6726, loss: 1.0670
2022-01-31 03:29:02,430 - mmseg - INFO - Iter [12100/160000]	lr: 3.418e-07, eta: 1 day, 0:28:11, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6394, decode.acc_seg: 62.1702, aux.loss_seg: 0.3853, aux.acc_seg: 55.1985, loss: 1.0247
2022-01-31 03:29:31,550 - mmseg - INFO - Iter [12150/160000]	lr: 3.416e-07, eta: 1 day, 0:27:33, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6042, decode.acc_seg: 61.4023, aux.loss_seg: 0.3755, aux.acc_seg: 54.0527, loss: 0.9797
2022-01-31 03:30:00,842 - mmseg - INFO - Iter [12200/160000]	lr: 3.415e-07, eta: 1 day, 0:26:58, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6527, decode.acc_seg: 62.6639, aux.loss_seg: 0.3916, aux.acc_seg: 55.9446, loss: 1.0443
2022-01-31 03:30:30,136 - mmseg - INFO - Iter [12250/160000]	lr: 3.414e-07, eta: 1 day, 0:26:22, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6598, decode.acc_seg: 61.4810, aux.loss_seg: 0.3920, aux.acc_seg: 54.7047, loss: 1.0518
2022-01-31 03:30:59,253 - mmseg - INFO - Iter [12300/160000]	lr: 3.413e-07, eta: 1 day, 0:25:45, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6234, decode.acc_seg: 59.8178, aux.loss_seg: 0.3794, aux.acc_seg: 52.7573, loss: 1.0028
2022-01-31 03:31:28,409 - mmseg - INFO - Iter [12350/160000]	lr: 3.412e-07, eta: 1 day, 0:25:07, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6266, decode.acc_seg: 63.4577, aux.loss_seg: 0.3751, aux.acc_seg: 56.6932, loss: 1.0018
2022-01-31 03:31:57,617 - mmseg - INFO - Iter [12400/160000]	lr: 3.411e-07, eta: 1 day, 0:24:31, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6403, decode.acc_seg: 61.1197, aux.loss_seg: 0.3762, aux.acc_seg: 54.3203, loss: 1.0165
2022-01-31 03:32:27,256 - mmseg - INFO - Iter [12450/160000]	lr: 3.410e-07, eta: 1 day, 0:24:00, time: 0.592, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6192, decode.acc_seg: 60.7995, aux.loss_seg: 0.3779, aux.acc_seg: 53.2210, loss: 0.9971
2022-01-31 03:32:56,717 - mmseg - INFO - Iter [12500/160000]	lr: 3.408e-07, eta: 1 day, 0:23:26, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6888, decode.acc_seg: 61.6438, aux.loss_seg: 0.4090, aux.acc_seg: 54.2900, loss: 1.0979
2022-01-31 03:33:25,925 - mmseg - INFO - Iter [12550/160000]	lr: 3.407e-07, eta: 1 day, 0:22:50, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6552, decode.acc_seg: 62.7139, aux.loss_seg: 0.3875, aux.acc_seg: 55.6364, loss: 1.0427
2022-01-31 03:33:55,022 - mmseg - INFO - Iter [12600/160000]	lr: 3.406e-07, eta: 1 day, 0:22:12, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6629, decode.acc_seg: 60.1246, aux.loss_seg: 0.4087, aux.acc_seg: 51.9832, loss: 1.0716
2022-01-31 03:34:36,472 - mmseg - INFO - Iter [12650/160000]	lr: 3.405e-07, eta: 1 day, 0:23:59, time: 0.829, data_time: 0.232, memory: 21005, decode.loss_seg: 0.6913, decode.acc_seg: 61.3795, aux.loss_seg: 0.4116, aux.acc_seg: 53.4707, loss: 1.1030
2022-01-31 03:35:05,264 - mmseg - INFO - Iter [12700/160000]	lr: 3.404e-07, eta: 1 day, 0:23:17, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6461, decode.acc_seg: 61.6742, aux.loss_seg: 0.3981, aux.acc_seg: 53.9730, loss: 1.0442
2022-01-31 03:35:34,141 - mmseg - INFO - Iter [12750/160000]	lr: 3.403e-07, eta: 1 day, 0:22:37, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6180, decode.acc_seg: 60.5971, aux.loss_seg: 0.3787, aux.acc_seg: 53.2944, loss: 0.9967
2022-01-31 03:36:03,190 - mmseg - INFO - Iter [12800/160000]	lr: 3.401e-07, eta: 1 day, 0:21:58, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6435, decode.acc_seg: 60.7229, aux.loss_seg: 0.4029, aux.acc_seg: 52.4779, loss: 1.0463
2022-01-31 03:36:32,238 - mmseg - INFO - Iter [12850/160000]	lr: 3.400e-07, eta: 1 day, 0:21:20, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6208, decode.acc_seg: 62.8790, aux.loss_seg: 0.3833, aux.acc_seg: 54.8198, loss: 1.0041
2022-01-31 03:37:01,368 - mmseg - INFO - Iter [12900/160000]	lr: 3.399e-07, eta: 1 day, 0:20:43, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6625, decode.acc_seg: 61.8123, aux.loss_seg: 0.4044, aux.acc_seg: 54.2912, loss: 1.0669
2022-01-31 03:37:30,517 - mmseg - INFO - Iter [12950/160000]	lr: 3.398e-07, eta: 1 day, 0:20:05, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6472, decode.acc_seg: 61.9052, aux.loss_seg: 0.3862, aux.acc_seg: 54.9496, loss: 1.0334
2022-01-31 03:37:59,676 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 03:37:59,678 - mmseg - INFO - Iter [13000/160000]	lr: 3.397e-07, eta: 1 day, 0:19:28, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6227, decode.acc_seg: 61.2825, aux.loss_seg: 0.3802, aux.acc_seg: 53.9457, loss: 1.0029
2022-01-31 03:38:28,752 - mmseg - INFO - Iter [13050/160000]	lr: 3.396e-07, eta: 1 day, 0:18:51, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6467, decode.acc_seg: 62.3511, aux.loss_seg: 0.3950, aux.acc_seg: 54.7771, loss: 1.0417
2022-01-31 03:38:58,071 - mmseg - INFO - Iter [13100/160000]	lr: 3.395e-07, eta: 1 day, 0:18:16, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6288, decode.acc_seg: 60.9385, aux.loss_seg: 0.3716, aux.acc_seg: 54.6055, loss: 1.0004
2022-01-31 03:39:27,315 - mmseg - INFO - Iter [13150/160000]	lr: 3.393e-07, eta: 1 day, 0:17:40, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6545, decode.acc_seg: 63.7013, aux.loss_seg: 0.4010, aux.acc_seg: 55.8101, loss: 1.0555
2022-01-31 03:39:56,493 - mmseg - INFO - Iter [13200/160000]	lr: 3.392e-07, eta: 1 day, 0:17:04, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6189, decode.acc_seg: 63.1750, aux.loss_seg: 0.3689, aux.acc_seg: 56.4497, loss: 0.9877
2022-01-31 03:40:25,670 - mmseg - INFO - Iter [13250/160000]	lr: 3.391e-07, eta: 1 day, 0:16:27, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6429, decode.acc_seg: 62.5162, aux.loss_seg: 0.3928, aux.acc_seg: 54.9748, loss: 1.0357
2022-01-31 03:40:55,037 - mmseg - INFO - Iter [13300/160000]	lr: 3.390e-07, eta: 1 day, 0:15:53, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6029, decode.acc_seg: 62.4248, aux.loss_seg: 0.3712, aux.acc_seg: 55.0189, loss: 0.9741
2022-01-31 03:41:24,510 - mmseg - INFO - Iter [13350/160000]	lr: 3.389e-07, eta: 1 day, 0:15:20, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6348, decode.acc_seg: 61.0088, aux.loss_seg: 0.3822, aux.acc_seg: 53.7978, loss: 1.0170
2022-01-31 03:41:53,701 - mmseg - INFO - Iter [13400/160000]	lr: 3.388e-07, eta: 1 day, 0:14:44, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6062, decode.acc_seg: 61.6941, aux.loss_seg: 0.3685, aux.acc_seg: 54.7213, loss: 0.9747
2022-01-31 03:42:23,056 - mmseg - INFO - Iter [13450/160000]	lr: 3.386e-07, eta: 1 day, 0:14:09, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6398, decode.acc_seg: 61.9099, aux.loss_seg: 0.3826, aux.acc_seg: 54.8627, loss: 1.0224
2022-01-31 03:42:52,157 - mmseg - INFO - Iter [13500/160000]	lr: 3.385e-07, eta: 1 day, 0:13:32, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6350, decode.acc_seg: 60.8249, aux.loss_seg: 0.3823, aux.acc_seg: 53.3862, loss: 1.0174
2022-01-31 03:43:21,332 - mmseg - INFO - Iter [13550/160000]	lr: 3.384e-07, eta: 1 day, 0:12:56, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6392, decode.acc_seg: 61.5533, aux.loss_seg: 0.3884, aux.acc_seg: 54.0203, loss: 1.0276
2022-01-31 03:43:50,784 - mmseg - INFO - Iter [13600/160000]	lr: 3.383e-07, eta: 1 day, 0:12:23, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5932, decode.acc_seg: 63.3980, aux.loss_seg: 0.3837, aux.acc_seg: 55.1007, loss: 0.9770
2022-01-31 03:44:20,060 - mmseg - INFO - Iter [13650/160000]	lr: 3.382e-07, eta: 1 day, 0:11:48, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6048, decode.acc_seg: 62.6014, aux.loss_seg: 0.3723, aux.acc_seg: 55.5984, loss: 0.9771
2022-01-31 03:44:49,237 - mmseg - INFO - Iter [13700/160000]	lr: 3.381e-07, eta: 1 day, 0:11:12, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6029, decode.acc_seg: 63.6462, aux.loss_seg: 0.3756, aux.acc_seg: 56.1966, loss: 0.9785
2022-01-31 03:45:18,539 - mmseg - INFO - Iter [13750/160000]	lr: 3.380e-07, eta: 1 day, 0:10:38, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5963, decode.acc_seg: 62.7869, aux.loss_seg: 0.3601, aux.acc_seg: 55.5747, loss: 0.9564
2022-01-31 03:45:47,917 - mmseg - INFO - Iter [13800/160000]	lr: 3.378e-07, eta: 1 day, 0:10:04, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6062, decode.acc_seg: 64.8116, aux.loss_seg: 0.3631, aux.acc_seg: 58.0635, loss: 0.9692
2022-01-31 03:46:17,212 - mmseg - INFO - Iter [13850/160000]	lr: 3.377e-07, eta: 1 day, 0:09:29, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6718, decode.acc_seg: 62.4575, aux.loss_seg: 0.3970, aux.acc_seg: 54.9686, loss: 1.0688
2022-01-31 03:46:59,522 - mmseg - INFO - Iter [13900/160000]	lr: 3.376e-07, eta: 1 day, 0:11:11, time: 0.846, data_time: 0.251, memory: 21005, decode.loss_seg: 0.6304, decode.acc_seg: 64.0053, aux.loss_seg: 0.3800, aux.acc_seg: 57.0493, loss: 1.0104
2022-01-31 03:47:28,601 - mmseg - INFO - Iter [13950/160000]	lr: 3.375e-07, eta: 1 day, 0:10:34, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6064, decode.acc_seg: 61.8382, aux.loss_seg: 0.3729, aux.acc_seg: 54.6752, loss: 0.9793
2022-01-31 03:47:57,664 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 03:47:57,665 - mmseg - INFO - Iter [14000/160000]	lr: 3.374e-07, eta: 1 day, 0:09:57, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6103, decode.acc_seg: 61.6284, aux.loss_seg: 0.3923, aux.acc_seg: 53.3010, loss: 1.0026
2022-01-31 03:48:26,634 - mmseg - INFO - Iter [14050/160000]	lr: 3.373e-07, eta: 1 day, 0:09:18, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5690, decode.acc_seg: 64.1074, aux.loss_seg: 0.3645, aux.acc_seg: 56.1461, loss: 0.9335
2022-01-31 03:48:55,842 - mmseg - INFO - Iter [14100/160000]	lr: 3.371e-07, eta: 1 day, 0:08:42, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5915, decode.acc_seg: 63.4803, aux.loss_seg: 0.3666, aux.acc_seg: 56.0676, loss: 0.9581
2022-01-31 03:49:24,970 - mmseg - INFO - Iter [14150/160000]	lr: 3.370e-07, eta: 1 day, 0:08:06, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6015, decode.acc_seg: 62.8958, aux.loss_seg: 0.3530, aux.acc_seg: 56.5176, loss: 0.9545
2022-01-31 03:49:54,126 - mmseg - INFO - Iter [14200/160000]	lr: 3.369e-07, eta: 1 day, 0:07:29, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6734, decode.acc_seg: 62.9354, aux.loss_seg: 0.4051, aux.acc_seg: 55.8096, loss: 1.0785
2022-01-31 03:50:23,120 - mmseg - INFO - Iter [14250/160000]	lr: 3.368e-07, eta: 1 day, 0:06:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6183, decode.acc_seg: 62.4599, aux.loss_seg: 0.3782, aux.acc_seg: 55.3467, loss: 0.9965
2022-01-31 03:50:52,117 - mmseg - INFO - Iter [14300/160000]	lr: 3.367e-07, eta: 1 day, 0:06:14, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6308, decode.acc_seg: 60.7546, aux.loss_seg: 0.3858, aux.acc_seg: 53.6612, loss: 1.0166
2022-01-31 03:51:21,235 - mmseg - INFO - Iter [14350/160000]	lr: 3.366e-07, eta: 1 day, 0:05:37, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6380, decode.acc_seg: 60.5662, aux.loss_seg: 0.3693, aux.acc_seg: 54.5388, loss: 1.0074
2022-01-31 03:51:50,420 - mmseg - INFO - Iter [14400/160000]	lr: 3.364e-07, eta: 1 day, 0:05:01, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5646, decode.acc_seg: 62.0142, aux.loss_seg: 0.3581, aux.acc_seg: 54.3868, loss: 0.9227
2022-01-31 03:52:19,470 - mmseg - INFO - Iter [14450/160000]	lr: 3.363e-07, eta: 1 day, 0:04:25, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5584, decode.acc_seg: 64.6300, aux.loss_seg: 0.3535, aux.acc_seg: 57.1143, loss: 0.9119
2022-01-31 03:52:48,543 - mmseg - INFO - Iter [14500/160000]	lr: 3.362e-07, eta: 1 day, 0:03:48, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6236, decode.acc_seg: 60.6947, aux.loss_seg: 0.3791, aux.acc_seg: 53.6122, loss: 1.0027
2022-01-31 03:53:17,635 - mmseg - INFO - Iter [14550/160000]	lr: 3.361e-07, eta: 1 day, 0:03:11, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6195, decode.acc_seg: 61.6876, aux.loss_seg: 0.3887, aux.acc_seg: 53.8542, loss: 1.0083
2022-01-31 03:53:46,886 - mmseg - INFO - Iter [14600/160000]	lr: 3.360e-07, eta: 1 day, 0:02:36, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6546, decode.acc_seg: 63.0773, aux.loss_seg: 0.3944, aux.acc_seg: 55.6016, loss: 1.0490
2022-01-31 03:54:15,900 - mmseg - INFO - Iter [14650/160000]	lr: 3.359e-07, eta: 1 day, 0:01:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6316, decode.acc_seg: 63.5430, aux.loss_seg: 0.3808, aux.acc_seg: 56.1095, loss: 1.0125
2022-01-31 03:54:45,573 - mmseg - INFO - Iter [14700/160000]	lr: 3.358e-07, eta: 1 day, 0:01:29, time: 0.594, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6240, decode.acc_seg: 63.1461, aux.loss_seg: 0.3896, aux.acc_seg: 54.9674, loss: 1.0136
2022-01-31 03:55:14,965 - mmseg - INFO - Iter [14750/160000]	lr: 3.356e-07, eta: 1 day, 0:00:55, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6104, decode.acc_seg: 61.1201, aux.loss_seg: 0.3738, aux.acc_seg: 53.8975, loss: 0.9842
2022-01-31 03:55:44,055 - mmseg - INFO - Iter [14800/160000]	lr: 3.355e-07, eta: 1 day, 0:00:19, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6242, decode.acc_seg: 61.9246, aux.loss_seg: 0.3744, aux.acc_seg: 55.1861, loss: 0.9986
2022-01-31 03:56:13,323 - mmseg - INFO - Iter [14850/160000]	lr: 3.354e-07, eta: 23:59:44, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6249, decode.acc_seg: 62.9151, aux.loss_seg: 0.3903, aux.acc_seg: 55.2642, loss: 1.0152
2022-01-31 03:56:42,595 - mmseg - INFO - Iter [14900/160000]	lr: 3.353e-07, eta: 23:59:10, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6039, decode.acc_seg: 63.5063, aux.loss_seg: 0.3642, aux.acc_seg: 56.3972, loss: 0.9682
2022-01-31 03:57:11,707 - mmseg - INFO - Iter [14950/160000]	lr: 3.352e-07, eta: 23:58:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6391, decode.acc_seg: 62.4541, aux.loss_seg: 0.3952, aux.acc_seg: 54.5330, loss: 1.0343
2022-01-31 03:57:40,944 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 03:57:40,946 - mmseg - INFO - Iter [15000/160000]	lr: 3.351e-07, eta: 23:57:59, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6450, decode.acc_seg: 62.2406, aux.loss_seg: 0.3900, aux.acc_seg: 54.5766, loss: 1.0350
2022-01-31 03:58:10,058 - mmseg - INFO - Iter [15050/160000]	lr: 3.349e-07, eta: 23:57:23, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5852, decode.acc_seg: 63.7447, aux.loss_seg: 0.3576, aux.acc_seg: 56.8325, loss: 0.9429
2022-01-31 03:58:39,024 - mmseg - INFO - Iter [15100/160000]	lr: 3.348e-07, eta: 23:56:46, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6031, decode.acc_seg: 63.7900, aux.loss_seg: 0.3665, aux.acc_seg: 56.7442, loss: 0.9697
2022-01-31 03:59:08,151 - mmseg - INFO - Iter [15150/160000]	lr: 3.347e-07, eta: 23:56:10, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6105, decode.acc_seg: 62.0015, aux.loss_seg: 0.3845, aux.acc_seg: 54.4986, loss: 0.9950
2022-01-31 03:59:49,093 - mmseg - INFO - Iter [15200/160000]	lr: 3.346e-07, eta: 23:57:27, time: 0.819, data_time: 0.244, memory: 21005, decode.loss_seg: 0.6111, decode.acc_seg: 62.3434, aux.loss_seg: 0.3632, aux.acc_seg: 55.4783, loss: 0.9743
2022-01-31 04:00:17,904 - mmseg - INFO - Iter [15250/160000]	lr: 3.345e-07, eta: 23:56:48, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6110, decode.acc_seg: 64.0580, aux.loss_seg: 0.3912, aux.acc_seg: 55.5189, loss: 1.0023
2022-01-31 04:00:46,827 - mmseg - INFO - Iter [15300/160000]	lr: 3.344e-07, eta: 23:56:10, time: 0.578, data_time: 0.003, memory: 21005, decode.loss_seg: 0.5951, decode.acc_seg: 62.3030, aux.loss_seg: 0.3716, aux.acc_seg: 54.7419, loss: 0.9667
2022-01-31 04:01:15,790 - mmseg - INFO - Iter [15350/160000]	lr: 3.343e-07, eta: 23:55:33, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6058, decode.acc_seg: 63.4979, aux.loss_seg: 0.3703, aux.acc_seg: 56.8963, loss: 0.9761
2022-01-31 04:01:44,938 - mmseg - INFO - Iter [15400/160000]	lr: 3.341e-07, eta: 23:54:57, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5494, decode.acc_seg: 63.4569, aux.loss_seg: 0.3437, aux.acc_seg: 56.2401, loss: 0.8932
2022-01-31 04:02:14,058 - mmseg - INFO - Iter [15450/160000]	lr: 3.340e-07, eta: 23:54:21, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.6164, decode.acc_seg: 63.8140, aux.loss_seg: 0.3719, aux.acc_seg: 56.9032, loss: 0.9883
2022-01-31 04:02:43,163 - mmseg - INFO - Iter [15500/160000]	lr: 3.339e-07, eta: 23:53:45, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6169, decode.acc_seg: 63.3729, aux.loss_seg: 0.3777, aux.acc_seg: 55.8739, loss: 0.9946
2022-01-31 04:03:12,200 - mmseg - INFO - Iter [15550/160000]	lr: 3.338e-07, eta: 23:53:09, time: 0.581, data_time: 0.003, memory: 21005, decode.loss_seg: 0.6435, decode.acc_seg: 61.9724, aux.loss_seg: 0.3925, aux.acc_seg: 54.6858, loss: 1.0360
2022-01-31 04:03:41,248 - mmseg - INFO - Iter [15600/160000]	lr: 3.337e-07, eta: 23:52:32, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6170, decode.acc_seg: 62.0200, aux.loss_seg: 0.3778, aux.acc_seg: 54.3750, loss: 0.9948
2022-01-31 04:04:10,416 - mmseg - INFO - Iter [15650/160000]	lr: 3.336e-07, eta: 23:51:57, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5976, decode.acc_seg: 63.8933, aux.loss_seg: 0.3805, aux.acc_seg: 55.5292, loss: 0.9781
2022-01-31 04:04:39,497 - mmseg - INFO - Iter [15700/160000]	lr: 3.334e-07, eta: 23:51:21, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5610, decode.acc_seg: 63.8375, aux.loss_seg: 0.3501, aux.acc_seg: 56.2172, loss: 0.9110
2022-01-31 04:05:08,628 - mmseg - INFO - Iter [15750/160000]	lr: 3.333e-07, eta: 23:50:45, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5580, decode.acc_seg: 64.2456, aux.loss_seg: 0.3589, aux.acc_seg: 56.6521, loss: 0.9169
2022-01-31 04:05:37,686 - mmseg - INFO - Iter [15800/160000]	lr: 3.332e-07, eta: 23:50:09, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6101, decode.acc_seg: 63.4729, aux.loss_seg: 0.3756, aux.acc_seg: 55.5330, loss: 0.9856
2022-01-31 04:06:07,279 - mmseg - INFO - Iter [15850/160000]	lr: 3.331e-07, eta: 23:49:38, time: 0.592, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6024, decode.acc_seg: 62.9026, aux.loss_seg: 0.3678, aux.acc_seg: 55.7574, loss: 0.9703
2022-01-31 04:06:36,654 - mmseg - INFO - Iter [15900/160000]	lr: 3.330e-07, eta: 23:49:05, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5929, decode.acc_seg: 63.0624, aux.loss_seg: 0.3664, aux.acc_seg: 55.8976, loss: 0.9593
2022-01-31 04:07:05,876 - mmseg - INFO - Iter [15950/160000]	lr: 3.329e-07, eta: 23:48:31, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6031, decode.acc_seg: 63.1153, aux.loss_seg: 0.3711, aux.acc_seg: 55.1870, loss: 0.9742
2022-01-31 04:07:35,105 - mmseg - INFO - Saving checkpoint at 16000 iterations
2022-01-31 04:09:14,452 - mmseg - INFO - per class results:
2022-01-31 04:09:14,460 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 73.84 | 85.09 |
| building            | 81.43 | 91.91 |
| sky                 | 93.85 | 97.1  |
| floor               | 79.99 | 89.26 |
| tree                | 72.58 | 88.42 |
| ceiling             | 81.7  | 92.8  |
| road                | 78.08 | 83.15 |
| bed                 | 84.74 | 94.09 |
| windowpane          | 55.29 | 79.56 |
| grass               | 70.25 | 84.19 |
| cabinet             | 55.05 | 67.18 |
| sidewalk            | 56.51 | 86.92 |
| person              | 78.3  | 90.8  |
| earth               | 37.18 | 50.85 |
| door                | 37.6  | 48.7  |
| table               | 52.41 | 68.3  |
| mountain            | 54.93 | 68.41 |
| plant               | 48.43 | 58.4  |
| curtain             | 69.31 | 79.76 |
| chair               | 47.09 | 63.03 |
| car                 | 79.77 | 93.43 |
| water               | 54.21 | 73.1  |
| painting            | 60.27 | 86.01 |
| sofa                | 54.53 | 69.61 |
| shelf               | 38.66 | 55.64 |
| house               | 41.59 | 52.89 |
| sea                 | 60.19 | 80.39 |
| mirror              | 60.03 | 67.38 |
| rug                 | 50.0  | 54.74 |
| field               | 37.81 | 60.87 |
| armchair            | 32.37 | 67.21 |
| seat                | 60.7  | 78.86 |
| fence               | 36.92 | 57.98 |
| desk                | 35.24 | 60.92 |
| rock                | 40.9  | 70.27 |
| wardrobe            | 47.09 | 67.81 |
| lamp                | 49.73 | 69.23 |
| bathtub             | 71.98 | 85.61 |
| railing             | 26.86 | 31.22 |
| cushion             | 43.04 | 54.51 |
| base                | 13.47 | 19.08 |
| box                 | 20.21 | 31.47 |
| column              | 44.28 | 62.81 |
| signboard           | 32.0  | 47.25 |
| chest of drawers    | 26.4  | 38.05 |
| counter             | 24.91 | 33.79 |
| sand                | 37.83 | 44.09 |
| sink                | 56.11 | 61.57 |
| skyscraper          | 59.77 | 83.36 |
| fireplace           | 60.87 | 89.03 |
| refrigerator        | 58.72 | 73.67 |
| grandstand          | 31.21 | 81.27 |
| path                | 11.46 | 14.54 |
| stairs              | 22.62 | 25.27 |
| runway              | 69.19 | 79.58 |
| case                | 51.58 | 61.83 |
| pool table          | 89.6  | 96.36 |
| pillow              | 50.1  | 66.04 |
| screen door         | 53.79 | 84.01 |
| stairway            | 25.66 | 38.31 |
| river               | 17.19 | 19.39 |
| bridge              | 52.86 | 63.61 |
| bookcase            | 31.28 | 58.95 |
| blind               | 30.37 | 35.22 |
| coffee table        | 50.67 | 80.15 |
| toilet              | 75.86 | 89.74 |
| flower              | 28.43 | 47.61 |
| book                | 38.65 | 48.67 |
| hill                | 6.23  | 9.17  |
| bench               | 34.5  | 42.69 |
| countertop          | 48.26 | 72.76 |
| stove               | 52.7  | 68.29 |
| palm                | 40.43 | 48.98 |
| kitchen island      | 32.88 | 77.97 |
| computer            | 53.84 | 73.44 |
| swivel chair        | 32.47 | 54.64 |
| boat                | 40.64 | 45.39 |
| bar                 | 42.49 | 50.51 |
| arcade machine      | 26.75 | 38.67 |
| hovel               | 18.56 | 19.62 |
| bus                 | 74.61 | 87.38 |
| towel               | 46.62 | 56.17 |
| light               | 45.06 | 53.76 |
| truck               | 5.06  | 6.77  |
| tower               | 32.35 | 49.34 |
| chandelier          | 50.88 | 60.42 |
| awning              | 18.66 | 21.1  |
| streetlight         | 12.43 | 14.65 |
| booth               | 37.22 | 38.29 |
| television receiver | 54.36 | 75.84 |
| airplane            | 52.84 | 59.36 |
| dirt track          | 9.85  | 20.8  |
| apparel             | 22.07 | 38.8  |
| pole                | 16.87 | 22.5  |
| land                | 0.0   | 0.0   |
| bannister           | 4.39  | 5.68  |
| escalator           | 16.52 | 17.14 |
| ottoman             | 19.83 | 21.05 |
| bottle              | 8.67  | 13.98 |
| buffet              | 31.7  | 39.59 |
| poster              | 7.94  | 14.47 |
| stage               | 10.38 | 16.67 |
| van                 | 17.01 | 20.63 |
| ship                | 61.02 | 89.41 |
| fountain            | 8.36  | 8.85  |
| conveyer belt       | 46.13 | 85.02 |
| canopy              | 22.1  | 23.64 |
| washer              | 47.5  | 65.51 |
| plaything           | 23.25 | 34.2  |
| swimming pool       | 27.59 | 49.68 |
| stool               | 16.83 | 19.33 |
| barrel              | 5.11  | 19.62 |
| basket              | 13.62 | 22.02 |
| waterfall           | 71.74 | 93.38 |
| tent                | 85.21 | 98.03 |
| bag                 | 3.48  | 3.69  |
| minibike            | 41.52 | 44.49 |
| cradle              | 77.74 | 95.95 |
| oven                | 12.88 | 17.87 |
| ball                | 35.41 | 62.84 |
| food                | 51.42 | 74.24 |
| step                | 3.91  | 4.37  |
| tank                | 31.73 | 34.77 |
| trade name          | 15.29 | 15.67 |
| microwave           | 27.44 | 30.42 |
| pot                 | 22.11 | 25.7  |
| animal              | 58.57 | 62.13 |
| bicycle             | 41.99 | 53.94 |
| lake                | 0.0   | 0.0   |
| dishwasher          | 16.35 | 18.73 |
| screen              | 59.86 | 87.73 |
| blanket             | 8.99  | 9.42  |
| sculpture           | 39.69 | 43.31 |
| hood                | 45.56 | 59.61 |
| sconce              | 17.46 | 18.57 |
| vase                | 18.93 | 22.5  |
| traffic light       | 8.31  | 9.75  |
| tray                | 0.23  | 0.25  |
| ashcan              | 25.41 | 37.17 |
| fan                 | 39.96 | 50.12 |
| pier                | 36.29 | 44.11 |
| crt screen          | 0.0   | 0.0   |
| plate               | 42.17 | 50.61 |
| monitor             | 1.55  | 1.84  |
| bulletin board      | 30.37 | 48.09 |
| shower              | 0.0   | 0.0   |
| radiator            | 41.11 | 42.89 |
| glass               | 5.77  | 6.5   |
| clock               | 7.1   | 7.51  |
| flag                | 20.56 | 21.18 |
+---------------------+-------+-------+
2022-01-31 04:09:14,461 - mmseg - INFO - Summary:
2022-01-31 04:09:14,462 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 38.65 | 50.34 | 80.15 |
+--------+-------+-------+-------+
2022-01-31 04:09:14,476 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 04:09:14,477 - mmseg - INFO - Iter(val) [16000]	mIoU: 0.3865, mAcc: 0.5034, aAcc: 0.8015
2022-01-31 04:09:43,395 - mmseg - INFO - Iter [16050/160000]	lr: 3.326e-07, eta: 23:55:54, time: 2.311, data_time: 1.737, memory: 21005, decode.loss_seg: 0.5883, decode.acc_seg: 62.7293, aux.loss_seg: 0.3553, aux.acc_seg: 56.2446, loss: 0.9436
2022-01-31 04:10:12,376 - mmseg - INFO - Iter [16100/160000]	lr: 3.325e-07, eta: 23:55:15, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5510, decode.acc_seg: 64.0785, aux.loss_seg: 0.3566, aux.acc_seg: 56.3350, loss: 0.9077
2022-01-31 04:10:41,374 - mmseg - INFO - Iter [16150/160000]	lr: 3.324e-07, eta: 23:54:37, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5968, decode.acc_seg: 64.3298, aux.loss_seg: 0.3730, aux.acc_seg: 56.4421, loss: 0.9698
2022-01-31 04:11:10,435 - mmseg - INFO - Iter [16200/160000]	lr: 3.323e-07, eta: 23:54:00, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6011, decode.acc_seg: 63.1281, aux.loss_seg: 0.3694, aux.acc_seg: 55.9410, loss: 0.9705
2022-01-31 04:11:39,400 - mmseg - INFO - Iter [16250/160000]	lr: 3.322e-07, eta: 23:53:22, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5779, decode.acc_seg: 61.7931, aux.loss_seg: 0.3621, aux.acc_seg: 54.7678, loss: 0.9400
2022-01-31 04:12:08,365 - mmseg - INFO - Iter [16300/160000]	lr: 3.321e-07, eta: 23:52:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5797, decode.acc_seg: 63.7348, aux.loss_seg: 0.3402, aux.acc_seg: 57.4803, loss: 0.9198
2022-01-31 04:12:37,222 - mmseg - INFO - Iter [16350/160000]	lr: 3.319e-07, eta: 23:52:04, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6286, decode.acc_seg: 61.7947, aux.loss_seg: 0.3789, aux.acc_seg: 54.7185, loss: 1.0075
2022-01-31 04:13:06,412 - mmseg - INFO - Iter [16400/160000]	lr: 3.318e-07, eta: 23:51:28, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6133, decode.acc_seg: 63.8519, aux.loss_seg: 0.3784, aux.acc_seg: 56.4289, loss: 0.9917
2022-01-31 04:13:47,439 - mmseg - INFO - Iter [16450/160000]	lr: 3.317e-07, eta: 23:52:35, time: 0.820, data_time: 0.235, memory: 21005, decode.loss_seg: 0.5811, decode.acc_seg: 61.4843, aux.loss_seg: 0.3562, aux.acc_seg: 54.4396, loss: 0.9373
2022-01-31 04:14:16,470 - mmseg - INFO - Iter [16500/160000]	lr: 3.316e-07, eta: 23:51:57, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5756, decode.acc_seg: 63.4608, aux.loss_seg: 0.3579, aux.acc_seg: 56.0757, loss: 0.9335
2022-01-31 04:14:45,231 - mmseg - INFO - Iter [16550/160000]	lr: 3.315e-07, eta: 23:51:17, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5702, decode.acc_seg: 62.5654, aux.loss_seg: 0.3584, aux.acc_seg: 54.9480, loss: 0.9285
2022-01-31 04:15:14,296 - mmseg - INFO - Iter [16600/160000]	lr: 3.314e-07, eta: 23:50:39, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5669, decode.acc_seg: 63.5909, aux.loss_seg: 0.3637, aux.acc_seg: 55.5884, loss: 0.9306
2022-01-31 04:15:43,354 - mmseg - INFO - Iter [16650/160000]	lr: 3.312e-07, eta: 23:50:02, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5517, decode.acc_seg: 64.8019, aux.loss_seg: 0.3549, aux.acc_seg: 56.7869, loss: 0.9066
2022-01-31 04:16:12,282 - mmseg - INFO - Iter [16700/160000]	lr: 3.311e-07, eta: 23:49:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5915, decode.acc_seg: 64.8473, aux.loss_seg: 0.3654, aux.acc_seg: 57.4915, loss: 0.9568
2022-01-31 04:16:41,503 - mmseg - INFO - Iter [16750/160000]	lr: 3.310e-07, eta: 23:48:48, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6189, decode.acc_seg: 64.6148, aux.loss_seg: 0.3900, aux.acc_seg: 56.6797, loss: 1.0089
2022-01-31 04:17:10,514 - mmseg - INFO - Iter [16800/160000]	lr: 3.309e-07, eta: 23:48:10, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5759, decode.acc_seg: 63.8023, aux.loss_seg: 0.3625, aux.acc_seg: 55.9393, loss: 0.9384
2022-01-31 04:17:39,505 - mmseg - INFO - Iter [16850/160000]	lr: 3.308e-07, eta: 23:47:32, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5468, decode.acc_seg: 62.0331, aux.loss_seg: 0.3494, aux.acc_seg: 54.6508, loss: 0.8962
2022-01-31 04:18:09,008 - mmseg - INFO - Iter [16900/160000]	lr: 3.307e-07, eta: 23:46:59, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5471, decode.acc_seg: 63.5955, aux.loss_seg: 0.3431, aux.acc_seg: 56.3890, loss: 0.8901
2022-01-31 04:18:38,209 - mmseg - INFO - Iter [16950/160000]	lr: 3.306e-07, eta: 23:46:23, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5851, decode.acc_seg: 63.2123, aux.loss_seg: 0.3688, aux.acc_seg: 55.7425, loss: 0.9539
2022-01-31 04:19:07,228 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 04:19:07,230 - mmseg - INFO - Iter [17000/160000]	lr: 3.304e-07, eta: 23:45:45, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6516, decode.acc_seg: 62.6424, aux.loss_seg: 0.3834, aux.acc_seg: 55.5600, loss: 1.0350
2022-01-31 04:19:36,450 - mmseg - INFO - Iter [17050/160000]	lr: 3.303e-07, eta: 23:45:10, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5868, decode.acc_seg: 63.0130, aux.loss_seg: 0.3628, aux.acc_seg: 55.7573, loss: 0.9497
2022-01-31 04:20:05,574 - mmseg - INFO - Iter [17100/160000]	lr: 3.302e-07, eta: 23:44:33, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6148, decode.acc_seg: 62.6132, aux.loss_seg: 0.3673, aux.acc_seg: 55.7745, loss: 0.9821
2022-01-31 04:20:34,486 - mmseg - INFO - Iter [17150/160000]	lr: 3.301e-07, eta: 23:43:55, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5854, decode.acc_seg: 62.5759, aux.loss_seg: 0.3641, aux.acc_seg: 55.4653, loss: 0.9495
2022-01-31 04:21:03,453 - mmseg - INFO - Iter [17200/160000]	lr: 3.300e-07, eta: 23:43:17, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5425, decode.acc_seg: 63.7525, aux.loss_seg: 0.3469, aux.acc_seg: 56.6777, loss: 0.8894
2022-01-31 04:21:32,397 - mmseg - INFO - Iter [17250/160000]	lr: 3.299e-07, eta: 23:42:39, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6041, decode.acc_seg: 62.5982, aux.loss_seg: 0.3815, aux.acc_seg: 54.2380, loss: 0.9856
2022-01-31 04:22:01,363 - mmseg - INFO - Iter [17300/160000]	lr: 3.297e-07, eta: 23:42:02, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5712, decode.acc_seg: 64.2022, aux.loss_seg: 0.3576, aux.acc_seg: 56.6494, loss: 0.9289
2022-01-31 04:22:30,325 - mmseg - INFO - Iter [17350/160000]	lr: 3.296e-07, eta: 23:41:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5525, decode.acc_seg: 63.5912, aux.loss_seg: 0.3487, aux.acc_seg: 56.4217, loss: 0.9012
2022-01-31 04:22:59,450 - mmseg - INFO - Iter [17400/160000]	lr: 3.295e-07, eta: 23:40:48, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5723, decode.acc_seg: 64.1941, aux.loss_seg: 0.3574, aux.acc_seg: 56.6615, loss: 0.9297
2022-01-31 04:23:28,458 - mmseg - INFO - Iter [17450/160000]	lr: 3.294e-07, eta: 23:40:11, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5655, decode.acc_seg: 63.8940, aux.loss_seg: 0.3588, aux.acc_seg: 56.4099, loss: 0.9243
2022-01-31 04:23:57,472 - mmseg - INFO - Iter [17500/160000]	lr: 3.293e-07, eta: 23:39:34, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5811, decode.acc_seg: 63.1818, aux.loss_seg: 0.3717, aux.acc_seg: 54.5239, loss: 0.9528
2022-01-31 04:24:26,615 - mmseg - INFO - Iter [17550/160000]	lr: 3.292e-07, eta: 23:38:58, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5829, decode.acc_seg: 63.6375, aux.loss_seg: 0.3531, aux.acc_seg: 56.8886, loss: 0.9359
2022-01-31 04:24:55,777 - mmseg - INFO - Iter [17600/160000]	lr: 3.291e-07, eta: 23:38:22, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5844, decode.acc_seg: 62.8064, aux.loss_seg: 0.3537, aux.acc_seg: 56.0056, loss: 0.9381
2022-01-31 04:25:24,893 - mmseg - INFO - Iter [17650/160000]	lr: 3.289e-07, eta: 23:37:46, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6077, decode.acc_seg: 63.3996, aux.loss_seg: 0.3745, aux.acc_seg: 56.0433, loss: 0.9822
2022-01-31 04:26:05,547 - mmseg - INFO - Iter [17700/160000]	lr: 3.288e-07, eta: 23:38:43, time: 0.813, data_time: 0.243, memory: 21005, decode.loss_seg: 0.5841, decode.acc_seg: 63.0640, aux.loss_seg: 0.3726, aux.acc_seg: 55.3375, loss: 0.9568
2022-01-31 04:26:34,442 - mmseg - INFO - Iter [17750/160000]	lr: 3.287e-07, eta: 23:38:05, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5201, decode.acc_seg: 63.7992, aux.loss_seg: 0.3351, aux.acc_seg: 56.3846, loss: 0.8553
2022-01-31 04:27:03,396 - mmseg - INFO - Iter [17800/160000]	lr: 3.286e-07, eta: 23:37:27, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5310, decode.acc_seg: 63.0149, aux.loss_seg: 0.3450, aux.acc_seg: 55.2998, loss: 0.8759
2022-01-31 04:27:32,316 - mmseg - INFO - Iter [17850/160000]	lr: 3.285e-07, eta: 23:36:50, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5467, decode.acc_seg: 63.7266, aux.loss_seg: 0.3441, aux.acc_seg: 56.3279, loss: 0.8907
2022-01-31 04:28:01,303 - mmseg - INFO - Iter [17900/160000]	lr: 3.284e-07, eta: 23:36:12, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5573, decode.acc_seg: 64.1600, aux.loss_seg: 0.3638, aux.acc_seg: 55.8979, loss: 0.9211
2022-01-31 04:28:30,525 - mmseg - INFO - Iter [17950/160000]	lr: 3.282e-07, eta: 23:35:37, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5909, decode.acc_seg: 64.0692, aux.loss_seg: 0.3699, aux.acc_seg: 56.3962, loss: 0.9607
2022-01-31 04:28:59,746 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 04:28:59,749 - mmseg - INFO - Iter [18000/160000]	lr: 3.281e-07, eta: 23:35:02, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5622, decode.acc_seg: 64.3065, aux.loss_seg: 0.3584, aux.acc_seg: 56.7477, loss: 0.9206
2022-01-31 04:29:29,318 - mmseg - INFO - Iter [18050/160000]	lr: 3.280e-07, eta: 23:34:30, time: 0.592, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5457, decode.acc_seg: 63.8028, aux.loss_seg: 0.3589, aux.acc_seg: 55.7371, loss: 0.9046
2022-01-31 04:29:58,415 - mmseg - INFO - Iter [18100/160000]	lr: 3.279e-07, eta: 23:33:53, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5439, decode.acc_seg: 64.6695, aux.loss_seg: 0.3591, aux.acc_seg: 56.2759, loss: 0.9030
2022-01-31 04:30:27,476 - mmseg - INFO - Iter [18150/160000]	lr: 3.278e-07, eta: 23:33:17, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5655, decode.acc_seg: 63.6122, aux.loss_seg: 0.3660, aux.acc_seg: 55.7711, loss: 0.9316
2022-01-31 04:30:56,431 - mmseg - INFO - Iter [18200/160000]	lr: 3.277e-07, eta: 23:32:40, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5566, decode.acc_seg: 64.8231, aux.loss_seg: 0.3519, aux.acc_seg: 57.5993, loss: 0.9086
2022-01-31 04:31:25,414 - mmseg - INFO - Iter [18250/160000]	lr: 3.276e-07, eta: 23:32:03, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5362, decode.acc_seg: 64.7548, aux.loss_seg: 0.3465, aux.acc_seg: 57.0687, loss: 0.8826
2022-01-31 04:31:54,414 - mmseg - INFO - Iter [18300/160000]	lr: 3.274e-07, eta: 23:31:26, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5670, decode.acc_seg: 63.7734, aux.loss_seg: 0.3604, aux.acc_seg: 55.7486, loss: 0.9274
2022-01-31 04:32:23,547 - mmseg - INFO - Iter [18350/160000]	lr: 3.273e-07, eta: 23:30:50, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5811, decode.acc_seg: 63.9825, aux.loss_seg: 0.3631, aux.acc_seg: 56.5821, loss: 0.9441
2022-01-31 04:32:52,546 - mmseg - INFO - Iter [18400/160000]	lr: 3.272e-07, eta: 23:30:14, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5706, decode.acc_seg: 64.3891, aux.loss_seg: 0.3619, aux.acc_seg: 56.4002, loss: 0.9325
2022-01-31 04:33:21,646 - mmseg - INFO - Iter [18450/160000]	lr: 3.271e-07, eta: 23:29:38, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5661, decode.acc_seg: 63.9481, aux.loss_seg: 0.3532, aux.acc_seg: 56.5666, loss: 0.9193
2022-01-31 04:33:50,760 - mmseg - INFO - Iter [18500/160000]	lr: 3.270e-07, eta: 23:29:02, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5812, decode.acc_seg: 62.1555, aux.loss_seg: 0.3701, aux.acc_seg: 54.5210, loss: 0.9513
2022-01-31 04:34:19,829 - mmseg - INFO - Iter [18550/160000]	lr: 3.269e-07, eta: 23:28:26, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5818, decode.acc_seg: 63.6315, aux.loss_seg: 0.3705, aux.acc_seg: 55.6430, loss: 0.9522
2022-01-31 04:34:48,950 - mmseg - INFO - Iter [18600/160000]	lr: 3.267e-07, eta: 23:27:51, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5837, decode.acc_seg: 63.9124, aux.loss_seg: 0.3668, aux.acc_seg: 56.1471, loss: 0.9505
2022-01-31 04:35:18,035 - mmseg - INFO - Iter [18650/160000]	lr: 3.266e-07, eta: 23:27:15, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5427, decode.acc_seg: 64.2005, aux.loss_seg: 0.3518, aux.acc_seg: 56.3604, loss: 0.8946
2022-01-31 04:35:47,005 - mmseg - INFO - Iter [18700/160000]	lr: 3.265e-07, eta: 23:26:38, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5833, decode.acc_seg: 62.7622, aux.loss_seg: 0.3712, aux.acc_seg: 54.2295, loss: 0.9544
2022-01-31 04:36:16,028 - mmseg - INFO - Iter [18750/160000]	lr: 3.264e-07, eta: 23:26:02, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5723, decode.acc_seg: 62.5077, aux.loss_seg: 0.3504, aux.acc_seg: 55.4847, loss: 0.9227
2022-01-31 04:36:45,010 - mmseg - INFO - Iter [18800/160000]	lr: 3.263e-07, eta: 23:25:25, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5694, decode.acc_seg: 62.1147, aux.loss_seg: 0.3506, aux.acc_seg: 54.6654, loss: 0.9200
2022-01-31 04:37:14,008 - mmseg - INFO - Iter [18850/160000]	lr: 3.262e-07, eta: 23:24:49, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5767, decode.acc_seg: 62.5678, aux.loss_seg: 0.3637, aux.acc_seg: 55.5528, loss: 0.9404
2022-01-31 04:37:42,848 - mmseg - INFO - Iter [18900/160000]	lr: 3.260e-07, eta: 23:24:12, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.6033, decode.acc_seg: 63.0508, aux.loss_seg: 0.3773, aux.acc_seg: 55.6130, loss: 0.9806
2022-01-31 04:38:24,196 - mmseg - INFO - Iter [18950/160000]	lr: 3.259e-07, eta: 23:25:07, time: 0.827, data_time: 0.250, memory: 21005, decode.loss_seg: 0.6080, decode.acc_seg: 61.8986, aux.loss_seg: 0.3790, aux.acc_seg: 53.9572, loss: 0.9870
2022-01-31 04:38:53,241 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 04:38:53,243 - mmseg - INFO - Iter [19000/160000]	lr: 3.258e-07, eta: 23:24:31, time: 0.581, data_time: 0.003, memory: 21005, decode.loss_seg: 0.5727, decode.acc_seg: 63.1863, aux.loss_seg: 0.3566, aux.acc_seg: 55.8422, loss: 0.9293
2022-01-31 04:39:22,029 - mmseg - INFO - Iter [19050/160000]	lr: 3.257e-07, eta: 23:23:53, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5667, decode.acc_seg: 63.2004, aux.loss_seg: 0.3555, aux.acc_seg: 55.5939, loss: 0.9221
2022-01-31 04:39:51,008 - mmseg - INFO - Iter [19100/160000]	lr: 3.256e-07, eta: 23:23:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5455, decode.acc_seg: 63.2702, aux.loss_seg: 0.3488, aux.acc_seg: 55.6739, loss: 0.8943
2022-01-31 04:40:20,440 - mmseg - INFO - Iter [19150/160000]	lr: 3.255e-07, eta: 23:22:44, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5360, decode.acc_seg: 64.0688, aux.loss_seg: 0.3499, aux.acc_seg: 55.8106, loss: 0.8859
2022-01-31 04:40:49,809 - mmseg - INFO - Iter [19200/160000]	lr: 3.254e-07, eta: 23:22:10, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5252, decode.acc_seg: 64.5932, aux.loss_seg: 0.3523, aux.acc_seg: 56.5486, loss: 0.8776
2022-01-31 04:41:18,900 - mmseg - INFO - Iter [19250/160000]	lr: 3.252e-07, eta: 23:21:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5239, decode.acc_seg: 65.0138, aux.loss_seg: 0.3312, aux.acc_seg: 57.5286, loss: 0.8551
2022-01-31 04:41:47,897 - mmseg - INFO - Iter [19300/160000]	lr: 3.251e-07, eta: 23:20:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5465, decode.acc_seg: 61.2261, aux.loss_seg: 0.3574, aux.acc_seg: 53.3662, loss: 0.9038
2022-01-31 04:42:16,964 - mmseg - INFO - Iter [19350/160000]	lr: 3.250e-07, eta: 23:20:22, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5378, decode.acc_seg: 63.4487, aux.loss_seg: 0.3484, aux.acc_seg: 55.9756, loss: 0.8862
2022-01-31 04:42:45,932 - mmseg - INFO - Iter [19400/160000]	lr: 3.249e-07, eta: 23:19:46, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5444, decode.acc_seg: 65.2679, aux.loss_seg: 0.3424, aux.acc_seg: 58.3451, loss: 0.8868
2022-01-31 04:43:15,026 - mmseg - INFO - Iter [19450/160000]	lr: 3.248e-07, eta: 23:19:11, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5119, decode.acc_seg: 65.1496, aux.loss_seg: 0.3310, aux.acc_seg: 57.9328, loss: 0.8429
2022-01-31 04:43:44,169 - mmseg - INFO - Iter [19500/160000]	lr: 3.247e-07, eta: 23:18:35, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5528, decode.acc_seg: 64.7805, aux.loss_seg: 0.3669, aux.acc_seg: 55.9603, loss: 0.9197
2022-01-31 04:44:13,228 - mmseg - INFO - Iter [19550/160000]	lr: 3.245e-07, eta: 23:18:00, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5550, decode.acc_seg: 63.4104, aux.loss_seg: 0.3633, aux.acc_seg: 54.9692, loss: 0.9183
2022-01-31 04:44:42,222 - mmseg - INFO - Iter [19600/160000]	lr: 3.244e-07, eta: 23:17:24, time: 0.580, data_time: 0.003, memory: 21005, decode.loss_seg: 0.5143, decode.acc_seg: 65.9766, aux.loss_seg: 0.3290, aux.acc_seg: 58.6478, loss: 0.8433
2022-01-31 04:45:11,303 - mmseg - INFO - Iter [19650/160000]	lr: 3.243e-07, eta: 23:16:48, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5600, decode.acc_seg: 64.3537, aux.loss_seg: 0.3721, aux.acc_seg: 55.6061, loss: 0.9321
2022-01-31 04:45:40,357 - mmseg - INFO - Iter [19700/160000]	lr: 3.242e-07, eta: 23:16:13, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5562, decode.acc_seg: 63.7606, aux.loss_seg: 0.3507, aux.acc_seg: 56.1833, loss: 0.9070
2022-01-31 04:46:09,341 - mmseg - INFO - Iter [19750/160000]	lr: 3.241e-07, eta: 23:15:37, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5497, decode.acc_seg: 62.1088, aux.loss_seg: 0.3512, aux.acc_seg: 54.7671, loss: 0.9009
2022-01-31 04:46:38,336 - mmseg - INFO - Iter [19800/160000]	lr: 3.240e-07, eta: 23:15:01, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5453, decode.acc_seg: 63.8465, aux.loss_seg: 0.3506, aux.acc_seg: 56.4762, loss: 0.8959
2022-01-31 04:47:07,342 - mmseg - INFO - Iter [19850/160000]	lr: 3.239e-07, eta: 23:14:25, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5293, decode.acc_seg: 65.2768, aux.loss_seg: 0.3640, aux.acc_seg: 56.0428, loss: 0.8933
2022-01-31 04:47:36,446 - mmseg - INFO - Iter [19900/160000]	lr: 3.237e-07, eta: 23:13:50, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5673, decode.acc_seg: 63.5958, aux.loss_seg: 0.3593, aux.acc_seg: 55.7418, loss: 0.9266
2022-01-31 04:48:05,446 - mmseg - INFO - Iter [19950/160000]	lr: 3.236e-07, eta: 23:13:14, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5850, decode.acc_seg: 63.2640, aux.loss_seg: 0.3667, aux.acc_seg: 55.4174, loss: 0.9517
2022-01-31 04:48:34,339 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 04:48:34,342 - mmseg - INFO - Iter [20000/160000]	lr: 3.235e-07, eta: 23:12:37, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5511, decode.acc_seg: 64.6271, aux.loss_seg: 0.3636, aux.acc_seg: 56.0752, loss: 0.9146
2022-01-31 04:49:03,540 - mmseg - INFO - Iter [20050/160000]	lr: 3.234e-07, eta: 23:12:03, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5560, decode.acc_seg: 63.7210, aux.loss_seg: 0.3541, aux.acc_seg: 56.2897, loss: 0.9101
2022-01-31 04:49:32,651 - mmseg - INFO - Iter [20100/160000]	lr: 3.233e-07, eta: 23:11:28, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5516, decode.acc_seg: 63.5413, aux.loss_seg: 0.3630, aux.acc_seg: 55.1526, loss: 0.9146
2022-01-31 04:50:01,707 - mmseg - INFO - Iter [20150/160000]	lr: 3.232e-07, eta: 23:10:53, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5673, decode.acc_seg: 64.1373, aux.loss_seg: 0.3642, aux.acc_seg: 56.1417, loss: 0.9315
2022-01-31 04:50:30,810 - mmseg - INFO - Iter [20200/160000]	lr: 3.230e-07, eta: 23:10:18, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5265, decode.acc_seg: 63.6941, aux.loss_seg: 0.3459, aux.acc_seg: 55.8864, loss: 0.8723
2022-01-31 04:51:12,420 - mmseg - INFO - Iter [20250/160000]	lr: 3.229e-07, eta: 23:11:09, time: 0.832, data_time: 0.259, memory: 21005, decode.loss_seg: 0.5179, decode.acc_seg: 64.1088, aux.loss_seg: 0.3528, aux.acc_seg: 56.1261, loss: 0.8707
2022-01-31 04:51:41,763 - mmseg - INFO - Iter [20300/160000]	lr: 3.228e-07, eta: 23:10:36, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5589, decode.acc_seg: 63.7195, aux.loss_seg: 0.3525, aux.acc_seg: 56.3428, loss: 0.9114
2022-01-31 04:52:10,825 - mmseg - INFO - Iter [20350/160000]	lr: 3.227e-07, eta: 23:10:01, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5318, decode.acc_seg: 63.9652, aux.loss_seg: 0.3395, aux.acc_seg: 56.4577, loss: 0.8714
2022-01-31 04:52:39,816 - mmseg - INFO - Iter [20400/160000]	lr: 3.226e-07, eta: 23:09:25, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5415, decode.acc_seg: 63.7485, aux.loss_seg: 0.3588, aux.acc_seg: 55.3405, loss: 0.9003
2022-01-31 04:53:08,877 - mmseg - INFO - Iter [20450/160000]	lr: 3.225e-07, eta: 23:08:50, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5249, decode.acc_seg: 65.6431, aux.loss_seg: 0.3450, aux.acc_seg: 57.5913, loss: 0.8699
2022-01-31 04:53:37,831 - mmseg - INFO - Iter [20500/160000]	lr: 3.224e-07, eta: 23:08:14, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5576, decode.acc_seg: 64.2094, aux.loss_seg: 0.3563, aux.acc_seg: 56.6747, loss: 0.9140
2022-01-31 04:54:06,971 - mmseg - INFO - Iter [20550/160000]	lr: 3.222e-07, eta: 23:07:39, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5229, decode.acc_seg: 64.5351, aux.loss_seg: 0.3422, aux.acc_seg: 56.9646, loss: 0.8651
2022-01-31 04:54:35,879 - mmseg - INFO - Iter [20600/160000]	lr: 3.221e-07, eta: 23:07:03, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5439, decode.acc_seg: 63.0412, aux.loss_seg: 0.3449, aux.acc_seg: 55.5224, loss: 0.8888
2022-01-31 04:55:05,000 - mmseg - INFO - Iter [20650/160000]	lr: 3.220e-07, eta: 23:06:28, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5174, decode.acc_seg: 64.8786, aux.loss_seg: 0.3436, aux.acc_seg: 56.2339, loss: 0.8609
2022-01-31 04:55:34,094 - mmseg - INFO - Iter [20700/160000]	lr: 3.219e-07, eta: 23:05:53, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5197, decode.acc_seg: 64.9753, aux.loss_seg: 0.3386, aux.acc_seg: 57.4421, loss: 0.8584
2022-01-31 04:56:03,062 - mmseg - INFO - Iter [20750/160000]	lr: 3.218e-07, eta: 23:05:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5293, decode.acc_seg: 65.6451, aux.loss_seg: 0.3517, aux.acc_seg: 57.0711, loss: 0.8810
2022-01-31 04:56:32,094 - mmseg - INFO - Iter [20800/160000]	lr: 3.217e-07, eta: 23:04:42, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5365, decode.acc_seg: 64.9514, aux.loss_seg: 0.3432, aux.acc_seg: 57.2620, loss: 0.8797
2022-01-31 04:57:01,167 - mmseg - INFO - Iter [20850/160000]	lr: 3.215e-07, eta: 23:04:07, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5577, decode.acc_seg: 62.4271, aux.loss_seg: 0.3625, aux.acc_seg: 54.3118, loss: 0.9202
2022-01-31 04:57:30,145 - mmseg - INFO - Iter [20900/160000]	lr: 3.214e-07, eta: 23:03:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5708, decode.acc_seg: 62.7827, aux.loss_seg: 0.3754, aux.acc_seg: 54.2692, loss: 0.9462
2022-01-31 04:57:59,091 - mmseg - INFO - Iter [20950/160000]	lr: 3.213e-07, eta: 23:02:55, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5302, decode.acc_seg: 63.5347, aux.loss_seg: 0.3414, aux.acc_seg: 55.7177, loss: 0.8717
2022-01-31 04:58:28,079 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 04:58:28,081 - mmseg - INFO - Iter [21000/160000]	lr: 3.212e-07, eta: 23:02:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5804, decode.acc_seg: 64.3635, aux.loss_seg: 0.3675, aux.acc_seg: 56.8050, loss: 0.9479
2022-01-31 04:58:57,142 - mmseg - INFO - Iter [21050/160000]	lr: 3.211e-07, eta: 23:01:45, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5270, decode.acc_seg: 62.9225, aux.loss_seg: 0.3483, aux.acc_seg: 54.7743, loss: 0.8753
2022-01-31 04:59:26,200 - mmseg - INFO - Iter [21100/160000]	lr: 3.210e-07, eta: 23:01:10, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5380, decode.acc_seg: 64.4193, aux.loss_seg: 0.3482, aux.acc_seg: 56.7701, loss: 0.8862
2022-01-31 04:59:55,155 - mmseg - INFO - Iter [21150/160000]	lr: 3.209e-07, eta: 23:00:35, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5642, decode.acc_seg: 64.3615, aux.loss_seg: 0.3686, aux.acc_seg: 55.4181, loss: 0.9328
2022-01-31 05:00:24,274 - mmseg - INFO - Iter [21200/160000]	lr: 3.207e-07, eta: 23:00:00, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5755, decode.acc_seg: 64.0618, aux.loss_seg: 0.3744, aux.acc_seg: 55.4711, loss: 0.9499
2022-01-31 05:00:53,460 - mmseg - INFO - Iter [21250/160000]	lr: 3.206e-07, eta: 22:59:26, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5720, decode.acc_seg: 65.1808, aux.loss_seg: 0.3517, aux.acc_seg: 57.4926, loss: 0.9236
2022-01-31 05:01:22,492 - mmseg - INFO - Iter [21300/160000]	lr: 3.205e-07, eta: 22:58:51, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5295, decode.acc_seg: 64.3972, aux.loss_seg: 0.3543, aux.acc_seg: 56.2053, loss: 0.8839
2022-01-31 05:01:51,481 - mmseg - INFO - Iter [21350/160000]	lr: 3.204e-07, eta: 22:58:16, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5500, decode.acc_seg: 64.6390, aux.loss_seg: 0.3484, aux.acc_seg: 57.0747, loss: 0.8984
2022-01-31 05:02:20,720 - mmseg - INFO - Iter [21400/160000]	lr: 3.203e-07, eta: 22:57:42, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5709, decode.acc_seg: 63.3770, aux.loss_seg: 0.3651, aux.acc_seg: 55.3129, loss: 0.9359
2022-01-31 05:02:50,075 - mmseg - INFO - Iter [21450/160000]	lr: 3.202e-07, eta: 22:57:10, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5387, decode.acc_seg: 64.7882, aux.loss_seg: 0.3419, aux.acc_seg: 57.4253, loss: 0.8806
2022-01-31 05:03:31,041 - mmseg - INFO - Iter [21500/160000]	lr: 3.200e-07, eta: 22:57:52, time: 0.819, data_time: 0.238, memory: 21005, decode.loss_seg: 0.5254, decode.acc_seg: 62.9522, aux.loss_seg: 0.3364, aux.acc_seg: 55.6385, loss: 0.8618
2022-01-31 05:03:59,851 - mmseg - INFO - Iter [21550/160000]	lr: 3.199e-07, eta: 22:57:15, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5136, decode.acc_seg: 64.5456, aux.loss_seg: 0.3451, aux.acc_seg: 55.9313, loss: 0.8588
2022-01-31 05:04:28,946 - mmseg - INFO - Iter [21600/160000]	lr: 3.198e-07, eta: 22:56:40, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4807, decode.acc_seg: 64.7728, aux.loss_seg: 0.3219, aux.acc_seg: 57.1151, loss: 0.8026
2022-01-31 05:04:57,920 - mmseg - INFO - Iter [21650/160000]	lr: 3.197e-07, eta: 22:56:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5515, decode.acc_seg: 65.0162, aux.loss_seg: 0.3704, aux.acc_seg: 55.3823, loss: 0.9219
2022-01-31 05:05:26,934 - mmseg - INFO - Iter [21700/160000]	lr: 3.196e-07, eta: 22:55:30, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5522, decode.acc_seg: 63.3763, aux.loss_seg: 0.3530, aux.acc_seg: 55.5411, loss: 0.9052
2022-01-31 05:05:55,912 - mmseg - INFO - Iter [21750/160000]	lr: 3.195e-07, eta: 22:54:55, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5241, decode.acc_seg: 63.9091, aux.loss_seg: 0.3414, aux.acc_seg: 56.0219, loss: 0.8655
2022-01-31 05:06:25,093 - mmseg - INFO - Iter [21800/160000]	lr: 3.193e-07, eta: 22:54:21, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5415, decode.acc_seg: 65.2670, aux.loss_seg: 0.3507, aux.acc_seg: 57.4867, loss: 0.8922
2022-01-31 05:06:54,194 - mmseg - INFO - Iter [21850/160000]	lr: 3.192e-07, eta: 22:53:46, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5363, decode.acc_seg: 65.2885, aux.loss_seg: 0.3580, aux.acc_seg: 56.8302, loss: 0.8943
2022-01-31 05:07:23,201 - mmseg - INFO - Iter [21900/160000]	lr: 3.191e-07, eta: 22:53:11, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5316, decode.acc_seg: 63.9950, aux.loss_seg: 0.3541, aux.acc_seg: 55.8403, loss: 0.8857
2022-01-31 05:07:52,425 - mmseg - INFO - Iter [21950/160000]	lr: 3.190e-07, eta: 22:52:37, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5293, decode.acc_seg: 64.3974, aux.loss_seg: 0.3413, aux.acc_seg: 56.8021, loss: 0.8706
2022-01-31 05:08:21,351 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 05:08:21,353 - mmseg - INFO - Iter [22000/160000]	lr: 3.189e-07, eta: 22:52:02, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5513, decode.acc_seg: 63.2930, aux.loss_seg: 0.3568, aux.acc_seg: 55.4155, loss: 0.9081
2022-01-31 05:08:50,263 - mmseg - INFO - Iter [22050/160000]	lr: 3.188e-07, eta: 22:51:26, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5320, decode.acc_seg: 64.6521, aux.loss_seg: 0.3433, aux.acc_seg: 56.8363, loss: 0.8753
2022-01-31 05:09:19,233 - mmseg - INFO - Iter [22100/160000]	lr: 3.187e-07, eta: 22:50:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5686, decode.acc_seg: 63.6178, aux.loss_seg: 0.3606, aux.acc_seg: 55.9289, loss: 0.9292
2022-01-31 05:09:48,422 - mmseg - INFO - Iter [22150/160000]	lr: 3.185e-07, eta: 22:50:17, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5052, decode.acc_seg: 65.3538, aux.loss_seg: 0.3384, aux.acc_seg: 56.4687, loss: 0.8436
2022-01-31 05:10:17,336 - mmseg - INFO - Iter [22200/160000]	lr: 3.184e-07, eta: 22:49:42, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5120, decode.acc_seg: 64.4998, aux.loss_seg: 0.3368, aux.acc_seg: 56.2563, loss: 0.8488
2022-01-31 05:10:46,526 - mmseg - INFO - Iter [22250/160000]	lr: 3.183e-07, eta: 22:49:08, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5209, decode.acc_seg: 64.6916, aux.loss_seg: 0.3416, aux.acc_seg: 56.6126, loss: 0.8626
2022-01-31 05:11:15,476 - mmseg - INFO - Iter [22300/160000]	lr: 3.182e-07, eta: 22:48:33, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5345, decode.acc_seg: 66.0648, aux.loss_seg: 0.3411, aux.acc_seg: 58.5039, loss: 0.8756
2022-01-31 05:11:44,384 - mmseg - INFO - Iter [22350/160000]	lr: 3.181e-07, eta: 22:47:58, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5367, decode.acc_seg: 63.8682, aux.loss_seg: 0.3563, aux.acc_seg: 55.5188, loss: 0.8930
2022-01-31 05:12:13,290 - mmseg - INFO - Iter [22400/160000]	lr: 3.180e-07, eta: 22:47:22, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4911, decode.acc_seg: 65.3516, aux.loss_seg: 0.3294, aux.acc_seg: 57.4448, loss: 0.8205
2022-01-31 05:12:42,240 - mmseg - INFO - Iter [22450/160000]	lr: 3.178e-07, eta: 22:46:47, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5357, decode.acc_seg: 65.4802, aux.loss_seg: 0.3527, aux.acc_seg: 57.0056, loss: 0.8884
2022-01-31 05:13:11,457 - mmseg - INFO - Iter [22500/160000]	lr: 3.177e-07, eta: 22:46:14, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5304, decode.acc_seg: 64.1779, aux.loss_seg: 0.3438, aux.acc_seg: 56.3743, loss: 0.8741
2022-01-31 05:13:41,086 - mmseg - INFO - Iter [22550/160000]	lr: 3.176e-07, eta: 22:45:43, time: 0.593, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5178, decode.acc_seg: 65.4152, aux.loss_seg: 0.3348, aux.acc_seg: 57.8888, loss: 0.8526
2022-01-31 05:14:10,070 - mmseg - INFO - Iter [22600/160000]	lr: 3.175e-07, eta: 22:45:08, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5019, decode.acc_seg: 64.3866, aux.loss_seg: 0.3279, aux.acc_seg: 56.6609, loss: 0.8299
2022-01-31 05:14:38,967 - mmseg - INFO - Iter [22650/160000]	lr: 3.174e-07, eta: 22:44:33, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5315, decode.acc_seg: 64.2955, aux.loss_seg: 0.3500, aux.acc_seg: 55.8766, loss: 0.8815
2022-01-31 05:15:08,056 - mmseg - INFO - Iter [22700/160000]	lr: 3.173e-07, eta: 22:43:59, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5449, decode.acc_seg: 64.4836, aux.loss_seg: 0.3557, aux.acc_seg: 56.4759, loss: 0.9007
2022-01-31 05:15:49,448 - mmseg - INFO - Iter [22750/160000]	lr: 3.172e-07, eta: 22:44:39, time: 0.828, data_time: 0.247, memory: 21005, decode.loss_seg: 0.5577, decode.acc_seg: 64.2740, aux.loss_seg: 0.3596, aux.acc_seg: 56.6776, loss: 0.9173
2022-01-31 05:16:18,218 - mmseg - INFO - Iter [22800/160000]	lr: 3.170e-07, eta: 22:44:02, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5007, decode.acc_seg: 66.4522, aux.loss_seg: 0.3370, aux.acc_seg: 58.1157, loss: 0.8377
2022-01-31 05:16:47,137 - mmseg - INFO - Iter [22850/160000]	lr: 3.169e-07, eta: 22:43:27, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5003, decode.acc_seg: 64.0852, aux.loss_seg: 0.3357, aux.acc_seg: 56.1005, loss: 0.8360
2022-01-31 05:17:16,005 - mmseg - INFO - Iter [22900/160000]	lr: 3.168e-07, eta: 22:42:52, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5214, decode.acc_seg: 65.1696, aux.loss_seg: 0.3449, aux.acc_seg: 56.7190, loss: 0.8662
2022-01-31 05:17:44,993 - mmseg - INFO - Iter [22950/160000]	lr: 3.167e-07, eta: 22:42:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5061, decode.acc_seg: 66.1531, aux.loss_seg: 0.3350, aux.acc_seg: 58.2419, loss: 0.8411
2022-01-31 05:18:13,895 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 05:18:13,897 - mmseg - INFO - Iter [23000/160000]	lr: 3.166e-07, eta: 22:41:41, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4998, decode.acc_seg: 66.3336, aux.loss_seg: 0.3353, aux.acc_seg: 58.3548, loss: 0.8351
2022-01-31 05:18:42,949 - mmseg - INFO - Iter [23050/160000]	lr: 3.165e-07, eta: 22:41:07, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5077, decode.acc_seg: 66.0487, aux.loss_seg: 0.3485, aux.acc_seg: 57.1786, loss: 0.8562
2022-01-31 05:19:11,851 - mmseg - INFO - Iter [23100/160000]	lr: 3.163e-07, eta: 22:40:32, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5092, decode.acc_seg: 64.4967, aux.loss_seg: 0.3430, aux.acc_seg: 56.3380, loss: 0.8522
2022-01-31 05:19:40,976 - mmseg - INFO - Iter [23150/160000]	lr: 3.162e-07, eta: 22:39:58, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5115, decode.acc_seg: 64.9880, aux.loss_seg: 0.3493, aux.acc_seg: 56.2781, loss: 0.8607
2022-01-31 05:20:10,041 - mmseg - INFO - Iter [23200/160000]	lr: 3.161e-07, eta: 22:39:24, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4746, decode.acc_seg: 65.6945, aux.loss_seg: 0.3179, aux.acc_seg: 57.6485, loss: 0.7925
2022-01-31 05:20:39,024 - mmseg - INFO - Iter [23250/160000]	lr: 3.160e-07, eta: 22:38:49, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5102, decode.acc_seg: 65.6313, aux.loss_seg: 0.3356, aux.acc_seg: 57.7684, loss: 0.8458
2022-01-31 05:21:07,865 - mmseg - INFO - Iter [23300/160000]	lr: 3.159e-07, eta: 22:38:14, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4962, decode.acc_seg: 65.7216, aux.loss_seg: 0.3483, aux.acc_seg: 56.8191, loss: 0.8445
2022-01-31 05:21:36,752 - mmseg - INFO - Iter [23350/160000]	lr: 3.158e-07, eta: 22:37:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5282, decode.acc_seg: 63.6984, aux.loss_seg: 0.3503, aux.acc_seg: 55.7291, loss: 0.8785
2022-01-31 05:22:05,547 - mmseg - INFO - Iter [23400/160000]	lr: 3.157e-07, eta: 22:37:03, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5317, decode.acc_seg: 64.6388, aux.loss_seg: 0.3566, aux.acc_seg: 55.6948, loss: 0.8882
2022-01-31 05:22:34,356 - mmseg - INFO - Iter [23450/160000]	lr: 3.155e-07, eta: 22:36:27, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5166, decode.acc_seg: 65.7607, aux.loss_seg: 0.3357, aux.acc_seg: 58.1193, loss: 0.8524
2022-01-31 05:23:03,307 - mmseg - INFO - Iter [23500/160000]	lr: 3.154e-07, eta: 22:35:52, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5362, decode.acc_seg: 65.0815, aux.loss_seg: 0.3485, aux.acc_seg: 56.7449, loss: 0.8847
2022-01-31 05:23:32,273 - mmseg - INFO - Iter [23550/160000]	lr: 3.153e-07, eta: 22:35:18, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5112, decode.acc_seg: 65.9354, aux.loss_seg: 0.3448, aux.acc_seg: 56.8658, loss: 0.8560
2022-01-31 05:24:01,344 - mmseg - INFO - Iter [23600/160000]	lr: 3.152e-07, eta: 22:34:44, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5039, decode.acc_seg: 65.3677, aux.loss_seg: 0.3276, aux.acc_seg: 57.6790, loss: 0.8315
2022-01-31 05:24:30,732 - mmseg - INFO - Iter [23650/160000]	lr: 3.151e-07, eta: 22:34:11, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5736, decode.acc_seg: 63.2558, aux.loss_seg: 0.3781, aux.acc_seg: 54.8780, loss: 0.9517
2022-01-31 05:25:00,157 - mmseg - INFO - Iter [23700/160000]	lr: 3.150e-07, eta: 22:33:40, time: 0.588, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5202, decode.acc_seg: 64.9949, aux.loss_seg: 0.3422, aux.acc_seg: 57.1948, loss: 0.8624
2022-01-31 05:25:29,196 - mmseg - INFO - Iter [23750/160000]	lr: 3.148e-07, eta: 22:33:06, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5112, decode.acc_seg: 64.1237, aux.loss_seg: 0.3349, aux.acc_seg: 56.7213, loss: 0.8461
2022-01-31 05:25:58,351 - mmseg - INFO - Iter [23800/160000]	lr: 3.147e-07, eta: 22:32:32, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5379, decode.acc_seg: 63.8503, aux.loss_seg: 0.3422, aux.acc_seg: 56.5839, loss: 0.8800
2022-01-31 05:26:27,441 - mmseg - INFO - Iter [23850/160000]	lr: 3.146e-07, eta: 22:31:58, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5195, decode.acc_seg: 66.2347, aux.loss_seg: 0.3388, aux.acc_seg: 58.3771, loss: 0.8584
2022-01-31 05:26:56,491 - mmseg - INFO - Iter [23900/160000]	lr: 3.145e-07, eta: 22:31:24, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5123, decode.acc_seg: 64.9008, aux.loss_seg: 0.3386, aux.acc_seg: 57.1099, loss: 0.8509
2022-01-31 05:27:25,661 - mmseg - INFO - Iter [23950/160000]	lr: 3.144e-07, eta: 22:30:51, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5156, decode.acc_seg: 64.2352, aux.loss_seg: 0.3543, aux.acc_seg: 55.5472, loss: 0.8700
2022-01-31 05:28:07,871 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 05:28:07,872 - mmseg - INFO - Iter [24000/160000]	lr: 3.143e-07, eta: 22:31:32, time: 0.845, data_time: 0.269, memory: 21005, decode.loss_seg: 0.5459, decode.acc_seg: 64.5340, aux.loss_seg: 0.3470, aux.acc_seg: 57.0058, loss: 0.8929
2022-01-31 05:28:36,851 - mmseg - INFO - Iter [24050/160000]	lr: 3.141e-07, eta: 22:30:57, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4603, decode.acc_seg: 65.9921, aux.loss_seg: 0.3237, aux.acc_seg: 57.7060, loss: 0.7840
2022-01-31 05:29:05,764 - mmseg - INFO - Iter [24100/160000]	lr: 3.140e-07, eta: 22:30:22, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4983, decode.acc_seg: 62.9505, aux.loss_seg: 0.3336, aux.acc_seg: 54.6809, loss: 0.8318
2022-01-31 05:29:34,728 - mmseg - INFO - Iter [24150/160000]	lr: 3.139e-07, eta: 22:29:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5043, decode.acc_seg: 65.6562, aux.loss_seg: 0.3408, aux.acc_seg: 57.3648, loss: 0.8451
2022-01-31 05:30:03,811 - mmseg - INFO - Iter [24200/160000]	lr: 3.138e-07, eta: 22:29:14, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5190, decode.acc_seg: 64.9035, aux.loss_seg: 0.3365, aux.acc_seg: 57.0856, loss: 0.8555
2022-01-31 05:30:32,780 - mmseg - INFO - Iter [24250/160000]	lr: 3.137e-07, eta: 22:28:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5048, decode.acc_seg: 65.6990, aux.loss_seg: 0.3419, aux.acc_seg: 57.4924, loss: 0.8467
2022-01-31 05:31:01,822 - mmseg - INFO - Iter [24300/160000]	lr: 3.136e-07, eta: 22:28:05, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5029, decode.acc_seg: 66.0726, aux.loss_seg: 0.3449, aux.acc_seg: 57.4665, loss: 0.8478
2022-01-31 05:31:30,819 - mmseg - INFO - Iter [24350/160000]	lr: 3.135e-07, eta: 22:27:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5069, decode.acc_seg: 65.2645, aux.loss_seg: 0.3307, aux.acc_seg: 57.9198, loss: 0.8375
2022-01-31 05:32:00,052 - mmseg - INFO - Iter [24400/160000]	lr: 3.133e-07, eta: 22:26:58, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5019, decode.acc_seg: 64.9744, aux.loss_seg: 0.3387, aux.acc_seg: 57.0841, loss: 0.8406
2022-01-31 05:32:29,080 - mmseg - INFO - Iter [24450/160000]	lr: 3.132e-07, eta: 22:26:24, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5159, decode.acc_seg: 64.7503, aux.loss_seg: 0.3464, aux.acc_seg: 56.6429, loss: 0.8622
2022-01-31 05:32:57,999 - mmseg - INFO - Iter [24500/160000]	lr: 3.131e-07, eta: 22:25:49, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5017, decode.acc_seg: 65.1061, aux.loss_seg: 0.3391, aux.acc_seg: 57.2902, loss: 0.8408
2022-01-31 05:33:26,962 - mmseg - INFO - Iter [24550/160000]	lr: 3.130e-07, eta: 22:25:15, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4991, decode.acc_seg: 65.6922, aux.loss_seg: 0.3308, aux.acc_seg: 57.7520, loss: 0.8298
2022-01-31 05:33:55,909 - mmseg - INFO - Iter [24600/160000]	lr: 3.129e-07, eta: 22:24:40, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5017, decode.acc_seg: 65.2589, aux.loss_seg: 0.3363, aux.acc_seg: 56.6053, loss: 0.8380
2022-01-31 05:34:24,882 - mmseg - INFO - Iter [24650/160000]	lr: 3.128e-07, eta: 22:24:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5147, decode.acc_seg: 65.1732, aux.loss_seg: 0.3454, aux.acc_seg: 56.6851, loss: 0.8601
2022-01-31 05:34:53,849 - mmseg - INFO - Iter [24700/160000]	lr: 3.126e-07, eta: 22:23:32, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5099, decode.acc_seg: 64.7268, aux.loss_seg: 0.3338, aux.acc_seg: 57.0528, loss: 0.8437
2022-01-31 05:35:23,051 - mmseg - INFO - Iter [24750/160000]	lr: 3.125e-07, eta: 22:22:59, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4812, decode.acc_seg: 66.5556, aux.loss_seg: 0.3209, aux.acc_seg: 58.8095, loss: 0.8021
2022-01-31 05:35:52,505 - mmseg - INFO - Iter [24800/160000]	lr: 3.124e-07, eta: 22:22:27, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5018, decode.acc_seg: 65.0771, aux.loss_seg: 0.3465, aux.acc_seg: 56.0066, loss: 0.8483
2022-01-31 05:36:21,515 - mmseg - INFO - Iter [24850/160000]	lr: 3.123e-07, eta: 22:21:53, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4991, decode.acc_seg: 64.8781, aux.loss_seg: 0.3338, aux.acc_seg: 56.6349, loss: 0.8329
2022-01-31 05:36:50,744 - mmseg - INFO - Iter [24900/160000]	lr: 3.122e-07, eta: 22:21:20, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5090, decode.acc_seg: 64.4886, aux.loss_seg: 0.3249, aux.acc_seg: 57.3778, loss: 0.8339
2022-01-31 05:37:19,872 - mmseg - INFO - Iter [24950/160000]	lr: 3.121e-07, eta: 22:20:47, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5342, decode.acc_seg: 65.1378, aux.loss_seg: 0.3480, aux.acc_seg: 57.0931, loss: 0.8822
2022-01-31 05:37:48,933 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 05:37:48,936 - mmseg - INFO - Iter [25000/160000]	lr: 3.120e-07, eta: 22:20:13, time: 0.581, data_time: 0.003, memory: 21005, decode.loss_seg: 0.5368, decode.acc_seg: 63.6952, aux.loss_seg: 0.3412, aux.acc_seg: 56.2476, loss: 0.8779
2022-01-31 05:38:17,911 - mmseg - INFO - Iter [25050/160000]	lr: 3.118e-07, eta: 22:19:39, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5207, decode.acc_seg: 65.6866, aux.loss_seg: 0.3448, aux.acc_seg: 57.4331, loss: 0.8655
2022-01-31 05:38:47,125 - mmseg - INFO - Iter [25100/160000]	lr: 3.117e-07, eta: 22:19:06, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5007, decode.acc_seg: 62.9182, aux.loss_seg: 0.3431, aux.acc_seg: 54.6434, loss: 0.8438
2022-01-31 05:39:16,041 - mmseg - INFO - Iter [25150/160000]	lr: 3.116e-07, eta: 22:18:32, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5186, decode.acc_seg: 64.6694, aux.loss_seg: 0.3466, aux.acc_seg: 56.7311, loss: 0.8653
2022-01-31 05:39:45,048 - mmseg - INFO - Iter [25200/160000]	lr: 3.115e-07, eta: 22:17:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5420, decode.acc_seg: 64.0342, aux.loss_seg: 0.3507, aux.acc_seg: 56.0807, loss: 0.8927
2022-01-31 05:40:14,196 - mmseg - INFO - Iter [25250/160000]	lr: 3.114e-07, eta: 22:17:25, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5029, decode.acc_seg: 65.7437, aux.loss_seg: 0.3413, aux.acc_seg: 57.5880, loss: 0.8442
2022-01-31 05:40:54,615 - mmseg - INFO - Iter [25300/160000]	lr: 3.113e-07, eta: 22:17:52, time: 0.808, data_time: 0.243, memory: 21005, decode.loss_seg: 0.5023, decode.acc_seg: 64.7397, aux.loss_seg: 0.3266, aux.acc_seg: 57.5467, loss: 0.8289
2022-01-31 05:41:23,501 - mmseg - INFO - Iter [25350/160000]	lr: 3.111e-07, eta: 22:17:17, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5037, decode.acc_seg: 65.5702, aux.loss_seg: 0.3401, aux.acc_seg: 57.3303, loss: 0.8438
2022-01-31 05:41:52,373 - mmseg - INFO - Iter [25400/160000]	lr: 3.110e-07, eta: 22:16:42, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5041, decode.acc_seg: 65.3080, aux.loss_seg: 0.3504, aux.acc_seg: 56.3464, loss: 0.8545
2022-01-31 05:42:21,178 - mmseg - INFO - Iter [25450/160000]	lr: 3.109e-07, eta: 22:16:07, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4746, decode.acc_seg: 65.1397, aux.loss_seg: 0.3269, aux.acc_seg: 56.9624, loss: 0.8015
2022-01-31 05:42:50,018 - mmseg - INFO - Iter [25500/160000]	lr: 3.108e-07, eta: 22:15:32, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4688, decode.acc_seg: 64.0252, aux.loss_seg: 0.3174, aux.acc_seg: 55.6837, loss: 0.7861
2022-01-31 05:43:18,916 - mmseg - INFO - Iter [25550/160000]	lr: 3.107e-07, eta: 22:14:58, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5233, decode.acc_seg: 65.3794, aux.loss_seg: 0.3430, aux.acc_seg: 57.2842, loss: 0.8664
2022-01-31 05:43:47,788 - mmseg - INFO - Iter [25600/160000]	lr: 3.106e-07, eta: 22:14:23, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4836, decode.acc_seg: 65.2580, aux.loss_seg: 0.3325, aux.acc_seg: 56.9689, loss: 0.8160
2022-01-31 05:44:16,675 - mmseg - INFO - Iter [25650/160000]	lr: 3.105e-07, eta: 22:13:49, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5155, decode.acc_seg: 65.8783, aux.loss_seg: 0.3545, aux.acc_seg: 57.4217, loss: 0.8700
2022-01-31 05:44:45,554 - mmseg - INFO - Iter [25700/160000]	lr: 3.103e-07, eta: 22:13:14, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4903, decode.acc_seg: 66.5568, aux.loss_seg: 0.3477, aux.acc_seg: 56.9781, loss: 0.8380
2022-01-31 05:45:14,369 - mmseg - INFO - Iter [25750/160000]	lr: 3.102e-07, eta: 22:12:40, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4900, decode.acc_seg: 65.3366, aux.loss_seg: 0.3269, aux.acc_seg: 57.6397, loss: 0.8169
2022-01-31 05:45:43,277 - mmseg - INFO - Iter [25800/160000]	lr: 3.101e-07, eta: 22:12:05, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5104, decode.acc_seg: 64.1975, aux.loss_seg: 0.3420, aux.acc_seg: 55.6378, loss: 0.8524
2022-01-31 05:46:12,279 - mmseg - INFO - Iter [25850/160000]	lr: 3.100e-07, eta: 22:11:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4944, decode.acc_seg: 64.4080, aux.loss_seg: 0.3361, aux.acc_seg: 55.7996, loss: 0.8305
2022-01-31 05:46:41,493 - mmseg - INFO - Iter [25900/160000]	lr: 3.099e-07, eta: 22:10:59, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5169, decode.acc_seg: 65.9377, aux.loss_seg: 0.3412, aux.acc_seg: 57.8159, loss: 0.8581
2022-01-31 05:47:10,754 - mmseg - INFO - Iter [25950/160000]	lr: 3.098e-07, eta: 22:10:26, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4985, decode.acc_seg: 67.2000, aux.loss_seg: 0.3460, aux.acc_seg: 58.5055, loss: 0.8445
2022-01-31 05:47:39,921 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 05:47:39,923 - mmseg - INFO - Iter [26000/160000]	lr: 3.096e-07, eta: 22:09:53, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5142, decode.acc_seg: 64.9269, aux.loss_seg: 0.3522, aux.acc_seg: 56.7290, loss: 0.8664
2022-01-31 05:48:08,922 - mmseg - INFO - Iter [26050/160000]	lr: 3.095e-07, eta: 22:09:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4916, decode.acc_seg: 65.7210, aux.loss_seg: 0.3303, aux.acc_seg: 57.4738, loss: 0.8219
2022-01-31 05:48:37,820 - mmseg - INFO - Iter [26100/160000]	lr: 3.094e-07, eta: 22:08:45, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5054, decode.acc_seg: 64.2422, aux.loss_seg: 0.3397, aux.acc_seg: 56.1124, loss: 0.8451
2022-01-31 05:49:06,889 - mmseg - INFO - Iter [26150/160000]	lr: 3.093e-07, eta: 22:08:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5121, decode.acc_seg: 65.7498, aux.loss_seg: 0.3366, aux.acc_seg: 57.7206, loss: 0.8487
2022-01-31 05:49:35,763 - mmseg - INFO - Iter [26200/160000]	lr: 3.092e-07, eta: 22:07:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4821, decode.acc_seg: 66.5115, aux.loss_seg: 0.3223, aux.acc_seg: 58.6712, loss: 0.8044
2022-01-31 05:50:04,791 - mmseg - INFO - Iter [26250/160000]	lr: 3.091e-07, eta: 22:07:04, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4672, decode.acc_seg: 66.9206, aux.loss_seg: 0.3299, aux.acc_seg: 58.4613, loss: 0.7971
2022-01-31 05:50:33,678 - mmseg - INFO - Iter [26300/160000]	lr: 3.090e-07, eta: 22:06:30, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4986, decode.acc_seg: 66.6960, aux.loss_seg: 0.3307, aux.acc_seg: 58.8497, loss: 0.8293
2022-01-31 05:51:02,542 - mmseg - INFO - Iter [26350/160000]	lr: 3.088e-07, eta: 22:05:56, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5064, decode.acc_seg: 65.2820, aux.loss_seg: 0.3346, aux.acc_seg: 57.0274, loss: 0.8410
2022-01-31 05:51:31,513 - mmseg - INFO - Iter [26400/160000]	lr: 3.087e-07, eta: 22:05:22, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5437, decode.acc_seg: 64.6599, aux.loss_seg: 0.3508, aux.acc_seg: 56.7815, loss: 0.8944
2022-01-31 05:52:00,487 - mmseg - INFO - Iter [26450/160000]	lr: 3.086e-07, eta: 22:04:48, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4840, decode.acc_seg: 65.3138, aux.loss_seg: 0.3325, aux.acc_seg: 56.6190, loss: 0.8165
2022-01-31 05:52:29,330 - mmseg - INFO - Iter [26500/160000]	lr: 3.085e-07, eta: 22:04:14, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4884, decode.acc_seg: 68.3519, aux.loss_seg: 0.3412, aux.acc_seg: 59.7260, loss: 0.8296
2022-01-31 05:53:09,412 - mmseg - INFO - Iter [26550/160000]	lr: 3.084e-07, eta: 22:04:36, time: 0.802, data_time: 0.235, memory: 21005, decode.loss_seg: 0.5126, decode.acc_seg: 65.2380, aux.loss_seg: 0.3537, aux.acc_seg: 56.1573, loss: 0.8662
2022-01-31 05:53:38,391 - mmseg - INFO - Iter [26600/160000]	lr: 3.083e-07, eta: 22:04:02, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4714, decode.acc_seg: 67.7159, aux.loss_seg: 0.3282, aux.acc_seg: 59.5044, loss: 0.7996
2022-01-31 05:54:07,231 - mmseg - INFO - Iter [26650/160000]	lr: 3.081e-07, eta: 22:03:27, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4806, decode.acc_seg: 66.0731, aux.loss_seg: 0.3272, aux.acc_seg: 57.3276, loss: 0.8078
2022-01-31 05:54:36,274 - mmseg - INFO - Iter [26700/160000]	lr: 3.080e-07, eta: 22:02:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4518, decode.acc_seg: 65.6459, aux.loss_seg: 0.3269, aux.acc_seg: 56.8400, loss: 0.7787
2022-01-31 05:55:05,328 - mmseg - INFO - Iter [26750/160000]	lr: 3.079e-07, eta: 22:02:21, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4715, decode.acc_seg: 66.4644, aux.loss_seg: 0.3182, aux.acc_seg: 58.6037, loss: 0.7897
2022-01-31 05:55:34,169 - mmseg - INFO - Iter [26800/160000]	lr: 3.078e-07, eta: 22:01:46, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5004, decode.acc_seg: 66.3885, aux.loss_seg: 0.3337, aux.acc_seg: 58.2327, loss: 0.8341
2022-01-31 05:56:03,428 - mmseg - INFO - Iter [26850/160000]	lr: 3.077e-07, eta: 22:01:14, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5200, decode.acc_seg: 65.3736, aux.loss_seg: 0.3579, aux.acc_seg: 56.4047, loss: 0.8779
2022-01-31 05:56:32,460 - mmseg - INFO - Iter [26900/160000]	lr: 3.076e-07, eta: 22:00:41, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4769, decode.acc_seg: 67.4384, aux.loss_seg: 0.3226, aux.acc_seg: 59.3069, loss: 0.7994
2022-01-31 05:57:01,452 - mmseg - INFO - Iter [26950/160000]	lr: 3.074e-07, eta: 22:00:07, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4717, decode.acc_seg: 66.0232, aux.loss_seg: 0.3328, aux.acc_seg: 57.3760, loss: 0.8045
2022-01-31 05:57:30,547 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 05:57:30,549 - mmseg - INFO - Iter [27000/160000]	lr: 3.073e-07, eta: 21:59:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4840, decode.acc_seg: 64.3830, aux.loss_seg: 0.3243, aux.acc_seg: 56.9271, loss: 0.8083
2022-01-31 05:57:59,994 - mmseg - INFO - Iter [27050/160000]	lr: 3.072e-07, eta: 21:59:03, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5316, decode.acc_seg: 65.4518, aux.loss_seg: 0.3655, aux.acc_seg: 56.2495, loss: 0.8970
2022-01-31 05:58:28,977 - mmseg - INFO - Iter [27100/160000]	lr: 3.071e-07, eta: 21:58:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4796, decode.acc_seg: 64.8443, aux.loss_seg: 0.3248, aux.acc_seg: 56.9889, loss: 0.8044
2022-01-31 05:58:57,933 - mmseg - INFO - Iter [27150/160000]	lr: 3.070e-07, eta: 21:57:55, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4590, decode.acc_seg: 67.3897, aux.loss_seg: 0.3202, aux.acc_seg: 58.5904, loss: 0.7792
2022-01-31 05:59:26,780 - mmseg - INFO - Iter [27200/160000]	lr: 3.069e-07, eta: 21:57:21, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4972, decode.acc_seg: 67.5568, aux.loss_seg: 0.3504, aux.acc_seg: 58.0672, loss: 0.8476
2022-01-31 05:59:55,908 - mmseg - INFO - Iter [27250/160000]	lr: 3.068e-07, eta: 21:56:48, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4819, decode.acc_seg: 66.0720, aux.loss_seg: 0.3296, aux.acc_seg: 57.8104, loss: 0.8115
2022-01-31 06:00:24,810 - mmseg - INFO - Iter [27300/160000]	lr: 3.066e-07, eta: 21:56:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5005, decode.acc_seg: 65.9578, aux.loss_seg: 0.3418, aux.acc_seg: 57.1802, loss: 0.8423
2022-01-31 06:00:53,866 - mmseg - INFO - Iter [27350/160000]	lr: 3.065e-07, eta: 21:55:41, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4825, decode.acc_seg: 67.2467, aux.loss_seg: 0.3291, aux.acc_seg: 58.9212, loss: 0.8116
2022-01-31 06:01:23,025 - mmseg - INFO - Iter [27400/160000]	lr: 3.064e-07, eta: 21:55:09, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4771, decode.acc_seg: 66.6458, aux.loss_seg: 0.3297, aux.acc_seg: 58.1397, loss: 0.8068
2022-01-31 06:01:51,984 - mmseg - INFO - Iter [27450/160000]	lr: 3.063e-07, eta: 21:54:35, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4934, decode.acc_seg: 65.5272, aux.loss_seg: 0.3407, aux.acc_seg: 56.9309, loss: 0.8342
2022-01-31 06:02:20,939 - mmseg - INFO - Iter [27500/160000]	lr: 3.062e-07, eta: 21:54:01, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5051, decode.acc_seg: 65.3667, aux.loss_seg: 0.3455, aux.acc_seg: 56.8068, loss: 0.8506
2022-01-31 06:02:50,054 - mmseg - INFO - Iter [27550/160000]	lr: 3.061e-07, eta: 21:53:28, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4802, decode.acc_seg: 65.2033, aux.loss_seg: 0.3284, aux.acc_seg: 57.0120, loss: 0.8086
2022-01-31 06:03:19,261 - mmseg - INFO - Iter [27600/160000]	lr: 3.059e-07, eta: 21:52:56, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4854, decode.acc_seg: 65.7632, aux.loss_seg: 0.3343, aux.acc_seg: 57.5004, loss: 0.8197
2022-01-31 06:03:48,283 - mmseg - INFO - Iter [27650/160000]	lr: 3.058e-07, eta: 21:52:23, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4872, decode.acc_seg: 66.4987, aux.loss_seg: 0.3268, aux.acc_seg: 58.6433, loss: 0.8140
2022-01-31 06:04:17,209 - mmseg - INFO - Iter [27700/160000]	lr: 3.057e-07, eta: 21:51:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5012, decode.acc_seg: 66.1748, aux.loss_seg: 0.3384, aux.acc_seg: 57.9177, loss: 0.8397
2022-01-31 06:04:46,383 - mmseg - INFO - Iter [27750/160000]	lr: 3.056e-07, eta: 21:51:17, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4853, decode.acc_seg: 65.3240, aux.loss_seg: 0.3251, aux.acc_seg: 56.9575, loss: 0.8104
2022-01-31 06:05:27,971 - mmseg - INFO - Iter [27800/160000]	lr: 3.055e-07, eta: 21:51:43, time: 0.832, data_time: 0.259, memory: 21005, decode.loss_seg: 0.4988, decode.acc_seg: 64.3363, aux.loss_seg: 0.3408, aux.acc_seg: 55.8730, loss: 0.8396
2022-01-31 06:05:56,769 - mmseg - INFO - Iter [27850/160000]	lr: 3.054e-07, eta: 21:51:09, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4756, decode.acc_seg: 67.4364, aux.loss_seg: 0.3288, aux.acc_seg: 58.7599, loss: 0.8044
2022-01-31 06:06:25,711 - mmseg - INFO - Iter [27900/160000]	lr: 3.053e-07, eta: 21:50:35, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4625, decode.acc_seg: 66.0062, aux.loss_seg: 0.3265, aux.acc_seg: 57.5270, loss: 0.7890
2022-01-31 06:06:54,600 - mmseg - INFO - Iter [27950/160000]	lr: 3.051e-07, eta: 21:50:01, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4710, decode.acc_seg: 65.6966, aux.loss_seg: 0.3148, aux.acc_seg: 57.9256, loss: 0.7859
2022-01-31 06:07:23,650 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 06:07:23,652 - mmseg - INFO - Iter [28000/160000]	lr: 3.050e-07, eta: 21:49:28, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4794, decode.acc_seg: 67.2484, aux.loss_seg: 0.3216, aux.acc_seg: 59.0242, loss: 0.8010
2022-01-31 06:07:52,664 - mmseg - INFO - Iter [28050/160000]	lr: 3.049e-07, eta: 21:48:55, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4657, decode.acc_seg: 65.6632, aux.loss_seg: 0.3322, aux.acc_seg: 56.6870, loss: 0.7978
2022-01-31 06:08:21,700 - mmseg - INFO - Iter [28100/160000]	lr: 3.048e-07, eta: 21:48:22, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4709, decode.acc_seg: 65.6655, aux.loss_seg: 0.3273, aux.acc_seg: 56.9671, loss: 0.7982
2022-01-31 06:08:51,015 - mmseg - INFO - Iter [28150/160000]	lr: 3.047e-07, eta: 21:47:50, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4999, decode.acc_seg: 65.7781, aux.loss_seg: 0.3400, aux.acc_seg: 56.7119, loss: 0.8399
2022-01-31 06:09:20,555 - mmseg - INFO - Iter [28200/160000]	lr: 3.046e-07, eta: 21:47:19, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4876, decode.acc_seg: 67.8861, aux.loss_seg: 0.3399, aux.acc_seg: 59.2616, loss: 0.8276
2022-01-31 06:09:49,714 - mmseg - INFO - Iter [28250/160000]	lr: 3.044e-07, eta: 21:46:47, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5019, decode.acc_seg: 65.2851, aux.loss_seg: 0.3408, aux.acc_seg: 56.5378, loss: 0.8428
2022-01-31 06:10:18,724 - mmseg - INFO - Iter [28300/160000]	lr: 3.043e-07, eta: 21:46:14, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4886, decode.acc_seg: 65.5900, aux.loss_seg: 0.3295, aux.acc_seg: 57.6684, loss: 0.8180
2022-01-31 06:10:47,786 - mmseg - INFO - Iter [28350/160000]	lr: 3.042e-07, eta: 21:45:41, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4685, decode.acc_seg: 65.9448, aux.loss_seg: 0.3217, aux.acc_seg: 57.3776, loss: 0.7902
2022-01-31 06:11:16,741 - mmseg - INFO - Iter [28400/160000]	lr: 3.041e-07, eta: 21:45:07, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4809, decode.acc_seg: 66.5450, aux.loss_seg: 0.3338, aux.acc_seg: 58.0039, loss: 0.8147
2022-01-31 06:11:45,820 - mmseg - INFO - Iter [28450/160000]	lr: 3.040e-07, eta: 21:44:34, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4771, decode.acc_seg: 65.7900, aux.loss_seg: 0.3349, aux.acc_seg: 57.0047, loss: 0.8120
2022-01-31 06:12:14,954 - mmseg - INFO - Iter [28500/160000]	lr: 3.039e-07, eta: 21:44:02, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4708, decode.acc_seg: 66.4429, aux.loss_seg: 0.3307, aux.acc_seg: 57.8817, loss: 0.8015
2022-01-31 06:12:43,924 - mmseg - INFO - Iter [28550/160000]	lr: 3.038e-07, eta: 21:43:28, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4831, decode.acc_seg: 65.8636, aux.loss_seg: 0.3314, aux.acc_seg: 57.6469, loss: 0.8146
2022-01-31 06:13:13,044 - mmseg - INFO - Iter [28600/160000]	lr: 3.036e-07, eta: 21:42:56, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4642, decode.acc_seg: 65.5421, aux.loss_seg: 0.3219, aux.acc_seg: 57.5821, loss: 0.7861
2022-01-31 06:13:42,129 - mmseg - INFO - Iter [28650/160000]	lr: 3.035e-07, eta: 21:42:23, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4557, decode.acc_seg: 66.2728, aux.loss_seg: 0.3127, aux.acc_seg: 58.0557, loss: 0.7684
2022-01-31 06:14:11,095 - mmseg - INFO - Iter [28700/160000]	lr: 3.034e-07, eta: 21:41:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4761, decode.acc_seg: 63.1742, aux.loss_seg: 0.3169, aux.acc_seg: 55.5237, loss: 0.7929
2022-01-31 06:14:40,052 - mmseg - INFO - Iter [28750/160000]	lr: 3.033e-07, eta: 21:41:16, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4833, decode.acc_seg: 66.7627, aux.loss_seg: 0.3285, aux.acc_seg: 58.5060, loss: 0.8117
2022-01-31 06:15:08,883 - mmseg - INFO - Iter [28800/160000]	lr: 3.032e-07, eta: 21:40:42, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4884, decode.acc_seg: 64.8516, aux.loss_seg: 0.3315, aux.acc_seg: 56.7911, loss: 0.8198
2022-01-31 06:15:37,846 - mmseg - INFO - Iter [28850/160000]	lr: 3.031e-07, eta: 21:40:09, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4634, decode.acc_seg: 66.8353, aux.loss_seg: 0.3196, aux.acc_seg: 58.7902, loss: 0.7830
2022-01-31 06:16:06,999 - mmseg - INFO - Iter [28900/160000]	lr: 3.029e-07, eta: 21:39:37, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4675, decode.acc_seg: 66.6745, aux.loss_seg: 0.3258, aux.acc_seg: 58.1458, loss: 0.7933
2022-01-31 06:16:36,071 - mmseg - INFO - Iter [28950/160000]	lr: 3.028e-07, eta: 21:39:04, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5007, decode.acc_seg: 65.1869, aux.loss_seg: 0.3479, aux.acc_seg: 56.0025, loss: 0.8486
2022-01-31 06:17:05,095 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 06:17:05,097 - mmseg - INFO - Iter [29000/160000]	lr: 3.027e-07, eta: 21:38:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4955, decode.acc_seg: 64.6654, aux.loss_seg: 0.3312, aux.acc_seg: 56.8402, loss: 0.8268
2022-01-31 06:17:46,455 - mmseg - INFO - Iter [29050/160000]	lr: 3.026e-07, eta: 21:38:54, time: 0.828, data_time: 0.258, memory: 21005, decode.loss_seg: 0.5056, decode.acc_seg: 66.4499, aux.loss_seg: 0.3370, aux.acc_seg: 58.6199, loss: 0.8427
2022-01-31 06:18:15,266 - mmseg - INFO - Iter [29100/160000]	lr: 3.025e-07, eta: 21:38:19, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4592, decode.acc_seg: 65.7823, aux.loss_seg: 0.3277, aux.acc_seg: 57.1750, loss: 0.7869
2022-01-31 06:18:43,916 - mmseg - INFO - Iter [29150/160000]	lr: 3.024e-07, eta: 21:37:45, time: 0.573, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4975, decode.acc_seg: 65.5278, aux.loss_seg: 0.3415, aux.acc_seg: 56.9778, loss: 0.8390
2022-01-31 06:19:12,825 - mmseg - INFO - Iter [29200/160000]	lr: 3.022e-07, eta: 21:37:11, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4751, decode.acc_seg: 66.4358, aux.loss_seg: 0.3343, aux.acc_seg: 57.5813, loss: 0.8093
2022-01-31 06:19:42,034 - mmseg - INFO - Iter [29250/160000]	lr: 3.021e-07, eta: 21:36:39, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4627, decode.acc_seg: 66.3627, aux.loss_seg: 0.3178, aux.acc_seg: 57.8852, loss: 0.7806
2022-01-31 06:20:11,406 - mmseg - INFO - Iter [29300/160000]	lr: 3.020e-07, eta: 21:36:08, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4393, decode.acc_seg: 65.5684, aux.loss_seg: 0.3094, aux.acc_seg: 57.3802, loss: 0.7487
2022-01-31 06:20:40,640 - mmseg - INFO - Iter [29350/160000]	lr: 3.019e-07, eta: 21:35:36, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4459, decode.acc_seg: 67.6359, aux.loss_seg: 0.3087, aux.acc_seg: 59.3643, loss: 0.7546
2022-01-31 06:21:09,759 - mmseg - INFO - Iter [29400/160000]	lr: 3.018e-07, eta: 21:35:03, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4750, decode.acc_seg: 68.0109, aux.loss_seg: 0.3267, aux.acc_seg: 59.5999, loss: 0.8017
2022-01-31 06:21:38,811 - mmseg - INFO - Iter [29450/160000]	lr: 3.017e-07, eta: 21:34:30, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4674, decode.acc_seg: 66.0328, aux.loss_seg: 0.3211, aux.acc_seg: 57.9156, loss: 0.7884
2022-01-31 06:22:07,824 - mmseg - INFO - Iter [29500/160000]	lr: 3.016e-07, eta: 21:33:57, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4829, decode.acc_seg: 66.2369, aux.loss_seg: 0.3395, aux.acc_seg: 57.3636, loss: 0.8224
2022-01-31 06:22:36,853 - mmseg - INFO - Iter [29550/160000]	lr: 3.014e-07, eta: 21:33:24, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4609, decode.acc_seg: 65.6137, aux.loss_seg: 0.3192, aux.acc_seg: 57.0287, loss: 0.7801
2022-01-31 06:23:05,825 - mmseg - INFO - Iter [29600/160000]	lr: 3.013e-07, eta: 21:32:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4672, decode.acc_seg: 65.1589, aux.loss_seg: 0.3275, aux.acc_seg: 56.3855, loss: 0.7947
2022-01-31 06:23:34,781 - mmseg - INFO - Iter [29650/160000]	lr: 3.012e-07, eta: 21:32:18, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4567, decode.acc_seg: 66.4066, aux.loss_seg: 0.3283, aux.acc_seg: 57.8258, loss: 0.7850
2022-01-31 06:24:03,782 - mmseg - INFO - Iter [29700/160000]	lr: 3.011e-07, eta: 21:31:45, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4745, decode.acc_seg: 66.6784, aux.loss_seg: 0.3325, aux.acc_seg: 57.6681, loss: 0.8070
2022-01-31 06:24:32,674 - mmseg - INFO - Iter [29750/160000]	lr: 3.010e-07, eta: 21:31:11, time: 0.577, data_time: 0.003, memory: 21005, decode.loss_seg: 0.4607, decode.acc_seg: 64.8839, aux.loss_seg: 0.3235, aux.acc_seg: 56.3830, loss: 0.7842
2022-01-31 06:25:01,654 - mmseg - INFO - Iter [29800/160000]	lr: 3.009e-07, eta: 21:30:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4932, decode.acc_seg: 64.9972, aux.loss_seg: 0.3333, aux.acc_seg: 57.2934, loss: 0.8265
2022-01-31 06:25:30,618 - mmseg - INFO - Iter [29850/160000]	lr: 3.007e-07, eta: 21:30:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4768, decode.acc_seg: 66.1064, aux.loss_seg: 0.3204, aux.acc_seg: 58.5105, loss: 0.7972
2022-01-31 06:25:59,559 - mmseg - INFO - Iter [29900/160000]	lr: 3.006e-07, eta: 21:29:32, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4651, decode.acc_seg: 66.6133, aux.loss_seg: 0.3288, aux.acc_seg: 57.9813, loss: 0.7939
2022-01-31 06:26:28,507 - mmseg - INFO - Iter [29950/160000]	lr: 3.005e-07, eta: 21:28:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4804, decode.acc_seg: 63.7792, aux.loss_seg: 0.3330, aux.acc_seg: 55.2061, loss: 0.8134
2022-01-31 06:26:57,478 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 06:26:57,479 - mmseg - INFO - Iter [30000/160000]	lr: 3.004e-07, eta: 21:28:26, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4876, decode.acc_seg: 65.2618, aux.loss_seg: 0.3314, aux.acc_seg: 57.0613, loss: 0.8190
2022-01-31 06:27:26,359 - mmseg - INFO - Iter [30050/160000]	lr: 3.003e-07, eta: 21:27:52, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.5162, decode.acc_seg: 63.7352, aux.loss_seg: 0.3368, aux.acc_seg: 56.2434, loss: 0.8530
2022-01-31 06:27:55,359 - mmseg - INFO - Iter [30100/160000]	lr: 3.002e-07, eta: 21:27:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4673, decode.acc_seg: 66.8564, aux.loss_seg: 0.3226, aux.acc_seg: 58.3771, loss: 0.7899
2022-01-31 06:28:24,474 - mmseg - INFO - Iter [30150/160000]	lr: 3.001e-07, eta: 21:26:47, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4970, decode.acc_seg: 65.7782, aux.loss_seg: 0.3407, aux.acc_seg: 56.8451, loss: 0.8377
2022-01-31 06:28:53,500 - mmseg - INFO - Iter [30200/160000]	lr: 2.999e-07, eta: 21:26:14, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4567, decode.acc_seg: 67.0041, aux.loss_seg: 0.3151, aux.acc_seg: 58.8196, loss: 0.7718
2022-01-31 06:29:22,544 - mmseg - INFO - Iter [30250/160000]	lr: 2.998e-07, eta: 21:25:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4770, decode.acc_seg: 66.2263, aux.loss_seg: 0.3290, aux.acc_seg: 57.4248, loss: 0.8059
2022-01-31 06:29:51,325 - mmseg - INFO - Iter [30300/160000]	lr: 2.997e-07, eta: 21:25:08, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.5009, decode.acc_seg: 64.7830, aux.loss_seg: 0.3324, aux.acc_seg: 56.7814, loss: 0.8333
2022-01-31 06:30:31,641 - mmseg - INFO - Iter [30350/160000]	lr: 2.996e-07, eta: 21:25:23, time: 0.806, data_time: 0.240, memory: 21005, decode.loss_seg: 0.4627, decode.acc_seg: 65.9363, aux.loss_seg: 0.3244, aux.acc_seg: 57.1312, loss: 0.7871
2022-01-31 06:31:00,694 - mmseg - INFO - Iter [30400/160000]	lr: 2.995e-07, eta: 21:24:51, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4605, decode.acc_seg: 66.0705, aux.loss_seg: 0.3191, aux.acc_seg: 57.4966, loss: 0.7796
2022-01-31 06:31:30,191 - mmseg - INFO - Iter [30450/160000]	lr: 2.994e-07, eta: 21:24:20, time: 0.590, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4506, decode.acc_seg: 67.5343, aux.loss_seg: 0.3221, aux.acc_seg: 58.7765, loss: 0.7727
2022-01-31 06:31:59,218 - mmseg - INFO - Iter [30500/160000]	lr: 2.992e-07, eta: 21:23:47, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4363, decode.acc_seg: 67.2334, aux.loss_seg: 0.3107, aux.acc_seg: 58.6829, loss: 0.7470
2022-01-31 06:32:28,028 - mmseg - INFO - Iter [30550/160000]	lr: 2.991e-07, eta: 21:23:14, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4751, decode.acc_seg: 66.1857, aux.loss_seg: 0.3342, aux.acc_seg: 57.7130, loss: 0.8094
2022-01-31 06:32:56,966 - mmseg - INFO - Iter [30600/160000]	lr: 2.990e-07, eta: 21:22:40, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4453, decode.acc_seg: 67.3514, aux.loss_seg: 0.3228, aux.acc_seg: 58.4133, loss: 0.7681
2022-01-31 06:33:26,011 - mmseg - INFO - Iter [30650/160000]	lr: 2.989e-07, eta: 21:22:08, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4719, decode.acc_seg: 66.8984, aux.loss_seg: 0.3349, aux.acc_seg: 57.6377, loss: 0.8068
2022-01-31 06:33:54,892 - mmseg - INFO - Iter [30700/160000]	lr: 2.988e-07, eta: 21:21:34, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4684, decode.acc_seg: 67.8457, aux.loss_seg: 0.3251, aux.acc_seg: 59.1562, loss: 0.7935
2022-01-31 06:34:23,768 - mmseg - INFO - Iter [30750/160000]	lr: 2.987e-07, eta: 21:21:01, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4497, decode.acc_seg: 68.6736, aux.loss_seg: 0.3158, aux.acc_seg: 60.2439, loss: 0.7655
2022-01-31 06:34:52,606 - mmseg - INFO - Iter [30800/160000]	lr: 2.986e-07, eta: 21:20:28, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4519, decode.acc_seg: 65.9973, aux.loss_seg: 0.3143, aux.acc_seg: 58.1127, loss: 0.7662
2022-01-31 06:35:21,861 - mmseg - INFO - Iter [30850/160000]	lr: 2.984e-07, eta: 21:19:56, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4643, decode.acc_seg: 66.9658, aux.loss_seg: 0.3380, aux.acc_seg: 57.9626, loss: 0.8022
2022-01-31 06:35:50,760 - mmseg - INFO - Iter [30900/160000]	lr: 2.983e-07, eta: 21:19:23, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4844, decode.acc_seg: 65.9803, aux.loss_seg: 0.3401, aux.acc_seg: 57.1326, loss: 0.8246
2022-01-31 06:36:19,751 - mmseg - INFO - Iter [30950/160000]	lr: 2.982e-07, eta: 21:18:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4631, decode.acc_seg: 67.5263, aux.loss_seg: 0.3309, aux.acc_seg: 58.6858, loss: 0.7940
2022-01-31 06:36:48,685 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 06:36:48,687 - mmseg - INFO - Iter [31000/160000]	lr: 2.981e-07, eta: 21:18:17, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4592, decode.acc_seg: 64.4969, aux.loss_seg: 0.3275, aux.acc_seg: 55.8464, loss: 0.7867
2022-01-31 06:37:17,608 - mmseg - INFO - Iter [31050/160000]	lr: 2.980e-07, eta: 21:17:44, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4362, decode.acc_seg: 67.9222, aux.loss_seg: 0.3040, aux.acc_seg: 59.7674, loss: 0.7402
2022-01-31 06:37:46,799 - mmseg - INFO - Iter [31100/160000]	lr: 2.979e-07, eta: 21:17:12, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4720, decode.acc_seg: 65.9368, aux.loss_seg: 0.3364, aux.acc_seg: 56.8459, loss: 0.8084
2022-01-31 06:38:15,794 - mmseg - INFO - Iter [31150/160000]	lr: 2.977e-07, eta: 21:16:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4501, decode.acc_seg: 67.1736, aux.loss_seg: 0.3227, aux.acc_seg: 58.2910, loss: 0.7727
2022-01-31 06:38:44,986 - mmseg - INFO - Iter [31200/160000]	lr: 2.976e-07, eta: 21:16:07, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4730, decode.acc_seg: 65.4390, aux.loss_seg: 0.3275, aux.acc_seg: 57.3731, loss: 0.8005
2022-01-31 06:39:14,037 - mmseg - INFO - Iter [31250/160000]	lr: 2.975e-07, eta: 21:15:35, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4510, decode.acc_seg: 66.2812, aux.loss_seg: 0.3205, aux.acc_seg: 57.9690, loss: 0.7714
2022-01-31 06:39:42,974 - mmseg - INFO - Iter [31300/160000]	lr: 2.974e-07, eta: 21:15:02, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4751, decode.acc_seg: 66.0761, aux.loss_seg: 0.3258, aux.acc_seg: 57.5103, loss: 0.8009
2022-01-31 06:40:11,984 - mmseg - INFO - Iter [31350/160000]	lr: 2.973e-07, eta: 21:14:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4780, decode.acc_seg: 64.8930, aux.loss_seg: 0.3242, aux.acc_seg: 56.8582, loss: 0.8022
2022-01-31 06:40:41,012 - mmseg - INFO - Iter [31400/160000]	lr: 2.972e-07, eta: 21:13:56, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4708, decode.acc_seg: 66.0707, aux.loss_seg: 0.3314, aux.acc_seg: 57.4486, loss: 0.8022
2022-01-31 06:41:09,944 - mmseg - INFO - Iter [31450/160000]	lr: 2.970e-07, eta: 21:13:23, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4733, decode.acc_seg: 65.7578, aux.loss_seg: 0.3295, aux.acc_seg: 57.1804, loss: 0.8028
2022-01-31 06:41:38,915 - mmseg - INFO - Iter [31500/160000]	lr: 2.969e-07, eta: 21:12:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4888, decode.acc_seg: 66.0943, aux.loss_seg: 0.3435, aux.acc_seg: 56.8795, loss: 0.8323
2022-01-31 06:42:08,622 - mmseg - INFO - Iter [31550/160000]	lr: 2.968e-07, eta: 21:12:21, time: 0.594, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4736, decode.acc_seg: 66.3876, aux.loss_seg: 0.3263, aux.acc_seg: 58.0141, loss: 0.7999
2022-01-31 06:42:49,395 - mmseg - INFO - Iter [31600/160000]	lr: 2.967e-07, eta: 21:12:36, time: 0.815, data_time: 0.238, memory: 21005, decode.loss_seg: 0.4770, decode.acc_seg: 66.5286, aux.loss_seg: 0.3333, aux.acc_seg: 57.8503, loss: 0.8103
2022-01-31 06:43:18,353 - mmseg - INFO - Iter [31650/160000]	lr: 2.966e-07, eta: 21:12:03, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4419, decode.acc_seg: 65.6126, aux.loss_seg: 0.3083, aux.acc_seg: 57.5788, loss: 0.7502
2022-01-31 06:43:47,228 - mmseg - INFO - Iter [31700/160000]	lr: 2.965e-07, eta: 21:11:30, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4339, decode.acc_seg: 68.2598, aux.loss_seg: 0.3163, aux.acc_seg: 59.2511, loss: 0.7502
2022-01-31 06:44:16,029 - mmseg - INFO - Iter [31750/160000]	lr: 2.964e-07, eta: 21:10:57, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4463, decode.acc_seg: 65.5757, aux.loss_seg: 0.3180, aux.acc_seg: 56.9028, loss: 0.7643
2022-01-31 06:44:44,965 - mmseg - INFO - Iter [31800/160000]	lr: 2.962e-07, eta: 21:10:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4564, decode.acc_seg: 65.5740, aux.loss_seg: 0.3270, aux.acc_seg: 56.8126, loss: 0.7834
2022-01-31 06:45:13,905 - mmseg - INFO - Iter [31850/160000]	lr: 2.961e-07, eta: 21:09:51, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4743, decode.acc_seg: 68.5942, aux.loss_seg: 0.3323, aux.acc_seg: 59.4758, loss: 0.8066
2022-01-31 06:45:42,821 - mmseg - INFO - Iter [31900/160000]	lr: 2.960e-07, eta: 21:09:18, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4602, decode.acc_seg: 67.8284, aux.loss_seg: 0.3274, aux.acc_seg: 59.0856, loss: 0.7876
2022-01-31 06:46:11,824 - mmseg - INFO - Iter [31950/160000]	lr: 2.959e-07, eta: 21:08:45, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4410, decode.acc_seg: 66.6630, aux.loss_seg: 0.3266, aux.acc_seg: 57.1599, loss: 0.7675
2022-01-31 06:46:40,800 - mmseg - INFO - Saving checkpoint at 32000 iterations
2022-01-31 06:48:14,869 - mmseg - INFO - per class results:
2022-01-31 06:48:14,883 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 76.49 | 88.18 |
| building            | 82.63 | 92.1  |
| sky                 | 94.21 | 97.33 |
| floor               | 81.48 | 89.53 |
| tree                | 74.68 | 87.8  |
| ceiling             | 82.85 | 90.9  |
| road                | 79.28 | 91.62 |
| bed                 | 87.81 | 95.17 |
| windowpane          | 58.9  | 77.69 |
| grass               | 67.66 | 78.52 |
| cabinet             | 56.79 | 66.9  |
| sidewalk            | 56.53 | 68.47 |
| person              | 79.12 | 91.37 |
| earth               | 39.03 | 57.55 |
| door                | 45.22 | 60.7  |
| table               | 55.34 | 76.35 |
| mountain            | 54.85 | 66.12 |
| plant               | 51.87 | 64.07 |
| curtain             | 70.71 | 86.17 |
| chair               | 51.76 | 68.6  |
| car                 | 83.07 | 93.91 |
| water               | 54.08 | 68.35 |
| painting            | 65.4  | 85.86 |
| sofa                | 60.99 | 77.82 |
| shelf               | 41.03 | 58.64 |
| house               | 49.68 | 67.81 |
| sea                 | 51.71 | 70.6  |
| mirror              | 63.01 | 73.45 |
| rug                 | 61.78 | 72.28 |
| field               | 32.37 | 50.78 |
| armchair            | 38.02 | 59.44 |
| seat                | 59.85 | 86.44 |
| fence               | 40.96 | 63.58 |
| desk                | 35.63 | 44.71 |
| rock                | 40.17 | 64.33 |
| wardrobe            | 43.84 | 56.49 |
| lamp                | 52.83 | 64.76 |
| bathtub             | 69.24 | 82.14 |
| railing             | 32.75 | 42.86 |
| cushion             | 48.22 | 57.13 |
| base                | 24.53 | 34.44 |
| box                 | 22.18 | 30.33 |
| column              | 41.71 | 53.45 |
| signboard           | 32.36 | 41.7  |
| chest of drawers    | 37.8  | 67.34 |
| counter             | 23.57 | 28.98 |
| sand                | 36.44 | 52.03 |
| sink                | 62.21 | 69.79 |
| skyscraper          | 48.35 | 52.07 |
| fireplace           | 63.68 | 89.1  |
| refrigerator        | 61.97 | 73.68 |
| grandstand          | 35.62 | 81.88 |
| path                | 17.33 | 27.09 |
| stairs              | 19.93 | 22.42 |
| runway              | 79.32 | 92.96 |
| case                | 55.65 | 76.26 |
| pool table          | 88.05 | 96.8  |
| pillow              | 54.87 | 71.43 |
| screen door         | 68.3  | 79.96 |
| stairway            | 30.36 | 49.53 |
| river               | 12.41 | 22.38 |
| bridge              | 53.39 | 73.78 |
| bookcase            | 35.17 | 52.13 |
| blind               | 21.71 | 23.2  |
| coffee table        | 55.07 | 73.94 |
| toilet              | 78.69 | 84.35 |
| flower              | 34.52 | 43.17 |
| book                | 48.2  | 69.92 |
| hill                | 8.23  | 17.47 |
| bench               | 48.47 | 56.66 |
| countertop          | 53.35 | 64.87 |
| stove               | 62.5  | 69.66 |
| palm                | 46.45 | 65.31 |
| kitchen island      | 38.45 | 85.29 |
| computer            | 55.43 | 67.81 |
| swivel chair        | 38.02 | 50.35 |
| boat                | 67.04 | 84.22 |
| bar                 | 40.95 | 56.13 |
| arcade machine      | 57.87 | 69.43 |
| hovel               | 31.86 | 35.08 |
| bus                 | 78.18 | 90.49 |
| towel               | 58.47 | 65.16 |
| light               | 48.5  | 58.29 |
| truck               | 17.37 | 22.56 |
| tower               | 26.98 | 33.87 |
| chandelier          | 62.03 | 80.08 |
| awning              | 21.89 | 26.58 |
| streetlight         | 18.35 | 22.71 |
| booth               | 41.79 | 43.98 |
| television receiver | 55.27 | 73.49 |
| airplane            | 53.67 | 67.11 |
| dirt track          | 0.42  | 0.53  |
| apparel             | 26.9  | 48.85 |
| pole                | 19.69 | 25.47 |
| land                | 0.02  | 0.02  |
| bannister           | 4.15  | 5.23  |
| escalator           | 56.89 | 77.69 |
| ottoman             | 39.62 | 61.55 |
| bottle              | 12.7  | 18.2  |
| buffet              | 45.91 | 63.1  |
| poster              | 14.26 | 21.27 |
| stage               | 11.15 | 18.02 |
| van                 | 37.15 | 46.46 |
| ship                | 56.33 | 61.85 |
| fountain            | 22.61 | 24.73 |
| conveyer belt       | 61.37 | 89.92 |
| canopy              | 26.21 | 31.97 |
| washer              | 48.4  | 72.24 |
| plaything           | 26.52 | 40.62 |
| swimming pool       | 28.02 | 52.54 |
| stool               | 31.68 | 44.08 |
| barrel              | 53.58 | 60.75 |
| basket              | 17.83 | 23.72 |
| waterfall           | 73.59 | 93.2  |
| tent                | 72.05 | 99.2  |
| bag                 | 6.3   | 6.77  |
| minibike            | 64.15 | 71.96 |
| cradle              | 81.32 | 97.9  |
| oven                | 21.68 | 49.98 |
| ball                | 18.1  | 18.55 |
| food                | 52.03 | 79.29 |
| step                | 6.94  | 7.66  |
| tank                | 49.53 | 55.37 |
| trade name          | 18.72 | 19.76 |
| microwave           | 30.96 | 33.33 |
| pot                 | 30.0  | 35.24 |
| animal              | 56.55 | 58.06 |
| bicycle             | 38.07 | 39.71 |
| lake                | 60.5  | 61.79 |
| dishwasher          | 47.72 | 61.65 |
| screen              | 54.12 | 90.8  |
| blanket             | 13.33 | 13.76 |
| sculpture           | 43.25 | 53.31 |
| hood                | 49.58 | 63.9  |
| sconce              | 31.47 | 40.67 |
| vase                | 25.07 | 36.16 |
| traffic light       | 22.31 | 41.21 |
| tray                | 2.81  | 4.26  |
| ashcan              | 29.87 | 42.74 |
| fan                 | 47.96 | 59.54 |
| pier                | 54.21 | 68.33 |
| crt screen          | 0.01  | 0.01  |
| plate               | 38.08 | 42.7  |
| monitor             | 18.11 | 20.3  |
| bulletin board      | 37.12 | 45.85 |
| shower              | 0.0   | 0.0   |
| radiator            | 53.85 | 57.86 |
| glass               | 6.35  | 6.99  |
| clock               | 15.31 | 15.84 |
| flag                | 37.31 | 39.93 |
+---------------------+-------+-------+
2022-01-31 06:48:14,885 - mmseg - INFO - Summary:
2022-01-31 06:48:14,886 - mmseg - INFO - 
+--------+-------+------+-------+
| Scope  | mIoU  | mAcc | aAcc  |
+--------+-------+------+-------+
| global | 43.97 | 56.0 | 81.71 |
+--------+-------+------+-------+
2022-01-31 06:48:14,896 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 06:48:14,897 - mmseg - INFO - Iter(val) [32000]	mIoU: 0.4397, mAcc: 0.5600, aAcc: 0.8171
2022-01-31 06:48:43,774 - mmseg - INFO - Iter [32050/160000]	lr: 2.957e-07, eta: 21:11:08, time: 2.202, data_time: 1.629, memory: 21005, decode.loss_seg: 0.4621, decode.acc_seg: 66.9353, aux.loss_seg: 0.3250, aux.acc_seg: 58.1901, loss: 0.7871
2022-01-31 06:49:12,753 - mmseg - INFO - Iter [32100/160000]	lr: 2.955e-07, eta: 21:10:35, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4678, decode.acc_seg: 67.2849, aux.loss_seg: 0.3320, aux.acc_seg: 58.1668, loss: 0.7998
2022-01-31 06:49:41,870 - mmseg - INFO - Iter [32150/160000]	lr: 2.954e-07, eta: 21:10:02, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4669, decode.acc_seg: 65.6491, aux.loss_seg: 0.3217, aux.acc_seg: 57.2553, loss: 0.7885
2022-01-31 06:50:10,903 - mmseg - INFO - Iter [32200/160000]	lr: 2.953e-07, eta: 21:09:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4401, decode.acc_seg: 68.0279, aux.loss_seg: 0.3130, aux.acc_seg: 60.1133, loss: 0.7531
2022-01-31 06:50:39,789 - mmseg - INFO - Iter [32250/160000]	lr: 2.952e-07, eta: 21:08:56, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4633, decode.acc_seg: 67.2659, aux.loss_seg: 0.3386, aux.acc_seg: 58.2829, loss: 0.8020
2022-01-31 06:51:08,778 - mmseg - INFO - Iter [32300/160000]	lr: 2.951e-07, eta: 21:08:23, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4358, decode.acc_seg: 67.9650, aux.loss_seg: 0.3210, aux.acc_seg: 58.8669, loss: 0.7568
2022-01-31 06:51:37,796 - mmseg - INFO - Iter [32350/160000]	lr: 2.950e-07, eta: 21:07:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4655, decode.acc_seg: 66.9935, aux.loss_seg: 0.3351, aux.acc_seg: 57.4452, loss: 0.8006
2022-01-31 06:52:06,660 - mmseg - INFO - Iter [32400/160000]	lr: 2.949e-07, eta: 21:07:17, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4709, decode.acc_seg: 66.9635, aux.loss_seg: 0.3358, aux.acc_seg: 57.7771, loss: 0.8067
2022-01-31 06:52:35,843 - mmseg - INFO - Iter [32450/160000]	lr: 2.947e-07, eta: 21:06:44, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4786, decode.acc_seg: 65.6492, aux.loss_seg: 0.3276, aux.acc_seg: 57.5953, loss: 0.8061
2022-01-31 06:53:04,827 - mmseg - INFO - Iter [32500/160000]	lr: 2.946e-07, eta: 21:06:12, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4401, decode.acc_seg: 67.1437, aux.loss_seg: 0.3158, aux.acc_seg: 58.6056, loss: 0.7559
2022-01-31 06:53:33,836 - mmseg - INFO - Iter [32550/160000]	lr: 2.945e-07, eta: 21:05:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4496, decode.acc_seg: 66.2041, aux.loss_seg: 0.3056, aux.acc_seg: 58.3582, loss: 0.7552
2022-01-31 06:54:02,830 - mmseg - INFO - Iter [32600/160000]	lr: 2.944e-07, eta: 21:05:06, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4687, decode.acc_seg: 66.6341, aux.loss_seg: 0.3385, aux.acc_seg: 57.2342, loss: 0.8072
2022-01-31 06:54:32,347 - mmseg - INFO - Iter [32650/160000]	lr: 2.943e-07, eta: 21:04:35, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4638, decode.acc_seg: 65.6636, aux.loss_seg: 0.3274, aux.acc_seg: 57.1537, loss: 0.7912
2022-01-31 06:55:01,322 - mmseg - INFO - Iter [32700/160000]	lr: 2.942e-07, eta: 21:04:02, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4500, decode.acc_seg: 67.5153, aux.loss_seg: 0.3173, aux.acc_seg: 59.0864, loss: 0.7673
2022-01-31 06:55:30,522 - mmseg - INFO - Iter [32750/160000]	lr: 2.940e-07, eta: 21:03:30, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4695, decode.acc_seg: 66.5555, aux.loss_seg: 0.3253, aux.acc_seg: 58.1927, loss: 0.7948
2022-01-31 06:55:59,394 - mmseg - INFO - Iter [32800/160000]	lr: 2.939e-07, eta: 21:02:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4806, decode.acc_seg: 65.5885, aux.loss_seg: 0.3365, aux.acc_seg: 56.5628, loss: 0.8171
2022-01-31 06:56:41,209 - mmseg - INFO - Iter [32850/160000]	lr: 2.938e-07, eta: 21:03:13, time: 0.836, data_time: 0.263, memory: 21005, decode.loss_seg: 0.4327, decode.acc_seg: 65.6450, aux.loss_seg: 0.3071, aux.acc_seg: 57.5396, loss: 0.7399
2022-01-31 06:57:09,995 - mmseg - INFO - Iter [32900/160000]	lr: 2.937e-07, eta: 21:02:40, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4326, decode.acc_seg: 66.3096, aux.loss_seg: 0.3069, aux.acc_seg: 58.2462, loss: 0.7395
2022-01-31 06:57:38,907 - mmseg - INFO - Iter [32950/160000]	lr: 2.936e-07, eta: 21:02:06, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4403, decode.acc_seg: 65.8716, aux.loss_seg: 0.3120, aux.acc_seg: 56.9378, loss: 0.7523
2022-01-31 06:58:07,922 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 06:58:07,924 - mmseg - INFO - Iter [33000/160000]	lr: 2.935e-07, eta: 21:01:34, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4724, decode.acc_seg: 67.0761, aux.loss_seg: 0.3340, aux.acc_seg: 58.0651, loss: 0.8064
2022-01-31 06:58:36,767 - mmseg - INFO - Iter [33050/160000]	lr: 2.934e-07, eta: 21:01:00, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4421, decode.acc_seg: 67.3521, aux.loss_seg: 0.3284, aux.acc_seg: 57.7638, loss: 0.7705
2022-01-31 06:59:05,862 - mmseg - INFO - Iter [33100/160000]	lr: 2.932e-07, eta: 21:00:28, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4427, decode.acc_seg: 67.2825, aux.loss_seg: 0.3157, aux.acc_seg: 58.4108, loss: 0.7585
2022-01-31 06:59:34,902 - mmseg - INFO - Iter [33150/160000]	lr: 2.931e-07, eta: 20:59:55, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4380, decode.acc_seg: 67.3781, aux.loss_seg: 0.3133, aux.acc_seg: 58.7116, loss: 0.7513
2022-01-31 07:00:03,878 - mmseg - INFO - Iter [33200/160000]	lr: 2.930e-07, eta: 20:59:22, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4827, decode.acc_seg: 65.6605, aux.loss_seg: 0.3453, aux.acc_seg: 56.0683, loss: 0.8281
2022-01-31 07:00:32,913 - mmseg - INFO - Iter [33250/160000]	lr: 2.929e-07, eta: 20:58:49, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4332, decode.acc_seg: 68.1111, aux.loss_seg: 0.3142, aux.acc_seg: 59.2955, loss: 0.7474
2022-01-31 07:01:01,851 - mmseg - INFO - Iter [33300/160000]	lr: 2.928e-07, eta: 20:58:16, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4662, decode.acc_seg: 65.5589, aux.loss_seg: 0.3223, aux.acc_seg: 57.0172, loss: 0.7885
2022-01-31 07:01:30,617 - mmseg - INFO - Iter [33350/160000]	lr: 2.927e-07, eta: 20:57:42, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4587, decode.acc_seg: 67.4862, aux.loss_seg: 0.3168, aux.acc_seg: 59.2858, loss: 0.7755
2022-01-31 07:01:59,662 - mmseg - INFO - Iter [33400/160000]	lr: 2.925e-07, eta: 20:57:10, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4352, decode.acc_seg: 67.4880, aux.loss_seg: 0.3117, aux.acc_seg: 58.8058, loss: 0.7469
2022-01-31 07:02:28,630 - mmseg - INFO - Iter [33450/160000]	lr: 2.924e-07, eta: 20:56:37, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4624, decode.acc_seg: 65.9483, aux.loss_seg: 0.3414, aux.acc_seg: 56.6701, loss: 0.8039
2022-01-31 07:02:57,610 - mmseg - INFO - Iter [33500/160000]	lr: 2.923e-07, eta: 20:56:04, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4626, decode.acc_seg: 66.4178, aux.loss_seg: 0.3416, aux.acc_seg: 56.9022, loss: 0.8041
2022-01-31 07:03:26,663 - mmseg - INFO - Iter [33550/160000]	lr: 2.922e-07, eta: 20:55:31, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4243, decode.acc_seg: 66.7230, aux.loss_seg: 0.3028, aux.acc_seg: 58.0936, loss: 0.7272
2022-01-31 07:03:55,564 - mmseg - INFO - Iter [33600/160000]	lr: 2.921e-07, eta: 20:54:58, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4792, decode.acc_seg: 66.2708, aux.loss_seg: 0.3227, aux.acc_seg: 58.0706, loss: 0.8019
2022-01-31 07:04:24,674 - mmseg - INFO - Iter [33650/160000]	lr: 2.920e-07, eta: 20:54:26, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4627, decode.acc_seg: 66.9599, aux.loss_seg: 0.3304, aux.acc_seg: 57.7210, loss: 0.7930
2022-01-31 07:04:53,528 - mmseg - INFO - Iter [33700/160000]	lr: 2.919e-07, eta: 20:53:53, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4292, decode.acc_seg: 67.7481, aux.loss_seg: 0.3101, aux.acc_seg: 59.2791, loss: 0.7393
2022-01-31 07:05:22,781 - mmseg - INFO - Iter [33750/160000]	lr: 2.917e-07, eta: 20:53:21, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4481, decode.acc_seg: 66.6135, aux.loss_seg: 0.3155, aux.acc_seg: 58.2766, loss: 0.7636
2022-01-31 07:05:52,005 - mmseg - INFO - Iter [33800/160000]	lr: 2.916e-07, eta: 20:52:49, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4454, decode.acc_seg: 67.8201, aux.loss_seg: 0.3231, aux.acc_seg: 58.8472, loss: 0.7685
2022-01-31 07:06:21,034 - mmseg - INFO - Iter [33850/160000]	lr: 2.915e-07, eta: 20:52:17, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4814, decode.acc_seg: 66.4407, aux.loss_seg: 0.3393, aux.acc_seg: 57.9167, loss: 0.8206
2022-01-31 07:06:50,098 - mmseg - INFO - Iter [33900/160000]	lr: 2.914e-07, eta: 20:51:44, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4608, decode.acc_seg: 67.1338, aux.loss_seg: 0.3343, aux.acc_seg: 58.2491, loss: 0.7952
2022-01-31 07:07:19,121 - mmseg - INFO - Iter [33950/160000]	lr: 2.913e-07, eta: 20:51:12, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4892, decode.acc_seg: 65.3923, aux.loss_seg: 0.3337, aux.acc_seg: 57.1311, loss: 0.8228
2022-01-31 07:07:48,155 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 07:07:48,163 - mmseg - INFO - Iter [34000/160000]	lr: 2.912e-07, eta: 20:50:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4368, decode.acc_seg: 66.5647, aux.loss_seg: 0.3137, aux.acc_seg: 57.9450, loss: 0.7505
2022-01-31 07:08:17,414 - mmseg - INFO - Iter [34050/160000]	lr: 2.910e-07, eta: 20:50:07, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4396, decode.acc_seg: 65.4982, aux.loss_seg: 0.3078, aux.acc_seg: 56.9800, loss: 0.7474
2022-01-31 07:08:46,192 - mmseg - INFO - Iter [34100/160000]	lr: 2.909e-07, eta: 20:49:34, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4481, decode.acc_seg: 68.1655, aux.loss_seg: 0.3189, aux.acc_seg: 59.3921, loss: 0.7670
2022-01-31 07:09:27,732 - mmseg - INFO - Iter [34150/160000]	lr: 2.908e-07, eta: 20:49:47, time: 0.831, data_time: 0.232, memory: 21005, decode.loss_seg: 0.4169, decode.acc_seg: 67.0738, aux.loss_seg: 0.3020, aux.acc_seg: 58.2108, loss: 0.7189
2022-01-31 07:09:56,511 - mmseg - INFO - Iter [34200/160000]	lr: 2.907e-07, eta: 20:49:14, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4402, decode.acc_seg: 67.7153, aux.loss_seg: 0.3243, aux.acc_seg: 58.3950, loss: 0.7645
2022-01-31 07:10:25,298 - mmseg - INFO - Iter [34250/160000]	lr: 2.906e-07, eta: 20:48:40, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4394, decode.acc_seg: 67.3154, aux.loss_seg: 0.3235, aux.acc_seg: 57.8346, loss: 0.7629
2022-01-31 07:10:54,188 - mmseg - INFO - Iter [34300/160000]	lr: 2.905e-07, eta: 20:48:07, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4650, decode.acc_seg: 66.0773, aux.loss_seg: 0.3292, aux.acc_seg: 57.7151, loss: 0.7943
2022-01-31 07:11:23,367 - mmseg - INFO - Iter [34350/160000]	lr: 2.903e-07, eta: 20:47:35, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4299, decode.acc_seg: 66.8486, aux.loss_seg: 0.3141, aux.acc_seg: 57.5708, loss: 0.7440
2022-01-31 07:11:52,340 - mmseg - INFO - Iter [34400/160000]	lr: 2.902e-07, eta: 20:47:02, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4342, decode.acc_seg: 68.4497, aux.loss_seg: 0.3037, aux.acc_seg: 60.2447, loss: 0.7380
2022-01-31 07:12:21,367 - mmseg - INFO - Iter [34450/160000]	lr: 2.901e-07, eta: 20:46:30, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4418, decode.acc_seg: 66.1863, aux.loss_seg: 0.3191, aux.acc_seg: 57.6367, loss: 0.7609
2022-01-31 07:12:50,440 - mmseg - INFO - Iter [34500/160000]	lr: 2.900e-07, eta: 20:45:58, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4391, decode.acc_seg: 68.8715, aux.loss_seg: 0.3184, aux.acc_seg: 59.5670, loss: 0.7575
2022-01-31 07:13:19,468 - mmseg - INFO - Iter [34550/160000]	lr: 2.899e-07, eta: 20:45:25, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4569, decode.acc_seg: 66.3221, aux.loss_seg: 0.3422, aux.acc_seg: 56.4566, loss: 0.7991
2022-01-31 07:13:48,595 - mmseg - INFO - Iter [34600/160000]	lr: 2.898e-07, eta: 20:44:53, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4191, decode.acc_seg: 67.3876, aux.loss_seg: 0.3103, aux.acc_seg: 58.0263, loss: 0.7295
2022-01-31 07:14:17,477 - mmseg - INFO - Iter [34650/160000]	lr: 2.897e-07, eta: 20:44:20, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4299, decode.acc_seg: 67.1231, aux.loss_seg: 0.3226, aux.acc_seg: 57.7458, loss: 0.7525
2022-01-31 07:14:46,420 - mmseg - INFO - Iter [34700/160000]	lr: 2.895e-07, eta: 20:43:47, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4486, decode.acc_seg: 66.6994, aux.loss_seg: 0.3212, aux.acc_seg: 57.7452, loss: 0.7698
2022-01-31 07:15:15,497 - mmseg - INFO - Iter [34750/160000]	lr: 2.894e-07, eta: 20:43:15, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4450, decode.acc_seg: 66.1631, aux.loss_seg: 0.3107, aux.acc_seg: 58.2774, loss: 0.7557
2022-01-31 07:15:44,460 - mmseg - INFO - Iter [34800/160000]	lr: 2.893e-07, eta: 20:42:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4372, decode.acc_seg: 67.9692, aux.loss_seg: 0.3138, aux.acc_seg: 59.2927, loss: 0.7510
2022-01-31 07:16:13,510 - mmseg - INFO - Iter [34850/160000]	lr: 2.892e-07, eta: 20:42:10, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4618, decode.acc_seg: 65.2168, aux.loss_seg: 0.3311, aux.acc_seg: 55.8556, loss: 0.7929
2022-01-31 07:16:42,736 - mmseg - INFO - Iter [34900/160000]	lr: 2.891e-07, eta: 20:41:38, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4479, decode.acc_seg: 67.1836, aux.loss_seg: 0.3212, aux.acc_seg: 58.8703, loss: 0.7691
2022-01-31 07:17:11,717 - mmseg - INFO - Iter [34950/160000]	lr: 2.890e-07, eta: 20:41:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4478, decode.acc_seg: 67.6871, aux.loss_seg: 0.3242, aux.acc_seg: 58.7458, loss: 0.7720
2022-01-31 07:17:40,934 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 07:17:40,936 - mmseg - INFO - Iter [35000/160000]	lr: 2.888e-07, eta: 20:40:33, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4353, decode.acc_seg: 65.3313, aux.loss_seg: 0.3078, aux.acc_seg: 57.1683, loss: 0.7431
2022-01-31 07:18:09,868 - mmseg - INFO - Iter [35050/160000]	lr: 2.887e-07, eta: 20:40:01, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4309, decode.acc_seg: 68.0055, aux.loss_seg: 0.3217, aux.acc_seg: 58.8526, loss: 0.7526
2022-01-31 07:18:38,924 - mmseg - INFO - Iter [35100/160000]	lr: 2.886e-07, eta: 20:39:28, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4466, decode.acc_seg: 68.9271, aux.loss_seg: 0.3321, aux.acc_seg: 59.3641, loss: 0.7787
2022-01-31 07:19:07,985 - mmseg - INFO - Iter [35150/160000]	lr: 2.885e-07, eta: 20:38:56, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4454, decode.acc_seg: 67.2876, aux.loss_seg: 0.3254, aux.acc_seg: 58.1310, loss: 0.7707
2022-01-31 07:19:36,997 - mmseg - INFO - Iter [35200/160000]	lr: 2.884e-07, eta: 20:38:24, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4526, decode.acc_seg: 65.7624, aux.loss_seg: 0.3235, aux.acc_seg: 57.4695, loss: 0.7761
2022-01-31 07:20:06,089 - mmseg - INFO - Iter [35250/160000]	lr: 2.883e-07, eta: 20:37:51, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4512, decode.acc_seg: 67.4603, aux.loss_seg: 0.3211, aux.acc_seg: 58.8937, loss: 0.7723
2022-01-31 07:20:34,968 - mmseg - INFO - Iter [35300/160000]	lr: 2.882e-07, eta: 20:37:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4529, decode.acc_seg: 66.0445, aux.loss_seg: 0.3204, aux.acc_seg: 57.6617, loss: 0.7732
2022-01-31 07:21:03,679 - mmseg - INFO - Iter [35350/160000]	lr: 2.880e-07, eta: 20:36:45, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4649, decode.acc_seg: 65.0654, aux.loss_seg: 0.3303, aux.acc_seg: 56.2414, loss: 0.7952
2022-01-31 07:21:45,297 - mmseg - INFO - Iter [35400/160000]	lr: 2.879e-07, eta: 20:36:57, time: 0.833, data_time: 0.243, memory: 21005, decode.loss_seg: 0.4290, decode.acc_seg: 67.2975, aux.loss_seg: 0.3145, aux.acc_seg: 58.2612, loss: 0.7435
2022-01-31 07:22:14,009 - mmseg - INFO - Iter [35450/160000]	lr: 2.878e-07, eta: 20:36:23, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4129, decode.acc_seg: 66.9372, aux.loss_seg: 0.3031, aux.acc_seg: 57.9383, loss: 0.7160
2022-01-31 07:22:42,560 - mmseg - INFO - Iter [35500/160000]	lr: 2.877e-07, eta: 20:35:49, time: 0.571, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4250, decode.acc_seg: 70.1528, aux.loss_seg: 0.3143, aux.acc_seg: 61.1402, loss: 0.7393
2022-01-31 07:23:11,494 - mmseg - INFO - Iter [35550/160000]	lr: 2.876e-07, eta: 20:35:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4141, decode.acc_seg: 67.0106, aux.loss_seg: 0.3177, aux.acc_seg: 57.2875, loss: 0.7319
2022-01-31 07:23:40,333 - mmseg - INFO - Iter [35600/160000]	lr: 2.875e-07, eta: 20:34:44, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4253, decode.acc_seg: 67.9340, aux.loss_seg: 0.3180, aux.acc_seg: 58.8510, loss: 0.7433
2022-01-31 07:24:09,514 - mmseg - INFO - Iter [35650/160000]	lr: 2.873e-07, eta: 20:34:12, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4307, decode.acc_seg: 68.4290, aux.loss_seg: 0.3102, aux.acc_seg: 59.6352, loss: 0.7409
2022-01-31 07:24:38,524 - mmseg - INFO - Iter [35700/160000]	lr: 2.872e-07, eta: 20:33:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4323, decode.acc_seg: 68.1903, aux.loss_seg: 0.3208, aux.acc_seg: 59.0602, loss: 0.7532
2022-01-31 07:25:07,542 - mmseg - INFO - Iter [35750/160000]	lr: 2.871e-07, eta: 20:33:07, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4141, decode.acc_seg: 67.7275, aux.loss_seg: 0.3161, aux.acc_seg: 58.2105, loss: 0.7302
2022-01-31 07:25:36,475 - mmseg - INFO - Iter [35800/160000]	lr: 2.870e-07, eta: 20:32:34, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4447, decode.acc_seg: 66.9305, aux.loss_seg: 0.3245, aux.acc_seg: 57.7159, loss: 0.7691
2022-01-31 07:26:05,629 - mmseg - INFO - Iter [35850/160000]	lr: 2.869e-07, eta: 20:32:02, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4357, decode.acc_seg: 67.1684, aux.loss_seg: 0.3275, aux.acc_seg: 57.6609, loss: 0.7631
2022-01-31 07:26:34,574 - mmseg - INFO - Iter [35900/160000]	lr: 2.868e-07, eta: 20:31:30, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4359, decode.acc_seg: 67.3057, aux.loss_seg: 0.3202, aux.acc_seg: 57.8631, loss: 0.7560
2022-01-31 07:27:03,691 - mmseg - INFO - Iter [35950/160000]	lr: 2.867e-07, eta: 20:30:58, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4299, decode.acc_seg: 67.6979, aux.loss_seg: 0.3032, aux.acc_seg: 59.3828, loss: 0.7331
2022-01-31 07:27:33,050 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 07:27:33,051 - mmseg - INFO - Iter [36000/160000]	lr: 2.865e-07, eta: 20:30:26, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4734, decode.acc_seg: 67.0627, aux.loss_seg: 0.3418, aux.acc_seg: 57.9479, loss: 0.8152
2022-01-31 07:28:02,096 - mmseg - INFO - Iter [36050/160000]	lr: 2.864e-07, eta: 20:29:54, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4394, decode.acc_seg: 67.9357, aux.loss_seg: 0.3218, aux.acc_seg: 58.6122, loss: 0.7612
2022-01-31 07:28:31,074 - mmseg - INFO - Iter [36100/160000]	lr: 2.863e-07, eta: 20:29:22, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4084, decode.acc_seg: 68.2881, aux.loss_seg: 0.2900, aux.acc_seg: 60.5239, loss: 0.6984
2022-01-31 07:28:59,897 - mmseg - INFO - Iter [36150/160000]	lr: 2.862e-07, eta: 20:28:49, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4171, decode.acc_seg: 66.1416, aux.loss_seg: 0.3065, aux.acc_seg: 57.3440, loss: 0.7236
2022-01-31 07:29:28,911 - mmseg - INFO - Iter [36200/160000]	lr: 2.861e-07, eta: 20:28:16, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4577, decode.acc_seg: 66.0656, aux.loss_seg: 0.3328, aux.acc_seg: 57.0512, loss: 0.7905
2022-01-31 07:29:57,849 - mmseg - INFO - Iter [36250/160000]	lr: 2.860e-07, eta: 20:27:44, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4674, decode.acc_seg: 65.0723, aux.loss_seg: 0.3147, aux.acc_seg: 57.5634, loss: 0.7821
2022-01-31 07:30:26,767 - mmseg - INFO - Iter [36300/160000]	lr: 2.858e-07, eta: 20:27:11, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4322, decode.acc_seg: 66.6800, aux.loss_seg: 0.3104, aux.acc_seg: 57.6081, loss: 0.7426
2022-01-31 07:30:55,670 - mmseg - INFO - Iter [36350/160000]	lr: 2.857e-07, eta: 20:26:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4565, decode.acc_seg: 68.2738, aux.loss_seg: 0.3253, aux.acc_seg: 59.4019, loss: 0.7818
2022-01-31 07:31:24,643 - mmseg - INFO - Iter [36400/160000]	lr: 2.856e-07, eta: 20:26:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4220, decode.acc_seg: 67.6081, aux.loss_seg: 0.3108, aux.acc_seg: 58.7490, loss: 0.7328
2022-01-31 07:31:53,675 - mmseg - INFO - Iter [36450/160000]	lr: 2.855e-07, eta: 20:25:34, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4496, decode.acc_seg: 66.7187, aux.loss_seg: 0.3176, aux.acc_seg: 58.1208, loss: 0.7672
2022-01-31 07:32:22,631 - mmseg - INFO - Iter [36500/160000]	lr: 2.854e-07, eta: 20:25:01, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4657, decode.acc_seg: 65.2540, aux.loss_seg: 0.3275, aux.acc_seg: 56.8241, loss: 0.7933
2022-01-31 07:32:51,433 - mmseg - INFO - Iter [36550/160000]	lr: 2.853e-07, eta: 20:24:28, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4446, decode.acc_seg: 67.1187, aux.loss_seg: 0.3204, aux.acc_seg: 58.2342, loss: 0.7650
2022-01-31 07:33:20,271 - mmseg - INFO - Iter [36600/160000]	lr: 2.851e-07, eta: 20:23:55, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4196, decode.acc_seg: 67.5891, aux.loss_seg: 0.3085, aux.acc_seg: 58.7642, loss: 0.7281
2022-01-31 07:34:01,709 - mmseg - INFO - Iter [36650/160000]	lr: 2.850e-07, eta: 20:24:05, time: 0.829, data_time: 0.261, memory: 21005, decode.loss_seg: 0.4355, decode.acc_seg: 67.5167, aux.loss_seg: 0.3142, aux.acc_seg: 58.9483, loss: 0.7497
2022-01-31 07:34:30,480 - mmseg - INFO - Iter [36700/160000]	lr: 2.849e-07, eta: 20:23:32, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4340, decode.acc_seg: 66.0511, aux.loss_seg: 0.3170, aux.acc_seg: 56.9812, loss: 0.7510
2022-01-31 07:34:59,345 - mmseg - INFO - Iter [36750/160000]	lr: 2.848e-07, eta: 20:22:59, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4244, decode.acc_seg: 65.5178, aux.loss_seg: 0.3127, aux.acc_seg: 56.6419, loss: 0.7371
2022-01-31 07:35:28,418 - mmseg - INFO - Iter [36800/160000]	lr: 2.847e-07, eta: 20:22:27, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4156, decode.acc_seg: 68.3035, aux.loss_seg: 0.3061, aux.acc_seg: 59.1761, loss: 0.7217
2022-01-31 07:35:57,440 - mmseg - INFO - Iter [36850/160000]	lr: 2.846e-07, eta: 20:21:55, time: 0.581, data_time: 0.006, memory: 21005, decode.loss_seg: 0.4103, decode.acc_seg: 69.5851, aux.loss_seg: 0.3122, aux.acc_seg: 59.9605, loss: 0.7225
2022-01-31 07:36:26,503 - mmseg - INFO - Iter [36900/160000]	lr: 2.845e-07, eta: 20:21:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4072, decode.acc_seg: 67.6583, aux.loss_seg: 0.3151, aux.acc_seg: 58.2312, loss: 0.7222
2022-01-31 07:36:55,693 - mmseg - INFO - Iter [36950/160000]	lr: 2.843e-07, eta: 20:20:51, time: 0.584, data_time: 0.006, memory: 21005, decode.loss_seg: 0.4328, decode.acc_seg: 67.4978, aux.loss_seg: 0.3175, aux.acc_seg: 58.6381, loss: 0.7504
2022-01-31 07:37:24,851 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 07:37:24,853 - mmseg - INFO - Iter [37000/160000]	lr: 2.842e-07, eta: 20:20:19, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4221, decode.acc_seg: 68.1224, aux.loss_seg: 0.3106, aux.acc_seg: 59.0222, loss: 0.7326
2022-01-31 07:37:53,836 - mmseg - INFO - Iter [37050/160000]	lr: 2.841e-07, eta: 20:19:47, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4316, decode.acc_seg: 68.0267, aux.loss_seg: 0.3148, aux.acc_seg: 58.9538, loss: 0.7463
2022-01-31 07:38:22,687 - mmseg - INFO - Iter [37100/160000]	lr: 2.840e-07, eta: 20:19:14, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4277, decode.acc_seg: 68.5065, aux.loss_seg: 0.3200, aux.acc_seg: 59.3354, loss: 0.7477
2022-01-31 07:38:52,180 - mmseg - INFO - Iter [37150/160000]	lr: 2.839e-07, eta: 20:18:43, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4612, decode.acc_seg: 65.5335, aux.loss_seg: 0.3197, aux.acc_seg: 57.5303, loss: 0.7809
2022-01-31 07:39:21,171 - mmseg - INFO - Iter [37200/160000]	lr: 2.838e-07, eta: 20:18:11, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4467, decode.acc_seg: 67.4503, aux.loss_seg: 0.3161, aux.acc_seg: 59.2670, loss: 0.7627
2022-01-31 07:39:50,005 - mmseg - INFO - Iter [37250/160000]	lr: 2.836e-07, eta: 20:17:38, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4215, decode.acc_seg: 66.5787, aux.loss_seg: 0.3101, aux.acc_seg: 58.0532, loss: 0.7317
2022-01-31 07:40:18,943 - mmseg - INFO - Iter [37300/160000]	lr: 2.835e-07, eta: 20:17:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4278, decode.acc_seg: 67.6336, aux.loss_seg: 0.3207, aux.acc_seg: 58.0502, loss: 0.7486
2022-01-31 07:40:47,679 - mmseg - INFO - Iter [37350/160000]	lr: 2.834e-07, eta: 20:16:33, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4260, decode.acc_seg: 67.5869, aux.loss_seg: 0.3152, aux.acc_seg: 58.8423, loss: 0.7412
2022-01-31 07:41:16,576 - mmseg - INFO - Iter [37400/160000]	lr: 2.833e-07, eta: 20:16:00, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4200, decode.acc_seg: 67.2547, aux.loss_seg: 0.3148, aux.acc_seg: 58.2681, loss: 0.7349
2022-01-31 07:41:45,502 - mmseg - INFO - Iter [37450/160000]	lr: 2.832e-07, eta: 20:15:28, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4334, decode.acc_seg: 65.7291, aux.loss_seg: 0.3153, aux.acc_seg: 56.8344, loss: 0.7487
2022-01-31 07:42:14,517 - mmseg - INFO - Iter [37500/160000]	lr: 2.831e-07, eta: 20:14:55, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4244, decode.acc_seg: 68.9445, aux.loss_seg: 0.3106, aux.acc_seg: 59.7769, loss: 0.7350
2022-01-31 07:42:43,583 - mmseg - INFO - Iter [37550/160000]	lr: 2.830e-07, eta: 20:14:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4367, decode.acc_seg: 65.7009, aux.loss_seg: 0.3272, aux.acc_seg: 56.4978, loss: 0.7640
2022-01-31 07:43:12,524 - mmseg - INFO - Iter [37600/160000]	lr: 2.828e-07, eta: 20:13:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4118, decode.acc_seg: 67.7299, aux.loss_seg: 0.3145, aux.acc_seg: 58.2969, loss: 0.7264
2022-01-31 07:43:41,551 - mmseg - INFO - Iter [37650/160000]	lr: 2.827e-07, eta: 20:13:19, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4466, decode.acc_seg: 66.6939, aux.loss_seg: 0.3236, aux.acc_seg: 58.0747, loss: 0.7702
2022-01-31 07:44:10,584 - mmseg - INFO - Iter [37700/160000]	lr: 2.826e-07, eta: 20:12:47, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4465, decode.acc_seg: 66.5077, aux.loss_seg: 0.3140, aux.acc_seg: 58.1674, loss: 0.7605
2022-01-31 07:44:39,656 - mmseg - INFO - Iter [37750/160000]	lr: 2.825e-07, eta: 20:12:15, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4575, decode.acc_seg: 67.4533, aux.loss_seg: 0.3087, aux.acc_seg: 59.6274, loss: 0.7662
2022-01-31 07:45:08,661 - mmseg - INFO - Iter [37800/160000]	lr: 2.824e-07, eta: 20:11:43, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4645, decode.acc_seg: 66.8570, aux.loss_seg: 0.3237, aux.acc_seg: 57.9946, loss: 0.7881
2022-01-31 07:45:37,585 - mmseg - INFO - Iter [37850/160000]	lr: 2.823e-07, eta: 20:11:10, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4199, decode.acc_seg: 66.0435, aux.loss_seg: 0.3074, aux.acc_seg: 56.8732, loss: 0.7272
2022-01-31 07:46:18,369 - mmseg - INFO - Iter [37900/160000]	lr: 2.821e-07, eta: 20:11:16, time: 0.816, data_time: 0.244, memory: 21005, decode.loss_seg: 0.4249, decode.acc_seg: 67.9597, aux.loss_seg: 0.3152, aux.acc_seg: 58.9064, loss: 0.7401
2022-01-31 07:46:47,268 - mmseg - INFO - Iter [37950/160000]	lr: 2.820e-07, eta: 20:10:44, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3969, decode.acc_seg: 67.9620, aux.loss_seg: 0.3060, aux.acc_seg: 58.6959, loss: 0.7029
2022-01-31 07:47:16,048 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 07:47:16,050 - mmseg - INFO - Iter [38000/160000]	lr: 2.819e-07, eta: 20:10:11, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4069, decode.acc_seg: 67.6912, aux.loss_seg: 0.3024, aux.acc_seg: 58.7177, loss: 0.7093
2022-01-31 07:47:44,999 - mmseg - INFO - Iter [38050/160000]	lr: 2.818e-07, eta: 20:09:38, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4116, decode.acc_seg: 68.3463, aux.loss_seg: 0.3125, aux.acc_seg: 59.5401, loss: 0.7241
2022-01-31 07:48:14,061 - mmseg - INFO - Iter [38100/160000]	lr: 2.817e-07, eta: 20:09:06, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4210, decode.acc_seg: 69.4114, aux.loss_seg: 0.3151, aux.acc_seg: 59.9908, loss: 0.7362
2022-01-31 07:48:42,930 - mmseg - INFO - Iter [38150/160000]	lr: 2.816e-07, eta: 20:08:34, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4186, decode.acc_seg: 68.2419, aux.loss_seg: 0.3125, aux.acc_seg: 59.3070, loss: 0.7311
2022-01-31 07:49:11,996 - mmseg - INFO - Iter [38200/160000]	lr: 2.815e-07, eta: 20:08:02, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4051, decode.acc_seg: 68.4870, aux.loss_seg: 0.3014, aux.acc_seg: 59.5418, loss: 0.7065
2022-01-31 07:49:41,189 - mmseg - INFO - Iter [38250/160000]	lr: 2.813e-07, eta: 20:07:30, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4442, decode.acc_seg: 65.9238, aux.loss_seg: 0.3241, aux.acc_seg: 56.9896, loss: 0.7683
2022-01-31 07:50:10,292 - mmseg - INFO - Iter [38300/160000]	lr: 2.812e-07, eta: 20:06:58, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4161, decode.acc_seg: 69.3239, aux.loss_seg: 0.3364, aux.acc_seg: 58.2681, loss: 0.7525
2022-01-31 07:50:39,176 - mmseg - INFO - Iter [38350/160000]	lr: 2.811e-07, eta: 20:06:26, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4000, decode.acc_seg: 67.7508, aux.loss_seg: 0.3031, aux.acc_seg: 58.2886, loss: 0.7031
2022-01-31 07:51:08,143 - mmseg - INFO - Iter [38400/160000]	lr: 2.810e-07, eta: 20:05:54, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4063, decode.acc_seg: 68.4973, aux.loss_seg: 0.3178, aux.acc_seg: 59.0920, loss: 0.7241
2022-01-31 07:51:37,080 - mmseg - INFO - Iter [38450/160000]	lr: 2.809e-07, eta: 20:05:21, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4226, decode.acc_seg: 68.1331, aux.loss_seg: 0.3174, aux.acc_seg: 59.0993, loss: 0.7400
2022-01-31 07:52:06,183 - mmseg - INFO - Iter [38500/160000]	lr: 2.808e-07, eta: 20:04:50, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4266, decode.acc_seg: 67.5402, aux.loss_seg: 0.3139, aux.acc_seg: 58.6620, loss: 0.7405
2022-01-31 07:52:35,071 - mmseg - INFO - Iter [38550/160000]	lr: 2.806e-07, eta: 20:04:17, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4303, decode.acc_seg: 69.9050, aux.loss_seg: 0.3147, aux.acc_seg: 60.9716, loss: 0.7450
2022-01-31 07:53:04,037 - mmseg - INFO - Iter [38600/160000]	lr: 2.805e-07, eta: 20:03:45, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4317, decode.acc_seg: 67.0498, aux.loss_seg: 0.3215, aux.acc_seg: 57.8283, loss: 0.7532
2022-01-31 07:53:33,101 - mmseg - INFO - Iter [38650/160000]	lr: 2.804e-07, eta: 20:03:13, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4366, decode.acc_seg: 68.6285, aux.loss_seg: 0.3232, aux.acc_seg: 59.2558, loss: 0.7598
2022-01-31 07:54:02,124 - mmseg - INFO - Iter [38700/160000]	lr: 2.803e-07, eta: 20:02:41, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4416, decode.acc_seg: 66.3929, aux.loss_seg: 0.3256, aux.acc_seg: 57.0649, loss: 0.7672
2022-01-31 07:54:31,325 - mmseg - INFO - Iter [38750/160000]	lr: 2.802e-07, eta: 20:02:10, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4032, decode.acc_seg: 66.5605, aux.loss_seg: 0.2991, aux.acc_seg: 57.7988, loss: 0.7023
2022-01-31 07:55:00,264 - mmseg - INFO - Iter [38800/160000]	lr: 2.801e-07, eta: 20:01:37, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4063, decode.acc_seg: 66.9992, aux.loss_seg: 0.3266, aux.acc_seg: 56.9007, loss: 0.7329
2022-01-31 07:55:29,437 - mmseg - INFO - Iter [38850/160000]	lr: 2.800e-07, eta: 20:01:06, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4195, decode.acc_seg: 67.0842, aux.loss_seg: 0.3082, aux.acc_seg: 58.8046, loss: 0.7277
2022-01-31 07:55:58,671 - mmseg - INFO - Iter [38900/160000]	lr: 2.798e-07, eta: 20:00:34, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4651, decode.acc_seg: 68.0538, aux.loss_seg: 0.3281, aux.acc_seg: 59.1732, loss: 0.7932
2022-01-31 07:56:27,822 - mmseg - INFO - Iter [38950/160000]	lr: 2.797e-07, eta: 20:00:03, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4308, decode.acc_seg: 66.7214, aux.loss_seg: 0.3319, aux.acc_seg: 57.0639, loss: 0.7627
2022-01-31 07:56:56,870 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 07:56:56,872 - mmseg - INFO - Iter [39000/160000]	lr: 2.796e-07, eta: 19:59:31, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4297, decode.acc_seg: 67.8555, aux.loss_seg: 0.3231, aux.acc_seg: 58.1615, loss: 0.7528
2022-01-31 07:57:25,802 - mmseg - INFO - Iter [39050/160000]	lr: 2.795e-07, eta: 19:58:59, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4509, decode.acc_seg: 66.5356, aux.loss_seg: 0.3176, aux.acc_seg: 58.0498, loss: 0.7684
2022-01-31 07:57:54,755 - mmseg - INFO - Iter [39100/160000]	lr: 2.794e-07, eta: 19:58:27, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4460, decode.acc_seg: 67.1288, aux.loss_seg: 0.3188, aux.acc_seg: 58.3277, loss: 0.7648
2022-01-31 07:58:23,551 - mmseg - INFO - Iter [39150/160000]	lr: 2.793e-07, eta: 19:57:54, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4116, decode.acc_seg: 68.8182, aux.loss_seg: 0.3052, aux.acc_seg: 59.7336, loss: 0.7169
2022-01-31 07:59:05,050 - mmseg - INFO - Iter [39200/160000]	lr: 2.791e-07, eta: 19:58:00, time: 0.830, data_time: 0.247, memory: 21005, decode.loss_seg: 0.3954, decode.acc_seg: 68.4178, aux.loss_seg: 0.3098, aux.acc_seg: 58.7026, loss: 0.7051
2022-01-31 07:59:33,661 - mmseg - INFO - Iter [39250/160000]	lr: 2.790e-07, eta: 19:57:27, time: 0.573, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4070, decode.acc_seg: 66.9270, aux.loss_seg: 0.3078, aux.acc_seg: 57.9589, loss: 0.7148
2022-01-31 08:00:02,443 - mmseg - INFO - Iter [39300/160000]	lr: 2.789e-07, eta: 19:56:54, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4362, decode.acc_seg: 67.0475, aux.loss_seg: 0.3057, aux.acc_seg: 58.7776, loss: 0.7419
2022-01-31 08:00:31,282 - mmseg - INFO - Iter [39350/160000]	lr: 2.788e-07, eta: 19:56:22, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4406, decode.acc_seg: 68.0958, aux.loss_seg: 0.3233, aux.acc_seg: 59.0805, loss: 0.7639
2022-01-31 08:01:00,473 - mmseg - INFO - Iter [39400/160000]	lr: 2.787e-07, eta: 19:55:50, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3994, decode.acc_seg: 68.0608, aux.loss_seg: 0.3106, aux.acc_seg: 58.2875, loss: 0.7100
2022-01-31 08:01:29,618 - mmseg - INFO - Iter [39450/160000]	lr: 2.786e-07, eta: 19:55:19, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4328, decode.acc_seg: 66.9786, aux.loss_seg: 0.3209, aux.acc_seg: 57.3285, loss: 0.7537
2022-01-31 08:01:58,588 - mmseg - INFO - Iter [39500/160000]	lr: 2.784e-07, eta: 19:54:47, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4159, decode.acc_seg: 68.6571, aux.loss_seg: 0.3165, aux.acc_seg: 59.2291, loss: 0.7324
2022-01-31 08:02:27,739 - mmseg - INFO - Iter [39550/160000]	lr: 2.783e-07, eta: 19:54:15, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4313, decode.acc_seg: 67.9838, aux.loss_seg: 0.3340, aux.acc_seg: 58.1089, loss: 0.7653
2022-01-31 08:02:56,670 - mmseg - INFO - Iter [39600/160000]	lr: 2.782e-07, eta: 19:53:43, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3934, decode.acc_seg: 67.7374, aux.loss_seg: 0.2972, aux.acc_seg: 58.9155, loss: 0.6906
2022-01-31 08:03:25,679 - mmseg - INFO - Iter [39650/160000]	lr: 2.781e-07, eta: 19:53:11, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4140, decode.acc_seg: 66.5438, aux.loss_seg: 0.3137, aux.acc_seg: 57.7880, loss: 0.7276
2022-01-31 08:03:54,728 - mmseg - INFO - Iter [39700/160000]	lr: 2.780e-07, eta: 19:52:39, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4317, decode.acc_seg: 67.5293, aux.loss_seg: 0.3115, aux.acc_seg: 58.6470, loss: 0.7431
2022-01-31 08:04:23,844 - mmseg - INFO - Iter [39750/160000]	lr: 2.779e-07, eta: 19:52:07, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4062, decode.acc_seg: 67.7320, aux.loss_seg: 0.3043, aux.acc_seg: 58.5419, loss: 0.7105
2022-01-31 08:04:52,903 - mmseg - INFO - Iter [39800/160000]	lr: 2.778e-07, eta: 19:51:36, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3995, decode.acc_seg: 67.6321, aux.loss_seg: 0.2883, aux.acc_seg: 59.2019, loss: 0.6878
2022-01-31 08:05:22,077 - mmseg - INFO - Iter [39850/160000]	lr: 2.776e-07, eta: 19:51:04, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4250, decode.acc_seg: 66.9184, aux.loss_seg: 0.3240, aux.acc_seg: 57.5931, loss: 0.7490
2022-01-31 08:05:51,228 - mmseg - INFO - Iter [39900/160000]	lr: 2.775e-07, eta: 19:50:33, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4329, decode.acc_seg: 66.7445, aux.loss_seg: 0.3109, aux.acc_seg: 58.5170, loss: 0.7438
2022-01-31 08:06:20,246 - mmseg - INFO - Iter [39950/160000]	lr: 2.774e-07, eta: 19:50:01, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3928, decode.acc_seg: 67.1960, aux.loss_seg: 0.2922, aux.acc_seg: 58.8248, loss: 0.6850
2022-01-31 08:06:49,411 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 08:06:49,413 - mmseg - INFO - Iter [40000/160000]	lr: 2.773e-07, eta: 19:49:29, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3945, decode.acc_seg: 68.4788, aux.loss_seg: 0.2898, aux.acc_seg: 60.1440, loss: 0.6843
2022-01-31 08:07:18,435 - mmseg - INFO - Iter [40050/160000]	lr: 2.772e-07, eta: 19:48:57, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4297, decode.acc_seg: 68.6371, aux.loss_seg: 0.3200, aux.acc_seg: 59.2434, loss: 0.7498
2022-01-31 08:07:47,370 - mmseg - INFO - Iter [40100/160000]	lr: 2.771e-07, eta: 19:48:25, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4163, decode.acc_seg: 67.6685, aux.loss_seg: 0.3179, aux.acc_seg: 58.1208, loss: 0.7342
2022-01-31 08:08:16,565 - mmseg - INFO - Iter [40150/160000]	lr: 2.769e-07, eta: 19:47:54, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4070, decode.acc_seg: 68.2267, aux.loss_seg: 0.2998, aux.acc_seg: 59.3474, loss: 0.7069
2022-01-31 08:08:45,602 - mmseg - INFO - Iter [40200/160000]	lr: 2.768e-07, eta: 19:47:22, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4197, decode.acc_seg: 68.2247, aux.loss_seg: 0.3138, aux.acc_seg: 58.9367, loss: 0.7336
2022-01-31 08:09:14,411 - mmseg - INFO - Iter [40250/160000]	lr: 2.767e-07, eta: 19:46:50, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4228, decode.acc_seg: 67.3979, aux.loss_seg: 0.3198, aux.acc_seg: 57.9382, loss: 0.7426
2022-01-31 08:09:43,332 - mmseg - INFO - Iter [40300/160000]	lr: 2.766e-07, eta: 19:46:18, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4163, decode.acc_seg: 68.7473, aux.loss_seg: 0.3129, aux.acc_seg: 59.3082, loss: 0.7292
2022-01-31 08:10:12,353 - mmseg - INFO - Iter [40350/160000]	lr: 2.765e-07, eta: 19:45:46, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4322, decode.acc_seg: 67.5730, aux.loss_seg: 0.3182, aux.acc_seg: 58.5295, loss: 0.7504
2022-01-31 08:10:41,366 - mmseg - INFO - Iter [40400/160000]	lr: 2.764e-07, eta: 19:45:14, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3926, decode.acc_seg: 68.3256, aux.loss_seg: 0.2905, aux.acc_seg: 59.8363, loss: 0.6831
2022-01-31 08:11:21,662 - mmseg - INFO - Iter [40450/160000]	lr: 2.763e-07, eta: 19:45:15, time: 0.806, data_time: 0.230, memory: 21005, decode.loss_seg: 0.4071, decode.acc_seg: 68.3675, aux.loss_seg: 0.3131, aux.acc_seg: 59.0677, loss: 0.7202
2022-01-31 08:11:50,494 - mmseg - INFO - Iter [40500/160000]	lr: 2.761e-07, eta: 19:44:43, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3974, decode.acc_seg: 69.3020, aux.loss_seg: 0.3193, aux.acc_seg: 59.5393, loss: 0.7167
2022-01-31 08:12:19,896 - mmseg - INFO - Iter [40550/160000]	lr: 2.760e-07, eta: 19:44:12, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4422, decode.acc_seg: 67.1561, aux.loss_seg: 0.3144, aux.acc_seg: 58.9564, loss: 0.7566
2022-01-31 08:12:48,857 - mmseg - INFO - Iter [40600/160000]	lr: 2.759e-07, eta: 19:43:40, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4072, decode.acc_seg: 68.3243, aux.loss_seg: 0.3036, aux.acc_seg: 59.2839, loss: 0.7108
2022-01-31 08:13:17,769 - mmseg - INFO - Iter [40650/160000]	lr: 2.758e-07, eta: 19:43:08, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3994, decode.acc_seg: 69.5749, aux.loss_seg: 0.3102, aux.acc_seg: 59.8308, loss: 0.7096
2022-01-31 08:13:46,839 - mmseg - INFO - Iter [40700/160000]	lr: 2.757e-07, eta: 19:42:36, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4043, decode.acc_seg: 68.7017, aux.loss_seg: 0.2974, aux.acc_seg: 59.7704, loss: 0.7017
2022-01-31 08:14:15,722 - mmseg - INFO - Iter [40750/160000]	lr: 2.756e-07, eta: 19:42:04, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4012, decode.acc_seg: 68.5129, aux.loss_seg: 0.3155, aux.acc_seg: 58.6034, loss: 0.7167
2022-01-31 08:14:44,795 - mmseg - INFO - Iter [40800/160000]	lr: 2.754e-07, eta: 19:41:32, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4148, decode.acc_seg: 68.7616, aux.loss_seg: 0.2998, aux.acc_seg: 60.1908, loss: 0.7146
2022-01-31 08:15:13,915 - mmseg - INFO - Iter [40850/160000]	lr: 2.753e-07, eta: 19:41:01, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4108, decode.acc_seg: 67.8462, aux.loss_seg: 0.3083, aux.acc_seg: 59.1513, loss: 0.7192
2022-01-31 08:15:42,774 - mmseg - INFO - Iter [40900/160000]	lr: 2.752e-07, eta: 19:40:29, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3802, decode.acc_seg: 68.3776, aux.loss_seg: 0.2996, aux.acc_seg: 59.0205, loss: 0.6799
2022-01-31 08:16:11,802 - mmseg - INFO - Iter [40950/160000]	lr: 2.751e-07, eta: 19:39:57, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4185, decode.acc_seg: 67.7468, aux.loss_seg: 0.3120, aux.acc_seg: 58.5926, loss: 0.7305
2022-01-31 08:16:40,916 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 08:16:40,918 - mmseg - INFO - Iter [41000/160000]	lr: 2.750e-07, eta: 19:39:25, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4048, decode.acc_seg: 67.3699, aux.loss_seg: 0.3121, aux.acc_seg: 58.0467, loss: 0.7169
2022-01-31 08:17:09,892 - mmseg - INFO - Iter [41050/160000]	lr: 2.749e-07, eta: 19:38:53, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4494, decode.acc_seg: 66.9946, aux.loss_seg: 0.3353, aux.acc_seg: 56.7738, loss: 0.7847
2022-01-31 08:17:39,147 - mmseg - INFO - Iter [41100/160000]	lr: 2.748e-07, eta: 19:38:22, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3910, decode.acc_seg: 67.4875, aux.loss_seg: 0.3020, aux.acc_seg: 58.1332, loss: 0.6930
2022-01-31 08:18:08,118 - mmseg - INFO - Iter [41150/160000]	lr: 2.746e-07, eta: 19:37:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4077, decode.acc_seg: 68.6224, aux.loss_seg: 0.3138, aux.acc_seg: 59.1980, loss: 0.7215
2022-01-31 08:18:36,954 - mmseg - INFO - Iter [41200/160000]	lr: 2.745e-07, eta: 19:37:18, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3966, decode.acc_seg: 68.1268, aux.loss_seg: 0.3058, aux.acc_seg: 58.7241, loss: 0.7024
2022-01-31 08:19:05,896 - mmseg - INFO - Iter [41250/160000]	lr: 2.744e-07, eta: 19:36:46, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4229, decode.acc_seg: 68.4621, aux.loss_seg: 0.3097, aux.acc_seg: 59.5760, loss: 0.7327
2022-01-31 08:19:34,800 - mmseg - INFO - Iter [41300/160000]	lr: 2.743e-07, eta: 19:36:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4156, decode.acc_seg: 67.2183, aux.loss_seg: 0.3152, aux.acc_seg: 57.9716, loss: 0.7308
2022-01-31 08:20:03,734 - mmseg - INFO - Iter [41350/160000]	lr: 2.742e-07, eta: 19:35:42, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4248, decode.acc_seg: 68.1545, aux.loss_seg: 0.3176, aux.acc_seg: 58.6728, loss: 0.7424
2022-01-31 08:20:32,799 - mmseg - INFO - Iter [41400/160000]	lr: 2.741e-07, eta: 19:35:10, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3875, decode.acc_seg: 68.9525, aux.loss_seg: 0.2975, aux.acc_seg: 60.1610, loss: 0.6850
2022-01-31 08:21:01,794 - mmseg - INFO - Iter [41450/160000]	lr: 2.739e-07, eta: 19:34:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4504, decode.acc_seg: 66.9034, aux.loss_seg: 0.3381, aux.acc_seg: 57.1053, loss: 0.7885
2022-01-31 08:21:30,805 - mmseg - INFO - Iter [41500/160000]	lr: 2.738e-07, eta: 19:34:07, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4007, decode.acc_seg: 67.2728, aux.loss_seg: 0.3002, aux.acc_seg: 58.3822, loss: 0.7008
2022-01-31 08:21:59,857 - mmseg - INFO - Iter [41550/160000]	lr: 2.737e-07, eta: 19:33:35, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3952, decode.acc_seg: 68.4321, aux.loss_seg: 0.3047, aux.acc_seg: 59.0981, loss: 0.6999
2022-01-31 08:22:28,903 - mmseg - INFO - Iter [41600/160000]	lr: 2.736e-07, eta: 19:33:03, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4033, decode.acc_seg: 68.1645, aux.loss_seg: 0.3047, aux.acc_seg: 59.3865, loss: 0.7080
2022-01-31 08:22:58,455 - mmseg - INFO - Iter [41650/160000]	lr: 2.735e-07, eta: 19:32:33, time: 0.591, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4136, decode.acc_seg: 67.4130, aux.loss_seg: 0.3165, aux.acc_seg: 57.5635, loss: 0.7301
2022-01-31 08:23:39,323 - mmseg - INFO - Iter [41700/160000]	lr: 2.734e-07, eta: 19:32:35, time: 0.817, data_time: 0.237, memory: 21005, decode.loss_seg: 0.4312, decode.acc_seg: 68.0843, aux.loss_seg: 0.3351, aux.acc_seg: 58.2274, loss: 0.7663
2022-01-31 08:24:08,006 - mmseg - INFO - Iter [41750/160000]	lr: 2.732e-07, eta: 19:32:02, time: 0.574, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3801, decode.acc_seg: 67.4115, aux.loss_seg: 0.2986, aux.acc_seg: 57.8298, loss: 0.6786
2022-01-31 08:24:36,738 - mmseg - INFO - Iter [41800/160000]	lr: 2.731e-07, eta: 19:31:30, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3977, decode.acc_seg: 67.0862, aux.loss_seg: 0.3115, aux.acc_seg: 57.3489, loss: 0.7092
2022-01-31 08:25:05,612 - mmseg - INFO - Iter [41850/160000]	lr: 2.730e-07, eta: 19:30:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4134, decode.acc_seg: 68.7644, aux.loss_seg: 0.3318, aux.acc_seg: 58.0749, loss: 0.7453
2022-01-31 08:25:34,619 - mmseg - INFO - Iter [41900/160000]	lr: 2.729e-07, eta: 19:30:26, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3916, decode.acc_seg: 68.5778, aux.loss_seg: 0.2977, aux.acc_seg: 59.2494, loss: 0.6893
2022-01-31 08:26:03,686 - mmseg - INFO - Iter [41950/160000]	lr: 2.728e-07, eta: 19:29:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4088, decode.acc_seg: 67.5179, aux.loss_seg: 0.3054, aux.acc_seg: 58.4578, loss: 0.7142
2022-01-31 08:26:32,768 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 08:26:32,769 - mmseg - INFO - Iter [42000/160000]	lr: 2.727e-07, eta: 19:29:23, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4136, decode.acc_seg: 68.9764, aux.loss_seg: 0.2974, aux.acc_seg: 60.8006, loss: 0.7110
2022-01-31 08:27:01,668 - mmseg - INFO - Iter [42050/160000]	lr: 2.726e-07, eta: 19:28:51, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3929, decode.acc_seg: 68.5367, aux.loss_seg: 0.2881, aux.acc_seg: 59.9261, loss: 0.6810
2022-01-31 08:27:30,685 - mmseg - INFO - Iter [42100/160000]	lr: 2.724e-07, eta: 19:28:19, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4037, decode.acc_seg: 68.1665, aux.loss_seg: 0.3122, aux.acc_seg: 58.5697, loss: 0.7159
2022-01-31 08:27:59,816 - mmseg - INFO - Iter [42150/160000]	lr: 2.723e-07, eta: 19:27:47, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4049, decode.acc_seg: 68.2301, aux.loss_seg: 0.3115, aux.acc_seg: 58.3140, loss: 0.7165
2022-01-31 08:28:28,860 - mmseg - INFO - Iter [42200/160000]	lr: 2.722e-07, eta: 19:27:16, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4084, decode.acc_seg: 67.6230, aux.loss_seg: 0.3103, aux.acc_seg: 58.3643, loss: 0.7187
2022-01-31 08:28:57,994 - mmseg - INFO - Iter [42250/160000]	lr: 2.721e-07, eta: 19:26:44, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3819, decode.acc_seg: 68.1281, aux.loss_seg: 0.2969, aux.acc_seg: 58.7435, loss: 0.6788
2022-01-31 08:29:26,944 - mmseg - INFO - Iter [42300/160000]	lr: 2.720e-07, eta: 19:26:12, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4025, decode.acc_seg: 68.3014, aux.loss_seg: 0.3197, aux.acc_seg: 58.4138, loss: 0.7221
2022-01-31 08:29:55,957 - mmseg - INFO - Iter [42350/160000]	lr: 2.719e-07, eta: 19:25:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3907, decode.acc_seg: 68.2024, aux.loss_seg: 0.2906, aux.acc_seg: 59.4438, loss: 0.6813
2022-01-31 08:30:24,834 - mmseg - INFO - Iter [42400/160000]	lr: 2.717e-07, eta: 19:25:09, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4105, decode.acc_seg: 66.9088, aux.loss_seg: 0.3031, aux.acc_seg: 58.3101, loss: 0.7136
2022-01-31 08:30:53,785 - mmseg - INFO - Iter [42450/160000]	lr: 2.716e-07, eta: 19:24:37, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3941, decode.acc_seg: 68.5366, aux.loss_seg: 0.3107, aux.acc_seg: 58.6659, loss: 0.7048
2022-01-31 08:31:22,639 - mmseg - INFO - Iter [42500/160000]	lr: 2.715e-07, eta: 19:24:05, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3876, decode.acc_seg: 69.3184, aux.loss_seg: 0.2966, aux.acc_seg: 60.2533, loss: 0.6841
2022-01-31 08:31:51,514 - mmseg - INFO - Iter [42550/160000]	lr: 2.714e-07, eta: 19:23:33, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4063, decode.acc_seg: 67.4979, aux.loss_seg: 0.3075, aux.acc_seg: 58.6144, loss: 0.7138
2022-01-31 08:32:20,474 - mmseg - INFO - Iter [42600/160000]	lr: 2.713e-07, eta: 19:23:01, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4065, decode.acc_seg: 69.3099, aux.loss_seg: 0.3086, aux.acc_seg: 60.2634, loss: 0.7151
2022-01-31 08:32:49,405 - mmseg - INFO - Iter [42650/160000]	lr: 2.712e-07, eta: 19:22:29, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4178, decode.acc_seg: 68.2771, aux.loss_seg: 0.3201, aux.acc_seg: 58.7625, loss: 0.7379
2022-01-31 08:33:18,263 - mmseg - INFO - Iter [42700/160000]	lr: 2.711e-07, eta: 19:21:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4136, decode.acc_seg: 67.1911, aux.loss_seg: 0.3049, aux.acc_seg: 58.1519, loss: 0.7185
2022-01-31 08:33:47,136 - mmseg - INFO - Iter [42750/160000]	lr: 2.709e-07, eta: 19:21:25, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4248, decode.acc_seg: 67.1841, aux.loss_seg: 0.3016, aux.acc_seg: 59.0288, loss: 0.7264
2022-01-31 08:34:16,447 - mmseg - INFO - Iter [42800/160000]	lr: 2.708e-07, eta: 19:20:54, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4287, decode.acc_seg: 67.1195, aux.loss_seg: 0.3190, aux.acc_seg: 57.9918, loss: 0.7477
2022-01-31 08:34:45,627 - mmseg - INFO - Iter [42850/160000]	lr: 2.707e-07, eta: 19:20:23, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4051, decode.acc_seg: 66.8335, aux.loss_seg: 0.3150, aux.acc_seg: 57.2877, loss: 0.7201
2022-01-31 08:35:14,587 - mmseg - INFO - Iter [42900/160000]	lr: 2.706e-07, eta: 19:19:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4162, decode.acc_seg: 68.7981, aux.loss_seg: 0.3164, aux.acc_seg: 59.8713, loss: 0.7327
2022-01-31 08:35:55,162 - mmseg - INFO - Iter [42950/160000]	lr: 2.705e-07, eta: 19:19:51, time: 0.812, data_time: 0.240, memory: 21005, decode.loss_seg: 0.3940, decode.acc_seg: 67.9820, aux.loss_seg: 0.2933, aux.acc_seg: 59.2652, loss: 0.6873
2022-01-31 08:36:24,033 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 08:36:24,035 - mmseg - INFO - Iter [43000/160000]	lr: 2.704e-07, eta: 19:19:19, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4047, decode.acc_seg: 68.4688, aux.loss_seg: 0.3119, aux.acc_seg: 58.5033, loss: 0.7166
2022-01-31 08:36:52,792 - mmseg - INFO - Iter [43050/160000]	lr: 2.702e-07, eta: 19:18:47, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3688, decode.acc_seg: 68.6124, aux.loss_seg: 0.2814, aux.acc_seg: 59.7931, loss: 0.6502
2022-01-31 08:37:21,617 - mmseg - INFO - Iter [43100/160000]	lr: 2.701e-07, eta: 19:18:14, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3972, decode.acc_seg: 67.8742, aux.loss_seg: 0.3149, aux.acc_seg: 57.8950, loss: 0.7121
2022-01-31 08:37:50,356 - mmseg - INFO - Iter [43150/160000]	lr: 2.700e-07, eta: 19:17:42, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3917, decode.acc_seg: 69.3261, aux.loss_seg: 0.3051, aux.acc_seg: 59.5574, loss: 0.6967
2022-01-31 08:38:19,068 - mmseg - INFO - Iter [43200/160000]	lr: 2.699e-07, eta: 19:17:09, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3895, decode.acc_seg: 68.1151, aux.loss_seg: 0.2990, aux.acc_seg: 58.8452, loss: 0.6885
2022-01-31 08:38:48,013 - mmseg - INFO - Iter [43250/160000]	lr: 2.698e-07, eta: 19:16:38, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4372, decode.acc_seg: 67.9388, aux.loss_seg: 0.3301, aux.acc_seg: 58.6192, loss: 0.7673
2022-01-31 08:39:17,022 - mmseg - INFO - Iter [43300/160000]	lr: 2.697e-07, eta: 19:16:06, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4137, decode.acc_seg: 67.8533, aux.loss_seg: 0.3086, aux.acc_seg: 58.1200, loss: 0.7223
2022-01-31 08:39:45,806 - mmseg - INFO - Iter [43350/160000]	lr: 2.696e-07, eta: 19:15:34, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4027, decode.acc_seg: 67.2446, aux.loss_seg: 0.3085, aux.acc_seg: 57.7894, loss: 0.7113
2022-01-31 08:40:14,679 - mmseg - INFO - Iter [43400/160000]	lr: 2.694e-07, eta: 19:15:02, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3871, decode.acc_seg: 69.0215, aux.loss_seg: 0.3021, aux.acc_seg: 59.5712, loss: 0.6892
2022-01-31 08:40:43,697 - mmseg - INFO - Iter [43450/160000]	lr: 2.693e-07, eta: 19:14:30, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3948, decode.acc_seg: 68.1021, aux.loss_seg: 0.2957, aux.acc_seg: 59.2397, loss: 0.6905
2022-01-31 08:41:12,594 - mmseg - INFO - Iter [43500/160000]	lr: 2.692e-07, eta: 19:13:58, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3921, decode.acc_seg: 67.8602, aux.loss_seg: 0.3160, aux.acc_seg: 57.7922, loss: 0.7081
2022-01-31 08:41:41,489 - mmseg - INFO - Iter [43550/160000]	lr: 2.691e-07, eta: 19:13:26, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4068, decode.acc_seg: 68.6361, aux.loss_seg: 0.3107, aux.acc_seg: 59.0559, loss: 0.7175
2022-01-31 08:42:10,527 - mmseg - INFO - Iter [43600/160000]	lr: 2.690e-07, eta: 19:12:55, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3898, decode.acc_seg: 69.5594, aux.loss_seg: 0.3094, aux.acc_seg: 59.4549, loss: 0.6992
2022-01-31 08:42:39,553 - mmseg - INFO - Iter [43650/160000]	lr: 2.689e-07, eta: 19:12:23, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3770, decode.acc_seg: 70.1227, aux.loss_seg: 0.2971, aux.acc_seg: 60.6220, loss: 0.6742
2022-01-31 08:43:08,528 - mmseg - INFO - Iter [43700/160000]	lr: 2.687e-07, eta: 19:11:52, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3834, decode.acc_seg: 69.0080, aux.loss_seg: 0.2937, aux.acc_seg: 59.9741, loss: 0.6771
2022-01-31 08:43:37,507 - mmseg - INFO - Iter [43750/160000]	lr: 2.686e-07, eta: 19:11:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4020, decode.acc_seg: 68.4601, aux.loss_seg: 0.3036, aux.acc_seg: 59.3437, loss: 0.7056
2022-01-31 08:44:06,470 - mmseg - INFO - Iter [43800/160000]	lr: 2.685e-07, eta: 19:10:48, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4127, decode.acc_seg: 67.6639, aux.loss_seg: 0.3083, aux.acc_seg: 58.7806, loss: 0.7210
2022-01-31 08:44:35,563 - mmseg - INFO - Iter [43850/160000]	lr: 2.684e-07, eta: 19:10:17, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3891, decode.acc_seg: 68.2723, aux.loss_seg: 0.3107, aux.acc_seg: 58.1777, loss: 0.6998
2022-01-31 08:45:04,787 - mmseg - INFO - Iter [43900/160000]	lr: 2.683e-07, eta: 19:09:46, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4387, decode.acc_seg: 67.7982, aux.loss_seg: 0.3161, aux.acc_seg: 58.7742, loss: 0.7548
2022-01-31 08:45:34,012 - mmseg - INFO - Iter [43950/160000]	lr: 2.682e-07, eta: 19:09:15, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3935, decode.acc_seg: 69.6111, aux.loss_seg: 0.3031, aux.acc_seg: 60.4784, loss: 0.6966
2022-01-31 08:46:03,058 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 08:46:03,060 - mmseg - INFO - Iter [44000/160000]	lr: 2.680e-07, eta: 19:08:43, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3704, decode.acc_seg: 68.5912, aux.loss_seg: 0.2882, aux.acc_seg: 59.2620, loss: 0.6586
2022-01-31 08:46:31,996 - mmseg - INFO - Iter [44050/160000]	lr: 2.679e-07, eta: 19:08:12, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4107, decode.acc_seg: 67.3959, aux.loss_seg: 0.3130, aux.acc_seg: 58.2351, loss: 0.7237
2022-01-31 08:47:01,073 - mmseg - INFO - Iter [44100/160000]	lr: 2.678e-07, eta: 19:07:40, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4102, decode.acc_seg: 69.2371, aux.loss_seg: 0.3158, aux.acc_seg: 59.7485, loss: 0.7261
2022-01-31 08:47:29,822 - mmseg - INFO - Iter [44150/160000]	lr: 2.677e-07, eta: 19:07:08, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3903, decode.acc_seg: 69.6208, aux.loss_seg: 0.3066, aux.acc_seg: 59.8368, loss: 0.6969
2022-01-31 08:47:58,819 - mmseg - INFO - Iter [44200/160000]	lr: 2.676e-07, eta: 19:06:36, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3882, decode.acc_seg: 68.7480, aux.loss_seg: 0.2988, aux.acc_seg: 59.6226, loss: 0.6870
2022-01-31 08:48:40,638 - mmseg - INFO - Iter [44250/160000]	lr: 2.675e-07, eta: 19:06:39, time: 0.837, data_time: 0.267, memory: 21005, decode.loss_seg: 0.3729, decode.acc_seg: 68.2650, aux.loss_seg: 0.2874, aux.acc_seg: 59.5053, loss: 0.6603
2022-01-31 08:49:09,248 - mmseg - INFO - Iter [44300/160000]	lr: 2.674e-07, eta: 19:06:06, time: 0.572, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3706, decode.acc_seg: 69.2685, aux.loss_seg: 0.2898, aux.acc_seg: 60.1221, loss: 0.6604
2022-01-31 08:49:38,245 - mmseg - INFO - Iter [44350/160000]	lr: 2.672e-07, eta: 19:05:34, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3779, decode.acc_seg: 68.8644, aux.loss_seg: 0.3022, aux.acc_seg: 58.7323, loss: 0.6801
2022-01-31 08:50:07,203 - mmseg - INFO - Iter [44400/160000]	lr: 2.671e-07, eta: 19:05:03, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3725, decode.acc_seg: 69.1078, aux.loss_seg: 0.2881, aux.acc_seg: 60.2242, loss: 0.6607
2022-01-31 08:50:36,221 - mmseg - INFO - Iter [44450/160000]	lr: 2.670e-07, eta: 19:04:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4098, decode.acc_seg: 67.9626, aux.loss_seg: 0.3214, aux.acc_seg: 57.9475, loss: 0.7312
2022-01-31 08:51:05,089 - mmseg - INFO - Iter [44500/160000]	lr: 2.669e-07, eta: 19:03:59, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4223, decode.acc_seg: 67.2286, aux.loss_seg: 0.3157, aux.acc_seg: 58.2026, loss: 0.7380
2022-01-31 08:51:33,909 - mmseg - INFO - Iter [44550/160000]	lr: 2.668e-07, eta: 19:03:27, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3792, decode.acc_seg: 68.7520, aux.loss_seg: 0.3084, aux.acc_seg: 59.0108, loss: 0.6876
2022-01-31 08:52:02,735 - mmseg - INFO - Iter [44600/160000]	lr: 2.667e-07, eta: 19:02:55, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4101, decode.acc_seg: 66.6029, aux.loss_seg: 0.3163, aux.acc_seg: 56.9907, loss: 0.7264
2022-01-31 08:52:31,739 - mmseg - INFO - Iter [44650/160000]	lr: 2.665e-07, eta: 19:02:24, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3945, decode.acc_seg: 69.0488, aux.loss_seg: 0.3048, aux.acc_seg: 60.0415, loss: 0.6994
2022-01-31 08:53:00,838 - mmseg - INFO - Iter [44700/160000]	lr: 2.664e-07, eta: 19:01:52, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3734, decode.acc_seg: 69.6721, aux.loss_seg: 0.3000, aux.acc_seg: 60.5997, loss: 0.6734
2022-01-31 08:53:29,805 - mmseg - INFO - Iter [44750/160000]	lr: 2.663e-07, eta: 19:01:21, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3949, decode.acc_seg: 67.9294, aux.loss_seg: 0.3066, aux.acc_seg: 58.1169, loss: 0.7015
2022-01-31 08:53:58,823 - mmseg - INFO - Iter [44800/160000]	lr: 2.662e-07, eta: 19:00:49, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3886, decode.acc_seg: 67.4490, aux.loss_seg: 0.2982, aux.acc_seg: 58.2110, loss: 0.6868
2022-01-31 08:54:27,900 - mmseg - INFO - Iter [44850/160000]	lr: 2.661e-07, eta: 19:00:18, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4027, decode.acc_seg: 68.5393, aux.loss_seg: 0.3005, aux.acc_seg: 59.5628, loss: 0.7032
2022-01-31 08:54:56,929 - mmseg - INFO - Iter [44900/160000]	lr: 2.660e-07, eta: 18:59:46, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4170, decode.acc_seg: 67.1247, aux.loss_seg: 0.3059, aux.acc_seg: 58.2500, loss: 0.7229
2022-01-31 08:55:26,005 - mmseg - INFO - Iter [44950/160000]	lr: 2.659e-07, eta: 18:59:15, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3876, decode.acc_seg: 68.7419, aux.loss_seg: 0.2982, aux.acc_seg: 59.5370, loss: 0.6859
2022-01-31 08:55:54,992 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 08:55:54,993 - mmseg - INFO - Iter [45000/160000]	lr: 2.657e-07, eta: 18:58:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3873, decode.acc_seg: 68.9004, aux.loss_seg: 0.3102, aux.acc_seg: 58.8181, loss: 0.6975
2022-01-31 08:56:24,318 - mmseg - INFO - Iter [45050/160000]	lr: 2.656e-07, eta: 18:58:13, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3911, decode.acc_seg: 69.1738, aux.loss_seg: 0.3043, aux.acc_seg: 59.0929, loss: 0.6954
2022-01-31 08:56:53,453 - mmseg - INFO - Iter [45100/160000]	lr: 2.655e-07, eta: 18:57:42, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3952, decode.acc_seg: 67.6582, aux.loss_seg: 0.3010, aux.acc_seg: 58.6743, loss: 0.6962
2022-01-31 08:57:22,280 - mmseg - INFO - Iter [45150/160000]	lr: 2.654e-07, eta: 18:57:10, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3673, decode.acc_seg: 69.4568, aux.loss_seg: 0.2929, aux.acc_seg: 60.1621, loss: 0.6602
2022-01-31 08:57:51,320 - mmseg - INFO - Iter [45200/160000]	lr: 2.653e-07, eta: 18:56:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3900, decode.acc_seg: 67.1107, aux.loss_seg: 0.3098, aux.acc_seg: 57.7495, loss: 0.6997
2022-01-31 08:58:20,529 - mmseg - INFO - Iter [45250/160000]	lr: 2.652e-07, eta: 18:56:07, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4065, decode.acc_seg: 68.9220, aux.loss_seg: 0.3102, aux.acc_seg: 59.4491, loss: 0.7166
2022-01-31 08:58:49,562 - mmseg - INFO - Iter [45300/160000]	lr: 2.650e-07, eta: 18:55:36, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4087, decode.acc_seg: 67.0929, aux.loss_seg: 0.3009, aux.acc_seg: 58.1231, loss: 0.7096
2022-01-31 08:59:18,596 - mmseg - INFO - Iter [45350/160000]	lr: 2.649e-07, eta: 18:55:05, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3888, decode.acc_seg: 68.7542, aux.loss_seg: 0.2994, aux.acc_seg: 59.6701, loss: 0.6881
2022-01-31 08:59:47,646 - mmseg - INFO - Iter [45400/160000]	lr: 2.648e-07, eta: 18:54:33, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4128, decode.acc_seg: 67.0462, aux.loss_seg: 0.3149, aux.acc_seg: 57.8363, loss: 0.7277
2022-01-31 09:00:16,681 - mmseg - INFO - Iter [45450/160000]	lr: 2.647e-07, eta: 18:54:02, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3966, decode.acc_seg: 67.6407, aux.loss_seg: 0.3084, aux.acc_seg: 58.1976, loss: 0.7050
2022-01-31 09:00:57,353 - mmseg - INFO - Iter [45500/160000]	lr: 2.646e-07, eta: 18:54:00, time: 0.813, data_time: 0.241, memory: 21005, decode.loss_seg: 0.3792, decode.acc_seg: 68.9048, aux.loss_seg: 0.3016, aux.acc_seg: 59.0267, loss: 0.6808
2022-01-31 09:01:26,292 - mmseg - INFO - Iter [45550/160000]	lr: 2.645e-07, eta: 18:53:28, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3728, decode.acc_seg: 68.4577, aux.loss_seg: 0.2965, aux.acc_seg: 59.3398, loss: 0.6693
2022-01-31 09:01:55,236 - mmseg - INFO - Iter [45600/160000]	lr: 2.644e-07, eta: 18:52:56, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3832, decode.acc_seg: 69.4274, aux.loss_seg: 0.3009, aux.acc_seg: 60.1457, loss: 0.6841
2022-01-31 09:02:24,317 - mmseg - INFO - Iter [45650/160000]	lr: 2.642e-07, eta: 18:52:25, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3726, decode.acc_seg: 68.7414, aux.loss_seg: 0.2913, aux.acc_seg: 59.2129, loss: 0.6639
2022-01-31 09:02:53,140 - mmseg - INFO - Iter [45700/160000]	lr: 2.641e-07, eta: 18:51:53, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3770, decode.acc_seg: 68.8071, aux.loss_seg: 0.3037, aux.acc_seg: 58.9385, loss: 0.6807
2022-01-31 09:03:22,136 - mmseg - INFO - Iter [45750/160000]	lr: 2.640e-07, eta: 18:51:22, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3898, decode.acc_seg: 69.5220, aux.loss_seg: 0.3153, aux.acc_seg: 59.6690, loss: 0.7050
2022-01-31 09:03:51,094 - mmseg - INFO - Iter [45800/160000]	lr: 2.639e-07, eta: 18:50:50, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4008, decode.acc_seg: 68.9085, aux.loss_seg: 0.3112, aux.acc_seg: 59.3396, loss: 0.7120
2022-01-31 09:04:19,891 - mmseg - INFO - Iter [45850/160000]	lr: 2.638e-07, eta: 18:50:18, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3954, decode.acc_seg: 68.9931, aux.loss_seg: 0.3198, aux.acc_seg: 58.5259, loss: 0.7152
2022-01-31 09:04:48,810 - mmseg - INFO - Iter [45900/160000]	lr: 2.637e-07, eta: 18:49:47, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3993, decode.acc_seg: 69.3930, aux.loss_seg: 0.3145, aux.acc_seg: 59.8192, loss: 0.7138
2022-01-31 09:05:17,776 - mmseg - INFO - Iter [45950/160000]	lr: 2.635e-07, eta: 18:49:15, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3920, decode.acc_seg: 68.5220, aux.loss_seg: 0.2994, aux.acc_seg: 59.6055, loss: 0.6915
2022-01-31 09:05:46,828 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 09:05:46,830 - mmseg - INFO - Iter [46000/160000]	lr: 2.634e-07, eta: 18:48:44, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3795, decode.acc_seg: 68.3979, aux.loss_seg: 0.3022, aux.acc_seg: 58.6879, loss: 0.6817
2022-01-31 09:06:15,531 - mmseg - INFO - Iter [46050/160000]	lr: 2.633e-07, eta: 18:48:12, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3650, decode.acc_seg: 68.8980, aux.loss_seg: 0.2938, aux.acc_seg: 59.1759, loss: 0.6588
2022-01-31 09:06:44,347 - mmseg - INFO - Iter [46100/160000]	lr: 2.632e-07, eta: 18:47:40, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3691, decode.acc_seg: 67.7439, aux.loss_seg: 0.2928, aux.acc_seg: 58.2648, loss: 0.6620
2022-01-31 09:07:13,507 - mmseg - INFO - Iter [46150/160000]	lr: 2.631e-07, eta: 18:47:09, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3868, decode.acc_seg: 68.6335, aux.loss_seg: 0.2884, aux.acc_seg: 59.8858, loss: 0.6752
2022-01-31 09:07:42,862 - mmseg - INFO - Iter [46200/160000]	lr: 2.630e-07, eta: 18:46:38, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3993, decode.acc_seg: 67.8019, aux.loss_seg: 0.3004, aux.acc_seg: 59.0642, loss: 0.6998
2022-01-31 09:08:11,924 - mmseg - INFO - Iter [46250/160000]	lr: 2.629e-07, eta: 18:46:07, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3891, decode.acc_seg: 67.9755, aux.loss_seg: 0.3107, aux.acc_seg: 57.8752, loss: 0.6998
2022-01-31 09:08:40,882 - mmseg - INFO - Iter [46300/160000]	lr: 2.627e-07, eta: 18:45:35, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3842, decode.acc_seg: 68.4255, aux.loss_seg: 0.3075, aux.acc_seg: 58.4119, loss: 0.6916
2022-01-31 09:09:10,006 - mmseg - INFO - Iter [46350/160000]	lr: 2.626e-07, eta: 18:45:04, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3856, decode.acc_seg: 68.9055, aux.loss_seg: 0.3012, aux.acc_seg: 59.5129, loss: 0.6868
2022-01-31 09:09:39,045 - mmseg - INFO - Iter [46400/160000]	lr: 2.625e-07, eta: 18:44:33, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3876, decode.acc_seg: 68.1614, aux.loss_seg: 0.3114, aux.acc_seg: 57.6443, loss: 0.6990
2022-01-31 09:10:08,039 - mmseg - INFO - Iter [46450/160000]	lr: 2.624e-07, eta: 18:44:01, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4023, decode.acc_seg: 68.8394, aux.loss_seg: 0.3087, aux.acc_seg: 59.3424, loss: 0.7111
2022-01-31 09:10:37,261 - mmseg - INFO - Iter [46500/160000]	lr: 2.623e-07, eta: 18:43:31, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3879, decode.acc_seg: 67.7918, aux.loss_seg: 0.2929, aux.acc_seg: 58.9320, loss: 0.6809
2022-01-31 09:11:06,187 - mmseg - INFO - Iter [46550/160000]	lr: 2.622e-07, eta: 18:42:59, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4204, decode.acc_seg: 68.4736, aux.loss_seg: 0.3190, aux.acc_seg: 58.4571, loss: 0.7394
2022-01-31 09:11:35,177 - mmseg - INFO - Iter [46600/160000]	lr: 2.620e-07, eta: 18:42:28, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3953, decode.acc_seg: 69.2702, aux.loss_seg: 0.3255, aux.acc_seg: 58.2587, loss: 0.7209
2022-01-31 09:12:04,068 - mmseg - INFO - Iter [46650/160000]	lr: 2.619e-07, eta: 18:41:56, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.4348, decode.acc_seg: 67.6858, aux.loss_seg: 0.3244, aux.acc_seg: 57.8958, loss: 0.7592
2022-01-31 09:12:32,995 - mmseg - INFO - Iter [46700/160000]	lr: 2.618e-07, eta: 18:41:24, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3924, decode.acc_seg: 68.1320, aux.loss_seg: 0.3009, aux.acc_seg: 58.9020, loss: 0.6934
2022-01-31 09:13:14,002 - mmseg - INFO - Iter [46750/160000]	lr: 2.617e-07, eta: 18:41:22, time: 0.821, data_time: 0.246, memory: 21005, decode.loss_seg: 0.3629, decode.acc_seg: 68.6769, aux.loss_seg: 0.2919, aux.acc_seg: 59.5740, loss: 0.6548
2022-01-31 09:13:42,788 - mmseg - INFO - Iter [46800/160000]	lr: 2.616e-07, eta: 18:40:50, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3858, decode.acc_seg: 67.2618, aux.loss_seg: 0.3085, aux.acc_seg: 57.2072, loss: 0.6943
2022-01-31 09:14:11,598 - mmseg - INFO - Iter [46850/160000]	lr: 2.615e-07, eta: 18:40:18, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3648, decode.acc_seg: 68.3746, aux.loss_seg: 0.2852, aux.acc_seg: 58.9617, loss: 0.6500
2022-01-31 09:14:40,478 - mmseg - INFO - Iter [46900/160000]	lr: 2.613e-07, eta: 18:39:47, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3508, decode.acc_seg: 70.5083, aux.loss_seg: 0.2977, aux.acc_seg: 60.5081, loss: 0.6486
2022-01-31 09:15:09,221 - mmseg - INFO - Iter [46950/160000]	lr: 2.612e-07, eta: 18:39:15, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3731, decode.acc_seg: 68.5112, aux.loss_seg: 0.2947, aux.acc_seg: 59.1954, loss: 0.6678
2022-01-31 09:15:38,185 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 09:15:38,187 - mmseg - INFO - Iter [47000/160000]	lr: 2.611e-07, eta: 18:38:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3986, decode.acc_seg: 67.8200, aux.loss_seg: 0.3204, aux.acc_seg: 57.3869, loss: 0.7190
2022-01-31 09:16:06,937 - mmseg - INFO - Iter [47050/160000]	lr: 2.610e-07, eta: 18:38:11, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3809, decode.acc_seg: 69.4052, aux.loss_seg: 0.2906, aux.acc_seg: 60.8633, loss: 0.6715
2022-01-31 09:16:36,071 - mmseg - INFO - Iter [47100/160000]	lr: 2.609e-07, eta: 18:37:40, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3740, decode.acc_seg: 68.0916, aux.loss_seg: 0.3037, aux.acc_seg: 58.3689, loss: 0.6777
2022-01-31 09:17:05,022 - mmseg - INFO - Iter [47150/160000]	lr: 2.608e-07, eta: 18:37:09, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3859, decode.acc_seg: 68.5041, aux.loss_seg: 0.3052, aux.acc_seg: 58.5935, loss: 0.6911
2022-01-31 09:17:33,921 - mmseg - INFO - Iter [47200/160000]	lr: 2.607e-07, eta: 18:36:37, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3853, decode.acc_seg: 67.5919, aux.loss_seg: 0.2985, aux.acc_seg: 58.4693, loss: 0.6838
2022-01-31 09:18:03,133 - mmseg - INFO - Iter [47250/160000]	lr: 2.605e-07, eta: 18:36:06, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3726, decode.acc_seg: 70.0686, aux.loss_seg: 0.3092, aux.acc_seg: 59.4236, loss: 0.6818
2022-01-31 09:18:32,390 - mmseg - INFO - Iter [47300/160000]	lr: 2.604e-07, eta: 18:35:35, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3697, decode.acc_seg: 69.0403, aux.loss_seg: 0.2970, aux.acc_seg: 59.2681, loss: 0.6666
2022-01-31 09:19:01,743 - mmseg - INFO - Iter [47350/160000]	lr: 2.603e-07, eta: 18:35:05, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4056, decode.acc_seg: 68.8617, aux.loss_seg: 0.3152, aux.acc_seg: 58.8721, loss: 0.7208
2022-01-31 09:19:30,725 - mmseg - INFO - Iter [47400/160000]	lr: 2.602e-07, eta: 18:34:33, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4015, decode.acc_seg: 68.8992, aux.loss_seg: 0.3086, aux.acc_seg: 59.4398, loss: 0.7101
2022-01-31 09:19:59,693 - mmseg - INFO - Iter [47450/160000]	lr: 2.601e-07, eta: 18:34:02, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4156, decode.acc_seg: 68.8379, aux.loss_seg: 0.3187, aux.acc_seg: 58.8613, loss: 0.7342
2022-01-31 09:20:28,539 - mmseg - INFO - Iter [47500/160000]	lr: 2.600e-07, eta: 18:33:30, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3669, decode.acc_seg: 69.4127, aux.loss_seg: 0.2965, aux.acc_seg: 59.8776, loss: 0.6634
2022-01-31 09:20:57,446 - mmseg - INFO - Iter [47550/160000]	lr: 2.598e-07, eta: 18:32:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3804, decode.acc_seg: 67.7641, aux.loss_seg: 0.2958, aux.acc_seg: 58.5652, loss: 0.6762
2022-01-31 09:21:26,508 - mmseg - INFO - Iter [47600/160000]	lr: 2.597e-07, eta: 18:32:28, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3850, decode.acc_seg: 68.3093, aux.loss_seg: 0.2967, aux.acc_seg: 59.3782, loss: 0.6817
2022-01-31 09:21:55,515 - mmseg - INFO - Iter [47650/160000]	lr: 2.596e-07, eta: 18:31:56, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3686, decode.acc_seg: 67.9064, aux.loss_seg: 0.2907, aux.acc_seg: 59.2436, loss: 0.6593
2022-01-31 09:22:24,453 - mmseg - INFO - Iter [47700/160000]	lr: 2.595e-07, eta: 18:31:25, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4058, decode.acc_seg: 68.1755, aux.loss_seg: 0.2985, aux.acc_seg: 59.2067, loss: 0.7043
2022-01-31 09:22:53,212 - mmseg - INFO - Iter [47750/160000]	lr: 2.594e-07, eta: 18:30:53, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3975, decode.acc_seg: 69.8539, aux.loss_seg: 0.3041, aux.acc_seg: 60.2670, loss: 0.7016
2022-01-31 09:23:22,301 - mmseg - INFO - Iter [47800/160000]	lr: 2.593e-07, eta: 18:30:22, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3829, decode.acc_seg: 67.8873, aux.loss_seg: 0.2951, aux.acc_seg: 58.8678, loss: 0.6780
2022-01-31 09:23:51,333 - mmseg - INFO - Iter [47850/160000]	lr: 2.592e-07, eta: 18:29:51, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3458, decode.acc_seg: 67.9568, aux.loss_seg: 0.2698, aux.acc_seg: 59.6756, loss: 0.6156
2022-01-31 09:24:20,280 - mmseg - INFO - Iter [47900/160000]	lr: 2.590e-07, eta: 18:29:19, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3839, decode.acc_seg: 69.0413, aux.loss_seg: 0.3017, aux.acc_seg: 59.5563, loss: 0.6856
2022-01-31 09:24:49,116 - mmseg - INFO - Iter [47950/160000]	lr: 2.589e-07, eta: 18:28:47, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3967, decode.acc_seg: 69.2624, aux.loss_seg: 0.3061, aux.acc_seg: 59.8551, loss: 0.7027
2022-01-31 09:25:29,298 - mmseg - INFO - Saving checkpoint at 48000 iterations
2022-01-31 09:27:01,899 - mmseg - INFO - per class results:
2022-01-31 09:27:01,908 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 76.48 | 87.93 |
| building            | 82.69 | 92.72 |
| sky                 | 94.24 | 97.3  |
| floor               | 80.84 | 88.91 |
| tree                | 73.53 | 88.61 |
| ceiling             | 82.18 | 91.75 |
| road                | 82.35 | 91.01 |
| bed                 | 87.1  | 95.67 |
| windowpane          | 60.8  | 77.7  |
| grass               | 68.02 | 78.59 |
| cabinet             | 57.02 | 69.83 |
| sidewalk            | 60.16 | 77.89 |
| person              | 79.95 | 90.64 |
| earth               | 36.72 | 51.59 |
| door                | 44.56 | 55.83 |
| table               | 57.07 | 74.75 |
| mountain            | 54.46 | 68.35 |
| plant               | 49.29 | 58.21 |
| curtain             | 72.6  | 84.54 |
| chair               | 53.59 | 72.36 |
| car                 | 84.21 | 91.94 |
| water               | 56.15 | 70.95 |
| painting            | 69.4  | 85.86 |
| sofa                | 62.11 | 83.75 |
| shelf               | 40.67 | 59.9  |
| house               | 49.78 | 65.56 |
| sea                 | 64.45 | 80.75 |
| mirror              | 64.9  | 71.97 |
| rug                 | 66.05 | 79.82 |
| field               | 34.36 | 54.22 |
| armchair            | 35.36 | 45.85 |
| seat                | 64.85 | 84.01 |
| fence               | 40.1  | 54.4  |
| desk                | 42.83 | 67.9  |
| rock                | 38.53 | 63.12 |
| wardrobe            | 47.96 | 67.62 |
| lamp                | 55.24 | 67.15 |
| bathtub             | 76.33 | 82.59 |
| railing             | 26.24 | 32.38 |
| cushion             | 52.95 | 66.73 |
| base                | 20.28 | 23.57 |
| box                 | 22.93 | 30.5  |
| column              | 46.12 | 61.55 |
| signboard           | 36.02 | 47.36 |
| chest of drawers    | 37.82 | 61.87 |
| counter             | 32.07 | 47.66 |
| sand                | 39.7  | 53.07 |
| sink                | 64.31 | 75.57 |
| skyscraper          | 65.38 | 81.42 |
| fireplace           | 69.9  | 83.55 |
| refrigerator        | 63.11 | 77.01 |
| grandstand          | 42.94 | 75.56 |
| path                | 18.84 | 26.65 |
| stairs              | 16.0  | 17.51 |
| runway              | 74.55 | 92.18 |
| case                | 57.53 | 79.33 |
| pool table          | 87.73 | 97.51 |
| pillow              | 55.74 | 71.23 |
| screen door         | 65.24 | 68.56 |
| stairway            | 28.01 | 46.13 |
| river               | 9.73  | 22.07 |
| bridge              | 61.59 | 74.85 |
| bookcase            | 36.21 | 60.92 |
| blind               | 43.35 | 54.71 |
| coffee table        | 57.51 | 83.31 |
| toilet              | 79.58 | 90.26 |
| flower              | 34.53 | 57.6  |
| book                | 48.49 | 66.23 |
| hill                | 7.04  | 10.73 |
| bench               | 39.23 | 53.14 |
| countertop          | 50.17 | 59.75 |
| stove               | 67.32 | 77.07 |
| palm                | 49.49 | 69.32 |
| kitchen island      | 36.97 | 79.54 |
| computer            | 57.91 | 69.58 |
| swivel chair        | 41.89 | 57.96 |
| boat                | 39.96 | 51.41 |
| bar                 | 49.16 | 58.13 |
| arcade machine      | 74.07 | 85.72 |
| hovel               | 49.5  | 60.83 |
| bus                 | 87.15 | 93.15 |
| towel               | 59.42 | 72.58 |
| light               | 40.02 | 42.14 |
| truck               | 29.63 | 42.99 |
| tower               | 30.19 | 38.31 |
| chandelier          | 61.43 | 73.83 |
| awning              | 21.73 | 24.94 |
| streetlight         | 19.95 | 25.09 |
| booth               | 37.29 | 38.56 |
| television receiver | 58.07 | 75.25 |
| airplane            | 56.04 | 62.99 |
| dirt track          | 0.0   | 0.0   |
| apparel             | 35.35 | 49.67 |
| pole                | 21.99 | 30.71 |
| land                | 7.75  | 13.02 |
| bannister           | 6.91  | 8.87  |
| escalator           | 44.74 | 60.43 |
| ottoman             | 41.92 | 56.15 |
| bottle              | 29.81 | 37.83 |
| buffet              | 45.68 | 61.42 |
| poster              | 25.82 | 30.8  |
| stage               | 11.28 | 18.97 |
| van                 | 39.6  | 53.69 |
| ship                | 63.01 | 92.33 |
| fountain            | 8.34  | 9.59  |
| conveyer belt       | 62.98 | 91.24 |
| canopy              | 26.63 | 29.59 |
| washer              | 57.74 | 66.16 |
| plaything           | 29.51 | 51.17 |
| swimming pool       | 33.18 | 46.1  |
| stool               | 32.62 | 42.48 |
| barrel              | 20.8  | 64.73 |
| basket              | 19.32 | 25.87 |
| waterfall           | 80.16 | 93.7  |
| tent                | 84.43 | 99.11 |
| bag                 | 12.36 | 15.42 |
| minibike            | 62.93 | 72.18 |
| cradle              | 78.51 | 97.64 |
| oven                | 26.74 | 48.98 |
| ball                | 47.6  | 60.74 |
| food                | 54.32 | 64.17 |
| step                | 5.93  | 6.27  |
| tank                | 47.45 | 51.96 |
| trade name          | 23.36 | 25.34 |
| microwave           | 36.39 | 40.99 |
| pot                 | 36.3  | 41.06 |
| animal              | 62.62 | 66.96 |
| bicycle             | 46.35 | 62.3  |
| lake                | 52.41 | 62.4  |
| dishwasher          | 51.64 | 71.5  |
| screen              | 57.68 | 86.06 |
| blanket             | 9.42  | 10.0  |
| sculpture           | 45.06 | 53.0  |
| hood                | 53.39 | 60.79 |
| sconce              | 33.39 | 37.94 |
| vase                | 29.57 | 39.29 |
| traffic light       | 27.86 | 44.8  |
| tray                | 7.25  | 14.83 |
| ashcan              | 30.5  | 40.03 |
| fan                 | 47.64 | 55.05 |
| pier                | 28.0  | 37.32 |
| crt screen          | 0.1   | 0.21  |
| plate               | 52.84 | 64.36 |
| monitor             | 30.16 | 37.42 |
| bulletin board      | 40.06 | 46.44 |
| shower              | 0.0   | 0.0   |
| radiator            | 52.95 | 57.61 |
| glass               | 6.88  | 7.3   |
| clock               | 22.95 | 25.02 |
| flag                | 38.96 | 42.64 |
+---------------------+-------+-------+
2022-01-31 09:27:01,909 - mmseg - INFO - Summary:
2022-01-31 09:27:01,911 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 45.96 | 58.02 | 82.19 |
+--------+-------+-------+-------+
2022-01-31 09:27:01,929 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 09:27:01,930 - mmseg - INFO - Iter(val) [48000]	mIoU: 0.4596, mAcc: 0.5802, aAcc: 0.8219
2022-01-31 09:27:30,618 - mmseg - INFO - Iter [48050/160000]	lr: 2.587e-07, eta: 18:29:43, time: 2.176, data_time: 1.607, memory: 21005, decode.loss_seg: 0.3947, decode.acc_seg: 70.0165, aux.loss_seg: 0.3092, aux.acc_seg: 60.3658, loss: 0.7039
2022-01-31 09:27:59,208 - mmseg - INFO - Iter [48100/160000]	lr: 2.586e-07, eta: 18:29:11, time: 0.572, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3669, decode.acc_seg: 69.7164, aux.loss_seg: 0.2907, aux.acc_seg: 60.5035, loss: 0.6577
2022-01-31 09:28:27,976 - mmseg - INFO - Iter [48150/160000]	lr: 2.585e-07, eta: 18:28:39, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3531, decode.acc_seg: 69.0563, aux.loss_seg: 0.2920, aux.acc_seg: 59.6777, loss: 0.6452
2022-01-31 09:28:56,853 - mmseg - INFO - Iter [48200/160000]	lr: 2.583e-07, eta: 18:28:07, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3629, decode.acc_seg: 70.3570, aux.loss_seg: 0.2900, aux.acc_seg: 60.5609, loss: 0.6529
2022-01-31 09:29:25,870 - mmseg - INFO - Iter [48250/160000]	lr: 2.582e-07, eta: 18:27:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3758, decode.acc_seg: 68.6414, aux.loss_seg: 0.3055, aux.acc_seg: 58.6310, loss: 0.6813
2022-01-31 09:29:54,860 - mmseg - INFO - Iter [48300/160000]	lr: 2.581e-07, eta: 18:27:04, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3849, decode.acc_seg: 68.9347, aux.loss_seg: 0.3048, aux.acc_seg: 59.3178, loss: 0.6897
2022-01-31 09:30:23,932 - mmseg - INFO - Iter [48350/160000]	lr: 2.580e-07, eta: 18:26:33, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3553, decode.acc_seg: 69.9250, aux.loss_seg: 0.2912, aux.acc_seg: 60.0305, loss: 0.6464
2022-01-31 09:30:53,460 - mmseg - INFO - Iter [48400/160000]	lr: 2.579e-07, eta: 18:26:03, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3695, decode.acc_seg: 67.6453, aux.loss_seg: 0.2885, aux.acc_seg: 58.7828, loss: 0.6580
2022-01-31 09:31:22,537 - mmseg - INFO - Iter [48450/160000]	lr: 2.578e-07, eta: 18:25:32, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3715, decode.acc_seg: 68.7307, aux.loss_seg: 0.3025, aux.acc_seg: 59.1893, loss: 0.6739
2022-01-31 09:31:51,637 - mmseg - INFO - Iter [48500/160000]	lr: 2.577e-07, eta: 18:25:00, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3574, decode.acc_seg: 69.0639, aux.loss_seg: 0.2846, aux.acc_seg: 59.9713, loss: 0.6420
2022-01-31 09:32:20,632 - mmseg - INFO - Iter [48550/160000]	lr: 2.575e-07, eta: 18:24:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3814, decode.acc_seg: 68.4598, aux.loss_seg: 0.3056, aux.acc_seg: 58.8578, loss: 0.6869
2022-01-31 09:32:49,658 - mmseg - INFO - Iter [48600/160000]	lr: 2.574e-07, eta: 18:23:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3607, decode.acc_seg: 68.8745, aux.loss_seg: 0.2951, aux.acc_seg: 59.0408, loss: 0.6558
2022-01-31 09:33:18,540 - mmseg - INFO - Iter [48650/160000]	lr: 2.573e-07, eta: 18:23:26, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3411, decode.acc_seg: 69.8250, aux.loss_seg: 0.2809, aux.acc_seg: 60.3038, loss: 0.6220
2022-01-31 09:33:47,505 - mmseg - INFO - Iter [48700/160000]	lr: 2.572e-07, eta: 18:22:54, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3690, decode.acc_seg: 69.4857, aux.loss_seg: 0.2952, aux.acc_seg: 59.9292, loss: 0.6642
2022-01-31 09:34:16,547 - mmseg - INFO - Iter [48750/160000]	lr: 2.571e-07, eta: 18:22:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3918, decode.acc_seg: 69.0757, aux.loss_seg: 0.2984, aux.acc_seg: 59.6112, loss: 0.6903
2022-01-31 09:34:45,556 - mmseg - INFO - Iter [48800/160000]	lr: 2.570e-07, eta: 18:21:52, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4033, decode.acc_seg: 68.2099, aux.loss_seg: 0.3264, aux.acc_seg: 57.7381, loss: 0.7297
2022-01-31 09:35:14,565 - mmseg - INFO - Iter [48850/160000]	lr: 2.568e-07, eta: 18:21:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4125, decode.acc_seg: 69.0299, aux.loss_seg: 0.3126, aux.acc_seg: 59.3166, loss: 0.7251
2022-01-31 09:35:43,558 - mmseg - INFO - Iter [48900/160000]	lr: 2.567e-07, eta: 18:20:49, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4014, decode.acc_seg: 67.4771, aux.loss_seg: 0.3060, aux.acc_seg: 57.9670, loss: 0.7074
2022-01-31 09:36:12,401 - mmseg - INFO - Iter [48950/160000]	lr: 2.566e-07, eta: 18:20:17, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3708, decode.acc_seg: 69.1506, aux.loss_seg: 0.2915, aux.acc_seg: 59.6963, loss: 0.6624
2022-01-31 09:36:41,363 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 09:36:41,365 - mmseg - INFO - Iter [49000/160000]	lr: 2.565e-07, eta: 18:19:46, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3762, decode.acc_seg: 68.8920, aux.loss_seg: 0.3013, aux.acc_seg: 58.8176, loss: 0.6775
2022-01-31 09:37:10,341 - mmseg - INFO - Iter [49050/160000]	lr: 2.564e-07, eta: 18:19:14, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3868, decode.acc_seg: 68.6310, aux.loss_seg: 0.2978, aux.acc_seg: 59.6922, loss: 0.6846
2022-01-31 09:37:39,519 - mmseg - INFO - Iter [49100/160000]	lr: 2.563e-07, eta: 18:18:43, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3711, decode.acc_seg: 68.8374, aux.loss_seg: 0.2895, aux.acc_seg: 59.5538, loss: 0.6606
2022-01-31 09:38:08,580 - mmseg - INFO - Iter [49150/160000]	lr: 2.561e-07, eta: 18:18:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3940, decode.acc_seg: 68.5417, aux.loss_seg: 0.3203, aux.acc_seg: 57.9393, loss: 0.7144
2022-01-31 09:38:37,503 - mmseg - INFO - Iter [49200/160000]	lr: 2.560e-07, eta: 18:17:41, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3844, decode.acc_seg: 68.6036, aux.loss_seg: 0.3122, aux.acc_seg: 58.4611, loss: 0.6966
2022-01-31 09:39:06,469 - mmseg - INFO - Iter [49250/160000]	lr: 2.559e-07, eta: 18:17:09, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3967, decode.acc_seg: 68.0621, aux.loss_seg: 0.3285, aux.acc_seg: 57.1330, loss: 0.7252
2022-01-31 09:39:46,742 - mmseg - INFO - Iter [49300/160000]	lr: 2.558e-07, eta: 18:17:03, time: 0.805, data_time: 0.230, memory: 21005, decode.loss_seg: 0.3674, decode.acc_seg: 69.2065, aux.loss_seg: 0.3013, aux.acc_seg: 59.2870, loss: 0.6687
2022-01-31 09:40:15,617 - mmseg - INFO - Iter [49350/160000]	lr: 2.557e-07, eta: 18:16:32, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3588, decode.acc_seg: 69.3020, aux.loss_seg: 0.2883, aux.acc_seg: 59.7043, loss: 0.6471
2022-01-31 09:40:44,544 - mmseg - INFO - Iter [49400/160000]	lr: 2.556e-07, eta: 18:16:00, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3502, decode.acc_seg: 70.0308, aux.loss_seg: 0.3018, aux.acc_seg: 59.3976, loss: 0.6520
2022-01-31 09:41:13,757 - mmseg - INFO - Iter [49450/160000]	lr: 2.555e-07, eta: 18:15:29, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3625, decode.acc_seg: 67.9749, aux.loss_seg: 0.2967, aux.acc_seg: 57.7753, loss: 0.6592
2022-01-31 09:41:43,075 - mmseg - INFO - Iter [49500/160000]	lr: 2.553e-07, eta: 18:14:59, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3684, decode.acc_seg: 68.8837, aux.loss_seg: 0.2894, aux.acc_seg: 59.8408, loss: 0.6578
2022-01-31 09:42:12,259 - mmseg - INFO - Iter [49550/160000]	lr: 2.552e-07, eta: 18:14:28, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3759, decode.acc_seg: 69.6951, aux.loss_seg: 0.3035, aux.acc_seg: 59.9542, loss: 0.6793
2022-01-31 09:42:41,037 - mmseg - INFO - Iter [49600/160000]	lr: 2.551e-07, eta: 18:13:56, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3562, decode.acc_seg: 68.6435, aux.loss_seg: 0.2894, aux.acc_seg: 59.1389, loss: 0.6456
2022-01-31 09:43:10,111 - mmseg - INFO - Iter [49650/160000]	lr: 2.550e-07, eta: 18:13:25, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3927, decode.acc_seg: 67.5097, aux.loss_seg: 0.3064, aux.acc_seg: 57.9760, loss: 0.6992
2022-01-31 09:43:38,936 - mmseg - INFO - Iter [49700/160000]	lr: 2.549e-07, eta: 18:12:53, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3836, decode.acc_seg: 68.2862, aux.loss_seg: 0.3017, aux.acc_seg: 59.2070, loss: 0.6853
2022-01-31 09:44:07,946 - mmseg - INFO - Iter [49750/160000]	lr: 2.548e-07, eta: 18:12:22, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3661, decode.acc_seg: 68.7439, aux.loss_seg: 0.2880, aux.acc_seg: 59.4455, loss: 0.6541
2022-01-31 09:44:36,913 - mmseg - INFO - Iter [49800/160000]	lr: 2.546e-07, eta: 18:11:50, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3525, decode.acc_seg: 68.8465, aux.loss_seg: 0.2749, aux.acc_seg: 59.7518, loss: 0.6274
2022-01-31 09:45:05,838 - mmseg - INFO - Iter [49850/160000]	lr: 2.545e-07, eta: 18:11:19, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3541, decode.acc_seg: 69.5006, aux.loss_seg: 0.2901, aux.acc_seg: 59.9398, loss: 0.6441
2022-01-31 09:45:34,886 - mmseg - INFO - Iter [49900/160000]	lr: 2.544e-07, eta: 18:10:47, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3704, decode.acc_seg: 68.1059, aux.loss_seg: 0.2964, aux.acc_seg: 58.1395, loss: 0.6668
2022-01-31 09:46:03,981 - mmseg - INFO - Iter [49950/160000]	lr: 2.543e-07, eta: 18:10:16, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3653, decode.acc_seg: 70.0646, aux.loss_seg: 0.2938, aux.acc_seg: 60.4912, loss: 0.6591
2022-01-31 09:46:32,941 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 09:46:32,943 - mmseg - INFO - Iter [50000/160000]	lr: 2.542e-07, eta: 18:09:45, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3860, decode.acc_seg: 68.3628, aux.loss_seg: 0.2985, aux.acc_seg: 59.1940, loss: 0.6844
2022-01-31 09:47:01,784 - mmseg - INFO - Iter [50050/160000]	lr: 2.541e-07, eta: 18:09:13, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3599, decode.acc_seg: 69.7510, aux.loss_seg: 0.2923, aux.acc_seg: 60.0709, loss: 0.6521
2022-01-31 09:47:30,707 - mmseg - INFO - Iter [50100/160000]	lr: 2.540e-07, eta: 18:08:42, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3714, decode.acc_seg: 68.7457, aux.loss_seg: 0.3039, aux.acc_seg: 59.1368, loss: 0.6753
2022-01-31 09:47:59,434 - mmseg - INFO - Iter [50150/160000]	lr: 2.538e-07, eta: 18:08:10, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3412, decode.acc_seg: 67.9960, aux.loss_seg: 0.2783, aux.acc_seg: 59.2304, loss: 0.6195
2022-01-31 09:48:28,297 - mmseg - INFO - Iter [50200/160000]	lr: 2.537e-07, eta: 18:07:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3525, decode.acc_seg: 69.1464, aux.loss_seg: 0.2955, aux.acc_seg: 58.5550, loss: 0.6481
2022-01-31 09:48:57,244 - mmseg - INFO - Iter [50250/160000]	lr: 2.536e-07, eta: 18:07:07, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3775, decode.acc_seg: 70.2446, aux.loss_seg: 0.3053, aux.acc_seg: 60.3930, loss: 0.6829
2022-01-31 09:49:26,237 - mmseg - INFO - Iter [50300/160000]	lr: 2.535e-07, eta: 18:06:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3893, decode.acc_seg: 68.9939, aux.loss_seg: 0.2910, aux.acc_seg: 60.5272, loss: 0.6803
2022-01-31 09:49:55,256 - mmseg - INFO - Iter [50350/160000]	lr: 2.534e-07, eta: 18:06:04, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3936, decode.acc_seg: 69.0807, aux.loss_seg: 0.3036, aux.acc_seg: 59.6253, loss: 0.6972
2022-01-31 09:50:24,285 - mmseg - INFO - Iter [50400/160000]	lr: 2.533e-07, eta: 18:05:33, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4026, decode.acc_seg: 70.2348, aux.loss_seg: 0.3150, aux.acc_seg: 60.4019, loss: 0.7176
2022-01-31 09:50:53,267 - mmseg - INFO - Iter [50450/160000]	lr: 2.531e-07, eta: 18:05:02, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3965, decode.acc_seg: 68.4374, aux.loss_seg: 0.2989, aux.acc_seg: 59.1247, loss: 0.6954
2022-01-31 09:51:22,353 - mmseg - INFO - Iter [50500/160000]	lr: 2.530e-07, eta: 18:04:31, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3757, decode.acc_seg: 69.2235, aux.loss_seg: 0.3065, aux.acc_seg: 58.9552, loss: 0.6822
2022-01-31 09:52:03,570 - mmseg - INFO - Iter [50550/160000]	lr: 2.529e-07, eta: 18:04:26, time: 0.824, data_time: 0.254, memory: 21005, decode.loss_seg: 0.3649, decode.acc_seg: 69.4034, aux.loss_seg: 0.3005, aux.acc_seg: 59.2540, loss: 0.6654
2022-01-31 09:52:32,625 - mmseg - INFO - Iter [50600/160000]	lr: 2.528e-07, eta: 18:03:55, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3790, decode.acc_seg: 67.2044, aux.loss_seg: 0.3081, aux.acc_seg: 57.1633, loss: 0.6871
2022-01-31 09:53:01,713 - mmseg - INFO - Iter [50650/160000]	lr: 2.527e-07, eta: 18:03:24, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3642, decode.acc_seg: 69.0408, aux.loss_seg: 0.2904, aux.acc_seg: 60.0352, loss: 0.6546
2022-01-31 09:53:30,818 - mmseg - INFO - Iter [50700/160000]	lr: 2.526e-07, eta: 18:02:53, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3648, decode.acc_seg: 69.0384, aux.loss_seg: 0.2911, aux.acc_seg: 59.8389, loss: 0.6559
2022-01-31 09:53:59,533 - mmseg - INFO - Iter [50750/160000]	lr: 2.525e-07, eta: 18:02:21, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3754, decode.acc_seg: 69.9300, aux.loss_seg: 0.2955, aux.acc_seg: 60.6896, loss: 0.6709
2022-01-31 09:54:28,325 - mmseg - INFO - Iter [50800/160000]	lr: 2.523e-07, eta: 18:01:49, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3932, decode.acc_seg: 67.7111, aux.loss_seg: 0.3022, aux.acc_seg: 58.6012, loss: 0.6953
2022-01-31 09:54:57,102 - mmseg - INFO - Iter [50850/160000]	lr: 2.522e-07, eta: 18:01:17, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3511, decode.acc_seg: 71.2549, aux.loss_seg: 0.2963, aux.acc_seg: 60.9863, loss: 0.6474
2022-01-31 09:55:25,937 - mmseg - INFO - Iter [50900/160000]	lr: 2.521e-07, eta: 18:00:46, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3608, decode.acc_seg: 69.4060, aux.loss_seg: 0.2981, aux.acc_seg: 59.6040, loss: 0.6589
2022-01-31 09:55:54,936 - mmseg - INFO - Iter [50950/160000]	lr: 2.520e-07, eta: 18:00:14, time: 0.580, data_time: 0.006, memory: 21005, decode.loss_seg: 0.3798, decode.acc_seg: 68.9913, aux.loss_seg: 0.3081, aux.acc_seg: 58.8330, loss: 0.6879
2022-01-31 09:56:23,665 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 09:56:23,666 - mmseg - INFO - Iter [51000/160000]	lr: 2.519e-07, eta: 17:59:43, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3424, decode.acc_seg: 69.3159, aux.loss_seg: 0.2729, aux.acc_seg: 60.3728, loss: 0.6153
2022-01-31 09:56:52,522 - mmseg - INFO - Iter [51050/160000]	lr: 2.518e-07, eta: 17:59:11, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3663, decode.acc_seg: 69.0320, aux.loss_seg: 0.2952, aux.acc_seg: 59.3608, loss: 0.6615
2022-01-31 09:57:21,566 - mmseg - INFO - Iter [51100/160000]	lr: 2.516e-07, eta: 17:58:40, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3476, decode.acc_seg: 69.7872, aux.loss_seg: 0.2770, aux.acc_seg: 60.6523, loss: 0.6246
2022-01-31 09:57:50,360 - mmseg - INFO - Iter [51150/160000]	lr: 2.515e-07, eta: 17:58:08, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3620, decode.acc_seg: 69.5533, aux.loss_seg: 0.2891, aux.acc_seg: 60.1550, loss: 0.6511
2022-01-31 09:58:19,284 - mmseg - INFO - Iter [51200/160000]	lr: 2.514e-07, eta: 17:57:37, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3660, decode.acc_seg: 69.8154, aux.loss_seg: 0.2986, aux.acc_seg: 59.9456, loss: 0.6647
2022-01-31 09:58:48,272 - mmseg - INFO - Iter [51250/160000]	lr: 2.513e-07, eta: 17:57:06, time: 0.580, data_time: 0.006, memory: 21005, decode.loss_seg: 0.3800, decode.acc_seg: 69.5342, aux.loss_seg: 0.3117, aux.acc_seg: 59.5946, loss: 0.6918
2022-01-31 09:59:17,218 - mmseg - INFO - Iter [51300/160000]	lr: 2.512e-07, eta: 17:56:34, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3601, decode.acc_seg: 67.0550, aux.loss_seg: 0.2950, aux.acc_seg: 57.2012, loss: 0.6551
2022-01-31 09:59:46,212 - mmseg - INFO - Iter [51350/160000]	lr: 2.511e-07, eta: 17:56:03, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3655, decode.acc_seg: 68.9892, aux.loss_seg: 0.3111, aux.acc_seg: 58.8218, loss: 0.6765
2022-01-31 10:00:15,253 - mmseg - INFO - Iter [51400/160000]	lr: 2.510e-07, eta: 17:55:32, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3788, decode.acc_seg: 69.3791, aux.loss_seg: 0.3061, aux.acc_seg: 59.2954, loss: 0.6849
2022-01-31 10:00:44,298 - mmseg - INFO - Iter [51450/160000]	lr: 2.508e-07, eta: 17:55:01, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3953, decode.acc_seg: 67.9363, aux.loss_seg: 0.2992, aux.acc_seg: 59.1050, loss: 0.6945
2022-01-31 10:01:13,153 - mmseg - INFO - Iter [51500/160000]	lr: 2.507e-07, eta: 17:54:29, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3699, decode.acc_seg: 70.0817, aux.loss_seg: 0.2937, aux.acc_seg: 60.6725, loss: 0.6637
2022-01-31 10:01:42,307 - mmseg - INFO - Iter [51550/160000]	lr: 2.506e-07, eta: 17:53:58, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3851, decode.acc_seg: 68.4350, aux.loss_seg: 0.3021, aux.acc_seg: 58.7876, loss: 0.6872
2022-01-31 10:02:11,474 - mmseg - INFO - Iter [51600/160000]	lr: 2.505e-07, eta: 17:53:28, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3894, decode.acc_seg: 69.1011, aux.loss_seg: 0.3054, aux.acc_seg: 59.7747, loss: 0.6947
2022-01-31 10:02:40,671 - mmseg - INFO - Iter [51650/160000]	lr: 2.504e-07, eta: 17:52:57, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3701, decode.acc_seg: 69.2640, aux.loss_seg: 0.2886, aux.acc_seg: 60.0906, loss: 0.6587
2022-01-31 10:03:09,874 - mmseg - INFO - Iter [51700/160000]	lr: 2.503e-07, eta: 17:52:26, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.4034, decode.acc_seg: 68.8833, aux.loss_seg: 0.3060, aux.acc_seg: 59.3299, loss: 0.7095
2022-01-31 10:03:38,988 - mmseg - INFO - Iter [51750/160000]	lr: 2.501e-07, eta: 17:51:55, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3655, decode.acc_seg: 69.2020, aux.loss_seg: 0.3048, aux.acc_seg: 58.6331, loss: 0.6703
2022-01-31 10:04:20,306 - mmseg - INFO - Iter [51800/160000]	lr: 2.500e-07, eta: 17:51:50, time: 0.826, data_time: 0.251, memory: 21005, decode.loss_seg: 0.3817, decode.acc_seg: 69.3721, aux.loss_seg: 0.3060, aux.acc_seg: 59.4232, loss: 0.6877
2022-01-31 10:04:49,035 - mmseg - INFO - Iter [51850/160000]	lr: 2.499e-07, eta: 17:51:18, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3634, decode.acc_seg: 70.7036, aux.loss_seg: 0.2934, aux.acc_seg: 60.9565, loss: 0.6568
2022-01-31 10:05:17,725 - mmseg - INFO - Iter [51900/160000]	lr: 2.498e-07, eta: 17:50:46, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3636, decode.acc_seg: 68.9956, aux.loss_seg: 0.3033, aux.acc_seg: 58.6354, loss: 0.6668
2022-01-31 10:05:46,655 - mmseg - INFO - Iter [51950/160000]	lr: 2.497e-07, eta: 17:50:15, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3538, decode.acc_seg: 68.9277, aux.loss_seg: 0.2875, aux.acc_seg: 59.3813, loss: 0.6413
2022-01-31 10:06:15,553 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 10:06:15,555 - mmseg - INFO - Iter [52000/160000]	lr: 2.496e-07, eta: 17:49:43, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3713, decode.acc_seg: 70.7780, aux.loss_seg: 0.3045, aux.acc_seg: 60.5011, loss: 0.6758
2022-01-31 10:06:44,559 - mmseg - INFO - Iter [52050/160000]	lr: 2.494e-07, eta: 17:49:12, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3619, decode.acc_seg: 69.4807, aux.loss_seg: 0.2932, aux.acc_seg: 60.0019, loss: 0.6550
2022-01-31 10:07:13,366 - mmseg - INFO - Iter [52100/160000]	lr: 2.493e-07, eta: 17:48:40, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3668, decode.acc_seg: 69.0885, aux.loss_seg: 0.3036, aux.acc_seg: 58.9185, loss: 0.6703
2022-01-31 10:07:42,604 - mmseg - INFO - Iter [52150/160000]	lr: 2.492e-07, eta: 17:48:10, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3811, decode.acc_seg: 69.1154, aux.loss_seg: 0.2996, aux.acc_seg: 59.6884, loss: 0.6807
2022-01-31 10:08:11,491 - mmseg - INFO - Iter [52200/160000]	lr: 2.491e-07, eta: 17:47:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3574, decode.acc_seg: 69.1547, aux.loss_seg: 0.2830, aux.acc_seg: 59.5199, loss: 0.6403
2022-01-31 10:08:40,448 - mmseg - INFO - Iter [52250/160000]	lr: 2.490e-07, eta: 17:47:07, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3649, decode.acc_seg: 68.3099, aux.loss_seg: 0.2831, aux.acc_seg: 59.5796, loss: 0.6480
2022-01-31 10:09:09,522 - mmseg - INFO - Iter [52300/160000]	lr: 2.489e-07, eta: 17:46:36, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3332, decode.acc_seg: 69.7474, aux.loss_seg: 0.2852, aux.acc_seg: 59.3095, loss: 0.6184
2022-01-31 10:09:38,700 - mmseg - INFO - Iter [52350/160000]	lr: 2.488e-07, eta: 17:46:05, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3773, decode.acc_seg: 68.8186, aux.loss_seg: 0.3060, aux.acc_seg: 58.8167, loss: 0.6833
2022-01-31 10:10:07,652 - mmseg - INFO - Iter [52400/160000]	lr: 2.486e-07, eta: 17:45:34, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3635, decode.acc_seg: 68.5771, aux.loss_seg: 0.2898, aux.acc_seg: 59.3628, loss: 0.6532
2022-01-31 10:10:36,553 - mmseg - INFO - Iter [52450/160000]	lr: 2.485e-07, eta: 17:45:03, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3636, decode.acc_seg: 69.9718, aux.loss_seg: 0.3038, aux.acc_seg: 59.5957, loss: 0.6674
2022-01-31 10:11:05,420 - mmseg - INFO - Iter [52500/160000]	lr: 2.484e-07, eta: 17:44:31, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3683, decode.acc_seg: 68.9427, aux.loss_seg: 0.3052, aux.acc_seg: 58.5495, loss: 0.6735
2022-01-31 10:11:34,407 - mmseg - INFO - Iter [52550/160000]	lr: 2.483e-07, eta: 17:44:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3616, decode.acc_seg: 70.8153, aux.loss_seg: 0.2953, aux.acc_seg: 61.0632, loss: 0.6569
2022-01-31 10:12:03,397 - mmseg - INFO - Iter [52600/160000]	lr: 2.482e-07, eta: 17:43:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3673, decode.acc_seg: 67.4214, aux.loss_seg: 0.2885, aux.acc_seg: 58.3187, loss: 0.6558
2022-01-31 10:12:32,169 - mmseg - INFO - Iter [52650/160000]	lr: 2.481e-07, eta: 17:42:57, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3740, decode.acc_seg: 68.8290, aux.loss_seg: 0.2944, aux.acc_seg: 59.1878, loss: 0.6684
2022-01-31 10:13:01,249 - mmseg - INFO - Iter [52700/160000]	lr: 2.479e-07, eta: 17:42:26, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3577, decode.acc_seg: 69.9012, aux.loss_seg: 0.2873, aux.acc_seg: 60.7600, loss: 0.6450
2022-01-31 10:13:30,246 - mmseg - INFO - Iter [52750/160000]	lr: 2.478e-07, eta: 17:41:55, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3812, decode.acc_seg: 69.0597, aux.loss_seg: 0.3111, aux.acc_seg: 58.6617, loss: 0.6924
2022-01-31 10:13:59,281 - mmseg - INFO - Iter [52800/160000]	lr: 2.477e-07, eta: 17:41:24, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3836, decode.acc_seg: 70.3869, aux.loss_seg: 0.3020, aux.acc_seg: 61.2586, loss: 0.6856
2022-01-31 10:14:28,571 - mmseg - INFO - Iter [52850/160000]	lr: 2.476e-07, eta: 17:40:53, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3469, decode.acc_seg: 68.9598, aux.loss_seg: 0.2855, aux.acc_seg: 59.2438, loss: 0.6324
2022-01-31 10:14:57,968 - mmseg - INFO - Iter [52900/160000]	lr: 2.475e-07, eta: 17:40:23, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3433, decode.acc_seg: 69.2853, aux.loss_seg: 0.2878, aux.acc_seg: 59.4934, loss: 0.6311
2022-01-31 10:15:26,794 - mmseg - INFO - Iter [52950/160000]	lr: 2.474e-07, eta: 17:39:52, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3529, decode.acc_seg: 70.6942, aux.loss_seg: 0.2922, aux.acc_seg: 60.8859, loss: 0.6452
2022-01-31 10:15:55,794 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 10:15:55,795 - mmseg - INFO - Iter [53000/160000]	lr: 2.473e-07, eta: 17:39:21, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3718, decode.acc_seg: 67.6762, aux.loss_seg: 0.2967, aux.acc_seg: 58.1108, loss: 0.6685
2022-01-31 10:16:36,592 - mmseg - INFO - Iter [53050/160000]	lr: 2.471e-07, eta: 17:39:13, time: 0.816, data_time: 0.244, memory: 21005, decode.loss_seg: 0.3463, decode.acc_seg: 69.1449, aux.loss_seg: 0.2831, aux.acc_seg: 59.7611, loss: 0.6293
2022-01-31 10:17:05,447 - mmseg - INFO - Iter [53100/160000]	lr: 2.470e-07, eta: 17:38:42, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3536, decode.acc_seg: 70.2828, aux.loss_seg: 0.2867, aux.acc_seg: 60.8244, loss: 0.6403
2022-01-31 10:17:34,065 - mmseg - INFO - Iter [53150/160000]	lr: 2.469e-07, eta: 17:38:10, time: 0.573, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3446, decode.acc_seg: 69.5937, aux.loss_seg: 0.2948, aux.acc_seg: 59.4935, loss: 0.6394
2022-01-31 10:18:02,885 - mmseg - INFO - Iter [53200/160000]	lr: 2.468e-07, eta: 17:37:38, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3606, decode.acc_seg: 68.6971, aux.loss_seg: 0.2865, aux.acc_seg: 59.5068, loss: 0.6471
2022-01-31 10:18:31,922 - mmseg - INFO - Iter [53250/160000]	lr: 2.467e-07, eta: 17:37:07, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3561, decode.acc_seg: 68.9383, aux.loss_seg: 0.3015, aux.acc_seg: 58.8897, loss: 0.6576
2022-01-31 10:19:00,912 - mmseg - INFO - Iter [53300/160000]	lr: 2.466e-07, eta: 17:36:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3565, decode.acc_seg: 68.7769, aux.loss_seg: 0.2974, aux.acc_seg: 58.3760, loss: 0.6539
2022-01-31 10:19:29,803 - mmseg - INFO - Iter [53350/160000]	lr: 2.464e-07, eta: 17:36:05, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3578, decode.acc_seg: 70.2930, aux.loss_seg: 0.3048, aux.acc_seg: 59.9244, loss: 0.6626
2022-01-31 10:19:58,688 - mmseg - INFO - Iter [53400/160000]	lr: 2.463e-07, eta: 17:35:33, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3896, decode.acc_seg: 68.9635, aux.loss_seg: 0.3150, aux.acc_seg: 58.7917, loss: 0.7046
2022-01-31 10:20:27,551 - mmseg - INFO - Iter [53450/160000]	lr: 2.462e-07, eta: 17:35:02, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3657, decode.acc_seg: 69.6019, aux.loss_seg: 0.3057, aux.acc_seg: 59.5767, loss: 0.6715
2022-01-31 10:20:56,654 - mmseg - INFO - Iter [53500/160000]	lr: 2.461e-07, eta: 17:34:31, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3677, decode.acc_seg: 70.1051, aux.loss_seg: 0.2984, aux.acc_seg: 60.5210, loss: 0.6661
2022-01-31 10:21:25,755 - mmseg - INFO - Iter [53550/160000]	lr: 2.460e-07, eta: 17:34:00, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3542, decode.acc_seg: 69.6668, aux.loss_seg: 0.2857, aux.acc_seg: 60.1083, loss: 0.6399
2022-01-31 10:21:54,653 - mmseg - INFO - Iter [53600/160000]	lr: 2.459e-07, eta: 17:33:29, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3743, decode.acc_seg: 68.4424, aux.loss_seg: 0.2952, aux.acc_seg: 58.9990, loss: 0.6695
2022-01-31 10:22:23,801 - mmseg - INFO - Iter [53650/160000]	lr: 2.458e-07, eta: 17:32:58, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3575, decode.acc_seg: 68.8415, aux.loss_seg: 0.2976, aux.acc_seg: 59.0064, loss: 0.6551
2022-01-31 10:22:52,839 - mmseg - INFO - Iter [53700/160000]	lr: 2.456e-07, eta: 17:32:27, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3577, decode.acc_seg: 69.4534, aux.loss_seg: 0.2841, aux.acc_seg: 60.3341, loss: 0.6418
2022-01-31 10:23:21,932 - mmseg - INFO - Iter [53750/160000]	lr: 2.455e-07, eta: 17:31:56, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3640, decode.acc_seg: 69.7419, aux.loss_seg: 0.2929, aux.acc_seg: 60.2077, loss: 0.6569
2022-01-31 10:23:50,935 - mmseg - INFO - Iter [53800/160000]	lr: 2.454e-07, eta: 17:31:25, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3698, decode.acc_seg: 69.0503, aux.loss_seg: 0.3036, aux.acc_seg: 58.9299, loss: 0.6734
2022-01-31 10:24:20,087 - mmseg - INFO - Iter [53850/160000]	lr: 2.453e-07, eta: 17:30:54, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3718, decode.acc_seg: 68.5955, aux.loss_seg: 0.2967, aux.acc_seg: 59.1351, loss: 0.6684
2022-01-31 10:24:49,119 - mmseg - INFO - Iter [53900/160000]	lr: 2.452e-07, eta: 17:30:23, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3672, decode.acc_seg: 68.1040, aux.loss_seg: 0.2883, aux.acc_seg: 58.5647, loss: 0.6555
2022-01-31 10:25:18,452 - mmseg - INFO - Iter [53950/160000]	lr: 2.451e-07, eta: 17:29:53, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3784, decode.acc_seg: 69.0301, aux.loss_seg: 0.3017, aux.acc_seg: 58.9615, loss: 0.6801
2022-01-31 10:25:47,391 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 10:25:47,393 - mmseg - INFO - Iter [54000/160000]	lr: 2.449e-07, eta: 17:29:22, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3465, decode.acc_seg: 70.5104, aux.loss_seg: 0.2834, aux.acc_seg: 60.9583, loss: 0.6299
2022-01-31 10:26:16,856 - mmseg - INFO - Iter [54050/160000]	lr: 2.448e-07, eta: 17:28:52, time: 0.590, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3572, decode.acc_seg: 68.7607, aux.loss_seg: 0.2928, aux.acc_seg: 58.8324, loss: 0.6500
2022-01-31 10:26:45,739 - mmseg - INFO - Iter [54100/160000]	lr: 2.447e-07, eta: 17:28:20, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3545, decode.acc_seg: 70.0592, aux.loss_seg: 0.2977, aux.acc_seg: 59.6130, loss: 0.6522
2022-01-31 10:27:14,977 - mmseg - INFO - Iter [54150/160000]	lr: 2.446e-07, eta: 17:27:50, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3388, decode.acc_seg: 69.2955, aux.loss_seg: 0.2871, aux.acc_seg: 58.7977, loss: 0.6259
2022-01-31 10:27:44,012 - mmseg - INFO - Iter [54200/160000]	lr: 2.445e-07, eta: 17:27:19, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3666, decode.acc_seg: 69.8674, aux.loss_seg: 0.3032, aux.acc_seg: 59.7435, loss: 0.6699
2022-01-31 10:28:13,017 - mmseg - INFO - Iter [54250/160000]	lr: 2.444e-07, eta: 17:26:48, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3797, decode.acc_seg: 69.7174, aux.loss_seg: 0.3101, aux.acc_seg: 59.8191, loss: 0.6898
2022-01-31 10:28:42,033 - mmseg - INFO - Iter [54300/160000]	lr: 2.442e-07, eta: 17:26:17, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3817, decode.acc_seg: 69.5734, aux.loss_seg: 0.3053, aux.acc_seg: 59.7672, loss: 0.6869
2022-01-31 10:29:22,813 - mmseg - INFO - Iter [54350/160000]	lr: 2.441e-07, eta: 17:26:08, time: 0.816, data_time: 0.246, memory: 21005, decode.loss_seg: 0.3514, decode.acc_seg: 70.3162, aux.loss_seg: 0.2848, aux.acc_seg: 61.0084, loss: 0.6362
2022-01-31 10:29:51,563 - mmseg - INFO - Iter [54400/160000]	lr: 2.440e-07, eta: 17:25:37, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3587, decode.acc_seg: 69.3491, aux.loss_seg: 0.3009, aux.acc_seg: 58.4949, loss: 0.6596
2022-01-31 10:30:20,451 - mmseg - INFO - Iter [54450/160000]	lr: 2.439e-07, eta: 17:25:06, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3403, decode.acc_seg: 68.5014, aux.loss_seg: 0.2825, aux.acc_seg: 58.8243, loss: 0.6227
2022-01-31 10:30:49,504 - mmseg - INFO - Iter [54500/160000]	lr: 2.438e-07, eta: 17:24:35, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3773, decode.acc_seg: 69.7423, aux.loss_seg: 0.3053, aux.acc_seg: 59.6696, loss: 0.6826
2022-01-31 10:31:18,386 - mmseg - INFO - Iter [54550/160000]	lr: 2.437e-07, eta: 17:24:03, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3626, decode.acc_seg: 69.1987, aux.loss_seg: 0.3146, aux.acc_seg: 58.0596, loss: 0.6772
2022-01-31 10:31:47,353 - mmseg - INFO - Iter [54600/160000]	lr: 2.436e-07, eta: 17:23:32, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3440, decode.acc_seg: 69.9928, aux.loss_seg: 0.2866, aux.acc_seg: 60.0413, loss: 0.6306
2022-01-31 10:32:16,274 - mmseg - INFO - Iter [54650/160000]	lr: 2.434e-07, eta: 17:23:01, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3499, decode.acc_seg: 68.2813, aux.loss_seg: 0.2819, aux.acc_seg: 59.7000, loss: 0.6318
2022-01-31 10:32:45,124 - mmseg - INFO - Iter [54700/160000]	lr: 2.433e-07, eta: 17:22:30, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3212, decode.acc_seg: 69.1264, aux.loss_seg: 0.2697, aux.acc_seg: 59.3766, loss: 0.5909
2022-01-31 10:33:13,953 - mmseg - INFO - Iter [54750/160000]	lr: 2.432e-07, eta: 17:21:58, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3412, decode.acc_seg: 69.8371, aux.loss_seg: 0.2913, aux.acc_seg: 59.9627, loss: 0.6326
2022-01-31 10:33:42,974 - mmseg - INFO - Iter [54800/160000]	lr: 2.431e-07, eta: 17:21:27, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3472, decode.acc_seg: 68.8395, aux.loss_seg: 0.2778, aux.acc_seg: 59.4736, loss: 0.6250
2022-01-31 10:34:12,015 - mmseg - INFO - Iter [54850/160000]	lr: 2.430e-07, eta: 17:20:56, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3506, decode.acc_seg: 69.1321, aux.loss_seg: 0.2918, aux.acc_seg: 59.9165, loss: 0.6425
2022-01-31 10:34:41,041 - mmseg - INFO - Iter [54900/160000]	lr: 2.429e-07, eta: 17:20:25, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3480, decode.acc_seg: 70.1996, aux.loss_seg: 0.2814, aux.acc_seg: 60.2188, loss: 0.6294
2022-01-31 10:35:10,084 - mmseg - INFO - Iter [54950/160000]	lr: 2.427e-07, eta: 17:19:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3554, decode.acc_seg: 69.7329, aux.loss_seg: 0.2952, aux.acc_seg: 59.6650, loss: 0.6506
2022-01-31 10:35:39,134 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 10:35:39,136 - mmseg - INFO - Iter [55000/160000]	lr: 2.426e-07, eta: 17:19:23, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3351, decode.acc_seg: 70.4442, aux.loss_seg: 0.2774, aux.acc_seg: 60.9021, loss: 0.6125
2022-01-31 10:36:08,080 - mmseg - INFO - Iter [55050/160000]	lr: 2.425e-07, eta: 17:18:52, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3665, decode.acc_seg: 69.9860, aux.loss_seg: 0.3056, aux.acc_seg: 59.8426, loss: 0.6721
2022-01-31 10:36:37,284 - mmseg - INFO - Iter [55100/160000]	lr: 2.424e-07, eta: 17:18:22, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3448, decode.acc_seg: 69.8855, aux.loss_seg: 0.2931, aux.acc_seg: 59.2110, loss: 0.6379
2022-01-31 10:37:06,517 - mmseg - INFO - Iter [55150/160000]	lr: 2.423e-07, eta: 17:17:51, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3644, decode.acc_seg: 69.8185, aux.loss_seg: 0.2961, aux.acc_seg: 60.0024, loss: 0.6605
2022-01-31 10:37:35,659 - mmseg - INFO - Iter [55200/160000]	lr: 2.422e-07, eta: 17:17:20, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3748, decode.acc_seg: 68.1115, aux.loss_seg: 0.2956, aux.acc_seg: 58.4448, loss: 0.6704
2022-01-31 10:38:04,705 - mmseg - INFO - Iter [55250/160000]	lr: 2.421e-07, eta: 17:16:49, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3933, decode.acc_seg: 70.1541, aux.loss_seg: 0.3201, aux.acc_seg: 59.8791, loss: 0.7134
2022-01-31 10:38:33,941 - mmseg - INFO - Iter [55300/160000]	lr: 2.419e-07, eta: 17:16:19, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3638, decode.acc_seg: 70.8889, aux.loss_seg: 0.2998, aux.acc_seg: 60.5557, loss: 0.6636
2022-01-31 10:39:02,967 - mmseg - INFO - Iter [55350/160000]	lr: 2.418e-07, eta: 17:15:48, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3464, decode.acc_seg: 70.1034, aux.loss_seg: 0.2893, aux.acc_seg: 60.3676, loss: 0.6357
2022-01-31 10:39:32,081 - mmseg - INFO - Iter [55400/160000]	lr: 2.417e-07, eta: 17:15:17, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3803, decode.acc_seg: 69.7413, aux.loss_seg: 0.2956, aux.acc_seg: 60.3122, loss: 0.6759
2022-01-31 10:40:01,047 - mmseg - INFO - Iter [55450/160000]	lr: 2.416e-07, eta: 17:14:46, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3633, decode.acc_seg: 70.7744, aux.loss_seg: 0.3066, aux.acc_seg: 60.5735, loss: 0.6699
2022-01-31 10:40:30,103 - mmseg - INFO - Iter [55500/160000]	lr: 2.415e-07, eta: 17:14:15, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3427, decode.acc_seg: 69.7923, aux.loss_seg: 0.2822, aux.acc_seg: 60.3323, loss: 0.6249
2022-01-31 10:40:59,194 - mmseg - INFO - Iter [55550/160000]	lr: 2.414e-07, eta: 17:13:44, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3804, decode.acc_seg: 67.5381, aux.loss_seg: 0.2982, aux.acc_seg: 58.3017, loss: 0.6785
2022-01-31 10:41:40,156 - mmseg - INFO - Iter [55600/160000]	lr: 2.412e-07, eta: 17:13:36, time: 0.820, data_time: 0.246, memory: 21005, decode.loss_seg: 0.3363, decode.acc_seg: 70.2002, aux.loss_seg: 0.2911, aux.acc_seg: 59.7615, loss: 0.6274
2022-01-31 10:42:08,822 - mmseg - INFO - Iter [55650/160000]	lr: 2.411e-07, eta: 17:13:04, time: 0.573, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3397, decode.acc_seg: 69.4927, aux.loss_seg: 0.2881, aux.acc_seg: 59.4179, loss: 0.6278
2022-01-31 10:42:37,802 - mmseg - INFO - Iter [55700/160000]	lr: 2.410e-07, eta: 17:12:33, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3913, decode.acc_seg: 67.0606, aux.loss_seg: 0.3086, aux.acc_seg: 58.1711, loss: 0.6999
2022-01-31 10:43:06,733 - mmseg - INFO - Iter [55750/160000]	lr: 2.409e-07, eta: 17:12:02, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3683, decode.acc_seg: 68.8144, aux.loss_seg: 0.2898, aux.acc_seg: 59.6063, loss: 0.6580
2022-01-31 10:43:35,487 - mmseg - INFO - Iter [55800/160000]	lr: 2.408e-07, eta: 17:11:31, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3580, decode.acc_seg: 71.2958, aux.loss_seg: 0.3041, aux.acc_seg: 60.6425, loss: 0.6621
2022-01-31 10:44:04,565 - mmseg - INFO - Iter [55850/160000]	lr: 2.407e-07, eta: 17:11:00, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3262, decode.acc_seg: 70.4180, aux.loss_seg: 0.2784, aux.acc_seg: 60.6641, loss: 0.6046
2022-01-31 10:44:33,473 - mmseg - INFO - Iter [55900/160000]	lr: 2.406e-07, eta: 17:10:28, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3532, decode.acc_seg: 70.7926, aux.loss_seg: 0.2851, aux.acc_seg: 61.6556, loss: 0.6383
2022-01-31 10:45:02,643 - mmseg - INFO - Iter [55950/160000]	lr: 2.404e-07, eta: 17:09:58, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3589, decode.acc_seg: 70.5098, aux.loss_seg: 0.2920, aux.acc_seg: 60.7730, loss: 0.6509
2022-01-31 10:45:31,533 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 10:45:31,535 - mmseg - INFO - Iter [56000/160000]	lr: 2.403e-07, eta: 17:09:27, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3839, decode.acc_seg: 69.0772, aux.loss_seg: 0.3068, aux.acc_seg: 59.4136, loss: 0.6906
2022-01-31 10:46:00,719 - mmseg - INFO - Iter [56050/160000]	lr: 2.402e-07, eta: 17:08:56, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3395, decode.acc_seg: 69.6389, aux.loss_seg: 0.2837, aux.acc_seg: 59.8846, loss: 0.6232
2022-01-31 10:46:29,666 - mmseg - INFO - Iter [56100/160000]	lr: 2.401e-07, eta: 17:08:25, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3544, decode.acc_seg: 69.0490, aux.loss_seg: 0.2934, aux.acc_seg: 59.2800, loss: 0.6479
2022-01-31 10:46:58,719 - mmseg - INFO - Iter [56150/160000]	lr: 2.400e-07, eta: 17:07:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3809, decode.acc_seg: 69.0867, aux.loss_seg: 0.3068, aux.acc_seg: 58.9699, loss: 0.6877
2022-01-31 10:47:27,720 - mmseg - INFO - Iter [56200/160000]	lr: 2.399e-07, eta: 17:07:23, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3643, decode.acc_seg: 70.3813, aux.loss_seg: 0.2980, aux.acc_seg: 60.0279, loss: 0.6623
2022-01-31 10:47:56,969 - mmseg - INFO - Iter [56250/160000]	lr: 2.397e-07, eta: 17:06:53, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3621, decode.acc_seg: 70.9099, aux.loss_seg: 0.2992, aux.acc_seg: 60.7821, loss: 0.6613
2022-01-31 10:48:26,468 - mmseg - INFO - Iter [56300/160000]	lr: 2.396e-07, eta: 17:06:22, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3532, decode.acc_seg: 69.4842, aux.loss_seg: 0.2969, aux.acc_seg: 59.7939, loss: 0.6501
2022-01-31 10:48:55,444 - mmseg - INFO - Iter [56350/160000]	lr: 2.395e-07, eta: 17:05:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3489, decode.acc_seg: 69.2501, aux.loss_seg: 0.2909, aux.acc_seg: 59.7544, loss: 0.6397
2022-01-31 10:49:24,331 - mmseg - INFO - Iter [56400/160000]	lr: 2.394e-07, eta: 17:05:20, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3657, decode.acc_seg: 69.2811, aux.loss_seg: 0.3041, aux.acc_seg: 59.4603, loss: 0.6698
2022-01-31 10:49:53,273 - mmseg - INFO - Iter [56450/160000]	lr: 2.393e-07, eta: 17:04:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3699, decode.acc_seg: 68.8866, aux.loss_seg: 0.3048, aux.acc_seg: 58.1030, loss: 0.6748
2022-01-31 10:50:22,361 - mmseg - INFO - Iter [56500/160000]	lr: 2.392e-07, eta: 17:04:18, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3340, decode.acc_seg: 69.8391, aux.loss_seg: 0.2695, aux.acc_seg: 60.7597, loss: 0.6035
2022-01-31 10:50:51,255 - mmseg - INFO - Iter [56550/160000]	lr: 2.390e-07, eta: 17:03:47, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3492, decode.acc_seg: 69.8259, aux.loss_seg: 0.2899, aux.acc_seg: 60.3025, loss: 0.6391
2022-01-31 10:51:20,453 - mmseg - INFO - Iter [56600/160000]	lr: 2.389e-07, eta: 17:03:17, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3526, decode.acc_seg: 70.0818, aux.loss_seg: 0.2854, aux.acc_seg: 60.7043, loss: 0.6379
2022-01-31 10:51:49,424 - mmseg - INFO - Iter [56650/160000]	lr: 2.388e-07, eta: 17:02:46, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3686, decode.acc_seg: 68.8810, aux.loss_seg: 0.3089, aux.acc_seg: 58.5863, loss: 0.6775
2022-01-31 10:52:18,454 - mmseg - INFO - Iter [56700/160000]	lr: 2.387e-07, eta: 17:02:15, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3573, decode.acc_seg: 69.6848, aux.loss_seg: 0.2839, aux.acc_seg: 60.7542, loss: 0.6411
2022-01-31 10:52:47,568 - mmseg - INFO - Iter [56750/160000]	lr: 2.386e-07, eta: 17:01:44, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3562, decode.acc_seg: 70.5105, aux.loss_seg: 0.3012, aux.acc_seg: 60.0560, loss: 0.6574
2022-01-31 10:53:16,578 - mmseg - INFO - Iter [56800/160000]	lr: 2.385e-07, eta: 17:01:13, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3460, decode.acc_seg: 70.0525, aux.loss_seg: 0.2877, aux.acc_seg: 60.4629, loss: 0.6338
2022-01-31 10:53:56,654 - mmseg - INFO - Iter [56850/160000]	lr: 2.384e-07, eta: 17:01:02, time: 0.801, data_time: 0.231, memory: 21005, decode.loss_seg: 0.3618, decode.acc_seg: 70.5215, aux.loss_seg: 0.2964, aux.acc_seg: 60.7060, loss: 0.6582
2022-01-31 10:54:25,559 - mmseg - INFO - Iter [56900/160000]	lr: 2.382e-07, eta: 17:00:31, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3414, decode.acc_seg: 72.1196, aux.loss_seg: 0.2912, aux.acc_seg: 61.6776, loss: 0.6326
2022-01-31 10:54:54,525 - mmseg - INFO - Iter [56950/160000]	lr: 2.381e-07, eta: 17:00:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3660, decode.acc_seg: 69.5629, aux.loss_seg: 0.2923, aux.acc_seg: 59.8269, loss: 0.6583
2022-01-31 10:55:23,468 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 10:55:23,471 - mmseg - INFO - Iter [57000/160000]	lr: 2.380e-07, eta: 16:59:29, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3681, decode.acc_seg: 69.5033, aux.loss_seg: 0.2952, aux.acc_seg: 59.9345, loss: 0.6633
2022-01-31 10:55:52,467 - mmseg - INFO - Iter [57050/160000]	lr: 2.379e-07, eta: 16:58:58, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3417, decode.acc_seg: 70.0133, aux.loss_seg: 0.3011, aux.acc_seg: 59.3136, loss: 0.6428
2022-01-31 10:56:21,395 - mmseg - INFO - Iter [57100/160000]	lr: 2.378e-07, eta: 16:58:27, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3558, decode.acc_seg: 68.8846, aux.loss_seg: 0.2883, aux.acc_seg: 59.0636, loss: 0.6442
2022-01-31 10:56:50,434 - mmseg - INFO - Iter [57150/160000]	lr: 2.377e-07, eta: 16:57:56, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3522, decode.acc_seg: 69.0882, aux.loss_seg: 0.2904, aux.acc_seg: 59.8329, loss: 0.6426
2022-01-31 10:57:19,407 - mmseg - INFO - Iter [57200/160000]	lr: 2.375e-07, eta: 16:57:25, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3776, decode.acc_seg: 69.7794, aux.loss_seg: 0.3017, aux.acc_seg: 59.9458, loss: 0.6793
2022-01-31 10:57:48,469 - mmseg - INFO - Iter [57250/160000]	lr: 2.374e-07, eta: 16:56:54, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3666, decode.acc_seg: 69.6038, aux.loss_seg: 0.2994, aux.acc_seg: 60.1162, loss: 0.6660
2022-01-31 10:58:17,442 - mmseg - INFO - Iter [57300/160000]	lr: 2.373e-07, eta: 16:56:23, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3715, decode.acc_seg: 70.2969, aux.loss_seg: 0.3014, aux.acc_seg: 60.0332, loss: 0.6729
2022-01-31 10:58:46,684 - mmseg - INFO - Iter [57350/160000]	lr: 2.372e-07, eta: 16:55:53, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3563, decode.acc_seg: 69.7508, aux.loss_seg: 0.2889, aux.acc_seg: 59.7685, loss: 0.6452
2022-01-31 10:59:16,119 - mmseg - INFO - Iter [57400/160000]	lr: 2.371e-07, eta: 16:55:23, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3481, decode.acc_seg: 70.8207, aux.loss_seg: 0.3027, aux.acc_seg: 60.1405, loss: 0.6507
2022-01-31 10:59:45,379 - mmseg - INFO - Iter [57450/160000]	lr: 2.370e-07, eta: 16:54:52, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3585, decode.acc_seg: 69.9181, aux.loss_seg: 0.2985, aux.acc_seg: 60.2459, loss: 0.6570
2022-01-31 11:00:14,303 - mmseg - INFO - Iter [57500/160000]	lr: 2.369e-07, eta: 16:54:21, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3545, decode.acc_seg: 67.9904, aux.loss_seg: 0.2934, aux.acc_seg: 58.3604, loss: 0.6480
2022-01-31 11:00:43,294 - mmseg - INFO - Iter [57550/160000]	lr: 2.367e-07, eta: 16:53:50, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3525, decode.acc_seg: 69.0412, aux.loss_seg: 0.2997, aux.acc_seg: 58.9064, loss: 0.6522
2022-01-31 11:01:12,590 - mmseg - INFO - Iter [57600/160000]	lr: 2.366e-07, eta: 16:53:20, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3392, decode.acc_seg: 69.1339, aux.loss_seg: 0.2778, aux.acc_seg: 60.1136, loss: 0.6170
2022-01-31 11:01:41,423 - mmseg - INFO - Iter [57650/160000]	lr: 2.365e-07, eta: 16:52:49, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3365, decode.acc_seg: 70.9736, aux.loss_seg: 0.2964, aux.acc_seg: 60.4061, loss: 0.6329
2022-01-31 11:02:10,407 - mmseg - INFO - Iter [57700/160000]	lr: 2.364e-07, eta: 16:52:18, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3691, decode.acc_seg: 68.6389, aux.loss_seg: 0.2962, aux.acc_seg: 58.7250, loss: 0.6652
2022-01-31 11:02:39,458 - mmseg - INFO - Iter [57750/160000]	lr: 2.363e-07, eta: 16:51:47, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3508, decode.acc_seg: 69.9956, aux.loss_seg: 0.2907, aux.acc_seg: 60.1131, loss: 0.6414
2022-01-31 11:03:08,218 - mmseg - INFO - Iter [57800/160000]	lr: 2.362e-07, eta: 16:51:16, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3804, decode.acc_seg: 68.8259, aux.loss_seg: 0.3133, aux.acc_seg: 58.3995, loss: 0.6937
2022-01-31 11:03:37,149 - mmseg - INFO - Iter [57850/160000]	lr: 2.360e-07, eta: 16:50:45, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3601, decode.acc_seg: 69.7523, aux.loss_seg: 0.2983, aux.acc_seg: 59.6250, loss: 0.6584
2022-01-31 11:04:05,860 - mmseg - INFO - Iter [57900/160000]	lr: 2.359e-07, eta: 16:50:13, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3276, decode.acc_seg: 69.6427, aux.loss_seg: 0.2741, aux.acc_seg: 59.9514, loss: 0.6016
2022-01-31 11:04:35,005 - mmseg - INFO - Iter [57950/160000]	lr: 2.358e-07, eta: 16:49:43, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3164, decode.acc_seg: 68.7653, aux.loss_seg: 0.2653, aux.acc_seg: 59.6332, loss: 0.5817
2022-01-31 11:05:03,999 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 11:05:04,001 - mmseg - INFO - Iter [58000/160000]	lr: 2.357e-07, eta: 16:49:12, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3599, decode.acc_seg: 70.1514, aux.loss_seg: 0.3014, aux.acc_seg: 59.7114, loss: 0.6612
2022-01-31 11:05:32,989 - mmseg - INFO - Iter [58050/160000]	lr: 2.356e-07, eta: 16:48:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3483, decode.acc_seg: 70.0074, aux.loss_seg: 0.2970, aux.acc_seg: 60.0345, loss: 0.6452
2022-01-31 11:06:13,528 - mmseg - INFO - Iter [58100/160000]	lr: 2.355e-07, eta: 16:48:30, time: 0.811, data_time: 0.242, memory: 21005, decode.loss_seg: 0.3525, decode.acc_seg: 70.3289, aux.loss_seg: 0.2823, aux.acc_seg: 61.3431, loss: 0.6347
2022-01-31 11:06:42,343 - mmseg - INFO - Iter [58150/160000]	lr: 2.354e-07, eta: 16:47:59, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3206, decode.acc_seg: 69.0869, aux.loss_seg: 0.2752, aux.acc_seg: 59.6921, loss: 0.5958
2022-01-31 11:07:11,245 - mmseg - INFO - Iter [58200/160000]	lr: 2.352e-07, eta: 16:47:28, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3294, decode.acc_seg: 69.6133, aux.loss_seg: 0.2709, aux.acc_seg: 60.3673, loss: 0.6003
2022-01-31 11:07:40,205 - mmseg - INFO - Iter [58250/160000]	lr: 2.351e-07, eta: 16:46:57, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3453, decode.acc_seg: 70.1031, aux.loss_seg: 0.2886, aux.acc_seg: 60.4858, loss: 0.6340
2022-01-31 11:08:09,226 - mmseg - INFO - Iter [58300/160000]	lr: 2.350e-07, eta: 16:46:26, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3712, decode.acc_seg: 69.9918, aux.loss_seg: 0.3057, aux.acc_seg: 59.9161, loss: 0.6768
2022-01-31 11:08:38,062 - mmseg - INFO - Iter [58350/160000]	lr: 2.349e-07, eta: 16:45:55, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3424, decode.acc_seg: 69.2522, aux.loss_seg: 0.2900, aux.acc_seg: 59.5033, loss: 0.6324
2022-01-31 11:09:07,016 - mmseg - INFO - Iter [58400/160000]	lr: 2.348e-07, eta: 16:45:24, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3415, decode.acc_seg: 69.4207, aux.loss_seg: 0.2858, aux.acc_seg: 59.4919, loss: 0.6274
2022-01-31 11:09:36,095 - mmseg - INFO - Iter [58450/160000]	lr: 2.347e-07, eta: 16:44:53, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3565, decode.acc_seg: 68.7507, aux.loss_seg: 0.2981, aux.acc_seg: 58.8023, loss: 0.6546
2022-01-31 11:10:05,054 - mmseg - INFO - Iter [58500/160000]	lr: 2.345e-07, eta: 16:44:22, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3480, decode.acc_seg: 69.0645, aux.loss_seg: 0.2934, aux.acc_seg: 58.8826, loss: 0.6414
2022-01-31 11:10:34,363 - mmseg - INFO - Iter [58550/160000]	lr: 2.344e-07, eta: 16:43:52, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3346, decode.acc_seg: 70.0888, aux.loss_seg: 0.2723, aux.acc_seg: 60.9429, loss: 0.6069
2022-01-31 11:11:03,446 - mmseg - INFO - Iter [58600/160000]	lr: 2.343e-07, eta: 16:43:21, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3250, decode.acc_seg: 71.2034, aux.loss_seg: 0.2777, aux.acc_seg: 61.0234, loss: 0.6027
2022-01-31 11:11:32,405 - mmseg - INFO - Iter [58650/160000]	lr: 2.342e-07, eta: 16:42:50, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3437, decode.acc_seg: 70.7749, aux.loss_seg: 0.2897, aux.acc_seg: 60.6037, loss: 0.6335
2022-01-31 11:12:01,353 - mmseg - INFO - Iter [58700/160000]	lr: 2.341e-07, eta: 16:42:19, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3497, decode.acc_seg: 69.4364, aux.loss_seg: 0.2971, aux.acc_seg: 59.1022, loss: 0.6468
2022-01-31 11:12:30,437 - mmseg - INFO - Iter [58750/160000]	lr: 2.340e-07, eta: 16:41:49, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3688, decode.acc_seg: 70.6709, aux.loss_seg: 0.2948, aux.acc_seg: 61.4657, loss: 0.6636
2022-01-31 11:12:59,377 - mmseg - INFO - Iter [58800/160000]	lr: 2.339e-07, eta: 16:41:18, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3483, decode.acc_seg: 70.5739, aux.loss_seg: 0.2873, aux.acc_seg: 61.4185, loss: 0.6356
2022-01-31 11:13:28,303 - mmseg - INFO - Iter [58850/160000]	lr: 2.337e-07, eta: 16:40:47, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3575, decode.acc_seg: 69.2741, aux.loss_seg: 0.2919, aux.acc_seg: 59.3543, loss: 0.6494
2022-01-31 11:13:57,117 - mmseg - INFO - Iter [58900/160000]	lr: 2.336e-07, eta: 16:40:15, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3633, decode.acc_seg: 69.0144, aux.loss_seg: 0.3015, aux.acc_seg: 58.9809, loss: 0.6648
2022-01-31 11:14:26,169 - mmseg - INFO - Iter [58950/160000]	lr: 2.335e-07, eta: 16:39:45, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3498, decode.acc_seg: 69.3223, aux.loss_seg: 0.2909, aux.acc_seg: 59.4452, loss: 0.6407
2022-01-31 11:14:55,137 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 11:14:55,139 - mmseg - INFO - Iter [59000/160000]	lr: 2.334e-07, eta: 16:39:14, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3426, decode.acc_seg: 69.1773, aux.loss_seg: 0.2984, aux.acc_seg: 58.8704, loss: 0.6410
2022-01-31 11:15:24,153 - mmseg - INFO - Iter [59050/160000]	lr: 2.333e-07, eta: 16:38:43, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3437, decode.acc_seg: 70.5570, aux.loss_seg: 0.2944, aux.acc_seg: 60.1373, loss: 0.6381
2022-01-31 11:15:53,079 - mmseg - INFO - Iter [59100/160000]	lr: 2.332e-07, eta: 16:38:12, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3310, decode.acc_seg: 70.3393, aux.loss_seg: 0.2835, aux.acc_seg: 60.3953, loss: 0.6145
2022-01-31 11:16:22,253 - mmseg - INFO - Iter [59150/160000]	lr: 2.330e-07, eta: 16:37:41, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3383, decode.acc_seg: 71.1202, aux.loss_seg: 0.2972, aux.acc_seg: 60.1060, loss: 0.6355
2022-01-31 11:16:51,331 - mmseg - INFO - Iter [59200/160000]	lr: 2.329e-07, eta: 16:37:11, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3546, decode.acc_seg: 70.0104, aux.loss_seg: 0.2945, aux.acc_seg: 60.2910, loss: 0.6491
2022-01-31 11:17:20,383 - mmseg - INFO - Iter [59250/160000]	lr: 2.328e-07, eta: 16:36:40, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3700, decode.acc_seg: 69.0222, aux.loss_seg: 0.3099, aux.acc_seg: 58.5897, loss: 0.6798
2022-01-31 11:17:49,297 - mmseg - INFO - Iter [59300/160000]	lr: 2.327e-07, eta: 16:36:09, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3661, decode.acc_seg: 69.6405, aux.loss_seg: 0.2908, aux.acc_seg: 60.1762, loss: 0.6569
2022-01-31 11:18:18,219 - mmseg - INFO - Iter [59350/160000]	lr: 2.326e-07, eta: 16:35:38, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3551, decode.acc_seg: 70.4655, aux.loss_seg: 0.3041, aux.acc_seg: 59.5345, loss: 0.6593
2022-01-31 11:18:59,079 - mmseg - INFO - Iter [59400/160000]	lr: 2.325e-07, eta: 16:35:27, time: 0.817, data_time: 0.250, memory: 21005, decode.loss_seg: 0.3205, decode.acc_seg: 70.9114, aux.loss_seg: 0.2865, aux.acc_seg: 60.1370, loss: 0.6070
2022-01-31 11:19:28,098 - mmseg - INFO - Iter [59450/160000]	lr: 2.323e-07, eta: 16:34:57, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3209, decode.acc_seg: 69.2772, aux.loss_seg: 0.2811, aux.acc_seg: 59.5478, loss: 0.6021
2022-01-31 11:19:56,908 - mmseg - INFO - Iter [59500/160000]	lr: 2.322e-07, eta: 16:34:25, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3532, decode.acc_seg: 69.2690, aux.loss_seg: 0.3072, aux.acc_seg: 58.4075, loss: 0.6604
2022-01-31 11:20:25,861 - mmseg - INFO - Iter [59550/160000]	lr: 2.321e-07, eta: 16:33:54, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3354, decode.acc_seg: 70.9403, aux.loss_seg: 0.2933, aux.acc_seg: 60.4930, loss: 0.6287
2022-01-31 11:20:54,792 - mmseg - INFO - Iter [59600/160000]	lr: 2.320e-07, eta: 16:33:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3461, decode.acc_seg: 70.0903, aux.loss_seg: 0.2771, aux.acc_seg: 61.0941, loss: 0.6231
2022-01-31 11:21:23,844 - mmseg - INFO - Iter [59650/160000]	lr: 2.319e-07, eta: 16:32:53, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3348, decode.acc_seg: 70.2856, aux.loss_seg: 0.2857, aux.acc_seg: 60.1830, loss: 0.6205
2022-01-31 11:21:53,051 - mmseg - INFO - Iter [59700/160000]	lr: 2.318e-07, eta: 16:32:22, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3532, decode.acc_seg: 70.0557, aux.loss_seg: 0.2926, aux.acc_seg: 59.9496, loss: 0.6458
2022-01-31 11:22:21,943 - mmseg - INFO - Iter [59750/160000]	lr: 2.317e-07, eta: 16:31:51, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3301, decode.acc_seg: 70.5610, aux.loss_seg: 0.2756, aux.acc_seg: 61.0908, loss: 0.6057
2022-01-31 11:22:50,909 - mmseg - INFO - Iter [59800/160000]	lr: 2.315e-07, eta: 16:31:20, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3405, decode.acc_seg: 69.8985, aux.loss_seg: 0.2853, aux.acc_seg: 60.2274, loss: 0.6257
2022-01-31 11:23:19,910 - mmseg - INFO - Iter [59850/160000]	lr: 2.314e-07, eta: 16:30:50, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3395, decode.acc_seg: 70.2280, aux.loss_seg: 0.2963, aux.acc_seg: 59.5277, loss: 0.6358
2022-01-31 11:23:48,898 - mmseg - INFO - Iter [59900/160000]	lr: 2.313e-07, eta: 16:30:19, time: 0.580, data_time: 0.006, memory: 21005, decode.loss_seg: 0.3342, decode.acc_seg: 70.4559, aux.loss_seg: 0.2945, aux.acc_seg: 60.1195, loss: 0.6287
2022-01-31 11:24:18,005 - mmseg - INFO - Iter [59950/160000]	lr: 2.312e-07, eta: 16:29:48, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3570, decode.acc_seg: 70.7470, aux.loss_seg: 0.3103, aux.acc_seg: 59.7047, loss: 0.6673
2022-01-31 11:24:47,158 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 11:24:47,160 - mmseg - INFO - Iter [60000/160000]	lr: 2.311e-07, eta: 16:29:17, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3278, decode.acc_seg: 69.8038, aux.loss_seg: 0.2827, aux.acc_seg: 59.2556, loss: 0.6105
2022-01-31 11:25:16,182 - mmseg - INFO - Iter [60050/160000]	lr: 2.310e-07, eta: 16:28:47, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3094, decode.acc_seg: 70.3630, aux.loss_seg: 0.2718, aux.acc_seg: 60.7358, loss: 0.5811
2022-01-31 11:25:45,184 - mmseg - INFO - Iter [60100/160000]	lr: 2.308e-07, eta: 16:28:16, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3391, decode.acc_seg: 70.3913, aux.loss_seg: 0.3016, aux.acc_seg: 59.3926, loss: 0.6406
2022-01-31 11:26:14,033 - mmseg - INFO - Iter [60150/160000]	lr: 2.307e-07, eta: 16:27:45, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3191, decode.acc_seg: 69.1741, aux.loss_seg: 0.2809, aux.acc_seg: 59.1310, loss: 0.6000
2022-01-31 11:26:43,162 - mmseg - INFO - Iter [60200/160000]	lr: 2.306e-07, eta: 16:27:14, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3458, decode.acc_seg: 70.2029, aux.loss_seg: 0.2913, aux.acc_seg: 60.0329, loss: 0.6371
2022-01-31 11:27:12,122 - mmseg - INFO - Iter [60250/160000]	lr: 2.305e-07, eta: 16:26:43, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3419, decode.acc_seg: 70.7252, aux.loss_seg: 0.2835, aux.acc_seg: 60.7250, loss: 0.6254
2022-01-31 11:27:41,206 - mmseg - INFO - Iter [60300/160000]	lr: 2.304e-07, eta: 16:26:13, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3634, decode.acc_seg: 68.8766, aux.loss_seg: 0.2989, aux.acc_seg: 58.7568, loss: 0.6623
2022-01-31 11:28:10,177 - mmseg - INFO - Iter [60350/160000]	lr: 2.303e-07, eta: 16:25:42, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3365, decode.acc_seg: 70.9350, aux.loss_seg: 0.2840, aux.acc_seg: 61.0336, loss: 0.6205
2022-01-31 11:28:39,281 - mmseg - INFO - Iter [60400/160000]	lr: 2.302e-07, eta: 16:25:11, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3494, decode.acc_seg: 69.0183, aux.loss_seg: 0.2846, aux.acc_seg: 59.5705, loss: 0.6340
2022-01-31 11:29:08,408 - mmseg - INFO - Iter [60450/160000]	lr: 2.300e-07, eta: 16:24:41, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3456, decode.acc_seg: 68.2401, aux.loss_seg: 0.2998, aux.acc_seg: 57.8073, loss: 0.6454
2022-01-31 11:29:37,572 - mmseg - INFO - Iter [60500/160000]	lr: 2.299e-07, eta: 16:24:10, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3483, decode.acc_seg: 71.2960, aux.loss_seg: 0.2924, aux.acc_seg: 61.1975, loss: 0.6407
2022-01-31 11:30:06,564 - mmseg - INFO - Iter [60550/160000]	lr: 2.298e-07, eta: 16:23:39, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3602, decode.acc_seg: 68.8016, aux.loss_seg: 0.2836, aux.acc_seg: 59.7186, loss: 0.6438
2022-01-31 11:30:35,674 - mmseg - INFO - Iter [60600/160000]	lr: 2.297e-07, eta: 16:23:09, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3696, decode.acc_seg: 69.9854, aux.loss_seg: 0.2909, aux.acc_seg: 60.9372, loss: 0.6605
2022-01-31 11:31:16,732 - mmseg - INFO - Iter [60650/160000]	lr: 2.296e-07, eta: 16:22:58, time: 0.821, data_time: 0.254, memory: 21005, decode.loss_seg: 0.3352, decode.acc_seg: 68.3008, aux.loss_seg: 0.2846, aux.acc_seg: 58.1964, loss: 0.6197
2022-01-31 11:31:45,564 - mmseg - INFO - Iter [60700/160000]	lr: 2.295e-07, eta: 16:22:27, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3427, decode.acc_seg: 70.4043, aux.loss_seg: 0.2936, aux.acc_seg: 60.1095, loss: 0.6363
2022-01-31 11:32:14,432 - mmseg - INFO - Iter [60750/160000]	lr: 2.293e-07, eta: 16:21:56, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3270, decode.acc_seg: 70.9505, aux.loss_seg: 0.2699, aux.acc_seg: 61.6525, loss: 0.5970
2022-01-31 11:32:43,651 - mmseg - INFO - Iter [60800/160000]	lr: 2.292e-07, eta: 16:21:25, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3220, decode.acc_seg: 70.2315, aux.loss_seg: 0.2745, aux.acc_seg: 61.0282, loss: 0.5965
2022-01-31 11:33:12,707 - mmseg - INFO - Iter [60850/160000]	lr: 2.291e-07, eta: 16:20:55, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3293, decode.acc_seg: 70.3368, aux.loss_seg: 0.2859, aux.acc_seg: 60.2581, loss: 0.6152
2022-01-31 11:33:41,692 - mmseg - INFO - Iter [60900/160000]	lr: 2.290e-07, eta: 16:20:24, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3139, decode.acc_seg: 71.3348, aux.loss_seg: 0.2685, aux.acc_seg: 61.9075, loss: 0.5825
2022-01-31 11:34:10,618 - mmseg - INFO - Iter [60950/160000]	lr: 2.289e-07, eta: 16:19:53, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3407, decode.acc_seg: 70.7623, aux.loss_seg: 0.2979, aux.acc_seg: 59.9243, loss: 0.6387
2022-01-31 11:34:39,379 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 11:34:39,382 - mmseg - INFO - Iter [61000/160000]	lr: 2.288e-07, eta: 16:19:22, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3139, decode.acc_seg: 69.2757, aux.loss_seg: 0.2654, aux.acc_seg: 60.1527, loss: 0.5793
2022-01-31 11:35:08,359 - mmseg - INFO - Iter [61050/160000]	lr: 2.287e-07, eta: 16:18:51, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3240, decode.acc_seg: 70.9698, aux.loss_seg: 0.2821, aux.acc_seg: 61.0844, loss: 0.6061
2022-01-31 11:35:37,393 - mmseg - INFO - Iter [61100/160000]	lr: 2.285e-07, eta: 16:18:20, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3187, decode.acc_seg: 70.6993, aux.loss_seg: 0.2643, aux.acc_seg: 61.7723, loss: 0.5830
2022-01-31 11:36:06,552 - mmseg - INFO - Iter [61150/160000]	lr: 2.284e-07, eta: 16:17:50, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3482, decode.acc_seg: 68.8636, aux.loss_seg: 0.2856, aux.acc_seg: 59.5005, loss: 0.6338
2022-01-31 11:36:35,436 - mmseg - INFO - Iter [61200/160000]	lr: 2.283e-07, eta: 16:17:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3344, decode.acc_seg: 70.3762, aux.loss_seg: 0.2968, aux.acc_seg: 59.8144, loss: 0.6312
2022-01-31 11:37:04,283 - mmseg - INFO - Iter [61250/160000]	lr: 2.282e-07, eta: 16:16:48, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3323, decode.acc_seg: 70.9723, aux.loss_seg: 0.3010, aux.acc_seg: 60.0646, loss: 0.6333
2022-01-31 11:37:33,232 - mmseg - INFO - Iter [61300/160000]	lr: 2.281e-07, eta: 16:16:17, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3076, decode.acc_seg: 72.1228, aux.loss_seg: 0.2734, aux.acc_seg: 61.9002, loss: 0.5809
2022-01-31 11:38:02,143 - mmseg - INFO - Iter [61350/160000]	lr: 2.280e-07, eta: 16:15:46, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3136, decode.acc_seg: 71.1346, aux.loss_seg: 0.2695, aux.acc_seg: 61.8766, loss: 0.5831
2022-01-31 11:38:31,229 - mmseg - INFO - Iter [61400/160000]	lr: 2.278e-07, eta: 16:15:15, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3453, decode.acc_seg: 69.9265, aux.loss_seg: 0.2855, aux.acc_seg: 60.1353, loss: 0.6307
2022-01-31 11:39:00,128 - mmseg - INFO - Iter [61450/160000]	lr: 2.277e-07, eta: 16:14:44, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3316, decode.acc_seg: 68.3235, aux.loss_seg: 0.2722, aux.acc_seg: 58.7372, loss: 0.6038
2022-01-31 11:39:28,922 - mmseg - INFO - Iter [61500/160000]	lr: 2.276e-07, eta: 16:14:13, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3078, decode.acc_seg: 69.8512, aux.loss_seg: 0.2738, aux.acc_seg: 59.4385, loss: 0.5816
2022-01-31 11:39:57,930 - mmseg - INFO - Iter [61550/160000]	lr: 2.275e-07, eta: 16:13:43, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3569, decode.acc_seg: 70.3641, aux.loss_seg: 0.3095, aux.acc_seg: 59.5029, loss: 0.6663
2022-01-31 11:40:27,092 - mmseg - INFO - Iter [61600/160000]	lr: 2.274e-07, eta: 16:13:12, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3465, decode.acc_seg: 70.9611, aux.loss_seg: 0.2932, aux.acc_seg: 60.5572, loss: 0.6397
2022-01-31 11:40:56,140 - mmseg - INFO - Iter [61650/160000]	lr: 2.273e-07, eta: 16:12:41, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3222, decode.acc_seg: 71.1040, aux.loss_seg: 0.2728, aux.acc_seg: 61.7953, loss: 0.5950
2022-01-31 11:41:25,027 - mmseg - INFO - Iter [61700/160000]	lr: 2.271e-07, eta: 16:12:10, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3455, decode.acc_seg: 69.5163, aux.loss_seg: 0.2853, aux.acc_seg: 59.7712, loss: 0.6308
2022-01-31 11:41:53,895 - mmseg - INFO - Iter [61750/160000]	lr: 2.270e-07, eta: 16:11:40, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3612, decode.acc_seg: 68.7846, aux.loss_seg: 0.3070, aux.acc_seg: 58.4410, loss: 0.6682
2022-01-31 11:42:22,883 - mmseg - INFO - Iter [61800/160000]	lr: 2.269e-07, eta: 16:11:09, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3211, decode.acc_seg: 71.3929, aux.loss_seg: 0.2765, aux.acc_seg: 61.3128, loss: 0.5976
2022-01-31 11:42:51,977 - mmseg - INFO - Iter [61850/160000]	lr: 2.268e-07, eta: 16:10:38, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3376, decode.acc_seg: 70.6418, aux.loss_seg: 0.2918, aux.acc_seg: 60.1849, loss: 0.6294
2022-01-31 11:43:33,252 - mmseg - INFO - Iter [61900/160000]	lr: 2.267e-07, eta: 16:10:27, time: 0.825, data_time: 0.252, memory: 21005, decode.loss_seg: 0.3500, decode.acc_seg: 68.7437, aux.loss_seg: 0.3017, aux.acc_seg: 58.4001, loss: 0.6518
2022-01-31 11:44:02,425 - mmseg - INFO - Iter [61950/160000]	lr: 2.266e-07, eta: 16:09:56, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3316, decode.acc_seg: 71.3037, aux.loss_seg: 0.2765, aux.acc_seg: 61.8977, loss: 0.6081
2022-01-31 11:44:31,380 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 11:44:31,382 - mmseg - INFO - Iter [62000/160000]	lr: 2.265e-07, eta: 16:09:26, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3246, decode.acc_seg: 71.5847, aux.loss_seg: 0.2902, aux.acc_seg: 60.9261, loss: 0.6148
2022-01-31 11:45:00,171 - mmseg - INFO - Iter [62050/160000]	lr: 2.263e-07, eta: 16:08:55, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3217, decode.acc_seg: 69.6544, aux.loss_seg: 0.2811, aux.acc_seg: 59.5989, loss: 0.6029
2022-01-31 11:45:29,268 - mmseg - INFO - Iter [62100/160000]	lr: 2.262e-07, eta: 16:08:24, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3133, decode.acc_seg: 71.6349, aux.loss_seg: 0.2677, aux.acc_seg: 62.2200, loss: 0.5809
2022-01-31 11:45:58,176 - mmseg - INFO - Iter [62150/160000]	lr: 2.261e-07, eta: 16:07:53, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3340, decode.acc_seg: 70.3710, aux.loss_seg: 0.2898, aux.acc_seg: 60.0106, loss: 0.6238
2022-01-31 11:46:27,285 - mmseg - INFO - Iter [62200/160000]	lr: 2.260e-07, eta: 16:07:23, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3213, decode.acc_seg: 72.1360, aux.loss_seg: 0.2733, aux.acc_seg: 62.8667, loss: 0.5945
2022-01-31 11:46:56,348 - mmseg - INFO - Iter [62250/160000]	lr: 2.259e-07, eta: 16:06:52, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3152, decode.acc_seg: 69.8475, aux.loss_seg: 0.2780, aux.acc_seg: 59.5504, loss: 0.5932
2022-01-31 11:47:25,325 - mmseg - INFO - Iter [62300/160000]	lr: 2.258e-07, eta: 16:06:21, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3191, decode.acc_seg: 69.8696, aux.loss_seg: 0.2778, aux.acc_seg: 59.8645, loss: 0.5969
2022-01-31 11:47:54,286 - mmseg - INFO - Iter [62350/160000]	lr: 2.256e-07, eta: 16:05:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3220, decode.acc_seg: 69.5831, aux.loss_seg: 0.2780, aux.acc_seg: 59.7959, loss: 0.6001
2022-01-31 11:48:23,378 - mmseg - INFO - Iter [62400/160000]	lr: 2.255e-07, eta: 16:05:20, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3301, decode.acc_seg: 72.3507, aux.loss_seg: 0.2884, aux.acc_seg: 61.6021, loss: 0.6185
2022-01-31 11:48:52,333 - mmseg - INFO - Iter [62450/160000]	lr: 2.254e-07, eta: 16:04:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3434, decode.acc_seg: 70.3881, aux.loss_seg: 0.2893, aux.acc_seg: 59.9953, loss: 0.6327
2022-01-31 11:49:21,298 - mmseg - INFO - Iter [62500/160000]	lr: 2.253e-07, eta: 16:04:18, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3464, decode.acc_seg: 67.9150, aux.loss_seg: 0.2863, aux.acc_seg: 58.4520, loss: 0.6326
2022-01-31 11:49:50,326 - mmseg - INFO - Iter [62550/160000]	lr: 2.252e-07, eta: 16:03:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3251, decode.acc_seg: 70.8390, aux.loss_seg: 0.2943, aux.acc_seg: 59.9811, loss: 0.6194
2022-01-31 11:50:19,314 - mmseg - INFO - Iter [62600/160000]	lr: 2.251e-07, eta: 16:03:17, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3161, decode.acc_seg: 71.1928, aux.loss_seg: 0.2851, aux.acc_seg: 60.5916, loss: 0.6012
2022-01-31 11:50:48,321 - mmseg - INFO - Iter [62650/160000]	lr: 2.250e-07, eta: 16:02:46, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3253, decode.acc_seg: 69.3803, aux.loss_seg: 0.2852, aux.acc_seg: 58.9782, loss: 0.6105
2022-01-31 11:51:17,476 - mmseg - INFO - Iter [62700/160000]	lr: 2.248e-07, eta: 16:02:16, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3445, decode.acc_seg: 70.1023, aux.loss_seg: 0.2862, aux.acc_seg: 60.1790, loss: 0.6307
2022-01-31 11:51:46,283 - mmseg - INFO - Iter [62750/160000]	lr: 2.247e-07, eta: 16:01:45, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3305, decode.acc_seg: 69.4512, aux.loss_seg: 0.2806, aux.acc_seg: 59.9054, loss: 0.6110
2022-01-31 11:52:15,388 - mmseg - INFO - Iter [62800/160000]	lr: 2.246e-07, eta: 16:01:14, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3334, decode.acc_seg: 69.6683, aux.loss_seg: 0.2911, aux.acc_seg: 59.3342, loss: 0.6244
2022-01-31 11:52:44,432 - mmseg - INFO - Iter [62850/160000]	lr: 2.245e-07, eta: 16:00:43, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3449, decode.acc_seg: 70.8207, aux.loss_seg: 0.2852, aux.acc_seg: 60.9049, loss: 0.6301
2022-01-31 11:53:13,554 - mmseg - INFO - Iter [62900/160000]	lr: 2.244e-07, eta: 16:00:13, time: 0.582, data_time: 0.006, memory: 21005, decode.loss_seg: 0.3381, decode.acc_seg: 69.6536, aux.loss_seg: 0.2837, aux.acc_seg: 60.1115, loss: 0.6217
2022-01-31 11:53:42,574 - mmseg - INFO - Iter [62950/160000]	lr: 2.243e-07, eta: 15:59:42, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3262, decode.acc_seg: 70.8345, aux.loss_seg: 0.2809, aux.acc_seg: 60.8860, loss: 0.6071
2022-01-31 11:54:11,786 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 11:54:11,789 - mmseg - INFO - Iter [63000/160000]	lr: 2.241e-07, eta: 15:59:12, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3539, decode.acc_seg: 69.7821, aux.loss_seg: 0.2922, aux.acc_seg: 60.3832, loss: 0.6462
2022-01-31 11:54:41,142 - mmseg - INFO - Iter [63050/160000]	lr: 2.240e-07, eta: 15:58:42, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3313, decode.acc_seg: 70.3790, aux.loss_seg: 0.2801, aux.acc_seg: 60.6849, loss: 0.6114
2022-01-31 11:55:10,460 - mmseg - INFO - Iter [63100/160000]	lr: 2.239e-07, eta: 15:58:12, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3675, decode.acc_seg: 69.4539, aux.loss_seg: 0.3101, aux.acc_seg: 59.0712, loss: 0.6776
2022-01-31 11:55:39,199 - mmseg - INFO - Iter [63150/160000]	lr: 2.238e-07, eta: 15:57:40, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3577, decode.acc_seg: 68.6212, aux.loss_seg: 0.3004, aux.acc_seg: 58.2044, loss: 0.6581
2022-01-31 11:56:20,389 - mmseg - INFO - Iter [63200/160000]	lr: 2.237e-07, eta: 15:57:28, time: 0.824, data_time: 0.245, memory: 21005, decode.loss_seg: 0.3310, decode.acc_seg: 69.2899, aux.loss_seg: 0.2839, aux.acc_seg: 59.5432, loss: 0.6149
2022-01-31 11:56:49,005 - mmseg - INFO - Iter [63250/160000]	lr: 2.236e-07, eta: 15:56:57, time: 0.573, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3083, decode.acc_seg: 70.2701, aux.loss_seg: 0.2763, aux.acc_seg: 60.1029, loss: 0.5847
2022-01-31 11:57:17,848 - mmseg - INFO - Iter [63300/160000]	lr: 2.235e-07, eta: 15:56:26, time: 0.577, data_time: 0.003, memory: 21005, decode.loss_seg: 0.3203, decode.acc_seg: 69.5278, aux.loss_seg: 0.2714, aux.acc_seg: 59.8124, loss: 0.5917
2022-01-31 11:57:46,769 - mmseg - INFO - Iter [63350/160000]	lr: 2.233e-07, eta: 15:55:55, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3380, decode.acc_seg: 71.2102, aux.loss_seg: 0.2917, aux.acc_seg: 60.8806, loss: 0.6297
2022-01-31 11:58:15,900 - mmseg - INFO - Iter [63400/160000]	lr: 2.232e-07, eta: 15:55:25, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3149, decode.acc_seg: 70.6388, aux.loss_seg: 0.2689, aux.acc_seg: 61.2387, loss: 0.5839
2022-01-31 11:58:44,873 - mmseg - INFO - Iter [63450/160000]	lr: 2.231e-07, eta: 15:54:54, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3413, decode.acc_seg: 69.7325, aux.loss_seg: 0.2881, aux.acc_seg: 59.8545, loss: 0.6294
2022-01-31 11:59:13,891 - mmseg - INFO - Iter [63500/160000]	lr: 2.230e-07, eta: 15:54:23, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3404, decode.acc_seg: 70.1859, aux.loss_seg: 0.2948, aux.acc_seg: 59.8008, loss: 0.6352
2022-01-31 11:59:43,051 - mmseg - INFO - Iter [63550/160000]	lr: 2.229e-07, eta: 15:53:53, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3398, decode.acc_seg: 69.8115, aux.loss_seg: 0.2875, aux.acc_seg: 59.7755, loss: 0.6273
2022-01-31 12:00:11,979 - mmseg - INFO - Iter [63600/160000]	lr: 2.228e-07, eta: 15:53:22, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3273, decode.acc_seg: 70.3264, aux.loss_seg: 0.2896, aux.acc_seg: 59.7837, loss: 0.6169
2022-01-31 12:00:41,161 - mmseg - INFO - Iter [63650/160000]	lr: 2.226e-07, eta: 15:52:52, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3246, decode.acc_seg: 70.1628, aux.loss_seg: 0.2849, aux.acc_seg: 60.2337, loss: 0.6095
2022-01-31 12:01:10,246 - mmseg - INFO - Iter [63700/160000]	lr: 2.225e-07, eta: 15:52:21, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3380, decode.acc_seg: 69.0809, aux.loss_seg: 0.2921, aux.acc_seg: 59.2353, loss: 0.6300
2022-01-31 12:01:39,224 - mmseg - INFO - Iter [63750/160000]	lr: 2.224e-07, eta: 15:51:51, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3234, decode.acc_seg: 70.7851, aux.loss_seg: 0.2794, aux.acc_seg: 60.5889, loss: 0.6027
2022-01-31 12:02:08,078 - mmseg - INFO - Iter [63800/160000]	lr: 2.223e-07, eta: 15:51:20, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3251, decode.acc_seg: 70.4641, aux.loss_seg: 0.2930, aux.acc_seg: 59.1753, loss: 0.6181
2022-01-31 12:02:37,031 - mmseg - INFO - Iter [63850/160000]	lr: 2.222e-07, eta: 15:50:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3497, decode.acc_seg: 70.2298, aux.loss_seg: 0.2923, aux.acc_seg: 60.2894, loss: 0.6420
2022-01-31 12:03:05,974 - mmseg - INFO - Iter [63900/160000]	lr: 2.221e-07, eta: 15:50:18, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3408, decode.acc_seg: 70.4254, aux.loss_seg: 0.2804, aux.acc_seg: 60.6368, loss: 0.6212
2022-01-31 12:03:35,049 - mmseg - INFO - Iter [63950/160000]	lr: 2.220e-07, eta: 15:49:48, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3281, decode.acc_seg: 70.3760, aux.loss_seg: 0.2847, aux.acc_seg: 60.1523, loss: 0.6128
2022-01-31 12:04:04,115 - mmseg - INFO - Saving checkpoint at 64000 iterations
2022-01-31 12:05:36,510 - mmseg - INFO - per class results:
2022-01-31 12:05:36,516 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 76.52 | 88.91 |
| building            | 81.86 | 91.86 |
| sky                 | 94.24 | 96.93 |
| floor               | 80.9  | 88.83 |
| tree                | 74.65 | 88.37 |
| ceiling             | 83.23 | 90.41 |
| road                | 82.91 | 91.16 |
| bed                 | 86.78 | 95.49 |
| windowpane          | 61.36 | 79.03 |
| grass               | 65.89 | 89.78 |
| cabinet             | 59.66 | 70.72 |
| sidewalk            | 62.11 | 79.26 |
| person              | 79.18 | 92.92 |
| earth               | 34.69 | 44.31 |
| door                | 44.29 | 55.55 |
| table               | 59.03 | 73.91 |
| mountain            | 55.77 | 69.38 |
| plant               | 50.69 | 61.15 |
| curtain             | 73.76 | 87.64 |
| chair               | 54.58 | 67.88 |
| car                 | 84.57 | 92.65 |
| water               | 44.16 | 55.72 |
| painting            | 67.97 | 86.95 |
| sofa                | 62.74 | 79.63 |
| shelf               | 42.6  | 61.81 |
| house               | 49.8  | 80.59 |
| sea                 | 55.34 | 80.31 |
| mirror              | 66.99 | 80.39 |
| rug                 | 64.0  | 69.53 |
| field               | 26.69 | 37.71 |
| armchair            | 42.41 | 62.04 |
| seat                | 62.27 | 86.1  |
| fence               | 35.87 | 46.31 |
| desk                | 45.25 | 67.84 |
| rock                | 33.21 | 52.0  |
| wardrobe            | 46.34 | 63.71 |
| lamp                | 57.58 | 73.71 |
| bathtub             | 76.39 | 80.24 |
| railing             | 34.53 | 48.13 |
| cushion             | 52.66 | 65.3  |
| base                | 26.78 | 35.4  |
| box                 | 21.29 | 27.02 |
| column              | 45.7  | 56.25 |
| signboard           | 36.31 | 52.39 |
| chest of drawers    | 40.28 | 55.94 |
| counter             | 27.01 | 34.82 |
| sand                | 41.62 | 54.59 |
| sink                | 67.89 | 76.21 |
| skyscraper          | 55.22 | 65.05 |
| fireplace           | 70.07 | 87.97 |
| refrigerator        | 63.94 | 84.75 |
| grandstand          | 53.18 | 65.92 |
| path                | 17.49 | 23.14 |
| stairs              | 25.76 | 30.29 |
| runway              | 70.16 | 94.51 |
| case                | 55.92 | 85.53 |
| pool table          | 93.03 | 95.83 |
| pillow              | 53.85 | 66.52 |
| screen door         | 48.65 | 49.78 |
| stairway            | 23.78 | 38.65 |
| river               | 8.86  | 25.75 |
| bridge              | 54.68 | 64.2  |
| bookcase            | 38.66 | 55.98 |
| blind               | 32.52 | 34.84 |
| coffee table        | 57.08 | 73.39 |
| toilet              | 81.48 | 89.18 |
| flower              | 36.73 | 56.49 |
| book                | 49.38 | 70.29 |
| hill                | 7.39  | 10.64 |
| bench               | 44.22 | 50.3  |
| countertop          | 54.24 | 65.36 |
| stove               | 68.25 | 82.25 |
| palm                | 48.52 | 65.33 |
| kitchen island      | 44.54 | 72.71 |
| computer            | 66.22 | 81.74 |
| swivel chair        | 41.22 | 60.22 |
| boat                | 39.21 | 46.32 |
| bar                 | 51.3  | 64.83 |
| arcade machine      | 57.42 | 63.26 |
| hovel               | 16.85 | 18.58 |
| bus                 | 86.51 | 95.16 |
| towel               | 59.69 | 71.96 |
| light               | 52.71 | 61.37 |
| truck               | 27.49 | 38.66 |
| tower               | 4.65  | 5.79  |
| chandelier          | 62.9  | 77.67 |
| awning              | 30.12 | 52.52 |
| streetlight         | 22.0  | 28.98 |
| booth               | 48.73 | 54.61 |
| television receiver | 50.4  | 78.65 |
| airplane            | 58.84 | 68.16 |
| dirt track          | 4.43  | 5.3   |
| apparel             | 39.23 | 63.22 |
| pole                | 14.04 | 16.18 |
| land                | 0.0   | 0.0   |
| bannister           | 14.83 | 18.22 |
| escalator           | 41.68 | 56.13 |
| ottoman             | 45.34 | 61.26 |
| bottle              | 25.53 | 30.68 |
| buffet              | 48.07 | 61.49 |
| poster              | 21.55 | 26.96 |
| stage               | 11.19 | 20.08 |
| van                 | 38.16 | 46.96 |
| ship                | 43.61 | 72.68 |
| fountain            | 13.52 | 14.17 |
| conveyer belt       | 57.5  | 91.87 |
| canopy              | 17.15 | 23.74 |
| washer              | 58.38 | 72.59 |
| plaything           | 31.22 | 40.41 |
| swimming pool       | 36.33 | 44.45 |
| stool               | 38.04 | 50.44 |
| barrel              | 20.54 | 64.43 |
| basket              | 17.12 | 22.91 |
| waterfall           | 44.32 | 57.11 |
| tent                | 87.67 | 98.54 |
| bag                 | 12.6  | 13.91 |
| minibike            | 63.34 | 71.89 |
| cradle              | 83.05 | 96.86 |
| oven                | 26.01 | 44.23 |
| ball                | 47.67 | 59.97 |
| food                | 47.91 | 54.07 |
| step                | 5.32  | 6.33  |
| tank                | 42.24 | 48.18 |
| trade name          | 28.3  | 33.17 |
| microwave           | 35.52 | 40.92 |
| pot                 | 40.67 | 46.6  |
| animal              | 62.14 | 65.54 |
| bicycle             | 50.09 | 69.46 |
| lake                | 54.67 | 65.68 |
| dishwasher          | 52.46 | 66.62 |
| screen              | 56.59 | 87.47 |
| blanket             | 9.2   | 9.83  |
| sculpture           | 53.3  | 65.15 |
| hood                | 59.24 | 76.81 |
| sconce              | 36.08 | 42.54 |
| vase                | 30.03 | 48.48 |
| traffic light       | 28.61 | 44.81 |
| tray                | 4.69  | 8.32  |
| ashcan              | 30.11 | 38.03 |
| fan                 | 52.78 | 64.25 |
| pier                | 32.17 | 34.85 |
| crt screen          | 5.82  | 14.9  |
| plate               | 50.63 | 71.66 |
| monitor             | 5.44  | 6.19  |
| bulletin board      | 35.52 | 44.14 |
| shower              | 0.16  | 0.87  |
| radiator            | 45.23 | 47.53 |
| glass               | 11.93 | 13.94 |
| clock               | 26.84 | 29.58 |
| flag                | 41.98 | 45.22 |
+---------------------+-------+-------+
2022-01-31 12:05:36,517 - mmseg - INFO - Summary:
2022-01-31 12:05:36,518 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 45.28 | 57.19 | 82.12 |
+--------+-------+-------+-------+
2022-01-31 12:05:36,535 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 12:05:36,536 - mmseg - INFO - Iter(val) [64000]	mIoU: 0.4528, mAcc: 0.5719, aAcc: 0.8212
2022-01-31 12:06:05,511 - mmseg - INFO - Iter [64050/160000]	lr: 2.217e-07, eta: 15:50:03, time: 2.187, data_time: 1.612, memory: 21005, decode.loss_seg: 0.3314, decode.acc_seg: 69.5928, aux.loss_seg: 0.2849, aux.acc_seg: 59.3823, loss: 0.6163
2022-01-31 12:06:34,485 - mmseg - INFO - Iter [64100/160000]	lr: 2.216e-07, eta: 15:49:32, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3473, decode.acc_seg: 69.8383, aux.loss_seg: 0.3078, aux.acc_seg: 59.1123, loss: 0.6552
2022-01-31 12:07:03,651 - mmseg - INFO - Iter [64150/160000]	lr: 2.215e-07, eta: 15:49:02, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3326, decode.acc_seg: 69.8138, aux.loss_seg: 0.2785, aux.acc_seg: 60.1854, loss: 0.6112
2022-01-31 12:07:32,670 - mmseg - INFO - Iter [64200/160000]	lr: 2.214e-07, eta: 15:48:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3296, decode.acc_seg: 69.6087, aux.loss_seg: 0.2798, aux.acc_seg: 60.0351, loss: 0.6095
2022-01-31 12:08:01,794 - mmseg - INFO - Iter [64250/160000]	lr: 2.213e-07, eta: 15:48:01, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3244, decode.acc_seg: 70.8112, aux.loss_seg: 0.2826, aux.acc_seg: 60.8918, loss: 0.6070
2022-01-31 12:08:30,735 - mmseg - INFO - Iter [64300/160000]	lr: 2.211e-07, eta: 15:47:30, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3374, decode.acc_seg: 70.3183, aux.loss_seg: 0.2897, aux.acc_seg: 60.3776, loss: 0.6271
2022-01-31 12:08:59,608 - mmseg - INFO - Iter [64350/160000]	lr: 2.210e-07, eta: 15:46:59, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3469, decode.acc_seg: 69.9362, aux.loss_seg: 0.2953, aux.acc_seg: 59.7795, loss: 0.6422
2022-01-31 12:09:28,672 - mmseg - INFO - Iter [64400/160000]	lr: 2.209e-07, eta: 15:46:28, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3199, decode.acc_seg: 70.7432, aux.loss_seg: 0.2901, aux.acc_seg: 59.9869, loss: 0.6100
2022-01-31 12:10:09,178 - mmseg - INFO - Iter [64450/160000]	lr: 2.208e-07, eta: 15:46:15, time: 0.811, data_time: 0.242, memory: 21005, decode.loss_seg: 0.3136, decode.acc_seg: 70.1702, aux.loss_seg: 0.2890, aux.acc_seg: 59.3516, loss: 0.6027
2022-01-31 12:10:37,983 - mmseg - INFO - Iter [64500/160000]	lr: 2.207e-07, eta: 15:45:43, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3335, decode.acc_seg: 68.8728, aux.loss_seg: 0.2794, aux.acc_seg: 59.8551, loss: 0.6129
2022-01-31 12:11:06,581 - mmseg - INFO - Iter [64550/160000]	lr: 2.206e-07, eta: 15:45:12, time: 0.572, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3015, decode.acc_seg: 72.8851, aux.loss_seg: 0.2706, aux.acc_seg: 62.5876, loss: 0.5720
2022-01-31 12:11:35,567 - mmseg - INFO - Iter [64600/160000]	lr: 2.204e-07, eta: 15:44:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3173, decode.acc_seg: 70.0505, aux.loss_seg: 0.2855, aux.acc_seg: 59.8396, loss: 0.6028
2022-01-31 12:12:04,480 - mmseg - INFO - Iter [64650/160000]	lr: 2.203e-07, eta: 15:44:10, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3238, decode.acc_seg: 70.2101, aux.loss_seg: 0.2727, aux.acc_seg: 60.9852, loss: 0.5965
2022-01-31 12:12:33,436 - mmseg - INFO - Iter [64700/160000]	lr: 2.202e-07, eta: 15:43:40, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3108, decode.acc_seg: 70.5760, aux.loss_seg: 0.2764, aux.acc_seg: 60.3911, loss: 0.5872
2022-01-31 12:13:02,438 - mmseg - INFO - Iter [64750/160000]	lr: 2.201e-07, eta: 15:43:09, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3128, decode.acc_seg: 69.0219, aux.loss_seg: 0.2663, aux.acc_seg: 59.7393, loss: 0.5791
2022-01-31 12:13:31,397 - mmseg - INFO - Iter [64800/160000]	lr: 2.200e-07, eta: 15:42:38, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3149, decode.acc_seg: 70.1801, aux.loss_seg: 0.2758, aux.acc_seg: 59.9272, loss: 0.5908
2022-01-31 12:14:00,288 - mmseg - INFO - Iter [64850/160000]	lr: 2.199e-07, eta: 15:42:07, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3248, decode.acc_seg: 70.7415, aux.loss_seg: 0.2692, aux.acc_seg: 61.3096, loss: 0.5940
2022-01-31 12:14:29,189 - mmseg - INFO - Iter [64900/160000]	lr: 2.198e-07, eta: 15:41:36, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3174, decode.acc_seg: 70.2517, aux.loss_seg: 0.2803, aux.acc_seg: 59.7557, loss: 0.5977
2022-01-31 12:14:58,053 - mmseg - INFO - Iter [64950/160000]	lr: 2.196e-07, eta: 15:41:05, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3194, decode.acc_seg: 71.8759, aux.loss_seg: 0.2917, aux.acc_seg: 60.9878, loss: 0.6112
2022-01-31 12:15:26,996 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 12:15:26,999 - mmseg - INFO - Iter [65000/160000]	lr: 2.195e-07, eta: 15:40:35, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3198, decode.acc_seg: 71.0198, aux.loss_seg: 0.2936, aux.acc_seg: 60.0390, loss: 0.6134
2022-01-31 12:15:55,901 - mmseg - INFO - Iter [65050/160000]	lr: 2.194e-07, eta: 15:40:04, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3515, decode.acc_seg: 72.6187, aux.loss_seg: 0.3021, aux.acc_seg: 62.1078, loss: 0.6535
2022-01-31 12:16:25,029 - mmseg - INFO - Iter [65100/160000]	lr: 2.193e-07, eta: 15:39:33, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3366, decode.acc_seg: 71.0502, aux.loss_seg: 0.2951, aux.acc_seg: 60.5505, loss: 0.6317
2022-01-31 12:16:54,133 - mmseg - INFO - Iter [65150/160000]	lr: 2.192e-07, eta: 15:39:03, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3386, decode.acc_seg: 71.1685, aux.loss_seg: 0.2795, aux.acc_seg: 61.9294, loss: 0.6180
2022-01-31 12:17:23,271 - mmseg - INFO - Iter [65200/160000]	lr: 2.191e-07, eta: 15:38:32, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3542, decode.acc_seg: 69.1052, aux.loss_seg: 0.2862, aux.acc_seg: 59.5111, loss: 0.6404
2022-01-31 12:17:52,826 - mmseg - INFO - Iter [65250/160000]	lr: 2.189e-07, eta: 15:38:02, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3003, decode.acc_seg: 69.5080, aux.loss_seg: 0.2709, aux.acc_seg: 59.1726, loss: 0.5712
2022-01-31 12:18:21,926 - mmseg - INFO - Iter [65300/160000]	lr: 2.188e-07, eta: 15:37:32, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3313, decode.acc_seg: 70.0392, aux.loss_seg: 0.2934, aux.acc_seg: 59.2394, loss: 0.6246
2022-01-31 12:18:50,935 - mmseg - INFO - Iter [65350/160000]	lr: 2.187e-07, eta: 15:37:01, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3324, decode.acc_seg: 71.3271, aux.loss_seg: 0.3027, aux.acc_seg: 60.0790, loss: 0.6351
2022-01-31 12:19:20,069 - mmseg - INFO - Iter [65400/160000]	lr: 2.186e-07, eta: 15:36:30, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3384, decode.acc_seg: 70.4518, aux.loss_seg: 0.2929, aux.acc_seg: 60.0863, loss: 0.6313
2022-01-31 12:19:49,044 - mmseg - INFO - Iter [65450/160000]	lr: 2.185e-07, eta: 15:36:00, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3545, decode.acc_seg: 71.3880, aux.loss_seg: 0.3016, aux.acc_seg: 60.7242, loss: 0.6561
2022-01-31 12:20:18,125 - mmseg - INFO - Iter [65500/160000]	lr: 2.184e-07, eta: 15:35:29, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3315, decode.acc_seg: 70.1692, aux.loss_seg: 0.2827, aux.acc_seg: 60.0793, loss: 0.6141
2022-01-31 12:20:47,232 - mmseg - INFO - Iter [65550/160000]	lr: 2.183e-07, eta: 15:34:58, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3191, decode.acc_seg: 69.3983, aux.loss_seg: 0.2848, aux.acc_seg: 59.0165, loss: 0.6039
2022-01-31 12:21:16,161 - mmseg - INFO - Iter [65600/160000]	lr: 2.181e-07, eta: 15:34:28, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3056, decode.acc_seg: 70.5833, aux.loss_seg: 0.2673, aux.acc_seg: 60.6282, loss: 0.5729
2022-01-31 12:21:45,025 - mmseg - INFO - Iter [65650/160000]	lr: 2.180e-07, eta: 15:33:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3451, decode.acc_seg: 70.6342, aux.loss_seg: 0.2910, aux.acc_seg: 60.3536, loss: 0.6361
2022-01-31 12:22:25,879 - mmseg - INFO - Iter [65700/160000]	lr: 2.179e-07, eta: 15:33:43, time: 0.817, data_time: 0.247, memory: 21005, decode.loss_seg: 0.3251, decode.acc_seg: 70.0634, aux.loss_seg: 0.2774, aux.acc_seg: 60.1625, loss: 0.6026
2022-01-31 12:22:54,735 - mmseg - INFO - Iter [65750/160000]	lr: 2.178e-07, eta: 15:33:12, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3077, decode.acc_seg: 70.0878, aux.loss_seg: 0.2711, aux.acc_seg: 59.9049, loss: 0.5788
2022-01-31 12:23:23,765 - mmseg - INFO - Iter [65800/160000]	lr: 2.177e-07, eta: 15:32:42, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3178, decode.acc_seg: 70.2689, aux.loss_seg: 0.2755, aux.acc_seg: 60.6243, loss: 0.5932
2022-01-31 12:23:52,698 - mmseg - INFO - Iter [65850/160000]	lr: 2.176e-07, eta: 15:32:11, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3134, decode.acc_seg: 70.7204, aux.loss_seg: 0.2756, aux.acc_seg: 60.4395, loss: 0.5890
2022-01-31 12:24:21,669 - mmseg - INFO - Iter [65900/160000]	lr: 2.174e-07, eta: 15:31:40, time: 0.579, data_time: 0.006, memory: 21005, decode.loss_seg: 0.3228, decode.acc_seg: 70.4654, aux.loss_seg: 0.2829, aux.acc_seg: 60.3871, loss: 0.6057
2022-01-31 12:24:50,549 - mmseg - INFO - Iter [65950/160000]	lr: 2.173e-07, eta: 15:31:09, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3130, decode.acc_seg: 70.5564, aux.loss_seg: 0.2795, aux.acc_seg: 60.4145, loss: 0.5925
2022-01-31 12:25:19,564 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 12:25:19,566 - mmseg - INFO - Iter [66000/160000]	lr: 2.172e-07, eta: 15:30:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3254, decode.acc_seg: 71.0263, aux.loss_seg: 0.2937, aux.acc_seg: 60.1423, loss: 0.6191
2022-01-31 12:25:48,544 - mmseg - INFO - Iter [66050/160000]	lr: 2.171e-07, eta: 15:30:08, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3507, decode.acc_seg: 69.2798, aux.loss_seg: 0.3019, aux.acc_seg: 58.7258, loss: 0.6526
2022-01-31 12:26:17,532 - mmseg - INFO - Iter [66100/160000]	lr: 2.170e-07, eta: 15:29:37, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3164, decode.acc_seg: 70.8367, aux.loss_seg: 0.2862, aux.acc_seg: 60.1993, loss: 0.6026
2022-01-31 12:26:46,763 - mmseg - INFO - Iter [66150/160000]	lr: 2.169e-07, eta: 15:29:07, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3207, decode.acc_seg: 71.3484, aux.loss_seg: 0.2871, aux.acc_seg: 60.7565, loss: 0.6078
2022-01-31 12:27:15,651 - mmseg - INFO - Iter [66200/160000]	lr: 2.168e-07, eta: 15:28:36, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3149, decode.acc_seg: 70.2450, aux.loss_seg: 0.2719, aux.acc_seg: 60.8590, loss: 0.5867
2022-01-31 12:27:44,605 - mmseg - INFO - Iter [66250/160000]	lr: 2.166e-07, eta: 15:28:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3208, decode.acc_seg: 70.8704, aux.loss_seg: 0.2795, aux.acc_seg: 60.8338, loss: 0.6003
2022-01-31 12:28:13,780 - mmseg - INFO - Iter [66300/160000]	lr: 2.165e-07, eta: 15:27:35, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3084, decode.acc_seg: 71.0467, aux.loss_seg: 0.2705, aux.acc_seg: 61.4834, loss: 0.5789
2022-01-31 12:28:42,822 - mmseg - INFO - Iter [66350/160000]	lr: 2.164e-07, eta: 15:27:04, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3418, decode.acc_seg: 72.1089, aux.loss_seg: 0.2979, aux.acc_seg: 61.5705, loss: 0.6396
2022-01-31 12:29:12,321 - mmseg - INFO - Iter [66400/160000]	lr: 2.163e-07, eta: 15:26:34, time: 0.590, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3452, decode.acc_seg: 70.0230, aux.loss_seg: 0.2877, aux.acc_seg: 60.2084, loss: 0.6330
2022-01-31 12:29:41,371 - mmseg - INFO - Iter [66450/160000]	lr: 2.162e-07, eta: 15:26:03, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3175, decode.acc_seg: 70.2140, aux.loss_seg: 0.2925, aux.acc_seg: 59.0200, loss: 0.6100
2022-01-31 12:30:10,397 - mmseg - INFO - Iter [66500/160000]	lr: 2.161e-07, eta: 15:25:33, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3356, decode.acc_seg: 69.7410, aux.loss_seg: 0.2841, aux.acc_seg: 59.7487, loss: 0.6197
2022-01-31 12:30:39,356 - mmseg - INFO - Iter [66550/160000]	lr: 2.159e-07, eta: 15:25:02, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3406, decode.acc_seg: 71.2051, aux.loss_seg: 0.2907, aux.acc_seg: 61.1742, loss: 0.6313
2022-01-31 12:31:08,341 - mmseg - INFO - Iter [66600/160000]	lr: 2.158e-07, eta: 15:24:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2939, decode.acc_seg: 71.0580, aux.loss_seg: 0.2778, aux.acc_seg: 60.3213, loss: 0.5717
2022-01-31 12:31:37,329 - mmseg - INFO - Iter [66650/160000]	lr: 2.157e-07, eta: 15:24:01, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3336, decode.acc_seg: 70.0737, aux.loss_seg: 0.2966, aux.acc_seg: 59.6059, loss: 0.6302
2022-01-31 12:32:06,410 - mmseg - INFO - Iter [66700/160000]	lr: 2.156e-07, eta: 15:23:30, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3136, decode.acc_seg: 70.1420, aux.loss_seg: 0.2654, aux.acc_seg: 60.9883, loss: 0.5790
2022-01-31 12:32:35,335 - mmseg - INFO - Iter [66750/160000]	lr: 2.155e-07, eta: 15:22:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3326, decode.acc_seg: 71.5349, aux.loss_seg: 0.2948, aux.acc_seg: 60.6712, loss: 0.6275
2022-01-31 12:33:04,446 - mmseg - INFO - Iter [66800/160000]	lr: 2.154e-07, eta: 15:22:29, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3380, decode.acc_seg: 70.3958, aux.loss_seg: 0.2898, aux.acc_seg: 60.2797, loss: 0.6279
2022-01-31 12:33:33,368 - mmseg - INFO - Iter [66850/160000]	lr: 2.152e-07, eta: 15:21:58, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3381, decode.acc_seg: 69.2965, aux.loss_seg: 0.2814, aux.acc_seg: 59.7721, loss: 0.6195
2022-01-31 12:34:02,419 - mmseg - INFO - Iter [66900/160000]	lr: 2.151e-07, eta: 15:21:27, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3250, decode.acc_seg: 70.7417, aux.loss_seg: 0.2911, aux.acc_seg: 59.9870, loss: 0.6162
2022-01-31 12:34:43,535 - mmseg - INFO - Iter [66950/160000]	lr: 2.150e-07, eta: 15:21:14, time: 0.822, data_time: 0.248, memory: 21005, decode.loss_seg: 0.3080, decode.acc_seg: 70.9761, aux.loss_seg: 0.2658, aux.acc_seg: 61.3610, loss: 0.5738
2022-01-31 12:35:12,233 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 12:35:12,235 - mmseg - INFO - Iter [67000/160000]	lr: 2.149e-07, eta: 15:20:42, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3090, decode.acc_seg: 71.6260, aux.loss_seg: 0.2667, aux.acc_seg: 61.9608, loss: 0.5757
2022-01-31 12:35:41,156 - mmseg - INFO - Iter [67050/160000]	lr: 2.148e-07, eta: 15:20:12, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3330, decode.acc_seg: 68.6433, aux.loss_seg: 0.2783, aux.acc_seg: 58.8629, loss: 0.6113
2022-01-31 12:36:10,111 - mmseg - INFO - Iter [67100/160000]	lr: 2.147e-07, eta: 15:19:41, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3143, decode.acc_seg: 70.1826, aux.loss_seg: 0.2705, aux.acc_seg: 60.5620, loss: 0.5848
2022-01-31 12:36:39,125 - mmseg - INFO - Iter [67150/160000]	lr: 2.146e-07, eta: 15:19:10, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3179, decode.acc_seg: 71.4613, aux.loss_seg: 0.2894, aux.acc_seg: 60.9114, loss: 0.6074
2022-01-31 12:37:08,272 - mmseg - INFO - Iter [67200/160000]	lr: 2.144e-07, eta: 15:18:40, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3400, decode.acc_seg: 69.7263, aux.loss_seg: 0.2948, aux.acc_seg: 59.5225, loss: 0.6348
2022-01-31 12:37:37,328 - mmseg - INFO - Iter [67250/160000]	lr: 2.143e-07, eta: 15:18:09, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3172, decode.acc_seg: 70.4801, aux.loss_seg: 0.2768, aux.acc_seg: 60.4981, loss: 0.5939
2022-01-31 12:38:06,365 - mmseg - INFO - Iter [67300/160000]	lr: 2.142e-07, eta: 15:17:39, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3289, decode.acc_seg: 71.0921, aux.loss_seg: 0.2918, aux.acc_seg: 61.0912, loss: 0.6207
2022-01-31 12:38:35,237 - mmseg - INFO - Iter [67350/160000]	lr: 2.141e-07, eta: 15:17:08, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3234, decode.acc_seg: 71.1741, aux.loss_seg: 0.2872, aux.acc_seg: 61.0903, loss: 0.6106
2022-01-31 12:39:04,537 - mmseg - INFO - Iter [67400/160000]	lr: 2.140e-07, eta: 15:16:38, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3199, decode.acc_seg: 70.4123, aux.loss_seg: 0.2694, aux.acc_seg: 60.7593, loss: 0.5894
2022-01-31 12:39:33,731 - mmseg - INFO - Iter [67450/160000]	lr: 2.139e-07, eta: 15:16:07, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3233, decode.acc_seg: 69.8032, aux.loss_seg: 0.2799, aux.acc_seg: 59.6699, loss: 0.6032
2022-01-31 12:40:03,011 - mmseg - INFO - Iter [67500/160000]	lr: 2.137e-07, eta: 15:15:37, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3144, decode.acc_seg: 70.0214, aux.loss_seg: 0.2801, aux.acc_seg: 59.5736, loss: 0.5946
2022-01-31 12:40:32,140 - mmseg - INFO - Iter [67550/160000]	lr: 2.136e-07, eta: 15:15:06, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3301, decode.acc_seg: 70.0171, aux.loss_seg: 0.2872, aux.acc_seg: 59.3843, loss: 0.6173
2022-01-31 12:41:01,166 - mmseg - INFO - Iter [67600/160000]	lr: 2.135e-07, eta: 15:14:36, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3425, decode.acc_seg: 71.2903, aux.loss_seg: 0.2897, aux.acc_seg: 60.9344, loss: 0.6322
2022-01-31 12:41:30,148 - mmseg - INFO - Iter [67650/160000]	lr: 2.134e-07, eta: 15:14:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3191, decode.acc_seg: 71.3088, aux.loss_seg: 0.2866, aux.acc_seg: 60.7674, loss: 0.6058
2022-01-31 12:41:59,047 - mmseg - INFO - Iter [67700/160000]	lr: 2.133e-07, eta: 15:13:34, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3276, decode.acc_seg: 69.8938, aux.loss_seg: 0.2908, aux.acc_seg: 59.3838, loss: 0.6184
2022-01-31 12:42:27,883 - mmseg - INFO - Iter [67750/160000]	lr: 2.132e-07, eta: 15:13:04, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3268, decode.acc_seg: 70.2164, aux.loss_seg: 0.2795, aux.acc_seg: 60.3642, loss: 0.6063
2022-01-31 12:42:56,928 - mmseg - INFO - Iter [67800/160000]	lr: 2.131e-07, eta: 15:12:33, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3194, decode.acc_seg: 70.9635, aux.loss_seg: 0.2810, aux.acc_seg: 60.7986, loss: 0.6003
2022-01-31 12:43:25,952 - mmseg - INFO - Iter [67850/160000]	lr: 2.129e-07, eta: 15:12:02, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3272, decode.acc_seg: 70.0200, aux.loss_seg: 0.2973, aux.acc_seg: 59.0252, loss: 0.6245
2022-01-31 12:43:55,032 - mmseg - INFO - Iter [67900/160000]	lr: 2.128e-07, eta: 15:11:32, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3083, decode.acc_seg: 71.8800, aux.loss_seg: 0.2793, aux.acc_seg: 61.7418, loss: 0.5877
2022-01-31 12:44:24,019 - mmseg - INFO - Iter [67950/160000]	lr: 2.127e-07, eta: 15:11:01, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3232, decode.acc_seg: 70.7829, aux.loss_seg: 0.2823, aux.acc_seg: 60.7564, loss: 0.6055
2022-01-31 12:44:53,048 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 12:44:53,050 - mmseg - INFO - Iter [68000/160000]	lr: 2.126e-07, eta: 15:10:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3110, decode.acc_seg: 69.9041, aux.loss_seg: 0.2731, aux.acc_seg: 59.8097, loss: 0.5841
2022-01-31 12:45:21,954 - mmseg - INFO - Iter [68050/160000]	lr: 2.125e-07, eta: 15:10:00, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3052, decode.acc_seg: 71.9922, aux.loss_seg: 0.2784, aux.acc_seg: 61.5931, loss: 0.5836
2022-01-31 12:45:50,830 - mmseg - INFO - Iter [68100/160000]	lr: 2.124e-07, eta: 15:09:29, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3222, decode.acc_seg: 69.2021, aux.loss_seg: 0.2801, aux.acc_seg: 59.2593, loss: 0.6023
2022-01-31 12:46:20,061 - mmseg - INFO - Iter [68150/160000]	lr: 2.122e-07, eta: 15:08:59, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3148, decode.acc_seg: 70.0441, aux.loss_seg: 0.2814, aux.acc_seg: 59.8693, loss: 0.5962
2022-01-31 12:46:48,978 - mmseg - INFO - Iter [68200/160000]	lr: 2.121e-07, eta: 15:08:28, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3320, decode.acc_seg: 71.3246, aux.loss_seg: 0.2869, aux.acc_seg: 61.2072, loss: 0.6190
2022-01-31 12:47:29,770 - mmseg - INFO - Iter [68250/160000]	lr: 2.120e-07, eta: 15:08:13, time: 0.816, data_time: 0.246, memory: 21005, decode.loss_seg: 0.3174, decode.acc_seg: 71.6478, aux.loss_seg: 0.2778, aux.acc_seg: 61.6256, loss: 0.5952
2022-01-31 12:47:58,669 - mmseg - INFO - Iter [68300/160000]	lr: 2.119e-07, eta: 15:07:42, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3103, decode.acc_seg: 70.9528, aux.loss_seg: 0.2694, aux.acc_seg: 61.4463, loss: 0.5797
2022-01-31 12:48:27,437 - mmseg - INFO - Iter [68350/160000]	lr: 2.118e-07, eta: 15:07:12, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3117, decode.acc_seg: 70.1386, aux.loss_seg: 0.2852, aux.acc_seg: 59.5918, loss: 0.5969
2022-01-31 12:48:56,362 - mmseg - INFO - Iter [68400/160000]	lr: 2.117e-07, eta: 15:06:41, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3137, decode.acc_seg: 72.7240, aux.loss_seg: 0.2866, aux.acc_seg: 62.0409, loss: 0.6003
2022-01-31 12:49:25,271 - mmseg - INFO - Iter [68450/160000]	lr: 2.116e-07, eta: 15:06:10, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3174, decode.acc_seg: 72.2325, aux.loss_seg: 0.2822, aux.acc_seg: 61.8784, loss: 0.5996
2022-01-31 12:49:54,258 - mmseg - INFO - Iter [68500/160000]	lr: 2.114e-07, eta: 15:05:39, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3272, decode.acc_seg: 70.4689, aux.loss_seg: 0.2926, aux.acc_seg: 59.7516, loss: 0.6198
2022-01-31 12:50:23,419 - mmseg - INFO - Iter [68550/160000]	lr: 2.113e-07, eta: 15:05:09, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3042, decode.acc_seg: 70.6114, aux.loss_seg: 0.2766, aux.acc_seg: 60.2832, loss: 0.5808
2022-01-31 12:50:52,509 - mmseg - INFO - Iter [68600/160000]	lr: 2.112e-07, eta: 15:04:39, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3294, decode.acc_seg: 69.9694, aux.loss_seg: 0.2876, aux.acc_seg: 59.7942, loss: 0.6171
2022-01-31 12:51:21,716 - mmseg - INFO - Iter [68650/160000]	lr: 2.111e-07, eta: 15:04:08, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3295, decode.acc_seg: 70.3173, aux.loss_seg: 0.2834, aux.acc_seg: 60.6061, loss: 0.6129
2022-01-31 12:51:50,642 - mmseg - INFO - Iter [68700/160000]	lr: 2.110e-07, eta: 15:03:37, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2998, decode.acc_seg: 70.7470, aux.loss_seg: 0.2545, aux.acc_seg: 61.9615, loss: 0.5543
2022-01-31 12:52:19,712 - mmseg - INFO - Iter [68750/160000]	lr: 2.109e-07, eta: 15:03:07, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3150, decode.acc_seg: 70.3772, aux.loss_seg: 0.2880, aux.acc_seg: 59.4132, loss: 0.6030
2022-01-31 12:52:48,557 - mmseg - INFO - Iter [68800/160000]	lr: 2.107e-07, eta: 15:02:36, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3043, decode.acc_seg: 71.1384, aux.loss_seg: 0.2634, aux.acc_seg: 61.5933, loss: 0.5677
2022-01-31 12:53:17,681 - mmseg - INFO - Iter [68850/160000]	lr: 2.106e-07, eta: 15:02:06, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2924, decode.acc_seg: 70.0018, aux.loss_seg: 0.2740, aux.acc_seg: 59.3922, loss: 0.5663
2022-01-31 12:53:46,671 - mmseg - INFO - Iter [68900/160000]	lr: 2.105e-07, eta: 15:01:35, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2887, decode.acc_seg: 70.5848, aux.loss_seg: 0.2723, aux.acc_seg: 59.8751, loss: 0.5611
2022-01-31 12:54:15,699 - mmseg - INFO - Iter [68950/160000]	lr: 2.104e-07, eta: 15:01:05, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3168, decode.acc_seg: 70.4118, aux.loss_seg: 0.2742, aux.acc_seg: 60.3917, loss: 0.5911
2022-01-31 12:54:44,764 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 12:54:44,766 - mmseg - INFO - Iter [69000/160000]	lr: 2.103e-07, eta: 15:00:34, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3300, decode.acc_seg: 70.4379, aux.loss_seg: 0.2931, aux.acc_seg: 59.6105, loss: 0.6231
2022-01-31 12:55:13,689 - mmseg - INFO - Iter [69050/160000]	lr: 2.102e-07, eta: 15:00:03, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3209, decode.acc_seg: 71.2311, aux.loss_seg: 0.2753, aux.acc_seg: 61.2410, loss: 0.5963
2022-01-31 12:55:42,664 - mmseg - INFO - Iter [69100/160000]	lr: 2.100e-07, eta: 14:59:33, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3247, decode.acc_seg: 71.1383, aux.loss_seg: 0.2930, aux.acc_seg: 60.7401, loss: 0.6177
2022-01-31 12:56:11,765 - mmseg - INFO - Iter [69150/160000]	lr: 2.099e-07, eta: 14:59:02, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2937, decode.acc_seg: 71.3768, aux.loss_seg: 0.2617, aux.acc_seg: 61.4114, loss: 0.5554
2022-01-31 12:56:40,835 - mmseg - INFO - Iter [69200/160000]	lr: 2.098e-07, eta: 14:58:32, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3143, decode.acc_seg: 71.1776, aux.loss_seg: 0.2914, aux.acc_seg: 60.0804, loss: 0.6057
2022-01-31 12:57:09,790 - mmseg - INFO - Iter [69250/160000]	lr: 2.097e-07, eta: 14:58:01, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3436, decode.acc_seg: 68.7023, aux.loss_seg: 0.2902, aux.acc_seg: 58.8918, loss: 0.6338
2022-01-31 12:57:38,905 - mmseg - INFO - Iter [69300/160000]	lr: 2.096e-07, eta: 14:57:31, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3192, decode.acc_seg: 71.1439, aux.loss_seg: 0.2842, aux.acc_seg: 60.6738, loss: 0.6033
2022-01-31 12:58:07,923 - mmseg - INFO - Iter [69350/160000]	lr: 2.095e-07, eta: 14:57:00, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3396, decode.acc_seg: 73.1680, aux.loss_seg: 0.2954, aux.acc_seg: 62.5428, loss: 0.6350
2022-01-31 12:58:36,935 - mmseg - INFO - Iter [69400/160000]	lr: 2.094e-07, eta: 14:56:29, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3328, decode.acc_seg: 70.8120, aux.loss_seg: 0.2904, aux.acc_seg: 60.1077, loss: 0.6231
2022-01-31 12:59:06,036 - mmseg - INFO - Iter [69450/160000]	lr: 2.092e-07, eta: 14:55:59, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3285, decode.acc_seg: 70.8821, aux.loss_seg: 0.2876, aux.acc_seg: 60.8785, loss: 0.6161
2022-01-31 12:59:46,922 - mmseg - INFO - Iter [69500/160000]	lr: 2.091e-07, eta: 14:55:44, time: 0.818, data_time: 0.253, memory: 21005, decode.loss_seg: 0.3289, decode.acc_seg: 71.3255, aux.loss_seg: 0.2708, aux.acc_seg: 61.7573, loss: 0.5997
2022-01-31 13:00:15,667 - mmseg - INFO - Iter [69550/160000]	lr: 2.090e-07, eta: 14:55:13, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3056, decode.acc_seg: 70.7303, aux.loss_seg: 0.2750, aux.acc_seg: 60.3893, loss: 0.5806
2022-01-31 13:00:44,407 - mmseg - INFO - Iter [69600/160000]	lr: 2.089e-07, eta: 14:54:42, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3292, decode.acc_seg: 69.9149, aux.loss_seg: 0.2751, aux.acc_seg: 60.0661, loss: 0.6043
2022-01-31 13:01:13,343 - mmseg - INFO - Iter [69650/160000]	lr: 2.088e-07, eta: 14:54:11, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3140, decode.acc_seg: 70.5051, aux.loss_seg: 0.2936, aux.acc_seg: 59.1841, loss: 0.6076
2022-01-31 13:01:42,259 - mmseg - INFO - Iter [69700/160000]	lr: 2.087e-07, eta: 14:53:41, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3080, decode.acc_seg: 70.7752, aux.loss_seg: 0.2824, aux.acc_seg: 59.8468, loss: 0.5904
2022-01-31 13:02:11,424 - mmseg - INFO - Iter [69750/160000]	lr: 2.085e-07, eta: 14:53:10, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2991, decode.acc_seg: 71.2596, aux.loss_seg: 0.2703, aux.acc_seg: 61.2671, loss: 0.5694
2022-01-31 13:02:40,528 - mmseg - INFO - Iter [69800/160000]	lr: 2.084e-07, eta: 14:52:40, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3263, decode.acc_seg: 71.3922, aux.loss_seg: 0.2883, aux.acc_seg: 60.8682, loss: 0.6146
2022-01-31 13:03:09,389 - mmseg - INFO - Iter [69850/160000]	lr: 2.083e-07, eta: 14:52:09, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3252, decode.acc_seg: 69.9888, aux.loss_seg: 0.2923, aux.acc_seg: 59.2259, loss: 0.6175
2022-01-31 13:03:38,499 - mmseg - INFO - Iter [69900/160000]	lr: 2.082e-07, eta: 14:51:39, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3121, decode.acc_seg: 70.4832, aux.loss_seg: 0.2665, aux.acc_seg: 60.7514, loss: 0.5786
2022-01-31 13:04:07,187 - mmseg - INFO - Iter [69950/160000]	lr: 2.081e-07, eta: 14:51:08, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2958, decode.acc_seg: 71.9078, aux.loss_seg: 0.2860, aux.acc_seg: 60.3373, loss: 0.5818
2022-01-31 13:04:35,990 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 13:04:35,992 - mmseg - INFO - Iter [70000/160000]	lr: 2.080e-07, eta: 14:50:37, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3123, decode.acc_seg: 71.5327, aux.loss_seg: 0.2908, aux.acc_seg: 61.0742, loss: 0.6031
2022-01-31 13:05:04,904 - mmseg - INFO - Iter [70050/160000]	lr: 2.079e-07, eta: 14:50:06, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3087, decode.acc_seg: 70.6167, aux.loss_seg: 0.2724, aux.acc_seg: 60.8580, loss: 0.5811
2022-01-31 13:05:33,946 - mmseg - INFO - Iter [70100/160000]	lr: 2.077e-07, eta: 14:49:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3303, decode.acc_seg: 70.7670, aux.loss_seg: 0.2942, aux.acc_seg: 60.2238, loss: 0.6246
2022-01-31 13:06:02,826 - mmseg - INFO - Iter [70150/160000]	lr: 2.076e-07, eta: 14:49:05, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3100, decode.acc_seg: 73.3417, aux.loss_seg: 0.2796, aux.acc_seg: 62.5265, loss: 0.5896
2022-01-31 13:06:31,661 - mmseg - INFO - Iter [70200/160000]	lr: 2.075e-07, eta: 14:48:34, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2929, decode.acc_seg: 71.2251, aux.loss_seg: 0.2645, aux.acc_seg: 60.8930, loss: 0.5574
2022-01-31 13:07:00,594 - mmseg - INFO - Iter [70250/160000]	lr: 2.074e-07, eta: 14:48:04, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3223, decode.acc_seg: 70.4149, aux.loss_seg: 0.2869, aux.acc_seg: 59.8396, loss: 0.6092
2022-01-31 13:07:29,548 - mmseg - INFO - Iter [70300/160000]	lr: 2.073e-07, eta: 14:47:33, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3465, decode.acc_seg: 69.8118, aux.loss_seg: 0.2874, aux.acc_seg: 59.8569, loss: 0.6339
2022-01-31 13:07:58,651 - mmseg - INFO - Iter [70350/160000]	lr: 2.072e-07, eta: 14:47:03, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3143, decode.acc_seg: 69.8581, aux.loss_seg: 0.2935, aux.acc_seg: 59.1501, loss: 0.6078
2022-01-31 13:08:27,698 - mmseg - INFO - Iter [70400/160000]	lr: 2.070e-07, eta: 14:46:32, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3323, decode.acc_seg: 70.5162, aux.loss_seg: 0.2886, aux.acc_seg: 60.3029, loss: 0.6209
2022-01-31 13:08:56,652 - mmseg - INFO - Iter [70450/160000]	lr: 2.069e-07, eta: 14:46:01, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3282, decode.acc_seg: 70.7131, aux.loss_seg: 0.2825, aux.acc_seg: 60.8617, loss: 0.6107
2022-01-31 13:09:25,609 - mmseg - INFO - Iter [70500/160000]	lr: 2.068e-07, eta: 14:45:31, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3292, decode.acc_seg: 71.2725, aux.loss_seg: 0.2778, aux.acc_seg: 61.5856, loss: 0.6070
2022-01-31 13:09:54,456 - mmseg - INFO - Iter [70550/160000]	lr: 2.067e-07, eta: 14:45:00, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3236, decode.acc_seg: 70.0528, aux.loss_seg: 0.2767, aux.acc_seg: 60.1469, loss: 0.6004
2022-01-31 13:10:23,354 - mmseg - INFO - Iter [70600/160000]	lr: 2.066e-07, eta: 14:44:29, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3133, decode.acc_seg: 70.0119, aux.loss_seg: 0.2836, aux.acc_seg: 59.3178, loss: 0.5969
2022-01-31 13:10:52,400 - mmseg - INFO - Iter [70650/160000]	lr: 2.065e-07, eta: 14:43:59, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3143, decode.acc_seg: 70.1143, aux.loss_seg: 0.2707, aux.acc_seg: 60.4486, loss: 0.5850
2022-01-31 13:11:21,381 - mmseg - INFO - Iter [70700/160000]	lr: 2.064e-07, eta: 14:43:28, time: 0.579, data_time: 0.003, memory: 21005, decode.loss_seg: 0.3299, decode.acc_seg: 71.5069, aux.loss_seg: 0.2972, aux.acc_seg: 60.7504, loss: 0.6271
2022-01-31 13:12:03,041 - mmseg - INFO - Iter [70750/160000]	lr: 2.062e-07, eta: 14:43:14, time: 0.834, data_time: 0.243, memory: 21005, decode.loss_seg: 0.3066, decode.acc_seg: 71.3919, aux.loss_seg: 0.2805, aux.acc_seg: 60.6978, loss: 0.5872
2022-01-31 13:12:32,040 - mmseg - INFO - Iter [70800/160000]	lr: 2.061e-07, eta: 14:42:43, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3002, decode.acc_seg: 71.6512, aux.loss_seg: 0.2712, aux.acc_seg: 61.3220, loss: 0.5714
2022-01-31 13:13:01,045 - mmseg - INFO - Iter [70850/160000]	lr: 2.060e-07, eta: 14:42:13, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2988, decode.acc_seg: 72.4369, aux.loss_seg: 0.2752, aux.acc_seg: 62.2227, loss: 0.5740
2022-01-31 13:13:30,483 - mmseg - INFO - Iter [70900/160000]	lr: 2.059e-07, eta: 14:41:43, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3328, decode.acc_seg: 69.9926, aux.loss_seg: 0.2765, aux.acc_seg: 60.5041, loss: 0.6093
2022-01-31 13:13:59,492 - mmseg - INFO - Iter [70950/160000]	lr: 2.058e-07, eta: 14:41:12, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3135, decode.acc_seg: 70.8253, aux.loss_seg: 0.2862, aux.acc_seg: 60.0302, loss: 0.5997
2022-01-31 13:14:28,526 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 13:14:28,528 - mmseg - INFO - Iter [71000/160000]	lr: 2.057e-07, eta: 14:40:42, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3147, decode.acc_seg: 71.7378, aux.loss_seg: 0.2703, aux.acc_seg: 61.9695, loss: 0.5850
2022-01-31 13:14:57,592 - mmseg - INFO - Iter [71050/160000]	lr: 2.055e-07, eta: 14:40:11, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3086, decode.acc_seg: 69.3016, aux.loss_seg: 0.2697, aux.acc_seg: 59.6503, loss: 0.5783
2022-01-31 13:15:26,688 - mmseg - INFO - Iter [71100/160000]	lr: 2.054e-07, eta: 14:39:41, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3359, decode.acc_seg: 70.7708, aux.loss_seg: 0.2885, aux.acc_seg: 60.8464, loss: 0.6245
2022-01-31 13:15:55,680 - mmseg - INFO - Iter [71150/160000]	lr: 2.053e-07, eta: 14:39:10, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3043, decode.acc_seg: 70.8617, aux.loss_seg: 0.2775, aux.acc_seg: 60.4662, loss: 0.5818
2022-01-31 13:16:24,470 - mmseg - INFO - Iter [71200/160000]	lr: 2.052e-07, eta: 14:38:39, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3073, decode.acc_seg: 71.3847, aux.loss_seg: 0.2832, aux.acc_seg: 61.0085, loss: 0.5905
2022-01-31 13:16:53,496 - mmseg - INFO - Iter [71250/160000]	lr: 2.051e-07, eta: 14:38:09, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2927, decode.acc_seg: 71.3914, aux.loss_seg: 0.2642, aux.acc_seg: 61.4060, loss: 0.5569
2022-01-31 13:17:22,578 - mmseg - INFO - Iter [71300/160000]	lr: 2.050e-07, eta: 14:37:38, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3265, decode.acc_seg: 70.5052, aux.loss_seg: 0.2837, aux.acc_seg: 60.5906, loss: 0.6102
2022-01-31 13:17:51,505 - mmseg - INFO - Iter [71350/160000]	lr: 2.049e-07, eta: 14:37:08, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2989, decode.acc_seg: 70.3462, aux.loss_seg: 0.2800, aux.acc_seg: 59.8601, loss: 0.5789
2022-01-31 13:18:20,625 - mmseg - INFO - Iter [71400/160000]	lr: 2.047e-07, eta: 14:36:37, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3210, decode.acc_seg: 70.0560, aux.loss_seg: 0.2670, aux.acc_seg: 60.8236, loss: 0.5880
2022-01-31 13:18:49,874 - mmseg - INFO - Iter [71450/160000]	lr: 2.046e-07, eta: 14:36:07, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3255, decode.acc_seg: 70.6563, aux.loss_seg: 0.2905, aux.acc_seg: 60.1014, loss: 0.6160
2022-01-31 13:19:19,085 - mmseg - INFO - Iter [71500/160000]	lr: 2.045e-07, eta: 14:35:37, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3127, decode.acc_seg: 69.7935, aux.loss_seg: 0.2861, aux.acc_seg: 59.0384, loss: 0.5988
2022-01-31 13:19:48,086 - mmseg - INFO - Iter [71550/160000]	lr: 2.044e-07, eta: 14:35:06, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3182, decode.acc_seg: 71.1376, aux.loss_seg: 0.2818, aux.acc_seg: 60.9624, loss: 0.6000
2022-01-31 13:20:17,091 - mmseg - INFO - Iter [71600/160000]	lr: 2.043e-07, eta: 14:34:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3010, decode.acc_seg: 70.5764, aux.loss_seg: 0.2699, aux.acc_seg: 60.2175, loss: 0.5709
2022-01-31 13:20:46,183 - mmseg - INFO - Iter [71650/160000]	lr: 2.042e-07, eta: 14:34:05, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3105, decode.acc_seg: 70.9848, aux.loss_seg: 0.2727, aux.acc_seg: 61.0780, loss: 0.5832
2022-01-31 13:21:15,131 - mmseg - INFO - Iter [71700/160000]	lr: 2.040e-07, eta: 14:33:35, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3110, decode.acc_seg: 73.2955, aux.loss_seg: 0.2704, aux.acc_seg: 63.2226, loss: 0.5814
2022-01-31 13:21:44,197 - mmseg - INFO - Iter [71750/160000]	lr: 2.039e-07, eta: 14:33:04, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2917, decode.acc_seg: 71.2891, aux.loss_seg: 0.2640, aux.acc_seg: 62.1354, loss: 0.5557
2022-01-31 13:22:13,349 - mmseg - INFO - Iter [71800/160000]	lr: 2.038e-07, eta: 14:32:34, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3164, decode.acc_seg: 69.7993, aux.loss_seg: 0.2803, aux.acc_seg: 59.7222, loss: 0.5967
2022-01-31 13:22:42,363 - mmseg - INFO - Iter [71850/160000]	lr: 2.037e-07, eta: 14:32:04, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3210, decode.acc_seg: 69.7869, aux.loss_seg: 0.2910, aux.acc_seg: 59.0515, loss: 0.6120
2022-01-31 13:23:11,283 - mmseg - INFO - Iter [71900/160000]	lr: 2.036e-07, eta: 14:31:33, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3141, decode.acc_seg: 71.4164, aux.loss_seg: 0.2925, aux.acc_seg: 59.9881, loss: 0.6066
2022-01-31 13:23:40,462 - mmseg - INFO - Iter [71950/160000]	lr: 2.035e-07, eta: 14:31:03, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3134, decode.acc_seg: 71.0308, aux.loss_seg: 0.2801, aux.acc_seg: 61.0408, loss: 0.5936
2022-01-31 13:24:23,066 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 13:24:23,068 - mmseg - INFO - Iter [72000/160000]	lr: 2.033e-07, eta: 14:30:49, time: 0.852, data_time: 0.263, memory: 21005, decode.loss_seg: 0.2908, decode.acc_seg: 71.0865, aux.loss_seg: 0.2605, aux.acc_seg: 61.4651, loss: 0.5514
2022-01-31 13:24:52,222 - mmseg - INFO - Iter [72050/160000]	lr: 2.032e-07, eta: 14:30:19, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3209, decode.acc_seg: 70.1409, aux.loss_seg: 0.2927, aux.acc_seg: 59.3883, loss: 0.6136
2022-01-31 13:25:21,122 - mmseg - INFO - Iter [72100/160000]	lr: 2.031e-07, eta: 14:29:48, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3184, decode.acc_seg: 71.8240, aux.loss_seg: 0.2819, aux.acc_seg: 61.1774, loss: 0.6004
2022-01-31 13:25:50,041 - mmseg - INFO - Iter [72150/160000]	lr: 2.030e-07, eta: 14:29:17, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2985, decode.acc_seg: 70.8835, aux.loss_seg: 0.2583, aux.acc_seg: 61.5950, loss: 0.5568
2022-01-31 13:26:19,058 - mmseg - INFO - Iter [72200/160000]	lr: 2.029e-07, eta: 14:28:47, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3208, decode.acc_seg: 71.3815, aux.loss_seg: 0.2776, aux.acc_seg: 61.3233, loss: 0.5984
2022-01-31 13:26:48,049 - mmseg - INFO - Iter [72250/160000]	lr: 2.028e-07, eta: 14:28:16, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3198, decode.acc_seg: 69.7794, aux.loss_seg: 0.2853, aux.acc_seg: 59.3464, loss: 0.6051
2022-01-31 13:27:16,899 - mmseg - INFO - Iter [72300/160000]	lr: 2.027e-07, eta: 14:27:46, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3083, decode.acc_seg: 70.9573, aux.loss_seg: 0.2921, aux.acc_seg: 60.0166, loss: 0.6004
2022-01-31 13:27:45,894 - mmseg - INFO - Iter [72350/160000]	lr: 2.025e-07, eta: 14:27:15, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2944, decode.acc_seg: 70.7440, aux.loss_seg: 0.2678, aux.acc_seg: 60.7067, loss: 0.5622
2022-01-31 13:28:14,815 - mmseg - INFO - Iter [72400/160000]	lr: 2.024e-07, eta: 14:26:44, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2955, decode.acc_seg: 70.6422, aux.loss_seg: 0.2610, aux.acc_seg: 61.3603, loss: 0.5565
2022-01-31 13:28:43,920 - mmseg - INFO - Iter [72450/160000]	lr: 2.023e-07, eta: 14:26:14, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2915, decode.acc_seg: 70.2840, aux.loss_seg: 0.2644, aux.acc_seg: 60.4694, loss: 0.5558
2022-01-31 13:29:12,663 - mmseg - INFO - Iter [72500/160000]	lr: 2.022e-07, eta: 14:25:43, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3176, decode.acc_seg: 70.4136, aux.loss_seg: 0.2907, aux.acc_seg: 59.5636, loss: 0.6084
2022-01-31 13:29:41,681 - mmseg - INFO - Iter [72550/160000]	lr: 2.021e-07, eta: 14:25:13, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3125, decode.acc_seg: 70.8749, aux.loss_seg: 0.2729, aux.acc_seg: 61.0123, loss: 0.5854
2022-01-31 13:30:10,598 - mmseg - INFO - Iter [72600/160000]	lr: 2.020e-07, eta: 14:24:42, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3354, decode.acc_seg: 69.9110, aux.loss_seg: 0.2896, aux.acc_seg: 59.7220, loss: 0.6250
2022-01-31 13:30:39,601 - mmseg - INFO - Iter [72650/160000]	lr: 2.018e-07, eta: 14:24:12, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3097, decode.acc_seg: 71.7338, aux.loss_seg: 0.2680, aux.acc_seg: 62.2484, loss: 0.5777
2022-01-31 13:31:08,612 - mmseg - INFO - Iter [72700/160000]	lr: 2.017e-07, eta: 14:23:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3046, decode.acc_seg: 71.3106, aux.loss_seg: 0.2695, aux.acc_seg: 61.7477, loss: 0.5740
2022-01-31 13:31:37,677 - mmseg - INFO - Iter [72750/160000]	lr: 2.016e-07, eta: 14:23:11, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3174, decode.acc_seg: 71.6578, aux.loss_seg: 0.2836, aux.acc_seg: 61.5054, loss: 0.6010
2022-01-31 13:32:06,587 - mmseg - INFO - Iter [72800/160000]	lr: 2.015e-07, eta: 14:22:40, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3038, decode.acc_seg: 69.1895, aux.loss_seg: 0.2716, aux.acc_seg: 59.0139, loss: 0.5755
2022-01-31 13:32:35,646 - mmseg - INFO - Iter [72850/160000]	lr: 2.014e-07, eta: 14:22:10, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2939, decode.acc_seg: 69.4452, aux.loss_seg: 0.2700, aux.acc_seg: 58.9319, loss: 0.5638
2022-01-31 13:33:04,762 - mmseg - INFO - Iter [72900/160000]	lr: 2.013e-07, eta: 14:21:39, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3190, decode.acc_seg: 70.7796, aux.loss_seg: 0.2857, aux.acc_seg: 59.7925, loss: 0.6048
2022-01-31 13:33:33,918 - mmseg - INFO - Iter [72950/160000]	lr: 2.012e-07, eta: 14:21:09, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3071, decode.acc_seg: 71.7154, aux.loss_seg: 0.2753, aux.acc_seg: 61.5543, loss: 0.5823
2022-01-31 13:34:03,039 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 13:34:03,040 - mmseg - INFO - Iter [73000/160000]	lr: 2.010e-07, eta: 14:20:39, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3164, decode.acc_seg: 72.1209, aux.loss_seg: 0.2889, aux.acc_seg: 61.3955, loss: 0.6052
2022-01-31 13:34:32,135 - mmseg - INFO - Iter [73050/160000]	lr: 2.009e-07, eta: 14:20:08, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3245, decode.acc_seg: 69.9752, aux.loss_seg: 0.2843, aux.acc_seg: 60.0443, loss: 0.6088
2022-01-31 13:35:01,038 - mmseg - INFO - Iter [73100/160000]	lr: 2.008e-07, eta: 14:19:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3006, decode.acc_seg: 70.5210, aux.loss_seg: 0.2718, aux.acc_seg: 60.6236, loss: 0.5724
2022-01-31 13:35:30,583 - mmseg - INFO - Iter [73150/160000]	lr: 2.007e-07, eta: 14:19:08, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3296, decode.acc_seg: 70.5463, aux.loss_seg: 0.2852, aux.acc_seg: 60.7129, loss: 0.6148
2022-01-31 13:35:59,619 - mmseg - INFO - Iter [73200/160000]	lr: 2.006e-07, eta: 14:18:37, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3080, decode.acc_seg: 70.0767, aux.loss_seg: 0.2648, aux.acc_seg: 61.0664, loss: 0.5728
2022-01-31 13:36:28,610 - mmseg - INFO - Iter [73250/160000]	lr: 2.005e-07, eta: 14:18:07, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3507, decode.acc_seg: 69.6589, aux.loss_seg: 0.3088, aux.acc_seg: 58.8376, loss: 0.6595
2022-01-31 13:37:09,710 - mmseg - INFO - Iter [73300/160000]	lr: 2.003e-07, eta: 14:17:51, time: 0.822, data_time: 0.241, memory: 21005, decode.loss_seg: 0.2908, decode.acc_seg: 71.0418, aux.loss_seg: 0.2745, aux.acc_seg: 60.5970, loss: 0.5653
2022-01-31 13:37:38,562 - mmseg - INFO - Iter [73350/160000]	lr: 2.002e-07, eta: 14:17:20, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2885, decode.acc_seg: 71.2083, aux.loss_seg: 0.2641, aux.acc_seg: 60.8485, loss: 0.5527
2022-01-31 13:38:07,496 - mmseg - INFO - Iter [73400/160000]	lr: 2.001e-07, eta: 14:16:50, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3085, decode.acc_seg: 71.3570, aux.loss_seg: 0.2950, aux.acc_seg: 60.0846, loss: 0.6035
2022-01-31 13:38:36,595 - mmseg - INFO - Iter [73450/160000]	lr: 2.000e-07, eta: 14:16:19, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2929, decode.acc_seg: 70.7630, aux.loss_seg: 0.2793, aux.acc_seg: 59.8869, loss: 0.5722
2022-01-31 13:39:05,562 - mmseg - INFO - Iter [73500/160000]	lr: 1.999e-07, eta: 14:15:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2966, decode.acc_seg: 72.4645, aux.loss_seg: 0.2729, aux.acc_seg: 62.1258, loss: 0.5695
2022-01-31 13:39:34,485 - mmseg - INFO - Iter [73550/160000]	lr: 1.998e-07, eta: 14:15:18, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3139, decode.acc_seg: 70.9754, aux.loss_seg: 0.2834, aux.acc_seg: 60.0293, loss: 0.5973
2022-01-31 13:40:03,524 - mmseg - INFO - Iter [73600/160000]	lr: 1.997e-07, eta: 14:14:48, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3162, decode.acc_seg: 70.0668, aux.loss_seg: 0.2777, aux.acc_seg: 60.2333, loss: 0.5939
2022-01-31 13:40:32,498 - mmseg - INFO - Iter [73650/160000]	lr: 1.995e-07, eta: 14:14:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2973, decode.acc_seg: 71.2035, aux.loss_seg: 0.2792, aux.acc_seg: 60.6075, loss: 0.5765
2022-01-31 13:41:01,553 - mmseg - INFO - Iter [73700/160000]	lr: 1.994e-07, eta: 14:13:47, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2983, decode.acc_seg: 70.7184, aux.loss_seg: 0.2653, aux.acc_seg: 60.9863, loss: 0.5637
2022-01-31 13:41:30,485 - mmseg - INFO - Iter [73750/160000]	lr: 1.993e-07, eta: 14:13:16, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3028, decode.acc_seg: 70.2673, aux.loss_seg: 0.2673, aux.acc_seg: 60.3541, loss: 0.5701
2022-01-31 13:41:59,385 - mmseg - INFO - Iter [73800/160000]	lr: 1.992e-07, eta: 14:12:46, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3206, decode.acc_seg: 71.7905, aux.loss_seg: 0.2994, aux.acc_seg: 61.1060, loss: 0.6200
2022-01-31 13:42:28,344 - mmseg - INFO - Iter [73850/160000]	lr: 1.991e-07, eta: 14:12:15, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2997, decode.acc_seg: 71.5636, aux.loss_seg: 0.2855, aux.acc_seg: 60.2544, loss: 0.5852
2022-01-31 13:42:57,424 - mmseg - INFO - Iter [73900/160000]	lr: 1.990e-07, eta: 14:11:45, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3024, decode.acc_seg: 71.2463, aux.loss_seg: 0.2877, aux.acc_seg: 60.0548, loss: 0.5900
2022-01-31 13:43:26,233 - mmseg - INFO - Iter [73950/160000]	lr: 1.988e-07, eta: 14:11:14, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3030, decode.acc_seg: 70.2312, aux.loss_seg: 0.2649, aux.acc_seg: 60.9035, loss: 0.5680
2022-01-31 13:43:55,281 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 13:43:55,283 - mmseg - INFO - Iter [74000/160000]	lr: 1.987e-07, eta: 14:10:44, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2896, decode.acc_seg: 71.2376, aux.loss_seg: 0.2637, aux.acc_seg: 61.1416, loss: 0.5533
2022-01-31 13:44:24,293 - mmseg - INFO - Iter [74050/160000]	lr: 1.986e-07, eta: 14:10:13, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3063, decode.acc_seg: 70.4207, aux.loss_seg: 0.2694, aux.acc_seg: 60.5939, loss: 0.5758
2022-01-31 13:44:53,282 - mmseg - INFO - Iter [74100/160000]	lr: 1.985e-07, eta: 14:09:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3025, decode.acc_seg: 69.8359, aux.loss_seg: 0.2787, aux.acc_seg: 59.1175, loss: 0.5812
2022-01-31 13:45:22,361 - mmseg - INFO - Iter [74150/160000]	lr: 1.984e-07, eta: 14:09:12, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2899, decode.acc_seg: 71.3485, aux.loss_seg: 0.2786, aux.acc_seg: 60.0285, loss: 0.5685
2022-01-31 13:45:51,563 - mmseg - INFO - Iter [74200/160000]	lr: 1.983e-07, eta: 14:08:42, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3213, decode.acc_seg: 70.0626, aux.loss_seg: 0.2793, aux.acc_seg: 59.8562, loss: 0.6006
2022-01-31 13:46:20,725 - mmseg - INFO - Iter [74250/160000]	lr: 1.981e-07, eta: 14:08:12, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3103, decode.acc_seg: 71.4616, aux.loss_seg: 0.2725, aux.acc_seg: 61.5029, loss: 0.5828
2022-01-31 13:46:50,083 - mmseg - INFO - Iter [74300/160000]	lr: 1.980e-07, eta: 14:07:42, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3076, decode.acc_seg: 72.3278, aux.loss_seg: 0.2789, aux.acc_seg: 61.7818, loss: 0.5865
2022-01-31 13:47:19,307 - mmseg - INFO - Iter [74350/160000]	lr: 1.979e-07, eta: 14:07:12, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3038, decode.acc_seg: 70.2628, aux.loss_seg: 0.2746, aux.acc_seg: 60.1834, loss: 0.5784
2022-01-31 13:47:48,300 - mmseg - INFO - Iter [74400/160000]	lr: 1.978e-07, eta: 14:06:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3138, decode.acc_seg: 71.0546, aux.loss_seg: 0.2770, aux.acc_seg: 60.8457, loss: 0.5908
2022-01-31 13:48:17,308 - mmseg - INFO - Iter [74450/160000]	lr: 1.977e-07, eta: 14:06:11, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3016, decode.acc_seg: 69.8905, aux.loss_seg: 0.2687, aux.acc_seg: 60.6220, loss: 0.5703
2022-01-31 13:48:46,282 - mmseg - INFO - Iter [74500/160000]	lr: 1.976e-07, eta: 14:05:40, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3021, decode.acc_seg: 69.9822, aux.loss_seg: 0.2712, aux.acc_seg: 60.1271, loss: 0.5733
2022-01-31 13:49:27,391 - mmseg - INFO - Iter [74550/160000]	lr: 1.975e-07, eta: 14:05:24, time: 0.822, data_time: 0.253, memory: 21005, decode.loss_seg: 0.3277, decode.acc_seg: 71.9240, aux.loss_seg: 0.2883, aux.acc_seg: 61.9084, loss: 0.6160
2022-01-31 13:49:56,098 - mmseg - INFO - Iter [74600/160000]	lr: 1.973e-07, eta: 14:04:53, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3187, decode.acc_seg: 70.5527, aux.loss_seg: 0.2926, aux.acc_seg: 59.5958, loss: 0.6113
2022-01-31 13:50:24,957 - mmseg - INFO - Iter [74650/160000]	lr: 1.972e-07, eta: 14:04:22, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3355, decode.acc_seg: 69.9204, aux.loss_seg: 0.2970, aux.acc_seg: 59.0946, loss: 0.6325
2022-01-31 13:50:53,883 - mmseg - INFO - Iter [74700/160000]	lr: 1.971e-07, eta: 14:03:52, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3051, decode.acc_seg: 71.0907, aux.loss_seg: 0.2747, aux.acc_seg: 60.9480, loss: 0.5798
2022-01-31 13:51:22,875 - mmseg - INFO - Iter [74750/160000]	lr: 1.970e-07, eta: 14:03:21, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2977, decode.acc_seg: 71.7521, aux.loss_seg: 0.2715, aux.acc_seg: 61.3508, loss: 0.5692
2022-01-31 13:51:51,820 - mmseg - INFO - Iter [74800/160000]	lr: 1.969e-07, eta: 14:02:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3015, decode.acc_seg: 71.8818, aux.loss_seg: 0.2651, aux.acc_seg: 62.3272, loss: 0.5667
2022-01-31 13:52:20,845 - mmseg - INFO - Iter [74850/160000]	lr: 1.968e-07, eta: 14:02:20, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2976, decode.acc_seg: 71.6843, aux.loss_seg: 0.2686, aux.acc_seg: 61.5577, loss: 0.5662
2022-01-31 13:52:50,065 - mmseg - INFO - Iter [74900/160000]	lr: 1.966e-07, eta: 14:01:50, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3045, decode.acc_seg: 71.3394, aux.loss_seg: 0.2831, aux.acc_seg: 60.6145, loss: 0.5876
2022-01-31 13:53:19,361 - mmseg - INFO - Iter [74950/160000]	lr: 1.965e-07, eta: 14:01:20, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2963, decode.acc_seg: 71.5237, aux.loss_seg: 0.2716, aux.acc_seg: 61.4663, loss: 0.5679
2022-01-31 13:53:48,426 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 13:53:48,428 - mmseg - INFO - Iter [75000/160000]	lr: 1.964e-07, eta: 14:00:50, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3037, decode.acc_seg: 69.9762, aux.loss_seg: 0.2696, aux.acc_seg: 59.9679, loss: 0.5733
2022-01-31 13:54:17,324 - mmseg - INFO - Iter [75050/160000]	lr: 1.963e-07, eta: 14:00:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3000, decode.acc_seg: 71.9783, aux.loss_seg: 0.2809, aux.acc_seg: 61.1742, loss: 0.5809
2022-01-31 13:54:46,477 - mmseg - INFO - Iter [75100/160000]	lr: 1.962e-07, eta: 13:59:49, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2961, decode.acc_seg: 71.6664, aux.loss_seg: 0.2781, aux.acc_seg: 60.8794, loss: 0.5742
2022-01-31 13:55:15,596 - mmseg - INFO - Iter [75150/160000]	lr: 1.961e-07, eta: 13:59:18, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2901, decode.acc_seg: 70.4570, aux.loss_seg: 0.2719, aux.acc_seg: 60.1861, loss: 0.5620
2022-01-31 13:55:44,337 - mmseg - INFO - Iter [75200/160000]	lr: 1.960e-07, eta: 13:58:48, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3036, decode.acc_seg: 70.9924, aux.loss_seg: 0.2776, aux.acc_seg: 60.5399, loss: 0.5812
2022-01-31 13:56:13,337 - mmseg - INFO - Iter [75250/160000]	lr: 1.958e-07, eta: 13:58:17, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3016, decode.acc_seg: 69.9687, aux.loss_seg: 0.2721, aux.acc_seg: 59.7187, loss: 0.5737
2022-01-31 13:56:42,567 - mmseg - INFO - Iter [75300/160000]	lr: 1.957e-07, eta: 13:57:47, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2929, decode.acc_seg: 70.9781, aux.loss_seg: 0.2628, aux.acc_seg: 61.2626, loss: 0.5557
2022-01-31 13:57:11,511 - mmseg - INFO - Iter [75350/160000]	lr: 1.956e-07, eta: 13:57:17, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2914, decode.acc_seg: 70.5410, aux.loss_seg: 0.2717, aux.acc_seg: 60.3364, loss: 0.5632
2022-01-31 13:57:40,684 - mmseg - INFO - Iter [75400/160000]	lr: 1.955e-07, eta: 13:56:46, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2956, decode.acc_seg: 70.4410, aux.loss_seg: 0.2644, aux.acc_seg: 60.9645, loss: 0.5600
2022-01-31 13:58:09,715 - mmseg - INFO - Iter [75450/160000]	lr: 1.954e-07, eta: 13:56:16, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3066, decode.acc_seg: 72.2919, aux.loss_seg: 0.2820, aux.acc_seg: 61.7636, loss: 0.5886
2022-01-31 13:58:38,672 - mmseg - INFO - Iter [75500/160000]	lr: 1.953e-07, eta: 13:55:46, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3131, decode.acc_seg: 71.4987, aux.loss_seg: 0.2891, aux.acc_seg: 60.7645, loss: 0.6022
2022-01-31 13:59:07,818 - mmseg - INFO - Iter [75550/160000]	lr: 1.951e-07, eta: 13:55:15, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3002, decode.acc_seg: 70.2071, aux.loss_seg: 0.2732, aux.acc_seg: 60.0462, loss: 0.5734
2022-01-31 13:59:36,840 - mmseg - INFO - Iter [75600/160000]	lr: 1.950e-07, eta: 13:54:45, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3000, decode.acc_seg: 71.7595, aux.loss_seg: 0.2832, aux.acc_seg: 60.5770, loss: 0.5832
2022-01-31 14:00:05,732 - mmseg - INFO - Iter [75650/160000]	lr: 1.949e-07, eta: 13:54:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3240, decode.acc_seg: 71.0820, aux.loss_seg: 0.2792, aux.acc_seg: 61.0875, loss: 0.6032
2022-01-31 14:00:34,686 - mmseg - INFO - Iter [75700/160000]	lr: 1.948e-07, eta: 13:53:44, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3126, decode.acc_seg: 71.6405, aux.loss_seg: 0.2701, aux.acc_seg: 61.7276, loss: 0.5827
2022-01-31 14:01:03,571 - mmseg - INFO - Iter [75750/160000]	lr: 1.947e-07, eta: 13:53:13, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3017, decode.acc_seg: 70.2156, aux.loss_seg: 0.2834, aux.acc_seg: 59.3078, loss: 0.5851
2022-01-31 14:01:44,334 - mmseg - INFO - Iter [75800/160000]	lr: 1.946e-07, eta: 13:52:56, time: 0.815, data_time: 0.243, memory: 21005, decode.loss_seg: 0.2942, decode.acc_seg: 70.8309, aux.loss_seg: 0.2806, aux.acc_seg: 59.8699, loss: 0.5747
2022-01-31 14:02:13,152 - mmseg - INFO - Iter [75850/160000]	lr: 1.945e-07, eta: 13:52:25, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3007, decode.acc_seg: 70.0660, aux.loss_seg: 0.2777, aux.acc_seg: 59.5488, loss: 0.5784
2022-01-31 14:02:42,154 - mmseg - INFO - Iter [75900/160000]	lr: 1.943e-07, eta: 13:51:55, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3074, decode.acc_seg: 69.9176, aux.loss_seg: 0.2747, aux.acc_seg: 59.6521, loss: 0.5821
2022-01-31 14:03:11,042 - mmseg - INFO - Iter [75950/160000]	lr: 1.942e-07, eta: 13:51:24, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2961, decode.acc_seg: 70.7590, aux.loss_seg: 0.2696, aux.acc_seg: 60.4326, loss: 0.5657
2022-01-31 14:03:40,274 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 14:03:40,276 - mmseg - INFO - Iter [76000/160000]	lr: 1.941e-07, eta: 13:50:54, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2849, decode.acc_seg: 71.7525, aux.loss_seg: 0.2723, aux.acc_seg: 60.5349, loss: 0.5572
2022-01-31 14:04:09,345 - mmseg - INFO - Iter [76050/160000]	lr: 1.940e-07, eta: 13:50:24, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3169, decode.acc_seg: 71.7349, aux.loss_seg: 0.2830, aux.acc_seg: 60.8127, loss: 0.6000
2022-01-31 14:04:38,302 - mmseg - INFO - Iter [76100/160000]	lr: 1.939e-07, eta: 13:49:53, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2981, decode.acc_seg: 71.1670, aux.loss_seg: 0.2732, aux.acc_seg: 60.8518, loss: 0.5713
2022-01-31 14:05:07,456 - mmseg - INFO - Iter [76150/160000]	lr: 1.938e-07, eta: 13:49:23, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3171, decode.acc_seg: 71.1510, aux.loss_seg: 0.2805, aux.acc_seg: 61.0057, loss: 0.5976
2022-01-31 14:05:36,445 - mmseg - INFO - Iter [76200/160000]	lr: 1.936e-07, eta: 13:48:53, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3176, decode.acc_seg: 70.7730, aux.loss_seg: 0.2795, aux.acc_seg: 60.9057, loss: 0.5972
2022-01-31 14:06:05,594 - mmseg - INFO - Iter [76250/160000]	lr: 1.935e-07, eta: 13:48:22, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2852, decode.acc_seg: 71.4687, aux.loss_seg: 0.2620, aux.acc_seg: 61.4099, loss: 0.5472
2022-01-31 14:06:34,515 - mmseg - INFO - Iter [76300/160000]	lr: 1.934e-07, eta: 13:47:52, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3049, decode.acc_seg: 71.0270, aux.loss_seg: 0.2794, aux.acc_seg: 60.7305, loss: 0.5843
2022-01-31 14:07:03,584 - mmseg - INFO - Iter [76350/160000]	lr: 1.933e-07, eta: 13:47:22, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3093, decode.acc_seg: 71.4372, aux.loss_seg: 0.2811, aux.acc_seg: 60.8363, loss: 0.5904
2022-01-31 14:07:32,748 - mmseg - INFO - Iter [76400/160000]	lr: 1.932e-07, eta: 13:46:51, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2821, decode.acc_seg: 71.5974, aux.loss_seg: 0.2758, aux.acc_seg: 60.8568, loss: 0.5578
2022-01-31 14:08:01,676 - mmseg - INFO - Iter [76450/160000]	lr: 1.931e-07, eta: 13:46:21, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3108, decode.acc_seg: 71.2627, aux.loss_seg: 0.2835, aux.acc_seg: 60.2453, loss: 0.5943
2022-01-31 14:08:30,561 - mmseg - INFO - Iter [76500/160000]	lr: 1.930e-07, eta: 13:45:50, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2831, decode.acc_seg: 71.8280, aux.loss_seg: 0.2695, aux.acc_seg: 61.7957, loss: 0.5526
2022-01-31 14:09:00,097 - mmseg - INFO - Iter [76550/160000]	lr: 1.928e-07, eta: 13:45:21, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2913, decode.acc_seg: 70.2451, aux.loss_seg: 0.2765, aux.acc_seg: 59.2414, loss: 0.5678
2022-01-31 14:09:29,054 - mmseg - INFO - Iter [76600/160000]	lr: 1.927e-07, eta: 13:44:50, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3246, decode.acc_seg: 70.2685, aux.loss_seg: 0.2753, aux.acc_seg: 60.8131, loss: 0.5999
2022-01-31 14:09:58,172 - mmseg - INFO - Iter [76650/160000]	lr: 1.926e-07, eta: 13:44:20, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3098, decode.acc_seg: 69.6671, aux.loss_seg: 0.2812, aux.acc_seg: 59.8636, loss: 0.5909
2022-01-31 14:10:27,334 - mmseg - INFO - Iter [76700/160000]	lr: 1.925e-07, eta: 13:43:50, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3004, decode.acc_seg: 71.5761, aux.loss_seg: 0.2744, aux.acc_seg: 61.4975, loss: 0.5747
2022-01-31 14:10:56,367 - mmseg - INFO - Iter [76750/160000]	lr: 1.924e-07, eta: 13:43:19, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2849, decode.acc_seg: 72.1168, aux.loss_seg: 0.2759, aux.acc_seg: 61.8468, loss: 0.5608
2022-01-31 14:11:25,371 - mmseg - INFO - Iter [76800/160000]	lr: 1.923e-07, eta: 13:42:49, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3051, decode.acc_seg: 72.0485, aux.loss_seg: 0.2719, aux.acc_seg: 62.4153, loss: 0.5770
2022-01-31 14:11:54,551 - mmseg - INFO - Iter [76850/160000]	lr: 1.921e-07, eta: 13:42:19, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2940, decode.acc_seg: 71.3053, aux.loss_seg: 0.2749, aux.acc_seg: 60.6957, loss: 0.5689
2022-01-31 14:12:23,703 - mmseg - INFO - Iter [76900/160000]	lr: 1.920e-07, eta: 13:41:48, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3002, decode.acc_seg: 71.5276, aux.loss_seg: 0.2738, aux.acc_seg: 61.4078, loss: 0.5740
2022-01-31 14:12:52,909 - mmseg - INFO - Iter [76950/160000]	lr: 1.919e-07, eta: 13:41:18, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3202, decode.acc_seg: 71.3281, aux.loss_seg: 0.2825, aux.acc_seg: 61.2678, loss: 0.6027
2022-01-31 14:13:22,048 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 14:13:22,049 - mmseg - INFO - Iter [77000/160000]	lr: 1.918e-07, eta: 13:40:48, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3079, decode.acc_seg: 70.2820, aux.loss_seg: 0.2759, aux.acc_seg: 60.1751, loss: 0.5838
2022-01-31 14:14:02,858 - mmseg - INFO - Iter [77050/160000]	lr: 1.917e-07, eta: 13:40:30, time: 0.816, data_time: 0.241, memory: 21005, decode.loss_seg: 0.2983, decode.acc_seg: 72.3311, aux.loss_seg: 0.2867, aux.acc_seg: 60.6285, loss: 0.5850
2022-01-31 14:14:31,826 - mmseg - INFO - Iter [77100/160000]	lr: 1.916e-07, eta: 13:40:00, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2899, decode.acc_seg: 71.1545, aux.loss_seg: 0.2802, aux.acc_seg: 60.0727, loss: 0.5701
2022-01-31 14:15:00,640 - mmseg - INFO - Iter [77150/160000]	lr: 1.914e-07, eta: 13:39:29, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2964, decode.acc_seg: 71.9179, aux.loss_seg: 0.2864, aux.acc_seg: 60.9382, loss: 0.5828
2022-01-31 14:15:29,478 - mmseg - INFO - Iter [77200/160000]	lr: 1.913e-07, eta: 13:38:59, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2870, decode.acc_seg: 71.1346, aux.loss_seg: 0.2781, aux.acc_seg: 60.0916, loss: 0.5651
2022-01-31 14:15:58,582 - mmseg - INFO - Iter [77250/160000]	lr: 1.912e-07, eta: 13:38:28, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2971, decode.acc_seg: 71.7101, aux.loss_seg: 0.2782, aux.acc_seg: 61.2177, loss: 0.5753
2022-01-31 14:16:27,600 - mmseg - INFO - Iter [77300/160000]	lr: 1.911e-07, eta: 13:37:58, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2847, decode.acc_seg: 71.7707, aux.loss_seg: 0.2696, aux.acc_seg: 61.2440, loss: 0.5543
2022-01-31 14:16:56,531 - mmseg - INFO - Iter [77350/160000]	lr: 1.910e-07, eta: 13:37:28, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2933, decode.acc_seg: 72.6021, aux.loss_seg: 0.2674, aux.acc_seg: 62.3374, loss: 0.5607
2022-01-31 14:17:25,512 - mmseg - INFO - Iter [77400/160000]	lr: 1.909e-07, eta: 13:36:57, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2995, decode.acc_seg: 70.7298, aux.loss_seg: 0.2699, aux.acc_seg: 60.5559, loss: 0.5694
2022-01-31 14:17:54,453 - mmseg - INFO - Iter [77450/160000]	lr: 1.908e-07, eta: 13:36:27, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3009, decode.acc_seg: 71.2225, aux.loss_seg: 0.2638, aux.acc_seg: 61.5450, loss: 0.5647
2022-01-31 14:18:23,550 - mmseg - INFO - Iter [77500/160000]	lr: 1.906e-07, eta: 13:35:57, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3071, decode.acc_seg: 70.7596, aux.loss_seg: 0.2730, aux.acc_seg: 60.8615, loss: 0.5801
2022-01-31 14:18:52,431 - mmseg - INFO - Iter [77550/160000]	lr: 1.905e-07, eta: 13:35:26, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3016, decode.acc_seg: 71.9726, aux.loss_seg: 0.2783, aux.acc_seg: 61.7750, loss: 0.5800
2022-01-31 14:19:21,205 - mmseg - INFO - Iter [77600/160000]	lr: 1.904e-07, eta: 13:34:55, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2896, decode.acc_seg: 71.7651, aux.loss_seg: 0.2606, aux.acc_seg: 62.3366, loss: 0.5502
2022-01-31 14:19:50,675 - mmseg - INFO - Iter [77650/160000]	lr: 1.903e-07, eta: 13:34:26, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3004, decode.acc_seg: 70.6150, aux.loss_seg: 0.2785, aux.acc_seg: 60.2693, loss: 0.5789
2022-01-31 14:20:19,870 - mmseg - INFO - Iter [77700/160000]	lr: 1.902e-07, eta: 13:33:55, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3008, decode.acc_seg: 71.9081, aux.loss_seg: 0.2795, aux.acc_seg: 61.2656, loss: 0.5803
2022-01-31 14:20:49,020 - mmseg - INFO - Iter [77750/160000]	lr: 1.901e-07, eta: 13:33:25, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3031, decode.acc_seg: 71.2165, aux.loss_seg: 0.2737, aux.acc_seg: 60.7082, loss: 0.5768
2022-01-31 14:21:17,732 - mmseg - INFO - Iter [77800/160000]	lr: 1.899e-07, eta: 13:32:54, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3072, decode.acc_seg: 70.7880, aux.loss_seg: 0.2739, aux.acc_seg: 60.3253, loss: 0.5812
2022-01-31 14:21:46,737 - mmseg - INFO - Iter [77850/160000]	lr: 1.898e-07, eta: 13:32:24, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3281, decode.acc_seg: 70.7561, aux.loss_seg: 0.2901, aux.acc_seg: 60.2628, loss: 0.6182
2022-01-31 14:22:15,694 - mmseg - INFO - Iter [77900/160000]	lr: 1.897e-07, eta: 13:31:54, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3049, decode.acc_seg: 72.0237, aux.loss_seg: 0.2669, aux.acc_seg: 62.1602, loss: 0.5718
2022-01-31 14:22:44,626 - mmseg - INFO - Iter [77950/160000]	lr: 1.896e-07, eta: 13:31:23, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3082, decode.acc_seg: 70.4253, aux.loss_seg: 0.2837, aux.acc_seg: 59.5624, loss: 0.5919
2022-01-31 14:23:13,722 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 14:23:13,723 - mmseg - INFO - Iter [78000/160000]	lr: 1.895e-07, eta: 13:30:53, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2919, decode.acc_seg: 71.0074, aux.loss_seg: 0.2711, aux.acc_seg: 60.8035, loss: 0.5629
2022-01-31 14:23:42,737 - mmseg - INFO - Iter [78050/160000]	lr: 1.894e-07, eta: 13:30:23, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3012, decode.acc_seg: 70.5392, aux.loss_seg: 0.2768, aux.acc_seg: 60.2881, loss: 0.5780
2022-01-31 14:24:11,698 - mmseg - INFO - Iter [78100/160000]	lr: 1.893e-07, eta: 13:29:52, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2895, decode.acc_seg: 71.9937, aux.loss_seg: 0.2725, aux.acc_seg: 62.0124, loss: 0.5619
2022-01-31 14:24:40,749 - mmseg - INFO - Iter [78150/160000]	lr: 1.891e-07, eta: 13:29:22, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2971, decode.acc_seg: 72.0927, aux.loss_seg: 0.2667, aux.acc_seg: 62.0719, loss: 0.5638
2022-01-31 14:25:09,800 - mmseg - INFO - Iter [78200/160000]	lr: 1.890e-07, eta: 13:28:52, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2879, decode.acc_seg: 72.1290, aux.loss_seg: 0.2565, aux.acc_seg: 62.6450, loss: 0.5445
2022-01-31 14:25:38,941 - mmseg - INFO - Iter [78250/160000]	lr: 1.889e-07, eta: 13:28:21, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3088, decode.acc_seg: 70.9436, aux.loss_seg: 0.2861, aux.acc_seg: 60.1544, loss: 0.5949
2022-01-31 14:26:07,673 - mmseg - INFO - Iter [78300/160000]	lr: 1.888e-07, eta: 13:27:51, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2961, decode.acc_seg: 71.6424, aux.loss_seg: 0.2758, aux.acc_seg: 60.9250, loss: 0.5719
2022-01-31 14:26:48,644 - mmseg - INFO - Iter [78350/160000]	lr: 1.887e-07, eta: 13:27:33, time: 0.819, data_time: 0.250, memory: 21005, decode.loss_seg: 0.2920, decode.acc_seg: 70.5360, aux.loss_seg: 0.2694, aux.acc_seg: 60.3856, loss: 0.5614
2022-01-31 14:27:17,354 - mmseg - INFO - Iter [78400/160000]	lr: 1.886e-07, eta: 13:27:02, time: 0.574, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3033, decode.acc_seg: 71.0007, aux.loss_seg: 0.2751, aux.acc_seg: 61.0084, loss: 0.5784
2022-01-31 14:27:45,999 - mmseg - INFO - Iter [78450/160000]	lr: 1.884e-07, eta: 13:26:31, time: 0.573, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2897, decode.acc_seg: 70.6817, aux.loss_seg: 0.2683, aux.acc_seg: 60.4788, loss: 0.5580
2022-01-31 14:28:15,037 - mmseg - INFO - Iter [78500/160000]	lr: 1.883e-07, eta: 13:26:01, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3171, decode.acc_seg: 70.5947, aux.loss_seg: 0.2868, aux.acc_seg: 60.0791, loss: 0.6039
2022-01-31 14:28:43,978 - mmseg - INFO - Iter [78550/160000]	lr: 1.882e-07, eta: 13:25:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2753, decode.acc_seg: 71.5822, aux.loss_seg: 0.2591, aux.acc_seg: 61.6682, loss: 0.5344
2022-01-31 14:29:13,026 - mmseg - INFO - Iter [78600/160000]	lr: 1.881e-07, eta: 13:25:00, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2797, decode.acc_seg: 72.1644, aux.loss_seg: 0.2701, aux.acc_seg: 62.0929, loss: 0.5498
2022-01-31 14:29:41,989 - mmseg - INFO - Iter [78650/160000]	lr: 1.880e-07, eta: 13:24:30, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2826, decode.acc_seg: 71.6224, aux.loss_seg: 0.2641, aux.acc_seg: 61.4481, loss: 0.5467
2022-01-31 14:30:11,136 - mmseg - INFO - Iter [78700/160000]	lr: 1.879e-07, eta: 13:24:00, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2894, decode.acc_seg: 71.3776, aux.loss_seg: 0.2823, aux.acc_seg: 60.1766, loss: 0.5717
2022-01-31 14:30:40,260 - mmseg - INFO - Iter [78750/160000]	lr: 1.878e-07, eta: 13:23:30, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2801, decode.acc_seg: 71.3249, aux.loss_seg: 0.2627, aux.acc_seg: 61.1690, loss: 0.5427
2022-01-31 14:31:09,537 - mmseg - INFO - Iter [78800/160000]	lr: 1.876e-07, eta: 13:22:59, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2652, decode.acc_seg: 70.5796, aux.loss_seg: 0.2527, aux.acc_seg: 60.6278, loss: 0.5179
2022-01-31 14:31:38,633 - mmseg - INFO - Iter [78850/160000]	lr: 1.875e-07, eta: 13:22:29, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2777, decode.acc_seg: 71.5865, aux.loss_seg: 0.2540, aux.acc_seg: 61.9057, loss: 0.5317
2022-01-31 14:32:07,651 - mmseg - INFO - Iter [78900/160000]	lr: 1.874e-07, eta: 13:21:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3100, decode.acc_seg: 71.5651, aux.loss_seg: 0.2786, aux.acc_seg: 61.3753, loss: 0.5886
2022-01-31 14:32:36,577 - mmseg - INFO - Iter [78950/160000]	lr: 1.873e-07, eta: 13:21:28, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2944, decode.acc_seg: 70.2176, aux.loss_seg: 0.2732, aux.acc_seg: 59.8623, loss: 0.5675
2022-01-31 14:33:05,513 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 14:33:05,519 - mmseg - INFO - Iter [79000/160000]	lr: 1.872e-07, eta: 13:20:58, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2891, decode.acc_seg: 71.4514, aux.loss_seg: 0.2783, aux.acc_seg: 60.5575, loss: 0.5674
2022-01-31 14:33:34,671 - mmseg - INFO - Iter [79050/160000]	lr: 1.871e-07, eta: 13:20:28, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3071, decode.acc_seg: 71.0147, aux.loss_seg: 0.2689, aux.acc_seg: 61.0600, loss: 0.5760
2022-01-31 14:34:03,873 - mmseg - INFO - Iter [79100/160000]	lr: 1.869e-07, eta: 13:19:58, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2817, decode.acc_seg: 72.4140, aux.loss_seg: 0.2661, aux.acc_seg: 61.7639, loss: 0.5478
2022-01-31 14:34:32,837 - mmseg - INFO - Iter [79150/160000]	lr: 1.868e-07, eta: 13:19:27, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3000, decode.acc_seg: 70.4193, aux.loss_seg: 0.2710, aux.acc_seg: 59.8897, loss: 0.5710
2022-01-31 14:35:01,906 - mmseg - INFO - Iter [79200/160000]	lr: 1.867e-07, eta: 13:18:57, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3063, decode.acc_seg: 70.4730, aux.loss_seg: 0.2774, aux.acc_seg: 60.2154, loss: 0.5837
2022-01-31 14:35:30,931 - mmseg - INFO - Iter [79250/160000]	lr: 1.866e-07, eta: 13:18:27, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3059, decode.acc_seg: 70.7479, aux.loss_seg: 0.2781, aux.acc_seg: 60.5002, loss: 0.5841
2022-01-31 14:36:00,019 - mmseg - INFO - Iter [79300/160000]	lr: 1.865e-07, eta: 13:17:56, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2931, decode.acc_seg: 72.1615, aux.loss_seg: 0.2787, aux.acc_seg: 61.5452, loss: 0.5719
2022-01-31 14:36:28,858 - mmseg - INFO - Iter [79350/160000]	lr: 1.864e-07, eta: 13:17:26, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3103, decode.acc_seg: 72.1270, aux.loss_seg: 0.2761, aux.acc_seg: 61.7214, loss: 0.5864
2022-01-31 14:36:57,754 - mmseg - INFO - Iter [79400/160000]	lr: 1.862e-07, eta: 13:16:55, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2979, decode.acc_seg: 71.4984, aux.loss_seg: 0.2791, aux.acc_seg: 60.6925, loss: 0.5770
2022-01-31 14:37:26,835 - mmseg - INFO - Iter [79450/160000]	lr: 1.861e-07, eta: 13:16:25, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3036, decode.acc_seg: 71.5565, aux.loss_seg: 0.2796, aux.acc_seg: 60.9159, loss: 0.5832
2022-01-31 14:37:55,747 - mmseg - INFO - Iter [79500/160000]	lr: 1.860e-07, eta: 13:15:55, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3138, decode.acc_seg: 70.9772, aux.loss_seg: 0.2897, aux.acc_seg: 59.9124, loss: 0.6035
2022-01-31 14:38:24,785 - mmseg - INFO - Iter [79550/160000]	lr: 1.859e-07, eta: 13:15:25, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2947, decode.acc_seg: 71.9578, aux.loss_seg: 0.2730, aux.acc_seg: 61.4654, loss: 0.5677
2022-01-31 14:39:05,403 - mmseg - INFO - Iter [79600/160000]	lr: 1.858e-07, eta: 13:15:06, time: 0.812, data_time: 0.230, memory: 21005, decode.loss_seg: 0.2901, decode.acc_seg: 71.5349, aux.loss_seg: 0.2714, aux.acc_seg: 61.0800, loss: 0.5615
2022-01-31 14:39:34,132 - mmseg - INFO - Iter [79650/160000]	lr: 1.857e-07, eta: 13:14:35, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2692, decode.acc_seg: 71.2305, aux.loss_seg: 0.2568, aux.acc_seg: 61.3404, loss: 0.5260
2022-01-31 14:40:02,937 - mmseg - INFO - Iter [79700/160000]	lr: 1.856e-07, eta: 13:14:05, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2960, decode.acc_seg: 69.9112, aux.loss_seg: 0.2670, aux.acc_seg: 59.5870, loss: 0.5630
2022-01-31 14:40:31,987 - mmseg - INFO - Iter [79750/160000]	lr: 1.854e-07, eta: 13:13:34, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2907, decode.acc_seg: 71.5233, aux.loss_seg: 0.2750, aux.acc_seg: 60.6446, loss: 0.5657
2022-01-31 14:41:01,021 - mmseg - INFO - Iter [79800/160000]	lr: 1.853e-07, eta: 13:13:04, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2961, decode.acc_seg: 70.4195, aux.loss_seg: 0.2695, aux.acc_seg: 59.6664, loss: 0.5656
2022-01-31 14:41:30,094 - mmseg - INFO - Iter [79850/160000]	lr: 1.852e-07, eta: 13:12:34, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2903, decode.acc_seg: 71.8792, aux.loss_seg: 0.2739, aux.acc_seg: 61.3557, loss: 0.5641
2022-01-31 14:41:59,281 - mmseg - INFO - Iter [79900/160000]	lr: 1.851e-07, eta: 13:12:04, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2832, decode.acc_seg: 71.0910, aux.loss_seg: 0.2747, aux.acc_seg: 60.3289, loss: 0.5579
2022-01-31 14:42:28,426 - mmseg - INFO - Iter [79950/160000]	lr: 1.850e-07, eta: 13:11:34, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2883, decode.acc_seg: 70.3386, aux.loss_seg: 0.2832, aux.acc_seg: 58.9468, loss: 0.5715
2022-01-31 14:42:57,373 - mmseg - INFO - Saving checkpoint at 80000 iterations
2022-01-31 14:44:29,359 - mmseg - INFO - per class results:
2022-01-31 14:44:29,368 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 77.0  | 88.42 |
| building            | 82.74 | 92.01 |
| sky                 | 94.49 | 97.24 |
| floor               | 81.71 | 91.26 |
| tree                | 74.85 | 87.76 |
| ceiling             | 82.83 | 91.8  |
| road                | 82.8  | 90.8  |
| bed                 | 87.76 | 95.49 |
| windowpane          | 62.56 | 75.78 |
| grass               | 66.38 | 81.13 |
| cabinet             | 59.72 | 73.31 |
| sidewalk            | 62.03 | 80.87 |
| person              | 80.39 | 91.36 |
| earth               | 36.9  | 48.04 |
| door                | 45.38 | 59.63 |
| table               | 60.13 | 78.85 |
| mountain            | 55.8  | 71.21 |
| plant               | 51.04 | 62.36 |
| curtain             | 74.24 | 87.15 |
| chair               | 55.1  | 69.09 |
| car                 | 84.04 | 93.67 |
| water               | 49.34 | 60.34 |
| painting            | 68.09 | 85.78 |
| sofa                | 64.57 | 84.83 |
| shelf               | 42.39 | 58.26 |
| house               | 53.83 | 75.32 |
| sea                 | 53.26 | 78.33 |
| mirror              | 66.9  | 80.4  |
| rug                 | 66.17 | 73.51 |
| field               | 30.79 | 52.32 |
| armchair            | 41.38 | 54.81 |
| seat                | 65.0  | 84.75 |
| fence               | 39.39 | 51.61 |
| desk                | 45.14 | 60.44 |
| rock                | 37.92 | 60.6  |
| wardrobe            | 51.45 | 72.55 |
| lamp                | 59.02 | 73.38 |
| bathtub             | 77.01 | 82.17 |
| railing             | 33.91 | 45.6  |
| cushion             | 53.51 | 66.77 |
| base                | 20.44 | 24.45 |
| box                 | 26.36 | 36.64 |
| column              | 43.08 | 52.21 |
| signboard           | 36.48 | 48.38 |
| chest of drawers    | 39.58 | 51.28 |
| counter             | 31.34 | 45.4  |
| sand                | 41.84 | 66.34 |
| sink                | 66.18 | 77.57 |
| skyscraper          | 65.19 | 86.34 |
| fireplace           | 67.56 | 89.87 |
| refrigerator        | 68.18 | 78.25 |
| grandstand          | 50.89 | 69.63 |
| path                | 19.92 | 30.7  |
| stairs              | 23.26 | 29.09 |
| runway              | 63.29 | 82.05 |
| case                | 56.49 | 80.94 |
| pool table          | 93.12 | 95.97 |
| pillow              | 52.98 | 67.41 |
| screen door         | 50.23 | 51.23 |
| stairway            | 23.23 | 36.65 |
| river               | 11.76 | 27.76 |
| bridge              | 52.81 | 63.28 |
| bookcase            | 40.36 | 64.48 |
| blind               | 48.81 | 54.47 |
| coffee table        | 58.12 | 73.29 |
| toilet              | 79.12 | 90.82 |
| flower              | 39.42 | 50.95 |
| book                | 48.95 | 65.97 |
| hill                | 5.6   | 13.66 |
| bench               | 44.39 | 50.66 |
| countertop          | 55.66 | 67.43 |
| stove               | 70.22 | 79.65 |
| palm                | 50.02 | 67.35 |
| kitchen island      | 43.49 | 82.7  |
| computer            | 61.86 | 70.32 |
| swivel chair        | 42.35 | 62.73 |
| boat                | 56.22 | 65.47 |
| bar                 | 43.22 | 53.87 |
| arcade machine      | 32.95 | 35.14 |
| hovel               | 23.18 | 25.18 |
| bus                 | 85.81 | 90.21 |
| towel               | 57.34 | 69.08 |
| light               | 46.33 | 49.87 |
| truck               | 15.93 | 21.74 |
| tower               | 20.88 | 28.57 |
| chandelier          | 63.02 | 79.72 |
| awning              | 27.09 | 32.51 |
| streetlight         | 21.51 | 26.45 |
| booth               | 36.16 | 40.17 |
| television receiver | 53.13 | 79.83 |
| airplane            | 55.44 | 61.57 |
| dirt track          | 0.0   | 0.0   |
| apparel             | 34.39 | 48.03 |
| pole                | 24.67 | 32.33 |
| land                | 0.7   | 0.98  |
| bannister           | 17.59 | 23.15 |
| escalator           | 41.59 | 58.17 |
| ottoman             | 42.54 | 65.59 |
| bottle              | 36.39 | 52.49 |
| buffet              | 51.02 | 69.56 |
| poster              | 26.34 | 33.29 |
| stage               | 12.25 | 18.35 |
| van                 | 30.13 | 35.35 |
| ship                | 49.16 | 62.36 |
| fountain            | 13.13 | 14.15 |
| conveyer belt       | 58.36 | 90.29 |
| canopy              | 21.33 | 28.24 |
| washer              | 66.3  | 72.55 |
| plaything           | 29.22 | 41.82 |
| swimming pool       | 40.95 | 53.37 |
| stool               | 40.46 | 50.84 |
| barrel              | 27.89 | 64.28 |
| basket              | 20.72 | 33.7  |
| waterfall           | 63.39 | 84.34 |
| tent                | 82.41 | 98.68 |
| bag                 | 10.49 | 12.27 |
| minibike            | 61.86 | 70.23 |
| cradle              | 84.15 | 96.66 |
| oven                | 26.81 | 42.55 |
| ball                | 40.5  | 43.32 |
| food                | 46.53 | 50.83 |
| step                | 6.5   | 7.56  |
| tank                | 46.19 | 52.1  |
| trade name          | 30.88 | 38.35 |
| microwave           | 36.98 | 40.84 |
| pot                 | 41.04 | 48.51 |
| animal              | 60.28 | 62.39 |
| bicycle             | 48.7  | 66.5  |
| lake                | 54.11 | 63.06 |
| dishwasher          | 51.93 | 66.92 |
| screen              | 54.01 | 72.14 |
| blanket             | 13.4  | 14.58 |
| sculpture           | 51.49 | 58.03 |
| hood                | 62.83 | 68.85 |
| sconce              | 40.69 | 50.66 |
| vase                | 31.6  | 41.89 |
| traffic light       | 31.42 | 46.91 |
| tray                | 4.27  | 6.61  |
| ashcan              | 29.0  | 39.62 |
| fan                 | 51.55 | 64.47 |
| pier                | 32.13 | 43.27 |
| crt screen          | 7.16  | 22.92 |
| plate               | 52.52 | 68.57 |
| monitor             | 10.89 | 13.75 |
| bulletin board      | 31.53 | 36.64 |
| shower              | 0.71  | 6.28  |
| radiator            | 56.22 | 64.01 |
| glass               | 13.23 | 15.21 |
| clock               | 25.99 | 29.73 |
| flag                | 35.69 | 36.95 |
+---------------------+-------+-------+
2022-01-31 14:44:29,369 - mmseg - INFO - Summary:
2022-01-31 14:44:29,370 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 46.01 | 57.66 | 82.52 |
+--------+-------+-------+-------+
2022-01-31 14:44:29,382 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 14:44:29,383 - mmseg - INFO - Iter(val) [80000]	mIoU: 0.4601, mAcc: 0.5766, aAcc: 0.8252
2022-01-31 14:44:58,375 - mmseg - INFO - Iter [80050/160000]	lr: 1.847e-07, eta: 13:11:24, time: 2.175, data_time: 1.599, memory: 21005, decode.loss_seg: 0.3012, decode.acc_seg: 71.7882, aux.loss_seg: 0.2732, aux.acc_seg: 61.8246, loss: 0.5744
2022-01-31 14:45:27,235 - mmseg - INFO - Iter [80100/160000]	lr: 1.846e-07, eta: 13:10:53, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2864, decode.acc_seg: 71.0095, aux.loss_seg: 0.2701, aux.acc_seg: 60.6044, loss: 0.5564
2022-01-31 14:45:56,155 - mmseg - INFO - Iter [80150/160000]	lr: 1.845e-07, eta: 13:10:23, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2874, decode.acc_seg: 71.4126, aux.loss_seg: 0.2643, aux.acc_seg: 61.2503, loss: 0.5517
2022-01-31 14:46:25,135 - mmseg - INFO - Iter [80200/160000]	lr: 1.844e-07, eta: 13:09:52, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2858, decode.acc_seg: 72.5342, aux.loss_seg: 0.2759, aux.acc_seg: 61.9689, loss: 0.5617
2022-01-31 14:46:53,874 - mmseg - INFO - Iter [80250/160000]	lr: 1.843e-07, eta: 13:09:22, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2956, decode.acc_seg: 72.5240, aux.loss_seg: 0.2795, aux.acc_seg: 61.6589, loss: 0.5751
2022-01-31 14:47:22,684 - mmseg - INFO - Iter [80300/160000]	lr: 1.842e-07, eta: 13:08:51, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2969, decode.acc_seg: 71.5109, aux.loss_seg: 0.2814, aux.acc_seg: 60.7088, loss: 0.5783
2022-01-31 14:47:51,599 - mmseg - INFO - Iter [80350/160000]	lr: 1.841e-07, eta: 13:08:21, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3117, decode.acc_seg: 69.8196, aux.loss_seg: 0.2762, aux.acc_seg: 60.1250, loss: 0.5879
2022-01-31 14:48:20,391 - mmseg - INFO - Iter [80400/160000]	lr: 1.839e-07, eta: 13:07:50, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2959, decode.acc_seg: 72.1347, aux.loss_seg: 0.2922, aux.acc_seg: 60.5499, loss: 0.5881
2022-01-31 14:48:49,447 - mmseg - INFO - Iter [80450/160000]	lr: 1.838e-07, eta: 13:07:20, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3296, decode.acc_seg: 70.6193, aux.loss_seg: 0.2895, aux.acc_seg: 60.0208, loss: 0.6191
2022-01-31 14:49:18,443 - mmseg - INFO - Iter [80500/160000]	lr: 1.837e-07, eta: 13:06:49, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2818, decode.acc_seg: 70.9220, aux.loss_seg: 0.2720, aux.acc_seg: 60.1683, loss: 0.5539
2022-01-31 14:49:47,539 - mmseg - INFO - Iter [80550/160000]	lr: 1.836e-07, eta: 13:06:19, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3029, decode.acc_seg: 71.7098, aux.loss_seg: 0.2738, aux.acc_seg: 61.4166, loss: 0.5767
2022-01-31 14:50:16,422 - mmseg - INFO - Iter [80600/160000]	lr: 1.835e-07, eta: 13:05:48, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2664, decode.acc_seg: 72.5518, aux.loss_seg: 0.2544, aux.acc_seg: 62.6641, loss: 0.5208
2022-01-31 14:50:45,374 - mmseg - INFO - Iter [80650/160000]	lr: 1.834e-07, eta: 13:05:18, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2996, decode.acc_seg: 71.4039, aux.loss_seg: 0.2661, aux.acc_seg: 61.7850, loss: 0.5657
2022-01-31 14:51:14,375 - mmseg - INFO - Iter [80700/160000]	lr: 1.832e-07, eta: 13:04:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2931, decode.acc_seg: 72.3690, aux.loss_seg: 0.2701, aux.acc_seg: 62.2095, loss: 0.5632
2022-01-31 14:51:43,510 - mmseg - INFO - Iter [80750/160000]	lr: 1.831e-07, eta: 13:04:17, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3083, decode.acc_seg: 71.7596, aux.loss_seg: 0.2736, aux.acc_seg: 61.8967, loss: 0.5818
2022-01-31 14:52:12,426 - mmseg - INFO - Iter [80800/160000]	lr: 1.830e-07, eta: 13:03:47, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3193, decode.acc_seg: 71.1988, aux.loss_seg: 0.2896, aux.acc_seg: 60.5499, loss: 0.6088
2022-01-31 14:52:52,919 - mmseg - INFO - Iter [80850/160000]	lr: 1.829e-07, eta: 13:03:28, time: 0.810, data_time: 0.228, memory: 21005, decode.loss_seg: 0.2983, decode.acc_seg: 71.1934, aux.loss_seg: 0.2736, aux.acc_seg: 60.6859, loss: 0.5719
2022-01-31 14:53:21,946 - mmseg - INFO - Iter [80900/160000]	lr: 1.828e-07, eta: 13:02:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2820, decode.acc_seg: 70.5214, aux.loss_seg: 0.2615, aux.acc_seg: 60.6501, loss: 0.5435
2022-01-31 14:53:50,986 - mmseg - INFO - Iter [80950/160000]	lr: 1.827e-07, eta: 13:02:27, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2828, decode.acc_seg: 71.6398, aux.loss_seg: 0.2690, aux.acc_seg: 61.0593, loss: 0.5518
2022-01-31 14:54:20,388 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 14:54:20,391 - mmseg - INFO - Iter [81000/160000]	lr: 1.826e-07, eta: 13:01:57, time: 0.588, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3121, decode.acc_seg: 71.7739, aux.loss_seg: 0.2866, aux.acc_seg: 61.1332, loss: 0.5986
2022-01-31 14:54:49,230 - mmseg - INFO - Iter [81050/160000]	lr: 1.824e-07, eta: 13:01:27, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2871, decode.acc_seg: 72.0286, aux.loss_seg: 0.2721, aux.acc_seg: 61.3507, loss: 0.5592
2022-01-31 14:55:18,306 - mmseg - INFO - Iter [81100/160000]	lr: 1.823e-07, eta: 13:00:56, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2841, decode.acc_seg: 71.7802, aux.loss_seg: 0.2622, aux.acc_seg: 61.9870, loss: 0.5463
2022-01-31 14:55:47,334 - mmseg - INFO - Iter [81150/160000]	lr: 1.822e-07, eta: 13:00:26, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3056, decode.acc_seg: 70.3459, aux.loss_seg: 0.2887, aux.acc_seg: 59.9757, loss: 0.5943
2022-01-31 14:56:16,387 - mmseg - INFO - Iter [81200/160000]	lr: 1.821e-07, eta: 12:59:56, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3033, decode.acc_seg: 70.2388, aux.loss_seg: 0.2685, aux.acc_seg: 60.8885, loss: 0.5718
2022-01-31 14:56:45,385 - mmseg - INFO - Iter [81250/160000]	lr: 1.820e-07, eta: 12:59:25, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3019, decode.acc_seg: 71.1696, aux.loss_seg: 0.2863, aux.acc_seg: 60.0761, loss: 0.5882
2022-01-31 14:57:14,402 - mmseg - INFO - Iter [81300/160000]	lr: 1.819e-07, eta: 12:58:55, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2875, decode.acc_seg: 70.4323, aux.loss_seg: 0.2636, aux.acc_seg: 60.3073, loss: 0.5511
2022-01-31 14:57:43,356 - mmseg - INFO - Iter [81350/160000]	lr: 1.817e-07, eta: 12:58:25, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2967, decode.acc_seg: 73.2052, aux.loss_seg: 0.2763, aux.acc_seg: 62.4883, loss: 0.5730
2022-01-31 14:58:12,395 - mmseg - INFO - Iter [81400/160000]	lr: 1.816e-07, eta: 12:57:54, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2802, decode.acc_seg: 72.2830, aux.loss_seg: 0.2674, aux.acc_seg: 61.7806, loss: 0.5476
2022-01-31 14:58:41,329 - mmseg - INFO - Iter [81450/160000]	lr: 1.815e-07, eta: 12:57:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2724, decode.acc_seg: 71.3272, aux.loss_seg: 0.2526, aux.acc_seg: 61.7200, loss: 0.5250
2022-01-31 14:59:10,259 - mmseg - INFO - Iter [81500/160000]	lr: 1.814e-07, eta: 12:56:53, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2857, decode.acc_seg: 72.9546, aux.loss_seg: 0.2737, aux.acc_seg: 61.9711, loss: 0.5594
2022-01-31 14:59:39,163 - mmseg - INFO - Iter [81550/160000]	lr: 1.813e-07, eta: 12:56:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2940, decode.acc_seg: 71.4456, aux.loss_seg: 0.2794, aux.acc_seg: 60.5989, loss: 0.5734
2022-01-31 15:00:08,123 - mmseg - INFO - Iter [81600/160000]	lr: 1.812e-07, eta: 12:55:53, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2983, decode.acc_seg: 72.2209, aux.loss_seg: 0.2707, aux.acc_seg: 62.3894, loss: 0.5690
2022-01-31 15:00:37,069 - mmseg - INFO - Iter [81650/160000]	lr: 1.810e-07, eta: 12:55:22, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2800, decode.acc_seg: 71.9473, aux.loss_seg: 0.2602, aux.acc_seg: 61.8125, loss: 0.5403
2022-01-31 15:01:06,011 - mmseg - INFO - Iter [81700/160000]	lr: 1.809e-07, eta: 12:54:52, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2926, decode.acc_seg: 71.0721, aux.loss_seg: 0.2747, aux.acc_seg: 60.4195, loss: 0.5673
2022-01-31 15:01:35,003 - mmseg - INFO - Iter [81750/160000]	lr: 1.808e-07, eta: 12:54:21, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2937, decode.acc_seg: 70.4716, aux.loss_seg: 0.2654, aux.acc_seg: 60.4641, loss: 0.5591
2022-01-31 15:02:03,884 - mmseg - INFO - Iter [81800/160000]	lr: 1.807e-07, eta: 12:53:51, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2827, decode.acc_seg: 71.5045, aux.loss_seg: 0.2655, aux.acc_seg: 61.2093, loss: 0.5483
2022-01-31 15:02:32,696 - mmseg - INFO - Iter [81850/160000]	lr: 1.806e-07, eta: 12:53:20, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2732, decode.acc_seg: 71.9063, aux.loss_seg: 0.2744, aux.acc_seg: 60.9239, loss: 0.5476
2022-01-31 15:03:01,885 - mmseg - INFO - Iter [81900/160000]	lr: 1.805e-07, eta: 12:52:50, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2709, decode.acc_seg: 72.9268, aux.loss_seg: 0.2558, aux.acc_seg: 62.8682, loss: 0.5267
2022-01-31 15:03:31,058 - mmseg - INFO - Iter [81950/160000]	lr: 1.804e-07, eta: 12:52:20, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2729, decode.acc_seg: 70.6852, aux.loss_seg: 0.2695, aux.acc_seg: 59.5619, loss: 0.5424
2022-01-31 15:04:00,065 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 15:04:00,067 - mmseg - INFO - Iter [82000/160000]	lr: 1.802e-07, eta: 12:51:50, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2884, decode.acc_seg: 72.1466, aux.loss_seg: 0.2689, aux.acc_seg: 62.1961, loss: 0.5573
2022-01-31 15:04:28,983 - mmseg - INFO - Iter [82050/160000]	lr: 1.801e-07, eta: 12:51:19, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2798, decode.acc_seg: 71.2693, aux.loss_seg: 0.2547, aux.acc_seg: 61.6712, loss: 0.5345
2022-01-31 15:05:09,907 - mmseg - INFO - Iter [82100/160000]	lr: 1.800e-07, eta: 12:51:00, time: 0.818, data_time: 0.244, memory: 21005, decode.loss_seg: 0.2996, decode.acc_seg: 71.9199, aux.loss_seg: 0.2925, aux.acc_seg: 60.0120, loss: 0.5921
2022-01-31 15:05:39,109 - mmseg - INFO - Iter [82150/160000]	lr: 1.799e-07, eta: 12:50:30, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2957, decode.acc_seg: 70.0145, aux.loss_seg: 0.2818, aux.acc_seg: 59.0933, loss: 0.5775
2022-01-31 15:06:07,909 - mmseg - INFO - Iter [82200/160000]	lr: 1.798e-07, eta: 12:50:00, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2910, decode.acc_seg: 70.5661, aux.loss_seg: 0.2697, aux.acc_seg: 60.7048, loss: 0.5606
2022-01-31 15:06:36,816 - mmseg - INFO - Iter [82250/160000]	lr: 1.797e-07, eta: 12:49:29, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2722, decode.acc_seg: 70.3565, aux.loss_seg: 0.2726, aux.acc_seg: 60.0141, loss: 0.5448
2022-01-31 15:07:05,771 - mmseg - INFO - Iter [82300/160000]	lr: 1.795e-07, eta: 12:48:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2941, decode.acc_seg: 71.9589, aux.loss_seg: 0.2701, aux.acc_seg: 61.6316, loss: 0.5642
2022-01-31 15:07:34,805 - mmseg - INFO - Iter [82350/160000]	lr: 1.794e-07, eta: 12:48:29, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2799, decode.acc_seg: 73.0794, aux.loss_seg: 0.2700, aux.acc_seg: 62.5416, loss: 0.5499
2022-01-31 15:08:03,627 - mmseg - INFO - Iter [82400/160000]	lr: 1.793e-07, eta: 12:47:58, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2772, decode.acc_seg: 71.7321, aux.loss_seg: 0.2670, aux.acc_seg: 61.2858, loss: 0.5442
2022-01-31 15:08:32,693 - mmseg - INFO - Iter [82450/160000]	lr: 1.792e-07, eta: 12:47:28, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2751, decode.acc_seg: 72.7837, aux.loss_seg: 0.2627, aux.acc_seg: 62.3106, loss: 0.5377
2022-01-31 15:09:01,783 - mmseg - INFO - Iter [82500/160000]	lr: 1.791e-07, eta: 12:46:57, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2708, decode.acc_seg: 72.6691, aux.loss_seg: 0.2619, aux.acc_seg: 62.2914, loss: 0.5327
2022-01-31 15:09:30,817 - mmseg - INFO - Iter [82550/160000]	lr: 1.790e-07, eta: 12:46:27, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2870, decode.acc_seg: 70.9765, aux.loss_seg: 0.2864, aux.acc_seg: 59.3841, loss: 0.5734
2022-01-31 15:09:59,860 - mmseg - INFO - Iter [82600/160000]	lr: 1.789e-07, eta: 12:45:57, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2861, decode.acc_seg: 71.4464, aux.loss_seg: 0.2706, aux.acc_seg: 60.6814, loss: 0.5566
2022-01-31 15:10:28,793 - mmseg - INFO - Iter [82650/160000]	lr: 1.787e-07, eta: 12:45:26, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2750, decode.acc_seg: 70.6711, aux.loss_seg: 0.2581, aux.acc_seg: 60.9010, loss: 0.5332
2022-01-31 15:10:57,766 - mmseg - INFO - Iter [82700/160000]	lr: 1.786e-07, eta: 12:44:56, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2635, decode.acc_seg: 71.6600, aux.loss_seg: 0.2609, aux.acc_seg: 61.0414, loss: 0.5244
2022-01-31 15:11:26,852 - mmseg - INFO - Iter [82750/160000]	lr: 1.785e-07, eta: 12:44:26, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2826, decode.acc_seg: 71.3808, aux.loss_seg: 0.2662, aux.acc_seg: 61.1021, loss: 0.5488
2022-01-31 15:11:55,792 - mmseg - INFO - Iter [82800/160000]	lr: 1.784e-07, eta: 12:43:55, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2846, decode.acc_seg: 71.7641, aux.loss_seg: 0.2698, aux.acc_seg: 61.4137, loss: 0.5544
2022-01-31 15:12:24,762 - mmseg - INFO - Iter [82850/160000]	lr: 1.783e-07, eta: 12:43:25, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2798, decode.acc_seg: 72.0441, aux.loss_seg: 0.2666, aux.acc_seg: 61.4325, loss: 0.5464
2022-01-31 15:12:53,673 - mmseg - INFO - Iter [82900/160000]	lr: 1.782e-07, eta: 12:42:55, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2880, decode.acc_seg: 71.3871, aux.loss_seg: 0.2751, aux.acc_seg: 60.6510, loss: 0.5631
2022-01-31 15:13:22,862 - mmseg - INFO - Iter [82950/160000]	lr: 1.780e-07, eta: 12:42:25, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2933, decode.acc_seg: 70.0772, aux.loss_seg: 0.2679, aux.acc_seg: 59.9130, loss: 0.5611
2022-01-31 15:13:51,783 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 15:13:51,785 - mmseg - INFO - Iter [83000/160000]	lr: 1.779e-07, eta: 12:41:54, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2962, decode.acc_seg: 69.8687, aux.loss_seg: 0.2758, aux.acc_seg: 59.1344, loss: 0.5719
2022-01-31 15:14:20,733 - mmseg - INFO - Iter [83050/160000]	lr: 1.778e-07, eta: 12:41:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2908, decode.acc_seg: 70.7448, aux.loss_seg: 0.2720, aux.acc_seg: 60.4102, loss: 0.5628
2022-01-31 15:14:49,599 - mmseg - INFO - Iter [83100/160000]	lr: 1.777e-07, eta: 12:40:53, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3067, decode.acc_seg: 72.1233, aux.loss_seg: 0.2806, aux.acc_seg: 61.4716, loss: 0.5873
2022-01-31 15:15:18,595 - mmseg - INFO - Iter [83150/160000]	lr: 1.776e-07, eta: 12:40:23, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2930, decode.acc_seg: 71.3225, aux.loss_seg: 0.2679, aux.acc_seg: 61.2286, loss: 0.5609
2022-01-31 15:15:47,638 - mmseg - INFO - Iter [83200/160000]	lr: 1.775e-07, eta: 12:39:53, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3069, decode.acc_seg: 71.7322, aux.loss_seg: 0.2737, aux.acc_seg: 61.6105, loss: 0.5806
2022-01-31 15:16:16,968 - mmseg - INFO - Iter [83250/160000]	lr: 1.774e-07, eta: 12:39:23, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2862, decode.acc_seg: 71.6010, aux.loss_seg: 0.2707, aux.acc_seg: 61.2613, loss: 0.5569
2022-01-31 15:16:45,911 - mmseg - INFO - Iter [83300/160000]	lr: 1.772e-07, eta: 12:38:52, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3106, decode.acc_seg: 69.9532, aux.loss_seg: 0.2765, aux.acc_seg: 59.9267, loss: 0.5871
2022-01-31 15:17:14,856 - mmseg - INFO - Iter [83350/160000]	lr: 1.771e-07, eta: 12:38:22, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3034, decode.acc_seg: 73.0958, aux.loss_seg: 0.2712, aux.acc_seg: 62.9090, loss: 0.5745
2022-01-31 15:17:55,504 - mmseg - INFO - Iter [83400/160000]	lr: 1.770e-07, eta: 12:38:02, time: 0.813, data_time: 0.239, memory: 21005, decode.loss_seg: 0.2943, decode.acc_seg: 70.1639, aux.loss_seg: 0.2592, aux.acc_seg: 60.4693, loss: 0.5534
2022-01-31 15:18:24,320 - mmseg - INFO - Iter [83450/160000]	lr: 1.769e-07, eta: 12:37:32, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2748, decode.acc_seg: 71.3229, aux.loss_seg: 0.2675, aux.acc_seg: 60.3086, loss: 0.5423
2022-01-31 15:18:53,114 - mmseg - INFO - Iter [83500/160000]	lr: 1.768e-07, eta: 12:37:01, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2876, decode.acc_seg: 70.6848, aux.loss_seg: 0.2643, aux.acc_seg: 60.3741, loss: 0.5519
2022-01-31 15:19:21,924 - mmseg - INFO - Iter [83550/160000]	lr: 1.767e-07, eta: 12:36:31, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2801, decode.acc_seg: 71.7361, aux.loss_seg: 0.2810, aux.acc_seg: 60.5477, loss: 0.5612
2022-01-31 15:19:51,009 - mmseg - INFO - Iter [83600/160000]	lr: 1.765e-07, eta: 12:36:01, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2931, decode.acc_seg: 71.4516, aux.loss_seg: 0.2797, aux.acc_seg: 60.4885, loss: 0.5729
2022-01-31 15:20:20,153 - mmseg - INFO - Iter [83650/160000]	lr: 1.764e-07, eta: 12:35:31, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2857, decode.acc_seg: 71.3520, aux.loss_seg: 0.2716, aux.acc_seg: 60.5734, loss: 0.5573
2022-01-31 15:20:48,932 - mmseg - INFO - Iter [83700/160000]	lr: 1.763e-07, eta: 12:35:00, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2703, decode.acc_seg: 73.5110, aux.loss_seg: 0.2540, aux.acc_seg: 63.7618, loss: 0.5243
2022-01-31 15:21:18,085 - mmseg - INFO - Iter [83750/160000]	lr: 1.762e-07, eta: 12:34:30, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2800, decode.acc_seg: 71.9518, aux.loss_seg: 0.2717, aux.acc_seg: 61.3787, loss: 0.5517
2022-01-31 15:21:47,002 - mmseg - INFO - Iter [83800/160000]	lr: 1.761e-07, eta: 12:33:59, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2802, decode.acc_seg: 70.8085, aux.loss_seg: 0.2637, aux.acc_seg: 60.8376, loss: 0.5439
2022-01-31 15:22:16,085 - mmseg - INFO - Iter [83850/160000]	lr: 1.760e-07, eta: 12:33:29, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2735, decode.acc_seg: 71.3320, aux.loss_seg: 0.2585, aux.acc_seg: 61.6991, loss: 0.5319
2022-01-31 15:22:45,102 - mmseg - INFO - Iter [83900/160000]	lr: 1.759e-07, eta: 12:32:59, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2765, decode.acc_seg: 73.0341, aux.loss_seg: 0.2661, aux.acc_seg: 62.4982, loss: 0.5427
2022-01-31 15:23:14,074 - mmseg - INFO - Iter [83950/160000]	lr: 1.757e-07, eta: 12:32:29, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2821, decode.acc_seg: 71.1585, aux.loss_seg: 0.2599, aux.acc_seg: 60.7828, loss: 0.5419
2022-01-31 15:23:43,097 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 15:23:43,100 - mmseg - INFO - Iter [84000/160000]	lr: 1.756e-07, eta: 12:31:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3024, decode.acc_seg: 72.5046, aux.loss_seg: 0.2769, aux.acc_seg: 61.8657, loss: 0.5792
2022-01-31 15:24:12,276 - mmseg - INFO - Iter [84050/160000]	lr: 1.755e-07, eta: 12:31:28, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2776, decode.acc_seg: 71.4007, aux.loss_seg: 0.2727, aux.acc_seg: 60.0282, loss: 0.5503
2022-01-31 15:24:41,213 - mmseg - INFO - Iter [84100/160000]	lr: 1.754e-07, eta: 12:30:58, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2852, decode.acc_seg: 71.0449, aux.loss_seg: 0.2610, aux.acc_seg: 61.2602, loss: 0.5462
2022-01-31 15:25:10,186 - mmseg - INFO - Iter [84150/160000]	lr: 1.753e-07, eta: 12:30:28, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2892, decode.acc_seg: 72.1020, aux.loss_seg: 0.2711, aux.acc_seg: 61.1501, loss: 0.5603
2022-01-31 15:25:39,022 - mmseg - INFO - Iter [84200/160000]	lr: 1.752e-07, eta: 12:29:57, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2822, decode.acc_seg: 71.2435, aux.loss_seg: 0.2646, aux.acc_seg: 60.6214, loss: 0.5469
2022-01-31 15:26:08,001 - mmseg - INFO - Iter [84250/160000]	lr: 1.750e-07, eta: 12:29:27, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2785, decode.acc_seg: 71.4870, aux.loss_seg: 0.2652, aux.acc_seg: 61.2079, loss: 0.5437
2022-01-31 15:26:36,930 - mmseg - INFO - Iter [84300/160000]	lr: 1.749e-07, eta: 12:28:56, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2699, decode.acc_seg: 71.8088, aux.loss_seg: 0.2544, aux.acc_seg: 61.8749, loss: 0.5243
2022-01-31 15:27:06,176 - mmseg - INFO - Iter [84350/160000]	lr: 1.748e-07, eta: 12:28:26, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2949, decode.acc_seg: 71.0826, aux.loss_seg: 0.2667, aux.acc_seg: 60.6584, loss: 0.5616
2022-01-31 15:27:35,619 - mmseg - INFO - Iter [84400/160000]	lr: 1.747e-07, eta: 12:27:56, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2871, decode.acc_seg: 71.1963, aux.loss_seg: 0.2729, aux.acc_seg: 60.3109, loss: 0.5600
2022-01-31 15:28:04,595 - mmseg - INFO - Iter [84450/160000]	lr: 1.746e-07, eta: 12:27:26, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3015, decode.acc_seg: 72.3408, aux.loss_seg: 0.2815, aux.acc_seg: 61.6951, loss: 0.5830
2022-01-31 15:28:33,524 - mmseg - INFO - Iter [84500/160000]	lr: 1.745e-07, eta: 12:26:56, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2982, decode.acc_seg: 71.0315, aux.loss_seg: 0.2770, aux.acc_seg: 60.5685, loss: 0.5753
2022-01-31 15:29:02,588 - mmseg - INFO - Iter [84550/160000]	lr: 1.743e-07, eta: 12:26:26, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2719, decode.acc_seg: 71.5697, aux.loss_seg: 0.2598, aux.acc_seg: 61.4365, loss: 0.5317
2022-01-31 15:29:31,580 - mmseg - INFO - Iter [84600/160000]	lr: 1.742e-07, eta: 12:25:55, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3045, decode.acc_seg: 72.7113, aux.loss_seg: 0.2763, aux.acc_seg: 62.4493, loss: 0.5808
2022-01-31 15:30:12,844 - mmseg - INFO - Iter [84650/160000]	lr: 1.741e-07, eta: 12:25:36, time: 0.825, data_time: 0.259, memory: 21005, decode.loss_seg: 0.2925, decode.acc_seg: 72.3764, aux.loss_seg: 0.2659, aux.acc_seg: 62.2376, loss: 0.5584
2022-01-31 15:30:41,704 - mmseg - INFO - Iter [84700/160000]	lr: 1.740e-07, eta: 12:25:05, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2957, decode.acc_seg: 70.2078, aux.loss_seg: 0.2765, aux.acc_seg: 59.6660, loss: 0.5722
2022-01-31 15:31:10,529 - mmseg - INFO - Iter [84750/160000]	lr: 1.739e-07, eta: 12:24:35, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2944, decode.acc_seg: 72.1726, aux.loss_seg: 0.2813, aux.acc_seg: 61.1546, loss: 0.5757
2022-01-31 15:31:39,738 - mmseg - INFO - Iter [84800/160000]	lr: 1.738e-07, eta: 12:24:05, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2982, decode.acc_seg: 72.4875, aux.loss_seg: 0.2889, aux.acc_seg: 61.2091, loss: 0.5870
2022-01-31 15:32:08,791 - mmseg - INFO - Iter [84850/160000]	lr: 1.737e-07, eta: 12:23:35, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2919, decode.acc_seg: 72.1842, aux.loss_seg: 0.2806, aux.acc_seg: 61.1405, loss: 0.5725
2022-01-31 15:32:38,017 - mmseg - INFO - Iter [84900/160000]	lr: 1.735e-07, eta: 12:23:05, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2751, decode.acc_seg: 70.7531, aux.loss_seg: 0.2636, aux.acc_seg: 60.3274, loss: 0.5387
2022-01-31 15:33:06,804 - mmseg - INFO - Iter [84950/160000]	lr: 1.734e-07, eta: 12:22:34, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2647, decode.acc_seg: 71.5378, aux.loss_seg: 0.2521, aux.acc_seg: 61.5571, loss: 0.5167
2022-01-31 15:33:36,048 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 15:33:36,051 - mmseg - INFO - Iter [85000/160000]	lr: 1.733e-07, eta: 12:22:04, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3021, decode.acc_seg: 71.9739, aux.loss_seg: 0.2760, aux.acc_seg: 61.2046, loss: 0.5781
2022-01-31 15:34:05,133 - mmseg - INFO - Iter [85050/160000]	lr: 1.732e-07, eta: 12:21:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2690, decode.acc_seg: 71.2474, aux.loss_seg: 0.2592, aux.acc_seg: 60.8706, loss: 0.5282
2022-01-31 15:34:34,152 - mmseg - INFO - Iter [85100/160000]	lr: 1.731e-07, eta: 12:21:04, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2721, decode.acc_seg: 71.1518, aux.loss_seg: 0.2655, aux.acc_seg: 60.3475, loss: 0.5376
2022-01-31 15:35:03,142 - mmseg - INFO - Iter [85150/160000]	lr: 1.730e-07, eta: 12:20:33, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2670, decode.acc_seg: 71.5974, aux.loss_seg: 0.2467, aux.acc_seg: 62.0219, loss: 0.5137
2022-01-31 15:35:32,189 - mmseg - INFO - Iter [85200/160000]	lr: 1.728e-07, eta: 12:20:03, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2755, decode.acc_seg: 71.8320, aux.loss_seg: 0.2676, aux.acc_seg: 61.4723, loss: 0.5431
2022-01-31 15:36:01,082 - mmseg - INFO - Iter [85250/160000]	lr: 1.727e-07, eta: 12:19:33, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2606, decode.acc_seg: 71.5894, aux.loss_seg: 0.2566, aux.acc_seg: 60.9614, loss: 0.5172
2022-01-31 15:36:30,108 - mmseg - INFO - Iter [85300/160000]	lr: 1.726e-07, eta: 12:19:02, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2820, decode.acc_seg: 71.1750, aux.loss_seg: 0.2610, aux.acc_seg: 61.0610, loss: 0.5430
2022-01-31 15:36:59,165 - mmseg - INFO - Iter [85350/160000]	lr: 1.725e-07, eta: 12:18:32, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2908, decode.acc_seg: 71.6246, aux.loss_seg: 0.2776, aux.acc_seg: 60.6414, loss: 0.5685
2022-01-31 15:37:28,121 - mmseg - INFO - Iter [85400/160000]	lr: 1.724e-07, eta: 12:18:02, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3019, decode.acc_seg: 70.8049, aux.loss_seg: 0.2748, aux.acc_seg: 60.7862, loss: 0.5767
2022-01-31 15:37:57,245 - mmseg - INFO - Iter [85450/160000]	lr: 1.723e-07, eta: 12:17:32, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2749, decode.acc_seg: 71.9017, aux.loss_seg: 0.2646, aux.acc_seg: 61.6268, loss: 0.5395
2022-01-31 15:38:26,585 - mmseg - INFO - Iter [85500/160000]	lr: 1.722e-07, eta: 12:17:02, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2936, decode.acc_seg: 71.1789, aux.loss_seg: 0.2773, aux.acc_seg: 60.7589, loss: 0.5709
2022-01-31 15:38:55,609 - mmseg - INFO - Iter [85550/160000]	lr: 1.720e-07, eta: 12:16:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3022, decode.acc_seg: 71.5164, aux.loss_seg: 0.2884, aux.acc_seg: 60.1210, loss: 0.5906
2022-01-31 15:39:24,584 - mmseg - INFO - Iter [85600/160000]	lr: 1.719e-07, eta: 12:16:01, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2900, decode.acc_seg: 71.5425, aux.loss_seg: 0.2645, aux.acc_seg: 61.5411, loss: 0.5545
2022-01-31 15:39:53,764 - mmseg - INFO - Iter [85650/160000]	lr: 1.718e-07, eta: 12:15:31, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2838, decode.acc_seg: 71.6338, aux.loss_seg: 0.2616, aux.acc_seg: 61.9795, loss: 0.5454
2022-01-31 15:40:22,817 - mmseg - INFO - Iter [85700/160000]	lr: 1.717e-07, eta: 12:15:01, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2832, decode.acc_seg: 70.9051, aux.loss_seg: 0.2722, aux.acc_seg: 60.4545, loss: 0.5554
2022-01-31 15:40:51,682 - mmseg - INFO - Iter [85750/160000]	lr: 1.716e-07, eta: 12:14:30, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3028, decode.acc_seg: 71.7932, aux.loss_seg: 0.2857, aux.acc_seg: 60.7978, loss: 0.5885
2022-01-31 15:41:20,683 - mmseg - INFO - Iter [85800/160000]	lr: 1.715e-07, eta: 12:14:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2692, decode.acc_seg: 71.7508, aux.loss_seg: 0.2651, aux.acc_seg: 60.9898, loss: 0.5343
2022-01-31 15:41:49,686 - mmseg - INFO - Iter [85850/160000]	lr: 1.713e-07, eta: 12:13:30, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2956, decode.acc_seg: 72.4197, aux.loss_seg: 0.2778, aux.acc_seg: 61.3575, loss: 0.5734
2022-01-31 15:42:31,325 - mmseg - INFO - Iter [85900/160000]	lr: 1.712e-07, eta: 12:13:11, time: 0.833, data_time: 0.256, memory: 21005, decode.loss_seg: 0.2849, decode.acc_seg: 71.6480, aux.loss_seg: 0.2641, aux.acc_seg: 61.5109, loss: 0.5490
2022-01-31 15:43:00,082 - mmseg - INFO - Iter [85950/160000]	lr: 1.711e-07, eta: 12:12:40, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2842, decode.acc_seg: 71.6279, aux.loss_seg: 0.2710, aux.acc_seg: 61.2767, loss: 0.5552
2022-01-31 15:43:28,784 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 15:43:28,786 - mmseg - INFO - Iter [86000/160000]	lr: 1.710e-07, eta: 12:12:10, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2809, decode.acc_seg: 70.6430, aux.loss_seg: 0.2796, aux.acc_seg: 59.6439, loss: 0.5605
2022-01-31 15:43:57,811 - mmseg - INFO - Iter [86050/160000]	lr: 1.709e-07, eta: 12:11:39, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2696, decode.acc_seg: 71.6455, aux.loss_seg: 0.2698, aux.acc_seg: 60.6026, loss: 0.5394
2022-01-31 15:44:26,652 - mmseg - INFO - Iter [86100/160000]	lr: 1.708e-07, eta: 12:11:09, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2588, decode.acc_seg: 72.3743, aux.loss_seg: 0.2614, aux.acc_seg: 61.6553, loss: 0.5203
2022-01-31 15:44:55,542 - mmseg - INFO - Iter [86150/160000]	lr: 1.707e-07, eta: 12:10:39, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2737, decode.acc_seg: 72.2390, aux.loss_seg: 0.2565, aux.acc_seg: 62.2869, loss: 0.5302
2022-01-31 15:45:24,371 - mmseg - INFO - Iter [86200/160000]	lr: 1.705e-07, eta: 12:10:08, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2804, decode.acc_seg: 71.9079, aux.loss_seg: 0.2751, aux.acc_seg: 60.9355, loss: 0.5555
2022-01-31 15:45:53,398 - mmseg - INFO - Iter [86250/160000]	lr: 1.704e-07, eta: 12:09:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2725, decode.acc_seg: 71.8853, aux.loss_seg: 0.2618, aux.acc_seg: 61.3777, loss: 0.5343
2022-01-31 15:46:22,413 - mmseg - INFO - Iter [86300/160000]	lr: 1.703e-07, eta: 12:09:08, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3145, decode.acc_seg: 72.1856, aux.loss_seg: 0.2889, aux.acc_seg: 61.1766, loss: 0.6034
2022-01-31 15:46:51,427 - mmseg - INFO - Iter [86350/160000]	lr: 1.702e-07, eta: 12:08:37, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2982, decode.acc_seg: 71.3283, aux.loss_seg: 0.2690, aux.acc_seg: 61.1904, loss: 0.5672
2022-01-31 15:47:20,257 - mmseg - INFO - Iter [86400/160000]	lr: 1.701e-07, eta: 12:08:07, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2621, decode.acc_seg: 72.3607, aux.loss_seg: 0.2683, aux.acc_seg: 61.7896, loss: 0.5305
2022-01-31 15:47:49,229 - mmseg - INFO - Iter [86450/160000]	lr: 1.700e-07, eta: 12:07:37, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2939, decode.acc_seg: 71.2314, aux.loss_seg: 0.2730, aux.acc_seg: 60.5943, loss: 0.5670
2022-01-31 15:48:18,222 - mmseg - INFO - Iter [86500/160000]	lr: 1.698e-07, eta: 12:07:06, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2667, decode.acc_seg: 72.4376, aux.loss_seg: 0.2576, aux.acc_seg: 62.3415, loss: 0.5243
2022-01-31 15:48:47,244 - mmseg - INFO - Iter [86550/160000]	lr: 1.697e-07, eta: 12:06:36, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2720, decode.acc_seg: 72.9890, aux.loss_seg: 0.2751, aux.acc_seg: 61.7618, loss: 0.5471
2022-01-31 15:49:16,268 - mmseg - INFO - Iter [86600/160000]	lr: 1.696e-07, eta: 12:06:06, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2800, decode.acc_seg: 71.9353, aux.loss_seg: 0.2691, aux.acc_seg: 61.1266, loss: 0.5491
2022-01-31 15:49:45,848 - mmseg - INFO - Iter [86650/160000]	lr: 1.695e-07, eta: 12:05:36, time: 0.591, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2747, decode.acc_seg: 71.6869, aux.loss_seg: 0.2705, aux.acc_seg: 61.0552, loss: 0.5452
2022-01-31 15:50:14,867 - mmseg - INFO - Iter [86700/160000]	lr: 1.694e-07, eta: 12:05:06, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3032, decode.acc_seg: 71.2933, aux.loss_seg: 0.2823, aux.acc_seg: 60.4680, loss: 0.5855
2022-01-31 15:50:43,920 - mmseg - INFO - Iter [86750/160000]	lr: 1.693e-07, eta: 12:04:36, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2755, decode.acc_seg: 72.2238, aux.loss_seg: 0.2616, aux.acc_seg: 62.0640, loss: 0.5371
2022-01-31 15:51:12,916 - mmseg - INFO - Iter [86800/160000]	lr: 1.691e-07, eta: 12:04:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2927, decode.acc_seg: 70.9226, aux.loss_seg: 0.2732, aux.acc_seg: 60.6817, loss: 0.5659
2022-01-31 15:51:42,061 - mmseg - INFO - Iter [86850/160000]	lr: 1.690e-07, eta: 12:03:35, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2677, decode.acc_seg: 73.0730, aux.loss_seg: 0.2623, aux.acc_seg: 62.1157, loss: 0.5300
2022-01-31 15:52:11,163 - mmseg - INFO - Iter [86900/160000]	lr: 1.689e-07, eta: 12:03:05, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2748, decode.acc_seg: 72.3594, aux.loss_seg: 0.2543, aux.acc_seg: 62.4716, loss: 0.5292
2022-01-31 15:52:40,281 - mmseg - INFO - Iter [86950/160000]	lr: 1.688e-07, eta: 12:02:35, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2650, decode.acc_seg: 71.8927, aux.loss_seg: 0.2535, aux.acc_seg: 61.4146, loss: 0.5186
2022-01-31 15:53:09,168 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 15:53:09,169 - mmseg - INFO - Iter [87000/160000]	lr: 1.687e-07, eta: 12:02:05, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2566, decode.acc_seg: 71.1201, aux.loss_seg: 0.2571, aux.acc_seg: 60.4757, loss: 0.5138
2022-01-31 15:53:38,102 - mmseg - INFO - Iter [87050/160000]	lr: 1.686e-07, eta: 12:01:34, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2786, decode.acc_seg: 73.1249, aux.loss_seg: 0.2747, aux.acc_seg: 62.3679, loss: 0.5534
2022-01-31 15:54:07,009 - mmseg - INFO - Iter [87100/160000]	lr: 1.685e-07, eta: 12:01:04, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2892, decode.acc_seg: 71.0651, aux.loss_seg: 0.2687, aux.acc_seg: 61.1393, loss: 0.5579
2022-01-31 15:54:48,406 - mmseg - INFO - Iter [87150/160000]	lr: 1.683e-07, eta: 12:00:44, time: 0.828, data_time: 0.262, memory: 21005, decode.loss_seg: 0.3020, decode.acc_seg: 71.5682, aux.loss_seg: 0.2870, aux.acc_seg: 60.0411, loss: 0.5890
2022-01-31 15:55:17,178 - mmseg - INFO - Iter [87200/160000]	lr: 1.682e-07, eta: 12:00:14, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2718, decode.acc_seg: 70.8117, aux.loss_seg: 0.2588, aux.acc_seg: 60.6026, loss: 0.5306
2022-01-31 15:55:45,979 - mmseg - INFO - Iter [87250/160000]	lr: 1.681e-07, eta: 11:59:43, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2874, decode.acc_seg: 71.1510, aux.loss_seg: 0.2761, aux.acc_seg: 60.4917, loss: 0.5634
2022-01-31 15:56:14,893 - mmseg - INFO - Iter [87300/160000]	lr: 1.680e-07, eta: 11:59:13, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2752, decode.acc_seg: 70.8795, aux.loss_seg: 0.2670, aux.acc_seg: 60.6866, loss: 0.5422
2022-01-31 15:56:43,738 - mmseg - INFO - Iter [87350/160000]	lr: 1.679e-07, eta: 11:58:43, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2818, decode.acc_seg: 72.5013, aux.loss_seg: 0.2760, aux.acc_seg: 61.4599, loss: 0.5578
2022-01-31 15:57:12,567 - mmseg - INFO - Iter [87400/160000]	lr: 1.678e-07, eta: 11:58:12, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2928, decode.acc_seg: 71.6313, aux.loss_seg: 0.2744, aux.acc_seg: 61.4599, loss: 0.5671
2022-01-31 15:57:41,577 - mmseg - INFO - Iter [87450/160000]	lr: 1.676e-07, eta: 11:57:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2688, decode.acc_seg: 72.2325, aux.loss_seg: 0.2621, aux.acc_seg: 61.7176, loss: 0.5309
2022-01-31 15:58:10,477 - mmseg - INFO - Iter [87500/160000]	lr: 1.675e-07, eta: 11:57:12, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2742, decode.acc_seg: 71.4365, aux.loss_seg: 0.2623, aux.acc_seg: 61.5528, loss: 0.5365
2022-01-31 15:58:39,427 - mmseg - INFO - Iter [87550/160000]	lr: 1.674e-07, eta: 11:56:42, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2628, decode.acc_seg: 72.2688, aux.loss_seg: 0.2630, aux.acc_seg: 61.6700, loss: 0.5258
2022-01-31 15:59:08,547 - mmseg - INFO - Iter [87600/160000]	lr: 1.673e-07, eta: 11:56:11, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2600, decode.acc_seg: 73.0346, aux.loss_seg: 0.2622, aux.acc_seg: 62.4827, loss: 0.5223
2022-01-31 15:59:37,504 - mmseg - INFO - Iter [87650/160000]	lr: 1.672e-07, eta: 11:55:41, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2772, decode.acc_seg: 72.7046, aux.loss_seg: 0.2721, aux.acc_seg: 61.7427, loss: 0.5493
2022-01-31 16:00:06,477 - mmseg - INFO - Iter [87700/160000]	lr: 1.671e-07, eta: 11:55:11, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2651, decode.acc_seg: 71.6380, aux.loss_seg: 0.2524, aux.acc_seg: 61.6117, loss: 0.5174
2022-01-31 16:00:35,815 - mmseg - INFO - Iter [87750/160000]	lr: 1.670e-07, eta: 11:54:41, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2830, decode.acc_seg: 70.7976, aux.loss_seg: 0.2711, aux.acc_seg: 60.2632, loss: 0.5540
2022-01-31 16:01:05,055 - mmseg - INFO - Iter [87800/160000]	lr: 1.668e-07, eta: 11:54:11, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2802, decode.acc_seg: 71.7343, aux.loss_seg: 0.2800, aux.acc_seg: 60.0826, loss: 0.5602
2022-01-31 16:01:33,856 - mmseg - INFO - Iter [87850/160000]	lr: 1.667e-07, eta: 11:53:40, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.3051, decode.acc_seg: 72.0051, aux.loss_seg: 0.2803, aux.acc_seg: 61.0817, loss: 0.5854
2022-01-31 16:02:02,750 - mmseg - INFO - Iter [87900/160000]	lr: 1.666e-07, eta: 11:53:10, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2523, decode.acc_seg: 72.1744, aux.loss_seg: 0.2628, aux.acc_seg: 61.7891, loss: 0.5151
2022-01-31 16:02:31,757 - mmseg - INFO - Iter [87950/160000]	lr: 1.665e-07, eta: 11:52:40, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2811, decode.acc_seg: 71.5019, aux.loss_seg: 0.2722, aux.acc_seg: 60.8214, loss: 0.5533
2022-01-31 16:03:00,689 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 16:03:00,691 - mmseg - INFO - Iter [88000/160000]	lr: 1.664e-07, eta: 11:52:10, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2897, decode.acc_seg: 71.1877, aux.loss_seg: 0.2672, aux.acc_seg: 61.2340, loss: 0.5568
2022-01-31 16:03:29,837 - mmseg - INFO - Iter [88050/160000]	lr: 1.663e-07, eta: 11:51:40, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2883, decode.acc_seg: 70.6671, aux.loss_seg: 0.2656, aux.acc_seg: 60.7720, loss: 0.5540
2022-01-31 16:03:58,943 - mmseg - INFO - Iter [88100/160000]	lr: 1.661e-07, eta: 11:51:09, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2595, decode.acc_seg: 72.4289, aux.loss_seg: 0.2593, aux.acc_seg: 61.8447, loss: 0.5189
2022-01-31 16:04:27,958 - mmseg - INFO - Iter [88150/160000]	lr: 1.660e-07, eta: 11:50:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2713, decode.acc_seg: 73.0010, aux.loss_seg: 0.2760, aux.acc_seg: 61.6759, loss: 0.5472
2022-01-31 16:04:57,026 - mmseg - INFO - Iter [88200/160000]	lr: 1.659e-07, eta: 11:50:09, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2802, decode.acc_seg: 70.6042, aux.loss_seg: 0.2739, aux.acc_seg: 59.6809, loss: 0.5541
2022-01-31 16:05:26,062 - mmseg - INFO - Iter [88250/160000]	lr: 1.658e-07, eta: 11:49:39, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2769, decode.acc_seg: 71.7413, aux.loss_seg: 0.2571, aux.acc_seg: 61.3227, loss: 0.5340
2022-01-31 16:05:55,177 - mmseg - INFO - Iter [88300/160000]	lr: 1.657e-07, eta: 11:49:09, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2793, decode.acc_seg: 74.0219, aux.loss_seg: 0.2672, aux.acc_seg: 63.8037, loss: 0.5465
2022-01-31 16:06:24,090 - mmseg - INFO - Iter [88350/160000]	lr: 1.656e-07, eta: 11:48:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2828, decode.acc_seg: 71.4814, aux.loss_seg: 0.2797, aux.acc_seg: 60.0864, loss: 0.5625
2022-01-31 16:06:53,259 - mmseg - INFO - Iter [88400/160000]	lr: 1.655e-07, eta: 11:48:08, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2998, decode.acc_seg: 71.6338, aux.loss_seg: 0.2821, aux.acc_seg: 61.0474, loss: 0.5820
2022-01-31 16:07:34,025 - mmseg - INFO - Iter [88450/160000]	lr: 1.653e-07, eta: 11:47:48, time: 0.816, data_time: 0.248, memory: 21005, decode.loss_seg: 0.2586, decode.acc_seg: 71.0163, aux.loss_seg: 0.2572, aux.acc_seg: 60.5729, loss: 0.5158
2022-01-31 16:08:02,620 - mmseg - INFO - Iter [88500/160000]	lr: 1.652e-07, eta: 11:47:17, time: 0.571, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2771, decode.acc_seg: 71.6796, aux.loss_seg: 0.2653, aux.acc_seg: 61.1589, loss: 0.5424
2022-01-31 16:08:31,507 - mmseg - INFO - Iter [88550/160000]	lr: 1.651e-07, eta: 11:46:47, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2702, decode.acc_seg: 69.7949, aux.loss_seg: 0.2714, aux.acc_seg: 58.7553, loss: 0.5416
2022-01-31 16:09:00,351 - mmseg - INFO - Iter [88600/160000]	lr: 1.650e-07, eta: 11:46:16, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2917, decode.acc_seg: 72.4917, aux.loss_seg: 0.2805, aux.acc_seg: 61.5449, loss: 0.5721
2022-01-31 16:09:29,330 - mmseg - INFO - Iter [88650/160000]	lr: 1.649e-07, eta: 11:45:46, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2753, decode.acc_seg: 71.8897, aux.loss_seg: 0.2615, aux.acc_seg: 61.5973, loss: 0.5368
2022-01-31 16:09:58,285 - mmseg - INFO - Iter [88700/160000]	lr: 1.648e-07, eta: 11:45:16, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2946, decode.acc_seg: 71.8873, aux.loss_seg: 0.2862, aux.acc_seg: 60.5734, loss: 0.5809
2022-01-31 16:10:27,170 - mmseg - INFO - Iter [88750/160000]	lr: 1.646e-07, eta: 11:44:46, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2861, decode.acc_seg: 70.9072, aux.loss_seg: 0.2739, aux.acc_seg: 60.9581, loss: 0.5600
2022-01-31 16:10:56,142 - mmseg - INFO - Iter [88800/160000]	lr: 1.645e-07, eta: 11:44:15, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2720, decode.acc_seg: 71.6658, aux.loss_seg: 0.2758, aux.acc_seg: 60.3662, loss: 0.5478
2022-01-31 16:11:25,133 - mmseg - INFO - Iter [88850/160000]	lr: 1.644e-07, eta: 11:43:45, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2711, decode.acc_seg: 71.9798, aux.loss_seg: 0.2675, aux.acc_seg: 61.5154, loss: 0.5386
2022-01-31 16:11:54,396 - mmseg - INFO - Iter [88900/160000]	lr: 1.643e-07, eta: 11:43:15, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2967, decode.acc_seg: 69.2114, aux.loss_seg: 0.2686, aux.acc_seg: 59.3209, loss: 0.5653
2022-01-31 16:12:23,496 - mmseg - INFO - Iter [88950/160000]	lr: 1.642e-07, eta: 11:42:45, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2674, decode.acc_seg: 71.3421, aux.loss_seg: 0.2693, aux.acc_seg: 60.3722, loss: 0.5367
2022-01-31 16:12:52,422 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 16:12:52,424 - mmseg - INFO - Iter [89000/160000]	lr: 1.641e-07, eta: 11:42:15, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2730, decode.acc_seg: 72.7211, aux.loss_seg: 0.2670, aux.acc_seg: 62.0076, loss: 0.5400
2022-01-31 16:13:21,341 - mmseg - INFO - Iter [89050/160000]	lr: 1.640e-07, eta: 11:41:45, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2588, decode.acc_seg: 72.6651, aux.loss_seg: 0.2557, aux.acc_seg: 62.2260, loss: 0.5145
2022-01-31 16:13:50,250 - mmseg - INFO - Iter [89100/160000]	lr: 1.638e-07, eta: 11:41:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2704, decode.acc_seg: 73.5235, aux.loss_seg: 0.2645, aux.acc_seg: 63.0722, loss: 0.5349
2022-01-31 16:14:19,177 - mmseg - INFO - Iter [89150/160000]	lr: 1.637e-07, eta: 11:40:44, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2711, decode.acc_seg: 72.9144, aux.loss_seg: 0.2733, aux.acc_seg: 61.6527, loss: 0.5444
2022-01-31 16:14:48,119 - mmseg - INFO - Iter [89200/160000]	lr: 1.636e-07, eta: 11:40:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2699, decode.acc_seg: 72.0413, aux.loss_seg: 0.2626, aux.acc_seg: 61.2831, loss: 0.5325
2022-01-31 16:15:17,162 - mmseg - INFO - Iter [89250/160000]	lr: 1.635e-07, eta: 11:39:44, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2815, decode.acc_seg: 70.8878, aux.loss_seg: 0.2645, aux.acc_seg: 60.9911, loss: 0.5460
2022-01-31 16:15:46,070 - mmseg - INFO - Iter [89300/160000]	lr: 1.634e-07, eta: 11:39:13, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2906, decode.acc_seg: 71.9692, aux.loss_seg: 0.2747, aux.acc_seg: 61.3880, loss: 0.5653
2022-01-31 16:16:14,963 - mmseg - INFO - Iter [89350/160000]	lr: 1.633e-07, eta: 11:38:43, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2571, decode.acc_seg: 72.2804, aux.loss_seg: 0.2556, aux.acc_seg: 61.9784, loss: 0.5126
2022-01-31 16:16:44,130 - mmseg - INFO - Iter [89400/160000]	lr: 1.631e-07, eta: 11:38:13, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2920, decode.acc_seg: 71.7075, aux.loss_seg: 0.2838, aux.acc_seg: 60.2938, loss: 0.5758
2022-01-31 16:17:13,093 - mmseg - INFO - Iter [89450/160000]	lr: 1.630e-07, eta: 11:37:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2973, decode.acc_seg: 72.6221, aux.loss_seg: 0.2727, aux.acc_seg: 62.3234, loss: 0.5700
2022-01-31 16:17:42,169 - mmseg - INFO - Iter [89500/160000]	lr: 1.629e-07, eta: 11:37:13, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2696, decode.acc_seg: 71.8382, aux.loss_seg: 0.2687, aux.acc_seg: 61.2332, loss: 0.5383
2022-01-31 16:18:11,124 - mmseg - INFO - Iter [89550/160000]	lr: 1.628e-07, eta: 11:36:42, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2666, decode.acc_seg: 72.3841, aux.loss_seg: 0.2587, aux.acc_seg: 62.4037, loss: 0.5253
2022-01-31 16:18:40,302 - mmseg - INFO - Iter [89600/160000]	lr: 1.627e-07, eta: 11:36:12, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2846, decode.acc_seg: 72.7362, aux.loss_seg: 0.2805, aux.acc_seg: 61.2838, loss: 0.5651
2022-01-31 16:19:09,249 - mmseg - INFO - Iter [89650/160000]	lr: 1.626e-07, eta: 11:35:42, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2780, decode.acc_seg: 71.3438, aux.loss_seg: 0.2664, aux.acc_seg: 61.0614, loss: 0.5444
2022-01-31 16:19:49,953 - mmseg - INFO - Iter [89700/160000]	lr: 1.624e-07, eta: 11:35:21, time: 0.814, data_time: 0.249, memory: 21005, decode.loss_seg: 0.2552, decode.acc_seg: 72.3279, aux.loss_seg: 0.2517, aux.acc_seg: 62.0386, loss: 0.5070
2022-01-31 16:20:18,650 - mmseg - INFO - Iter [89750/160000]	lr: 1.623e-07, eta: 11:34:51, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2789, decode.acc_seg: 71.2226, aux.loss_seg: 0.2690, aux.acc_seg: 61.0020, loss: 0.5479
2022-01-31 16:20:47,385 - mmseg - INFO - Iter [89800/160000]	lr: 1.622e-07, eta: 11:34:20, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2758, decode.acc_seg: 71.9299, aux.loss_seg: 0.2629, aux.acc_seg: 61.7240, loss: 0.5387
2022-01-31 16:21:16,257 - mmseg - INFO - Iter [89850/160000]	lr: 1.621e-07, eta: 11:33:50, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2648, decode.acc_seg: 71.7683, aux.loss_seg: 0.2527, aux.acc_seg: 61.8774, loss: 0.5174
2022-01-31 16:21:45,104 - mmseg - INFO - Iter [89900/160000]	lr: 1.620e-07, eta: 11:33:20, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2589, decode.acc_seg: 72.4581, aux.loss_seg: 0.2671, aux.acc_seg: 60.9428, loss: 0.5260
2022-01-31 16:22:14,225 - mmseg - INFO - Iter [89950/160000]	lr: 1.619e-07, eta: 11:32:49, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2722, decode.acc_seg: 72.9948, aux.loss_seg: 0.2587, aux.acc_seg: 62.8528, loss: 0.5309
2022-01-31 16:22:43,664 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 16:22:43,668 - mmseg - INFO - Iter [90000/160000]	lr: 1.618e-07, eta: 11:32:20, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2664, decode.acc_seg: 71.9449, aux.loss_seg: 0.2587, aux.acc_seg: 62.0000, loss: 0.5250
2022-01-31 16:23:12,827 - mmseg - INFO - Iter [90050/160000]	lr: 1.616e-07, eta: 11:31:50, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2642, decode.acc_seg: 72.5206, aux.loss_seg: 0.2585, aux.acc_seg: 61.3537, loss: 0.5227
2022-01-31 16:23:41,958 - mmseg - INFO - Iter [90100/160000]	lr: 1.615e-07, eta: 11:31:19, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2500, decode.acc_seg: 72.8537, aux.loss_seg: 0.2540, aux.acc_seg: 62.3058, loss: 0.5040
2022-01-31 16:24:10,909 - mmseg - INFO - Iter [90150/160000]	lr: 1.614e-07, eta: 11:30:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2805, decode.acc_seg: 71.4349, aux.loss_seg: 0.2721, aux.acc_seg: 60.6480, loss: 0.5527
2022-01-31 16:24:39,940 - mmseg - INFO - Iter [90200/160000]	lr: 1.613e-07, eta: 11:30:19, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2598, decode.acc_seg: 71.8900, aux.loss_seg: 0.2814, aux.acc_seg: 59.5270, loss: 0.5412
2022-01-31 16:25:08,950 - mmseg - INFO - Iter [90250/160000]	lr: 1.612e-07, eta: 11:29:49, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2727, decode.acc_seg: 72.0441, aux.loss_seg: 0.2694, aux.acc_seg: 61.3016, loss: 0.5420
2022-01-31 16:25:37,821 - mmseg - INFO - Iter [90300/160000]	lr: 1.611e-07, eta: 11:29:19, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2750, decode.acc_seg: 72.2264, aux.loss_seg: 0.2588, aux.acc_seg: 62.4027, loss: 0.5338
2022-01-31 16:26:06,812 - mmseg - INFO - Iter [90350/160000]	lr: 1.609e-07, eta: 11:28:48, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2783, decode.acc_seg: 71.2319, aux.loss_seg: 0.2724, aux.acc_seg: 60.3647, loss: 0.5507
2022-01-31 16:26:35,811 - mmseg - INFO - Iter [90400/160000]	lr: 1.608e-07, eta: 11:28:18, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2711, decode.acc_seg: 72.3080, aux.loss_seg: 0.2725, aux.acc_seg: 61.5542, loss: 0.5436
2022-01-31 16:27:04,767 - mmseg - INFO - Iter [90450/160000]	lr: 1.607e-07, eta: 11:27:48, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2722, decode.acc_seg: 71.2822, aux.loss_seg: 0.2636, aux.acc_seg: 60.6872, loss: 0.5358
2022-01-31 16:27:33,601 - mmseg - INFO - Iter [90500/160000]	lr: 1.606e-07, eta: 11:27:18, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2824, decode.acc_seg: 71.9843, aux.loss_seg: 0.2718, aux.acc_seg: 61.2885, loss: 0.5541
2022-01-31 16:28:02,646 - mmseg - INFO - Iter [90550/160000]	lr: 1.605e-07, eta: 11:26:48, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2886, decode.acc_seg: 71.5222, aux.loss_seg: 0.2773, aux.acc_seg: 60.3901, loss: 0.5658
2022-01-31 16:28:31,789 - mmseg - INFO - Iter [90600/160000]	lr: 1.604e-07, eta: 11:26:17, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2687, decode.acc_seg: 71.8958, aux.loss_seg: 0.2581, aux.acc_seg: 61.7738, loss: 0.5268
2022-01-31 16:29:00,899 - mmseg - INFO - Iter [90650/160000]	lr: 1.603e-07, eta: 11:25:47, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2681, decode.acc_seg: 73.6832, aux.loss_seg: 0.2697, aux.acc_seg: 62.9504, loss: 0.5378
2022-01-31 16:29:30,103 - mmseg - INFO - Iter [90700/160000]	lr: 1.601e-07, eta: 11:25:17, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2640, decode.acc_seg: 71.7759, aux.loss_seg: 0.2630, aux.acc_seg: 61.2758, loss: 0.5270
2022-01-31 16:29:59,258 - mmseg - INFO - Iter [90750/160000]	lr: 1.600e-07, eta: 11:24:47, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2845, decode.acc_seg: 72.3249, aux.loss_seg: 0.2806, aux.acc_seg: 61.1396, loss: 0.5651
2022-01-31 16:30:28,204 - mmseg - INFO - Iter [90800/160000]	lr: 1.599e-07, eta: 11:24:17, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2610, decode.acc_seg: 71.3787, aux.loss_seg: 0.2701, aux.acc_seg: 60.0511, loss: 0.5311
2022-01-31 16:30:57,289 - mmseg - INFO - Iter [90850/160000]	lr: 1.598e-07, eta: 11:23:47, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2893, decode.acc_seg: 71.4308, aux.loss_seg: 0.2766, aux.acc_seg: 60.3820, loss: 0.5659
2022-01-31 16:31:26,346 - mmseg - INFO - Iter [90900/160000]	lr: 1.597e-07, eta: 11:23:17, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3026, decode.acc_seg: 71.8083, aux.loss_seg: 0.2843, aux.acc_seg: 60.7297, loss: 0.5869
2022-01-31 16:32:07,229 - mmseg - INFO - Iter [90950/160000]	lr: 1.596e-07, eta: 11:22:56, time: 0.818, data_time: 0.239, memory: 21005, decode.loss_seg: 0.2982, decode.acc_seg: 71.9367, aux.loss_seg: 0.2712, aux.acc_seg: 61.9214, loss: 0.5694
2022-01-31 16:32:35,837 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 16:32:35,839 - mmseg - INFO - Iter [91000/160000]	lr: 1.594e-07, eta: 11:22:25, time: 0.572, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2750, decode.acc_seg: 72.7793, aux.loss_seg: 0.2649, aux.acc_seg: 61.9182, loss: 0.5398
2022-01-31 16:33:04,743 - mmseg - INFO - Iter [91050/160000]	lr: 1.593e-07, eta: 11:21:55, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2575, decode.acc_seg: 71.1978, aux.loss_seg: 0.2564, aux.acc_seg: 60.4641, loss: 0.5139
2022-01-31 16:33:33,558 - mmseg - INFO - Iter [91100/160000]	lr: 1.592e-07, eta: 11:21:25, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2753, decode.acc_seg: 73.3394, aux.loss_seg: 0.2682, aux.acc_seg: 62.9033, loss: 0.5436
2022-01-31 16:34:02,751 - mmseg - INFO - Iter [91150/160000]	lr: 1.591e-07, eta: 11:20:55, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2790, decode.acc_seg: 72.0437, aux.loss_seg: 0.2676, aux.acc_seg: 61.5986, loss: 0.5466
2022-01-31 16:34:31,917 - mmseg - INFO - Iter [91200/160000]	lr: 1.590e-07, eta: 11:20:25, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2634, decode.acc_seg: 72.8341, aux.loss_seg: 0.2675, aux.acc_seg: 62.0922, loss: 0.5309
2022-01-31 16:35:00,794 - mmseg - INFO - Iter [91250/160000]	lr: 1.589e-07, eta: 11:19:54, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2714, decode.acc_seg: 73.2846, aux.loss_seg: 0.2771, aux.acc_seg: 61.6189, loss: 0.5486
2022-01-31 16:35:29,792 - mmseg - INFO - Iter [91300/160000]	lr: 1.588e-07, eta: 11:19:24, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2641, decode.acc_seg: 71.8382, aux.loss_seg: 0.2569, aux.acc_seg: 61.6562, loss: 0.5210
2022-01-31 16:35:58,989 - mmseg - INFO - Iter [91350/160000]	lr: 1.586e-07, eta: 11:18:54, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2641, decode.acc_seg: 71.5383, aux.loss_seg: 0.2541, aux.acc_seg: 61.1444, loss: 0.5182
2022-01-31 16:36:28,011 - mmseg - INFO - Iter [91400/160000]	lr: 1.585e-07, eta: 11:18:24, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2799, decode.acc_seg: 71.8996, aux.loss_seg: 0.2720, aux.acc_seg: 61.3776, loss: 0.5518
2022-01-31 16:36:57,064 - mmseg - INFO - Iter [91450/160000]	lr: 1.584e-07, eta: 11:17:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2610, decode.acc_seg: 70.5299, aux.loss_seg: 0.2516, aux.acc_seg: 60.6060, loss: 0.5125
2022-01-31 16:37:25,952 - mmseg - INFO - Iter [91500/160000]	lr: 1.583e-07, eta: 11:17:24, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2600, decode.acc_seg: 71.7141, aux.loss_seg: 0.2654, aux.acc_seg: 60.4637, loss: 0.5254
2022-01-31 16:37:54,863 - mmseg - INFO - Iter [91550/160000]	lr: 1.582e-07, eta: 11:16:53, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2710, decode.acc_seg: 71.9747, aux.loss_seg: 0.2567, aux.acc_seg: 62.0409, loss: 0.5277
2022-01-31 16:38:23,913 - mmseg - INFO - Iter [91600/160000]	lr: 1.581e-07, eta: 11:16:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2655, decode.acc_seg: 72.5734, aux.loss_seg: 0.2775, aux.acc_seg: 60.7680, loss: 0.5429
2022-01-31 16:38:52,688 - mmseg - INFO - Iter [91650/160000]	lr: 1.579e-07, eta: 11:15:53, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2479, decode.acc_seg: 74.6399, aux.loss_seg: 0.2579, aux.acc_seg: 64.3177, loss: 0.5058
2022-01-31 16:39:21,654 - mmseg - INFO - Iter [91700/160000]	lr: 1.578e-07, eta: 11:15:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2587, decode.acc_seg: 70.9234, aux.loss_seg: 0.2565, aux.acc_seg: 60.2272, loss: 0.5152
2022-01-31 16:39:50,620 - mmseg - INFO - Iter [91750/160000]	lr: 1.577e-07, eta: 11:14:53, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2702, decode.acc_seg: 72.0274, aux.loss_seg: 0.2545, aux.acc_seg: 62.2909, loss: 0.5247
2022-01-31 16:40:19,587 - mmseg - INFO - Iter [91800/160000]	lr: 1.576e-07, eta: 11:14:22, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2756, decode.acc_seg: 72.0273, aux.loss_seg: 0.2698, aux.acc_seg: 61.5925, loss: 0.5455
2022-01-31 16:40:48,601 - mmseg - INFO - Iter [91850/160000]	lr: 1.575e-07, eta: 11:13:52, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2360, decode.acc_seg: 72.8354, aux.loss_seg: 0.2454, aux.acc_seg: 62.7324, loss: 0.4814
2022-01-31 16:41:17,456 - mmseg - INFO - Iter [91900/160000]	lr: 1.574e-07, eta: 11:13:22, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2736, decode.acc_seg: 72.7528, aux.loss_seg: 0.2709, aux.acc_seg: 61.8539, loss: 0.5444
2022-01-31 16:41:46,489 - mmseg - INFO - Iter [91950/160000]	lr: 1.572e-07, eta: 11:12:52, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2851, decode.acc_seg: 71.2012, aux.loss_seg: 0.2679, aux.acc_seg: 60.9715, loss: 0.5530
2022-01-31 16:42:15,434 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 16:42:15,436 - mmseg - INFO - Iter [92000/160000]	lr: 1.571e-07, eta: 11:12:22, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2758, decode.acc_seg: 70.7666, aux.loss_seg: 0.2758, aux.acc_seg: 59.4445, loss: 0.5516
2022-01-31 16:42:44,497 - mmseg - INFO - Iter [92050/160000]	lr: 1.570e-07, eta: 11:11:51, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2682, decode.acc_seg: 72.1264, aux.loss_seg: 0.2617, aux.acc_seg: 61.8193, loss: 0.5299
2022-01-31 16:43:13,605 - mmseg - INFO - Iter [92100/160000]	lr: 1.569e-07, eta: 11:11:21, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.3013, decode.acc_seg: 72.1337, aux.loss_seg: 0.2726, aux.acc_seg: 61.9197, loss: 0.5739
2022-01-31 16:43:42,569 - mmseg - INFO - Iter [92150/160000]	lr: 1.568e-07, eta: 11:10:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2759, decode.acc_seg: 70.7067, aux.loss_seg: 0.2580, aux.acc_seg: 60.5860, loss: 0.5339
2022-01-31 16:44:23,082 - mmseg - INFO - Iter [92200/160000]	lr: 1.567e-07, eta: 11:10:30, time: 0.810, data_time: 0.239, memory: 21005, decode.loss_seg: 0.2785, decode.acc_seg: 72.3451, aux.loss_seg: 0.2630, aux.acc_seg: 62.5013, loss: 0.5415
2022-01-31 16:44:52,336 - mmseg - INFO - Iter [92250/160000]	lr: 1.566e-07, eta: 11:10:00, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2805, decode.acc_seg: 71.4647, aux.loss_seg: 0.2726, aux.acc_seg: 60.5794, loss: 0.5531
2022-01-31 16:45:21,446 - mmseg - INFO - Iter [92300/160000]	lr: 1.564e-07, eta: 11:09:29, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2707, decode.acc_seg: 73.0134, aux.loss_seg: 0.2652, aux.acc_seg: 62.2494, loss: 0.5359
2022-01-31 16:45:50,405 - mmseg - INFO - Iter [92350/160000]	lr: 1.563e-07, eta: 11:08:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2654, decode.acc_seg: 71.6581, aux.loss_seg: 0.2587, aux.acc_seg: 61.4088, loss: 0.5241
2022-01-31 16:46:19,577 - mmseg - INFO - Iter [92400/160000]	lr: 1.562e-07, eta: 11:08:29, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2574, decode.acc_seg: 73.4085, aux.loss_seg: 0.2632, aux.acc_seg: 62.5859, loss: 0.5206
2022-01-31 16:46:48,750 - mmseg - INFO - Iter [92450/160000]	lr: 1.561e-07, eta: 11:07:59, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2678, decode.acc_seg: 72.1869, aux.loss_seg: 0.2601, aux.acc_seg: 61.3288, loss: 0.5279
2022-01-31 16:47:17,727 - mmseg - INFO - Iter [92500/160000]	lr: 1.560e-07, eta: 11:07:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2857, decode.acc_seg: 72.0580, aux.loss_seg: 0.2673, aux.acc_seg: 62.1313, loss: 0.5530
2022-01-31 16:47:46,688 - mmseg - INFO - Iter [92550/160000]	lr: 1.559e-07, eta: 11:06:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2687, decode.acc_seg: 72.0011, aux.loss_seg: 0.2558, aux.acc_seg: 61.8475, loss: 0.5246
2022-01-31 16:48:15,751 - mmseg - INFO - Iter [92600/160000]	lr: 1.557e-07, eta: 11:06:29, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2833, decode.acc_seg: 71.0054, aux.loss_seg: 0.2654, aux.acc_seg: 60.9466, loss: 0.5488
2022-01-31 16:48:44,748 - mmseg - INFO - Iter [92650/160000]	lr: 1.556e-07, eta: 11:05:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2663, decode.acc_seg: 71.1684, aux.loss_seg: 0.2848, aux.acc_seg: 59.3360, loss: 0.5511
2022-01-31 16:49:13,828 - mmseg - INFO - Iter [92700/160000]	lr: 1.555e-07, eta: 11:05:29, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2517, decode.acc_seg: 72.1524, aux.loss_seg: 0.2515, aux.acc_seg: 61.7151, loss: 0.5032
2022-01-31 16:49:43,083 - mmseg - INFO - Iter [92750/160000]	lr: 1.554e-07, eta: 11:04:59, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2733, decode.acc_seg: 72.6575, aux.loss_seg: 0.2604, aux.acc_seg: 62.6573, loss: 0.5337
2022-01-31 16:50:12,210 - mmseg - INFO - Iter [92800/160000]	lr: 1.553e-07, eta: 11:04:29, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2888, decode.acc_seg: 71.3818, aux.loss_seg: 0.2826, aux.acc_seg: 60.0193, loss: 0.5714
2022-01-31 16:50:41,263 - mmseg - INFO - Iter [92850/160000]	lr: 1.552e-07, eta: 11:03:58, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2887, decode.acc_seg: 71.1224, aux.loss_seg: 0.2630, aux.acc_seg: 60.6857, loss: 0.5517
2022-01-31 16:51:10,174 - mmseg - INFO - Iter [92900/160000]	lr: 1.551e-07, eta: 11:03:28, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2705, decode.acc_seg: 72.6468, aux.loss_seg: 0.2697, aux.acc_seg: 61.6516, loss: 0.5402
2022-01-31 16:51:39,162 - mmseg - INFO - Iter [92950/160000]	lr: 1.549e-07, eta: 11:02:58, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2582, decode.acc_seg: 71.3579, aux.loss_seg: 0.2495, aux.acc_seg: 61.1682, loss: 0.5076
2022-01-31 16:52:08,249 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 16:52:08,250 - mmseg - INFO - Iter [93000/160000]	lr: 1.548e-07, eta: 11:02:28, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2882, decode.acc_seg: 70.7409, aux.loss_seg: 0.2787, aux.acc_seg: 59.7733, loss: 0.5668
2022-01-31 16:52:37,279 - mmseg - INFO - Iter [93050/160000]	lr: 1.547e-07, eta: 11:01:58, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2850, decode.acc_seg: 70.3107, aux.loss_seg: 0.2734, aux.acc_seg: 60.0695, loss: 0.5584
2022-01-31 16:53:06,250 - mmseg - INFO - Iter [93100/160000]	lr: 1.546e-07, eta: 11:01:28, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2735, decode.acc_seg: 72.2161, aux.loss_seg: 0.2551, aux.acc_seg: 62.2609, loss: 0.5286
2022-01-31 16:53:35,092 - mmseg - INFO - Iter [93150/160000]	lr: 1.545e-07, eta: 11:00:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2718, decode.acc_seg: 71.7041, aux.loss_seg: 0.2666, aux.acc_seg: 61.2979, loss: 0.5384
2022-01-31 16:54:04,317 - mmseg - INFO - Iter [93200/160000]	lr: 1.544e-07, eta: 11:00:27, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2675, decode.acc_seg: 73.0461, aux.loss_seg: 0.2756, aux.acc_seg: 61.5440, loss: 0.5430
2022-01-31 16:54:33,365 - mmseg - INFO - Iter [93250/160000]	lr: 1.542e-07, eta: 10:59:57, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2875, decode.acc_seg: 72.9455, aux.loss_seg: 0.2731, aux.acc_seg: 62.1453, loss: 0.5607
2022-01-31 16:55:02,549 - mmseg - INFO - Iter [93300/160000]	lr: 1.541e-07, eta: 10:59:27, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2548, decode.acc_seg: 70.5473, aux.loss_seg: 0.2609, aux.acc_seg: 59.9107, loss: 0.5157
2022-01-31 16:55:31,492 - mmseg - INFO - Iter [93350/160000]	lr: 1.540e-07, eta: 10:58:57, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2861, decode.acc_seg: 71.3553, aux.loss_seg: 0.2769, aux.acc_seg: 60.5126, loss: 0.5630
2022-01-31 16:56:00,837 - mmseg - INFO - Iter [93400/160000]	lr: 1.539e-07, eta: 10:58:27, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2769, decode.acc_seg: 72.3072, aux.loss_seg: 0.2606, aux.acc_seg: 61.9317, loss: 0.5374
2022-01-31 16:56:29,983 - mmseg - INFO - Iter [93450/160000]	lr: 1.538e-07, eta: 10:57:57, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2828, decode.acc_seg: 71.7219, aux.loss_seg: 0.2703, aux.acc_seg: 61.3361, loss: 0.5530
2022-01-31 16:57:10,847 - mmseg - INFO - Iter [93500/160000]	lr: 1.537e-07, eta: 10:57:36, time: 0.817, data_time: 0.245, memory: 21005, decode.loss_seg: 0.2457, decode.acc_seg: 72.4406, aux.loss_seg: 0.2489, aux.acc_seg: 61.6356, loss: 0.4945
2022-01-31 16:57:39,596 - mmseg - INFO - Iter [93550/160000]	lr: 1.536e-07, eta: 10:57:05, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2695, decode.acc_seg: 71.7937, aux.loss_seg: 0.2569, aux.acc_seg: 61.7043, loss: 0.5264
2022-01-31 16:58:08,465 - mmseg - INFO - Iter [93600/160000]	lr: 1.534e-07, eta: 10:56:35, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2522, decode.acc_seg: 72.4735, aux.loss_seg: 0.2481, aux.acc_seg: 62.2589, loss: 0.5003
2022-01-31 16:58:37,572 - mmseg - INFO - Iter [93650/160000]	lr: 1.533e-07, eta: 10:56:05, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2556, decode.acc_seg: 72.5856, aux.loss_seg: 0.2601, aux.acc_seg: 61.9429, loss: 0.5157
2022-01-31 16:59:06,419 - mmseg - INFO - Iter [93700/160000]	lr: 1.532e-07, eta: 10:55:35, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2863, decode.acc_seg: 72.3131, aux.loss_seg: 0.2734, aux.acc_seg: 61.4109, loss: 0.5597
2022-01-31 16:59:35,465 - mmseg - INFO - Iter [93750/160000]	lr: 1.531e-07, eta: 10:55:05, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2732, decode.acc_seg: 71.4420, aux.loss_seg: 0.2674, aux.acc_seg: 60.7697, loss: 0.5406
2022-01-31 17:00:04,693 - mmseg - INFO - Iter [93800/160000]	lr: 1.530e-07, eta: 10:54:35, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2562, decode.acc_seg: 72.0106, aux.loss_seg: 0.2490, aux.acc_seg: 61.8234, loss: 0.5052
2022-01-31 17:00:33,602 - mmseg - INFO - Iter [93850/160000]	lr: 1.529e-07, eta: 10:54:04, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2575, decode.acc_seg: 73.0661, aux.loss_seg: 0.2678, aux.acc_seg: 62.0839, loss: 0.5253
2022-01-31 17:01:02,493 - mmseg - INFO - Iter [93900/160000]	lr: 1.527e-07, eta: 10:53:34, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2765, decode.acc_seg: 71.0519, aux.loss_seg: 0.2676, aux.acc_seg: 60.7694, loss: 0.5440
2022-01-31 17:01:31,428 - mmseg - INFO - Iter [93950/160000]	lr: 1.526e-07, eta: 10:53:04, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2671, decode.acc_seg: 71.9621, aux.loss_seg: 0.2579, aux.acc_seg: 61.9321, loss: 0.5250
2022-01-31 17:02:00,346 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 17:02:00,348 - mmseg - INFO - Iter [94000/160000]	lr: 1.525e-07, eta: 10:52:34, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2703, decode.acc_seg: 72.4799, aux.loss_seg: 0.2605, aux.acc_seg: 61.7942, loss: 0.5309
2022-01-31 17:02:29,246 - mmseg - INFO - Iter [94050/160000]	lr: 1.524e-07, eta: 10:52:04, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2570, decode.acc_seg: 71.6651, aux.loss_seg: 0.2524, aux.acc_seg: 61.4949, loss: 0.5094
2022-01-31 17:02:58,101 - mmseg - INFO - Iter [94100/160000]	lr: 1.523e-07, eta: 10:51:33, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2683, decode.acc_seg: 74.3042, aux.loss_seg: 0.2670, aux.acc_seg: 63.1770, loss: 0.5353
2022-01-31 17:03:26,962 - mmseg - INFO - Iter [94150/160000]	lr: 1.522e-07, eta: 10:51:03, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2547, decode.acc_seg: 73.7141, aux.loss_seg: 0.2497, aux.acc_seg: 64.0954, loss: 0.5044
2022-01-31 17:03:56,079 - mmseg - INFO - Iter [94200/160000]	lr: 1.520e-07, eta: 10:50:33, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2569, decode.acc_seg: 72.1645, aux.loss_seg: 0.2493, aux.acc_seg: 62.0228, loss: 0.5062
2022-01-31 17:04:25,232 - mmseg - INFO - Iter [94250/160000]	lr: 1.519e-07, eta: 10:50:03, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2695, decode.acc_seg: 71.6981, aux.loss_seg: 0.2808, aux.acc_seg: 60.3487, loss: 0.5502
2022-01-31 17:04:54,197 - mmseg - INFO - Iter [94300/160000]	lr: 1.518e-07, eta: 10:49:33, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2772, decode.acc_seg: 72.1950, aux.loss_seg: 0.2832, aux.acc_seg: 60.9157, loss: 0.5604
2022-01-31 17:05:23,204 - mmseg - INFO - Iter [94350/160000]	lr: 1.517e-07, eta: 10:49:03, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2610, decode.acc_seg: 71.2208, aux.loss_seg: 0.2650, aux.acc_seg: 60.3483, loss: 0.5260
2022-01-31 17:05:52,123 - mmseg - INFO - Iter [94400/160000]	lr: 1.516e-07, eta: 10:48:33, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2742, decode.acc_seg: 71.3433, aux.loss_seg: 0.2721, aux.acc_seg: 60.4159, loss: 0.5463
2022-01-31 17:06:21,250 - mmseg - INFO - Iter [94450/160000]	lr: 1.515e-07, eta: 10:48:03, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2792, decode.acc_seg: 72.7567, aux.loss_seg: 0.2734, aux.acc_seg: 62.1854, loss: 0.5526
2022-01-31 17:06:50,560 - mmseg - INFO - Iter [94500/160000]	lr: 1.514e-07, eta: 10:47:33, time: 0.586, data_time: 0.006, memory: 21005, decode.loss_seg: 0.2729, decode.acc_seg: 70.6353, aux.loss_seg: 0.2634, aux.acc_seg: 60.1329, loss: 0.5363
2022-01-31 17:07:19,972 - mmseg - INFO - Iter [94550/160000]	lr: 1.512e-07, eta: 10:47:03, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2780, decode.acc_seg: 71.3040, aux.loss_seg: 0.2704, aux.acc_seg: 60.6996, loss: 0.5484
2022-01-31 17:07:49,022 - mmseg - INFO - Iter [94600/160000]	lr: 1.511e-07, eta: 10:46:33, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2959, decode.acc_seg: 72.3303, aux.loss_seg: 0.2787, aux.acc_seg: 62.0899, loss: 0.5746
2022-01-31 17:08:18,191 - mmseg - INFO - Iter [94650/160000]	lr: 1.510e-07, eta: 10:46:03, time: 0.584, data_time: 0.006, memory: 21005, decode.loss_seg: 0.2653, decode.acc_seg: 72.4362, aux.loss_seg: 0.2669, aux.acc_seg: 61.7618, loss: 0.5322
2022-01-31 17:08:47,144 - mmseg - INFO - Iter [94700/160000]	lr: 1.509e-07, eta: 10:45:33, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2690, decode.acc_seg: 70.7249, aux.loss_seg: 0.2530, aux.acc_seg: 60.6396, loss: 0.5220
2022-01-31 17:09:28,667 - mmseg - INFO - Iter [94750/160000]	lr: 1.508e-07, eta: 10:45:11, time: 0.830, data_time: 0.257, memory: 21005, decode.loss_seg: 0.2658, decode.acc_seg: 71.8968, aux.loss_seg: 0.2643, aux.acc_seg: 61.3655, loss: 0.5301
2022-01-31 17:09:57,429 - mmseg - INFO - Iter [94800/160000]	lr: 1.507e-07, eta: 10:44:41, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2463, decode.acc_seg: 70.9210, aux.loss_seg: 0.2473, aux.acc_seg: 60.5801, loss: 0.4936
2022-01-31 17:10:26,340 - mmseg - INFO - Iter [94850/160000]	lr: 1.505e-07, eta: 10:44:11, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2595, decode.acc_seg: 72.3333, aux.loss_seg: 0.2709, aux.acc_seg: 60.9916, loss: 0.5304
2022-01-31 17:10:55,255 - mmseg - INFO - Iter [94900/160000]	lr: 1.504e-07, eta: 10:43:41, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2535, decode.acc_seg: 70.9497, aux.loss_seg: 0.2577, aux.acc_seg: 60.3149, loss: 0.5112
2022-01-31 17:11:24,207 - mmseg - INFO - Iter [94950/160000]	lr: 1.503e-07, eta: 10:43:11, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2662, decode.acc_seg: 72.4863, aux.loss_seg: 0.2657, aux.acc_seg: 61.7224, loss: 0.5319
2022-01-31 17:11:53,202 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 17:11:53,204 - mmseg - INFO - Iter [95000/160000]	lr: 1.502e-07, eta: 10:42:40, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2609, decode.acc_seg: 73.3563, aux.loss_seg: 0.2622, aux.acc_seg: 62.7136, loss: 0.5231
2022-01-31 17:12:22,182 - mmseg - INFO - Iter [95050/160000]	lr: 1.501e-07, eta: 10:42:10, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2584, decode.acc_seg: 72.8025, aux.loss_seg: 0.2598, aux.acc_seg: 62.2381, loss: 0.5183
2022-01-31 17:12:51,205 - mmseg - INFO - Iter [95100/160000]	lr: 1.500e-07, eta: 10:41:40, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2617, decode.acc_seg: 73.0328, aux.loss_seg: 0.2672, aux.acc_seg: 61.9621, loss: 0.5289
2022-01-31 17:13:20,130 - mmseg - INFO - Iter [95150/160000]	lr: 1.499e-07, eta: 10:41:10, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2667, decode.acc_seg: 72.5970, aux.loss_seg: 0.2572, aux.acc_seg: 62.8793, loss: 0.5239
2022-01-31 17:13:49,225 - mmseg - INFO - Iter [95200/160000]	lr: 1.497e-07, eta: 10:40:40, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2673, decode.acc_seg: 69.8613, aux.loss_seg: 0.2545, aux.acc_seg: 59.5470, loss: 0.5218
2022-01-31 17:14:18,265 - mmseg - INFO - Iter [95250/160000]	lr: 1.496e-07, eta: 10:40:10, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2703, decode.acc_seg: 73.1643, aux.loss_seg: 0.2636, aux.acc_seg: 62.3592, loss: 0.5340
2022-01-31 17:14:47,162 - mmseg - INFO - Iter [95300/160000]	lr: 1.495e-07, eta: 10:39:40, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2641, decode.acc_seg: 71.2444, aux.loss_seg: 0.2512, aux.acc_seg: 61.2680, loss: 0.5153
2022-01-31 17:15:16,154 - mmseg - INFO - Iter [95350/160000]	lr: 1.494e-07, eta: 10:39:10, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2508, decode.acc_seg: 72.9916, aux.loss_seg: 0.2550, aux.acc_seg: 62.3437, loss: 0.5058
2022-01-31 17:15:45,297 - mmseg - INFO - Iter [95400/160000]	lr: 1.493e-07, eta: 10:38:40, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2820, decode.acc_seg: 74.0225, aux.loss_seg: 0.2779, aux.acc_seg: 62.9854, loss: 0.5598
2022-01-31 17:16:14,477 - mmseg - INFO - Iter [95450/160000]	lr: 1.492e-07, eta: 10:38:10, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2444, decode.acc_seg: 71.0993, aux.loss_seg: 0.2529, aux.acc_seg: 60.8237, loss: 0.4973
2022-01-31 17:16:43,489 - mmseg - INFO - Iter [95500/160000]	lr: 1.490e-07, eta: 10:37:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2671, decode.acc_seg: 70.6253, aux.loss_seg: 0.2623, aux.acc_seg: 59.9525, loss: 0.5294
2022-01-31 17:17:12,661 - mmseg - INFO - Iter [95550/160000]	lr: 1.489e-07, eta: 10:37:09, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2616, decode.acc_seg: 71.7014, aux.loss_seg: 0.2597, aux.acc_seg: 61.1323, loss: 0.5212
2022-01-31 17:17:41,424 - mmseg - INFO - Iter [95600/160000]	lr: 1.488e-07, eta: 10:36:39, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2716, decode.acc_seg: 71.9448, aux.loss_seg: 0.2639, aux.acc_seg: 61.2924, loss: 0.5355
2022-01-31 17:18:10,813 - mmseg - INFO - Iter [95650/160000]	lr: 1.487e-07, eta: 10:36:09, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2693, decode.acc_seg: 72.4482, aux.loss_seg: 0.2712, aux.acc_seg: 61.5979, loss: 0.5406
2022-01-31 17:18:40,143 - mmseg - INFO - Iter [95700/160000]	lr: 1.486e-07, eta: 10:35:40, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2653, decode.acc_seg: 72.4024, aux.loss_seg: 0.2730, aux.acc_seg: 61.1252, loss: 0.5383
2022-01-31 17:19:09,010 - mmseg - INFO - Iter [95750/160000]	lr: 1.485e-07, eta: 10:35:09, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2630, decode.acc_seg: 73.4396, aux.loss_seg: 0.2546, aux.acc_seg: 63.4272, loss: 0.5176
2022-01-31 17:19:38,048 - mmseg - INFO - Iter [95800/160000]	lr: 1.484e-07, eta: 10:34:39, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2603, decode.acc_seg: 72.4043, aux.loss_seg: 0.2699, aux.acc_seg: 61.2333, loss: 0.5301
2022-01-31 17:20:07,120 - mmseg - INFO - Iter [95850/160000]	lr: 1.482e-07, eta: 10:34:09, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2790, decode.acc_seg: 72.4228, aux.loss_seg: 0.2839, aux.acc_seg: 60.6314, loss: 0.5629
2022-01-31 17:20:35,904 - mmseg - INFO - Iter [95900/160000]	lr: 1.481e-07, eta: 10:33:39, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2546, decode.acc_seg: 72.7204, aux.loss_seg: 0.2530, aux.acc_seg: 62.3773, loss: 0.5076
2022-01-31 17:21:04,841 - mmseg - INFO - Iter [95950/160000]	lr: 1.480e-07, eta: 10:33:09, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2740, decode.acc_seg: 71.5040, aux.loss_seg: 0.2700, aux.acc_seg: 60.3465, loss: 0.5440
2022-01-31 17:21:46,252 - mmseg - INFO - Saving checkpoint at 96000 iterations
2022-01-31 17:23:21,369 - mmseg - INFO - per class results:
2022-01-31 17:23:21,383 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 76.78 | 87.91 |
| building            | 81.94 | 91.97 |
| sky                 | 94.36 | 97.97 |
| floor               | 81.01 | 91.22 |
| tree                | 73.75 | 86.19 |
| ceiling             | 83.37 | 92.43 |
| road                | 83.06 | 90.23 |
| bed                 | 89.03 | 94.32 |
| windowpane          | 61.36 | 78.23 |
| grass               | 66.35 | 80.87 |
| cabinet             | 60.26 | 70.5  |
| sidewalk            | 63.36 | 83.9  |
| person              | 79.57 | 92.77 |
| earth               | 38.59 | 51.71 |
| door                | 45.65 | 59.59 |
| table               | 58.2  | 73.28 |
| mountain            | 52.89 | 67.74 |
| plant               | 51.18 | 61.95 |
| curtain             | 73.77 | 84.77 |
| chair               | 53.33 | 64.4  |
| car                 | 84.61 | 93.43 |
| water               | 52.73 | 67.57 |
| painting            | 68.54 | 87.65 |
| sofa                | 65.62 | 81.49 |
| shelf               | 40.63 | 55.5  |
| house               | 46.92 | 72.95 |
| sea                 | 55.82 | 70.12 |
| mirror              | 67.54 | 75.36 |
| rug                 | 61.89 | 75.56 |
| field               | 32.73 | 53.43 |
| armchair            | 42.96 | 67.6  |
| seat                | 64.74 | 83.25 |
| fence               | 41.66 | 55.12 |
| desk                | 43.55 | 64.34 |
| rock                | 38.73 | 63.3  |
| wardrobe            | 53.06 | 73.67 |
| lamp                | 59.55 | 72.86 |
| bathtub             | 76.51 | 82.76 |
| railing             | 31.81 | 41.96 |
| cushion             | 54.27 | 65.23 |
| base                | 24.24 | 30.82 |
| box                 | 26.06 | 35.66 |
| column              | 43.64 | 52.63 |
| signboard           | 38.35 | 50.88 |
| chest of drawers    | 39.81 | 60.94 |
| counter             | 31.32 | 44.47 |
| sand                | 43.44 | 58.24 |
| sink                | 66.18 | 79.14 |
| skyscraper          | 57.75 | 64.37 |
| fireplace           | 67.18 | 89.9  |
| refrigerator        | 67.8  | 79.53 |
| grandstand          | 48.24 | 68.06 |
| path                | 21.44 | 33.33 |
| stairs              | 30.04 | 38.29 |
| runway              | 67.86 | 92.01 |
| case                | 43.15 | 77.2  |
| pool table          | 92.12 | 96.58 |
| pillow              | 59.54 | 78.41 |
| screen door         | 69.0  | 73.29 |
| stairway            | 28.9  | 42.42 |
| river               | 14.12 | 36.57 |
| bridge              | 58.17 | 70.84 |
| bookcase            | 38.97 | 55.3  |
| blind               | 33.35 | 36.14 |
| coffee table        | 57.98 | 84.2  |
| toilet              | 81.62 | 85.79 |
| flower              | 38.37 | 51.23 |
| book                | 48.35 | 66.54 |
| hill                | 4.11  | 5.19  |
| bench               | 46.63 | 53.13 |
| countertop          | 54.28 | 67.6  |
| stove               | 70.47 | 77.93 |
| palm                | 50.43 | 69.25 |
| kitchen island      | 48.1  | 82.46 |
| computer            | 63.21 | 73.2  |
| swivel chair        | 41.0  | 65.9  |
| boat                | 49.37 | 56.98 |
| bar                 | 48.14 | 55.57 |
| arcade machine      | 57.47 | 62.05 |
| hovel               | 24.97 | 27.76 |
| bus                 | 90.08 | 94.27 |
| towel               | 60.77 | 70.62 |
| light               | 48.05 | 52.05 |
| truck               | 20.8  | 25.0  |
| tower               | 18.87 | 24.26 |
| chandelier          | 62.38 | 74.47 |
| awning              | 28.72 | 34.13 |
| streetlight         | 22.26 | 28.45 |
| booth               | 55.2  | 57.81 |
| television receiver | 45.63 | 78.55 |
| airplane            | 56.69 | 67.04 |
| dirt track          | 0.0   | 0.0   |
| apparel             | 39.34 | 56.36 |
| pole                | 24.54 | 33.9  |
| land                | 6.48  | 10.72 |
| bannister           | 16.02 | 23.42 |
| escalator           | 35.59 | 45.48 |
| ottoman             | 44.51 | 63.47 |
| bottle              | 30.52 | 37.67 |
| buffet              | 48.95 | 60.58 |
| poster              | 30.33 | 39.89 |
| stage               | 12.26 | 20.02 |
| van                 | 32.12 | 37.96 |
| ship                | 27.34 | 38.16 |
| fountain            | 22.51 | 24.55 |
| conveyer belt       | 62.7  | 87.42 |
| canopy              | 25.38 | 35.12 |
| washer              | 56.41 | 68.33 |
| plaything           | 33.64 | 44.7  |
| swimming pool       | 53.05 | 76.69 |
| stool               | 38.2  | 44.0  |
| barrel              | 35.46 | 63.8  |
| basket              | 24.73 | 33.79 |
| waterfall           | 57.23 | 71.62 |
| tent                | 85.39 | 98.82 |
| bag                 | 13.36 | 17.83 |
| minibike            | 68.87 | 78.71 |
| cradle              | 86.21 | 95.98 |
| oven                | 38.65 | 56.27 |
| ball                | 48.75 | 63.46 |
| food                | 48.3  | 57.04 |
| step                | 9.01  | 10.98 |
| tank                | 44.5  | 48.44 |
| trade name          | 24.09 | 26.47 |
| microwave           | 35.79 | 40.3  |
| pot                 | 41.45 | 47.66 |
| animal              | 59.15 | 61.47 |
| bicycle             | 54.61 | 69.86 |
| lake                | 55.74 | 63.43 |
| dishwasher          | 53.46 | 66.15 |
| screen              | 55.12 | 88.32 |
| blanket             | 14.49 | 15.89 |
| sculpture           | 54.73 | 71.93 |
| hood                | 57.09 | 61.42 |
| sconce              | 44.64 | 56.42 |
| vase                | 30.74 | 47.35 |
| traffic light       | 32.6  | 44.92 |
| tray                | 6.62  | 9.57  |
| ashcan              | 33.45 | 43.71 |
| fan                 | 52.62 | 64.95 |
| pier                | 32.22 | 38.95 |
| crt screen          | 4.21  | 11.25 |
| plate               | 54.73 | 65.12 |
| monitor             | 6.28  | 6.57  |
| bulletin board      | 35.85 | 45.82 |
| shower              | 0.18  | 0.2   |
| radiator            | 53.82 | 62.36 |
| glass               | 9.44  | 10.22 |
| clock               | 27.01 | 30.78 |
| flag                | 35.3  | 37.42 |
+---------------------+-------+-------+
2022-01-31 17:23:21,384 - mmseg - INFO - Summary:
2022-01-31 17:23:21,385 - mmseg - INFO - 
+--------+-------+------+-------+
| Scope  | mIoU  | mAcc | aAcc  |
+--------+-------+------+-------+
| global | 46.81 | 58.5 | 82.45 |
+--------+-------+------+-------+
2022-01-31 17:23:21,400 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 17:23:21,401 - mmseg - INFO - Iter(val) [96000]	mIoU: 0.4681, mAcc: 0.5850, aAcc: 0.8245
2022-01-31 17:23:50,155 - mmseg - INFO - Iter [96050/160000]	lr: 1.478e-07, eta: 10:32:44, time: 2.227, data_time: 1.657, memory: 21005, decode.loss_seg: 0.2681, decode.acc_seg: 71.9980, aux.loss_seg: 0.2740, aux.acc_seg: 61.2450, loss: 0.5421
2022-01-31 17:24:19,040 - mmseg - INFO - Iter [96100/160000]	lr: 1.477e-07, eta: 10:32:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2603, decode.acc_seg: 71.6475, aux.loss_seg: 0.2575, aux.acc_seg: 61.2247, loss: 0.5179
2022-01-31 17:24:48,265 - mmseg - INFO - Iter [96150/160000]	lr: 1.475e-07, eta: 10:31:44, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2550, decode.acc_seg: 72.2395, aux.loss_seg: 0.2639, aux.acc_seg: 61.2928, loss: 0.5189
2022-01-31 17:25:17,323 - mmseg - INFO - Iter [96200/160000]	lr: 1.474e-07, eta: 10:31:14, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2572, decode.acc_seg: 72.9467, aux.loss_seg: 0.2614, aux.acc_seg: 62.1812, loss: 0.5186
2022-01-31 17:25:46,253 - mmseg - INFO - Iter [96250/160000]	lr: 1.473e-07, eta: 10:30:44, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2711, decode.acc_seg: 72.1202, aux.loss_seg: 0.2715, aux.acc_seg: 61.1889, loss: 0.5426
2022-01-31 17:26:15,255 - mmseg - INFO - Iter [96300/160000]	lr: 1.472e-07, eta: 10:30:14, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2588, decode.acc_seg: 72.5419, aux.loss_seg: 0.2504, aux.acc_seg: 62.8490, loss: 0.5091
2022-01-31 17:26:44,356 - mmseg - INFO - Iter [96350/160000]	lr: 1.471e-07, eta: 10:29:43, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2802, decode.acc_seg: 71.8089, aux.loss_seg: 0.2860, aux.acc_seg: 59.8043, loss: 0.5662
2022-01-31 17:27:13,197 - mmseg - INFO - Iter [96400/160000]	lr: 1.470e-07, eta: 10:29:13, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2777, decode.acc_seg: 72.5238, aux.loss_seg: 0.2706, aux.acc_seg: 61.4642, loss: 0.5483
2022-01-31 17:27:42,067 - mmseg - INFO - Iter [96450/160000]	lr: 1.469e-07, eta: 10:28:43, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2626, decode.acc_seg: 71.5014, aux.loss_seg: 0.2646, aux.acc_seg: 60.8420, loss: 0.5272
2022-01-31 17:28:11,021 - mmseg - INFO - Iter [96500/160000]	lr: 1.467e-07, eta: 10:28:13, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2813, decode.acc_seg: 72.8993, aux.loss_seg: 0.2684, aux.acc_seg: 62.7178, loss: 0.5497
2022-01-31 17:28:39,979 - mmseg - INFO - Iter [96550/160000]	lr: 1.466e-07, eta: 10:27:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2600, decode.acc_seg: 71.7452, aux.loss_seg: 0.2642, aux.acc_seg: 61.1603, loss: 0.5242
2022-01-31 17:29:08,955 - mmseg - INFO - Iter [96600/160000]	lr: 1.465e-07, eta: 10:27:13, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2538, decode.acc_seg: 71.8763, aux.loss_seg: 0.2512, aux.acc_seg: 61.8319, loss: 0.5050
2022-01-31 17:29:38,059 - mmseg - INFO - Iter [96650/160000]	lr: 1.464e-07, eta: 10:26:43, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2498, decode.acc_seg: 71.3856, aux.loss_seg: 0.2402, aux.acc_seg: 61.7942, loss: 0.4901
2022-01-31 17:30:07,402 - mmseg - INFO - Iter [96700/160000]	lr: 1.463e-07, eta: 10:26:13, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2843, decode.acc_seg: 72.5744, aux.loss_seg: 0.2709, aux.acc_seg: 61.7408, loss: 0.5552
2022-01-31 17:30:36,661 - mmseg - INFO - Iter [96750/160000]	lr: 1.462e-07, eta: 10:25:43, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2611, decode.acc_seg: 72.7289, aux.loss_seg: 0.2608, aux.acc_seg: 61.9404, loss: 0.5219
2022-01-31 17:31:05,845 - mmseg - INFO - Iter [96800/160000]	lr: 1.460e-07, eta: 10:25:13, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2553, decode.acc_seg: 72.4381, aux.loss_seg: 0.2565, aux.acc_seg: 61.6953, loss: 0.5119
2022-01-31 17:31:34,984 - mmseg - INFO - Iter [96850/160000]	lr: 1.459e-07, eta: 10:24:43, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2622, decode.acc_seg: 71.4319, aux.loss_seg: 0.2621, aux.acc_seg: 60.5365, loss: 0.5243
2022-01-31 17:32:04,029 - mmseg - INFO - Iter [96900/160000]	lr: 1.458e-07, eta: 10:24:13, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2655, decode.acc_seg: 72.4176, aux.loss_seg: 0.2621, aux.acc_seg: 61.6638, loss: 0.5276
2022-01-31 17:32:33,013 - mmseg - INFO - Iter [96950/160000]	lr: 1.457e-07, eta: 10:23:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2624, decode.acc_seg: 72.6814, aux.loss_seg: 0.2648, aux.acc_seg: 61.5170, loss: 0.5272
2022-01-31 17:33:02,089 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 17:33:02,091 - mmseg - INFO - Iter [97000/160000]	lr: 1.456e-07, eta: 10:23:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2536, decode.acc_seg: 73.6096, aux.loss_seg: 0.2541, aux.acc_seg: 63.2534, loss: 0.5077
2022-01-31 17:33:31,141 - mmseg - INFO - Iter [97050/160000]	lr: 1.455e-07, eta: 10:22:42, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2563, decode.acc_seg: 71.3691, aux.loss_seg: 0.2652, aux.acc_seg: 60.5527, loss: 0.5216
2022-01-31 17:34:00,154 - mmseg - INFO - Iter [97100/160000]	lr: 1.453e-07, eta: 10:22:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2411, decode.acc_seg: 72.5109, aux.loss_seg: 0.2442, aux.acc_seg: 62.2802, loss: 0.4853
2022-01-31 17:34:29,359 - mmseg - INFO - Iter [97150/160000]	lr: 1.452e-07, eta: 10:21:42, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2645, decode.acc_seg: 72.7831, aux.loss_seg: 0.2691, aux.acc_seg: 61.9073, loss: 0.5336
2022-01-31 17:34:58,213 - mmseg - INFO - Iter [97200/160000]	lr: 1.451e-07, eta: 10:21:12, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2550, decode.acc_seg: 73.2772, aux.loss_seg: 0.2696, aux.acc_seg: 61.9612, loss: 0.5246
2022-01-31 17:35:27,028 - mmseg - INFO - Iter [97250/160000]	lr: 1.450e-07, eta: 10:20:42, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2672, decode.acc_seg: 72.4399, aux.loss_seg: 0.2578, aux.acc_seg: 62.1391, loss: 0.5250
2022-01-31 17:36:08,501 - mmseg - INFO - Iter [97300/160000]	lr: 1.449e-07, eta: 10:20:20, time: 0.829, data_time: 0.249, memory: 21005, decode.loss_seg: 0.2538, decode.acc_seg: 72.3094, aux.loss_seg: 0.2540, aux.acc_seg: 62.0877, loss: 0.5078
2022-01-31 17:36:37,466 - mmseg - INFO - Iter [97350/160000]	lr: 1.448e-07, eta: 10:19:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2454, decode.acc_seg: 71.6792, aux.loss_seg: 0.2406, aux.acc_seg: 62.2808, loss: 0.4860
2022-01-31 17:37:06,253 - mmseg - INFO - Iter [97400/160000]	lr: 1.447e-07, eta: 10:19:19, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2552, decode.acc_seg: 72.1005, aux.loss_seg: 0.2575, aux.acc_seg: 61.4316, loss: 0.5127
2022-01-31 17:37:35,150 - mmseg - INFO - Iter [97450/160000]	lr: 1.445e-07, eta: 10:18:49, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2598, decode.acc_seg: 73.1294, aux.loss_seg: 0.2552, aux.acc_seg: 62.8204, loss: 0.5150
2022-01-31 17:38:04,121 - mmseg - INFO - Iter [97500/160000]	lr: 1.444e-07, eta: 10:18:19, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2441, decode.acc_seg: 73.8387, aux.loss_seg: 0.2446, aux.acc_seg: 63.8541, loss: 0.4887
2022-01-31 17:38:33,075 - mmseg - INFO - Iter [97550/160000]	lr: 1.443e-07, eta: 10:17:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2495, decode.acc_seg: 71.5911, aux.loss_seg: 0.2666, aux.acc_seg: 60.0584, loss: 0.5162
2022-01-31 17:39:02,169 - mmseg - INFO - Iter [97600/160000]	lr: 1.442e-07, eta: 10:17:19, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2829, decode.acc_seg: 71.3597, aux.loss_seg: 0.2746, aux.acc_seg: 60.3252, loss: 0.5575
2022-01-31 17:39:31,270 - mmseg - INFO - Iter [97650/160000]	lr: 1.441e-07, eta: 10:16:49, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2828, decode.acc_seg: 72.5306, aux.loss_seg: 0.2810, aux.acc_seg: 61.0561, loss: 0.5638
2022-01-31 17:40:00,141 - mmseg - INFO - Iter [97700/160000]	lr: 1.440e-07, eta: 10:16:19, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2551, decode.acc_seg: 71.1828, aux.loss_seg: 0.2524, aux.acc_seg: 60.9419, loss: 0.5075
2022-01-31 17:40:29,230 - mmseg - INFO - Iter [97750/160000]	lr: 1.438e-07, eta: 10:15:48, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2393, decode.acc_seg: 73.5218, aux.loss_seg: 0.2456, aux.acc_seg: 63.2717, loss: 0.4849
2022-01-31 17:40:58,377 - mmseg - INFO - Iter [97800/160000]	lr: 1.437e-07, eta: 10:15:18, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2752, decode.acc_seg: 71.5914, aux.loss_seg: 0.2691, aux.acc_seg: 60.7654, loss: 0.5443
2022-01-31 17:41:27,739 - mmseg - INFO - Iter [97850/160000]	lr: 1.436e-07, eta: 10:14:49, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2444, decode.acc_seg: 71.9775, aux.loss_seg: 0.2526, aux.acc_seg: 60.9158, loss: 0.4970
2022-01-31 17:41:56,907 - mmseg - INFO - Iter [97900/160000]	lr: 1.435e-07, eta: 10:14:19, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2591, decode.acc_seg: 74.7027, aux.loss_seg: 0.2596, aux.acc_seg: 64.1785, loss: 0.5188
2022-01-31 17:42:25,843 - mmseg - INFO - Iter [97950/160000]	lr: 1.434e-07, eta: 10:13:48, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2601, decode.acc_seg: 72.1344, aux.loss_seg: 0.2603, aux.acc_seg: 61.1170, loss: 0.5203
2022-01-31 17:42:54,944 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 17:42:54,946 - mmseg - INFO - Iter [98000/160000]	lr: 1.433e-07, eta: 10:13:18, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2825, decode.acc_seg: 73.7560, aux.loss_seg: 0.2765, aux.acc_seg: 63.0063, loss: 0.5590
2022-01-31 17:43:23,773 - mmseg - INFO - Iter [98050/160000]	lr: 1.432e-07, eta: 10:12:48, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2588, decode.acc_seg: 71.7738, aux.loss_seg: 0.2663, aux.acc_seg: 61.0195, loss: 0.5251
2022-01-31 17:43:52,889 - mmseg - INFO - Iter [98100/160000]	lr: 1.430e-07, eta: 10:12:18, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2576, decode.acc_seg: 72.9586, aux.loss_seg: 0.2528, aux.acc_seg: 62.5755, loss: 0.5104
2022-01-31 17:44:21,888 - mmseg - INFO - Iter [98150/160000]	lr: 1.429e-07, eta: 10:11:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2608, decode.acc_seg: 72.2782, aux.loss_seg: 0.2630, aux.acc_seg: 61.7608, loss: 0.5238
2022-01-31 17:44:50,868 - mmseg - INFO - Iter [98200/160000]	lr: 1.428e-07, eta: 10:11:18, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2643, decode.acc_seg: 72.9118, aux.loss_seg: 0.2639, aux.acc_seg: 62.0974, loss: 0.5282
2022-01-31 17:45:19,887 - mmseg - INFO - Iter [98250/160000]	lr: 1.427e-07, eta: 10:10:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2977, decode.acc_seg: 72.2372, aux.loss_seg: 0.2936, aux.acc_seg: 61.1118, loss: 0.5913
2022-01-31 17:45:49,041 - mmseg - INFO - Iter [98300/160000]	lr: 1.426e-07, eta: 10:10:18, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2841, decode.acc_seg: 70.6696, aux.loss_seg: 0.2704, aux.acc_seg: 60.3473, loss: 0.5545
2022-01-31 17:46:18,244 - mmseg - INFO - Iter [98350/160000]	lr: 1.425e-07, eta: 10:09:48, time: 0.584, data_time: 0.006, memory: 21005, decode.loss_seg: 0.2520, decode.acc_seg: 71.7002, aux.loss_seg: 0.2704, aux.acc_seg: 59.9205, loss: 0.5225
2022-01-31 17:46:47,184 - mmseg - INFO - Iter [98400/160000]	lr: 1.423e-07, eta: 10:09:18, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2683, decode.acc_seg: 71.8414, aux.loss_seg: 0.2651, aux.acc_seg: 61.0687, loss: 0.5334
2022-01-31 17:47:16,141 - mmseg - INFO - Iter [98450/160000]	lr: 1.422e-07, eta: 10:08:48, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2692, decode.acc_seg: 73.4529, aux.loss_seg: 0.2647, aux.acc_seg: 62.8321, loss: 0.5339
2022-01-31 17:47:45,338 - mmseg - INFO - Iter [98500/160000]	lr: 1.421e-07, eta: 10:08:18, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2723, decode.acc_seg: 73.0712, aux.loss_seg: 0.2693, aux.acc_seg: 62.3358, loss: 0.5416
2022-01-31 17:48:26,410 - mmseg - INFO - Iter [98550/160000]	lr: 1.420e-07, eta: 10:07:55, time: 0.822, data_time: 0.233, memory: 21005, decode.loss_seg: 0.2620, decode.acc_seg: 72.0673, aux.loss_seg: 0.2618, aux.acc_seg: 61.5045, loss: 0.5238
2022-01-31 17:48:55,244 - mmseg - INFO - Iter [98600/160000]	lr: 1.419e-07, eta: 10:07:25, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2652, decode.acc_seg: 72.6917, aux.loss_seg: 0.2734, aux.acc_seg: 61.4054, loss: 0.5385
2022-01-31 17:49:24,147 - mmseg - INFO - Iter [98650/160000]	lr: 1.418e-07, eta: 10:06:55, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2636, decode.acc_seg: 71.2572, aux.loss_seg: 0.2459, aux.acc_seg: 61.4145, loss: 0.5095
2022-01-31 17:49:52,967 - mmseg - INFO - Iter [98700/160000]	lr: 1.417e-07, eta: 10:06:24, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2565, decode.acc_seg: 74.2250, aux.loss_seg: 0.2547, aux.acc_seg: 63.8971, loss: 0.5112
2022-01-31 17:50:21,773 - mmseg - INFO - Iter [98750/160000]	lr: 1.415e-07, eta: 10:05:54, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2795, decode.acc_seg: 71.2633, aux.loss_seg: 0.2767, aux.acc_seg: 60.1078, loss: 0.5561
2022-01-31 17:50:50,753 - mmseg - INFO - Iter [98800/160000]	lr: 1.414e-07, eta: 10:05:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2757, decode.acc_seg: 72.4561, aux.loss_seg: 0.2731, aux.acc_seg: 61.9055, loss: 0.5488
2022-01-31 17:51:19,867 - mmseg - INFO - Iter [98850/160000]	lr: 1.413e-07, eta: 10:04:54, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2595, decode.acc_seg: 70.3197, aux.loss_seg: 0.2627, aux.acc_seg: 59.6819, loss: 0.5222
2022-01-31 17:51:48,837 - mmseg - INFO - Iter [98900/160000]	lr: 1.412e-07, eta: 10:04:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2544, decode.acc_seg: 72.0660, aux.loss_seg: 0.2655, aux.acc_seg: 61.2602, loss: 0.5200
2022-01-31 17:52:17,936 - mmseg - INFO - Iter [98950/160000]	lr: 1.411e-07, eta: 10:03:54, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2425, decode.acc_seg: 72.6137, aux.loss_seg: 0.2481, aux.acc_seg: 61.6520, loss: 0.4906
2022-01-31 17:52:47,363 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 17:52:47,366 - mmseg - INFO - Iter [99000/160000]	lr: 1.410e-07, eta: 10:03:24, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2833, decode.acc_seg: 71.4246, aux.loss_seg: 0.2632, aux.acc_seg: 61.3186, loss: 0.5465
2022-01-31 17:53:16,470 - mmseg - INFO - Iter [99050/160000]	lr: 1.408e-07, eta: 10:02:54, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2567, decode.acc_seg: 72.6915, aux.loss_seg: 0.2623, aux.acc_seg: 61.7820, loss: 0.5190
2022-01-31 17:53:45,418 - mmseg - INFO - Iter [99100/160000]	lr: 1.407e-07, eta: 10:02:24, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2696, decode.acc_seg: 72.9831, aux.loss_seg: 0.2736, aux.acc_seg: 61.8943, loss: 0.5432
2022-01-31 17:54:14,451 - mmseg - INFO - Iter [99150/160000]	lr: 1.406e-07, eta: 10:01:54, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2690, decode.acc_seg: 72.3772, aux.loss_seg: 0.2589, aux.acc_seg: 62.2120, loss: 0.5279
2022-01-31 17:54:43,633 - mmseg - INFO - Iter [99200/160000]	lr: 1.405e-07, eta: 10:01:24, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2526, decode.acc_seg: 72.7086, aux.loss_seg: 0.2610, aux.acc_seg: 61.9928, loss: 0.5135
2022-01-31 17:55:12,700 - mmseg - INFO - Iter [99250/160000]	lr: 1.404e-07, eta: 10:00:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2553, decode.acc_seg: 72.2490, aux.loss_seg: 0.2694, aux.acc_seg: 61.0615, loss: 0.5247
2022-01-31 17:55:41,917 - mmseg - INFO - Iter [99300/160000]	lr: 1.403e-07, eta: 10:00:24, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2602, decode.acc_seg: 72.4333, aux.loss_seg: 0.2633, aux.acc_seg: 61.3857, loss: 0.5235
2022-01-31 17:56:11,015 - mmseg - INFO - Iter [99350/160000]	lr: 1.401e-07, eta: 9:59:54, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2548, decode.acc_seg: 73.1711, aux.loss_seg: 0.2605, aux.acc_seg: 62.2418, loss: 0.5153
2022-01-31 17:56:40,164 - mmseg - INFO - Iter [99400/160000]	lr: 1.400e-07, eta: 9:59:24, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2457, decode.acc_seg: 72.6892, aux.loss_seg: 0.2499, aux.acc_seg: 62.7742, loss: 0.4955
2022-01-31 17:57:09,187 - mmseg - INFO - Iter [99450/160000]	lr: 1.399e-07, eta: 9:58:54, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2572, decode.acc_seg: 72.4212, aux.loss_seg: 0.2505, aux.acc_seg: 62.6749, loss: 0.5076
2022-01-31 17:57:38,182 - mmseg - INFO - Iter [99500/160000]	lr: 1.398e-07, eta: 9:58:24, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2522, decode.acc_seg: 74.3305, aux.loss_seg: 0.2566, aux.acc_seg: 63.5804, loss: 0.5088
2022-01-31 17:58:07,191 - mmseg - INFO - Iter [99550/160000]	lr: 1.397e-07, eta: 9:57:54, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2761, decode.acc_seg: 72.3438, aux.loss_seg: 0.2643, aux.acc_seg: 61.6943, loss: 0.5404
2022-01-31 17:58:36,087 - mmseg - INFO - Iter [99600/160000]	lr: 1.396e-07, eta: 9:57:24, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2726, decode.acc_seg: 70.8350, aux.loss_seg: 0.2738, aux.acc_seg: 59.8228, loss: 0.5464
2022-01-31 17:59:05,069 - mmseg - INFO - Iter [99650/160000]	lr: 1.395e-07, eta: 9:56:53, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2684, decode.acc_seg: 73.8262, aux.loss_seg: 0.2699, aux.acc_seg: 62.3530, loss: 0.5383
2022-01-31 17:59:33,922 - mmseg - INFO - Iter [99700/160000]	lr: 1.393e-07, eta: 9:56:23, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2493, decode.acc_seg: 72.7490, aux.loss_seg: 0.2490, aux.acc_seg: 62.6887, loss: 0.4982
2022-01-31 18:00:02,845 - mmseg - INFO - Iter [99750/160000]	lr: 1.392e-07, eta: 9:55:53, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2429, decode.acc_seg: 73.6444, aux.loss_seg: 0.2589, aux.acc_seg: 62.5600, loss: 0.5018
2022-01-31 18:00:43,721 - mmseg - INFO - Iter [99800/160000]	lr: 1.391e-07, eta: 9:55:30, time: 0.818, data_time: 0.239, memory: 21005, decode.loss_seg: 0.2653, decode.acc_seg: 72.0779, aux.loss_seg: 0.2759, aux.acc_seg: 60.7739, loss: 0.5413
2022-01-31 18:01:12,473 - mmseg - INFO - Iter [99850/160000]	lr: 1.390e-07, eta: 9:55:00, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2578, decode.acc_seg: 72.7243, aux.loss_seg: 0.2632, aux.acc_seg: 61.9501, loss: 0.5210
2022-01-31 18:01:41,263 - mmseg - INFO - Iter [99900/160000]	lr: 1.389e-07, eta: 9:54:30, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2556, decode.acc_seg: 71.2910, aux.loss_seg: 0.2639, aux.acc_seg: 60.0816, loss: 0.5195
2022-01-31 18:02:10,257 - mmseg - INFO - Iter [99950/160000]	lr: 1.388e-07, eta: 9:54:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2590, decode.acc_seg: 71.5937, aux.loss_seg: 0.2548, aux.acc_seg: 61.3971, loss: 0.5138
2022-01-31 18:02:39,197 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 18:02:39,199 - mmseg - INFO - Iter [100000/160000]	lr: 1.386e-07, eta: 9:53:30, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2556, decode.acc_seg: 72.8865, aux.loss_seg: 0.2576, aux.acc_seg: 62.5065, loss: 0.5132
2022-01-31 18:03:08,350 - mmseg - INFO - Iter [100050/160000]	lr: 1.385e-07, eta: 9:53:00, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2653, decode.acc_seg: 72.4111, aux.loss_seg: 0.2741, aux.acc_seg: 61.1079, loss: 0.5394
2022-01-31 18:03:37,638 - mmseg - INFO - Iter [100100/160000]	lr: 1.384e-07, eta: 9:52:30, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2591, decode.acc_seg: 72.1683, aux.loss_seg: 0.2497, aux.acc_seg: 62.3675, loss: 0.5087
2022-01-31 18:04:06,709 - mmseg - INFO - Iter [100150/160000]	lr: 1.383e-07, eta: 9:52:00, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2595, decode.acc_seg: 73.0335, aux.loss_seg: 0.2569, aux.acc_seg: 62.6275, loss: 0.5164
2022-01-31 18:04:35,771 - mmseg - INFO - Iter [100200/160000]	lr: 1.382e-07, eta: 9:51:30, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2566, decode.acc_seg: 73.6629, aux.loss_seg: 0.2657, aux.acc_seg: 62.5506, loss: 0.5223
2022-01-31 18:05:04,798 - mmseg - INFO - Iter [100250/160000]	lr: 1.381e-07, eta: 9:51:00, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2400, decode.acc_seg: 71.5832, aux.loss_seg: 0.2509, aux.acc_seg: 60.8004, loss: 0.4909
2022-01-31 18:05:34,019 - mmseg - INFO - Iter [100300/160000]	lr: 1.380e-07, eta: 9:50:30, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2566, decode.acc_seg: 72.3897, aux.loss_seg: 0.2625, aux.acc_seg: 61.5667, loss: 0.5191
2022-01-31 18:06:03,118 - mmseg - INFO - Iter [100350/160000]	lr: 1.378e-07, eta: 9:50:00, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2605, decode.acc_seg: 73.1182, aux.loss_seg: 0.2784, aux.acc_seg: 61.4430, loss: 0.5389
2022-01-31 18:06:32,311 - mmseg - INFO - Iter [100400/160000]	lr: 1.377e-07, eta: 9:49:30, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2482, decode.acc_seg: 72.8067, aux.loss_seg: 0.2577, aux.acc_seg: 62.1896, loss: 0.5059
2022-01-31 18:07:01,356 - mmseg - INFO - Iter [100450/160000]	lr: 1.376e-07, eta: 9:49:00, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2654, decode.acc_seg: 73.1337, aux.loss_seg: 0.2768, aux.acc_seg: 61.8556, loss: 0.5422
2022-01-31 18:07:30,360 - mmseg - INFO - Iter [100500/160000]	lr: 1.375e-07, eta: 9:48:30, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2647, decode.acc_seg: 72.5077, aux.loss_seg: 0.2689, aux.acc_seg: 61.5799, loss: 0.5336
2022-01-31 18:07:59,334 - mmseg - INFO - Iter [100550/160000]	lr: 1.374e-07, eta: 9:47:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2421, decode.acc_seg: 72.9167, aux.loss_seg: 0.2560, aux.acc_seg: 62.0801, loss: 0.4981
2022-01-31 18:08:28,147 - mmseg - INFO - Iter [100600/160000]	lr: 1.373e-07, eta: 9:47:29, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2499, decode.acc_seg: 71.3391, aux.loss_seg: 0.2614, aux.acc_seg: 60.5987, loss: 0.5113
2022-01-31 18:08:57,316 - mmseg - INFO - Iter [100650/160000]	lr: 1.371e-07, eta: 9:46:59, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2603, decode.acc_seg: 72.3270, aux.loss_seg: 0.2616, aux.acc_seg: 61.5668, loss: 0.5218
2022-01-31 18:09:26,276 - mmseg - INFO - Iter [100700/160000]	lr: 1.370e-07, eta: 9:46:29, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2469, decode.acc_seg: 72.1891, aux.loss_seg: 0.2507, aux.acc_seg: 61.9665, loss: 0.4976
2022-01-31 18:09:55,113 - mmseg - INFO - Iter [100750/160000]	lr: 1.369e-07, eta: 9:45:59, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2618, decode.acc_seg: 73.3057, aux.loss_seg: 0.2652, aux.acc_seg: 62.2160, loss: 0.5271
2022-01-31 18:10:24,256 - mmseg - INFO - Iter [100800/160000]	lr: 1.368e-07, eta: 9:45:29, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2540, decode.acc_seg: 73.2078, aux.loss_seg: 0.2529, aux.acc_seg: 62.7799, loss: 0.5069
2022-01-31 18:10:53,356 - mmseg - INFO - Iter [100850/160000]	lr: 1.367e-07, eta: 9:44:59, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2575, decode.acc_seg: 72.9984, aux.loss_seg: 0.2702, aux.acc_seg: 61.4162, loss: 0.5277
2022-01-31 18:11:22,390 - mmseg - INFO - Iter [100900/160000]	lr: 1.366e-07, eta: 9:44:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2508, decode.acc_seg: 72.6387, aux.loss_seg: 0.2493, aux.acc_seg: 62.7889, loss: 0.5001
2022-01-31 18:11:51,436 - mmseg - INFO - Iter [100950/160000]	lr: 1.365e-07, eta: 9:43:59, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2513, decode.acc_seg: 72.4345, aux.loss_seg: 0.2591, aux.acc_seg: 61.3029, loss: 0.5104
2022-01-31 18:12:20,424 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 18:12:20,427 - mmseg - INFO - Iter [101000/160000]	lr: 1.363e-07, eta: 9:43:29, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2501, decode.acc_seg: 71.6813, aux.loss_seg: 0.2653, aux.acc_seg: 60.7835, loss: 0.5153
2022-01-31 18:13:01,208 - mmseg - INFO - Iter [101050/160000]	lr: 1.362e-07, eta: 9:43:06, time: 0.816, data_time: 0.232, memory: 21005, decode.loss_seg: 0.2666, decode.acc_seg: 72.5201, aux.loss_seg: 0.2652, aux.acc_seg: 61.8885, loss: 0.5318
2022-01-31 18:13:29,946 - mmseg - INFO - Iter [101100/160000]	lr: 1.361e-07, eta: 9:42:36, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2584, decode.acc_seg: 72.2903, aux.loss_seg: 0.2620, aux.acc_seg: 61.9757, loss: 0.5203
2022-01-31 18:13:58,846 - mmseg - INFO - Iter [101150/160000]	lr: 1.360e-07, eta: 9:42:05, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2434, decode.acc_seg: 71.6853, aux.loss_seg: 0.2524, aux.acc_seg: 61.2968, loss: 0.4958
2022-01-31 18:14:28,064 - mmseg - INFO - Iter [101200/160000]	lr: 1.359e-07, eta: 9:41:35, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2347, decode.acc_seg: 72.1335, aux.loss_seg: 0.2543, aux.acc_seg: 61.0512, loss: 0.4890
2022-01-31 18:14:57,232 - mmseg - INFO - Iter [101250/160000]	lr: 1.358e-07, eta: 9:41:06, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2610, decode.acc_seg: 72.4788, aux.loss_seg: 0.2629, aux.acc_seg: 61.4889, loss: 0.5240
2022-01-31 18:15:26,081 - mmseg - INFO - Iter [101300/160000]	lr: 1.356e-07, eta: 9:40:35, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2479, decode.acc_seg: 73.0907, aux.loss_seg: 0.2633, aux.acc_seg: 61.9417, loss: 0.5112
2022-01-31 18:15:54,894 - mmseg - INFO - Iter [101350/160000]	lr: 1.355e-07, eta: 9:40:05, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2406, decode.acc_seg: 73.8480, aux.loss_seg: 0.2473, aux.acc_seg: 63.8395, loss: 0.4879
2022-01-31 18:16:23,752 - mmseg - INFO - Iter [101400/160000]	lr: 1.354e-07, eta: 9:39:35, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2597, decode.acc_seg: 72.5717, aux.loss_seg: 0.2687, aux.acc_seg: 61.4418, loss: 0.5284
2022-01-31 18:16:52,744 - mmseg - INFO - Iter [101450/160000]	lr: 1.353e-07, eta: 9:39:05, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2561, decode.acc_seg: 72.6149, aux.loss_seg: 0.2537, aux.acc_seg: 62.5785, loss: 0.5098
2022-01-31 18:17:21,666 - mmseg - INFO - Iter [101500/160000]	lr: 1.352e-07, eta: 9:38:35, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2643, decode.acc_seg: 72.1592, aux.loss_seg: 0.2667, aux.acc_seg: 61.0522, loss: 0.5310
2022-01-31 18:17:50,580 - mmseg - INFO - Iter [101550/160000]	lr: 1.351e-07, eta: 9:38:05, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2518, decode.acc_seg: 73.4241, aux.loss_seg: 0.2589, aux.acc_seg: 62.3784, loss: 0.5108
2022-01-31 18:18:19,472 - mmseg - INFO - Iter [101600/160000]	lr: 1.350e-07, eta: 9:37:35, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2440, decode.acc_seg: 72.5292, aux.loss_seg: 0.2492, aux.acc_seg: 62.2489, loss: 0.4932
2022-01-31 18:18:48,238 - mmseg - INFO - Iter [101650/160000]	lr: 1.348e-07, eta: 9:37:04, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2626, decode.acc_seg: 72.0891, aux.loss_seg: 0.2698, aux.acc_seg: 60.5353, loss: 0.5324
2022-01-31 18:19:17,236 - mmseg - INFO - Iter [101700/160000]	lr: 1.347e-07, eta: 9:36:34, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2534, decode.acc_seg: 73.6259, aux.loss_seg: 0.2717, aux.acc_seg: 62.1741, loss: 0.5252
2022-01-31 18:19:46,357 - mmseg - INFO - Iter [101750/160000]	lr: 1.346e-07, eta: 9:36:04, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2493, decode.acc_seg: 71.9019, aux.loss_seg: 0.2637, aux.acc_seg: 60.7038, loss: 0.5130
2022-01-31 18:20:15,433 - mmseg - INFO - Iter [101800/160000]	lr: 1.345e-07, eta: 9:35:34, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2476, decode.acc_seg: 73.1214, aux.loss_seg: 0.2476, aux.acc_seg: 62.6583, loss: 0.4952
2022-01-31 18:20:44,278 - mmseg - INFO - Iter [101850/160000]	lr: 1.344e-07, eta: 9:35:04, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2548, decode.acc_seg: 71.9984, aux.loss_seg: 0.2543, aux.acc_seg: 61.9656, loss: 0.5091
2022-01-31 18:21:13,290 - mmseg - INFO - Iter [101900/160000]	lr: 1.343e-07, eta: 9:34:34, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2448, decode.acc_seg: 72.3554, aux.loss_seg: 0.2489, aux.acc_seg: 62.1048, loss: 0.4937
2022-01-31 18:21:42,387 - mmseg - INFO - Iter [101950/160000]	lr: 1.341e-07, eta: 9:34:04, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2601, decode.acc_seg: 71.2527, aux.loss_seg: 0.2699, aux.acc_seg: 60.5014, loss: 0.5300
2022-01-31 18:22:11,503 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 18:22:11,504 - mmseg - INFO - Iter [102000/160000]	lr: 1.340e-07, eta: 9:33:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2587, decode.acc_seg: 72.1315, aux.loss_seg: 0.2564, aux.acc_seg: 61.4474, loss: 0.5151
2022-01-31 18:22:40,549 - mmseg - INFO - Iter [102050/160000]	lr: 1.339e-07, eta: 9:33:04, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2655, decode.acc_seg: 72.4278, aux.loss_seg: 0.2638, aux.acc_seg: 61.5761, loss: 0.5292
2022-01-31 18:23:09,664 - mmseg - INFO - Iter [102100/160000]	lr: 1.338e-07, eta: 9:32:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2466, decode.acc_seg: 72.7172, aux.loss_seg: 0.2552, aux.acc_seg: 61.6841, loss: 0.5019
2022-01-31 18:23:38,836 - mmseg - INFO - Iter [102150/160000]	lr: 1.337e-07, eta: 9:32:04, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2666, decode.acc_seg: 71.2660, aux.loss_seg: 0.2780, aux.acc_seg: 59.6857, loss: 0.5446
2022-01-31 18:24:07,945 - mmseg - INFO - Iter [102200/160000]	lr: 1.336e-07, eta: 9:31:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2605, decode.acc_seg: 73.0135, aux.loss_seg: 0.2622, aux.acc_seg: 62.1810, loss: 0.5227
2022-01-31 18:24:36,955 - mmseg - INFO - Iter [102250/160000]	lr: 1.334e-07, eta: 9:31:04, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2699, decode.acc_seg: 73.6542, aux.loss_seg: 0.2656, aux.acc_seg: 62.9785, loss: 0.5355
2022-01-31 18:25:05,798 - mmseg - INFO - Iter [102300/160000]	lr: 1.333e-07, eta: 9:30:34, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2553, decode.acc_seg: 72.6506, aux.loss_seg: 0.2625, aux.acc_seg: 62.0065, loss: 0.5178
2022-01-31 18:25:46,515 - mmseg - INFO - Iter [102350/160000]	lr: 1.332e-07, eta: 9:30:11, time: 0.814, data_time: 0.237, memory: 21005, decode.loss_seg: 0.2727, decode.acc_seg: 71.4677, aux.loss_seg: 0.2563, aux.acc_seg: 61.1048, loss: 0.5291
2022-01-31 18:26:15,284 - mmseg - INFO - Iter [102400/160000]	lr: 1.331e-07, eta: 9:29:41, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2647, decode.acc_seg: 71.1824, aux.loss_seg: 0.2673, aux.acc_seg: 60.3832, loss: 0.5320
2022-01-31 18:26:44,144 - mmseg - INFO - Iter [102450/160000]	lr: 1.330e-07, eta: 9:29:10, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2549, decode.acc_seg: 72.2519, aux.loss_seg: 0.2556, aux.acc_seg: 62.0386, loss: 0.5106
2022-01-31 18:27:12,876 - mmseg - INFO - Iter [102500/160000]	lr: 1.329e-07, eta: 9:28:40, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2475, decode.acc_seg: 72.0401, aux.loss_seg: 0.2568, aux.acc_seg: 61.4511, loss: 0.5044
2022-01-31 18:27:41,818 - mmseg - INFO - Iter [102550/160000]	lr: 1.328e-07, eta: 9:28:10, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2685, decode.acc_seg: 73.1685, aux.loss_seg: 0.2593, aux.acc_seg: 62.9534, loss: 0.5278
2022-01-31 18:28:10,954 - mmseg - INFO - Iter [102600/160000]	lr: 1.326e-07, eta: 9:27:40, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2539, decode.acc_seg: 72.5393, aux.loss_seg: 0.2663, aux.acc_seg: 61.4867, loss: 0.5202
2022-01-31 18:28:39,750 - mmseg - INFO - Iter [102650/160000]	lr: 1.325e-07, eta: 9:27:10, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2659, decode.acc_seg: 72.0548, aux.loss_seg: 0.2785, aux.acc_seg: 60.4467, loss: 0.5444
2022-01-31 18:29:08,742 - mmseg - INFO - Iter [102700/160000]	lr: 1.324e-07, eta: 9:26:40, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2546, decode.acc_seg: 72.5544, aux.loss_seg: 0.2559, aux.acc_seg: 62.0569, loss: 0.5105
2022-01-31 18:29:37,669 - mmseg - INFO - Iter [102750/160000]	lr: 1.323e-07, eta: 9:26:10, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2358, decode.acc_seg: 72.5647, aux.loss_seg: 0.2418, aux.acc_seg: 62.5135, loss: 0.4776
2022-01-31 18:30:06,615 - mmseg - INFO - Iter [102800/160000]	lr: 1.322e-07, eta: 9:25:40, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2496, decode.acc_seg: 72.5845, aux.loss_seg: 0.2527, aux.acc_seg: 62.0821, loss: 0.5022
2022-01-31 18:30:35,542 - mmseg - INFO - Iter [102850/160000]	lr: 1.321e-07, eta: 9:25:10, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2445, decode.acc_seg: 72.3582, aux.loss_seg: 0.2563, aux.acc_seg: 61.2182, loss: 0.5008
2022-01-31 18:31:04,531 - mmseg - INFO - Iter [102900/160000]	lr: 1.319e-07, eta: 9:24:40, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2526, decode.acc_seg: 72.6588, aux.loss_seg: 0.2592, aux.acc_seg: 61.6165, loss: 0.5118
2022-01-31 18:31:33,798 - mmseg - INFO - Iter [102950/160000]	lr: 1.318e-07, eta: 9:24:10, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2556, decode.acc_seg: 73.6638, aux.loss_seg: 0.2635, aux.acc_seg: 62.5281, loss: 0.5191
2022-01-31 18:32:03,164 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 18:32:03,166 - mmseg - INFO - Iter [103000/160000]	lr: 1.317e-07, eta: 9:23:40, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2591, decode.acc_seg: 73.0261, aux.loss_seg: 0.2828, aux.acc_seg: 60.8229, loss: 0.5420
2022-01-31 18:32:32,334 - mmseg - INFO - Iter [103050/160000]	lr: 1.316e-07, eta: 9:23:10, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2498, decode.acc_seg: 73.9707, aux.loss_seg: 0.2616, aux.acc_seg: 63.0485, loss: 0.5114
2022-01-31 18:33:01,311 - mmseg - INFO - Iter [103100/160000]	lr: 1.315e-07, eta: 9:22:40, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2691, decode.acc_seg: 71.9105, aux.loss_seg: 0.2721, aux.acc_seg: 61.0440, loss: 0.5413
2022-01-31 18:33:30,428 - mmseg - INFO - Iter [103150/160000]	lr: 1.314e-07, eta: 9:22:10, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2433, decode.acc_seg: 73.5980, aux.loss_seg: 0.2671, aux.acc_seg: 61.9749, loss: 0.5104
2022-01-31 18:33:59,315 - mmseg - INFO - Iter [103200/160000]	lr: 1.313e-07, eta: 9:21:40, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2613, decode.acc_seg: 72.3221, aux.loss_seg: 0.2779, aux.acc_seg: 60.5836, loss: 0.5391
2022-01-31 18:34:28,283 - mmseg - INFO - Iter [103250/160000]	lr: 1.311e-07, eta: 9:21:10, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2398, decode.acc_seg: 72.6630, aux.loss_seg: 0.2493, aux.acc_seg: 62.0390, loss: 0.4890
2022-01-31 18:34:57,088 - mmseg - INFO - Iter [103300/160000]	lr: 1.310e-07, eta: 9:20:40, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2668, decode.acc_seg: 72.7170, aux.loss_seg: 0.2675, aux.acc_seg: 61.7802, loss: 0.5343
2022-01-31 18:35:26,228 - mmseg - INFO - Iter [103350/160000]	lr: 1.309e-07, eta: 9:20:10, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2503, decode.acc_seg: 73.2290, aux.loss_seg: 0.2543, aux.acc_seg: 62.8417, loss: 0.5045
2022-01-31 18:35:55,296 - mmseg - INFO - Iter [103400/160000]	lr: 1.308e-07, eta: 9:19:40, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2352, decode.acc_seg: 72.9204, aux.loss_seg: 0.2500, aux.acc_seg: 62.3055, loss: 0.4853
2022-01-31 18:36:24,406 - mmseg - INFO - Iter [103450/160000]	lr: 1.307e-07, eta: 9:19:10, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2407, decode.acc_seg: 72.7222, aux.loss_seg: 0.2508, aux.acc_seg: 61.9418, loss: 0.4915
2022-01-31 18:36:53,757 - mmseg - INFO - Iter [103500/160000]	lr: 1.306e-07, eta: 9:18:40, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2523, decode.acc_seg: 73.6494, aux.loss_seg: 0.2681, aux.acc_seg: 62.6302, loss: 0.5204
2022-01-31 18:37:22,937 - mmseg - INFO - Iter [103550/160000]	lr: 1.304e-07, eta: 9:18:10, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2767, decode.acc_seg: 72.7415, aux.loss_seg: 0.2750, aux.acc_seg: 61.4482, loss: 0.5517
2022-01-31 18:38:03,946 - mmseg - INFO - Iter [103600/160000]	lr: 1.303e-07, eta: 9:17:47, time: 0.820, data_time: 0.248, memory: 21005, decode.loss_seg: 0.2501, decode.acc_seg: 73.3038, aux.loss_seg: 0.2610, aux.acc_seg: 62.4015, loss: 0.5111
2022-01-31 18:38:32,689 - mmseg - INFO - Iter [103650/160000]	lr: 1.302e-07, eta: 9:17:16, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2416, decode.acc_seg: 72.5834, aux.loss_seg: 0.2612, aux.acc_seg: 61.1282, loss: 0.5028
2022-01-31 18:39:01,462 - mmseg - INFO - Iter [103700/160000]	lr: 1.301e-07, eta: 9:16:46, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2431, decode.acc_seg: 72.1077, aux.loss_seg: 0.2449, aux.acc_seg: 62.1838, loss: 0.4880
2022-01-31 18:39:30,327 - mmseg - INFO - Iter [103750/160000]	lr: 1.300e-07, eta: 9:16:16, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2370, decode.acc_seg: 71.8164, aux.loss_seg: 0.2622, aux.acc_seg: 60.7692, loss: 0.4993
2022-01-31 18:39:59,436 - mmseg - INFO - Iter [103800/160000]	lr: 1.299e-07, eta: 9:15:46, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2594, decode.acc_seg: 72.2381, aux.loss_seg: 0.2564, aux.acc_seg: 62.1022, loss: 0.5158
2022-01-31 18:40:28,447 - mmseg - INFO - Iter [103850/160000]	lr: 1.298e-07, eta: 9:15:16, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2481, decode.acc_seg: 71.9207, aux.loss_seg: 0.2559, aux.acc_seg: 61.1064, loss: 0.5040
2022-01-31 18:40:57,428 - mmseg - INFO - Iter [103900/160000]	lr: 1.296e-07, eta: 9:14:46, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2475, decode.acc_seg: 70.9766, aux.loss_seg: 0.2626, aux.acc_seg: 59.8101, loss: 0.5102
2022-01-31 18:41:26,326 - mmseg - INFO - Iter [103950/160000]	lr: 1.295e-07, eta: 9:14:16, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2458, decode.acc_seg: 71.3984, aux.loss_seg: 0.2594, aux.acc_seg: 60.4467, loss: 0.5051
2022-01-31 18:41:55,365 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 18:41:55,367 - mmseg - INFO - Iter [104000/160000]	lr: 1.294e-07, eta: 9:13:46, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2523, decode.acc_seg: 72.9909, aux.loss_seg: 0.2583, aux.acc_seg: 62.3420, loss: 0.5107
2022-01-31 18:42:24,437 - mmseg - INFO - Iter [104050/160000]	lr: 1.293e-07, eta: 9:13:16, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2668, decode.acc_seg: 73.6098, aux.loss_seg: 0.2638, aux.acc_seg: 62.7826, loss: 0.5307
2022-01-31 18:42:53,554 - mmseg - INFO - Iter [104100/160000]	lr: 1.292e-07, eta: 9:12:46, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2613, decode.acc_seg: 70.5384, aux.loss_seg: 0.2638, aux.acc_seg: 59.9655, loss: 0.5251
2022-01-31 18:43:22,521 - mmseg - INFO - Iter [104150/160000]	lr: 1.291e-07, eta: 9:12:16, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2522, decode.acc_seg: 72.1842, aux.loss_seg: 0.2616, aux.acc_seg: 61.7375, loss: 0.5139
2022-01-31 18:43:51,471 - mmseg - INFO - Iter [104200/160000]	lr: 1.289e-07, eta: 9:11:46, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2473, decode.acc_seg: 72.3316, aux.loss_seg: 0.2635, aux.acc_seg: 61.0196, loss: 0.5107
2022-01-31 18:44:20,612 - mmseg - INFO - Iter [104250/160000]	lr: 1.288e-07, eta: 9:11:16, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2424, decode.acc_seg: 72.3218, aux.loss_seg: 0.2559, aux.acc_seg: 61.2144, loss: 0.4983
2022-01-31 18:44:49,761 - mmseg - INFO - Iter [104300/160000]	lr: 1.287e-07, eta: 9:10:46, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2644, decode.acc_seg: 72.5158, aux.loss_seg: 0.2612, aux.acc_seg: 62.0599, loss: 0.5256
2022-01-31 18:45:19,085 - mmseg - INFO - Iter [104350/160000]	lr: 1.286e-07, eta: 9:10:16, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2474, decode.acc_seg: 74.1705, aux.loss_seg: 0.2483, aux.acc_seg: 63.5995, loss: 0.4957
2022-01-31 18:45:48,156 - mmseg - INFO - Iter [104400/160000]	lr: 1.285e-07, eta: 9:09:46, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2591, decode.acc_seg: 73.1476, aux.loss_seg: 0.2627, aux.acc_seg: 62.1203, loss: 0.5218
2022-01-31 18:46:17,022 - mmseg - INFO - Iter [104450/160000]	lr: 1.284e-07, eta: 9:09:16, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2416, decode.acc_seg: 72.6376, aux.loss_seg: 0.2584, aux.acc_seg: 61.8575, loss: 0.5000
2022-01-31 18:46:46,029 - mmseg - INFO - Iter [104500/160000]	lr: 1.282e-07, eta: 9:08:46, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2634, decode.acc_seg: 72.2540, aux.loss_seg: 0.2594, aux.acc_seg: 61.6561, loss: 0.5228
2022-01-31 18:47:15,007 - mmseg - INFO - Iter [104550/160000]	lr: 1.281e-07, eta: 9:08:16, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2465, decode.acc_seg: 73.9127, aux.loss_seg: 0.2534, aux.acc_seg: 63.4378, loss: 0.4999
2022-01-31 18:47:44,327 - mmseg - INFO - Iter [104600/160000]	lr: 1.280e-07, eta: 9:07:46, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2417, decode.acc_seg: 74.6115, aux.loss_seg: 0.2645, aux.acc_seg: 63.1842, loss: 0.5062
2022-01-31 18:48:13,756 - mmseg - INFO - Iter [104650/160000]	lr: 1.279e-07, eta: 9:07:16, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2696, decode.acc_seg: 72.0893, aux.loss_seg: 0.2643, aux.acc_seg: 61.1413, loss: 0.5339
2022-01-31 18:48:42,736 - mmseg - INFO - Iter [104700/160000]	lr: 1.278e-07, eta: 9:06:46, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2584, decode.acc_seg: 72.6252, aux.loss_seg: 0.2606, aux.acc_seg: 62.4454, loss: 0.5190
2022-01-31 18:49:11,665 - mmseg - INFO - Iter [104750/160000]	lr: 1.277e-07, eta: 9:06:16, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2600, decode.acc_seg: 72.2756, aux.loss_seg: 0.2647, aux.acc_seg: 61.3569, loss: 0.5247
2022-01-31 18:49:40,666 - mmseg - INFO - Iter [104800/160000]	lr: 1.276e-07, eta: 9:05:46, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2593, decode.acc_seg: 71.8103, aux.loss_seg: 0.2642, aux.acc_seg: 60.5641, loss: 0.5234
2022-01-31 18:50:22,467 - mmseg - INFO - Iter [104850/160000]	lr: 1.274e-07, eta: 9:05:23, time: 0.835, data_time: 0.259, memory: 21005, decode.loss_seg: 0.2410, decode.acc_seg: 73.1677, aux.loss_seg: 0.2521, aux.acc_seg: 62.6019, loss: 0.4931
2022-01-31 18:50:51,390 - mmseg - INFO - Iter [104900/160000]	lr: 1.273e-07, eta: 9:04:53, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2559, decode.acc_seg: 72.1654, aux.loss_seg: 0.2618, aux.acc_seg: 61.7510, loss: 0.5178
2022-01-31 18:51:20,252 - mmseg - INFO - Iter [104950/160000]	lr: 1.272e-07, eta: 9:04:23, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2366, decode.acc_seg: 72.4205, aux.loss_seg: 0.2381, aux.acc_seg: 62.7375, loss: 0.4748
2022-01-31 18:51:49,465 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 18:51:49,467 - mmseg - INFO - Iter [105000/160000]	lr: 1.271e-07, eta: 9:03:53, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2463, decode.acc_seg: 72.3818, aux.loss_seg: 0.2491, aux.acc_seg: 61.8700, loss: 0.4954
2022-01-31 18:52:18,307 - mmseg - INFO - Iter [105050/160000]	lr: 1.270e-07, eta: 9:03:23, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2525, decode.acc_seg: 72.9997, aux.loss_seg: 0.2620, aux.acc_seg: 62.3298, loss: 0.5145
2022-01-31 18:52:47,384 - mmseg - INFO - Iter [105100/160000]	lr: 1.269e-07, eta: 9:02:53, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2606, decode.acc_seg: 72.5310, aux.loss_seg: 0.2680, aux.acc_seg: 61.0563, loss: 0.5287
2022-01-31 18:53:16,405 - mmseg - INFO - Iter [105150/160000]	lr: 1.267e-07, eta: 9:02:23, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2509, decode.acc_seg: 73.9320, aux.loss_seg: 0.2538, aux.acc_seg: 63.2584, loss: 0.5047
2022-01-31 18:53:45,205 - mmseg - INFO - Iter [105200/160000]	lr: 1.266e-07, eta: 9:01:53, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2471, decode.acc_seg: 72.6405, aux.loss_seg: 0.2688, aux.acc_seg: 61.6578, loss: 0.5159
2022-01-31 18:54:14,172 - mmseg - INFO - Iter [105250/160000]	lr: 1.265e-07, eta: 9:01:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2440, decode.acc_seg: 72.5002, aux.loss_seg: 0.2594, aux.acc_seg: 61.4622, loss: 0.5034
2022-01-31 18:54:43,263 - mmseg - INFO - Iter [105300/160000]	lr: 1.264e-07, eta: 9:00:53, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2426, decode.acc_seg: 72.1588, aux.loss_seg: 0.2530, aux.acc_seg: 61.6255, loss: 0.4956
2022-01-31 18:55:12,217 - mmseg - INFO - Iter [105350/160000]	lr: 1.263e-07, eta: 9:00:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2421, decode.acc_seg: 71.6426, aux.loss_seg: 0.2481, aux.acc_seg: 61.2466, loss: 0.4902
2022-01-31 18:55:41,117 - mmseg - INFO - Iter [105400/160000]	lr: 1.262e-07, eta: 8:59:53, time: 0.577, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2446, decode.acc_seg: 72.3728, aux.loss_seg: 0.2647, aux.acc_seg: 61.3538, loss: 0.5093
2022-01-31 18:56:10,176 - mmseg - INFO - Iter [105450/160000]	lr: 1.261e-07, eta: 8:59:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2345, decode.acc_seg: 73.6387, aux.loss_seg: 0.2531, aux.acc_seg: 62.2899, loss: 0.4876
2022-01-31 18:56:39,163 - mmseg - INFO - Iter [105500/160000]	lr: 1.259e-07, eta: 8:58:53, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2501, decode.acc_seg: 73.7827, aux.loss_seg: 0.2585, aux.acc_seg: 62.8395, loss: 0.5086
2022-01-31 18:57:08,142 - mmseg - INFO - Iter [105550/160000]	lr: 1.258e-07, eta: 8:58:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2470, decode.acc_seg: 71.6621, aux.loss_seg: 0.2488, aux.acc_seg: 61.1236, loss: 0.4958
2022-01-31 18:57:37,122 - mmseg - INFO - Iter [105600/160000]	lr: 1.257e-07, eta: 8:57:53, time: 0.579, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2642, decode.acc_seg: 73.0641, aux.loss_seg: 0.2634, aux.acc_seg: 62.3249, loss: 0.5276
2022-01-31 18:58:06,079 - mmseg - INFO - Iter [105650/160000]	lr: 1.256e-07, eta: 8:57:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2475, decode.acc_seg: 72.0260, aux.loss_seg: 0.2515, aux.acc_seg: 61.5295, loss: 0.4989
2022-01-31 18:58:35,089 - mmseg - INFO - Iter [105700/160000]	lr: 1.255e-07, eta: 8:56:53, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2396, decode.acc_seg: 72.9096, aux.loss_seg: 0.2485, aux.acc_seg: 62.0070, loss: 0.4881
2022-01-31 18:59:04,224 - mmseg - INFO - Iter [105750/160000]	lr: 1.254e-07, eta: 8:56:23, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2387, decode.acc_seg: 71.5361, aux.loss_seg: 0.2434, aux.acc_seg: 61.5904, loss: 0.4821
2022-01-31 18:59:33,537 - mmseg - INFO - Iter [105800/160000]	lr: 1.252e-07, eta: 8:55:53, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2606, decode.acc_seg: 73.2685, aux.loss_seg: 0.2649, aux.acc_seg: 62.2576, loss: 0.5255
2022-01-31 19:00:02,542 - mmseg - INFO - Iter [105850/160000]	lr: 1.251e-07, eta: 8:55:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2589, decode.acc_seg: 73.2326, aux.loss_seg: 0.2672, aux.acc_seg: 62.1381, loss: 0.5261
2022-01-31 19:00:31,522 - mmseg - INFO - Iter [105900/160000]	lr: 1.250e-07, eta: 8:54:53, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2541, decode.acc_seg: 71.3303, aux.loss_seg: 0.2674, aux.acc_seg: 59.7063, loss: 0.5215
2022-01-31 19:01:00,575 - mmseg - INFO - Iter [105950/160000]	lr: 1.249e-07, eta: 8:54:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2572, decode.acc_seg: 72.0558, aux.loss_seg: 0.2641, aux.acc_seg: 61.4984, loss: 0.5214
2022-01-31 19:01:29,580 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 19:01:29,581 - mmseg - INFO - Iter [106000/160000]	lr: 1.248e-07, eta: 8:53:53, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2715, decode.acc_seg: 71.5154, aux.loss_seg: 0.2628, aux.acc_seg: 61.1539, loss: 0.5342
2022-01-31 19:01:58,639 - mmseg - INFO - Iter [106050/160000]	lr: 1.247e-07, eta: 8:53:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2437, decode.acc_seg: 72.3552, aux.loss_seg: 0.2507, aux.acc_seg: 62.0268, loss: 0.4944
2022-01-31 19:02:40,472 - mmseg - INFO - Iter [106100/160000]	lr: 1.246e-07, eta: 8:53:00, time: 0.836, data_time: 0.237, memory: 21005, decode.loss_seg: 0.2428, decode.acc_seg: 73.7296, aux.loss_seg: 0.2447, aux.acc_seg: 63.5801, loss: 0.4876
2022-01-31 19:03:09,308 - mmseg - INFO - Iter [106150/160000]	lr: 1.244e-07, eta: 8:52:29, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2399, decode.acc_seg: 71.1050, aux.loss_seg: 0.2476, aux.acc_seg: 60.7329, loss: 0.4875
2022-01-31 19:03:38,300 - mmseg - INFO - Iter [106200/160000]	lr: 1.243e-07, eta: 8:51:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2384, decode.acc_seg: 70.5468, aux.loss_seg: 0.2535, aux.acc_seg: 59.7103, loss: 0.4919
2022-01-31 19:04:07,204 - mmseg - INFO - Iter [106250/160000]	lr: 1.242e-07, eta: 8:51:29, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2167, decode.acc_seg: 73.8509, aux.loss_seg: 0.2363, aux.acc_seg: 63.6926, loss: 0.4529
2022-01-31 19:04:36,301 - mmseg - INFO - Iter [106300/160000]	lr: 1.241e-07, eta: 8:50:59, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2548, decode.acc_seg: 73.9131, aux.loss_seg: 0.2755, aux.acc_seg: 61.9265, loss: 0.5302
2022-01-31 19:05:05,344 - mmseg - INFO - Iter [106350/160000]	lr: 1.240e-07, eta: 8:50:29, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2484, decode.acc_seg: 73.2676, aux.loss_seg: 0.2648, aux.acc_seg: 61.8471, loss: 0.5132
2022-01-31 19:05:34,363 - mmseg - INFO - Iter [106400/160000]	lr: 1.239e-07, eta: 8:49:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2516, decode.acc_seg: 71.5955, aux.loss_seg: 0.2717, aux.acc_seg: 60.0474, loss: 0.5233
2022-01-31 19:06:03,315 - mmseg - INFO - Iter [106450/160000]	lr: 1.237e-07, eta: 8:49:29, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2411, decode.acc_seg: 73.0777, aux.loss_seg: 0.2552, aux.acc_seg: 62.5161, loss: 0.4962
2022-01-31 19:06:32,314 - mmseg - INFO - Iter [106500/160000]	lr: 1.236e-07, eta: 8:48:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2431, decode.acc_seg: 72.3256, aux.loss_seg: 0.2531, aux.acc_seg: 61.6253, loss: 0.4962
2022-01-31 19:07:01,210 - mmseg - INFO - Iter [106550/160000]	lr: 1.235e-07, eta: 8:48:29, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2608, decode.acc_seg: 72.2948, aux.loss_seg: 0.2578, aux.acc_seg: 61.8848, loss: 0.5186
2022-01-31 19:07:30,197 - mmseg - INFO - Iter [106600/160000]	lr: 1.234e-07, eta: 8:47:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2364, decode.acc_seg: 73.4226, aux.loss_seg: 0.2604, aux.acc_seg: 61.9481, loss: 0.4967
2022-01-31 19:07:59,300 - mmseg - INFO - Iter [106650/160000]	lr: 1.233e-07, eta: 8:47:29, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2401, decode.acc_seg: 72.6139, aux.loss_seg: 0.2611, aux.acc_seg: 61.3729, loss: 0.5012
2022-01-31 19:08:28,372 - mmseg - INFO - Iter [106700/160000]	lr: 1.232e-07, eta: 8:47:00, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2574, decode.acc_seg: 73.9764, aux.loss_seg: 0.2604, aux.acc_seg: 63.6030, loss: 0.5178
2022-01-31 19:08:57,344 - mmseg - INFO - Iter [106750/160000]	lr: 1.230e-07, eta: 8:46:29, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2533, decode.acc_seg: 73.2211, aux.loss_seg: 0.2658, aux.acc_seg: 62.2304, loss: 0.5191
2022-01-31 19:09:26,554 - mmseg - INFO - Iter [106800/160000]	lr: 1.229e-07, eta: 8:46:00, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2577, decode.acc_seg: 72.8731, aux.loss_seg: 0.2539, aux.acc_seg: 62.5734, loss: 0.5116
2022-01-31 19:09:55,688 - mmseg - INFO - Iter [106850/160000]	lr: 1.228e-07, eta: 8:45:30, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2541, decode.acc_seg: 71.4321, aux.loss_seg: 0.2655, aux.acc_seg: 60.0505, loss: 0.5196
2022-01-31 19:10:25,039 - mmseg - INFO - Iter [106900/160000]	lr: 1.227e-07, eta: 8:45:00, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2476, decode.acc_seg: 73.3620, aux.loss_seg: 0.2492, aux.acc_seg: 62.9671, loss: 0.4968
2022-01-31 19:10:54,024 - mmseg - INFO - Iter [106950/160000]	lr: 1.226e-07, eta: 8:44:30, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2606, decode.acc_seg: 73.3088, aux.loss_seg: 0.2669, aux.acc_seg: 62.2697, loss: 0.5274
2022-01-31 19:11:23,059 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 19:11:23,061 - mmseg - INFO - Iter [107000/160000]	lr: 1.225e-07, eta: 8:44:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2498, decode.acc_seg: 73.4832, aux.loss_seg: 0.2511, aux.acc_seg: 63.1795, loss: 0.5010
2022-01-31 19:11:52,113 - mmseg - INFO - Iter [107050/160000]	lr: 1.224e-07, eta: 8:43:30, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2398, decode.acc_seg: 73.6993, aux.loss_seg: 0.2607, aux.acc_seg: 62.0744, loss: 0.5005
2022-01-31 19:12:21,014 - mmseg - INFO - Iter [107100/160000]	lr: 1.222e-07, eta: 8:43:00, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2526, decode.acc_seg: 73.5207, aux.loss_seg: 0.2592, aux.acc_seg: 62.7762, loss: 0.5118
2022-01-31 19:12:49,872 - mmseg - INFO - Iter [107150/160000]	lr: 1.221e-07, eta: 8:42:30, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2550, decode.acc_seg: 73.7375, aux.loss_seg: 0.2665, aux.acc_seg: 62.4476, loss: 0.5215
2022-01-31 19:13:18,853 - mmseg - INFO - Iter [107200/160000]	lr: 1.220e-07, eta: 8:42:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2707, decode.acc_seg: 71.9992, aux.loss_seg: 0.2716, aux.acc_seg: 60.8813, loss: 0.5423
2022-01-31 19:13:47,735 - mmseg - INFO - Iter [107250/160000]	lr: 1.219e-07, eta: 8:41:30, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2426, decode.acc_seg: 71.8476, aux.loss_seg: 0.2580, aux.acc_seg: 60.5681, loss: 0.5006
2022-01-31 19:14:16,762 - mmseg - INFO - Iter [107300/160000]	lr: 1.218e-07, eta: 8:41:00, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2409, decode.acc_seg: 71.7958, aux.loss_seg: 0.2547, aux.acc_seg: 61.1806, loss: 0.4956
2022-01-31 19:14:45,690 - mmseg - INFO - Iter [107350/160000]	lr: 1.217e-07, eta: 8:40:30, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2352, decode.acc_seg: 71.7096, aux.loss_seg: 0.2499, aux.acc_seg: 61.0609, loss: 0.4850
2022-01-31 19:15:26,347 - mmseg - INFO - Iter [107400/160000]	lr: 1.215e-07, eta: 8:40:06, time: 0.814, data_time: 0.247, memory: 21005, decode.loss_seg: 0.2558, decode.acc_seg: 71.9302, aux.loss_seg: 0.2590, aux.acc_seg: 61.1194, loss: 0.5148
2022-01-31 19:15:55,169 - mmseg - INFO - Iter [107450/160000]	lr: 1.214e-07, eta: 8:39:35, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2446, decode.acc_seg: 71.7363, aux.loss_seg: 0.2567, aux.acc_seg: 61.0506, loss: 0.5013
2022-01-31 19:16:23,890 - mmseg - INFO - Iter [107500/160000]	lr: 1.213e-07, eta: 8:39:05, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2346, decode.acc_seg: 73.4490, aux.loss_seg: 0.2422, aux.acc_seg: 63.3412, loss: 0.4768
2022-01-31 19:16:52,925 - mmseg - INFO - Iter [107550/160000]	lr: 1.212e-07, eta: 8:38:35, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2551, decode.acc_seg: 72.6327, aux.loss_seg: 0.2497, aux.acc_seg: 62.4768, loss: 0.5048
2022-01-31 19:17:21,869 - mmseg - INFO - Iter [107600/160000]	lr: 1.211e-07, eta: 8:38:05, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2461, decode.acc_seg: 73.7768, aux.loss_seg: 0.2569, aux.acc_seg: 62.6012, loss: 0.5030
2022-01-31 19:17:51,052 - mmseg - INFO - Iter [107650/160000]	lr: 1.210e-07, eta: 8:37:35, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2618, decode.acc_seg: 72.1895, aux.loss_seg: 0.2659, aux.acc_seg: 61.2672, loss: 0.5276
2022-01-31 19:18:19,943 - mmseg - INFO - Iter [107700/160000]	lr: 1.209e-07, eta: 8:37:05, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2438, decode.acc_seg: 72.5294, aux.loss_seg: 0.2676, aux.acc_seg: 61.0875, loss: 0.5114
2022-01-31 19:18:49,078 - mmseg - INFO - Iter [107750/160000]	lr: 1.207e-07, eta: 8:36:36, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2478, decode.acc_seg: 71.9290, aux.loss_seg: 0.2603, aux.acc_seg: 60.8880, loss: 0.5080
2022-01-31 19:19:18,150 - mmseg - INFO - Iter [107800/160000]	lr: 1.206e-07, eta: 8:36:06, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2396, decode.acc_seg: 73.3301, aux.loss_seg: 0.2605, aux.acc_seg: 61.8329, loss: 0.5001
2022-01-31 19:19:47,053 - mmseg - INFO - Iter [107850/160000]	lr: 1.205e-07, eta: 8:35:36, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2279, decode.acc_seg: 72.5219, aux.loss_seg: 0.2452, aux.acc_seg: 61.7974, loss: 0.4732
2022-01-31 19:20:16,262 - mmseg - INFO - Iter [107900/160000]	lr: 1.204e-07, eta: 8:35:06, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2431, decode.acc_seg: 72.8404, aux.loss_seg: 0.2595, aux.acc_seg: 61.8990, loss: 0.5026
2022-01-31 19:20:45,433 - mmseg - INFO - Iter [107950/160000]	lr: 1.203e-07, eta: 8:34:36, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2315, decode.acc_seg: 72.2819, aux.loss_seg: 0.2460, aux.acc_seg: 61.8603, loss: 0.4775
2022-01-31 19:21:14,748 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 19:21:14,751 - mmseg - INFO - Iter [108000/160000]	lr: 1.202e-07, eta: 8:34:06, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2473, decode.acc_seg: 73.1428, aux.loss_seg: 0.2582, aux.acc_seg: 62.4053, loss: 0.5054
2022-01-31 19:21:43,849 - mmseg - INFO - Iter [108050/160000]	lr: 1.200e-07, eta: 8:33:36, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2466, decode.acc_seg: 73.3380, aux.loss_seg: 0.2655, aux.acc_seg: 62.2892, loss: 0.5121
2022-01-31 19:22:12,921 - mmseg - INFO - Iter [108100/160000]	lr: 1.199e-07, eta: 8:33:06, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2335, decode.acc_seg: 72.3402, aux.loss_seg: 0.2495, aux.acc_seg: 61.9196, loss: 0.4831
2022-01-31 19:22:41,779 - mmseg - INFO - Iter [108150/160000]	lr: 1.198e-07, eta: 8:32:36, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2361, decode.acc_seg: 73.6249, aux.loss_seg: 0.2607, aux.acc_seg: 61.9748, loss: 0.4968
2022-01-31 19:23:10,856 - mmseg - INFO - Iter [108200/160000]	lr: 1.197e-07, eta: 8:32:06, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2522, decode.acc_seg: 72.4968, aux.loss_seg: 0.2604, aux.acc_seg: 61.4254, loss: 0.5126
2022-01-31 19:23:39,977 - mmseg - INFO - Iter [108250/160000]	lr: 1.196e-07, eta: 8:31:36, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2392, decode.acc_seg: 74.1729, aux.loss_seg: 0.2541, aux.acc_seg: 63.7004, loss: 0.4933
2022-01-31 19:24:09,030 - mmseg - INFO - Iter [108300/160000]	lr: 1.195e-07, eta: 8:31:06, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2463, decode.acc_seg: 73.3668, aux.loss_seg: 0.2638, aux.acc_seg: 62.0094, loss: 0.5101
2022-01-31 19:24:37,921 - mmseg - INFO - Iter [108350/160000]	lr: 1.194e-07, eta: 8:30:36, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2577, decode.acc_seg: 74.3691, aux.loss_seg: 0.2666, aux.acc_seg: 63.0188, loss: 0.5243
2022-01-31 19:25:06,834 - mmseg - INFO - Iter [108400/160000]	lr: 1.192e-07, eta: 8:30:06, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2469, decode.acc_seg: 73.1435, aux.loss_seg: 0.2591, aux.acc_seg: 62.0932, loss: 0.5060
2022-01-31 19:25:35,814 - mmseg - INFO - Iter [108450/160000]	lr: 1.191e-07, eta: 8:29:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2614, decode.acc_seg: 71.9271, aux.loss_seg: 0.2734, aux.acc_seg: 60.8005, loss: 0.5348
2022-01-31 19:26:04,767 - mmseg - INFO - Iter [108500/160000]	lr: 1.190e-07, eta: 8:29:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2576, decode.acc_seg: 73.0244, aux.loss_seg: 0.2659, aux.acc_seg: 61.7555, loss: 0.5234
2022-01-31 19:26:33,744 - mmseg - INFO - Iter [108550/160000]	lr: 1.189e-07, eta: 8:28:36, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2337, decode.acc_seg: 72.4187, aux.loss_seg: 0.2587, aux.acc_seg: 61.2619, loss: 0.4924
2022-01-31 19:27:02,537 - mmseg - INFO - Iter [108600/160000]	lr: 1.188e-07, eta: 8:28:06, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2430, decode.acc_seg: 72.4927, aux.loss_seg: 0.2574, aux.acc_seg: 61.6528, loss: 0.5004
2022-01-31 19:27:44,304 - mmseg - INFO - Iter [108650/160000]	lr: 1.187e-07, eta: 8:27:42, time: 0.836, data_time: 0.268, memory: 21005, decode.loss_seg: 0.2502, decode.acc_seg: 73.1301, aux.loss_seg: 0.2533, aux.acc_seg: 62.7916, loss: 0.5035
2022-01-31 19:28:13,165 - mmseg - INFO - Iter [108700/160000]	lr: 1.185e-07, eta: 8:27:12, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2440, decode.acc_seg: 71.7302, aux.loss_seg: 0.2537, aux.acc_seg: 60.8874, loss: 0.4977
2022-01-31 19:28:42,265 - mmseg - INFO - Iter [108750/160000]	lr: 1.184e-07, eta: 8:26:42, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2265, decode.acc_seg: 72.8989, aux.loss_seg: 0.2423, aux.acc_seg: 62.3106, loss: 0.4688
2022-01-31 19:29:11,210 - mmseg - INFO - Iter [108800/160000]	lr: 1.183e-07, eta: 8:26:12, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2369, decode.acc_seg: 73.6746, aux.loss_seg: 0.2552, aux.acc_seg: 62.8090, loss: 0.4921
2022-01-31 19:29:40,235 - mmseg - INFO - Iter [108850/160000]	lr: 1.182e-07, eta: 8:25:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2376, decode.acc_seg: 73.3638, aux.loss_seg: 0.2612, aux.acc_seg: 62.1077, loss: 0.4988
2022-01-31 19:30:09,288 - mmseg - INFO - Iter [108900/160000]	lr: 1.181e-07, eta: 8:25:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2418, decode.acc_seg: 72.1777, aux.loss_seg: 0.2551, aux.acc_seg: 61.3572, loss: 0.4969
2022-01-31 19:30:38,269 - mmseg - INFO - Iter [108950/160000]	lr: 1.180e-07, eta: 8:24:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2510, decode.acc_seg: 72.1143, aux.loss_seg: 0.2611, aux.acc_seg: 61.4517, loss: 0.5121
2022-01-31 19:31:07,154 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 19:31:07,156 - mmseg - INFO - Iter [109000/160000]	lr: 1.179e-07, eta: 8:24:12, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2485, decode.acc_seg: 73.8172, aux.loss_seg: 0.2512, aux.acc_seg: 63.2569, loss: 0.4997
2022-01-31 19:31:36,260 - mmseg - INFO - Iter [109050/160000]	lr: 1.177e-07, eta: 8:23:42, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2462, decode.acc_seg: 72.8128, aux.loss_seg: 0.2546, aux.acc_seg: 62.2765, loss: 0.5008
2022-01-31 19:32:05,538 - mmseg - INFO - Iter [109100/160000]	lr: 1.176e-07, eta: 8:23:13, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2506, decode.acc_seg: 72.9934, aux.loss_seg: 0.2591, aux.acc_seg: 62.3837, loss: 0.5097
2022-01-31 19:32:34,596 - mmseg - INFO - Iter [109150/160000]	lr: 1.175e-07, eta: 8:22:43, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2382, decode.acc_seg: 72.8909, aux.loss_seg: 0.2469, aux.acc_seg: 62.3714, loss: 0.4851
2022-01-31 19:33:03,804 - mmseg - INFO - Iter [109200/160000]	lr: 1.174e-07, eta: 8:22:13, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2508, decode.acc_seg: 72.2944, aux.loss_seg: 0.2575, aux.acc_seg: 61.7451, loss: 0.5083
2022-01-31 19:33:32,645 - mmseg - INFO - Iter [109250/160000]	lr: 1.173e-07, eta: 8:21:43, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2416, decode.acc_seg: 73.0776, aux.loss_seg: 0.2597, aux.acc_seg: 61.6904, loss: 0.5013
2022-01-31 19:34:01,896 - mmseg - INFO - Iter [109300/160000]	lr: 1.172e-07, eta: 8:21:13, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2192, decode.acc_seg: 72.9360, aux.loss_seg: 0.2343, aux.acc_seg: 62.6724, loss: 0.4535
2022-01-31 19:34:30,812 - mmseg - INFO - Iter [109350/160000]	lr: 1.170e-07, eta: 8:20:43, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2388, decode.acc_seg: 73.1705, aux.loss_seg: 0.2419, aux.acc_seg: 63.0576, loss: 0.4806
2022-01-31 19:34:59,784 - mmseg - INFO - Iter [109400/160000]	lr: 1.169e-07, eta: 8:20:13, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2436, decode.acc_seg: 71.0569, aux.loss_seg: 0.2595, aux.acc_seg: 59.9972, loss: 0.5031
2022-01-31 19:35:28,836 - mmseg - INFO - Iter [109450/160000]	lr: 1.168e-07, eta: 8:19:43, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2557, decode.acc_seg: 73.9370, aux.loss_seg: 0.2640, aux.acc_seg: 62.4956, loss: 0.5197
2022-01-31 19:35:57,731 - mmseg - INFO - Iter [109500/160000]	lr: 1.167e-07, eta: 8:19:13, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2410, decode.acc_seg: 73.4410, aux.loss_seg: 0.2562, aux.acc_seg: 62.3440, loss: 0.4972
2022-01-31 19:36:26,712 - mmseg - INFO - Iter [109550/160000]	lr: 1.166e-07, eta: 8:18:43, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2465, decode.acc_seg: 74.1406, aux.loss_seg: 0.2568, aux.acc_seg: 63.4560, loss: 0.5033
2022-01-31 19:36:55,657 - mmseg - INFO - Iter [109600/160000]	lr: 1.165e-07, eta: 8:18:13, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2453, decode.acc_seg: 72.7334, aux.loss_seg: 0.2649, aux.acc_seg: 61.3215, loss: 0.5102
2022-01-31 19:37:24,885 - mmseg - INFO - Iter [109650/160000]	lr: 1.163e-07, eta: 8:17:43, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2386, decode.acc_seg: 72.6108, aux.loss_seg: 0.2729, aux.acc_seg: 60.4386, loss: 0.5116
2022-01-31 19:37:53,902 - mmseg - INFO - Iter [109700/160000]	lr: 1.162e-07, eta: 8:17:13, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2395, decode.acc_seg: 72.4327, aux.loss_seg: 0.2638, aux.acc_seg: 60.6513, loss: 0.5033
2022-01-31 19:38:22,894 - mmseg - INFO - Iter [109750/160000]	lr: 1.161e-07, eta: 8:16:43, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2347, decode.acc_seg: 73.3870, aux.loss_seg: 0.2444, aux.acc_seg: 62.7439, loss: 0.4791
2022-01-31 19:38:51,970 - mmseg - INFO - Iter [109800/160000]	lr: 1.160e-07, eta: 8:16:13, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2398, decode.acc_seg: 71.8863, aux.loss_seg: 0.2425, aux.acc_seg: 61.6553, loss: 0.4823
2022-01-31 19:39:20,964 - mmseg - INFO - Iter [109850/160000]	lr: 1.159e-07, eta: 8:15:43, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2378, decode.acc_seg: 74.1106, aux.loss_seg: 0.2540, aux.acc_seg: 62.9737, loss: 0.4918
2022-01-31 19:40:02,057 - mmseg - INFO - Iter [109900/160000]	lr: 1.158e-07, eta: 8:15:19, time: 0.822, data_time: 0.233, memory: 21005, decode.loss_seg: 0.2571, decode.acc_seg: 72.1062, aux.loss_seg: 0.2744, aux.acc_seg: 60.4736, loss: 0.5314
2022-01-31 19:40:30,888 - mmseg - INFO - Iter [109950/160000]	lr: 1.157e-07, eta: 8:14:49, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2391, decode.acc_seg: 71.8555, aux.loss_seg: 0.2476, aux.acc_seg: 61.6311, loss: 0.4867
2022-01-31 19:40:59,886 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 19:40:59,888 - mmseg - INFO - Iter [110000/160000]	lr: 1.155e-07, eta: 8:14:19, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2402, decode.acc_seg: 71.6518, aux.loss_seg: 0.2532, aux.acc_seg: 61.1119, loss: 0.4934
2022-01-31 19:41:28,737 - mmseg - INFO - Iter [110050/160000]	lr: 1.154e-07, eta: 8:13:49, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2459, decode.acc_seg: 72.4713, aux.loss_seg: 0.2595, aux.acc_seg: 61.3679, loss: 0.5054
2022-01-31 19:41:57,872 - mmseg - INFO - Iter [110100/160000]	lr: 1.153e-07, eta: 8:13:19, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2335, decode.acc_seg: 72.4893, aux.loss_seg: 0.2467, aux.acc_seg: 62.0567, loss: 0.4802
2022-01-31 19:42:26,968 - mmseg - INFO - Iter [110150/160000]	lr: 1.152e-07, eta: 8:12:49, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2416, decode.acc_seg: 73.4286, aux.loss_seg: 0.2561, aux.acc_seg: 62.5836, loss: 0.4977
2022-01-31 19:42:55,875 - mmseg - INFO - Iter [110200/160000]	lr: 1.151e-07, eta: 8:12:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2562, decode.acc_seg: 73.0424, aux.loss_seg: 0.2636, aux.acc_seg: 62.3966, loss: 0.5198
2022-01-31 19:43:25,244 - mmseg - INFO - Iter [110250/160000]	lr: 1.150e-07, eta: 8:11:49, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2462, decode.acc_seg: 73.1894, aux.loss_seg: 0.2703, aux.acc_seg: 61.7220, loss: 0.5165
2022-01-31 19:43:54,421 - mmseg - INFO - Iter [110300/160000]	lr: 1.148e-07, eta: 8:11:19, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2362, decode.acc_seg: 72.2670, aux.loss_seg: 0.2448, aux.acc_seg: 61.9826, loss: 0.4810
2022-01-31 19:44:23,391 - mmseg - INFO - Iter [110350/160000]	lr: 1.147e-07, eta: 8:10:49, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2212, decode.acc_seg: 73.2634, aux.loss_seg: 0.2375, aux.acc_seg: 62.9312, loss: 0.4587
2022-01-31 19:44:52,225 - mmseg - INFO - Iter [110400/160000]	lr: 1.146e-07, eta: 8:10:19, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2425, decode.acc_seg: 72.9791, aux.loss_seg: 0.2613, aux.acc_seg: 61.7210, loss: 0.5038
2022-01-31 19:45:21,247 - mmseg - INFO - Iter [110450/160000]	lr: 1.145e-07, eta: 8:09:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2523, decode.acc_seg: 73.1055, aux.loss_seg: 0.2567, aux.acc_seg: 62.3581, loss: 0.5090
2022-01-31 19:45:50,240 - mmseg - INFO - Iter [110500/160000]	lr: 1.144e-07, eta: 8:09:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2503, decode.acc_seg: 73.9948, aux.loss_seg: 0.2654, aux.acc_seg: 62.6944, loss: 0.5157
2022-01-31 19:46:19,245 - mmseg - INFO - Iter [110550/160000]	lr: 1.143e-07, eta: 8:08:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2449, decode.acc_seg: 73.6518, aux.loss_seg: 0.2471, aux.acc_seg: 63.7345, loss: 0.4920
2022-01-31 19:46:48,075 - mmseg - INFO - Iter [110600/160000]	lr: 1.142e-07, eta: 8:08:20, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2386, decode.acc_seg: 71.9694, aux.loss_seg: 0.2617, aux.acc_seg: 60.5304, loss: 0.5004
2022-01-31 19:47:17,028 - mmseg - INFO - Iter [110650/160000]	lr: 1.140e-07, eta: 8:07:50, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2227, decode.acc_seg: 73.6182, aux.loss_seg: 0.2402, aux.acc_seg: 63.1337, loss: 0.4629
2022-01-31 19:47:46,109 - mmseg - INFO - Iter [110700/160000]	lr: 1.139e-07, eta: 8:07:20, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2434, decode.acc_seg: 73.1462, aux.loss_seg: 0.2501, aux.acc_seg: 62.7361, loss: 0.4935
2022-01-31 19:48:15,161 - mmseg - INFO - Iter [110750/160000]	lr: 1.138e-07, eta: 8:06:50, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2459, decode.acc_seg: 72.5012, aux.loss_seg: 0.2771, aux.acc_seg: 60.4378, loss: 0.5230
2022-01-31 19:48:44,240 - mmseg - INFO - Iter [110800/160000]	lr: 1.137e-07, eta: 8:06:20, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2518, decode.acc_seg: 73.0919, aux.loss_seg: 0.2650, aux.acc_seg: 61.9656, loss: 0.5168
2022-01-31 19:49:13,178 - mmseg - INFO - Iter [110850/160000]	lr: 1.136e-07, eta: 8:05:50, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2507, decode.acc_seg: 74.0062, aux.loss_seg: 0.2656, aux.acc_seg: 62.3521, loss: 0.5163
2022-01-31 19:49:42,313 - mmseg - INFO - Iter [110900/160000]	lr: 1.135e-07, eta: 8:05:20, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2456, decode.acc_seg: 73.7435, aux.loss_seg: 0.2516, aux.acc_seg: 63.0870, loss: 0.4972
2022-01-31 19:50:11,405 - mmseg - INFO - Iter [110950/160000]	lr: 1.133e-07, eta: 8:04:50, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2323, decode.acc_seg: 72.5518, aux.loss_seg: 0.2603, aux.acc_seg: 61.4461, loss: 0.4926
2022-01-31 19:50:40,615 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 19:50:40,617 - mmseg - INFO - Iter [111000/160000]	lr: 1.132e-07, eta: 8:04:20, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2316, decode.acc_seg: 72.8981, aux.loss_seg: 0.2457, aux.acc_seg: 62.3937, loss: 0.4773
2022-01-31 19:51:09,834 - mmseg - INFO - Iter [111050/160000]	lr: 1.131e-07, eta: 8:03:50, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2594, decode.acc_seg: 73.6842, aux.loss_seg: 0.2741, aux.acc_seg: 62.0696, loss: 0.5335
2022-01-31 19:51:38,889 - mmseg - INFO - Iter [111100/160000]	lr: 1.130e-07, eta: 8:03:21, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2511, decode.acc_seg: 73.0014, aux.loss_seg: 0.2544, aux.acc_seg: 62.7561, loss: 0.5055
2022-01-31 19:52:20,233 - mmseg - INFO - Iter [111150/160000]	lr: 1.129e-07, eta: 8:02:56, time: 0.827, data_time: 0.251, memory: 21005, decode.loss_seg: 0.2529, decode.acc_seg: 71.8298, aux.loss_seg: 0.2658, aux.acc_seg: 60.8905, loss: 0.5187
2022-01-31 19:52:49,134 - mmseg - INFO - Iter [111200/160000]	lr: 1.128e-07, eta: 8:02:26, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2351, decode.acc_seg: 73.6869, aux.loss_seg: 0.2521, aux.acc_seg: 62.8691, loss: 0.4872
2022-01-31 19:53:18,001 - mmseg - INFO - Iter [111250/160000]	lr: 1.127e-07, eta: 8:01:56, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2405, decode.acc_seg: 72.1412, aux.loss_seg: 0.2557, aux.acc_seg: 61.1410, loss: 0.4962
2022-01-31 19:53:46,663 - mmseg - INFO - Iter [111300/160000]	lr: 1.125e-07, eta: 8:01:26, time: 0.573, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2295, decode.acc_seg: 73.4504, aux.loss_seg: 0.2569, aux.acc_seg: 62.4018, loss: 0.4864
2022-01-31 19:54:15,852 - mmseg - INFO - Iter [111350/160000]	lr: 1.124e-07, eta: 8:00:56, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2381, decode.acc_seg: 74.1492, aux.loss_seg: 0.2589, aux.acc_seg: 62.9296, loss: 0.4970
2022-01-31 19:54:45,148 - mmseg - INFO - Iter [111400/160000]	lr: 1.123e-07, eta: 8:00:26, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2477, decode.acc_seg: 71.9903, aux.loss_seg: 0.2631, aux.acc_seg: 61.1236, loss: 0.5108
2022-01-31 19:55:14,325 - mmseg - INFO - Iter [111450/160000]	lr: 1.122e-07, eta: 7:59:56, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2275, decode.acc_seg: 73.1665, aux.loss_seg: 0.2538, aux.acc_seg: 62.1616, loss: 0.4812
2022-01-31 19:55:43,126 - mmseg - INFO - Iter [111500/160000]	lr: 1.121e-07, eta: 7:59:26, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2456, decode.acc_seg: 72.6486, aux.loss_seg: 0.2621, aux.acc_seg: 61.3996, loss: 0.5077
2022-01-31 19:56:12,143 - mmseg - INFO - Iter [111550/160000]	lr: 1.120e-07, eta: 7:58:56, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2363, decode.acc_seg: 72.5914, aux.loss_seg: 0.2550, aux.acc_seg: 61.5263, loss: 0.4913
2022-01-31 19:56:41,007 - mmseg - INFO - Iter [111600/160000]	lr: 1.118e-07, eta: 7:58:26, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2541, decode.acc_seg: 72.9469, aux.loss_seg: 0.2652, aux.acc_seg: 62.3273, loss: 0.5192
2022-01-31 19:57:10,140 - mmseg - INFO - Iter [111650/160000]	lr: 1.117e-07, eta: 7:57:57, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2379, decode.acc_seg: 72.6723, aux.loss_seg: 0.2456, aux.acc_seg: 62.6372, loss: 0.4835
2022-01-31 19:57:39,108 - mmseg - INFO - Iter [111700/160000]	lr: 1.116e-07, eta: 7:57:27, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2368, decode.acc_seg: 73.4141, aux.loss_seg: 0.2626, aux.acc_seg: 61.9430, loss: 0.4994
2022-01-31 19:58:08,230 - mmseg - INFO - Iter [111750/160000]	lr: 1.115e-07, eta: 7:56:57, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2360, decode.acc_seg: 73.8945, aux.loss_seg: 0.2584, aux.acc_seg: 62.6203, loss: 0.4944
2022-01-31 19:58:37,120 - mmseg - INFO - Iter [111800/160000]	lr: 1.114e-07, eta: 7:56:27, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2468, decode.acc_seg: 72.7125, aux.loss_seg: 0.2674, aux.acc_seg: 61.3646, loss: 0.5142
2022-01-31 19:59:05,999 - mmseg - INFO - Iter [111850/160000]	lr: 1.113e-07, eta: 7:55:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2469, decode.acc_seg: 73.6484, aux.loss_seg: 0.2571, aux.acc_seg: 62.6477, loss: 0.5040
2022-01-31 19:59:35,083 - mmseg - INFO - Iter [111900/160000]	lr: 1.111e-07, eta: 7:55:27, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2429, decode.acc_seg: 73.0376, aux.loss_seg: 0.2502, aux.acc_seg: 62.7061, loss: 0.4931
2022-01-31 20:00:04,155 - mmseg - INFO - Iter [111950/160000]	lr: 1.110e-07, eta: 7:54:57, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2283, decode.acc_seg: 72.7696, aux.loss_seg: 0.2360, aux.acc_seg: 62.9279, loss: 0.4642
2022-01-31 20:00:33,135 - mmseg - INFO - Saving checkpoint at 112000 iterations
2022-01-31 20:02:06,725 - mmseg - INFO - per class results:
2022-01-31 20:02:06,730 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 76.86 | 89.12 |
| building            | 82.31 | 92.26 |
| sky                 | 94.46 | 97.07 |
| floor               | 81.62 | 91.24 |
| tree                | 74.57 | 88.97 |
| ceiling             | 83.27 | 91.34 |
| road                | 82.71 | 92.81 |
| bed                 | 88.38 | 95.66 |
| windowpane          | 62.28 | 77.12 |
| grass               | 67.38 | 83.51 |
| cabinet             | 58.33 | 69.58 |
| sidewalk            | 60.96 | 77.0  |
| person              | 80.2  | 93.27 |
| earth               | 39.97 | 55.25 |
| door                | 45.03 | 56.09 |
| table               | 58.21 | 74.28 |
| mountain            | 55.15 | 69.2  |
| plant               | 50.46 | 59.14 |
| curtain             | 74.4  | 84.35 |
| chair               | 55.52 | 67.67 |
| car                 | 83.82 | 90.61 |
| water               | 52.5  | 69.39 |
| painting            | 70.06 | 87.49 |
| sofa                | 65.75 | 82.86 |
| shelf               | 38.78 | 49.68 |
| house               | 42.95 | 61.26 |
| sea                 | 53.35 | 75.45 |
| mirror              | 67.9  | 76.15 |
| rug                 | 62.49 | 72.53 |
| field               | 33.37 | 47.7  |
| armchair            | 43.38 | 60.28 |
| seat                | 63.33 | 85.85 |
| fence               | 40.66 | 55.1  |
| desk                | 44.95 | 60.9  |
| rock                | 32.77 | 51.49 |
| wardrobe            | 50.37 | 71.74 |
| lamp                | 60.95 | 72.96 |
| bathtub             | 78.53 | 83.85 |
| railing             | 32.91 | 42.76 |
| cushion             | 56.17 | 68.38 |
| base                | 24.69 | 30.65 |
| box                 | 25.62 | 33.58 |
| column              | 44.63 | 54.91 |
| signboard           | 37.19 | 51.24 |
| chest of drawers    | 38.96 | 60.55 |
| counter             | 27.36 | 40.55 |
| sand                | 49.62 | 66.21 |
| sink                | 66.91 | 80.04 |
| skyscraper          | 62.31 | 80.43 |
| fireplace           | 69.25 | 85.95 |
| refrigerator        | 63.88 | 79.0  |
| grandstand          | 44.8  | 71.52 |
| path                | 19.21 | 28.64 |
| stairs              | 22.27 | 26.72 |
| runway              | 72.15 | 94.05 |
| case                | 44.79 | 76.96 |
| pool table          | 93.6  | 96.32 |
| pillow              | 56.61 | 68.39 |
| screen door         | 73.32 | 77.14 |
| stairway            | 26.53 | 35.6  |
| river               | 12.54 | 22.67 |
| bridge              | 59.03 | 67.19 |
| bookcase            | 33.75 | 50.27 |
| blind               | 51.75 | 61.06 |
| coffee table        | 56.96 | 82.26 |
| toilet              | 82.99 | 89.63 |
| flower              | 40.07 | 57.5  |
| book                | 46.23 | 66.29 |
| hill                | 5.51  | 7.45  |
| bench               | 46.14 | 52.93 |
| countertop          | 55.39 | 69.95 |
| stove               | 70.79 | 80.5  |
| palm                | 51.46 | 69.9  |
| kitchen island      | 38.66 | 83.21 |
| computer            | 59.62 | 71.61 |
| swivel chair        | 42.92 | 64.63 |
| boat                | 63.6  | 69.65 |
| bar                 | 30.49 | 34.12 |
| arcade machine      | 59.33 | 62.41 |
| hovel               | 20.94 | 24.26 |
| bus                 | 79.96 | 97.34 |
| towel               | 63.89 | 72.93 |
| light               | 49.99 | 55.81 |
| truck               | 22.4  | 30.98 |
| tower               | 28.13 | 38.25 |
| chandelier          | 63.74 | 75.12 |
| awning              | 28.91 | 32.73 |
| streetlight         | 24.3  | 31.24 |
| booth               | 45.17 | 47.17 |
| television receiver | 51.82 | 78.0  |
| airplane            | 55.61 | 59.3  |
| dirt track          | 0.0   | 0.0   |
| apparel             | 37.83 | 53.3  |
| pole                | 24.88 | 34.25 |
| land                | 6.42  | 10.87 |
| bannister           | 17.75 | 20.67 |
| escalator           | 33.7  | 38.8  |
| ottoman             | 42.59 | 61.67 |
| bottle              | 35.18 | 44.77 |
| buffet              | 42.21 | 52.37 |
| poster              | 34.26 | 45.77 |
| stage               | 17.33 | 22.62 |
| van                 | 42.06 | 60.09 |
| ship                | 7.57  | 8.74  |
| fountain            | 15.29 | 15.77 |
| conveyer belt       | 71.71 | 88.09 |
| canopy              | 21.25 | 26.71 |
| washer              | 56.1  | 70.65 |
| plaything           | 32.47 | 46.44 |
| swimming pool       | 32.26 | 40.75 |
| stool               | 41.33 | 55.1  |
| barrel              | 24.74 | 64.46 |
| basket              | 25.39 | 35.35 |
| waterfall           | 59.13 | 71.0  |
| tent                | 94.1  | 98.73 |
| bag                 | 15.49 | 19.45 |
| minibike            | 68.58 | 81.62 |
| cradle              | 83.96 | 97.39 |
| oven                | 27.63 | 40.9  |
| ball                | 45.75 | 53.1  |
| food                | 46.34 | 51.21 |
| step                | 10.37 | 12.11 |
| tank                | 41.16 | 42.2  |
| trade name          | 30.98 | 37.54 |
| microwave           | 37.24 | 41.97 |
| pot                 | 43.76 | 49.44 |
| animal              | 59.04 | 60.81 |
| bicycle             | 55.72 | 72.45 |
| lake                | 53.62 | 58.82 |
| dishwasher          | 58.6  | 71.05 |
| screen              | 61.08 | 87.62 |
| blanket             | 10.38 | 11.53 |
| sculpture           | 54.26 | 72.79 |
| hood                | 56.63 | 60.74 |
| sconce              | 46.48 | 56.15 |
| vase                | 33.34 | 50.92 |
| traffic light       | 31.97 | 49.23 |
| tray                | 6.16  | 10.39 |
| ashcan              | 36.57 | 47.1  |
| fan                 | 54.64 | 64.75 |
| pier                | 35.14 | 42.41 |
| crt screen          | 4.5   | 10.1  |
| plate               | 53.99 | 70.98 |
| monitor             | 18.09 | 21.99 |
| bulletin board      | 41.84 | 51.07 |
| shower              | 0.45  | 0.48  |
| radiator            | 57.58 | 62.24 |
| glass               | 13.11 | 14.69 |
| clock               | 28.58 | 32.56 |
| flag                | 35.49 | 39.66 |
+---------------------+-------+-------+
2022-01-31 20:02:06,731 - mmseg - INFO - Summary:
2022-01-31 20:02:06,732 - mmseg - INFO - 
+--------+-------+------+-------+
| Scope  | mIoU  | mAcc | aAcc  |
+--------+-------+------+-------+
| global | 46.85 | 58.2 | 82.61 |
+--------+-------+------+-------+
2022-01-31 20:02:06,741 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 20:02:06,742 - mmseg - INFO - Iter(val) [112000]	mIoU: 0.4685, mAcc: 0.5820, aAcc: 0.8261
2022-01-31 20:02:35,631 - mmseg - INFO - Iter [112050/160000]	lr: 1.108e-07, eta: 7:54:19, time: 2.200, data_time: 1.626, memory: 21005, decode.loss_seg: 0.2382, decode.acc_seg: 72.3635, aux.loss_seg: 0.2512, aux.acc_seg: 61.7085, loss: 0.4894
2022-01-31 20:03:04,501 - mmseg - INFO - Iter [112100/160000]	lr: 1.107e-07, eta: 7:53:49, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2349, decode.acc_seg: 72.6161, aux.loss_seg: 0.2531, aux.acc_seg: 61.5520, loss: 0.4880
2022-01-31 20:03:33,404 - mmseg - INFO - Iter [112150/160000]	lr: 1.106e-07, eta: 7:53:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2566, decode.acc_seg: 72.4570, aux.loss_seg: 0.2633, aux.acc_seg: 61.8916, loss: 0.5199
2022-01-31 20:04:02,285 - mmseg - INFO - Iter [112200/160000]	lr: 1.105e-07, eta: 7:52:49, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2517, decode.acc_seg: 73.6403, aux.loss_seg: 0.2735, aux.acc_seg: 61.9688, loss: 0.5252
2022-01-31 20:04:31,268 - mmseg - INFO - Iter [112250/160000]	lr: 1.103e-07, eta: 7:52:19, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2413, decode.acc_seg: 72.3083, aux.loss_seg: 0.2448, aux.acc_seg: 61.9840, loss: 0.4861
2022-01-31 20:05:00,332 - mmseg - INFO - Iter [112300/160000]	lr: 1.102e-07, eta: 7:51:49, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2536, decode.acc_seg: 74.4928, aux.loss_seg: 0.2473, aux.acc_seg: 64.5120, loss: 0.5008
2022-01-31 20:05:29,332 - mmseg - INFO - Iter [112350/160000]	lr: 1.101e-07, eta: 7:51:19, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2251, decode.acc_seg: 73.6109, aux.loss_seg: 0.2436, aux.acc_seg: 63.0599, loss: 0.4687
2022-01-31 20:05:58,197 - mmseg - INFO - Iter [112400/160000]	lr: 1.100e-07, eta: 7:50:49, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2345, decode.acc_seg: 72.5043, aux.loss_seg: 0.2645, aux.acc_seg: 61.3904, loss: 0.4990
2022-01-31 20:06:39,145 - mmseg - INFO - Iter [112450/160000]	lr: 1.099e-07, eta: 7:50:24, time: 0.819, data_time: 0.241, memory: 21005, decode.loss_seg: 0.2408, decode.acc_seg: 72.9699, aux.loss_seg: 0.2588, aux.acc_seg: 61.5483, loss: 0.4996
2022-01-31 20:07:08,174 - mmseg - INFO - Iter [112500/160000]	lr: 1.098e-07, eta: 7:49:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2298, decode.acc_seg: 71.6363, aux.loss_seg: 0.2450, aux.acc_seg: 60.9210, loss: 0.4747
2022-01-31 20:07:37,037 - mmseg - INFO - Iter [112550/160000]	lr: 1.096e-07, eta: 7:49:24, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2314, decode.acc_seg: 72.9614, aux.loss_seg: 0.2605, aux.acc_seg: 61.6040, loss: 0.4919
2022-01-31 20:08:06,147 - mmseg - INFO - Iter [112600/160000]	lr: 1.095e-07, eta: 7:48:55, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2369, decode.acc_seg: 72.0826, aux.loss_seg: 0.2432, aux.acc_seg: 61.9453, loss: 0.4802
2022-01-31 20:08:35,257 - mmseg - INFO - Iter [112650/160000]	lr: 1.094e-07, eta: 7:48:25, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2377, decode.acc_seg: 73.9932, aux.loss_seg: 0.2641, aux.acc_seg: 62.4109, loss: 0.5018
2022-01-31 20:09:04,199 - mmseg - INFO - Iter [112700/160000]	lr: 1.093e-07, eta: 7:47:55, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2395, decode.acc_seg: 73.6486, aux.loss_seg: 0.2521, aux.acc_seg: 62.8064, loss: 0.4916
2022-01-31 20:09:33,236 - mmseg - INFO - Iter [112750/160000]	lr: 1.092e-07, eta: 7:47:25, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2313, decode.acc_seg: 74.1434, aux.loss_seg: 0.2494, aux.acc_seg: 62.9888, loss: 0.4807
2022-01-31 20:10:02,085 - mmseg - INFO - Iter [112800/160000]	lr: 1.091e-07, eta: 7:46:55, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2425, decode.acc_seg: 70.7827, aux.loss_seg: 0.2578, aux.acc_seg: 60.0951, loss: 0.5002
2022-01-31 20:10:31,259 - mmseg - INFO - Iter [112850/160000]	lr: 1.090e-07, eta: 7:46:25, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2461, decode.acc_seg: 72.3466, aux.loss_seg: 0.2650, aux.acc_seg: 61.1189, loss: 0.5111
2022-01-31 20:11:00,334 - mmseg - INFO - Iter [112900/160000]	lr: 1.088e-07, eta: 7:45:55, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2244, decode.acc_seg: 73.4456, aux.loss_seg: 0.2445, aux.acc_seg: 62.7666, loss: 0.4688
2022-01-31 20:11:29,562 - mmseg - INFO - Iter [112950/160000]	lr: 1.087e-07, eta: 7:45:25, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2460, decode.acc_seg: 72.7723, aux.loss_seg: 0.2568, aux.acc_seg: 62.0209, loss: 0.5028
2022-01-31 20:11:58,549 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 20:11:58,551 - mmseg - INFO - Iter [113000/160000]	lr: 1.086e-07, eta: 7:44:55, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2420, decode.acc_seg: 73.6982, aux.loss_seg: 0.2682, aux.acc_seg: 62.3713, loss: 0.5103
2022-01-31 20:12:27,482 - mmseg - INFO - Iter [113050/160000]	lr: 1.085e-07, eta: 7:44:25, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2369, decode.acc_seg: 74.7966, aux.loss_seg: 0.2590, aux.acc_seg: 63.5967, loss: 0.4958
2022-01-31 20:12:56,396 - mmseg - INFO - Iter [113100/160000]	lr: 1.084e-07, eta: 7:43:55, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2387, decode.acc_seg: 72.7831, aux.loss_seg: 0.2601, aux.acc_seg: 61.7219, loss: 0.4988
2022-01-31 20:13:25,511 - mmseg - INFO - Iter [113150/160000]	lr: 1.083e-07, eta: 7:43:25, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2314, decode.acc_seg: 72.9390, aux.loss_seg: 0.2599, aux.acc_seg: 61.5135, loss: 0.4913
2022-01-31 20:13:54,442 - mmseg - INFO - Iter [113200/160000]	lr: 1.081e-07, eta: 7:42:55, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2471, decode.acc_seg: 73.6600, aux.loss_seg: 0.2621, aux.acc_seg: 62.6690, loss: 0.5092
2022-01-31 20:14:23,290 - mmseg - INFO - Iter [113250/160000]	lr: 1.080e-07, eta: 7:42:25, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2536, decode.acc_seg: 72.0558, aux.loss_seg: 0.2772, aux.acc_seg: 60.3651, loss: 0.5308
2022-01-31 20:14:52,096 - mmseg - INFO - Iter [113300/160000]	lr: 1.079e-07, eta: 7:41:55, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2528, decode.acc_seg: 72.7458, aux.loss_seg: 0.2677, aux.acc_seg: 61.4340, loss: 0.5204
2022-01-31 20:15:21,053 - mmseg - INFO - Iter [113350/160000]	lr: 1.078e-07, eta: 7:41:25, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2365, decode.acc_seg: 72.2844, aux.loss_seg: 0.2519, aux.acc_seg: 61.6716, loss: 0.4885
2022-01-31 20:15:50,218 - mmseg - INFO - Iter [113400/160000]	lr: 1.077e-07, eta: 7:40:55, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2547, decode.acc_seg: 71.9405, aux.loss_seg: 0.2755, aux.acc_seg: 60.1036, loss: 0.5302
2022-01-31 20:16:19,199 - mmseg - INFO - Iter [113450/160000]	lr: 1.076e-07, eta: 7:40:25, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2340, decode.acc_seg: 73.3597, aux.loss_seg: 0.2476, aux.acc_seg: 62.7432, loss: 0.4815
2022-01-31 20:16:48,190 - mmseg - INFO - Iter [113500/160000]	lr: 1.075e-07, eta: 7:39:55, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2401, decode.acc_seg: 72.1570, aux.loss_seg: 0.2497, aux.acc_seg: 61.8612, loss: 0.4898
2022-01-31 20:17:17,438 - mmseg - INFO - Iter [113550/160000]	lr: 1.073e-07, eta: 7:39:26, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2497, decode.acc_seg: 72.5746, aux.loss_seg: 0.2724, aux.acc_seg: 60.8427, loss: 0.5221
2022-01-31 20:17:46,751 - mmseg - INFO - Iter [113600/160000]	lr: 1.072e-07, eta: 7:38:56, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2390, decode.acc_seg: 71.9992, aux.loss_seg: 0.2465, aux.acc_seg: 61.3072, loss: 0.4854
2022-01-31 20:18:15,715 - mmseg - INFO - Iter [113650/160000]	lr: 1.071e-07, eta: 7:38:26, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2278, decode.acc_seg: 72.5186, aux.loss_seg: 0.2547, aux.acc_seg: 61.4274, loss: 0.4825
2022-01-31 20:18:56,425 - mmseg - INFO - Iter [113700/160000]	lr: 1.070e-07, eta: 7:38:01, time: 0.815, data_time: 0.230, memory: 21005, decode.loss_seg: 0.2329, decode.acc_seg: 73.3651, aux.loss_seg: 0.2480, aux.acc_seg: 62.5901, loss: 0.4808
2022-01-31 20:19:25,234 - mmseg - INFO - Iter [113750/160000]	lr: 1.069e-07, eta: 7:37:31, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2334, decode.acc_seg: 72.4856, aux.loss_seg: 0.2635, aux.acc_seg: 60.8583, loss: 0.4969
2022-01-31 20:19:54,049 - mmseg - INFO - Iter [113800/160000]	lr: 1.068e-07, eta: 7:37:00, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2326, decode.acc_seg: 73.2789, aux.loss_seg: 0.2721, aux.acc_seg: 61.0137, loss: 0.5047
2022-01-31 20:20:23,147 - mmseg - INFO - Iter [113850/160000]	lr: 1.066e-07, eta: 7:36:31, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2259, decode.acc_seg: 73.0016, aux.loss_seg: 0.2487, aux.acc_seg: 62.0134, loss: 0.4746
2022-01-31 20:20:52,056 - mmseg - INFO - Iter [113900/160000]	lr: 1.065e-07, eta: 7:36:01, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2414, decode.acc_seg: 73.5378, aux.loss_seg: 0.2657, aux.acc_seg: 62.0937, loss: 0.5071
2022-01-31 20:21:21,253 - mmseg - INFO - Iter [113950/160000]	lr: 1.064e-07, eta: 7:35:31, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2315, decode.acc_seg: 74.1746, aux.loss_seg: 0.2522, aux.acc_seg: 63.2058, loss: 0.4837
2022-01-31 20:21:50,148 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 20:21:50,149 - mmseg - INFO - Iter [114000/160000]	lr: 1.063e-07, eta: 7:35:01, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2252, decode.acc_seg: 72.9610, aux.loss_seg: 0.2540, aux.acc_seg: 61.5876, loss: 0.4792
2022-01-31 20:22:19,237 - mmseg - INFO - Iter [114050/160000]	lr: 1.062e-07, eta: 7:34:31, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2419, decode.acc_seg: 74.6947, aux.loss_seg: 0.2650, aux.acc_seg: 63.5774, loss: 0.5070
2022-01-31 20:22:48,097 - mmseg - INFO - Iter [114100/160000]	lr: 1.061e-07, eta: 7:34:01, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2335, decode.acc_seg: 72.0754, aux.loss_seg: 0.2486, aux.acc_seg: 61.5558, loss: 0.4820
2022-01-31 20:23:17,053 - mmseg - INFO - Iter [114150/160000]	lr: 1.060e-07, eta: 7:33:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2268, decode.acc_seg: 72.8376, aux.loss_seg: 0.2509, aux.acc_seg: 61.7626, loss: 0.4778
2022-01-31 20:23:46,186 - mmseg - INFO - Iter [114200/160000]	lr: 1.058e-07, eta: 7:33:01, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2454, decode.acc_seg: 73.7824, aux.loss_seg: 0.2678, aux.acc_seg: 62.4412, loss: 0.5131
2022-01-31 20:24:15,207 - mmseg - INFO - Iter [114250/160000]	lr: 1.057e-07, eta: 7:32:31, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2387, decode.acc_seg: 72.5421, aux.loss_seg: 0.2624, aux.acc_seg: 61.3629, loss: 0.5011
2022-01-31 20:24:44,416 - mmseg - INFO - Iter [114300/160000]	lr: 1.056e-07, eta: 7:32:01, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2279, decode.acc_seg: 73.3436, aux.loss_seg: 0.2588, aux.acc_seg: 61.8483, loss: 0.4867
2022-01-31 20:25:13,493 - mmseg - INFO - Iter [114350/160000]	lr: 1.055e-07, eta: 7:31:31, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2484, decode.acc_seg: 74.4755, aux.loss_seg: 0.2610, aux.acc_seg: 63.2999, loss: 0.5094
2022-01-31 20:25:42,454 - mmseg - INFO - Iter [114400/160000]	lr: 1.054e-07, eta: 7:31:01, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2431, decode.acc_seg: 72.9860, aux.loss_seg: 0.2655, aux.acc_seg: 61.7131, loss: 0.5086
2022-01-31 20:26:11,341 - mmseg - INFO - Iter [114450/160000]	lr: 1.053e-07, eta: 7:30:31, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2473, decode.acc_seg: 72.9576, aux.loss_seg: 0.2597, aux.acc_seg: 61.7331, loss: 0.5071
2022-01-31 20:26:40,337 - mmseg - INFO - Iter [114500/160000]	lr: 1.051e-07, eta: 7:30:01, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2479, decode.acc_seg: 73.5819, aux.loss_seg: 0.2649, aux.acc_seg: 62.5132, loss: 0.5128
2022-01-31 20:27:09,313 - mmseg - INFO - Iter [114550/160000]	lr: 1.050e-07, eta: 7:29:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2476, decode.acc_seg: 71.9329, aux.loss_seg: 0.2557, aux.acc_seg: 61.3651, loss: 0.5033
2022-01-31 20:27:38,333 - mmseg - INFO - Iter [114600/160000]	lr: 1.049e-07, eta: 7:29:01, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2328, decode.acc_seg: 74.0221, aux.loss_seg: 0.2647, aux.acc_seg: 61.9186, loss: 0.4974
2022-01-31 20:28:07,477 - mmseg - INFO - Iter [114650/160000]	lr: 1.048e-07, eta: 7:28:32, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2321, decode.acc_seg: 73.2714, aux.loss_seg: 0.2467, aux.acc_seg: 62.4527, loss: 0.4788
2022-01-31 20:28:36,776 - mmseg - INFO - Iter [114700/160000]	lr: 1.047e-07, eta: 7:28:02, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2463, decode.acc_seg: 72.8850, aux.loss_seg: 0.2544, aux.acc_seg: 62.4013, loss: 0.5008
2022-01-31 20:29:05,970 - mmseg - INFO - Iter [114750/160000]	lr: 1.046e-07, eta: 7:27:32, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2415, decode.acc_seg: 71.6414, aux.loss_seg: 0.2486, aux.acc_seg: 61.0722, loss: 0.4901
2022-01-31 20:29:34,882 - mmseg - INFO - Iter [114800/160000]	lr: 1.044e-07, eta: 7:27:02, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2560, decode.acc_seg: 72.0840, aux.loss_seg: 0.2482, aux.acc_seg: 62.0325, loss: 0.5042
2022-01-31 20:30:03,845 - mmseg - INFO - Iter [114850/160000]	lr: 1.043e-07, eta: 7:26:32, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2374, decode.acc_seg: 72.7611, aux.loss_seg: 0.2550, aux.acc_seg: 61.7634, loss: 0.4924
2022-01-31 20:30:32,887 - mmseg - INFO - Iter [114900/160000]	lr: 1.042e-07, eta: 7:26:02, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2406, decode.acc_seg: 73.8490, aux.loss_seg: 0.2595, aux.acc_seg: 62.6768, loss: 0.5001
2022-01-31 20:31:14,392 - mmseg - INFO - Iter [114950/160000]	lr: 1.041e-07, eta: 7:25:37, time: 0.830, data_time: 0.263, memory: 21005, decode.loss_seg: 0.2672, decode.acc_seg: 71.2261, aux.loss_seg: 0.2662, aux.acc_seg: 60.8531, loss: 0.5333
2022-01-31 20:31:43,404 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 20:31:43,406 - mmseg - INFO - Iter [115000/160000]	lr: 1.040e-07, eta: 7:25:07, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2255, decode.acc_seg: 71.5320, aux.loss_seg: 0.2371, aux.acc_seg: 61.6498, loss: 0.4626
2022-01-31 20:32:12,462 - mmseg - INFO - Iter [115050/160000]	lr: 1.039e-07, eta: 7:24:37, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2294, decode.acc_seg: 73.5249, aux.loss_seg: 0.2454, aux.acc_seg: 62.9503, loss: 0.4748
2022-01-31 20:32:41,447 - mmseg - INFO - Iter [115100/160000]	lr: 1.038e-07, eta: 7:24:07, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2444, decode.acc_seg: 74.4776, aux.loss_seg: 0.2607, aux.acc_seg: 63.2122, loss: 0.5051
2022-01-31 20:33:10,559 - mmseg - INFO - Iter [115150/160000]	lr: 1.036e-07, eta: 7:23:37, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2417, decode.acc_seg: 74.7980, aux.loss_seg: 0.2550, aux.acc_seg: 64.0983, loss: 0.4967
2022-01-31 20:33:39,484 - mmseg - INFO - Iter [115200/160000]	lr: 1.035e-07, eta: 7:23:07, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2424, decode.acc_seg: 72.4310, aux.loss_seg: 0.2596, aux.acc_seg: 61.4525, loss: 0.5020
2022-01-31 20:34:08,441 - mmseg - INFO - Iter [115250/160000]	lr: 1.034e-07, eta: 7:22:37, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2479, decode.acc_seg: 72.6296, aux.loss_seg: 0.2719, aux.acc_seg: 60.9026, loss: 0.5198
2022-01-31 20:34:37,488 - mmseg - INFO - Iter [115300/160000]	lr: 1.033e-07, eta: 7:22:08, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2361, decode.acc_seg: 73.4543, aux.loss_seg: 0.2600, aux.acc_seg: 62.4415, loss: 0.4961
2022-01-31 20:35:06,399 - mmseg - INFO - Iter [115350/160000]	lr: 1.032e-07, eta: 7:21:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2570, decode.acc_seg: 72.3937, aux.loss_seg: 0.2636, aux.acc_seg: 61.1191, loss: 0.5206
2022-01-31 20:35:35,334 - mmseg - INFO - Iter [115400/160000]	lr: 1.031e-07, eta: 7:21:08, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2308, decode.acc_seg: 73.3994, aux.loss_seg: 0.2525, aux.acc_seg: 62.2435, loss: 0.4833
2022-01-31 20:36:04,338 - mmseg - INFO - Iter [115450/160000]	lr: 1.029e-07, eta: 7:20:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2462, decode.acc_seg: 73.9953, aux.loss_seg: 0.2701, aux.acc_seg: 62.2948, loss: 0.5163
2022-01-31 20:36:33,298 - mmseg - INFO - Iter [115500/160000]	lr: 1.028e-07, eta: 7:20:08, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2343, decode.acc_seg: 72.2220, aux.loss_seg: 0.2482, aux.acc_seg: 61.6131, loss: 0.4825
2022-01-31 20:37:02,403 - mmseg - INFO - Iter [115550/160000]	lr: 1.027e-07, eta: 7:19:38, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2366, decode.acc_seg: 73.5133, aux.loss_seg: 0.2638, aux.acc_seg: 61.8698, loss: 0.5004
2022-01-31 20:37:31,132 - mmseg - INFO - Iter [115600/160000]	lr: 1.026e-07, eta: 7:19:08, time: 0.574, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2206, decode.acc_seg: 74.6144, aux.loss_seg: 0.2428, aux.acc_seg: 63.9528, loss: 0.4634
2022-01-31 20:38:00,130 - mmseg - INFO - Iter [115650/160000]	lr: 1.025e-07, eta: 7:18:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2416, decode.acc_seg: 73.0722, aux.loss_seg: 0.2575, aux.acc_seg: 62.3166, loss: 0.4991
2022-01-31 20:38:29,064 - mmseg - INFO - Iter [115700/160000]	lr: 1.024e-07, eta: 7:18:08, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2417, decode.acc_seg: 73.6930, aux.loss_seg: 0.2661, aux.acc_seg: 62.0938, loss: 0.5078
2022-01-31 20:38:58,349 - mmseg - INFO - Iter [115750/160000]	lr: 1.023e-07, eta: 7:17:38, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2406, decode.acc_seg: 70.4506, aux.loss_seg: 0.2595, aux.acc_seg: 59.0209, loss: 0.5001
2022-01-31 20:39:27,730 - mmseg - INFO - Iter [115800/160000]	lr: 1.021e-07, eta: 7:17:08, time: 0.588, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2289, decode.acc_seg: 72.3891, aux.loss_seg: 0.2437, aux.acc_seg: 61.9775, loss: 0.4725
2022-01-31 20:39:56,868 - mmseg - INFO - Iter [115850/160000]	lr: 1.020e-07, eta: 7:16:38, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2334, decode.acc_seg: 73.1764, aux.loss_seg: 0.2425, aux.acc_seg: 63.4680, loss: 0.4759
2022-01-31 20:40:26,223 - mmseg - INFO - Iter [115900/160000]	lr: 1.019e-07, eta: 7:16:09, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2406, decode.acc_seg: 74.8964, aux.loss_seg: 0.2606, aux.acc_seg: 63.7617, loss: 0.5012
2022-01-31 20:40:55,202 - mmseg - INFO - Iter [115950/160000]	lr: 1.018e-07, eta: 7:15:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2298, decode.acc_seg: 72.9193, aux.loss_seg: 0.2507, aux.acc_seg: 62.0418, loss: 0.4806
2022-01-31 20:41:24,171 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 20:41:24,173 - mmseg - INFO - Iter [116000/160000]	lr: 1.017e-07, eta: 7:15:09, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2310, decode.acc_seg: 72.3458, aux.loss_seg: 0.2432, aux.acc_seg: 62.0202, loss: 0.4743
2022-01-31 20:41:53,024 - mmseg - INFO - Iter [116050/160000]	lr: 1.016e-07, eta: 7:14:39, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2455, decode.acc_seg: 72.6954, aux.loss_seg: 0.2678, aux.acc_seg: 61.2818, loss: 0.5133
2022-01-31 20:42:22,157 - mmseg - INFO - Iter [116100/160000]	lr: 1.014e-07, eta: 7:14:09, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2314, decode.acc_seg: 73.8538, aux.loss_seg: 0.2456, aux.acc_seg: 62.9860, loss: 0.4771
2022-01-31 20:42:51,201 - mmseg - INFO - Iter [116150/160000]	lr: 1.013e-07, eta: 7:13:39, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2311, decode.acc_seg: 74.5989, aux.loss_seg: 0.2556, aux.acc_seg: 63.1881, loss: 0.4867
2022-01-31 20:43:32,350 - mmseg - INFO - Iter [116200/160000]	lr: 1.012e-07, eta: 7:13:14, time: 0.823, data_time: 0.252, memory: 21005, decode.loss_seg: 0.2408, decode.acc_seg: 71.3817, aux.loss_seg: 0.2552, aux.acc_seg: 60.7165, loss: 0.4960
2022-01-31 20:44:01,216 - mmseg - INFO - Iter [116250/160000]	lr: 1.011e-07, eta: 7:12:44, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2437, decode.acc_seg: 72.5913, aux.loss_seg: 0.2651, aux.acc_seg: 61.3058, loss: 0.5088
2022-01-31 20:44:29,784 - mmseg - INFO - Iter [116300/160000]	lr: 1.010e-07, eta: 7:12:14, time: 0.572, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2397, decode.acc_seg: 72.9110, aux.loss_seg: 0.2506, aux.acc_seg: 62.2568, loss: 0.4903
2022-01-31 20:44:58,641 - mmseg - INFO - Iter [116350/160000]	lr: 1.009e-07, eta: 7:11:44, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2366, decode.acc_seg: 73.1389, aux.loss_seg: 0.2588, aux.acc_seg: 61.7071, loss: 0.4954
2022-01-31 20:45:27,500 - mmseg - INFO - Iter [116400/160000]	lr: 1.008e-07, eta: 7:11:14, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2355, decode.acc_seg: 73.6281, aux.loss_seg: 0.2583, aux.acc_seg: 62.3568, loss: 0.4938
2022-01-31 20:45:56,546 - mmseg - INFO - Iter [116450/160000]	lr: 1.006e-07, eta: 7:10:44, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2327, decode.acc_seg: 73.6865, aux.loss_seg: 0.2513, aux.acc_seg: 62.8580, loss: 0.4840
2022-01-31 20:46:25,532 - mmseg - INFO - Iter [116500/160000]	lr: 1.005e-07, eta: 7:10:14, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2451, decode.acc_seg: 73.2324, aux.loss_seg: 0.2639, aux.acc_seg: 61.7094, loss: 0.5090
2022-01-31 20:46:54,479 - mmseg - INFO - Iter [116550/160000]	lr: 1.004e-07, eta: 7:09:44, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2596, decode.acc_seg: 71.1929, aux.loss_seg: 0.2619, aux.acc_seg: 60.8767, loss: 0.5215
2022-01-31 20:47:23,334 - mmseg - INFO - Iter [116600/160000]	lr: 1.003e-07, eta: 7:09:14, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2313, decode.acc_seg: 72.1271, aux.loss_seg: 0.2449, aux.acc_seg: 61.7743, loss: 0.4762
2022-01-31 20:47:52,239 - mmseg - INFO - Iter [116650/160000]	lr: 1.002e-07, eta: 7:08:44, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2206, decode.acc_seg: 72.5135, aux.loss_seg: 0.2487, aux.acc_seg: 61.5474, loss: 0.4693
2022-01-31 20:48:21,298 - mmseg - INFO - Iter [116700/160000]	lr: 1.001e-07, eta: 7:08:14, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2204, decode.acc_seg: 73.8952, aux.loss_seg: 0.2430, aux.acc_seg: 62.9931, loss: 0.4635
2022-01-31 20:48:50,341 - mmseg - INFO - Iter [116750/160000]	lr: 9.994e-08, eta: 7:07:44, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2316, decode.acc_seg: 72.1778, aux.loss_seg: 0.2583, aux.acc_seg: 60.7032, loss: 0.4899
2022-01-31 20:49:19,325 - mmseg - INFO - Iter [116800/160000]	lr: 9.983e-08, eta: 7:07:14, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2543, decode.acc_seg: 73.1834, aux.loss_seg: 0.2669, aux.acc_seg: 62.1151, loss: 0.5212
2022-01-31 20:49:48,311 - mmseg - INFO - Iter [116850/160000]	lr: 9.971e-08, eta: 7:06:44, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2327, decode.acc_seg: 74.2001, aux.loss_seg: 0.2544, aux.acc_seg: 63.3067, loss: 0.4870
2022-01-31 20:50:17,466 - mmseg - INFO - Iter [116900/160000]	lr: 9.960e-08, eta: 7:06:14, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2365, decode.acc_seg: 74.4108, aux.loss_seg: 0.2815, aux.acc_seg: 61.3524, loss: 0.5180
2022-01-31 20:50:46,667 - mmseg - INFO - Iter [116950/160000]	lr: 9.948e-08, eta: 7:05:45, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2345, decode.acc_seg: 73.5511, aux.loss_seg: 0.2503, aux.acc_seg: 62.4673, loss: 0.4848
2022-01-31 20:51:15,726 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 20:51:15,727 - mmseg - INFO - Iter [117000/160000]	lr: 9.936e-08, eta: 7:05:15, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2488, decode.acc_seg: 72.6873, aux.loss_seg: 0.2492, aux.acc_seg: 62.7110, loss: 0.4980
2022-01-31 20:51:44,868 - mmseg - INFO - Iter [117050/160000]	lr: 9.925e-08, eta: 7:04:45, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2428, decode.acc_seg: 72.6810, aux.loss_seg: 0.2639, aux.acc_seg: 61.2095, loss: 0.5067
2022-01-31 20:52:13,897 - mmseg - INFO - Iter [117100/160000]	lr: 9.913e-08, eta: 7:04:15, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2340, decode.acc_seg: 74.0261, aux.loss_seg: 0.2509, aux.acc_seg: 63.0033, loss: 0.4849
2022-01-31 20:52:42,943 - mmseg - INFO - Iter [117150/160000]	lr: 9.902e-08, eta: 7:03:45, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2447, decode.acc_seg: 73.5191, aux.loss_seg: 0.2546, aux.acc_seg: 62.9422, loss: 0.4992
2022-01-31 20:53:11,778 - mmseg - INFO - Iter [117200/160000]	lr: 9.890e-08, eta: 7:03:15, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2468, decode.acc_seg: 72.5979, aux.loss_seg: 0.2578, aux.acc_seg: 61.6989, loss: 0.5045
2022-01-31 20:53:40,877 - mmseg - INFO - Iter [117250/160000]	lr: 9.879e-08, eta: 7:02:45, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2365, decode.acc_seg: 72.2583, aux.loss_seg: 0.2458, aux.acc_seg: 61.7619, loss: 0.4823
2022-01-31 20:54:10,071 - mmseg - INFO - Iter [117300/160000]	lr: 9.867e-08, eta: 7:02:15, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2272, decode.acc_seg: 73.0959, aux.loss_seg: 0.2592, aux.acc_seg: 61.2664, loss: 0.4864
2022-01-31 20:54:39,125 - mmseg - INFO - Iter [117350/160000]	lr: 9.856e-08, eta: 7:01:45, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2394, decode.acc_seg: 72.1101, aux.loss_seg: 0.2465, aux.acc_seg: 62.0380, loss: 0.4860
2022-01-31 20:55:08,137 - mmseg - INFO - Iter [117400/160000]	lr: 9.844e-08, eta: 7:01:16, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2341, decode.acc_seg: 72.4154, aux.loss_seg: 0.2491, aux.acc_seg: 61.9380, loss: 0.4831
2022-01-31 20:55:37,120 - mmseg - INFO - Iter [117450/160000]	lr: 9.832e-08, eta: 7:00:46, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2390, decode.acc_seg: 73.3358, aux.loss_seg: 0.2540, aux.acc_seg: 62.3533, loss: 0.4930
2022-01-31 20:56:18,286 - mmseg - INFO - Iter [117500/160000]	lr: 9.821e-08, eta: 7:00:20, time: 0.823, data_time: 0.251, memory: 21005, decode.loss_seg: 0.2384, decode.acc_seg: 72.9034, aux.loss_seg: 0.2629, aux.acc_seg: 61.7547, loss: 0.5013
2022-01-31 20:56:47,205 - mmseg - INFO - Iter [117550/160000]	lr: 9.809e-08, eta: 6:59:50, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2241, decode.acc_seg: 73.7963, aux.loss_seg: 0.2621, aux.acc_seg: 61.7202, loss: 0.4862
2022-01-31 20:57:16,026 - mmseg - INFO - Iter [117600/160000]	lr: 9.798e-08, eta: 6:59:20, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2339, decode.acc_seg: 73.6129, aux.loss_seg: 0.2536, aux.acc_seg: 62.8450, loss: 0.4874
2022-01-31 20:57:44,818 - mmseg - INFO - Iter [117650/160000]	lr: 9.786e-08, eta: 6:58:50, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2546, decode.acc_seg: 73.3217, aux.loss_seg: 0.2661, aux.acc_seg: 62.0514, loss: 0.5206
2022-01-31 20:58:13,712 - mmseg - INFO - Iter [117700/160000]	lr: 9.775e-08, eta: 6:58:20, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2400, decode.acc_seg: 71.0738, aux.loss_seg: 0.2577, aux.acc_seg: 60.0393, loss: 0.4976
2022-01-31 20:58:42,611 - mmseg - INFO - Iter [117750/160000]	lr: 9.763e-08, eta: 6:57:50, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2337, decode.acc_seg: 74.1591, aux.loss_seg: 0.2502, aux.acc_seg: 63.2621, loss: 0.4839
2022-01-31 20:59:11,814 - mmseg - INFO - Iter [117800/160000]	lr: 9.752e-08, eta: 6:57:21, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2209, decode.acc_seg: 72.7674, aux.loss_seg: 0.2401, aux.acc_seg: 62.0245, loss: 0.4611
2022-01-31 20:59:40,904 - mmseg - INFO - Iter [117850/160000]	lr: 9.740e-08, eta: 6:56:51, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2246, decode.acc_seg: 73.8050, aux.loss_seg: 0.2472, aux.acc_seg: 62.6040, loss: 0.4717
2022-01-31 21:00:09,761 - mmseg - INFO - Iter [117900/160000]	lr: 9.729e-08, eta: 6:56:21, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2141, decode.acc_seg: 74.2260, aux.loss_seg: 0.2413, aux.acc_seg: 63.5280, loss: 0.4555
2022-01-31 21:00:38,680 - mmseg - INFO - Iter [117950/160000]	lr: 9.717e-08, eta: 6:55:51, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2161, decode.acc_seg: 72.5308, aux.loss_seg: 0.2390, aux.acc_seg: 62.0463, loss: 0.4551
2022-01-31 21:01:07,756 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 21:01:07,758 - mmseg - INFO - Iter [118000/160000]	lr: 9.705e-08, eta: 6:55:21, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2315, decode.acc_seg: 73.6924, aux.loss_seg: 0.2549, aux.acc_seg: 62.4150, loss: 0.4864
2022-01-31 21:01:37,066 - mmseg - INFO - Iter [118050/160000]	lr: 9.694e-08, eta: 6:54:51, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2323, decode.acc_seg: 73.5754, aux.loss_seg: 0.2540, aux.acc_seg: 62.3754, loss: 0.4863
2022-01-31 21:02:06,307 - mmseg - INFO - Iter [118100/160000]	lr: 9.682e-08, eta: 6:54:21, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2353, decode.acc_seg: 74.0482, aux.loss_seg: 0.2590, aux.acc_seg: 62.5364, loss: 0.4943
2022-01-31 21:02:35,807 - mmseg - INFO - Iter [118150/160000]	lr: 9.671e-08, eta: 6:53:52, time: 0.590, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2371, decode.acc_seg: 73.2223, aux.loss_seg: 0.2503, aux.acc_seg: 62.8711, loss: 0.4874
2022-01-31 21:03:04,769 - mmseg - INFO - Iter [118200/160000]	lr: 9.659e-08, eta: 6:53:22, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2281, decode.acc_seg: 73.7751, aux.loss_seg: 0.2510, aux.acc_seg: 62.6160, loss: 0.4791
2022-01-31 21:03:33,635 - mmseg - INFO - Iter [118250/160000]	lr: 9.648e-08, eta: 6:52:52, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2328, decode.acc_seg: 72.7335, aux.loss_seg: 0.2599, aux.acc_seg: 61.3683, loss: 0.4927
2022-01-31 21:04:02,527 - mmseg - INFO - Iter [118300/160000]	lr: 9.636e-08, eta: 6:52:22, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2248, decode.acc_seg: 72.7625, aux.loss_seg: 0.2338, aux.acc_seg: 62.9942, loss: 0.4586
2022-01-31 21:04:31,632 - mmseg - INFO - Iter [118350/160000]	lr: 9.625e-08, eta: 6:51:52, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2457, decode.acc_seg: 72.6142, aux.loss_seg: 0.2677, aux.acc_seg: 61.2952, loss: 0.5134
2022-01-31 21:05:00,676 - mmseg - INFO - Iter [118400/160000]	lr: 9.613e-08, eta: 6:51:22, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2383, decode.acc_seg: 72.4444, aux.loss_seg: 0.2520, aux.acc_seg: 61.9306, loss: 0.4904
2022-01-31 21:05:29,813 - mmseg - INFO - Iter [118450/160000]	lr: 9.601e-08, eta: 6:50:52, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2477, decode.acc_seg: 73.0753, aux.loss_seg: 0.2589, aux.acc_seg: 62.0570, loss: 0.5066
2022-01-31 21:05:58,805 - mmseg - INFO - Iter [118500/160000]	lr: 9.590e-08, eta: 6:50:22, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2397, decode.acc_seg: 72.7524, aux.loss_seg: 0.2636, aux.acc_seg: 61.2276, loss: 0.5034
2022-01-31 21:06:27,835 - mmseg - INFO - Iter [118550/160000]	lr: 9.578e-08, eta: 6:49:52, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2250, decode.acc_seg: 73.3153, aux.loss_seg: 0.2372, aux.acc_seg: 63.3065, loss: 0.4622
2022-01-31 21:06:56,831 - mmseg - INFO - Iter [118600/160000]	lr: 9.567e-08, eta: 6:49:22, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2411, decode.acc_seg: 72.6329, aux.loss_seg: 0.2521, aux.acc_seg: 62.2553, loss: 0.4931
2022-01-31 21:07:25,962 - mmseg - INFO - Iter [118650/160000]	lr: 9.555e-08, eta: 6:48:53, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2290, decode.acc_seg: 73.4560, aux.loss_seg: 0.2564, aux.acc_seg: 62.2178, loss: 0.4854
2022-01-31 21:07:55,066 - mmseg - INFO - Iter [118700/160000]	lr: 9.544e-08, eta: 6:48:23, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2251, decode.acc_seg: 72.5406, aux.loss_seg: 0.2498, aux.acc_seg: 61.6644, loss: 0.4750
2022-01-31 21:08:36,511 - mmseg - INFO - Iter [118750/160000]	lr: 9.532e-08, eta: 6:47:57, time: 0.829, data_time: 0.264, memory: 21005, decode.loss_seg: 0.2358, decode.acc_seg: 73.6713, aux.loss_seg: 0.2524, aux.acc_seg: 62.7555, loss: 0.4882
2022-01-31 21:09:05,102 - mmseg - INFO - Iter [118800/160000]	lr: 9.521e-08, eta: 6:47:27, time: 0.572, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2220, decode.acc_seg: 71.9894, aux.loss_seg: 0.2520, aux.acc_seg: 60.5011, loss: 0.4740
2022-01-31 21:09:33,964 - mmseg - INFO - Iter [118850/160000]	lr: 9.509e-08, eta: 6:46:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2322, decode.acc_seg: 73.2269, aux.loss_seg: 0.2594, aux.acc_seg: 61.6739, loss: 0.4916
2022-01-31 21:10:02,898 - mmseg - INFO - Iter [118900/160000]	lr: 9.497e-08, eta: 6:46:27, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2221, decode.acc_seg: 73.9479, aux.loss_seg: 0.2493, aux.acc_seg: 63.0797, loss: 0.4714
2022-01-31 21:10:31,950 - mmseg - INFO - Iter [118950/160000]	lr: 9.486e-08, eta: 6:45:57, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2219, decode.acc_seg: 73.6993, aux.loss_seg: 0.2525, aux.acc_seg: 62.4248, loss: 0.4744
2022-01-31 21:11:00,941 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 21:11:00,943 - mmseg - INFO - Iter [119000/160000]	lr: 9.474e-08, eta: 6:45:27, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2373, decode.acc_seg: 73.4901, aux.loss_seg: 0.2544, aux.acc_seg: 62.3833, loss: 0.4917
2022-01-31 21:11:29,971 - mmseg - INFO - Iter [119050/160000]	lr: 9.463e-08, eta: 6:44:58, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2156, decode.acc_seg: 73.6108, aux.loss_seg: 0.2347, aux.acc_seg: 63.2853, loss: 0.4504
2022-01-31 21:11:59,079 - mmseg - INFO - Iter [119100/160000]	lr: 9.451e-08, eta: 6:44:28, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2310, decode.acc_seg: 73.3620, aux.loss_seg: 0.2558, aux.acc_seg: 62.1944, loss: 0.4868
2022-01-31 21:12:28,280 - mmseg - INFO - Iter [119150/160000]	lr: 9.440e-08, eta: 6:43:58, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2299, decode.acc_seg: 73.6563, aux.loss_seg: 0.2556, aux.acc_seg: 62.4216, loss: 0.4855
2022-01-31 21:12:57,616 - mmseg - INFO - Iter [119200/160000]	lr: 9.428e-08, eta: 6:43:28, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2345, decode.acc_seg: 72.7156, aux.loss_seg: 0.2610, aux.acc_seg: 61.1646, loss: 0.4954
2022-01-31 21:13:26,605 - mmseg - INFO - Iter [119250/160000]	lr: 9.417e-08, eta: 6:42:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2415, decode.acc_seg: 74.3007, aux.loss_seg: 0.2515, aux.acc_seg: 63.8322, loss: 0.4931
2022-01-31 21:13:55,900 - mmseg - INFO - Iter [119300/160000]	lr: 9.405e-08, eta: 6:42:28, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2359, decode.acc_seg: 72.6470, aux.loss_seg: 0.2534, aux.acc_seg: 61.4310, loss: 0.4893
2022-01-31 21:14:24,786 - mmseg - INFO - Iter [119350/160000]	lr: 9.393e-08, eta: 6:41:58, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2451, decode.acc_seg: 72.4023, aux.loss_seg: 0.2752, aux.acc_seg: 60.3871, loss: 0.5203
2022-01-31 21:14:53,854 - mmseg - INFO - Iter [119400/160000]	lr: 9.382e-08, eta: 6:41:29, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2452, decode.acc_seg: 73.0457, aux.loss_seg: 0.2523, aux.acc_seg: 62.3424, loss: 0.4975
2022-01-31 21:15:22,799 - mmseg - INFO - Iter [119450/160000]	lr: 9.370e-08, eta: 6:40:59, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2291, decode.acc_seg: 74.2941, aux.loss_seg: 0.2427, aux.acc_seg: 63.9783, loss: 0.4718
2022-01-31 21:15:51,662 - mmseg - INFO - Iter [119500/160000]	lr: 9.359e-08, eta: 6:40:29, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2353, decode.acc_seg: 72.5180, aux.loss_seg: 0.2578, aux.acc_seg: 61.3672, loss: 0.4931
2022-01-31 21:16:20,632 - mmseg - INFO - Iter [119550/160000]	lr: 9.347e-08, eta: 6:39:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2226, decode.acc_seg: 73.2022, aux.loss_seg: 0.2402, aux.acc_seg: 62.5002, loss: 0.4628
2022-01-31 21:16:49,357 - mmseg - INFO - Iter [119600/160000]	lr: 9.336e-08, eta: 6:39:29, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2334, decode.acc_seg: 73.4066, aux.loss_seg: 0.2489, aux.acc_seg: 62.7881, loss: 0.4824
2022-01-31 21:17:18,286 - mmseg - INFO - Iter [119650/160000]	lr: 9.324e-08, eta: 6:38:59, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2285, decode.acc_seg: 72.8618, aux.loss_seg: 0.2507, aux.acc_seg: 61.8511, loss: 0.4792
2022-01-31 21:17:47,258 - mmseg - INFO - Iter [119700/160000]	lr: 9.313e-08, eta: 6:38:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2375, decode.acc_seg: 73.7403, aux.loss_seg: 0.2551, aux.acc_seg: 62.7512, loss: 0.4925
2022-01-31 21:18:16,309 - mmseg - INFO - Iter [119750/160000]	lr: 9.301e-08, eta: 6:37:59, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2345, decode.acc_seg: 74.0099, aux.loss_seg: 0.2593, aux.acc_seg: 62.6762, loss: 0.4938
2022-01-31 21:18:45,218 - mmseg - INFO - Iter [119800/160000]	lr: 9.289e-08, eta: 6:37:29, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2388, decode.acc_seg: 72.1707, aux.loss_seg: 0.2647, aux.acc_seg: 60.8925, loss: 0.5035
2022-01-31 21:19:14,334 - mmseg - INFO - Iter [119850/160000]	lr: 9.278e-08, eta: 6:36:59, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2279, decode.acc_seg: 73.7992, aux.loss_seg: 0.2470, aux.acc_seg: 62.8225, loss: 0.4749
2022-01-31 21:19:43,353 - mmseg - INFO - Iter [119900/160000]	lr: 9.266e-08, eta: 6:36:30, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2329, decode.acc_seg: 72.9379, aux.loss_seg: 0.2442, aux.acc_seg: 62.7394, loss: 0.4771
2022-01-31 21:20:12,484 - mmseg - INFO - Iter [119950/160000]	lr: 9.255e-08, eta: 6:36:00, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2510, decode.acc_seg: 72.8803, aux.loss_seg: 0.2579, aux.acc_seg: 62.1697, loss: 0.5089
2022-01-31 21:20:53,323 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 21:20:53,325 - mmseg - INFO - Iter [120000/160000]	lr: 9.243e-08, eta: 6:35:34, time: 0.817, data_time: 0.240, memory: 21005, decode.loss_seg: 0.2348, decode.acc_seg: 73.6825, aux.loss_seg: 0.2618, aux.acc_seg: 62.2100, loss: 0.4966
2022-01-31 21:21:22,195 - mmseg - INFO - Iter [120050/160000]	lr: 9.232e-08, eta: 6:35:04, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2344, decode.acc_seg: 72.4338, aux.loss_seg: 0.2660, aux.acc_seg: 60.4437, loss: 0.5004
2022-01-31 21:21:51,042 - mmseg - INFO - Iter [120100/160000]	lr: 9.220e-08, eta: 6:34:34, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2218, decode.acc_seg: 71.5299, aux.loss_seg: 0.2340, aux.acc_seg: 61.6810, loss: 0.4558
2022-01-31 21:22:19,727 - mmseg - INFO - Iter [120150/160000]	lr: 9.209e-08, eta: 6:34:04, time: 0.573, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2547, decode.acc_seg: 73.4383, aux.loss_seg: 0.2681, aux.acc_seg: 61.9330, loss: 0.5228
2022-01-31 21:22:48,770 - mmseg - INFO - Iter [120200/160000]	lr: 9.197e-08, eta: 6:33:34, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2209, decode.acc_seg: 74.1721, aux.loss_seg: 0.2481, aux.acc_seg: 63.2319, loss: 0.4690
2022-01-31 21:23:17,932 - mmseg - INFO - Iter [120250/160000]	lr: 9.185e-08, eta: 6:33:04, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2338, decode.acc_seg: 72.7571, aux.loss_seg: 0.2560, aux.acc_seg: 61.5532, loss: 0.4898
2022-01-31 21:23:46,968 - mmseg - INFO - Iter [120300/160000]	lr: 9.174e-08, eta: 6:32:34, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2471, decode.acc_seg: 72.5577, aux.loss_seg: 0.2646, aux.acc_seg: 61.2597, loss: 0.5117
2022-01-31 21:24:16,149 - mmseg - INFO - Iter [120350/160000]	lr: 9.162e-08, eta: 6:32:04, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2306, decode.acc_seg: 74.2006, aux.loss_seg: 0.2495, aux.acc_seg: 63.7755, loss: 0.4801
2022-01-31 21:24:45,412 - mmseg - INFO - Iter [120400/160000]	lr: 9.151e-08, eta: 6:31:35, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2293, decode.acc_seg: 73.6354, aux.loss_seg: 0.2533, aux.acc_seg: 62.6197, loss: 0.4826
2022-01-31 21:25:14,588 - mmseg - INFO - Iter [120450/160000]	lr: 9.139e-08, eta: 6:31:05, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2296, decode.acc_seg: 72.0879, aux.loss_seg: 0.2531, aux.acc_seg: 60.8520, loss: 0.4827
2022-01-31 21:25:43,642 - mmseg - INFO - Iter [120500/160000]	lr: 9.128e-08, eta: 6:30:35, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2356, decode.acc_seg: 71.8110, aux.loss_seg: 0.2459, aux.acc_seg: 61.4078, loss: 0.4814
2022-01-31 21:26:12,573 - mmseg - INFO - Iter [120550/160000]	lr: 9.116e-08, eta: 6:30:05, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2291, decode.acc_seg: 73.3769, aux.loss_seg: 0.2493, aux.acc_seg: 62.6785, loss: 0.4784
2022-01-31 21:26:41,415 - mmseg - INFO - Iter [120600/160000]	lr: 9.105e-08, eta: 6:29:35, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2230, decode.acc_seg: 72.9898, aux.loss_seg: 0.2407, aux.acc_seg: 62.4778, loss: 0.4637
2022-01-31 21:27:10,283 - mmseg - INFO - Iter [120650/160000]	lr: 9.093e-08, eta: 6:29:05, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2124, decode.acc_seg: 72.6775, aux.loss_seg: 0.2402, aux.acc_seg: 62.2170, loss: 0.4526
2022-01-31 21:27:39,259 - mmseg - INFO - Iter [120700/160000]	lr: 9.081e-08, eta: 6:28:35, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2207, decode.acc_seg: 73.1172, aux.loss_seg: 0.2437, aux.acc_seg: 62.6865, loss: 0.4644
2022-01-31 21:28:08,211 - mmseg - INFO - Iter [120750/160000]	lr: 9.070e-08, eta: 6:28:05, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2297, decode.acc_seg: 72.9568, aux.loss_seg: 0.2551, aux.acc_seg: 62.0065, loss: 0.4848
2022-01-31 21:28:37,458 - mmseg - INFO - Iter [120800/160000]	lr: 9.058e-08, eta: 6:27:36, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2309, decode.acc_seg: 74.1416, aux.loss_seg: 0.2568, aux.acc_seg: 63.0195, loss: 0.4878
2022-01-31 21:29:06,565 - mmseg - INFO - Iter [120850/160000]	lr: 9.047e-08, eta: 6:27:06, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2617, decode.acc_seg: 73.3125, aux.loss_seg: 0.2803, aux.acc_seg: 61.4343, loss: 0.5420
2022-01-31 21:29:35,465 - mmseg - INFO - Iter [120900/160000]	lr: 9.035e-08, eta: 6:26:36, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2426, decode.acc_seg: 73.4078, aux.loss_seg: 0.2774, aux.acc_seg: 61.3319, loss: 0.5200
2022-01-31 21:30:04,389 - mmseg - INFO - Iter [120950/160000]	lr: 9.024e-08, eta: 6:26:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2449, decode.acc_seg: 72.7909, aux.loss_seg: 0.2549, aux.acc_seg: 62.1978, loss: 0.4998
2022-01-31 21:30:33,286 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 21:30:33,288 - mmseg - INFO - Iter [121000/160000]	lr: 9.012e-08, eta: 6:25:36, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2167, decode.acc_seg: 74.7828, aux.loss_seg: 0.2551, aux.acc_seg: 63.0752, loss: 0.4718
2022-01-31 21:31:02,168 - mmseg - INFO - Iter [121050/160000]	lr: 9.001e-08, eta: 6:25:06, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2152, decode.acc_seg: 72.3626, aux.loss_seg: 0.2355, aux.acc_seg: 62.0701, loss: 0.4507
2022-01-31 21:31:31,047 - mmseg - INFO - Iter [121100/160000]	lr: 8.989e-08, eta: 6:24:36, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2134, decode.acc_seg: 72.5824, aux.loss_seg: 0.2419, aux.acc_seg: 61.9228, loss: 0.4553
2022-01-31 21:32:00,125 - mmseg - INFO - Iter [121150/160000]	lr: 8.978e-08, eta: 6:24:06, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2335, decode.acc_seg: 74.0351, aux.loss_seg: 0.2691, aux.acc_seg: 62.0475, loss: 0.5027
2022-01-31 21:32:29,128 - mmseg - INFO - Iter [121200/160000]	lr: 8.966e-08, eta: 6:23:37, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2253, decode.acc_seg: 73.3908, aux.loss_seg: 0.2488, aux.acc_seg: 62.1558, loss: 0.4741
2022-01-31 21:33:10,290 - mmseg - INFO - Iter [121250/160000]	lr: 8.954e-08, eta: 6:23:11, time: 0.824, data_time: 0.252, memory: 21005, decode.loss_seg: 0.2488, decode.acc_seg: 71.2581, aux.loss_seg: 0.2564, aux.acc_seg: 60.8029, loss: 0.5052
2022-01-31 21:33:39,221 - mmseg - INFO - Iter [121300/160000]	lr: 8.943e-08, eta: 6:22:41, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2236, decode.acc_seg: 74.2613, aux.loss_seg: 0.2430, aux.acc_seg: 63.6982, loss: 0.4666
2022-01-31 21:34:07,946 - mmseg - INFO - Iter [121350/160000]	lr: 8.931e-08, eta: 6:22:11, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2276, decode.acc_seg: 71.2954, aux.loss_seg: 0.2464, aux.acc_seg: 60.7031, loss: 0.4740
2022-01-31 21:34:36,962 - mmseg - INFO - Iter [121400/160000]	lr: 8.920e-08, eta: 6:21:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2432, decode.acc_seg: 72.7405, aux.loss_seg: 0.2582, aux.acc_seg: 61.9460, loss: 0.5014
2022-01-31 21:35:06,359 - mmseg - INFO - Iter [121450/160000]	lr: 8.908e-08, eta: 6:21:11, time: 0.588, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2317, decode.acc_seg: 74.2092, aux.loss_seg: 0.2521, aux.acc_seg: 63.0937, loss: 0.4837
2022-01-31 21:35:35,394 - mmseg - INFO - Iter [121500/160000]	lr: 8.897e-08, eta: 6:20:41, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2260, decode.acc_seg: 72.7265, aux.loss_seg: 0.2596, aux.acc_seg: 61.2034, loss: 0.4855
2022-01-31 21:36:04,735 - mmseg - INFO - Iter [121550/160000]	lr: 8.885e-08, eta: 6:20:11, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2504, decode.acc_seg: 73.6423, aux.loss_seg: 0.2689, aux.acc_seg: 61.8234, loss: 0.5192
2022-01-31 21:36:33,638 - mmseg - INFO - Iter [121600/160000]	lr: 8.874e-08, eta: 6:19:41, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2251, decode.acc_seg: 74.2909, aux.loss_seg: 0.2506, aux.acc_seg: 62.9953, loss: 0.4757
2022-01-31 21:37:02,676 - mmseg - INFO - Iter [121650/160000]	lr: 8.862e-08, eta: 6:19:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2340, decode.acc_seg: 74.2900, aux.loss_seg: 0.2587, aux.acc_seg: 63.0875, loss: 0.4928
2022-01-31 21:37:31,696 - mmseg - INFO - Iter [121700/160000]	lr: 8.850e-08, eta: 6:18:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2272, decode.acc_seg: 74.6052, aux.loss_seg: 0.2647, aux.acc_seg: 62.5340, loss: 0.4919
2022-01-31 21:38:00,553 - mmseg - INFO - Iter [121750/160000]	lr: 8.839e-08, eta: 6:18:12, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2261, decode.acc_seg: 72.9162, aux.loss_seg: 0.2618, aux.acc_seg: 61.3176, loss: 0.4880
2022-01-31 21:38:29,742 - mmseg - INFO - Iter [121800/160000]	lr: 8.827e-08, eta: 6:17:42, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2202, decode.acc_seg: 72.4204, aux.loss_seg: 0.2408, aux.acc_seg: 61.8385, loss: 0.4609
2022-01-31 21:38:58,784 - mmseg - INFO - Iter [121850/160000]	lr: 8.816e-08, eta: 6:17:12, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2257, decode.acc_seg: 73.5207, aux.loss_seg: 0.2476, aux.acc_seg: 62.6353, loss: 0.4733
2022-01-31 21:39:27,756 - mmseg - INFO - Iter [121900/160000]	lr: 8.804e-08, eta: 6:16:42, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2349, decode.acc_seg: 73.7585, aux.loss_seg: 0.2493, aux.acc_seg: 63.1068, loss: 0.4842
2022-01-31 21:39:56,789 - mmseg - INFO - Iter [121950/160000]	lr: 8.793e-08, eta: 6:16:12, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2137, decode.acc_seg: 74.6643, aux.loss_seg: 0.2518, aux.acc_seg: 63.3872, loss: 0.4655
2022-01-31 21:40:25,884 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 21:40:25,886 - mmseg - INFO - Iter [122000/160000]	lr: 8.781e-08, eta: 6:15:43, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2407, decode.acc_seg: 72.3163, aux.loss_seg: 0.2597, aux.acc_seg: 61.2660, loss: 0.5004
2022-01-31 21:40:54,870 - mmseg - INFO - Iter [122050/160000]	lr: 8.770e-08, eta: 6:15:13, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2321, decode.acc_seg: 73.4807, aux.loss_seg: 0.2532, aux.acc_seg: 62.6214, loss: 0.4854
2022-01-31 21:41:23,845 - mmseg - INFO - Iter [122100/160000]	lr: 8.758e-08, eta: 6:14:43, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2364, decode.acc_seg: 75.3751, aux.loss_seg: 0.2604, aux.acc_seg: 63.9973, loss: 0.4968
2022-01-31 21:41:52,752 - mmseg - INFO - Iter [122150/160000]	lr: 8.746e-08, eta: 6:14:13, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2346, decode.acc_seg: 72.6587, aux.loss_seg: 0.2636, aux.acc_seg: 61.1074, loss: 0.4982
2022-01-31 21:42:21,646 - mmseg - INFO - Iter [122200/160000]	lr: 8.735e-08, eta: 6:13:43, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2146, decode.acc_seg: 73.7752, aux.loss_seg: 0.2455, aux.acc_seg: 62.7241, loss: 0.4601
2022-01-31 21:42:50,621 - mmseg - INFO - Iter [122250/160000]	lr: 8.723e-08, eta: 6:13:13, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2277, decode.acc_seg: 73.2647, aux.loss_seg: 0.2493, aux.acc_seg: 62.2918, loss: 0.4770
2022-01-31 21:43:19,578 - mmseg - INFO - Iter [122300/160000]	lr: 8.712e-08, eta: 6:12:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2379, decode.acc_seg: 72.6272, aux.loss_seg: 0.2596, aux.acc_seg: 61.4586, loss: 0.4975
2022-01-31 21:43:48,662 - mmseg - INFO - Iter [122350/160000]	lr: 8.700e-08, eta: 6:12:13, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2450, decode.acc_seg: 71.7158, aux.loss_seg: 0.2608, aux.acc_seg: 60.4566, loss: 0.5058
2022-01-31 21:44:17,677 - mmseg - INFO - Iter [122400/160000]	lr: 8.689e-08, eta: 6:11:44, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2436, decode.acc_seg: 73.5269, aux.loss_seg: 0.2644, aux.acc_seg: 62.0600, loss: 0.5080
2022-01-31 21:44:46,766 - mmseg - INFO - Iter [122450/160000]	lr: 8.677e-08, eta: 6:11:14, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2223, decode.acc_seg: 73.4346, aux.loss_seg: 0.2473, aux.acc_seg: 62.6573, loss: 0.4696
2022-01-31 21:45:15,785 - mmseg - INFO - Iter [122500/160000]	lr: 8.666e-08, eta: 6:10:44, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2216, decode.acc_seg: 74.2215, aux.loss_seg: 0.2513, aux.acc_seg: 62.9664, loss: 0.4729
2022-01-31 21:45:56,372 - mmseg - INFO - Iter [122550/160000]	lr: 8.654e-08, eta: 6:10:18, time: 0.811, data_time: 0.240, memory: 21005, decode.loss_seg: 0.2216, decode.acc_seg: 71.8105, aux.loss_seg: 0.2633, aux.acc_seg: 59.8401, loss: 0.4850
2022-01-31 21:46:25,568 - mmseg - INFO - Iter [122600/160000]	lr: 8.642e-08, eta: 6:09:48, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2329, decode.acc_seg: 71.8456, aux.loss_seg: 0.2428, aux.acc_seg: 61.7870, loss: 0.4758
2022-01-31 21:46:54,918 - mmseg - INFO - Iter [122650/160000]	lr: 8.631e-08, eta: 6:09:18, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2367, decode.acc_seg: 74.0112, aux.loss_seg: 0.2794, aux.acc_seg: 61.5097, loss: 0.5161
2022-01-31 21:47:23,905 - mmseg - INFO - Iter [122700/160000]	lr: 8.619e-08, eta: 6:08:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2279, decode.acc_seg: 73.7739, aux.loss_seg: 0.2437, aux.acc_seg: 63.2528, loss: 0.4716
2022-01-31 21:47:53,022 - mmseg - INFO - Iter [122750/160000]	lr: 8.608e-08, eta: 6:08:18, time: 0.582, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2067, decode.acc_seg: 73.9442, aux.loss_seg: 0.2392, aux.acc_seg: 63.2116, loss: 0.4459
2022-01-31 21:48:22,050 - mmseg - INFO - Iter [122800/160000]	lr: 8.596e-08, eta: 6:07:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2337, decode.acc_seg: 73.9461, aux.loss_seg: 0.2480, aux.acc_seg: 63.3815, loss: 0.4816
2022-01-31 21:48:51,015 - mmseg - INFO - Iter [122850/160000]	lr: 8.585e-08, eta: 6:07:19, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2364, decode.acc_seg: 73.0072, aux.loss_seg: 0.2588, aux.acc_seg: 61.8393, loss: 0.4952
2022-01-31 21:49:19,970 - mmseg - INFO - Iter [122900/160000]	lr: 8.573e-08, eta: 6:06:49, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2287, decode.acc_seg: 73.5638, aux.loss_seg: 0.2567, aux.acc_seg: 62.4875, loss: 0.4854
2022-01-31 21:49:48,894 - mmseg - INFO - Iter [122950/160000]	lr: 8.562e-08, eta: 6:06:19, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2264, decode.acc_seg: 73.1301, aux.loss_seg: 0.2490, aux.acc_seg: 62.4210, loss: 0.4754
2022-01-31 21:50:17,880 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 21:50:17,887 - mmseg - INFO - Iter [123000/160000]	lr: 8.550e-08, eta: 6:05:49, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2185, decode.acc_seg: 74.2535, aux.loss_seg: 0.2535, aux.acc_seg: 62.6715, loss: 0.4720
2022-01-31 21:50:46,982 - mmseg - INFO - Iter [123050/160000]	lr: 8.538e-08, eta: 6:05:19, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2354, decode.acc_seg: 73.5043, aux.loss_seg: 0.2572, aux.acc_seg: 62.5071, loss: 0.4926
2022-01-31 21:51:16,043 - mmseg - INFO - Iter [123100/160000]	lr: 8.527e-08, eta: 6:04:49, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2265, decode.acc_seg: 73.7343, aux.loss_seg: 0.2469, aux.acc_seg: 63.0902, loss: 0.4734
2022-01-31 21:51:45,069 - mmseg - INFO - Iter [123150/160000]	lr: 8.515e-08, eta: 6:04:19, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2385, decode.acc_seg: 74.3512, aux.loss_seg: 0.2602, aux.acc_seg: 63.0436, loss: 0.4987
2022-01-31 21:52:13,982 - mmseg - INFO - Iter [123200/160000]	lr: 8.504e-08, eta: 6:03:50, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2302, decode.acc_seg: 73.3551, aux.loss_seg: 0.2647, aux.acc_seg: 61.7762, loss: 0.4949
2022-01-31 21:52:43,125 - mmseg - INFO - Iter [123250/160000]	lr: 8.492e-08, eta: 6:03:20, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2383, decode.acc_seg: 74.3821, aux.loss_seg: 0.2783, aux.acc_seg: 61.6370, loss: 0.5165
2022-01-31 21:53:12,142 - mmseg - INFO - Iter [123300/160000]	lr: 8.481e-08, eta: 6:02:50, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2291, decode.acc_seg: 72.1729, aux.loss_seg: 0.2456, aux.acc_seg: 61.7094, loss: 0.4746
2022-01-31 21:53:40,908 - mmseg - INFO - Iter [123350/160000]	lr: 8.469e-08, eta: 6:02:20, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2100, decode.acc_seg: 72.2314, aux.loss_seg: 0.2421, aux.acc_seg: 60.9582, loss: 0.4521
2022-01-31 21:54:09,823 - mmseg - INFO - Iter [123400/160000]	lr: 8.458e-08, eta: 6:01:50, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2283, decode.acc_seg: 73.4782, aux.loss_seg: 0.2374, aux.acc_seg: 63.2781, loss: 0.4657
2022-01-31 21:54:38,739 - mmseg - INFO - Iter [123450/160000]	lr: 8.446e-08, eta: 6:01:20, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2410, decode.acc_seg: 73.2505, aux.loss_seg: 0.2631, aux.acc_seg: 61.9452, loss: 0.5041
2022-01-31 21:55:07,882 - mmseg - INFO - Iter [123500/160000]	lr: 8.434e-08, eta: 6:00:50, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2230, decode.acc_seg: 72.7993, aux.loss_seg: 0.2615, aux.acc_seg: 61.0832, loss: 0.4845
2022-01-31 21:55:36,730 - mmseg - INFO - Iter [123550/160000]	lr: 8.423e-08, eta: 6:00:21, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2139, decode.acc_seg: 73.9658, aux.loss_seg: 0.2580, aux.acc_seg: 61.9364, loss: 0.4719
2022-01-31 21:56:05,846 - mmseg - INFO - Iter [123600/160000]	lr: 8.411e-08, eta: 5:59:51, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2342, decode.acc_seg: 72.4828, aux.loss_seg: 0.2474, aux.acc_seg: 62.1804, loss: 0.4817
2022-01-31 21:56:34,880 - mmseg - INFO - Iter [123650/160000]	lr: 8.400e-08, eta: 5:59:21, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2331, decode.acc_seg: 73.4009, aux.loss_seg: 0.2682, aux.acc_seg: 61.4460, loss: 0.5013
2022-01-31 21:57:04,212 - mmseg - INFO - Iter [123700/160000]	lr: 8.388e-08, eta: 5:58:51, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2333, decode.acc_seg: 72.7739, aux.loss_seg: 0.2522, aux.acc_seg: 62.0959, loss: 0.4855
2022-01-31 21:57:33,405 - mmseg - INFO - Iter [123750/160000]	lr: 8.377e-08, eta: 5:58:21, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2317, decode.acc_seg: 73.2026, aux.loss_seg: 0.2550, aux.acc_seg: 62.4041, loss: 0.4867
2022-01-31 21:58:13,777 - mmseg - INFO - Iter [123800/160000]	lr: 8.365e-08, eta: 5:57:55, time: 0.808, data_time: 0.234, memory: 21005, decode.loss_seg: 0.2219, decode.acc_seg: 73.4701, aux.loss_seg: 0.2403, aux.acc_seg: 62.7285, loss: 0.4622
2022-01-31 21:58:42,658 - mmseg - INFO - Iter [123850/160000]	lr: 8.354e-08, eta: 5:57:25, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2121, decode.acc_seg: 73.1552, aux.loss_seg: 0.2433, aux.acc_seg: 62.2725, loss: 0.4554
2022-01-31 21:59:11,565 - mmseg - INFO - Iter [123900/160000]	lr: 8.342e-08, eta: 5:56:55, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2204, decode.acc_seg: 72.2452, aux.loss_seg: 0.2393, aux.acc_seg: 62.2687, loss: 0.4596
2022-01-31 21:59:40,711 - mmseg - INFO - Iter [123950/160000]	lr: 8.330e-08, eta: 5:56:25, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2242, decode.acc_seg: 74.1510, aux.loss_seg: 0.2573, aux.acc_seg: 62.4424, loss: 0.4815
2022-01-31 22:00:09,696 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 22:00:09,698 - mmseg - INFO - Iter [124000/160000]	lr: 8.319e-08, eta: 5:55:55, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2299, decode.acc_seg: 73.1109, aux.loss_seg: 0.2596, aux.acc_seg: 61.3929, loss: 0.4895
2022-01-31 22:00:38,772 - mmseg - INFO - Iter [124050/160000]	lr: 8.307e-08, eta: 5:55:26, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2118, decode.acc_seg: 73.8945, aux.loss_seg: 0.2445, aux.acc_seg: 62.4063, loss: 0.4562
2022-01-31 22:01:07,708 - mmseg - INFO - Iter [124100/160000]	lr: 8.296e-08, eta: 5:54:56, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2287, decode.acc_seg: 73.2168, aux.loss_seg: 0.2516, aux.acc_seg: 62.1199, loss: 0.4803
2022-01-31 22:01:36,677 - mmseg - INFO - Iter [124150/160000]	lr: 8.284e-08, eta: 5:54:26, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2272, decode.acc_seg: 73.8204, aux.loss_seg: 0.2598, aux.acc_seg: 62.0624, loss: 0.4870
2022-01-31 22:02:05,783 - mmseg - INFO - Iter [124200/160000]	lr: 8.273e-08, eta: 5:53:56, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2373, decode.acc_seg: 72.6854, aux.loss_seg: 0.2565, aux.acc_seg: 61.7912, loss: 0.4938
2022-01-31 22:02:34,833 - mmseg - INFO - Iter [124250/160000]	lr: 8.261e-08, eta: 5:53:26, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2158, decode.acc_seg: 73.0989, aux.loss_seg: 0.2404, aux.acc_seg: 62.5876, loss: 0.4562
2022-01-31 22:03:03,850 - mmseg - INFO - Iter [124300/160000]	lr: 8.250e-08, eta: 5:52:56, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2342, decode.acc_seg: 71.8200, aux.loss_seg: 0.2466, aux.acc_seg: 61.4438, loss: 0.4809
2022-01-31 22:03:32,803 - mmseg - INFO - Iter [124350/160000]	lr: 8.238e-08, eta: 5:52:26, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2371, decode.acc_seg: 72.3437, aux.loss_seg: 0.2673, aux.acc_seg: 60.2986, loss: 0.5045
2022-01-31 22:04:01,766 - mmseg - INFO - Iter [124400/160000]	lr: 8.227e-08, eta: 5:51:57, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2354, decode.acc_seg: 73.8347, aux.loss_seg: 0.2590, aux.acc_seg: 62.9146, loss: 0.4944
2022-01-31 22:04:30,838 - mmseg - INFO - Iter [124450/160000]	lr: 8.215e-08, eta: 5:51:27, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2085, decode.acc_seg: 74.8886, aux.loss_seg: 0.2387, aux.acc_seg: 63.9171, loss: 0.4472
2022-01-31 22:04:59,724 - mmseg - INFO - Iter [124500/160000]	lr: 8.203e-08, eta: 5:50:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2331, decode.acc_seg: 73.2198, aux.loss_seg: 0.2537, aux.acc_seg: 62.4015, loss: 0.4868
2022-01-31 22:05:28,879 - mmseg - INFO - Iter [124550/160000]	lr: 8.192e-08, eta: 5:50:27, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2251, decode.acc_seg: 72.4343, aux.loss_seg: 0.2449, aux.acc_seg: 61.7206, loss: 0.4700
2022-01-31 22:05:57,690 - mmseg - INFO - Iter [124600/160000]	lr: 8.180e-08, eta: 5:49:57, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2299, decode.acc_seg: 73.9853, aux.loss_seg: 0.2579, aux.acc_seg: 62.6661, loss: 0.4878
2022-01-31 22:06:26,666 - mmseg - INFO - Iter [124650/160000]	lr: 8.169e-08, eta: 5:49:27, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2326, decode.acc_seg: 74.0187, aux.loss_seg: 0.2531, aux.acc_seg: 63.0053, loss: 0.4857
2022-01-31 22:06:55,737 - mmseg - INFO - Iter [124700/160000]	lr: 8.157e-08, eta: 5:48:57, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2269, decode.acc_seg: 72.5851, aux.loss_seg: 0.2586, aux.acc_seg: 61.2613, loss: 0.4855
2022-01-31 22:07:24,787 - mmseg - INFO - Iter [124750/160000]	lr: 8.146e-08, eta: 5:48:28, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2301, decode.acc_seg: 73.5179, aux.loss_seg: 0.2517, aux.acc_seg: 62.3041, loss: 0.4818
2022-01-31 22:07:54,130 - mmseg - INFO - Iter [124800/160000]	lr: 8.134e-08, eta: 5:47:58, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2329, decode.acc_seg: 74.3943, aux.loss_seg: 0.2491, aux.acc_seg: 63.7145, loss: 0.4819
2022-01-31 22:08:23,560 - mmseg - INFO - Iter [124850/160000]	lr: 8.123e-08, eta: 5:47:28, time: 0.588, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2247, decode.acc_seg: 74.3769, aux.loss_seg: 0.2591, aux.acc_seg: 62.3322, loss: 0.4839
2022-01-31 22:08:52,690 - mmseg - INFO - Iter [124900/160000]	lr: 8.111e-08, eta: 5:46:58, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2135, decode.acc_seg: 74.4860, aux.loss_seg: 0.2433, aux.acc_seg: 63.5365, loss: 0.4568
2022-01-31 22:09:21,818 - mmseg - INFO - Iter [124950/160000]	lr: 8.099e-08, eta: 5:46:29, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2227, decode.acc_seg: 73.6608, aux.loss_seg: 0.2619, aux.acc_seg: 62.2113, loss: 0.4846
2022-01-31 22:09:50,787 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 22:09:50,790 - mmseg - INFO - Iter [125000/160000]	lr: 8.088e-08, eta: 5:45:59, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2292, decode.acc_seg: 72.7714, aux.loss_seg: 0.2499, aux.acc_seg: 61.9201, loss: 0.4792
2022-01-31 22:10:31,540 - mmseg - INFO - Iter [125050/160000]	lr: 8.076e-08, eta: 5:45:32, time: 0.815, data_time: 0.235, memory: 21005, decode.loss_seg: 0.2338, decode.acc_seg: 73.5453, aux.loss_seg: 0.2587, aux.acc_seg: 62.1901, loss: 0.4925
2022-01-31 22:11:00,293 - mmseg - INFO - Iter [125100/160000]	lr: 8.065e-08, eta: 5:45:02, time: 0.575, data_time: 0.006, memory: 21005, decode.loss_seg: 0.2221, decode.acc_seg: 73.6320, aux.loss_seg: 0.2496, aux.acc_seg: 62.6452, loss: 0.4717
2022-01-31 22:11:29,108 - mmseg - INFO - Iter [125150/160000]	lr: 8.053e-08, eta: 5:44:32, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2324, decode.acc_seg: 73.2394, aux.loss_seg: 0.2537, aux.acc_seg: 62.2308, loss: 0.4860
2022-01-31 22:11:57,922 - mmseg - INFO - Iter [125200/160000]	lr: 8.042e-08, eta: 5:44:02, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2207, decode.acc_seg: 72.8033, aux.loss_seg: 0.2447, aux.acc_seg: 62.3157, loss: 0.4654
2022-01-31 22:12:27,007 - mmseg - INFO - Iter [125250/160000]	lr: 8.030e-08, eta: 5:43:33, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2209, decode.acc_seg: 74.2957, aux.loss_seg: 0.2547, aux.acc_seg: 63.0102, loss: 0.4756
2022-01-31 22:12:55,945 - mmseg - INFO - Iter [125300/160000]	lr: 8.019e-08, eta: 5:43:03, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2167, decode.acc_seg: 72.2493, aux.loss_seg: 0.2437, aux.acc_seg: 61.3286, loss: 0.4603
2022-01-31 22:13:24,883 - mmseg - INFO - Iter [125350/160000]	lr: 8.007e-08, eta: 5:42:33, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2224, decode.acc_seg: 72.1788, aux.loss_seg: 0.2378, aux.acc_seg: 61.9027, loss: 0.4602
2022-01-31 22:13:53,953 - mmseg - INFO - Iter [125400/160000]	lr: 7.995e-08, eta: 5:42:03, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2356, decode.acc_seg: 74.2945, aux.loss_seg: 0.2566, aux.acc_seg: 63.4943, loss: 0.4922
2022-01-31 22:14:22,857 - mmseg - INFO - Iter [125450/160000]	lr: 7.984e-08, eta: 5:41:33, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2215, decode.acc_seg: 72.4991, aux.loss_seg: 0.2454, aux.acc_seg: 61.6559, loss: 0.4669
2022-01-31 22:14:51,759 - mmseg - INFO - Iter [125500/160000]	lr: 7.972e-08, eta: 5:41:03, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2151, decode.acc_seg: 72.8166, aux.loss_seg: 0.2437, aux.acc_seg: 61.6937, loss: 0.4588
2022-01-31 22:15:20,879 - mmseg - INFO - Iter [125550/160000]	lr: 7.961e-08, eta: 5:40:34, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2098, decode.acc_seg: 73.8920, aux.loss_seg: 0.2363, aux.acc_seg: 63.0228, loss: 0.4460
2022-01-31 22:15:49,926 - mmseg - INFO - Iter [125600/160000]	lr: 7.949e-08, eta: 5:40:04, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2236, decode.acc_seg: 74.3269, aux.loss_seg: 0.2528, aux.acc_seg: 63.1947, loss: 0.4764
2022-01-31 22:16:18,928 - mmseg - INFO - Iter [125650/160000]	lr: 7.938e-08, eta: 5:39:34, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2381, decode.acc_seg: 73.1416, aux.loss_seg: 0.2540, aux.acc_seg: 62.3956, loss: 0.4922
2022-01-31 22:16:48,062 - mmseg - INFO - Iter [125700/160000]	lr: 7.926e-08, eta: 5:39:04, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2293, decode.acc_seg: 73.0295, aux.loss_seg: 0.2544, aux.acc_seg: 62.1529, loss: 0.4837
2022-01-31 22:17:17,243 - mmseg - INFO - Iter [125750/160000]	lr: 7.915e-08, eta: 5:38:34, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2323, decode.acc_seg: 73.0320, aux.loss_seg: 0.2539, aux.acc_seg: 61.5159, loss: 0.4862
2022-01-31 22:17:46,432 - mmseg - INFO - Iter [125800/160000]	lr: 7.903e-08, eta: 5:38:05, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2396, decode.acc_seg: 73.2980, aux.loss_seg: 0.2599, aux.acc_seg: 62.1997, loss: 0.4995
2022-01-31 22:18:15,460 - mmseg - INFO - Iter [125850/160000]	lr: 7.891e-08, eta: 5:37:35, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2327, decode.acc_seg: 74.3006, aux.loss_seg: 0.2574, aux.acc_seg: 62.8540, loss: 0.4902
2022-01-31 22:18:44,496 - mmseg - INFO - Iter [125900/160000]	lr: 7.880e-08, eta: 5:37:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2053, decode.acc_seg: 72.8706, aux.loss_seg: 0.2285, aux.acc_seg: 62.5396, loss: 0.4338
2022-01-31 22:19:13,829 - mmseg - INFO - Iter [125950/160000]	lr: 7.868e-08, eta: 5:36:35, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2369, decode.acc_seg: 73.3569, aux.loss_seg: 0.2494, aux.acc_seg: 62.5647, loss: 0.4863
2022-01-31 22:19:43,319 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 22:19:43,321 - mmseg - INFO - Iter [126000/160000]	lr: 7.857e-08, eta: 5:36:05, time: 0.589, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2164, decode.acc_seg: 73.8273, aux.loss_seg: 0.2454, aux.acc_seg: 62.7867, loss: 0.4618
2022-01-31 22:20:12,575 - mmseg - INFO - Iter [126050/160000]	lr: 7.845e-08, eta: 5:35:36, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2220, decode.acc_seg: 73.5990, aux.loss_seg: 0.2462, aux.acc_seg: 62.8775, loss: 0.4682
2022-01-31 22:20:41,837 - mmseg - INFO - Iter [126100/160000]	lr: 7.834e-08, eta: 5:35:06, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2388, decode.acc_seg: 73.5851, aux.loss_seg: 0.2597, aux.acc_seg: 62.7144, loss: 0.4985
2022-01-31 22:21:10,763 - mmseg - INFO - Iter [126150/160000]	lr: 7.822e-08, eta: 5:34:36, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2387, decode.acc_seg: 73.4305, aux.loss_seg: 0.2553, aux.acc_seg: 62.8079, loss: 0.4940
2022-01-31 22:21:39,781 - mmseg - INFO - Iter [126200/160000]	lr: 7.811e-08, eta: 5:34:06, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2340, decode.acc_seg: 73.5874, aux.loss_seg: 0.2557, aux.acc_seg: 62.0219, loss: 0.4897
2022-01-31 22:22:08,779 - mmseg - INFO - Iter [126250/160000]	lr: 7.799e-08, eta: 5:33:36, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2378, decode.acc_seg: 73.0441, aux.loss_seg: 0.2653, aux.acc_seg: 61.3603, loss: 0.5031
2022-01-31 22:22:37,466 - mmseg - INFO - Iter [126300/160000]	lr: 7.787e-08, eta: 5:33:07, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2326, decode.acc_seg: 74.8573, aux.loss_seg: 0.2554, aux.acc_seg: 63.8939, loss: 0.4881
2022-01-31 22:23:18,208 - mmseg - INFO - Iter [126350/160000]	lr: 7.776e-08, eta: 5:32:40, time: 0.815, data_time: 0.239, memory: 21005, decode.loss_seg: 0.2090, decode.acc_seg: 73.2238, aux.loss_seg: 0.2242, aux.acc_seg: 63.4771, loss: 0.4331
2022-01-31 22:23:46,867 - mmseg - INFO - Iter [126400/160000]	lr: 7.764e-08, eta: 5:32:10, time: 0.573, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2225, decode.acc_seg: 73.2318, aux.loss_seg: 0.2545, aux.acc_seg: 62.1811, loss: 0.4770
2022-01-31 22:24:15,738 - mmseg - INFO - Iter [126450/160000]	lr: 7.753e-08, eta: 5:31:40, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2059, decode.acc_seg: 73.0978, aux.loss_seg: 0.2387, aux.acc_seg: 62.1403, loss: 0.4446
2022-01-31 22:24:44,917 - mmseg - INFO - Iter [126500/160000]	lr: 7.741e-08, eta: 5:31:10, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2110, decode.acc_seg: 73.1977, aux.loss_seg: 0.2409, aux.acc_seg: 62.4968, loss: 0.4520
2022-01-31 22:25:13,677 - mmseg - INFO - Iter [126550/160000]	lr: 7.730e-08, eta: 5:30:40, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2143, decode.acc_seg: 74.2008, aux.loss_seg: 0.2430, aux.acc_seg: 62.9491, loss: 0.4573
2022-01-31 22:25:42,678 - mmseg - INFO - Iter [126600/160000]	lr: 7.718e-08, eta: 5:30:10, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2264, decode.acc_seg: 73.3392, aux.loss_seg: 0.2488, aux.acc_seg: 62.5129, loss: 0.4752
2022-01-31 22:26:11,546 - mmseg - INFO - Iter [126650/160000]	lr: 7.707e-08, eta: 5:29:41, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2194, decode.acc_seg: 73.3845, aux.loss_seg: 0.2499, aux.acc_seg: 62.1883, loss: 0.4692
2022-01-31 22:26:40,689 - mmseg - INFO - Iter [126700/160000]	lr: 7.695e-08, eta: 5:29:11, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2324, decode.acc_seg: 74.0393, aux.loss_seg: 0.2479, aux.acc_seg: 63.4887, loss: 0.4803
2022-01-31 22:27:09,681 - mmseg - INFO - Iter [126750/160000]	lr: 7.683e-08, eta: 5:28:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2183, decode.acc_seg: 74.4503, aux.loss_seg: 0.2542, aux.acc_seg: 63.1210, loss: 0.4725
2022-01-31 22:27:38,830 - mmseg - INFO - Iter [126800/160000]	lr: 7.672e-08, eta: 5:28:11, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2379, decode.acc_seg: 73.3492, aux.loss_seg: 0.2591, aux.acc_seg: 62.0835, loss: 0.4970
2022-01-31 22:28:07,758 - mmseg - INFO - Iter [126850/160000]	lr: 7.660e-08, eta: 5:27:41, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2151, decode.acc_seg: 72.7450, aux.loss_seg: 0.2433, aux.acc_seg: 62.2757, loss: 0.4584
2022-01-31 22:28:37,010 - mmseg - INFO - Iter [126900/160000]	lr: 7.649e-08, eta: 5:27:12, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2187, decode.acc_seg: 71.8802, aux.loss_seg: 0.2448, aux.acc_seg: 61.2660, loss: 0.4634
2022-01-31 22:29:06,022 - mmseg - INFO - Iter [126950/160000]	lr: 7.637e-08, eta: 5:26:42, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2148, decode.acc_seg: 72.8255, aux.loss_seg: 0.2473, aux.acc_seg: 61.2209, loss: 0.4621
2022-01-31 22:29:35,038 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 22:29:35,042 - mmseg - INFO - Iter [127000/160000]	lr: 7.626e-08, eta: 5:26:12, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2317, decode.acc_seg: 72.9321, aux.loss_seg: 0.2619, aux.acc_seg: 61.5774, loss: 0.4936
2022-01-31 22:30:04,212 - mmseg - INFO - Iter [127050/160000]	lr: 7.614e-08, eta: 5:25:42, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2245, decode.acc_seg: 74.1419, aux.loss_seg: 0.2507, aux.acc_seg: 62.8425, loss: 0.4753
2022-01-31 22:30:33,648 - mmseg - INFO - Iter [127100/160000]	lr: 7.603e-08, eta: 5:25:12, time: 0.589, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2284, decode.acc_seg: 72.6645, aux.loss_seg: 0.2539, aux.acc_seg: 61.7654, loss: 0.4823
2022-01-31 22:31:02,811 - mmseg - INFO - Iter [127150/160000]	lr: 7.591e-08, eta: 5:24:43, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2303, decode.acc_seg: 72.6157, aux.loss_seg: 0.2435, aux.acc_seg: 62.4821, loss: 0.4738
2022-01-31 22:31:31,921 - mmseg - INFO - Iter [127200/160000]	lr: 7.580e-08, eta: 5:24:13, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2142, decode.acc_seg: 73.4189, aux.loss_seg: 0.2415, aux.acc_seg: 62.6679, loss: 0.4557
2022-01-31 22:32:00,933 - mmseg - INFO - Iter [127250/160000]	lr: 7.568e-08, eta: 5:23:43, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2283, decode.acc_seg: 72.7076, aux.loss_seg: 0.2449, aux.acc_seg: 62.1149, loss: 0.4731
2022-01-31 22:32:30,016 - mmseg - INFO - Iter [127300/160000]	lr: 7.556e-08, eta: 5:23:13, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2443, decode.acc_seg: 72.0454, aux.loss_seg: 0.2567, aux.acc_seg: 61.5135, loss: 0.5010
2022-01-31 22:32:59,070 - mmseg - INFO - Iter [127350/160000]	lr: 7.545e-08, eta: 5:22:43, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2173, decode.acc_seg: 72.5755, aux.loss_seg: 0.2507, aux.acc_seg: 61.6207, loss: 0.4681
2022-01-31 22:33:27,919 - mmseg - INFO - Iter [127400/160000]	lr: 7.533e-08, eta: 5:22:14, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2384, decode.acc_seg: 74.5428, aux.loss_seg: 0.2669, aux.acc_seg: 63.0525, loss: 0.5052
2022-01-31 22:33:56,773 - mmseg - INFO - Iter [127450/160000]	lr: 7.522e-08, eta: 5:21:44, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2186, decode.acc_seg: 73.4542, aux.loss_seg: 0.2486, aux.acc_seg: 62.3090, loss: 0.4673
2022-01-31 22:34:25,852 - mmseg - INFO - Iter [127500/160000]	lr: 7.510e-08, eta: 5:21:14, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2319, decode.acc_seg: 72.3911, aux.loss_seg: 0.2594, aux.acc_seg: 60.8333, loss: 0.4913
2022-01-31 22:34:54,841 - mmseg - INFO - Iter [127550/160000]	lr: 7.499e-08, eta: 5:20:44, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2188, decode.acc_seg: 75.3868, aux.loss_seg: 0.2558, aux.acc_seg: 63.5632, loss: 0.4745
2022-01-31 22:35:35,656 - mmseg - INFO - Iter [127600/160000]	lr: 7.487e-08, eta: 5:20:17, time: 0.816, data_time: 0.231, memory: 21005, decode.loss_seg: 0.2271, decode.acc_seg: 72.6779, aux.loss_seg: 0.2349, aux.acc_seg: 62.7104, loss: 0.4620
2022-01-31 22:36:04,376 - mmseg - INFO - Iter [127650/160000]	lr: 7.476e-08, eta: 5:19:47, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2325, decode.acc_seg: 72.4166, aux.loss_seg: 0.2442, aux.acc_seg: 61.7913, loss: 0.4767
2022-01-31 22:36:33,420 - mmseg - INFO - Iter [127700/160000]	lr: 7.464e-08, eta: 5:19:18, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2261, decode.acc_seg: 73.4782, aux.loss_seg: 0.2490, aux.acc_seg: 62.4705, loss: 0.4752
2022-01-31 22:37:02,398 - mmseg - INFO - Iter [127750/160000]	lr: 7.452e-08, eta: 5:18:48, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2083, decode.acc_seg: 73.9808, aux.loss_seg: 0.2420, aux.acc_seg: 62.8011, loss: 0.4503
2022-01-31 22:37:31,418 - mmseg - INFO - Iter [127800/160000]	lr: 7.441e-08, eta: 5:18:18, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2284, decode.acc_seg: 74.5343, aux.loss_seg: 0.2626, aux.acc_seg: 62.8839, loss: 0.4910
2022-01-31 22:38:00,264 - mmseg - INFO - Iter [127850/160000]	lr: 7.429e-08, eta: 5:17:48, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2222, decode.acc_seg: 74.6642, aux.loss_seg: 0.2503, aux.acc_seg: 63.4265, loss: 0.4726
2022-01-31 22:38:29,343 - mmseg - INFO - Iter [127900/160000]	lr: 7.418e-08, eta: 5:17:18, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2119, decode.acc_seg: 73.8737, aux.loss_seg: 0.2317, aux.acc_seg: 63.2724, loss: 0.4436
2022-01-31 22:38:58,308 - mmseg - INFO - Iter [127950/160000]	lr: 7.406e-08, eta: 5:16:48, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2220, decode.acc_seg: 73.2805, aux.loss_seg: 0.2488, aux.acc_seg: 61.8462, loss: 0.4708
2022-01-31 22:39:27,460 - mmseg - INFO - Saving checkpoint at 128000 iterations
2022-01-31 22:41:00,418 - mmseg - INFO - per class results:
2022-01-31 22:41:00,423 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 76.9  | 88.78 |
| building            | 82.66 | 92.61 |
| sky                 | 94.23 | 97.25 |
| floor               | 81.94 | 91.59 |
| tree                | 74.04 | 88.48 |
| ceiling             | 83.24 | 91.83 |
| road                | 83.41 | 89.31 |
| bed                 | 89.16 | 95.29 |
| windowpane          | 62.11 | 78.66 |
| grass               | 67.46 | 82.64 |
| cabinet             | 60.33 | 73.75 |
| sidewalk            | 63.39 | 84.74 |
| person              | 80.08 | 91.78 |
| earth               | 36.28 | 46.3  |
| door                | 45.4  | 57.17 |
| table               | 60.99 | 75.69 |
| mountain            | 55.84 | 71.89 |
| plant               | 49.97 | 58.72 |
| curtain             | 75.0  | 86.38 |
| chair               | 56.09 | 70.95 |
| car                 | 85.13 | 92.91 |
| water               | 53.47 | 65.85 |
| painting            | 70.03 | 88.18 |
| sofa                | 63.99 | 79.9  |
| shelf               | 41.55 | 55.83 |
| house               | 45.09 | 63.28 |
| sea                 | 52.66 | 77.2  |
| mirror              | 65.33 | 71.69 |
| rug                 | 62.97 | 75.94 |
| field               | 31.92 | 56.15 |
| armchair            | 42.57 | 61.22 |
| seat                | 64.91 | 82.91 |
| fence               | 37.88 | 54.06 |
| desk                | 44.49 | 66.34 |
| rock                | 34.53 | 56.5  |
| wardrobe            | 51.59 | 70.91 |
| lamp                | 60.7  | 74.43 |
| bathtub             | 80.19 | 85.62 |
| railing             | 32.38 | 42.62 |
| cushion             | 54.38 | 62.32 |
| base                | 22.62 | 28.6  |
| box                 | 26.11 | 35.02 |
| column              | 43.96 | 52.03 |
| signboard           | 37.32 | 49.35 |
| chest of drawers    | 39.79 | 58.64 |
| counter             | 23.81 | 31.37 |
| sand                | 49.99 | 65.83 |
| sink                | 69.13 | 77.91 |
| skyscraper          | 60.35 | 72.9  |
| fireplace           | 68.66 | 89.48 |
| refrigerator        | 68.09 | 78.66 |
| grandstand          | 44.86 | 75.6  |
| path                | 18.57 | 26.47 |
| stairs              | 27.44 | 33.38 |
| runway              | 71.57 | 95.26 |
| case                | 52.5  | 81.86 |
| pool table          | 93.49 | 96.75 |
| pillow              | 57.4  | 71.59 |
| screen door         | 70.45 | 73.8  |
| stairway            | 25.73 | 37.09 |
| river               | 14.14 | 28.74 |
| bridge              | 59.74 | 70.13 |
| bookcase            | 37.19 | 59.72 |
| blind               | 49.73 | 54.9  |
| coffee table        | 61.01 | 79.54 |
| toilet              | 83.58 | 89.53 |
| flower              | 38.01 | 53.32 |
| book                | 44.78 | 59.27 |
| hill                | 6.21  | 9.21  |
| bench               | 47.61 | 54.01 |
| countertop          | 56.5  | 69.78 |
| stove               | 71.93 | 78.86 |
| palm                | 52.25 | 71.21 |
| kitchen island      | 49.05 | 83.73 |
| computer            | 62.35 | 72.49 |
| swivel chair        | 40.38 | 55.29 |
| boat                | 50.43 | 60.0  |
| bar                 | 39.04 | 44.17 |
| arcade machine      | 50.78 | 54.34 |
| hovel               | 20.31 | 24.7  |
| bus                 | 89.06 | 96.82 |
| towel               | 61.85 | 68.85 |
| light               | 53.16 | 60.18 |
| truck               | 20.26 | 28.52 |
| tower               | 22.01 | 29.87 |
| chandelier          | 62.45 | 72.3  |
| awning              | 31.32 | 37.27 |
| streetlight         | 24.71 | 33.14 |
| booth               | 51.79 | 53.94 |
| television receiver | 54.09 | 81.52 |
| airplane            | 59.38 | 66.13 |
| dirt track          | 0.68  | 1.6   |
| apparel             | 39.62 | 52.04 |
| pole                | 24.13 | 32.58 |
| land                | 6.04  | 10.58 |
| bannister           | 18.28 | 22.0  |
| escalator           | 38.37 | 44.77 |
| ottoman             | 41.86 | 64.51 |
| bottle              | 39.09 | 50.15 |
| buffet              | 38.41 | 44.12 |
| poster              | 33.49 | 41.46 |
| stage               | 14.92 | 21.79 |
| van                 | 44.3  | 58.42 |
| ship                | 55.46 | 74.13 |
| fountain            | 24.47 | 25.51 |
| conveyer belt       | 75.93 | 87.97 |
| canopy              | 21.77 | 32.89 |
| washer              | 60.3  | 69.94 |
| plaything           | 30.79 | 42.31 |
| swimming pool       | 45.45 | 60.35 |
| stool               | 42.27 | 53.59 |
| barrel              | 31.72 | 64.36 |
| basket              | 22.45 | 32.95 |
| waterfall           | 74.22 | 90.73 |
| tent                | 89.13 | 98.39 |
| bag                 | 10.71 | 12.78 |
| minibike            | 67.98 | 76.78 |
| cradle              | 84.48 | 96.35 |
| oven                | 31.09 | 53.23 |
| ball                | 48.42 | 60.81 |
| food                | 46.75 | 49.82 |
| step                | 6.3   | 7.78  |
| tank                | 47.75 | 51.47 |
| trade name          | 24.57 | 27.72 |
| microwave           | 36.59 | 41.13 |
| pot                 | 41.17 | 46.62 |
| animal              | 58.99 | 61.2  |
| bicycle             | 55.23 | 71.74 |
| lake                | 55.76 | 63.65 |
| dishwasher          | 54.5  | 67.81 |
| screen              | 59.19 | 88.38 |
| blanket             | 12.56 | 14.05 |
| sculpture           | 53.24 | 72.04 |
| hood                | 56.45 | 59.94 |
| sconce              | 45.85 | 54.1  |
| vase                | 33.01 | 46.06 |
| traffic light       | 33.16 | 45.18 |
| tray                | 6.35  | 10.48 |
| ashcan              | 38.41 | 46.59 |
| fan                 | 56.03 | 69.27 |
| pier                | 35.77 | 45.45 |
| crt screen          | 4.69  | 11.45 |
| plate               | 55.24 | 73.31 |
| monitor             | 13.76 | 16.72 |
| bulletin board      | 45.88 | 56.3  |
| shower              | 1.09  | 1.2   |
| radiator            | 53.62 | 60.37 |
| glass               | 11.24 | 12.34 |
| clock               | 29.99 | 34.08 |
| flag                | 32.79 | 36.03 |
+---------------------+-------+-------+
2022-01-31 22:41:00,424 - mmseg - INFO - Summary:
2022-01-31 22:41:00,425 - mmseg - INFO - 
+--------+-------+------+-------+
| Scope  | mIoU  | mAcc | aAcc  |
+--------+-------+------+-------+
| global | 47.69 | 59.0 | 82.74 |
+--------+-------+------+-------+
2022-01-31 22:41:00,439 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 22:41:00,440 - mmseg - INFO - Iter(val) [128000]	mIoU: 0.4769, mAcc: 0.5900, aAcc: 0.8274
2022-01-31 22:41:29,427 - mmseg - INFO - Iter [128050/160000]	lr: 7.383e-08, eta: 5:16:02, time: 2.193, data_time: 1.618, memory: 21005, decode.loss_seg: 0.2285, decode.acc_seg: 72.5512, aux.loss_seg: 0.2563, aux.acc_seg: 61.2432, loss: 0.4847
2022-01-31 22:41:58,388 - mmseg - INFO - Iter [128100/160000]	lr: 7.372e-08, eta: 5:15:32, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2152, decode.acc_seg: 74.7614, aux.loss_seg: 0.2562, aux.acc_seg: 63.3374, loss: 0.4714
2022-01-31 22:42:27,571 - mmseg - INFO - Iter [128150/160000]	lr: 7.360e-08, eta: 5:15:02, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2236, decode.acc_seg: 71.9340, aux.loss_seg: 0.2521, aux.acc_seg: 61.0119, loss: 0.4757
2022-01-31 22:42:56,796 - mmseg - INFO - Iter [128200/160000]	lr: 7.348e-08, eta: 5:14:32, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2283, decode.acc_seg: 73.8335, aux.loss_seg: 0.2525, aux.acc_seg: 62.8954, loss: 0.4808
2022-01-31 22:43:25,780 - mmseg - INFO - Iter [128250/160000]	lr: 7.337e-08, eta: 5:14:02, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2386, decode.acc_seg: 73.5186, aux.loss_seg: 0.2631, aux.acc_seg: 62.2005, loss: 0.5016
2022-01-31 22:43:54,648 - mmseg - INFO - Iter [128300/160000]	lr: 7.325e-08, eta: 5:13:33, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2265, decode.acc_seg: 72.5989, aux.loss_seg: 0.2495, aux.acc_seg: 61.3235, loss: 0.4760
2022-01-31 22:44:23,591 - mmseg - INFO - Iter [128350/160000]	lr: 7.314e-08, eta: 5:13:03, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2345, decode.acc_seg: 73.4559, aux.loss_seg: 0.2600, aux.acc_seg: 61.9228, loss: 0.4945
2022-01-31 22:44:52,489 - mmseg - INFO - Iter [128400/160000]	lr: 7.302e-08, eta: 5:12:33, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2293, decode.acc_seg: 73.3499, aux.loss_seg: 0.2430, aux.acc_seg: 62.7675, loss: 0.4724
2022-01-31 22:45:21,299 - mmseg - INFO - Iter [128450/160000]	lr: 7.291e-08, eta: 5:12:03, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2232, decode.acc_seg: 74.3667, aux.loss_seg: 0.2633, aux.acc_seg: 62.5166, loss: 0.4866
2022-01-31 22:45:50,180 - mmseg - INFO - Iter [128500/160000]	lr: 7.279e-08, eta: 5:11:33, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2247, decode.acc_seg: 72.8109, aux.loss_seg: 0.2545, aux.acc_seg: 61.9949, loss: 0.4791
2022-01-31 22:46:19,069 - mmseg - INFO - Iter [128550/160000]	lr: 7.268e-08, eta: 5:11:03, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2276, decode.acc_seg: 72.6025, aux.loss_seg: 0.2459, aux.acc_seg: 62.1458, loss: 0.4735
2022-01-31 22:46:48,373 - mmseg - INFO - Iter [128600/160000]	lr: 7.256e-08, eta: 5:10:33, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2204, decode.acc_seg: 74.4682, aux.loss_seg: 0.2503, aux.acc_seg: 63.0957, loss: 0.4707
2022-01-31 22:47:17,390 - mmseg - INFO - Iter [128650/160000]	lr: 7.244e-08, eta: 5:10:04, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2361, decode.acc_seg: 72.5070, aux.loss_seg: 0.2578, aux.acc_seg: 61.2167, loss: 0.4939
2022-01-31 22:47:46,308 - mmseg - INFO - Iter [128700/160000]	lr: 7.233e-08, eta: 5:09:34, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2325, decode.acc_seg: 73.6123, aux.loss_seg: 0.2646, aux.acc_seg: 61.7648, loss: 0.4971
2022-01-31 22:48:15,417 - mmseg - INFO - Iter [128750/160000]	lr: 7.221e-08, eta: 5:09:04, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2375, decode.acc_seg: 73.9406, aux.loss_seg: 0.2622, aux.acc_seg: 62.2831, loss: 0.4997
2022-01-31 22:48:44,363 - mmseg - INFO - Iter [128800/160000]	lr: 7.210e-08, eta: 5:08:34, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2228, decode.acc_seg: 74.6187, aux.loss_seg: 0.2493, aux.acc_seg: 63.7850, loss: 0.4722
2022-01-31 22:49:25,987 - mmseg - INFO - Iter [128850/160000]	lr: 7.198e-08, eta: 5:08:07, time: 0.833, data_time: 0.262, memory: 21005, decode.loss_seg: 0.2265, decode.acc_seg: 74.0066, aux.loss_seg: 0.2617, aux.acc_seg: 62.3503, loss: 0.4882
2022-01-31 22:49:54,934 - mmseg - INFO - Iter [128900/160000]	lr: 7.187e-08, eta: 5:07:37, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2149, decode.acc_seg: 72.7632, aux.loss_seg: 0.2389, aux.acc_seg: 62.3753, loss: 0.4538
2022-01-31 22:50:23,697 - mmseg - INFO - Iter [128950/160000]	lr: 7.175e-08, eta: 5:07:08, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2316, decode.acc_seg: 73.7889, aux.loss_seg: 0.2637, aux.acc_seg: 62.2243, loss: 0.4954
2022-01-31 22:50:52,707 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 22:50:52,708 - mmseg - INFO - Iter [129000/160000]	lr: 7.164e-08, eta: 5:06:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2196, decode.acc_seg: 73.2546, aux.loss_seg: 0.2609, aux.acc_seg: 61.6122, loss: 0.4805
2022-01-31 22:51:21,864 - mmseg - INFO - Iter [129050/160000]	lr: 7.152e-08, eta: 5:06:08, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2092, decode.acc_seg: 75.0133, aux.loss_seg: 0.2394, aux.acc_seg: 63.8512, loss: 0.4486
2022-01-31 22:51:50,832 - mmseg - INFO - Iter [129100/160000]	lr: 7.140e-08, eta: 5:05:38, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2094, decode.acc_seg: 74.7649, aux.loss_seg: 0.2468, aux.acc_seg: 63.3023, loss: 0.4561
2022-01-31 22:52:19,796 - mmseg - INFO - Iter [129150/160000]	lr: 7.129e-08, eta: 5:05:08, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2464, decode.acc_seg: 72.8690, aux.loss_seg: 0.2626, aux.acc_seg: 61.8148, loss: 0.5089
2022-01-31 22:52:48,745 - mmseg - INFO - Iter [129200/160000]	lr: 7.117e-08, eta: 5:04:38, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2341, decode.acc_seg: 74.1846, aux.loss_seg: 0.2611, aux.acc_seg: 62.6703, loss: 0.4953
2022-01-31 22:53:17,933 - mmseg - INFO - Iter [129250/160000]	lr: 7.106e-08, eta: 5:04:09, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2243, decode.acc_seg: 73.2397, aux.loss_seg: 0.2449, aux.acc_seg: 62.5273, loss: 0.4691
2022-01-31 22:53:47,218 - mmseg - INFO - Iter [129300/160000]	lr: 7.094e-08, eta: 5:03:39, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2275, decode.acc_seg: 73.4113, aux.loss_seg: 0.2535, aux.acc_seg: 62.2208, loss: 0.4810
2022-01-31 22:54:16,212 - mmseg - INFO - Iter [129350/160000]	lr: 7.083e-08, eta: 5:03:09, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2175, decode.acc_seg: 74.6912, aux.loss_seg: 0.2427, aux.acc_seg: 63.8847, loss: 0.4602
2022-01-31 22:54:45,209 - mmseg - INFO - Iter [129400/160000]	lr: 7.071e-08, eta: 5:02:39, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2226, decode.acc_seg: 74.1914, aux.loss_seg: 0.2603, aux.acc_seg: 62.3127, loss: 0.4829
2022-01-31 22:55:14,108 - mmseg - INFO - Iter [129450/160000]	lr: 7.060e-08, eta: 5:02:09, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2257, decode.acc_seg: 74.0154, aux.loss_seg: 0.2547, aux.acc_seg: 62.6285, loss: 0.4804
2022-01-31 22:55:43,316 - mmseg - INFO - Iter [129500/160000]	lr: 7.048e-08, eta: 5:01:40, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2080, decode.acc_seg: 75.0429, aux.loss_seg: 0.2503, aux.acc_seg: 63.7182, loss: 0.4583
2022-01-31 22:56:12,257 - mmseg - INFO - Iter [129550/160000]	lr: 7.036e-08, eta: 5:01:10, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2209, decode.acc_seg: 73.4573, aux.loss_seg: 0.2472, aux.acc_seg: 62.5631, loss: 0.4681
2022-01-31 22:56:41,378 - mmseg - INFO - Iter [129600/160000]	lr: 7.025e-08, eta: 5:00:40, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2269, decode.acc_seg: 73.1241, aux.loss_seg: 0.2507, aux.acc_seg: 62.1788, loss: 0.4776
2022-01-31 22:57:10,483 - mmseg - INFO - Iter [129650/160000]	lr: 7.013e-08, eta: 5:00:10, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2249, decode.acc_seg: 73.0494, aux.loss_seg: 0.2487, aux.acc_seg: 61.7641, loss: 0.4735
2022-01-31 22:57:39,590 - mmseg - INFO - Iter [129700/160000]	lr: 7.002e-08, eta: 4:59:40, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2305, decode.acc_seg: 72.9978, aux.loss_seg: 0.2579, aux.acc_seg: 61.7036, loss: 0.4884
2022-01-31 22:58:08,817 - mmseg - INFO - Iter [129750/160000]	lr: 6.990e-08, eta: 4:59:11, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2203, decode.acc_seg: 74.4769, aux.loss_seg: 0.2481, aux.acc_seg: 63.1754, loss: 0.4683
2022-01-31 22:58:37,935 - mmseg - INFO - Iter [129800/160000]	lr: 6.979e-08, eta: 4:58:41, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2270, decode.acc_seg: 73.0639, aux.loss_seg: 0.2549, aux.acc_seg: 61.3413, loss: 0.4819
2022-01-31 22:59:07,044 - mmseg - INFO - Iter [129850/160000]	lr: 6.967e-08, eta: 4:58:11, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2267, decode.acc_seg: 74.2285, aux.loss_seg: 0.2526, aux.acc_seg: 63.4105, loss: 0.4793
2022-01-31 22:59:36,091 - mmseg - INFO - Iter [129900/160000]	lr: 6.956e-08, eta: 4:57:41, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2096, decode.acc_seg: 72.5744, aux.loss_seg: 0.2489, aux.acc_seg: 61.2878, loss: 0.4585
2022-01-31 23:00:05,195 - mmseg - INFO - Iter [129950/160000]	lr: 6.944e-08, eta: 4:57:11, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2160, decode.acc_seg: 73.2934, aux.loss_seg: 0.2383, aux.acc_seg: 62.9437, loss: 0.4543
2022-01-31 23:00:34,260 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 23:00:34,262 - mmseg - INFO - Iter [130000/160000]	lr: 6.932e-08, eta: 4:56:42, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2210, decode.acc_seg: 72.1776, aux.loss_seg: 0.2444, aux.acc_seg: 61.3891, loss: 0.4654
2022-01-31 23:01:03,481 - mmseg - INFO - Iter [130050/160000]	lr: 6.921e-08, eta: 4:56:12, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2192, decode.acc_seg: 74.4121, aux.loss_seg: 0.2526, aux.acc_seg: 63.2673, loss: 0.4718
2022-01-31 23:01:44,340 - mmseg - INFO - Iter [130100/160000]	lr: 6.909e-08, eta: 4:55:45, time: 0.817, data_time: 0.238, memory: 21005, decode.loss_seg: 0.2101, decode.acc_seg: 72.3150, aux.loss_seg: 0.2396, aux.acc_seg: 61.5298, loss: 0.4497
2022-01-31 23:02:13,167 - mmseg - INFO - Iter [130150/160000]	lr: 6.898e-08, eta: 4:55:15, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2227, decode.acc_seg: 74.2074, aux.loss_seg: 0.2455, aux.acc_seg: 63.8022, loss: 0.4682
2022-01-31 23:02:42,099 - mmseg - INFO - Iter [130200/160000]	lr: 6.886e-08, eta: 4:54:45, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2109, decode.acc_seg: 73.7484, aux.loss_seg: 0.2421, aux.acc_seg: 62.8394, loss: 0.4530
2022-01-31 23:03:10,982 - mmseg - INFO - Iter [130250/160000]	lr: 6.875e-08, eta: 4:54:15, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2136, decode.acc_seg: 73.9776, aux.loss_seg: 0.2466, aux.acc_seg: 63.0638, loss: 0.4602
2022-01-31 23:03:39,929 - mmseg - INFO - Iter [130300/160000]	lr: 6.863e-08, eta: 4:53:45, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2210, decode.acc_seg: 74.7833, aux.loss_seg: 0.2516, aux.acc_seg: 63.3552, loss: 0.4726
2022-01-31 23:04:08,923 - mmseg - INFO - Iter [130350/160000]	lr: 6.852e-08, eta: 4:53:15, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2120, decode.acc_seg: 74.4190, aux.loss_seg: 0.2435, aux.acc_seg: 63.5676, loss: 0.4555
2022-01-31 23:04:38,000 - mmseg - INFO - Iter [130400/160000]	lr: 6.840e-08, eta: 4:52:46, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2016, decode.acc_seg: 74.9006, aux.loss_seg: 0.2378, aux.acc_seg: 63.7907, loss: 0.4393
2022-01-31 23:05:07,203 - mmseg - INFO - Iter [130450/160000]	lr: 6.829e-08, eta: 4:52:16, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2237, decode.acc_seg: 74.2263, aux.loss_seg: 0.2623, aux.acc_seg: 62.6007, loss: 0.4860
2022-01-31 23:05:36,320 - mmseg - INFO - Iter [130500/160000]	lr: 6.817e-08, eta: 4:51:46, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2159, decode.acc_seg: 74.3683, aux.loss_seg: 0.2537, aux.acc_seg: 62.9413, loss: 0.4696
2022-01-31 23:06:05,156 - mmseg - INFO - Iter [130550/160000]	lr: 6.805e-08, eta: 4:51:16, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2136, decode.acc_seg: 73.1924, aux.loss_seg: 0.2441, aux.acc_seg: 62.3312, loss: 0.4577
2022-01-31 23:06:34,230 - mmseg - INFO - Iter [130600/160000]	lr: 6.794e-08, eta: 4:50:46, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2050, decode.acc_seg: 72.3898, aux.loss_seg: 0.2344, aux.acc_seg: 62.1716, loss: 0.4394
2022-01-31 23:07:03,279 - mmseg - INFO - Iter [130650/160000]	lr: 6.782e-08, eta: 4:50:17, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2268, decode.acc_seg: 72.5622, aux.loss_seg: 0.2655, aux.acc_seg: 60.8214, loss: 0.4923
2022-01-31 23:07:32,285 - mmseg - INFO - Iter [130700/160000]	lr: 6.771e-08, eta: 4:49:47, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2113, decode.acc_seg: 74.1600, aux.loss_seg: 0.2295, aux.acc_seg: 64.0493, loss: 0.4408
2022-01-31 23:08:01,277 - mmseg - INFO - Iter [130750/160000]	lr: 6.759e-08, eta: 4:49:17, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2161, decode.acc_seg: 73.3728, aux.loss_seg: 0.2459, aux.acc_seg: 62.1734, loss: 0.4620
2022-01-31 23:08:30,229 - mmseg - INFO - Iter [130800/160000]	lr: 6.748e-08, eta: 4:48:47, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2100, decode.acc_seg: 72.6517, aux.loss_seg: 0.2417, aux.acc_seg: 62.0957, loss: 0.4518
2022-01-31 23:08:59,432 - mmseg - INFO - Iter [130850/160000]	lr: 6.736e-08, eta: 4:48:17, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2218, decode.acc_seg: 75.1974, aux.loss_seg: 0.2689, aux.acc_seg: 62.9707, loss: 0.4908
2022-01-31 23:09:28,563 - mmseg - INFO - Iter [130900/160000]	lr: 6.725e-08, eta: 4:47:48, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2221, decode.acc_seg: 73.3262, aux.loss_seg: 0.2580, aux.acc_seg: 62.0154, loss: 0.4801
2022-01-31 23:09:57,631 - mmseg - INFO - Iter [130950/160000]	lr: 6.713e-08, eta: 4:47:18, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2236, decode.acc_seg: 73.3697, aux.loss_seg: 0.2517, aux.acc_seg: 61.8604, loss: 0.4752
2022-01-31 23:10:26,749 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 23:10:26,751 - mmseg - INFO - Iter [131000/160000]	lr: 6.701e-08, eta: 4:46:48, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2251, decode.acc_seg: 72.9715, aux.loss_seg: 0.2574, aux.acc_seg: 61.1856, loss: 0.4825
2022-01-31 23:10:55,743 - mmseg - INFO - Iter [131050/160000]	lr: 6.690e-08, eta: 4:46:18, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2124, decode.acc_seg: 73.1995, aux.loss_seg: 0.2378, aux.acc_seg: 62.5498, loss: 0.4502
2022-01-31 23:11:24,837 - mmseg - INFO - Iter [131100/160000]	lr: 6.678e-08, eta: 4:45:48, time: 0.582, data_time: 0.006, memory: 21005, decode.loss_seg: 0.2272, decode.acc_seg: 72.9020, aux.loss_seg: 0.2573, aux.acc_seg: 61.2497, loss: 0.4845
2022-01-31 23:11:53,863 - mmseg - INFO - Iter [131150/160000]	lr: 6.667e-08, eta: 4:45:18, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2306, decode.acc_seg: 72.9996, aux.loss_seg: 0.2635, aux.acc_seg: 61.2613, loss: 0.4941
2022-01-31 23:12:22,925 - mmseg - INFO - Iter [131200/160000]	lr: 6.655e-08, eta: 4:44:49, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2146, decode.acc_seg: 73.6677, aux.loss_seg: 0.2523, aux.acc_seg: 62.1797, loss: 0.4669
2022-01-31 23:12:51,922 - mmseg - INFO - Iter [131250/160000]	lr: 6.644e-08, eta: 4:44:19, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2132, decode.acc_seg: 74.6055, aux.loss_seg: 0.2500, aux.acc_seg: 63.0327, loss: 0.4632
2022-01-31 23:13:20,734 - mmseg - INFO - Iter [131300/160000]	lr: 6.632e-08, eta: 4:43:49, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2392, decode.acc_seg: 73.2145, aux.loss_seg: 0.2694, aux.acc_seg: 61.4686, loss: 0.5086
2022-01-31 23:13:49,662 - mmseg - INFO - Iter [131350/160000]	lr: 6.621e-08, eta: 4:43:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2348, decode.acc_seg: 73.9417, aux.loss_seg: 0.2651, aux.acc_seg: 62.1325, loss: 0.5000
2022-01-31 23:14:31,426 - mmseg - INFO - Iter [131400/160000]	lr: 6.609e-08, eta: 4:42:52, time: 0.836, data_time: 0.263, memory: 21005, decode.loss_seg: 0.2072, decode.acc_seg: 73.7440, aux.loss_seg: 0.2373, aux.acc_seg: 62.8510, loss: 0.4445
2022-01-31 23:15:00,318 - mmseg - INFO - Iter [131450/160000]	lr: 6.597e-08, eta: 4:42:22, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2261, decode.acc_seg: 72.8555, aux.loss_seg: 0.2507, aux.acc_seg: 61.8631, loss: 0.4768
2022-01-31 23:15:29,521 - mmseg - INFO - Iter [131500/160000]	lr: 6.586e-08, eta: 4:41:53, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2253, decode.acc_seg: 74.0254, aux.loss_seg: 0.2497, aux.acc_seg: 62.9850, loss: 0.4751
2022-01-31 23:15:58,673 - mmseg - INFO - Iter [131550/160000]	lr: 6.574e-08, eta: 4:41:23, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2092, decode.acc_seg: 75.6913, aux.loss_seg: 0.2482, aux.acc_seg: 64.1256, loss: 0.4574
2022-01-31 23:16:27,981 - mmseg - INFO - Iter [131600/160000]	lr: 6.563e-08, eta: 4:40:53, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2173, decode.acc_seg: 72.8129, aux.loss_seg: 0.2415, aux.acc_seg: 61.9511, loss: 0.4588
2022-01-31 23:16:56,810 - mmseg - INFO - Iter [131650/160000]	lr: 6.551e-08, eta: 4:40:23, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2258, decode.acc_seg: 74.6002, aux.loss_seg: 0.2418, aux.acc_seg: 63.7550, loss: 0.4676
2022-01-31 23:17:25,550 - mmseg - INFO - Iter [131700/160000]	lr: 6.540e-08, eta: 4:39:53, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2108, decode.acc_seg: 73.2854, aux.loss_seg: 0.2398, aux.acc_seg: 62.5771, loss: 0.4506
2022-01-31 23:17:54,556 - mmseg - INFO - Iter [131750/160000]	lr: 6.528e-08, eta: 4:39:23, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2069, decode.acc_seg: 72.8481, aux.loss_seg: 0.2459, aux.acc_seg: 61.5951, loss: 0.4528
2022-01-31 23:18:23,747 - mmseg - INFO - Iter [131800/160000]	lr: 6.517e-08, eta: 4:38:54, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2271, decode.acc_seg: 73.2765, aux.loss_seg: 0.2593, aux.acc_seg: 61.9645, loss: 0.4864
2022-01-31 23:18:52,745 - mmseg - INFO - Iter [131850/160000]	lr: 6.505e-08, eta: 4:38:24, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2220, decode.acc_seg: 73.6240, aux.loss_seg: 0.2426, aux.acc_seg: 62.9428, loss: 0.4646
2022-01-31 23:19:21,750 - mmseg - INFO - Iter [131900/160000]	lr: 6.493e-08, eta: 4:37:54, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2154, decode.acc_seg: 73.7570, aux.loss_seg: 0.2474, aux.acc_seg: 62.5058, loss: 0.4629
2022-01-31 23:19:50,848 - mmseg - INFO - Iter [131950/160000]	lr: 6.482e-08, eta: 4:37:24, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2122, decode.acc_seg: 74.0552, aux.loss_seg: 0.2472, aux.acc_seg: 62.6078, loss: 0.4593
2022-01-31 23:20:20,101 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 23:20:20,103 - mmseg - INFO - Iter [132000/160000]	lr: 6.470e-08, eta: 4:36:55, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2324, decode.acc_seg: 74.4857, aux.loss_seg: 0.2606, aux.acc_seg: 62.9565, loss: 0.4930
2022-01-31 23:20:49,119 - mmseg - INFO - Iter [132050/160000]	lr: 6.459e-08, eta: 4:36:25, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2268, decode.acc_seg: 73.7628, aux.loss_seg: 0.2490, aux.acc_seg: 62.8570, loss: 0.4758
2022-01-31 23:21:17,954 - mmseg - INFO - Iter [132100/160000]	lr: 6.447e-08, eta: 4:35:55, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2211, decode.acc_seg: 74.1806, aux.loss_seg: 0.2481, aux.acc_seg: 63.1960, loss: 0.4692
2022-01-31 23:21:47,202 - mmseg - INFO - Iter [132150/160000]	lr: 6.436e-08, eta: 4:35:25, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2182, decode.acc_seg: 72.9128, aux.loss_seg: 0.2435, aux.acc_seg: 62.0899, loss: 0.4617
2022-01-31 23:22:16,184 - mmseg - INFO - Iter [132200/160000]	lr: 6.424e-08, eta: 4:34:55, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2301, decode.acc_seg: 73.7047, aux.loss_seg: 0.2696, aux.acc_seg: 61.3942, loss: 0.4996
2022-01-31 23:22:45,205 - mmseg - INFO - Iter [132250/160000]	lr: 6.413e-08, eta: 4:34:25, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2244, decode.acc_seg: 72.2737, aux.loss_seg: 0.2523, aux.acc_seg: 61.2455, loss: 0.4768
2022-01-31 23:23:14,157 - mmseg - INFO - Iter [132300/160000]	lr: 6.401e-08, eta: 4:33:56, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2149, decode.acc_seg: 73.8486, aux.loss_seg: 0.2481, aux.acc_seg: 62.6448, loss: 0.4630
2022-01-31 23:23:43,084 - mmseg - INFO - Iter [132350/160000]	lr: 6.389e-08, eta: 4:33:26, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2237, decode.acc_seg: 75.0136, aux.loss_seg: 0.2548, aux.acc_seg: 63.3771, loss: 0.4785
2022-01-31 23:24:12,255 - mmseg - INFO - Iter [132400/160000]	lr: 6.378e-08, eta: 4:32:56, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2162, decode.acc_seg: 72.6632, aux.loss_seg: 0.2461, aux.acc_seg: 61.4089, loss: 0.4624
2022-01-31 23:24:41,289 - mmseg - INFO - Iter [132450/160000]	lr: 6.366e-08, eta: 4:32:26, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2177, decode.acc_seg: 72.6146, aux.loss_seg: 0.2545, aux.acc_seg: 61.1591, loss: 0.4723
2022-01-31 23:25:10,378 - mmseg - INFO - Iter [132500/160000]	lr: 6.355e-08, eta: 4:31:56, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2233, decode.acc_seg: 73.8583, aux.loss_seg: 0.2543, aux.acc_seg: 62.4802, loss: 0.4776
2022-01-31 23:25:39,355 - mmseg - INFO - Iter [132550/160000]	lr: 6.343e-08, eta: 4:31:27, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2171, decode.acc_seg: 72.0547, aux.loss_seg: 0.2403, aux.acc_seg: 61.6970, loss: 0.4573
2022-01-31 23:26:08,364 - mmseg - INFO - Iter [132600/160000]	lr: 6.332e-08, eta: 4:30:57, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2236, decode.acc_seg: 73.7386, aux.loss_seg: 0.2511, aux.acc_seg: 62.3642, loss: 0.4747
2022-01-31 23:26:49,318 - mmseg - INFO - Iter [132650/160000]	lr: 6.320e-08, eta: 4:30:30, time: 0.820, data_time: 0.247, memory: 21005, decode.loss_seg: 0.2223, decode.acc_seg: 74.3602, aux.loss_seg: 0.2546, aux.acc_seg: 62.6493, loss: 0.4769
2022-01-31 23:27:18,178 - mmseg - INFO - Iter [132700/160000]	lr: 6.309e-08, eta: 4:30:00, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2200, decode.acc_seg: 72.3963, aux.loss_seg: 0.2496, aux.acc_seg: 61.5830, loss: 0.4696
2022-01-31 23:27:47,180 - mmseg - INFO - Iter [132750/160000]	lr: 6.297e-08, eta: 4:29:30, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2195, decode.acc_seg: 73.0533, aux.loss_seg: 0.2478, aux.acc_seg: 61.8525, loss: 0.4672
2022-01-31 23:28:16,433 - mmseg - INFO - Iter [132800/160000]	lr: 6.285e-08, eta: 4:29:00, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2151, decode.acc_seg: 74.7621, aux.loss_seg: 0.2475, aux.acc_seg: 63.5194, loss: 0.4626
2022-01-31 23:28:45,353 - mmseg - INFO - Iter [132850/160000]	lr: 6.274e-08, eta: 4:28:30, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2250, decode.acc_seg: 72.8137, aux.loss_seg: 0.2487, aux.acc_seg: 61.7299, loss: 0.4737
2022-01-31 23:29:14,479 - mmseg - INFO - Iter [132900/160000]	lr: 6.262e-08, eta: 4:28:01, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2116, decode.acc_seg: 74.1593, aux.loss_seg: 0.2482, aux.acc_seg: 62.6355, loss: 0.4598
2022-01-31 23:29:43,594 - mmseg - INFO - Iter [132950/160000]	lr: 6.251e-08, eta: 4:27:31, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2163, decode.acc_seg: 73.3113, aux.loss_seg: 0.2433, aux.acc_seg: 62.6368, loss: 0.4596
2022-01-31 23:30:12,863 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 23:30:12,864 - mmseg - INFO - Iter [133000/160000]	lr: 6.239e-08, eta: 4:27:01, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2138, decode.acc_seg: 73.2870, aux.loss_seg: 0.2419, aux.acc_seg: 62.6500, loss: 0.4557
2022-01-31 23:30:41,805 - mmseg - INFO - Iter [133050/160000]	lr: 6.228e-08, eta: 4:26:31, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2293, decode.acc_seg: 74.0887, aux.loss_seg: 0.2614, aux.acc_seg: 62.4145, loss: 0.4907
2022-01-31 23:31:11,043 - mmseg - INFO - Iter [133100/160000]	lr: 6.216e-08, eta: 4:26:01, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2225, decode.acc_seg: 72.8558, aux.loss_seg: 0.2666, aux.acc_seg: 60.6555, loss: 0.4891
2022-01-31 23:31:40,015 - mmseg - INFO - Iter [133150/160000]	lr: 6.205e-08, eta: 4:25:32, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2228, decode.acc_seg: 72.0589, aux.loss_seg: 0.2516, aux.acc_seg: 61.1028, loss: 0.4744
2022-01-31 23:32:08,919 - mmseg - INFO - Iter [133200/160000]	lr: 6.193e-08, eta: 4:25:02, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2241, decode.acc_seg: 73.0591, aux.loss_seg: 0.2497, aux.acc_seg: 61.5105, loss: 0.4738
2022-01-31 23:32:37,823 - mmseg - INFO - Iter [133250/160000]	lr: 6.181e-08, eta: 4:24:32, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2149, decode.acc_seg: 73.1946, aux.loss_seg: 0.2486, aux.acc_seg: 62.1992, loss: 0.4635
2022-01-31 23:33:06,648 - mmseg - INFO - Iter [133300/160000]	lr: 6.170e-08, eta: 4:24:02, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2054, decode.acc_seg: 72.6096, aux.loss_seg: 0.2371, aux.acc_seg: 61.9441, loss: 0.4424
2022-01-31 23:33:35,509 - mmseg - INFO - Iter [133350/160000]	lr: 6.158e-08, eta: 4:23:32, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2159, decode.acc_seg: 74.4511, aux.loss_seg: 0.2533, aux.acc_seg: 63.0171, loss: 0.4693
2022-01-31 23:34:04,547 - mmseg - INFO - Iter [133400/160000]	lr: 6.147e-08, eta: 4:23:02, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2137, decode.acc_seg: 73.9269, aux.loss_seg: 0.2287, aux.acc_seg: 64.2846, loss: 0.4425
2022-01-31 23:34:33,496 - mmseg - INFO - Iter [133450/160000]	lr: 6.135e-08, eta: 4:22:33, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2159, decode.acc_seg: 75.1179, aux.loss_seg: 0.2483, aux.acc_seg: 63.4538, loss: 0.4643
2022-01-31 23:35:02,593 - mmseg - INFO - Iter [133500/160000]	lr: 6.124e-08, eta: 4:22:03, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2168, decode.acc_seg: 72.7168, aux.loss_seg: 0.2481, aux.acc_seg: 61.4721, loss: 0.4649
2022-01-31 23:35:31,551 - mmseg - INFO - Iter [133550/160000]	lr: 6.112e-08, eta: 4:21:33, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2058, decode.acc_seg: 74.9797, aux.loss_seg: 0.2390, aux.acc_seg: 64.2610, loss: 0.4449
2022-01-31 23:36:00,613 - mmseg - INFO - Iter [133600/160000]	lr: 6.101e-08, eta: 4:21:03, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2144, decode.acc_seg: 72.9421, aux.loss_seg: 0.2538, aux.acc_seg: 61.1886, loss: 0.4682
2022-01-31 23:36:29,659 - mmseg - INFO - Iter [133650/160000]	lr: 6.089e-08, eta: 4:20:34, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2199, decode.acc_seg: 74.4238, aux.loss_seg: 0.2720, aux.acc_seg: 61.9961, loss: 0.4920
2022-01-31 23:36:58,742 - mmseg - INFO - Iter [133700/160000]	lr: 6.078e-08, eta: 4:20:04, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2262, decode.acc_seg: 74.1717, aux.loss_seg: 0.2505, aux.acc_seg: 63.1430, loss: 0.4767
2022-01-31 23:37:27,906 - mmseg - INFO - Iter [133750/160000]	lr: 6.066e-08, eta: 4:19:34, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2139, decode.acc_seg: 74.8326, aux.loss_seg: 0.2513, aux.acc_seg: 63.2167, loss: 0.4652
2022-01-31 23:37:57,276 - mmseg - INFO - Iter [133800/160000]	lr: 6.054e-08, eta: 4:19:04, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2050, decode.acc_seg: 73.8263, aux.loss_seg: 0.2328, aux.acc_seg: 63.6275, loss: 0.4379
2022-01-31 23:38:26,515 - mmseg - INFO - Iter [133850/160000]	lr: 6.043e-08, eta: 4:18:35, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2197, decode.acc_seg: 73.7882, aux.loss_seg: 0.2372, aux.acc_seg: 63.5998, loss: 0.4569
2022-01-31 23:39:07,416 - mmseg - INFO - Iter [133900/160000]	lr: 6.031e-08, eta: 4:18:07, time: 0.818, data_time: 0.245, memory: 21005, decode.loss_seg: 0.2439, decode.acc_seg: 73.7241, aux.loss_seg: 0.2650, aux.acc_seg: 62.3876, loss: 0.5089
2022-01-31 23:39:36,234 - mmseg - INFO - Iter [133950/160000]	lr: 6.020e-08, eta: 4:17:37, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2065, decode.acc_seg: 72.6629, aux.loss_seg: 0.2367, aux.acc_seg: 61.7734, loss: 0.4432
2022-01-31 23:40:05,168 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 23:40:05,170 - mmseg - INFO - Iter [134000/160000]	lr: 6.008e-08, eta: 4:17:07, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2302, decode.acc_seg: 73.6211, aux.loss_seg: 0.2612, aux.acc_seg: 62.2497, loss: 0.4914
2022-01-31 23:40:34,185 - mmseg - INFO - Iter [134050/160000]	lr: 5.997e-08, eta: 4:16:38, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2186, decode.acc_seg: 72.7406, aux.loss_seg: 0.2387, aux.acc_seg: 62.0825, loss: 0.4573
2022-01-31 23:41:03,258 - mmseg - INFO - Iter [134100/160000]	lr: 5.985e-08, eta: 4:16:08, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2109, decode.acc_seg: 74.4161, aux.loss_seg: 0.2513, aux.acc_seg: 62.8306, loss: 0.4622
2022-01-31 23:41:32,290 - mmseg - INFO - Iter [134150/160000]	lr: 5.974e-08, eta: 4:15:38, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1959, decode.acc_seg: 73.2869, aux.loss_seg: 0.2363, aux.acc_seg: 62.2195, loss: 0.4321
2022-01-31 23:42:01,254 - mmseg - INFO - Iter [134200/160000]	lr: 5.962e-08, eta: 4:15:08, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2442, decode.acc_seg: 73.5353, aux.loss_seg: 0.2591, aux.acc_seg: 62.5060, loss: 0.5033
2022-01-31 23:42:30,562 - mmseg - INFO - Iter [134250/160000]	lr: 5.950e-08, eta: 4:14:38, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2162, decode.acc_seg: 72.4311, aux.loss_seg: 0.2485, aux.acc_seg: 61.0682, loss: 0.4646
2022-01-31 23:42:59,619 - mmseg - INFO - Iter [134300/160000]	lr: 5.939e-08, eta: 4:14:09, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2267, decode.acc_seg: 73.7273, aux.loss_seg: 0.2476, aux.acc_seg: 63.1937, loss: 0.4742
2022-01-31 23:43:28,622 - mmseg - INFO - Iter [134350/160000]	lr: 5.927e-08, eta: 4:13:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2266, decode.acc_seg: 72.7074, aux.loss_seg: 0.2507, aux.acc_seg: 61.6279, loss: 0.4774
2022-01-31 23:43:57,645 - mmseg - INFO - Iter [134400/160000]	lr: 5.916e-08, eta: 4:13:09, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2127, decode.acc_seg: 74.2770, aux.loss_seg: 0.2481, aux.acc_seg: 62.9546, loss: 0.4608
2022-01-31 23:44:26,706 - mmseg - INFO - Iter [134450/160000]	lr: 5.904e-08, eta: 4:12:39, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2163, decode.acc_seg: 72.0310, aux.loss_seg: 0.2403, aux.acc_seg: 61.5107, loss: 0.4566
2022-01-31 23:44:55,878 - mmseg - INFO - Iter [134500/160000]	lr: 5.893e-08, eta: 4:12:10, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2219, decode.acc_seg: 75.6883, aux.loss_seg: 0.2596, aux.acc_seg: 63.5768, loss: 0.4815
2022-01-31 23:45:24,898 - mmseg - INFO - Iter [134550/160000]	lr: 5.881e-08, eta: 4:11:40, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2308, decode.acc_seg: 73.9682, aux.loss_seg: 0.2684, aux.acc_seg: 62.0722, loss: 0.4992
2022-01-31 23:45:54,092 - mmseg - INFO - Iter [134600/160000]	lr: 5.870e-08, eta: 4:11:10, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2224, decode.acc_seg: 74.3333, aux.loss_seg: 0.2482, aux.acc_seg: 63.5826, loss: 0.4706
2022-01-31 23:46:23,092 - mmseg - INFO - Iter [134650/160000]	lr: 5.858e-08, eta: 4:10:40, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2181, decode.acc_seg: 74.0164, aux.loss_seg: 0.2524, aux.acc_seg: 62.7632, loss: 0.4705
2022-01-31 23:46:52,226 - mmseg - INFO - Iter [134700/160000]	lr: 5.846e-08, eta: 4:10:10, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2192, decode.acc_seg: 73.2466, aux.loss_seg: 0.2525, aux.acc_seg: 61.9691, loss: 0.4717
2022-01-31 23:47:21,044 - mmseg - INFO - Iter [134750/160000]	lr: 5.835e-08, eta: 4:09:41, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2146, decode.acc_seg: 73.2809, aux.loss_seg: 0.2490, aux.acc_seg: 62.3633, loss: 0.4635
2022-01-31 23:47:50,108 - mmseg - INFO - Iter [134800/160000]	lr: 5.823e-08, eta: 4:09:11, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2216, decode.acc_seg: 73.3309, aux.loss_seg: 0.2505, aux.acc_seg: 62.2101, loss: 0.4721
2022-01-31 23:48:19,160 - mmseg - INFO - Iter [134850/160000]	lr: 5.812e-08, eta: 4:08:41, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2318, decode.acc_seg: 74.3722, aux.loss_seg: 0.2501, aux.acc_seg: 63.5301, loss: 0.4818
2022-01-31 23:48:48,325 - mmseg - INFO - Iter [134900/160000]	lr: 5.800e-08, eta: 4:08:11, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2030, decode.acc_seg: 72.8064, aux.loss_seg: 0.2419, aux.acc_seg: 61.6403, loss: 0.4449
2022-01-31 23:49:17,629 - mmseg - INFO - Iter [134950/160000]	lr: 5.789e-08, eta: 4:07:42, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2142, decode.acc_seg: 73.8138, aux.loss_seg: 0.2426, aux.acc_seg: 62.8897, loss: 0.4568
2022-01-31 23:49:46,921 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 23:49:46,923 - mmseg - INFO - Iter [135000/160000]	lr: 5.777e-08, eta: 4:07:12, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2229, decode.acc_seg: 74.9207, aux.loss_seg: 0.2528, aux.acc_seg: 63.4207, loss: 0.4757
2022-01-31 23:50:16,147 - mmseg - INFO - Iter [135050/160000]	lr: 5.766e-08, eta: 4:06:42, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2392, decode.acc_seg: 72.5785, aux.loss_seg: 0.2672, aux.acc_seg: 60.7819, loss: 0.5064
2022-01-31 23:50:45,233 - mmseg - INFO - Iter [135100/160000]	lr: 5.754e-08, eta: 4:06:12, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2032, decode.acc_seg: 73.7153, aux.loss_seg: 0.2325, aux.acc_seg: 63.3098, loss: 0.4357
2022-01-31 23:51:26,470 - mmseg - INFO - Iter [135150/160000]	lr: 5.742e-08, eta: 4:05:45, time: 0.825, data_time: 0.253, memory: 21005, decode.loss_seg: 0.2186, decode.acc_seg: 72.9606, aux.loss_seg: 0.2378, aux.acc_seg: 62.5434, loss: 0.4563
2022-01-31 23:51:55,392 - mmseg - INFO - Iter [135200/160000]	lr: 5.731e-08, eta: 4:05:15, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2102, decode.acc_seg: 72.7353, aux.loss_seg: 0.2372, aux.acc_seg: 62.1037, loss: 0.4474
2022-01-31 23:52:24,235 - mmseg - INFO - Iter [135250/160000]	lr: 5.719e-08, eta: 4:04:45, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2296, decode.acc_seg: 74.3452, aux.loss_seg: 0.2434, aux.acc_seg: 63.5717, loss: 0.4730
2022-01-31 23:52:53,126 - mmseg - INFO - Iter [135300/160000]	lr: 5.708e-08, eta: 4:04:15, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2345, decode.acc_seg: 72.3073, aux.loss_seg: 0.2498, aux.acc_seg: 61.7703, loss: 0.4843
2022-01-31 23:53:22,116 - mmseg - INFO - Iter [135350/160000]	lr: 5.696e-08, eta: 4:03:46, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2151, decode.acc_seg: 75.8332, aux.loss_seg: 0.2582, aux.acc_seg: 64.1604, loss: 0.4733
2022-01-31 23:53:51,141 - mmseg - INFO - Iter [135400/160000]	lr: 5.685e-08, eta: 4:03:16, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2118, decode.acc_seg: 73.0495, aux.loss_seg: 0.2452, aux.acc_seg: 61.8574, loss: 0.4570
2022-01-31 23:54:20,067 - mmseg - INFO - Iter [135450/160000]	lr: 5.673e-08, eta: 4:02:46, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2201, decode.acc_seg: 73.8449, aux.loss_seg: 0.2674, aux.acc_seg: 61.9957, loss: 0.4875
2022-01-31 23:54:48,855 - mmseg - INFO - Iter [135500/160000]	lr: 5.662e-08, eta: 4:02:16, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2268, decode.acc_seg: 74.0469, aux.loss_seg: 0.2449, aux.acc_seg: 63.8142, loss: 0.4717
2022-01-31 23:55:17,803 - mmseg - INFO - Iter [135550/160000]	lr: 5.650e-08, eta: 4:01:46, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2042, decode.acc_seg: 73.8705, aux.loss_seg: 0.2293, aux.acc_seg: 63.7615, loss: 0.4335
2022-01-31 23:55:46,824 - mmseg - INFO - Iter [135600/160000]	lr: 5.638e-08, eta: 4:01:17, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2175, decode.acc_seg: 73.0359, aux.loss_seg: 0.2570, aux.acc_seg: 61.2860, loss: 0.4745
2022-01-31 23:56:15,829 - mmseg - INFO - Iter [135650/160000]	lr: 5.627e-08, eta: 4:00:47, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2185, decode.acc_seg: 72.5753, aux.loss_seg: 0.2484, aux.acc_seg: 61.5807, loss: 0.4669
2022-01-31 23:56:44,772 - mmseg - INFO - Iter [135700/160000]	lr: 5.615e-08, eta: 4:00:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2103, decode.acc_seg: 72.6987, aux.loss_seg: 0.2437, aux.acc_seg: 61.6442, loss: 0.4540
2022-01-31 23:57:13,662 - mmseg - INFO - Iter [135750/160000]	lr: 5.604e-08, eta: 3:59:47, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2182, decode.acc_seg: 74.8834, aux.loss_seg: 0.2521, aux.acc_seg: 63.7294, loss: 0.4703
2022-01-31 23:57:42,693 - mmseg - INFO - Iter [135800/160000]	lr: 5.592e-08, eta: 3:59:17, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2154, decode.acc_seg: 74.1645, aux.loss_seg: 0.2389, aux.acc_seg: 63.4233, loss: 0.4543
2022-01-31 23:58:11,698 - mmseg - INFO - Iter [135850/160000]	lr: 5.581e-08, eta: 3:58:48, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2227, decode.acc_seg: 72.9545, aux.loss_seg: 0.2697, aux.acc_seg: 60.4984, loss: 0.4924
2022-01-31 23:58:40,626 - mmseg - INFO - Iter [135900/160000]	lr: 5.569e-08, eta: 3:58:18, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2035, decode.acc_seg: 74.2894, aux.loss_seg: 0.2420, aux.acc_seg: 63.2918, loss: 0.4455
2022-01-31 23:59:09,685 - mmseg - INFO - Iter [135950/160000]	lr: 5.558e-08, eta: 3:57:48, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2308, decode.acc_seg: 73.2938, aux.loss_seg: 0.2454, aux.acc_seg: 63.0734, loss: 0.4762
2022-01-31 23:59:39,025 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-01-31 23:59:39,027 - mmseg - INFO - Iter [136000/160000]	lr: 5.546e-08, eta: 3:57:18, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2012, decode.acc_seg: 72.9364, aux.loss_seg: 0.2443, aux.acc_seg: 61.6192, loss: 0.4455
2022-02-01 00:00:08,286 - mmseg - INFO - Iter [136050/160000]	lr: 5.534e-08, eta: 3:56:49, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2240, decode.acc_seg: 73.4094, aux.loss_seg: 0.2474, aux.acc_seg: 62.8460, loss: 0.4714
2022-02-01 00:00:37,498 - mmseg - INFO - Iter [136100/160000]	lr: 5.523e-08, eta: 3:56:19, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2024, decode.acc_seg: 74.2909, aux.loss_seg: 0.2413, aux.acc_seg: 62.5912, loss: 0.4437
2022-02-01 00:01:06,631 - mmseg - INFO - Iter [136150/160000]	lr: 5.511e-08, eta: 3:55:49, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2141, decode.acc_seg: 73.5491, aux.loss_seg: 0.2662, aux.acc_seg: 61.0446, loss: 0.4803
2022-02-01 00:01:35,540 - mmseg - INFO - Iter [136200/160000]	lr: 5.500e-08, eta: 3:55:19, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2305, decode.acc_seg: 73.5471, aux.loss_seg: 0.2707, aux.acc_seg: 61.1949, loss: 0.5012
2022-02-01 00:02:04,568 - mmseg - INFO - Iter [136250/160000]	lr: 5.488e-08, eta: 3:54:50, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2232, decode.acc_seg: 74.0952, aux.loss_seg: 0.2585, aux.acc_seg: 62.4156, loss: 0.4818
2022-02-01 00:02:33,610 - mmseg - INFO - Iter [136300/160000]	lr: 5.477e-08, eta: 3:54:20, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2187, decode.acc_seg: 75.2316, aux.loss_seg: 0.2515, aux.acc_seg: 63.8493, loss: 0.4702
2022-02-01 00:03:02,617 - mmseg - INFO - Iter [136350/160000]	lr: 5.465e-08, eta: 3:53:50, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2056, decode.acc_seg: 74.0180, aux.loss_seg: 0.2314, aux.acc_seg: 63.6955, loss: 0.4370
2022-02-01 00:03:31,716 - mmseg - INFO - Iter [136400/160000]	lr: 5.454e-08, eta: 3:53:20, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2203, decode.acc_seg: 73.9773, aux.loss_seg: 0.2431, aux.acc_seg: 63.2438, loss: 0.4635
2022-02-01 00:04:12,694 - mmseg - INFO - Iter [136450/160000]	lr: 5.442e-08, eta: 3:52:53, time: 0.819, data_time: 0.251, memory: 21005, decode.loss_seg: 0.2174, decode.acc_seg: 72.8192, aux.loss_seg: 0.2516, aux.acc_seg: 61.6290, loss: 0.4690
2022-02-01 00:04:41,499 - mmseg - INFO - Iter [136500/160000]	lr: 5.431e-08, eta: 3:52:23, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2033, decode.acc_seg: 74.7815, aux.loss_seg: 0.2465, aux.acc_seg: 63.6456, loss: 0.4498
2022-02-01 00:05:10,340 - mmseg - INFO - Iter [136550/160000]	lr: 5.419e-08, eta: 3:51:53, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2218, decode.acc_seg: 73.1628, aux.loss_seg: 0.2544, aux.acc_seg: 62.0288, loss: 0.4763
2022-02-01 00:05:39,567 - mmseg - INFO - Iter [136600/160000]	lr: 5.407e-08, eta: 3:51:23, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2061, decode.acc_seg: 74.6591, aux.loss_seg: 0.2415, aux.acc_seg: 63.9802, loss: 0.4475
2022-02-01 00:06:08,502 - mmseg - INFO - Iter [136650/160000]	lr: 5.396e-08, eta: 3:50:53, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2096, decode.acc_seg: 73.8224, aux.loss_seg: 0.2424, aux.acc_seg: 62.9698, loss: 0.4520
2022-02-01 00:06:37,450 - mmseg - INFO - Iter [136700/160000]	lr: 5.384e-08, eta: 3:50:24, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2190, decode.acc_seg: 74.2793, aux.loss_seg: 0.2601, aux.acc_seg: 62.6467, loss: 0.4791
2022-02-01 00:07:06,419 - mmseg - INFO - Iter [136750/160000]	lr: 5.373e-08, eta: 3:49:54, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2179, decode.acc_seg: 73.3593, aux.loss_seg: 0.2426, aux.acc_seg: 62.3279, loss: 0.4605
2022-02-01 00:07:35,544 - mmseg - INFO - Iter [136800/160000]	lr: 5.361e-08, eta: 3:49:24, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2156, decode.acc_seg: 74.3953, aux.loss_seg: 0.2554, aux.acc_seg: 62.7457, loss: 0.4710
2022-02-01 00:08:04,553 - mmseg - INFO - Iter [136850/160000]	lr: 5.350e-08, eta: 3:48:54, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2058, decode.acc_seg: 73.7296, aux.loss_seg: 0.2416, aux.acc_seg: 62.7521, loss: 0.4473
2022-02-01 00:08:33,512 - mmseg - INFO - Iter [136900/160000]	lr: 5.338e-08, eta: 3:48:24, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2146, decode.acc_seg: 73.4779, aux.loss_seg: 0.2458, aux.acc_seg: 63.0448, loss: 0.4604
2022-02-01 00:09:02,583 - mmseg - INFO - Iter [136950/160000]	lr: 5.327e-08, eta: 3:47:55, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2079, decode.acc_seg: 73.1005, aux.loss_seg: 0.2449, aux.acc_seg: 61.8326, loss: 0.4528
2022-02-01 00:09:31,786 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 00:09:31,788 - mmseg - INFO - Iter [137000/160000]	lr: 5.315e-08, eta: 3:47:25, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2271, decode.acc_seg: 73.4444, aux.loss_seg: 0.2599, aux.acc_seg: 61.9621, loss: 0.4870
2022-02-01 00:10:00,971 - mmseg - INFO - Iter [137050/160000]	lr: 5.303e-08, eta: 3:46:55, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2077, decode.acc_seg: 73.5159, aux.loss_seg: 0.2574, aux.acc_seg: 61.7600, loss: 0.4651
2022-02-01 00:10:30,113 - mmseg - INFO - Iter [137100/160000]	lr: 5.292e-08, eta: 3:46:25, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2208, decode.acc_seg: 72.3804, aux.loss_seg: 0.2487, aux.acc_seg: 61.4989, loss: 0.4695
2022-02-01 00:10:59,136 - mmseg - INFO - Iter [137150/160000]	lr: 5.280e-08, eta: 3:45:56, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2100, decode.acc_seg: 73.9556, aux.loss_seg: 0.2403, aux.acc_seg: 63.1372, loss: 0.4504
2022-02-01 00:11:28,358 - mmseg - INFO - Iter [137200/160000]	lr: 5.269e-08, eta: 3:45:26, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2276, decode.acc_seg: 73.7530, aux.loss_seg: 0.2607, aux.acc_seg: 61.8037, loss: 0.4883
2022-02-01 00:11:57,658 - mmseg - INFO - Iter [137250/160000]	lr: 5.257e-08, eta: 3:44:56, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2254, decode.acc_seg: 73.8082, aux.loss_seg: 0.2558, aux.acc_seg: 62.2824, loss: 0.4813
2022-02-01 00:12:26,649 - mmseg - INFO - Iter [137300/160000]	lr: 5.246e-08, eta: 3:44:26, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2241, decode.acc_seg: 72.6868, aux.loss_seg: 0.2650, aux.acc_seg: 60.7019, loss: 0.4891
2022-02-01 00:12:55,685 - mmseg - INFO - Iter [137350/160000]	lr: 5.234e-08, eta: 3:43:57, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2085, decode.acc_seg: 73.9276, aux.loss_seg: 0.2409, aux.acc_seg: 63.4873, loss: 0.4494
2022-02-01 00:13:24,545 - mmseg - INFO - Iter [137400/160000]	lr: 5.223e-08, eta: 3:43:27, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2014, decode.acc_seg: 73.3926, aux.loss_seg: 0.2508, aux.acc_seg: 61.4717, loss: 0.4522
2022-02-01 00:13:53,559 - mmseg - INFO - Iter [137450/160000]	lr: 5.211e-08, eta: 3:42:57, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2196, decode.acc_seg: 72.6093, aux.loss_seg: 0.2402, aux.acc_seg: 62.4570, loss: 0.4598
2022-02-01 00:14:22,489 - mmseg - INFO - Iter [137500/160000]	lr: 5.199e-08, eta: 3:42:27, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2139, decode.acc_seg: 72.7126, aux.loss_seg: 0.2460, aux.acc_seg: 61.6981, loss: 0.4599
2022-02-01 00:14:51,280 - mmseg - INFO - Iter [137550/160000]	lr: 5.188e-08, eta: 3:41:58, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2356, decode.acc_seg: 72.7005, aux.loss_seg: 0.2549, aux.acc_seg: 61.8583, loss: 0.4904
2022-02-01 00:15:20,293 - mmseg - INFO - Iter [137600/160000]	lr: 5.176e-08, eta: 3:41:28, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2137, decode.acc_seg: 74.5987, aux.loss_seg: 0.2528, aux.acc_seg: 62.8923, loss: 0.4665
2022-02-01 00:15:49,138 - mmseg - INFO - Iter [137650/160000]	lr: 5.165e-08, eta: 3:40:58, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2066, decode.acc_seg: 74.0766, aux.loss_seg: 0.2439, aux.acc_seg: 63.2496, loss: 0.4505
2022-02-01 00:16:29,963 - mmseg - INFO - Iter [137700/160000]	lr: 5.153e-08, eta: 3:40:30, time: 0.816, data_time: 0.246, memory: 21005, decode.loss_seg: 0.2348, decode.acc_seg: 74.1349, aux.loss_seg: 0.2503, aux.acc_seg: 63.2487, loss: 0.4851
2022-02-01 00:16:58,842 - mmseg - INFO - Iter [137750/160000]	lr: 5.142e-08, eta: 3:40:00, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2291, decode.acc_seg: 71.9355, aux.loss_seg: 0.2620, aux.acc_seg: 59.9358, loss: 0.4911
2022-02-01 00:17:27,741 - mmseg - INFO - Iter [137800/160000]	lr: 5.130e-08, eta: 3:39:31, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2100, decode.acc_seg: 74.1775, aux.loss_seg: 0.2423, aux.acc_seg: 63.1945, loss: 0.4523
2022-02-01 00:17:56,792 - mmseg - INFO - Iter [137850/160000]	lr: 5.119e-08, eta: 3:39:01, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2183, decode.acc_seg: 73.6723, aux.loss_seg: 0.2422, aux.acc_seg: 63.2408, loss: 0.4605
2022-02-01 00:18:25,813 - mmseg - INFO - Iter [137900/160000]	lr: 5.107e-08, eta: 3:38:31, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2079, decode.acc_seg: 74.9700, aux.loss_seg: 0.2577, aux.acc_seg: 62.8821, loss: 0.4656
2022-02-01 00:18:54,816 - mmseg - INFO - Iter [137950/160000]	lr: 5.095e-08, eta: 3:38:01, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2136, decode.acc_seg: 74.3131, aux.loss_seg: 0.2472, aux.acc_seg: 63.2975, loss: 0.4607
2022-02-01 00:19:23,767 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 00:19:23,769 - mmseg - INFO - Iter [138000/160000]	lr: 5.084e-08, eta: 3:37:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2185, decode.acc_seg: 73.2568, aux.loss_seg: 0.2445, aux.acc_seg: 62.3045, loss: 0.4630
2022-02-01 00:19:52,899 - mmseg - INFO - Iter [138050/160000]	lr: 5.072e-08, eta: 3:37:02, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2128, decode.acc_seg: 74.8287, aux.loss_seg: 0.2588, aux.acc_seg: 62.8440, loss: 0.4716
2022-02-01 00:20:21,864 - mmseg - INFO - Iter [138100/160000]	lr: 5.061e-08, eta: 3:36:32, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2140, decode.acc_seg: 72.2902, aux.loss_seg: 0.2535, aux.acc_seg: 60.7834, loss: 0.4675
2022-02-01 00:20:50,893 - mmseg - INFO - Iter [138150/160000]	lr: 5.049e-08, eta: 3:36:02, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1956, decode.acc_seg: 73.9049, aux.loss_seg: 0.2360, aux.acc_seg: 62.8551, loss: 0.4316
2022-02-01 00:21:19,727 - mmseg - INFO - Iter [138200/160000]	lr: 5.038e-08, eta: 3:35:32, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2119, decode.acc_seg: 74.2569, aux.loss_seg: 0.2553, aux.acc_seg: 62.6876, loss: 0.4672
2022-02-01 00:21:49,027 - mmseg - INFO - Iter [138250/160000]	lr: 5.026e-08, eta: 3:35:03, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2265, decode.acc_seg: 73.7585, aux.loss_seg: 0.2590, aux.acc_seg: 62.4905, loss: 0.4855
2022-02-01 00:22:18,320 - mmseg - INFO - Iter [138300/160000]	lr: 5.015e-08, eta: 3:34:33, time: 0.586, data_time: 0.006, memory: 21005, decode.loss_seg: 0.2098, decode.acc_seg: 74.5290, aux.loss_seg: 0.2537, aux.acc_seg: 62.5556, loss: 0.4634
2022-02-01 00:22:47,462 - mmseg - INFO - Iter [138350/160000]	lr: 5.003e-08, eta: 3:34:03, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2195, decode.acc_seg: 74.3666, aux.loss_seg: 0.2529, aux.acc_seg: 63.1707, loss: 0.4724
2022-02-01 00:23:16,507 - mmseg - INFO - Iter [138400/160000]	lr: 4.991e-08, eta: 3:33:33, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2210, decode.acc_seg: 73.2375, aux.loss_seg: 0.2516, aux.acc_seg: 61.8131, loss: 0.4726
2022-02-01 00:23:45,495 - mmseg - INFO - Iter [138450/160000]	lr: 4.980e-08, eta: 3:33:04, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2149, decode.acc_seg: 74.0376, aux.loss_seg: 0.2453, aux.acc_seg: 63.2015, loss: 0.4601
2022-02-01 00:24:14,338 - mmseg - INFO - Iter [138500/160000]	lr: 4.968e-08, eta: 3:32:34, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2109, decode.acc_seg: 74.2634, aux.loss_seg: 0.2469, aux.acc_seg: 62.8164, loss: 0.4578
2022-02-01 00:24:43,345 - mmseg - INFO - Iter [138550/160000]	lr: 4.957e-08, eta: 3:32:04, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2134, decode.acc_seg: 73.9614, aux.loss_seg: 0.2493, aux.acc_seg: 62.5600, loss: 0.4627
2022-02-01 00:25:12,224 - mmseg - INFO - Iter [138600/160000]	lr: 4.945e-08, eta: 3:31:34, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2172, decode.acc_seg: 73.2932, aux.loss_seg: 0.2404, aux.acc_seg: 62.5821, loss: 0.4576
2022-02-01 00:25:41,316 - mmseg - INFO - Iter [138650/160000]	lr: 4.934e-08, eta: 3:31:05, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2114, decode.acc_seg: 73.6863, aux.loss_seg: 0.2421, aux.acc_seg: 62.6800, loss: 0.4534
2022-02-01 00:26:10,352 - mmseg - INFO - Iter [138700/160000]	lr: 4.922e-08, eta: 3:30:35, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2066, decode.acc_seg: 73.2189, aux.loss_seg: 0.2480, aux.acc_seg: 62.0961, loss: 0.4546
2022-02-01 00:26:39,368 - mmseg - INFO - Iter [138750/160000]	lr: 4.911e-08, eta: 3:30:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2103, decode.acc_seg: 73.5163, aux.loss_seg: 0.2620, aux.acc_seg: 61.3189, loss: 0.4724
2022-02-01 00:27:08,369 - mmseg - INFO - Iter [138800/160000]	lr: 4.899e-08, eta: 3:29:35, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2179, decode.acc_seg: 74.6376, aux.loss_seg: 0.2596, aux.acc_seg: 63.1699, loss: 0.4776
2022-02-01 00:27:37,457 - mmseg - INFO - Iter [138850/160000]	lr: 4.887e-08, eta: 3:29:06, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2223, decode.acc_seg: 73.6447, aux.loss_seg: 0.2441, aux.acc_seg: 62.8494, loss: 0.4664
2022-02-01 00:28:06,597 - mmseg - INFO - Iter [138900/160000]	lr: 4.876e-08, eta: 3:28:36, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2138, decode.acc_seg: 74.4568, aux.loss_seg: 0.2411, aux.acc_seg: 63.5481, loss: 0.4549
2022-02-01 00:28:47,076 - mmseg - INFO - Iter [138950/160000]	lr: 4.864e-08, eta: 3:28:08, time: 0.810, data_time: 0.211, memory: 21005, decode.loss_seg: 0.2037, decode.acc_seg: 73.0534, aux.loss_seg: 0.2486, aux.acc_seg: 61.5113, loss: 0.4523
2022-02-01 00:29:15,928 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 00:29:15,930 - mmseg - INFO - Iter [139000/160000]	lr: 4.853e-08, eta: 3:27:38, time: 0.577, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2145, decode.acc_seg: 73.5025, aux.loss_seg: 0.2574, aux.acc_seg: 61.8075, loss: 0.4719
2022-02-01 00:29:44,844 - mmseg - INFO - Iter [139050/160000]	lr: 4.841e-08, eta: 3:27:08, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2083, decode.acc_seg: 73.1049, aux.loss_seg: 0.2503, aux.acc_seg: 61.5511, loss: 0.4586
2022-02-01 00:30:13,682 - mmseg - INFO - Iter [139100/160000]	lr: 4.830e-08, eta: 3:26:38, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2055, decode.acc_seg: 73.4191, aux.loss_seg: 0.2436, aux.acc_seg: 62.3330, loss: 0.4490
2022-02-01 00:30:42,534 - mmseg - INFO - Iter [139150/160000]	lr: 4.818e-08, eta: 3:26:09, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2153, decode.acc_seg: 74.5216, aux.loss_seg: 0.2492, aux.acc_seg: 63.3772, loss: 0.4645
2022-02-01 00:31:11,516 - mmseg - INFO - Iter [139200/160000]	lr: 4.807e-08, eta: 3:25:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2127, decode.acc_seg: 74.3077, aux.loss_seg: 0.2534, aux.acc_seg: 62.4433, loss: 0.4661
2022-02-01 00:31:40,419 - mmseg - INFO - Iter [139250/160000]	lr: 4.795e-08, eta: 3:25:09, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2179, decode.acc_seg: 74.5729, aux.loss_seg: 0.2674, aux.acc_seg: 62.4160, loss: 0.4853
2022-02-01 00:32:09,390 - mmseg - INFO - Iter [139300/160000]	lr: 4.783e-08, eta: 3:24:39, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2104, decode.acc_seg: 73.6769, aux.loss_seg: 0.2383, aux.acc_seg: 63.0376, loss: 0.4488
2022-02-01 00:32:38,413 - mmseg - INFO - Iter [139350/160000]	lr: 4.772e-08, eta: 3:24:10, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2161, decode.acc_seg: 73.2577, aux.loss_seg: 0.2496, aux.acc_seg: 61.9634, loss: 0.4656
2022-02-01 00:33:07,579 - mmseg - INFO - Iter [139400/160000]	lr: 4.760e-08, eta: 3:23:40, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2080, decode.acc_seg: 74.7864, aux.loss_seg: 0.2400, aux.acc_seg: 63.9508, loss: 0.4480
2022-02-01 00:33:36,894 - mmseg - INFO - Iter [139450/160000]	lr: 4.749e-08, eta: 3:23:10, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2053, decode.acc_seg: 73.2075, aux.loss_seg: 0.2374, aux.acc_seg: 62.3982, loss: 0.4427
2022-02-01 00:34:06,123 - mmseg - INFO - Iter [139500/160000]	lr: 4.737e-08, eta: 3:22:40, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2046, decode.acc_seg: 74.3498, aux.loss_seg: 0.2468, aux.acc_seg: 63.0988, loss: 0.4515
2022-02-01 00:34:35,147 - mmseg - INFO - Iter [139550/160000]	lr: 4.726e-08, eta: 3:22:11, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2212, decode.acc_seg: 74.3014, aux.loss_seg: 0.2624, aux.acc_seg: 62.2152, loss: 0.4837
2022-02-01 00:35:04,146 - mmseg - INFO - Iter [139600/160000]	lr: 4.714e-08, eta: 3:21:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2066, decode.acc_seg: 73.9902, aux.loss_seg: 0.2503, aux.acc_seg: 62.3301, loss: 0.4569
2022-02-01 00:35:33,419 - mmseg - INFO - Iter [139650/160000]	lr: 4.703e-08, eta: 3:21:11, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2196, decode.acc_seg: 74.5539, aux.loss_seg: 0.2489, aux.acc_seg: 63.5944, loss: 0.4685
2022-02-01 00:36:02,416 - mmseg - INFO - Iter [139700/160000]	lr: 4.691e-08, eta: 3:20:41, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2250, decode.acc_seg: 73.0351, aux.loss_seg: 0.2565, aux.acc_seg: 61.4386, loss: 0.4815
2022-02-01 00:36:31,276 - mmseg - INFO - Iter [139750/160000]	lr: 4.680e-08, eta: 3:20:12, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2172, decode.acc_seg: 71.4668, aux.loss_seg: 0.2458, aux.acc_seg: 60.7386, loss: 0.4630
2022-02-01 00:37:00,398 - mmseg - INFO - Iter [139800/160000]	lr: 4.668e-08, eta: 3:19:42, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1957, decode.acc_seg: 73.8917, aux.loss_seg: 0.2207, aux.acc_seg: 63.9868, loss: 0.4164
2022-02-01 00:37:29,490 - mmseg - INFO - Iter [139850/160000]	lr: 4.656e-08, eta: 3:19:12, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2206, decode.acc_seg: 72.9057, aux.loss_seg: 0.2576, aux.acc_seg: 61.2378, loss: 0.4783
2022-02-01 00:37:58,518 - mmseg - INFO - Iter [139900/160000]	lr: 4.645e-08, eta: 3:18:42, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2098, decode.acc_seg: 73.8288, aux.loss_seg: 0.2400, aux.acc_seg: 63.0049, loss: 0.4498
2022-02-01 00:38:27,570 - mmseg - INFO - Iter [139950/160000]	lr: 4.633e-08, eta: 3:18:13, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2181, decode.acc_seg: 73.8903, aux.loss_seg: 0.2587, aux.acc_seg: 61.6844, loss: 0.4767
2022-02-01 00:38:56,643 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 00:38:56,645 - mmseg - INFO - Iter [140000/160000]	lr: 4.622e-08, eta: 3:17:43, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2229, decode.acc_seg: 72.9751, aux.loss_seg: 0.2646, aux.acc_seg: 61.1564, loss: 0.4875
2022-02-01 00:39:25,668 - mmseg - INFO - Iter [140050/160000]	lr: 4.610e-08, eta: 3:17:13, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2051, decode.acc_seg: 73.9900, aux.loss_seg: 0.2331, aux.acc_seg: 63.7593, loss: 0.4381
2022-02-01 00:39:54,616 - mmseg - INFO - Iter [140100/160000]	lr: 4.599e-08, eta: 3:16:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2066, decode.acc_seg: 73.6228, aux.loss_seg: 0.2401, aux.acc_seg: 62.4897, loss: 0.4467
2022-02-01 00:40:23,653 - mmseg - INFO - Iter [140150/160000]	lr: 4.587e-08, eta: 3:16:14, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2058, decode.acc_seg: 74.7905, aux.loss_seg: 0.2481, aux.acc_seg: 63.0219, loss: 0.4539
2022-02-01 00:41:03,771 - mmseg - INFO - Iter [140200/160000]	lr: 4.576e-08, eta: 3:15:46, time: 0.802, data_time: 0.231, memory: 21005, decode.loss_seg: 0.1969, decode.acc_seg: 75.0629, aux.loss_seg: 0.2307, aux.acc_seg: 64.3058, loss: 0.4276
2022-02-01 00:41:32,556 - mmseg - INFO - Iter [140250/160000]	lr: 4.564e-08, eta: 3:15:16, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2078, decode.acc_seg: 73.7468, aux.loss_seg: 0.2489, aux.acc_seg: 62.3861, loss: 0.4567
2022-02-01 00:42:01,496 - mmseg - INFO - Iter [140300/160000]	lr: 4.552e-08, eta: 3:14:46, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2003, decode.acc_seg: 73.4721, aux.loss_seg: 0.2275, aux.acc_seg: 63.5544, loss: 0.4278
2022-02-01 00:42:30,189 - mmseg - INFO - Iter [140350/160000]	lr: 4.541e-08, eta: 3:14:16, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1970, decode.acc_seg: 74.6621, aux.loss_seg: 0.2418, aux.acc_seg: 63.2014, loss: 0.4388
2022-02-01 00:42:59,221 - mmseg - INFO - Iter [140400/160000]	lr: 4.529e-08, eta: 3:13:46, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2118, decode.acc_seg: 74.6270, aux.loss_seg: 0.2448, aux.acc_seg: 63.6441, loss: 0.4566
2022-02-01 00:43:28,016 - mmseg - INFO - Iter [140450/160000]	lr: 4.518e-08, eta: 3:13:17, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2179, decode.acc_seg: 72.7309, aux.loss_seg: 0.2538, aux.acc_seg: 61.3901, loss: 0.4717
2022-02-01 00:43:56,974 - mmseg - INFO - Iter [140500/160000]	lr: 4.506e-08, eta: 3:12:47, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2154, decode.acc_seg: 74.5413, aux.loss_seg: 0.2629, aux.acc_seg: 62.1996, loss: 0.4783
2022-02-01 00:44:26,167 - mmseg - INFO - Iter [140550/160000]	lr: 4.495e-08, eta: 3:12:17, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2167, decode.acc_seg: 73.5520, aux.loss_seg: 0.2501, aux.acc_seg: 61.8632, loss: 0.4667
2022-02-01 00:44:55,567 - mmseg - INFO - Iter [140600/160000]	lr: 4.483e-08, eta: 3:11:47, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2112, decode.acc_seg: 74.6625, aux.loss_seg: 0.2545, aux.acc_seg: 62.6765, loss: 0.4656
2022-02-01 00:45:24,729 - mmseg - INFO - Iter [140650/160000]	lr: 4.472e-08, eta: 3:11:18, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2156, decode.acc_seg: 73.4246, aux.loss_seg: 0.2465, aux.acc_seg: 62.4814, loss: 0.4622
2022-02-01 00:45:53,599 - mmseg - INFO - Iter [140700/160000]	lr: 4.460e-08, eta: 3:10:48, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1916, decode.acc_seg: 74.0446, aux.loss_seg: 0.2347, aux.acc_seg: 62.6644, loss: 0.4263
2022-02-01 00:46:22,558 - mmseg - INFO - Iter [140750/160000]	lr: 4.448e-08, eta: 3:10:18, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2143, decode.acc_seg: 73.2844, aux.loss_seg: 0.2574, aux.acc_seg: 61.4849, loss: 0.4717
2022-02-01 00:46:51,662 - mmseg - INFO - Iter [140800/160000]	lr: 4.437e-08, eta: 3:09:49, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2049, decode.acc_seg: 73.1383, aux.loss_seg: 0.2351, aux.acc_seg: 62.2853, loss: 0.4400
2022-02-01 00:47:20,592 - mmseg - INFO - Iter [140850/160000]	lr: 4.425e-08, eta: 3:09:19, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2231, decode.acc_seg: 73.5344, aux.loss_seg: 0.2600, aux.acc_seg: 61.9778, loss: 0.4831
2022-02-01 00:47:49,432 - mmseg - INFO - Iter [140900/160000]	lr: 4.414e-08, eta: 3:08:49, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2021, decode.acc_seg: 74.0407, aux.loss_seg: 0.2418, aux.acc_seg: 62.8209, loss: 0.4439
2022-02-01 00:48:18,388 - mmseg - INFO - Iter [140950/160000]	lr: 4.402e-08, eta: 3:08:19, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2085, decode.acc_seg: 74.3729, aux.loss_seg: 0.2443, aux.acc_seg: 63.1865, loss: 0.4528
2022-02-01 00:48:47,322 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 00:48:47,324 - mmseg - INFO - Iter [141000/160000]	lr: 4.391e-08, eta: 3:07:49, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2090, decode.acc_seg: 73.5084, aux.loss_seg: 0.2477, aux.acc_seg: 61.8756, loss: 0.4568
2022-02-01 00:49:16,304 - mmseg - INFO - Iter [141050/160000]	lr: 4.379e-08, eta: 3:07:20, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2031, decode.acc_seg: 72.9345, aux.loss_seg: 0.2372, aux.acc_seg: 61.9065, loss: 0.4403
2022-02-01 00:49:45,281 - mmseg - INFO - Iter [141100/160000]	lr: 4.368e-08, eta: 3:06:50, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2109, decode.acc_seg: 73.2304, aux.loss_seg: 0.2408, aux.acc_seg: 62.5982, loss: 0.4516
2022-02-01 00:50:14,264 - mmseg - INFO - Iter [141150/160000]	lr: 4.356e-08, eta: 3:06:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2126, decode.acc_seg: 74.5344, aux.loss_seg: 0.2467, aux.acc_seg: 63.6175, loss: 0.4594
2022-02-01 00:50:43,333 - mmseg - INFO - Iter [141200/160000]	lr: 4.344e-08, eta: 3:05:50, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2154, decode.acc_seg: 74.3356, aux.loss_seg: 0.2483, aux.acc_seg: 63.2755, loss: 0.4637
2022-02-01 00:51:12,253 - mmseg - INFO - Iter [141250/160000]	lr: 4.333e-08, eta: 3:05:21, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2122, decode.acc_seg: 73.5209, aux.loss_seg: 0.2448, aux.acc_seg: 62.4059, loss: 0.4570
2022-02-01 00:51:41,211 - mmseg - INFO - Iter [141300/160000]	lr: 4.321e-08, eta: 3:04:51, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2075, decode.acc_seg: 73.5511, aux.loss_seg: 0.2419, aux.acc_seg: 62.5787, loss: 0.4494
2022-02-01 00:52:10,153 - mmseg - INFO - Iter [141350/160000]	lr: 4.310e-08, eta: 3:04:21, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2104, decode.acc_seg: 74.7926, aux.loss_seg: 0.2449, aux.acc_seg: 63.3699, loss: 0.4552
2022-02-01 00:52:39,049 - mmseg - INFO - Iter [141400/160000]	lr: 4.298e-08, eta: 3:03:51, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2054, decode.acc_seg: 73.9749, aux.loss_seg: 0.2332, aux.acc_seg: 63.5619, loss: 0.4387
2022-02-01 00:53:08,041 - mmseg - INFO - Iter [141450/160000]	lr: 4.287e-08, eta: 3:03:22, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2137, decode.acc_seg: 74.8661, aux.loss_seg: 0.2474, aux.acc_seg: 63.3601, loss: 0.4611
2022-02-01 00:53:48,753 - mmseg - INFO - Iter [141500/160000]	lr: 4.275e-08, eta: 3:02:54, time: 0.814, data_time: 0.242, memory: 21005, decode.loss_seg: 0.2110, decode.acc_seg: 73.2998, aux.loss_seg: 0.2445, aux.acc_seg: 62.3198, loss: 0.4555
2022-02-01 00:54:17,535 - mmseg - INFO - Iter [141550/160000]	lr: 4.264e-08, eta: 3:02:24, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2232, decode.acc_seg: 72.8426, aux.loss_seg: 0.2511, aux.acc_seg: 61.5146, loss: 0.4743
2022-02-01 00:54:46,415 - mmseg - INFO - Iter [141600/160000]	lr: 4.252e-08, eta: 3:01:54, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2025, decode.acc_seg: 73.3258, aux.loss_seg: 0.2441, aux.acc_seg: 62.0158, loss: 0.4465
2022-02-01 00:55:15,496 - mmseg - INFO - Iter [141650/160000]	lr: 4.240e-08, eta: 3:01:24, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1988, decode.acc_seg: 74.2498, aux.loss_seg: 0.2519, aux.acc_seg: 62.3643, loss: 0.4507
2022-02-01 00:55:44,695 - mmseg - INFO - Iter [141700/160000]	lr: 4.229e-08, eta: 3:00:55, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2152, decode.acc_seg: 72.5407, aux.loss_seg: 0.2555, aux.acc_seg: 60.8819, loss: 0.4706
2022-02-01 00:56:13,846 - mmseg - INFO - Iter [141750/160000]	lr: 4.217e-08, eta: 3:00:25, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2075, decode.acc_seg: 74.5004, aux.loss_seg: 0.2505, aux.acc_seg: 62.6601, loss: 0.4580
2022-02-01 00:56:42,874 - mmseg - INFO - Iter [141800/160000]	lr: 4.206e-08, eta: 2:59:55, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2208, decode.acc_seg: 73.4742, aux.loss_seg: 0.2581, aux.acc_seg: 61.8657, loss: 0.4789
2022-02-01 00:57:12,031 - mmseg - INFO - Iter [141850/160000]	lr: 4.194e-08, eta: 2:59:25, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1965, decode.acc_seg: 74.3472, aux.loss_seg: 0.2325, aux.acc_seg: 63.6731, loss: 0.4289
2022-02-01 00:57:41,015 - mmseg - INFO - Iter [141900/160000]	lr: 4.183e-08, eta: 2:58:56, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1961, decode.acc_seg: 73.5372, aux.loss_seg: 0.2303, aux.acc_seg: 63.1578, loss: 0.4264
2022-02-01 00:58:09,999 - mmseg - INFO - Iter [141950/160000]	lr: 4.171e-08, eta: 2:58:26, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2052, decode.acc_seg: 73.8262, aux.loss_seg: 0.2512, aux.acc_seg: 62.4216, loss: 0.4564
2022-02-01 00:58:39,098 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 00:58:39,100 - mmseg - INFO - Iter [142000/160000]	lr: 4.160e-08, eta: 2:57:56, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2161, decode.acc_seg: 73.6790, aux.loss_seg: 0.2494, aux.acc_seg: 62.2031, loss: 0.4655
2022-02-01 00:59:07,977 - mmseg - INFO - Iter [142050/160000]	lr: 4.148e-08, eta: 2:57:26, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2183, decode.acc_seg: 74.0458, aux.loss_seg: 0.2640, aux.acc_seg: 62.2485, loss: 0.4823
2022-02-01 00:59:36,932 - mmseg - INFO - Iter [142100/160000]	lr: 4.136e-08, eta: 2:56:57, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2114, decode.acc_seg: 73.5116, aux.loss_seg: 0.2426, aux.acc_seg: 62.7312, loss: 0.4540
2022-02-01 01:00:06,095 - mmseg - INFO - Iter [142150/160000]	lr: 4.125e-08, eta: 2:56:27, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2092, decode.acc_seg: 75.9515, aux.loss_seg: 0.2522, aux.acc_seg: 63.7372, loss: 0.4614
2022-02-01 01:00:34,974 - mmseg - INFO - Iter [142200/160000]	lr: 4.113e-08, eta: 2:55:57, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2085, decode.acc_seg: 74.0386, aux.loss_seg: 0.2443, aux.acc_seg: 63.1201, loss: 0.4528
2022-02-01 01:01:03,952 - mmseg - INFO - Iter [142250/160000]	lr: 4.102e-08, eta: 2:55:27, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2129, decode.acc_seg: 73.2002, aux.loss_seg: 0.2504, aux.acc_seg: 61.6402, loss: 0.4632
2022-02-01 01:01:32,772 - mmseg - INFO - Iter [142300/160000]	lr: 4.090e-08, eta: 2:54:58, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2124, decode.acc_seg: 73.4535, aux.loss_seg: 0.2564, aux.acc_seg: 61.5747, loss: 0.4688
2022-02-01 01:02:01,619 - mmseg - INFO - Iter [142350/160000]	lr: 4.079e-08, eta: 2:54:28, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2147, decode.acc_seg: 74.7111, aux.loss_seg: 0.2502, aux.acc_seg: 63.1891, loss: 0.4649
2022-02-01 01:02:30,659 - mmseg - INFO - Iter [142400/160000]	lr: 4.067e-08, eta: 2:53:58, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1964, decode.acc_seg: 73.6203, aux.loss_seg: 0.2409, aux.acc_seg: 62.2135, loss: 0.4373
2022-02-01 01:02:59,447 - mmseg - INFO - Iter [142450/160000]	lr: 4.056e-08, eta: 2:53:28, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2049, decode.acc_seg: 74.9815, aux.loss_seg: 0.2510, aux.acc_seg: 63.4485, loss: 0.4559
2022-02-01 01:03:28,378 - mmseg - INFO - Iter [142500/160000]	lr: 4.044e-08, eta: 2:52:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2396, decode.acc_seg: 72.7875, aux.loss_seg: 0.2568, aux.acc_seg: 61.8012, loss: 0.4963
2022-02-01 01:03:57,392 - mmseg - INFO - Iter [142550/160000]	lr: 4.032e-08, eta: 2:52:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2190, decode.acc_seg: 74.7316, aux.loss_seg: 0.2608, aux.acc_seg: 62.6430, loss: 0.4798
2022-02-01 01:04:26,413 - mmseg - INFO - Iter [142600/160000]	lr: 4.021e-08, eta: 2:51:59, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2261, decode.acc_seg: 74.6199, aux.loss_seg: 0.2589, aux.acc_seg: 63.0584, loss: 0.4850
2022-02-01 01:04:55,293 - mmseg - INFO - Iter [142650/160000]	lr: 4.009e-08, eta: 2:51:29, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2074, decode.acc_seg: 74.5411, aux.loss_seg: 0.2481, aux.acc_seg: 63.0302, loss: 0.4555
2022-02-01 01:05:24,204 - mmseg - INFO - Iter [142700/160000]	lr: 3.998e-08, eta: 2:51:00, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2130, decode.acc_seg: 73.9160, aux.loss_seg: 0.2513, aux.acc_seg: 62.5418, loss: 0.4643
2022-02-01 01:06:04,953 - mmseg - INFO - Iter [142750/160000]	lr: 3.986e-08, eta: 2:50:31, time: 0.815, data_time: 0.243, memory: 21005, decode.loss_seg: 0.2179, decode.acc_seg: 73.7926, aux.loss_seg: 0.2555, aux.acc_seg: 62.0427, loss: 0.4735
2022-02-01 01:06:34,070 - mmseg - INFO - Iter [142800/160000]	lr: 3.975e-08, eta: 2:50:02, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2049, decode.acc_seg: 74.1914, aux.loss_seg: 0.2465, aux.acc_seg: 62.6362, loss: 0.4514
2022-02-01 01:07:03,270 - mmseg - INFO - Iter [142850/160000]	lr: 3.963e-08, eta: 2:49:32, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2021, decode.acc_seg: 72.8614, aux.loss_seg: 0.2428, aux.acc_seg: 61.6331, loss: 0.4449
2022-02-01 01:07:32,420 - mmseg - INFO - Iter [142900/160000]	lr: 3.952e-08, eta: 2:49:02, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2157, decode.acc_seg: 73.9724, aux.loss_seg: 0.2424, aux.acc_seg: 63.3776, loss: 0.4581
2022-02-01 01:08:01,685 - mmseg - INFO - Iter [142950/160000]	lr: 3.940e-08, eta: 2:48:33, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2262, decode.acc_seg: 73.3044, aux.loss_seg: 0.2461, aux.acc_seg: 62.3703, loss: 0.4723
2022-02-01 01:08:30,674 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 01:08:30,677 - mmseg - INFO - Iter [143000/160000]	lr: 3.929e-08, eta: 2:48:03, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2320, decode.acc_seg: 74.8180, aux.loss_seg: 0.2673, aux.acc_seg: 62.9298, loss: 0.4992
2022-02-01 01:08:59,873 - mmseg - INFO - Iter [143050/160000]	lr: 3.917e-08, eta: 2:47:33, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2062, decode.acc_seg: 73.2148, aux.loss_seg: 0.2384, aux.acc_seg: 62.5030, loss: 0.4446
2022-02-01 01:09:28,797 - mmseg - INFO - Iter [143100/160000]	lr: 3.905e-08, eta: 2:47:03, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2095, decode.acc_seg: 72.6676, aux.loss_seg: 0.2462, aux.acc_seg: 61.7913, loss: 0.4556
2022-02-01 01:09:57,854 - mmseg - INFO - Iter [143150/160000]	lr: 3.894e-08, eta: 2:46:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1987, decode.acc_seg: 73.9623, aux.loss_seg: 0.2446, aux.acc_seg: 62.3198, loss: 0.4433
2022-02-01 01:10:26,745 - mmseg - INFO - Iter [143200/160000]	lr: 3.882e-08, eta: 2:46:04, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2044, decode.acc_seg: 74.6403, aux.loss_seg: 0.2440, aux.acc_seg: 63.3937, loss: 0.4484
2022-02-01 01:10:55,587 - mmseg - INFO - Iter [143250/160000]	lr: 3.871e-08, eta: 2:45:34, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2093, decode.acc_seg: 73.4112, aux.loss_seg: 0.2523, aux.acc_seg: 61.9622, loss: 0.4616
2022-02-01 01:11:24,476 - mmseg - INFO - Iter [143300/160000]	lr: 3.859e-08, eta: 2:45:04, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2090, decode.acc_seg: 73.8798, aux.loss_seg: 0.2413, aux.acc_seg: 63.1273, loss: 0.4503
2022-02-01 01:11:53,453 - mmseg - INFO - Iter [143350/160000]	lr: 3.848e-08, eta: 2:44:35, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2111, decode.acc_seg: 73.5165, aux.loss_seg: 0.2424, aux.acc_seg: 62.6039, loss: 0.4535
2022-02-01 01:12:22,257 - mmseg - INFO - Iter [143400/160000]	lr: 3.836e-08, eta: 2:44:05, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2148, decode.acc_seg: 74.7333, aux.loss_seg: 0.2463, aux.acc_seg: 63.5429, loss: 0.4611
2022-02-01 01:12:51,338 - mmseg - INFO - Iter [143450/160000]	lr: 3.825e-08, eta: 2:43:35, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2036, decode.acc_seg: 75.9882, aux.loss_seg: 0.2523, aux.acc_seg: 64.2250, loss: 0.4559
2022-02-01 01:13:20,452 - mmseg - INFO - Iter [143500/160000]	lr: 3.813e-08, eta: 2:43:05, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2109, decode.acc_seg: 73.5300, aux.loss_seg: 0.2536, aux.acc_seg: 62.0276, loss: 0.4645
2022-02-01 01:13:49,307 - mmseg - INFO - Iter [143550/160000]	lr: 3.801e-08, eta: 2:42:36, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2191, decode.acc_seg: 73.4495, aux.loss_seg: 0.2461, aux.acc_seg: 62.6258, loss: 0.4652
2022-02-01 01:14:18,062 - mmseg - INFO - Iter [143600/160000]	lr: 3.790e-08, eta: 2:42:06, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1993, decode.acc_seg: 73.1426, aux.loss_seg: 0.2509, aux.acc_seg: 61.3275, loss: 0.4502
2022-02-01 01:14:47,021 - mmseg - INFO - Iter [143650/160000]	lr: 3.778e-08, eta: 2:41:36, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2197, decode.acc_seg: 73.3719, aux.loss_seg: 0.2521, aux.acc_seg: 62.0616, loss: 0.4719
2022-02-01 01:15:15,919 - mmseg - INFO - Iter [143700/160000]	lr: 3.767e-08, eta: 2:41:06, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2120, decode.acc_seg: 73.8640, aux.loss_seg: 0.2491, aux.acc_seg: 62.3852, loss: 0.4610
2022-02-01 01:15:44,907 - mmseg - INFO - Iter [143750/160000]	lr: 3.755e-08, eta: 2:40:37, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2056, decode.acc_seg: 74.1871, aux.loss_seg: 0.2357, aux.acc_seg: 63.4181, loss: 0.4413
2022-02-01 01:16:13,850 - mmseg - INFO - Iter [143800/160000]	lr: 3.744e-08, eta: 2:40:07, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2172, decode.acc_seg: 73.5320, aux.loss_seg: 0.2452, aux.acc_seg: 62.3968, loss: 0.4624
2022-02-01 01:16:42,849 - mmseg - INFO - Iter [143850/160000]	lr: 3.732e-08, eta: 2:39:37, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2032, decode.acc_seg: 74.9142, aux.loss_seg: 0.2388, aux.acc_seg: 63.5272, loss: 0.4420
2022-02-01 01:17:11,883 - mmseg - INFO - Iter [143900/160000]	lr: 3.721e-08, eta: 2:39:08, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2110, decode.acc_seg: 73.5542, aux.loss_seg: 0.2486, aux.acc_seg: 62.2424, loss: 0.4596
2022-02-01 01:17:41,190 - mmseg - INFO - Iter [143950/160000]	lr: 3.709e-08, eta: 2:38:38, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2285, decode.acc_seg: 73.7823, aux.loss_seg: 0.2589, aux.acc_seg: 62.3164, loss: 0.4873
2022-02-01 01:18:22,037 - mmseg - INFO - Saving checkpoint at 144000 iterations
2022-02-01 01:19:55,701 - mmseg - INFO - per class results:
2022-02-01 01:19:55,706 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 77.56 | 89.28 |
| building            | 82.94 | 92.41 |
| sky                 | 94.35 | 97.69 |
| floor               | 81.92 | 91.06 |
| tree                | 73.93 | 88.2  |
| ceiling             | 83.84 | 91.66 |
| road                | 83.16 | 91.56 |
| bed                 | 89.16 | 95.66 |
| windowpane          | 62.05 | 78.79 |
| grass               | 66.86 | 80.89 |
| cabinet             | 60.89 | 73.26 |
| sidewalk            | 62.63 | 78.57 |
| person              | 80.04 | 92.91 |
| earth               | 37.28 | 48.66 |
| door                | 45.91 | 59.76 |
| table               | 61.11 | 76.9  |
| mountain            | 56.65 | 72.75 |
| plant               | 50.29 | 60.09 |
| curtain             | 74.14 | 84.01 |
| chair               | 55.83 | 71.6  |
| car                 | 85.14 | 92.7  |
| water               | 57.68 | 71.18 |
| painting            | 72.93 | 87.12 |
| sofa                | 64.72 | 81.52 |
| shelf               | 41.07 | 55.84 |
| house               | 47.25 | 67.59 |
| sea                 | 53.55 | 71.97 |
| mirror              | 68.53 | 76.41 |
| rug                 | 63.21 | 76.55 |
| field               | 32.26 | 60.63 |
| armchair            | 42.11 | 61.76 |
| seat                | 65.06 | 82.58 |
| fence               | 41.49 | 56.9  |
| desk                | 44.77 | 65.3  |
| rock                | 33.37 | 56.17 |
| wardrobe            | 53.43 | 72.13 |
| lamp                | 61.37 | 73.96 |
| bathtub             | 81.9  | 87.61 |
| railing             | 33.32 | 44.46 |
| cushion             | 55.31 | 67.66 |
| base                | 21.86 | 27.95 |
| box                 | 25.91 | 32.92 |
| column              | 43.69 | 55.26 |
| signboard           | 36.31 | 48.29 |
| chest of drawers    | 40.99 | 59.0  |
| counter             | 32.05 | 45.34 |
| sand                | 46.69 | 63.51 |
| sink                | 68.86 | 77.54 |
| skyscraper          | 61.47 | 70.74 |
| fireplace           | 71.52 | 88.58 |
| refrigerator        | 69.79 | 79.88 |
| grandstand          | 52.59 | 67.24 |
| path                | 20.38 | 28.02 |
| stairs              | 25.5  | 31.03 |
| runway              | 68.08 | 87.17 |
| case                | 53.96 | 82.27 |
| pool table          | 93.49 | 96.18 |
| pillow              | 56.72 | 69.96 |
| screen door         | 69.44 | 73.02 |
| stairway            | 21.13 | 34.72 |
| river               | 16.21 | 32.12 |
| bridge              | 63.24 | 74.34 |
| bookcase            | 36.14 | 58.69 |
| blind               | 46.67 | 51.59 |
| coffee table        | 60.04 | 80.7  |
| toilet              | 82.75 | 88.53 |
| flower              | 37.41 | 51.98 |
| book                | 42.67 | 60.09 |
| hill                | 5.19  | 7.02  |
| bench               | 47.43 | 53.73 |
| countertop          | 58.08 | 70.46 |
| stove               | 73.25 | 81.93 |
| palm                | 51.11 | 67.18 |
| kitchen island      | 50.5  | 79.15 |
| computer            | 63.52 | 72.12 |
| swivel chair        | 40.7  | 56.76 |
| boat                | 49.37 | 56.22 |
| bar                 | 41.47 | 47.19 |
| arcade machine      | 46.14 | 48.04 |
| hovel               | 17.45 | 20.27 |
| bus                 | 89.44 | 93.89 |
| towel               | 62.72 | 71.27 |
| light               | 50.72 | 56.94 |
| truck               | 20.95 | 30.13 |
| tower               | 28.37 | 37.88 |
| chandelier          | 64.73 | 77.55 |
| awning              | 28.67 | 34.41 |
| streetlight         | 24.47 | 31.98 |
| booth               | 42.76 | 44.14 |
| television receiver | 56.13 | 82.73 |
| airplane            | 58.74 | 64.39 |
| dirt track          | 0.49  | 0.88  |
| apparel             | 34.71 | 46.39 |
| pole                | 25.47 | 36.45 |
| land                | 6.34  | 8.59  |
| bannister           | 18.77 | 24.39 |
| escalator           | 34.85 | 43.26 |
| ottoman             | 43.55 | 61.52 |
| bottle              | 35.72 | 45.07 |
| buffet              | 39.63 | 47.25 |
| poster              | 28.17 | 32.95 |
| stage               | 13.71 | 19.24 |
| van                 | 43.96 | 60.66 |
| ship                | 33.92 | 45.5  |
| fountain            | 24.25 | 24.88 |
| conveyer belt       | 77.43 | 88.47 |
| canopy              | 22.97 | 30.04 |
| washer              | 56.08 | 69.23 |
| plaything           | 31.08 | 43.69 |
| swimming pool       | 46.18 | 59.33 |
| stool               | 44.47 | 53.34 |
| barrel              | 22.0  | 64.69 |
| basket              | 23.3  | 31.39 |
| waterfall           | 78.02 | 84.71 |
| tent                | 91.81 | 98.58 |
| bag                 | 15.05 | 19.39 |
| minibike            | 68.61 | 76.02 |
| cradle              | 85.51 | 96.16 |
| oven                | 29.38 | 52.96 |
| ball                | 47.94 | 62.35 |
| food                | 49.2  | 56.36 |
| step                | 7.84  | 9.58  |
| tank                | 48.79 | 52.24 |
| trade name          | 25.94 | 28.93 |
| microwave           | 36.84 | 40.21 |
| pot                 | 43.18 | 50.01 |
| animal              | 56.7  | 58.3  |
| bicycle             | 55.85 | 74.01 |
| lake                | 57.09 | 63.54 |
| dishwasher          | 55.47 | 70.82 |
| screen              | 60.11 | 86.62 |
| blanket             | 12.47 | 13.61 |
| sculpture           | 55.24 | 73.61 |
| hood                | 58.19 | 63.39 |
| sconce              | 46.26 | 54.22 |
| vase                | 32.25 | 48.04 |
| traffic light       | 31.38 | 47.23 |
| tray                | 5.82  | 9.01  |
| ashcan              | 38.65 | 48.55 |
| fan                 | 55.37 | 68.6  |
| pier                | 35.45 | 45.02 |
| crt screen          | 5.97  | 13.55 |
| plate               | 55.79 | 70.68 |
| monitor             | 11.49 | 13.09 |
| bulletin board      | 41.88 | 48.58 |
| shower              | 1.2   | 1.24  |
| radiator            | 50.36 | 55.43 |
| glass               | 12.93 | 14.37 |
| clock               | 28.84 | 33.05 |
| flag                | 35.14 | 38.11 |
+---------------------+-------+-------+
2022-02-01 01:19:55,708 - mmseg - INFO - Summary:
2022-02-01 01:19:55,709 - mmseg - INFO - 
+--------+-------+------+-------+
| Scope  | mIoU  | mAcc | aAcc  |
+--------+-------+------+-------+
| global | 47.68 | 58.7 | 82.94 |
+--------+-------+------+-------+
2022-02-01 01:19:55,732 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 01:19:55,734 - mmseg - INFO - Iter(val) [144000]	mIoU: 0.4768, mAcc: 0.5870, aAcc: 0.8294
2022-02-01 01:20:24,468 - mmseg - INFO - Iter [144050/160000]	lr: 3.686e-08, eta: 2:37:44, time: 2.199, data_time: 1.629, memory: 21005, decode.loss_seg: 0.1998, decode.acc_seg: 73.8893, aux.loss_seg: 0.2429, aux.acc_seg: 62.5957, loss: 0.4426
2022-02-01 01:20:53,222 - mmseg - INFO - Iter [144100/160000]	lr: 3.674e-08, eta: 2:37:14, time: 0.576, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2133, decode.acc_seg: 73.4906, aux.loss_seg: 0.2519, aux.acc_seg: 61.8284, loss: 0.4652
2022-02-01 01:21:21,969 - mmseg - INFO - Iter [144150/160000]	lr: 3.663e-08, eta: 2:36:45, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2067, decode.acc_seg: 72.3040, aux.loss_seg: 0.2459, aux.acc_seg: 60.7901, loss: 0.4526
2022-02-01 01:21:50,946 - mmseg - INFO - Iter [144200/160000]	lr: 3.651e-08, eta: 2:36:15, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2011, decode.acc_seg: 76.0610, aux.loss_seg: 0.2465, aux.acc_seg: 64.3205, loss: 0.4476
2022-02-01 01:22:19,925 - mmseg - INFO - Iter [144250/160000]	lr: 3.640e-08, eta: 2:35:45, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1993, decode.acc_seg: 71.4708, aux.loss_seg: 0.2358, aux.acc_seg: 60.3648, loss: 0.4351
2022-02-01 01:22:48,732 - mmseg - INFO - Iter [144300/160000]	lr: 3.628e-08, eta: 2:35:15, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2109, decode.acc_seg: 73.2894, aux.loss_seg: 0.2450, aux.acc_seg: 62.0120, loss: 0.4558
2022-02-01 01:23:17,898 - mmseg - INFO - Iter [144350/160000]	lr: 3.617e-08, eta: 2:34:46, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2110, decode.acc_seg: 72.0266, aux.loss_seg: 0.2637, aux.acc_seg: 59.9486, loss: 0.4748
2022-02-01 01:23:46,944 - mmseg - INFO - Iter [144400/160000]	lr: 3.605e-08, eta: 2:34:16, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2279, decode.acc_seg: 75.1374, aux.loss_seg: 0.2616, aux.acc_seg: 63.1959, loss: 0.4895
2022-02-01 01:24:15,981 - mmseg - INFO - Iter [144450/160000]	lr: 3.593e-08, eta: 2:33:46, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2211, decode.acc_seg: 73.4487, aux.loss_seg: 0.2578, aux.acc_seg: 61.6529, loss: 0.4789
2022-02-01 01:24:45,131 - mmseg - INFO - Iter [144500/160000]	lr: 3.582e-08, eta: 2:33:16, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2041, decode.acc_seg: 74.3188, aux.loss_seg: 0.2539, aux.acc_seg: 62.4240, loss: 0.4580
2022-02-01 01:25:14,191 - mmseg - INFO - Iter [144550/160000]	lr: 3.570e-08, eta: 2:32:47, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2121, decode.acc_seg: 72.8435, aux.loss_seg: 0.2403, aux.acc_seg: 62.2251, loss: 0.4524
2022-02-01 01:25:43,165 - mmseg - INFO - Iter [144600/160000]	lr: 3.559e-08, eta: 2:32:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2177, decode.acc_seg: 73.0675, aux.loss_seg: 0.2513, aux.acc_seg: 61.8966, loss: 0.4691
2022-02-01 01:26:12,173 - mmseg - INFO - Iter [144650/160000]	lr: 3.547e-08, eta: 2:31:47, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2090, decode.acc_seg: 74.2756, aux.loss_seg: 0.2498, aux.acc_seg: 62.7473, loss: 0.4589
2022-02-01 01:26:41,098 - mmseg - INFO - Iter [144700/160000]	lr: 3.536e-08, eta: 2:31:18, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2232, decode.acc_seg: 75.4916, aux.loss_seg: 0.2584, aux.acc_seg: 63.7576, loss: 0.4816
2022-02-01 01:27:09,978 - mmseg - INFO - Iter [144750/160000]	lr: 3.524e-08, eta: 2:30:48, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2063, decode.acc_seg: 73.4741, aux.loss_seg: 0.2538, aux.acc_seg: 60.8773, loss: 0.4601
2022-02-01 01:27:38,874 - mmseg - INFO - Iter [144800/160000]	lr: 3.513e-08, eta: 2:30:18, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2226, decode.acc_seg: 75.2228, aux.loss_seg: 0.2555, aux.acc_seg: 63.6814, loss: 0.4781
2022-02-01 01:28:07,882 - mmseg - INFO - Iter [144850/160000]	lr: 3.501e-08, eta: 2:29:48, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2277, decode.acc_seg: 72.9847, aux.loss_seg: 0.2560, aux.acc_seg: 62.0345, loss: 0.4837
2022-02-01 01:28:36,942 - mmseg - INFO - Iter [144900/160000]	lr: 3.489e-08, eta: 2:29:19, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2115, decode.acc_seg: 74.5367, aux.loss_seg: 0.2568, aux.acc_seg: 63.1085, loss: 0.4682
2022-02-01 01:29:05,916 - mmseg - INFO - Iter [144950/160000]	lr: 3.478e-08, eta: 2:28:49, time: 0.579, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2055, decode.acc_seg: 74.1040, aux.loss_seg: 0.2551, aux.acc_seg: 62.1771, loss: 0.4607
2022-02-01 01:29:35,288 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 01:29:35,290 - mmseg - INFO - Iter [145000/160000]	lr: 3.466e-08, eta: 2:28:19, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2152, decode.acc_seg: 74.7069, aux.loss_seg: 0.2434, aux.acc_seg: 64.0325, loss: 0.4585
2022-02-01 01:30:04,571 - mmseg - INFO - Iter [145050/160000]	lr: 3.455e-08, eta: 2:27:49, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1942, decode.acc_seg: 73.9405, aux.loss_seg: 0.2328, aux.acc_seg: 63.0456, loss: 0.4270
2022-02-01 01:30:33,748 - mmseg - INFO - Iter [145100/160000]	lr: 3.443e-08, eta: 2:27:20, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2158, decode.acc_seg: 74.1142, aux.loss_seg: 0.2459, aux.acc_seg: 63.3009, loss: 0.4617
2022-02-01 01:31:02,850 - mmseg - INFO - Iter [145150/160000]	lr: 3.432e-08, eta: 2:26:50, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1989, decode.acc_seg: 75.5253, aux.loss_seg: 0.2346, aux.acc_seg: 64.3807, loss: 0.4335
2022-02-01 01:31:31,986 - mmseg - INFO - Iter [145200/160000]	lr: 3.420e-08, eta: 2:26:20, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2142, decode.acc_seg: 74.3886, aux.loss_seg: 0.2633, aux.acc_seg: 61.9206, loss: 0.4775
2022-02-01 01:32:12,785 - mmseg - INFO - Iter [145250/160000]	lr: 3.409e-08, eta: 2:25:52, time: 0.816, data_time: 0.244, memory: 21005, decode.loss_seg: 0.1972, decode.acc_seg: 75.4342, aux.loss_seg: 0.2348, aux.acc_seg: 64.7872, loss: 0.4320
2022-02-01 01:32:41,440 - mmseg - INFO - Iter [145300/160000]	lr: 3.397e-08, eta: 2:25:22, time: 0.573, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1970, decode.acc_seg: 73.4522, aux.loss_seg: 0.2375, aux.acc_seg: 62.2956, loss: 0.4345
2022-02-01 01:33:10,220 - mmseg - INFO - Iter [145350/160000]	lr: 3.385e-08, eta: 2:24:52, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1987, decode.acc_seg: 73.2388, aux.loss_seg: 0.2364, aux.acc_seg: 62.0235, loss: 0.4351
2022-02-01 01:33:38,961 - mmseg - INFO - Iter [145400/160000]	lr: 3.374e-08, eta: 2:24:22, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2115, decode.acc_seg: 73.6694, aux.loss_seg: 0.2473, aux.acc_seg: 62.3588, loss: 0.4589
2022-02-01 01:34:08,074 - mmseg - INFO - Iter [145450/160000]	lr: 3.362e-08, eta: 2:23:53, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2002, decode.acc_seg: 74.6554, aux.loss_seg: 0.2374, aux.acc_seg: 63.7334, loss: 0.4377
2022-02-01 01:34:37,221 - mmseg - INFO - Iter [145500/160000]	lr: 3.351e-08, eta: 2:23:23, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1982, decode.acc_seg: 74.3099, aux.loss_seg: 0.2466, aux.acc_seg: 62.7101, loss: 0.4448
2022-02-01 01:35:06,253 - mmseg - INFO - Iter [145550/160000]	lr: 3.339e-08, eta: 2:22:53, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1860, decode.acc_seg: 74.1258, aux.loss_seg: 0.2402, aux.acc_seg: 62.3271, loss: 0.4262
2022-02-01 01:35:35,319 - mmseg - INFO - Iter [145600/160000]	lr: 3.328e-08, eta: 2:22:24, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2049, decode.acc_seg: 74.5275, aux.loss_seg: 0.2369, aux.acc_seg: 63.9180, loss: 0.4418
2022-02-01 01:36:04,445 - mmseg - INFO - Iter [145650/160000]	lr: 3.316e-08, eta: 2:21:54, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2099, decode.acc_seg: 75.0352, aux.loss_seg: 0.2508, aux.acc_seg: 63.3184, loss: 0.4607
2022-02-01 01:36:33,342 - mmseg - INFO - Iter [145700/160000]	lr: 3.305e-08, eta: 2:21:24, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2143, decode.acc_seg: 73.1707, aux.loss_seg: 0.2496, aux.acc_seg: 61.8797, loss: 0.4638
2022-02-01 01:37:02,371 - mmseg - INFO - Iter [145750/160000]	lr: 3.293e-08, eta: 2:20:54, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2042, decode.acc_seg: 73.6076, aux.loss_seg: 0.2374, aux.acc_seg: 62.9305, loss: 0.4416
2022-02-01 01:37:31,257 - mmseg - INFO - Iter [145800/160000]	lr: 3.282e-08, eta: 2:20:25, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2119, decode.acc_seg: 73.9132, aux.loss_seg: 0.2476, aux.acc_seg: 62.5599, loss: 0.4595
2022-02-01 01:38:00,371 - mmseg - INFO - Iter [145850/160000]	lr: 3.270e-08, eta: 2:19:55, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2098, decode.acc_seg: 75.1957, aux.loss_seg: 0.2498, aux.acc_seg: 63.7175, loss: 0.4595
2022-02-01 01:38:29,438 - mmseg - INFO - Iter [145900/160000]	lr: 3.258e-08, eta: 2:19:25, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1999, decode.acc_seg: 74.5699, aux.loss_seg: 0.2503, aux.acc_seg: 63.0421, loss: 0.4501
2022-02-01 01:38:58,417 - mmseg - INFO - Iter [145950/160000]	lr: 3.247e-08, eta: 2:18:55, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2102, decode.acc_seg: 74.7273, aux.loss_seg: 0.2420, aux.acc_seg: 63.6111, loss: 0.4522
2022-02-01 01:39:27,276 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 01:39:27,278 - mmseg - INFO - Iter [146000/160000]	lr: 3.235e-08, eta: 2:18:26, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2180, decode.acc_seg: 75.2663, aux.loss_seg: 0.2552, aux.acc_seg: 63.7702, loss: 0.4732
2022-02-01 01:39:56,186 - mmseg - INFO - Iter [146050/160000]	lr: 3.224e-08, eta: 2:17:56, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2134, decode.acc_seg: 73.5511, aux.loss_seg: 0.2437, aux.acc_seg: 62.5084, loss: 0.4571
2022-02-01 01:40:25,206 - mmseg - INFO - Iter [146100/160000]	lr: 3.212e-08, eta: 2:17:26, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2084, decode.acc_seg: 73.9119, aux.loss_seg: 0.2520, aux.acc_seg: 62.4073, loss: 0.4604
2022-02-01 01:40:54,560 - mmseg - INFO - Iter [146150/160000]	lr: 3.201e-08, eta: 2:16:57, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2017, decode.acc_seg: 73.4808, aux.loss_seg: 0.2452, aux.acc_seg: 62.2631, loss: 0.4469
2022-02-01 01:41:23,711 - mmseg - INFO - Iter [146200/160000]	lr: 3.189e-08, eta: 2:16:27, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2092, decode.acc_seg: 74.7106, aux.loss_seg: 0.2462, aux.acc_seg: 63.4330, loss: 0.4554
2022-02-01 01:41:52,749 - mmseg - INFO - Iter [146250/160000]	lr: 3.178e-08, eta: 2:15:57, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2154, decode.acc_seg: 73.6266, aux.loss_seg: 0.2525, aux.acc_seg: 62.1630, loss: 0.4679
2022-02-01 01:42:21,647 - mmseg - INFO - Iter [146300/160000]	lr: 3.166e-08, eta: 2:15:27, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2130, decode.acc_seg: 73.9570, aux.loss_seg: 0.2486, aux.acc_seg: 62.7133, loss: 0.4616
2022-02-01 01:42:50,574 - mmseg - INFO - Iter [146350/160000]	lr: 3.154e-08, eta: 2:14:58, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2175, decode.acc_seg: 73.9220, aux.loss_seg: 0.2618, aux.acc_seg: 61.7599, loss: 0.4793
2022-02-01 01:43:19,493 - mmseg - INFO - Iter [146400/160000]	lr: 3.143e-08, eta: 2:14:28, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2097, decode.acc_seg: 74.7577, aux.loss_seg: 0.2501, aux.acc_seg: 63.2047, loss: 0.4598
2022-02-01 01:43:48,448 - mmseg - INFO - Iter [146450/160000]	lr: 3.131e-08, eta: 2:13:58, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2206, decode.acc_seg: 74.2956, aux.loss_seg: 0.2637, aux.acc_seg: 62.1913, loss: 0.4843
2022-02-01 01:44:17,433 - mmseg - INFO - Iter [146500/160000]	lr: 3.120e-08, eta: 2:13:28, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2036, decode.acc_seg: 74.8087, aux.loss_seg: 0.2424, aux.acc_seg: 63.6519, loss: 0.4460
2022-02-01 01:44:58,779 - mmseg - INFO - Iter [146550/160000]	lr: 3.108e-08, eta: 2:13:00, time: 0.827, data_time: 0.251, memory: 21005, decode.loss_seg: 0.2027, decode.acc_seg: 73.7260, aux.loss_seg: 0.2461, aux.acc_seg: 62.3044, loss: 0.4488
2022-02-01 01:45:27,588 - mmseg - INFO - Iter [146600/160000]	lr: 3.097e-08, eta: 2:12:30, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2243, decode.acc_seg: 73.1715, aux.loss_seg: 0.2690, aux.acc_seg: 60.6335, loss: 0.4932
2022-02-01 01:45:56,584 - mmseg - INFO - Iter [146650/160000]	lr: 3.085e-08, eta: 2:12:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1982, decode.acc_seg: 72.9915, aux.loss_seg: 0.2396, aux.acc_seg: 61.5676, loss: 0.4378
2022-02-01 01:46:25,542 - mmseg - INFO - Iter [146700/160000]	lr: 3.074e-08, eta: 2:11:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2041, decode.acc_seg: 74.1264, aux.loss_seg: 0.2356, aux.acc_seg: 63.5703, loss: 0.4397
2022-02-01 01:46:54,625 - mmseg - INFO - Iter [146750/160000]	lr: 3.062e-08, eta: 2:11:01, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2163, decode.acc_seg: 73.7816, aux.loss_seg: 0.2491, aux.acc_seg: 62.4077, loss: 0.4654
2022-02-01 01:47:23,796 - mmseg - INFO - Iter [146800/160000]	lr: 3.050e-08, eta: 2:10:31, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2020, decode.acc_seg: 75.2736, aux.loss_seg: 0.2336, aux.acc_seg: 64.2273, loss: 0.4355
2022-02-01 01:47:53,067 - mmseg - INFO - Iter [146850/160000]	lr: 3.039e-08, eta: 2:10:02, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2019, decode.acc_seg: 74.2038, aux.loss_seg: 0.2352, aux.acc_seg: 63.4716, loss: 0.4371
2022-02-01 01:48:22,154 - mmseg - INFO - Iter [146900/160000]	lr: 3.027e-08, eta: 2:09:32, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2007, decode.acc_seg: 74.2017, aux.loss_seg: 0.2296, aux.acc_seg: 63.9036, loss: 0.4303
2022-02-01 01:48:51,065 - mmseg - INFO - Iter [146950/160000]	lr: 3.016e-08, eta: 2:09:02, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2052, decode.acc_seg: 73.9897, aux.loss_seg: 0.2373, aux.acc_seg: 62.7260, loss: 0.4425
2022-02-01 01:49:20,162 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 01:49:20,164 - mmseg - INFO - Iter [147000/160000]	lr: 3.004e-08, eta: 2:08:32, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2106, decode.acc_seg: 74.1322, aux.loss_seg: 0.2355, aux.acc_seg: 63.8146, loss: 0.4461
2022-02-01 01:49:49,114 - mmseg - INFO - Iter [147050/160000]	lr: 2.993e-08, eta: 2:08:03, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2118, decode.acc_seg: 74.1447, aux.loss_seg: 0.2481, aux.acc_seg: 62.6966, loss: 0.4599
2022-02-01 01:50:18,215 - mmseg - INFO - Iter [147100/160000]	lr: 2.981e-08, eta: 2:07:33, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2153, decode.acc_seg: 73.6458, aux.loss_seg: 0.2698, aux.acc_seg: 61.2530, loss: 0.4850
2022-02-01 01:50:47,193 - mmseg - INFO - Iter [147150/160000]	lr: 2.970e-08, eta: 2:07:03, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2311, decode.acc_seg: 74.6199, aux.loss_seg: 0.2643, aux.acc_seg: 63.0612, loss: 0.4954
2022-02-01 01:51:16,236 - mmseg - INFO - Iter [147200/160000]	lr: 2.958e-08, eta: 2:06:33, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1992, decode.acc_seg: 72.9324, aux.loss_seg: 0.2411, aux.acc_seg: 61.9632, loss: 0.4403
2022-02-01 01:51:45,182 - mmseg - INFO - Iter [147250/160000]	lr: 2.946e-08, eta: 2:06:04, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2072, decode.acc_seg: 74.6672, aux.loss_seg: 0.2450, aux.acc_seg: 63.1765, loss: 0.4522
2022-02-01 01:52:14,435 - mmseg - INFO - Iter [147300/160000]	lr: 2.935e-08, eta: 2:05:34, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1967, decode.acc_seg: 73.9127, aux.loss_seg: 0.2288, aux.acc_seg: 63.2669, loss: 0.4255
2022-02-01 01:52:43,470 - mmseg - INFO - Iter [147350/160000]	lr: 2.923e-08, eta: 2:05:04, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2071, decode.acc_seg: 72.9118, aux.loss_seg: 0.2408, aux.acc_seg: 61.7126, loss: 0.4478
2022-02-01 01:53:12,664 - mmseg - INFO - Iter [147400/160000]	lr: 2.912e-08, eta: 2:04:35, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2033, decode.acc_seg: 74.4244, aux.loss_seg: 0.2470, aux.acc_seg: 63.1097, loss: 0.4503
2022-02-01 01:53:41,504 - mmseg - INFO - Iter [147450/160000]	lr: 2.900e-08, eta: 2:04:05, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2246, decode.acc_seg: 73.0471, aux.loss_seg: 0.2600, aux.acc_seg: 61.1521, loss: 0.4846
2022-02-01 01:54:10,480 - mmseg - INFO - Iter [147500/160000]	lr: 2.889e-08, eta: 2:03:35, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2080, decode.acc_seg: 72.6717, aux.loss_seg: 0.2550, aux.acc_seg: 60.8956, loss: 0.4629
2022-02-01 01:54:39,471 - mmseg - INFO - Iter [147550/160000]	lr: 2.877e-08, eta: 2:03:05, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2080, decode.acc_seg: 73.3967, aux.loss_seg: 0.2393, aux.acc_seg: 62.5722, loss: 0.4472
2022-02-01 01:55:08,665 - mmseg - INFO - Iter [147600/160000]	lr: 2.866e-08, eta: 2:02:36, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2032, decode.acc_seg: 73.8017, aux.loss_seg: 0.2334, aux.acc_seg: 63.2214, loss: 0.4366
2022-02-01 01:55:37,695 - mmseg - INFO - Iter [147650/160000]	lr: 2.854e-08, eta: 2:02:06, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2058, decode.acc_seg: 73.2109, aux.loss_seg: 0.2451, aux.acc_seg: 61.7418, loss: 0.4508
2022-02-01 01:56:06,836 - mmseg - INFO - Iter [147700/160000]	lr: 2.842e-08, eta: 2:01:36, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2021, decode.acc_seg: 74.8475, aux.loss_seg: 0.2459, aux.acc_seg: 63.4557, loss: 0.4480
2022-02-01 01:56:35,740 - mmseg - INFO - Iter [147750/160000]	lr: 2.831e-08, eta: 2:01:07, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2116, decode.acc_seg: 74.2916, aux.loss_seg: 0.2480, aux.acc_seg: 63.1777, loss: 0.4595
2022-02-01 01:57:17,323 - mmseg - INFO - Iter [147800/160000]	lr: 2.819e-08, eta: 2:00:38, time: 0.831, data_time: 0.249, memory: 21005, decode.loss_seg: 0.2056, decode.acc_seg: 73.6580, aux.loss_seg: 0.2449, aux.acc_seg: 62.3546, loss: 0.4505
2022-02-01 01:57:46,221 - mmseg - INFO - Iter [147850/160000]	lr: 2.808e-08, eta: 2:00:08, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2125, decode.acc_seg: 75.5915, aux.loss_seg: 0.2475, aux.acc_seg: 64.7798, loss: 0.4600
2022-02-01 01:58:15,025 - mmseg - INFO - Iter [147900/160000]	lr: 2.796e-08, eta: 1:59:38, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2027, decode.acc_seg: 73.2127, aux.loss_seg: 0.2402, aux.acc_seg: 62.2747, loss: 0.4428
2022-02-01 01:58:44,034 - mmseg - INFO - Iter [147950/160000]	lr: 2.785e-08, eta: 1:59:09, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1926, decode.acc_seg: 72.5524, aux.loss_seg: 0.2358, aux.acc_seg: 61.7457, loss: 0.4284
2022-02-01 01:59:13,028 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 01:59:13,030 - mmseg - INFO - Iter [148000/160000]	lr: 2.773e-08, eta: 1:58:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2042, decode.acc_seg: 73.2005, aux.loss_seg: 0.2418, aux.acc_seg: 62.0592, loss: 0.4461
2022-02-01 01:59:42,041 - mmseg - INFO - Iter [148050/160000]	lr: 2.762e-08, eta: 1:58:09, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1995, decode.acc_seg: 72.7372, aux.loss_seg: 0.2448, aux.acc_seg: 61.5555, loss: 0.4443
2022-02-01 02:00:10,974 - mmseg - INFO - Iter [148100/160000]	lr: 2.750e-08, eta: 1:57:40, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2159, decode.acc_seg: 74.3139, aux.loss_seg: 0.2447, aux.acc_seg: 63.0466, loss: 0.4605
2022-02-01 02:00:39,835 - mmseg - INFO - Iter [148150/160000]	lr: 2.738e-08, eta: 1:57:10, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2107, decode.acc_seg: 76.0336, aux.loss_seg: 0.2463, aux.acc_seg: 64.8854, loss: 0.4571
2022-02-01 02:01:08,722 - mmseg - INFO - Iter [148200/160000]	lr: 2.727e-08, eta: 1:56:40, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1995, decode.acc_seg: 74.2846, aux.loss_seg: 0.2349, aux.acc_seg: 63.2870, loss: 0.4343
2022-02-01 02:01:37,818 - mmseg - INFO - Iter [148250/160000]	lr: 2.715e-08, eta: 1:56:10, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2003, decode.acc_seg: 73.1367, aux.loss_seg: 0.2359, aux.acc_seg: 62.4663, loss: 0.4362
2022-02-01 02:02:06,914 - mmseg - INFO - Iter [148300/160000]	lr: 2.704e-08, eta: 1:55:41, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1952, decode.acc_seg: 74.4917, aux.loss_seg: 0.2432, aux.acc_seg: 63.1570, loss: 0.4384
2022-02-01 02:02:35,864 - mmseg - INFO - Iter [148350/160000]	lr: 2.692e-08, eta: 1:55:11, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2173, decode.acc_seg: 75.6008, aux.loss_seg: 0.2642, aux.acc_seg: 63.6286, loss: 0.4815
2022-02-01 02:03:05,087 - mmseg - INFO - Iter [148400/160000]	lr: 2.681e-08, eta: 1:54:41, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2121, decode.acc_seg: 74.1110, aux.loss_seg: 0.2563, aux.acc_seg: 62.3589, loss: 0.4685
2022-02-01 02:03:34,422 - mmseg - INFO - Iter [148450/160000]	lr: 2.669e-08, eta: 1:54:12, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2033, decode.acc_seg: 74.6995, aux.loss_seg: 0.2452, aux.acc_seg: 62.9414, loss: 0.4485
2022-02-01 02:04:03,338 - mmseg - INFO - Iter [148500/160000]	lr: 2.658e-08, eta: 1:53:42, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2062, decode.acc_seg: 75.2967, aux.loss_seg: 0.2426, aux.acc_seg: 64.0786, loss: 0.4488
2022-02-01 02:04:32,509 - mmseg - INFO - Iter [148550/160000]	lr: 2.646e-08, eta: 1:53:12, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2111, decode.acc_seg: 75.2909, aux.loss_seg: 0.2597, aux.acc_seg: 63.0351, loss: 0.4708
2022-02-01 02:05:01,369 - mmseg - INFO - Iter [148600/160000]	lr: 2.634e-08, eta: 1:52:42, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2163, decode.acc_seg: 73.9294, aux.loss_seg: 0.2483, aux.acc_seg: 62.5556, loss: 0.4645
2022-02-01 02:05:30,264 - mmseg - INFO - Iter [148650/160000]	lr: 2.623e-08, eta: 1:52:13, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2082, decode.acc_seg: 72.8322, aux.loss_seg: 0.2383, aux.acc_seg: 62.2831, loss: 0.4464
2022-02-01 02:05:59,183 - mmseg - INFO - Iter [148700/160000]	lr: 2.611e-08, eta: 1:51:43, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1980, decode.acc_seg: 74.3845, aux.loss_seg: 0.2357, aux.acc_seg: 63.5104, loss: 0.4338
2022-02-01 02:06:28,130 - mmseg - INFO - Iter [148750/160000]	lr: 2.600e-08, eta: 1:51:13, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2072, decode.acc_seg: 75.1223, aux.loss_seg: 0.2516, aux.acc_seg: 63.4596, loss: 0.4587
2022-02-01 02:06:57,189 - mmseg - INFO - Iter [148800/160000]	lr: 2.588e-08, eta: 1:50:44, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2143, decode.acc_seg: 74.6950, aux.loss_seg: 0.2725, aux.acc_seg: 61.9522, loss: 0.4868
2022-02-01 02:07:26,284 - mmseg - INFO - Iter [148850/160000]	lr: 2.577e-08, eta: 1:50:14, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2036, decode.acc_seg: 72.4623, aux.loss_seg: 0.2428, aux.acc_seg: 61.5657, loss: 0.4465
2022-02-01 02:07:55,207 - mmseg - INFO - Iter [148900/160000]	lr: 2.565e-08, eta: 1:49:44, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2031, decode.acc_seg: 74.3149, aux.loss_seg: 0.2427, aux.acc_seg: 63.2652, loss: 0.4458
2022-02-01 02:08:24,293 - mmseg - INFO - Iter [148950/160000]	lr: 2.554e-08, eta: 1:49:14, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2011, decode.acc_seg: 73.8715, aux.loss_seg: 0.2366, aux.acc_seg: 62.8085, loss: 0.4377
2022-02-01 02:08:53,325 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 02:08:53,327 - mmseg - INFO - Iter [149000/160000]	lr: 2.542e-08, eta: 1:48:45, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2040, decode.acc_seg: 75.0419, aux.loss_seg: 0.2572, aux.acc_seg: 62.9713, loss: 0.4612
2022-02-01 02:09:34,057 - mmseg - INFO - Iter [149050/160000]	lr: 2.531e-08, eta: 1:48:16, time: 0.815, data_time: 0.240, memory: 21005, decode.loss_seg: 0.2122, decode.acc_seg: 73.4728, aux.loss_seg: 0.2472, aux.acc_seg: 62.2281, loss: 0.4594
2022-02-01 02:10:03,101 - mmseg - INFO - Iter [149100/160000]	lr: 2.519e-08, eta: 1:47:46, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1960, decode.acc_seg: 75.2012, aux.loss_seg: 0.2420, aux.acc_seg: 63.5870, loss: 0.4380
2022-02-01 02:10:32,147 - mmseg - INFO - Iter [149150/160000]	lr: 2.507e-08, eta: 1:47:17, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2113, decode.acc_seg: 71.7821, aux.loss_seg: 0.2419, aux.acc_seg: 60.6111, loss: 0.4532
2022-02-01 02:11:01,215 - mmseg - INFO - Iter [149200/160000]	lr: 2.496e-08, eta: 1:46:47, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2151, decode.acc_seg: 73.2921, aux.loss_seg: 0.2509, aux.acc_seg: 62.2777, loss: 0.4660
2022-02-01 02:11:30,288 - mmseg - INFO - Iter [149250/160000]	lr: 2.484e-08, eta: 1:46:17, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2049, decode.acc_seg: 74.2918, aux.loss_seg: 0.2591, aux.acc_seg: 62.2669, loss: 0.4639
2022-02-01 02:11:59,200 - mmseg - INFO - Iter [149300/160000]	lr: 2.473e-08, eta: 1:45:47, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1956, decode.acc_seg: 73.8126, aux.loss_seg: 0.2389, aux.acc_seg: 62.8592, loss: 0.4345
2022-02-01 02:12:28,101 - mmseg - INFO - Iter [149350/160000]	lr: 2.461e-08, eta: 1:45:18, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2096, decode.acc_seg: 74.1067, aux.loss_seg: 0.2431, aux.acc_seg: 63.3301, loss: 0.4527
2022-02-01 02:12:57,053 - mmseg - INFO - Iter [149400/160000]	lr: 2.450e-08, eta: 1:44:48, time: 0.579, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2000, decode.acc_seg: 74.4740, aux.loss_seg: 0.2600, aux.acc_seg: 62.1906, loss: 0.4599
2022-02-01 02:13:25,865 - mmseg - INFO - Iter [149450/160000]	lr: 2.438e-08, eta: 1:44:18, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2130, decode.acc_seg: 73.4222, aux.loss_seg: 0.2441, aux.acc_seg: 62.3460, loss: 0.4571
2022-02-01 02:13:54,926 - mmseg - INFO - Iter [149500/160000]	lr: 2.427e-08, eta: 1:43:49, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2050, decode.acc_seg: 73.0617, aux.loss_seg: 0.2429, aux.acc_seg: 61.9208, loss: 0.4479
2022-02-01 02:14:24,157 - mmseg - INFO - Iter [149550/160000]	lr: 2.415e-08, eta: 1:43:19, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2058, decode.acc_seg: 74.4038, aux.loss_seg: 0.2475, aux.acc_seg: 62.9714, loss: 0.4533
2022-02-01 02:14:53,409 - mmseg - INFO - Iter [149600/160000]	lr: 2.403e-08, eta: 1:42:49, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1959, decode.acc_seg: 73.3440, aux.loss_seg: 0.2397, aux.acc_seg: 62.1278, loss: 0.4356
2022-02-01 02:15:22,478 - mmseg - INFO - Iter [149650/160000]	lr: 2.392e-08, eta: 1:42:19, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2007, decode.acc_seg: 73.7023, aux.loss_seg: 0.2386, aux.acc_seg: 62.4778, loss: 0.4393
2022-02-01 02:15:51,402 - mmseg - INFO - Iter [149700/160000]	lr: 2.380e-08, eta: 1:41:50, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1940, decode.acc_seg: 74.1312, aux.loss_seg: 0.2464, aux.acc_seg: 62.3557, loss: 0.4404
2022-02-01 02:16:20,527 - mmseg - INFO - Iter [149750/160000]	lr: 2.369e-08, eta: 1:41:20, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2134, decode.acc_seg: 73.6902, aux.loss_seg: 0.2429, aux.acc_seg: 62.7158, loss: 0.4563
2022-02-01 02:16:49,493 - mmseg - INFO - Iter [149800/160000]	lr: 2.357e-08, eta: 1:40:50, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2219, decode.acc_seg: 73.7405, aux.loss_seg: 0.2535, aux.acc_seg: 62.1751, loss: 0.4754
2022-02-01 02:17:18,291 - mmseg - INFO - Iter [149850/160000]	lr: 2.346e-08, eta: 1:40:21, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1968, decode.acc_seg: 75.3304, aux.loss_seg: 0.2378, aux.acc_seg: 64.0143, loss: 0.4346
2022-02-01 02:17:47,127 - mmseg - INFO - Iter [149900/160000]	lr: 2.334e-08, eta: 1:39:51, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2070, decode.acc_seg: 73.9794, aux.loss_seg: 0.2419, aux.acc_seg: 62.9846, loss: 0.4489
2022-02-01 02:18:16,153 - mmseg - INFO - Iter [149950/160000]	lr: 2.323e-08, eta: 1:39:21, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2074, decode.acc_seg: 74.6802, aux.loss_seg: 0.2447, aux.acc_seg: 63.7285, loss: 0.4521
2022-02-01 02:18:45,086 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 02:18:45,088 - mmseg - INFO - Iter [150000/160000]	lr: 2.311e-08, eta: 1:38:51, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1931, decode.acc_seg: 73.9199, aux.loss_seg: 0.2389, aux.acc_seg: 62.4773, loss: 0.4320
2022-02-01 02:19:14,262 - mmseg - INFO - Iter [150050/160000]	lr: 2.299e-08, eta: 1:38:22, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1939, decode.acc_seg: 74.2856, aux.loss_seg: 0.2426, aux.acc_seg: 62.9457, loss: 0.4365
2022-02-01 02:19:43,219 - mmseg - INFO - Iter [150100/160000]	lr: 2.288e-08, eta: 1:37:52, time: 0.579, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2147, decode.acc_seg: 74.1273, aux.loss_seg: 0.2523, aux.acc_seg: 62.8700, loss: 0.4669
2022-02-01 02:20:11,982 - mmseg - INFO - Iter [150150/160000]	lr: 2.276e-08, eta: 1:37:22, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2121, decode.acc_seg: 74.4111, aux.loss_seg: 0.2456, aux.acc_seg: 63.4940, loss: 0.4577
2022-02-01 02:20:40,854 - mmseg - INFO - Iter [150200/160000]	lr: 2.265e-08, eta: 1:36:53, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2167, decode.acc_seg: 74.4703, aux.loss_seg: 0.2500, aux.acc_seg: 63.2772, loss: 0.4668
2022-02-01 02:21:09,786 - mmseg - INFO - Iter [150250/160000]	lr: 2.253e-08, eta: 1:36:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2060, decode.acc_seg: 73.2850, aux.loss_seg: 0.2449, aux.acc_seg: 61.9645, loss: 0.4509
2022-02-01 02:21:50,210 - mmseg - INFO - Iter [150300/160000]	lr: 2.242e-08, eta: 1:35:54, time: 0.808, data_time: 0.234, memory: 21005, decode.loss_seg: 0.2155, decode.acc_seg: 75.0878, aux.loss_seg: 0.2572, aux.acc_seg: 63.6534, loss: 0.4727
2022-02-01 02:22:19,045 - mmseg - INFO - Iter [150350/160000]	lr: 2.230e-08, eta: 1:35:24, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1887, decode.acc_seg: 75.3790, aux.loss_seg: 0.2349, aux.acc_seg: 64.2408, loss: 0.4236
2022-02-01 02:22:48,016 - mmseg - INFO - Iter [150400/160000]	lr: 2.219e-08, eta: 1:34:55, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2067, decode.acc_seg: 72.9334, aux.loss_seg: 0.2456, aux.acc_seg: 61.5293, loss: 0.4523
2022-02-01 02:23:17,077 - mmseg - INFO - Iter [150450/160000]	lr: 2.207e-08, eta: 1:34:25, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2172, decode.acc_seg: 73.7657, aux.loss_seg: 0.2629, aux.acc_seg: 61.9976, loss: 0.4801
2022-02-01 02:23:46,173 - mmseg - INFO - Iter [150500/160000]	lr: 2.195e-08, eta: 1:33:55, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2049, decode.acc_seg: 73.3626, aux.loss_seg: 0.2364, aux.acc_seg: 62.5423, loss: 0.4413
2022-02-01 02:24:15,007 - mmseg - INFO - Iter [150550/160000]	lr: 2.184e-08, eta: 1:33:25, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2123, decode.acc_seg: 73.2095, aux.loss_seg: 0.2456, aux.acc_seg: 62.0949, loss: 0.4578
2022-02-01 02:24:44,026 - mmseg - INFO - Iter [150600/160000]	lr: 2.172e-08, eta: 1:32:56, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2048, decode.acc_seg: 75.0217, aux.loss_seg: 0.2414, aux.acc_seg: 63.9595, loss: 0.4462
2022-02-01 02:25:13,100 - mmseg - INFO - Iter [150650/160000]	lr: 2.161e-08, eta: 1:32:26, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2015, decode.acc_seg: 74.6974, aux.loss_seg: 0.2384, aux.acc_seg: 63.7013, loss: 0.4399
2022-02-01 02:25:42,402 - mmseg - INFO - Iter [150700/160000]	lr: 2.149e-08, eta: 1:31:56, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2000, decode.acc_seg: 73.2707, aux.loss_seg: 0.2388, aux.acc_seg: 62.1782, loss: 0.4389
2022-02-01 02:26:11,556 - mmseg - INFO - Iter [150750/160000]	lr: 2.138e-08, eta: 1:31:27, time: 0.583, data_time: 0.006, memory: 21005, decode.loss_seg: 0.2062, decode.acc_seg: 74.9771, aux.loss_seg: 0.2459, aux.acc_seg: 63.9070, loss: 0.4520
2022-02-01 02:26:40,694 - mmseg - INFO - Iter [150800/160000]	lr: 2.126e-08, eta: 1:30:57, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2130, decode.acc_seg: 74.0173, aux.loss_seg: 0.2551, aux.acc_seg: 61.9932, loss: 0.4680
2022-02-01 02:27:09,684 - mmseg - INFO - Iter [150850/160000]	lr: 2.115e-08, eta: 1:30:27, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2051, decode.acc_seg: 72.7980, aux.loss_seg: 0.2456, aux.acc_seg: 61.3216, loss: 0.4507
2022-02-01 02:27:38,737 - mmseg - INFO - Iter [150900/160000]	lr: 2.103e-08, eta: 1:29:58, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2121, decode.acc_seg: 72.5953, aux.loss_seg: 0.2564, aux.acc_seg: 61.2494, loss: 0.4685
2022-02-01 02:28:07,944 - mmseg - INFO - Iter [150950/160000]	lr: 2.091e-08, eta: 1:29:28, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2229, decode.acc_seg: 73.8992, aux.loss_seg: 0.2621, aux.acc_seg: 62.1170, loss: 0.4850
2022-02-01 02:28:37,033 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 02:28:37,035 - mmseg - INFO - Iter [151000/160000]	lr: 2.080e-08, eta: 1:28:58, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2030, decode.acc_seg: 76.2118, aux.loss_seg: 0.2500, aux.acc_seg: 64.5220, loss: 0.4529
2022-02-01 02:29:06,197 - mmseg - INFO - Iter [151050/160000]	lr: 2.068e-08, eta: 1:28:29, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2078, decode.acc_seg: 73.4558, aux.loss_seg: 0.2442, aux.acc_seg: 62.2555, loss: 0.4519
2022-02-01 02:29:35,229 - mmseg - INFO - Iter [151100/160000]	lr: 2.057e-08, eta: 1:27:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1860, decode.acc_seg: 73.9705, aux.loss_seg: 0.2327, aux.acc_seg: 62.7819, loss: 0.4186
2022-02-01 02:30:04,219 - mmseg - INFO - Iter [151150/160000]	lr: 2.045e-08, eta: 1:27:29, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2014, decode.acc_seg: 72.8863, aux.loss_seg: 0.2473, aux.acc_seg: 61.1839, loss: 0.4487
2022-02-01 02:30:33,222 - mmseg - INFO - Iter [151200/160000]	lr: 2.034e-08, eta: 1:26:59, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2127, decode.acc_seg: 72.9006, aux.loss_seg: 0.2428, aux.acc_seg: 61.5381, loss: 0.4555
2022-02-01 02:31:02,255 - mmseg - INFO - Iter [151250/160000]	lr: 2.022e-08, eta: 1:26:30, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2189, decode.acc_seg: 74.9027, aux.loss_seg: 0.2548, aux.acc_seg: 63.3527, loss: 0.4737
2022-02-01 02:31:31,256 - mmseg - INFO - Iter [151300/160000]	lr: 2.011e-08, eta: 1:26:00, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2064, decode.acc_seg: 73.8295, aux.loss_seg: 0.2374, aux.acc_seg: 63.4922, loss: 0.4438
2022-02-01 02:32:00,268 - mmseg - INFO - Iter [151350/160000]	lr: 1.999e-08, eta: 1:25:30, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2209, decode.acc_seg: 74.9978, aux.loss_seg: 0.2607, aux.acc_seg: 63.0247, loss: 0.4816
2022-02-01 02:32:29,156 - mmseg - INFO - Iter [151400/160000]	lr: 1.987e-08, eta: 1:25:01, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1948, decode.acc_seg: 74.5369, aux.loss_seg: 0.2422, aux.acc_seg: 63.1583, loss: 0.4370
2022-02-01 02:32:58,117 - mmseg - INFO - Iter [151450/160000]	lr: 1.976e-08, eta: 1:24:31, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2041, decode.acc_seg: 75.1384, aux.loss_seg: 0.2509, aux.acc_seg: 63.6335, loss: 0.4550
2022-02-01 02:33:27,095 - mmseg - INFO - Iter [151500/160000]	lr: 1.964e-08, eta: 1:24:01, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1944, decode.acc_seg: 73.4524, aux.loss_seg: 0.2413, aux.acc_seg: 62.0080, loss: 0.4356
2022-02-01 02:33:55,857 - mmseg - INFO - Iter [151550/160000]	lr: 1.953e-08, eta: 1:23:32, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1988, decode.acc_seg: 74.4898, aux.loss_seg: 0.2366, aux.acc_seg: 63.4113, loss: 0.4354
2022-02-01 02:34:36,474 - mmseg - INFO - Iter [151600/160000]	lr: 1.941e-08, eta: 1:23:02, time: 0.812, data_time: 0.244, memory: 21005, decode.loss_seg: 0.2030, decode.acc_seg: 75.0067, aux.loss_seg: 0.2418, aux.acc_seg: 63.8738, loss: 0.4449
2022-02-01 02:35:05,160 - mmseg - INFO - Iter [151650/160000]	lr: 1.930e-08, eta: 1:22:33, time: 0.574, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1972, decode.acc_seg: 73.1606, aux.loss_seg: 0.2424, aux.acc_seg: 62.1332, loss: 0.4396
2022-02-01 02:35:34,082 - mmseg - INFO - Iter [151700/160000]	lr: 1.918e-08, eta: 1:22:03, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2092, decode.acc_seg: 74.2062, aux.loss_seg: 0.2459, aux.acc_seg: 62.9267, loss: 0.4551
2022-02-01 02:36:03,203 - mmseg - INFO - Iter [151750/160000]	lr: 1.907e-08, eta: 1:21:33, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2052, decode.acc_seg: 73.3580, aux.loss_seg: 0.2474, aux.acc_seg: 61.6535, loss: 0.4526
2022-02-01 02:36:32,534 - mmseg - INFO - Iter [151800/160000]	lr: 1.895e-08, eta: 1:21:04, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2119, decode.acc_seg: 73.0817, aux.loss_seg: 0.2597, aux.acc_seg: 61.0856, loss: 0.4716
2022-02-01 02:37:01,618 - mmseg - INFO - Iter [151850/160000]	lr: 1.883e-08, eta: 1:20:34, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2070, decode.acc_seg: 74.7759, aux.loss_seg: 0.2461, aux.acc_seg: 63.3793, loss: 0.4530
2022-02-01 02:37:30,637 - mmseg - INFO - Iter [151900/160000]	lr: 1.872e-08, eta: 1:20:04, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2057, decode.acc_seg: 72.7645, aux.loss_seg: 0.2525, aux.acc_seg: 61.1864, loss: 0.4582
2022-02-01 02:37:59,820 - mmseg - INFO - Iter [151950/160000]	lr: 1.860e-08, eta: 1:19:35, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2125, decode.acc_seg: 74.4676, aux.loss_seg: 0.2559, aux.acc_seg: 62.5529, loss: 0.4684
2022-02-01 02:38:29,157 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 02:38:29,159 - mmseg - INFO - Iter [152000/160000]	lr: 1.849e-08, eta: 1:19:05, time: 0.587, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2119, decode.acc_seg: 73.6051, aux.loss_seg: 0.2507, aux.acc_seg: 62.5052, loss: 0.4626
2022-02-01 02:38:58,097 - mmseg - INFO - Iter [152050/160000]	lr: 1.837e-08, eta: 1:18:35, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1999, decode.acc_seg: 74.8600, aux.loss_seg: 0.2457, aux.acc_seg: 63.6017, loss: 0.4456
2022-02-01 02:39:27,164 - mmseg - INFO - Iter [152100/160000]	lr: 1.826e-08, eta: 1:18:06, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1997, decode.acc_seg: 73.9474, aux.loss_seg: 0.2583, aux.acc_seg: 61.6830, loss: 0.4579
2022-02-01 02:39:56,109 - mmseg - INFO - Iter [152150/160000]	lr: 1.814e-08, eta: 1:17:36, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1936, decode.acc_seg: 73.4053, aux.loss_seg: 0.2336, aux.acc_seg: 62.3057, loss: 0.4272
2022-02-01 02:40:25,084 - mmseg - INFO - Iter [152200/160000]	lr: 1.803e-08, eta: 1:17:06, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1893, decode.acc_seg: 75.3138, aux.loss_seg: 0.2363, aux.acc_seg: 63.6653, loss: 0.4256
2022-02-01 02:40:54,273 - mmseg - INFO - Iter [152250/160000]	lr: 1.791e-08, eta: 1:16:36, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1972, decode.acc_seg: 73.4347, aux.loss_seg: 0.2352, aux.acc_seg: 62.7339, loss: 0.4324
2022-02-01 02:41:23,319 - mmseg - INFO - Iter [152300/160000]	lr: 1.780e-08, eta: 1:16:07, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2058, decode.acc_seg: 73.0359, aux.loss_seg: 0.2531, aux.acc_seg: 61.1859, loss: 0.4590
2022-02-01 02:41:52,220 - mmseg - INFO - Iter [152350/160000]	lr: 1.768e-08, eta: 1:15:37, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1998, decode.acc_seg: 73.8169, aux.loss_seg: 0.2388, aux.acc_seg: 62.7167, loss: 0.4385
2022-02-01 02:42:21,217 - mmseg - INFO - Iter [152400/160000]	lr: 1.756e-08, eta: 1:15:07, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2229, decode.acc_seg: 74.0985, aux.loss_seg: 0.2543, aux.acc_seg: 62.9397, loss: 0.4771
2022-02-01 02:42:50,320 - mmseg - INFO - Iter [152450/160000]	lr: 1.745e-08, eta: 1:14:38, time: 0.582, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2052, decode.acc_seg: 73.6057, aux.loss_seg: 0.2568, aux.acc_seg: 61.8766, loss: 0.4620
2022-02-01 02:43:19,432 - mmseg - INFO - Iter [152500/160000]	lr: 1.733e-08, eta: 1:14:08, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1982, decode.acc_seg: 74.7464, aux.loss_seg: 0.2410, aux.acc_seg: 63.5906, loss: 0.4393
2022-02-01 02:43:48,343 - mmseg - INFO - Iter [152550/160000]	lr: 1.722e-08, eta: 1:13:38, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2034, decode.acc_seg: 74.5361, aux.loss_seg: 0.2487, aux.acc_seg: 62.9630, loss: 0.4521
2022-02-01 02:44:17,315 - mmseg - INFO - Iter [152600/160000]	lr: 1.710e-08, eta: 1:13:09, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2030, decode.acc_seg: 74.7214, aux.loss_seg: 0.2552, aux.acc_seg: 63.0471, loss: 0.4582
2022-02-01 02:44:46,339 - mmseg - INFO - Iter [152650/160000]	lr: 1.699e-08, eta: 1:12:39, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1976, decode.acc_seg: 73.2218, aux.loss_seg: 0.2406, aux.acc_seg: 62.0939, loss: 0.4382
2022-02-01 02:45:15,304 - mmseg - INFO - Iter [152700/160000]	lr: 1.687e-08, eta: 1:12:09, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2176, decode.acc_seg: 73.9887, aux.loss_seg: 0.2660, aux.acc_seg: 61.5536, loss: 0.4836
2022-02-01 02:45:44,249 - mmseg - INFO - Iter [152750/160000]	lr: 1.676e-08, eta: 1:11:40, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2071, decode.acc_seg: 73.0097, aux.loss_seg: 0.2425, aux.acc_seg: 62.0747, loss: 0.4496
2022-02-01 02:46:13,253 - mmseg - INFO - Iter [152800/160000]	lr: 1.664e-08, eta: 1:11:10, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2157, decode.acc_seg: 74.9582, aux.loss_seg: 0.2590, aux.acc_seg: 63.1349, loss: 0.4747
2022-02-01 02:46:54,459 - mmseg - INFO - Iter [152850/160000]	lr: 1.652e-08, eta: 1:10:41, time: 0.824, data_time: 0.243, memory: 21005, decode.loss_seg: 0.2150, decode.acc_seg: 73.1297, aux.loss_seg: 0.2496, aux.acc_seg: 62.0774, loss: 0.4646
2022-02-01 02:47:23,372 - mmseg - INFO - Iter [152900/160000]	lr: 1.641e-08, eta: 1:10:11, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2054, decode.acc_seg: 73.2628, aux.loss_seg: 0.2459, aux.acc_seg: 61.9296, loss: 0.4513
2022-02-01 02:47:52,488 - mmseg - INFO - Iter [152950/160000]	lr: 1.629e-08, eta: 1:09:41, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2014, decode.acc_seg: 74.1840, aux.loss_seg: 0.2547, aux.acc_seg: 62.6422, loss: 0.4561
2022-02-01 02:48:21,539 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 02:48:21,541 - mmseg - INFO - Iter [153000/160000]	lr: 1.618e-08, eta: 1:09:12, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1942, decode.acc_seg: 74.8587, aux.loss_seg: 0.2321, aux.acc_seg: 64.0236, loss: 0.4263
2022-02-01 02:48:50,752 - mmseg - INFO - Iter [153050/160000]	lr: 1.606e-08, eta: 1:08:42, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1965, decode.acc_seg: 73.9730, aux.loss_seg: 0.2370, aux.acc_seg: 62.7283, loss: 0.4335
2022-02-01 02:49:19,737 - mmseg - INFO - Iter [153100/160000]	lr: 1.595e-08, eta: 1:08:12, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1965, decode.acc_seg: 73.9600, aux.loss_seg: 0.2420, aux.acc_seg: 62.5390, loss: 0.4385
2022-02-01 02:49:48,588 - mmseg - INFO - Iter [153150/160000]	lr: 1.583e-08, eta: 1:07:43, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1951, decode.acc_seg: 74.1682, aux.loss_seg: 0.2282, aux.acc_seg: 64.0240, loss: 0.4233
2022-02-01 02:50:17,696 - mmseg - INFO - Iter [153200/160000]	lr: 1.572e-08, eta: 1:07:13, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2015, decode.acc_seg: 73.6765, aux.loss_seg: 0.2487, aux.acc_seg: 62.3700, loss: 0.4502
2022-02-01 02:50:46,596 - mmseg - INFO - Iter [153250/160000]	lr: 1.560e-08, eta: 1:06:43, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1922, decode.acc_seg: 73.2587, aux.loss_seg: 0.2386, aux.acc_seg: 61.7536, loss: 0.4308
2022-02-01 02:51:15,485 - mmseg - INFO - Iter [153300/160000]	lr: 1.548e-08, eta: 1:06:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2210, decode.acc_seg: 74.5626, aux.loss_seg: 0.2614, aux.acc_seg: 62.8348, loss: 0.4824
2022-02-01 02:51:44,611 - mmseg - INFO - Iter [153350/160000]	lr: 1.537e-08, eta: 1:05:44, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2002, decode.acc_seg: 74.3556, aux.loss_seg: 0.2492, aux.acc_seg: 62.4657, loss: 0.4494
2022-02-01 02:52:13,490 - mmseg - INFO - Iter [153400/160000]	lr: 1.525e-08, eta: 1:05:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1905, decode.acc_seg: 74.4351, aux.loss_seg: 0.2386, aux.acc_seg: 62.8306, loss: 0.4290
2022-02-01 02:52:42,526 - mmseg - INFO - Iter [153450/160000]	lr: 1.514e-08, eta: 1:04:45, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1926, decode.acc_seg: 75.3430, aux.loss_seg: 0.2435, aux.acc_seg: 63.6413, loss: 0.4360
2022-02-01 02:53:11,525 - mmseg - INFO - Iter [153500/160000]	lr: 1.502e-08, eta: 1:04:15, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2029, decode.acc_seg: 75.5489, aux.loss_seg: 0.2517, aux.acc_seg: 63.6273, loss: 0.4546
2022-02-01 02:53:40,471 - mmseg - INFO - Iter [153550/160000]	lr: 1.491e-08, eta: 1:03:45, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2061, decode.acc_seg: 74.4007, aux.loss_seg: 0.2559, aux.acc_seg: 62.4202, loss: 0.4619
2022-02-01 02:54:09,399 - mmseg - INFO - Iter [153600/160000]	lr: 1.479e-08, eta: 1:03:15, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2057, decode.acc_seg: 73.5619, aux.loss_seg: 0.2462, aux.acc_seg: 62.2289, loss: 0.4519
2022-02-01 02:54:38,508 - mmseg - INFO - Iter [153650/160000]	lr: 1.468e-08, eta: 1:02:46, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2050, decode.acc_seg: 72.9495, aux.loss_seg: 0.2484, aux.acc_seg: 61.3771, loss: 0.4534
2022-02-01 02:55:07,378 - mmseg - INFO - Iter [153700/160000]	lr: 1.456e-08, eta: 1:02:16, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2184, decode.acc_seg: 73.0070, aux.loss_seg: 0.2741, aux.acc_seg: 60.1467, loss: 0.4925
2022-02-01 02:55:36,217 - mmseg - INFO - Iter [153750/160000]	lr: 1.444e-08, eta: 1:01:46, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2106, decode.acc_seg: 74.7707, aux.loss_seg: 0.2488, aux.acc_seg: 63.1810, loss: 0.4593
2022-02-01 02:56:05,196 - mmseg - INFO - Iter [153800/160000]	lr: 1.433e-08, eta: 1:01:17, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2061, decode.acc_seg: 74.0918, aux.loss_seg: 0.2468, aux.acc_seg: 62.6417, loss: 0.4529
2022-02-01 02:56:34,143 - mmseg - INFO - Iter [153850/160000]	lr: 1.421e-08, eta: 1:00:47, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1958, decode.acc_seg: 76.3338, aux.loss_seg: 0.2370, aux.acc_seg: 65.4487, loss: 0.4328
2022-02-01 02:57:03,010 - mmseg - INFO - Iter [153900/160000]	lr: 1.410e-08, eta: 1:00:17, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2159, decode.acc_seg: 73.2371, aux.loss_seg: 0.2530, aux.acc_seg: 61.9798, loss: 0.4689
2022-02-01 02:57:32,046 - mmseg - INFO - Iter [153950/160000]	lr: 1.398e-08, eta: 0:59:48, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1976, decode.acc_seg: 74.7130, aux.loss_seg: 0.2353, aux.acc_seg: 63.8959, loss: 0.4329
2022-02-01 02:58:01,250 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 02:58:01,252 - mmseg - INFO - Iter [154000/160000]	lr: 1.387e-08, eta: 0:59:18, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2205, decode.acc_seg: 73.8509, aux.loss_seg: 0.2488, aux.acc_seg: 62.7450, loss: 0.4693
2022-02-01 02:58:30,562 - mmseg - INFO - Iter [154050/160000]	lr: 1.375e-08, eta: 0:58:48, time: 0.586, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2023, decode.acc_seg: 73.7386, aux.loss_seg: 0.2344, aux.acc_seg: 63.0571, loss: 0.4367
2022-02-01 02:59:12,890 - mmseg - INFO - Iter [154100/160000]	lr: 1.364e-08, eta: 0:58:19, time: 0.846, data_time: 0.260, memory: 21005, decode.loss_seg: 0.2003, decode.acc_seg: 73.4899, aux.loss_seg: 0.2478, aux.acc_seg: 62.0057, loss: 0.4481
2022-02-01 02:59:41,917 - mmseg - INFO - Iter [154150/160000]	lr: 1.352e-08, eta: 0:57:50, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2112, decode.acc_seg: 74.2626, aux.loss_seg: 0.2419, aux.acc_seg: 63.1085, loss: 0.4531
2022-02-01 03:00:10,900 - mmseg - INFO - Iter [154200/160000]	lr: 1.340e-08, eta: 0:57:20, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2196, decode.acc_seg: 74.4611, aux.loss_seg: 0.2670, aux.acc_seg: 62.1854, loss: 0.4867
2022-02-01 03:00:39,805 - mmseg - INFO - Iter [154250/160000]	lr: 1.329e-08, eta: 0:56:50, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2117, decode.acc_seg: 74.1618, aux.loss_seg: 0.2596, aux.acc_seg: 62.0587, loss: 0.4713
2022-02-01 03:01:08,691 - mmseg - INFO - Iter [154300/160000]	lr: 1.317e-08, eta: 0:56:20, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1973, decode.acc_seg: 74.2703, aux.loss_seg: 0.2368, aux.acc_seg: 63.1925, loss: 0.4341
2022-02-01 03:01:37,741 - mmseg - INFO - Iter [154350/160000]	lr: 1.306e-08, eta: 0:55:51, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1986, decode.acc_seg: 73.6684, aux.loss_seg: 0.2394, aux.acc_seg: 62.4508, loss: 0.4380
2022-02-01 03:02:06,815 - mmseg - INFO - Iter [154400/160000]	lr: 1.294e-08, eta: 0:55:21, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1972, decode.acc_seg: 73.8341, aux.loss_seg: 0.2341, aux.acc_seg: 63.3425, loss: 0.4312
2022-02-01 03:02:35,876 - mmseg - INFO - Iter [154450/160000]	lr: 1.283e-08, eta: 0:54:51, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2063, decode.acc_seg: 73.8947, aux.loss_seg: 0.2272, aux.acc_seg: 63.9447, loss: 0.4336
2022-02-01 03:03:04,981 - mmseg - INFO - Iter [154500/160000]	lr: 1.271e-08, eta: 0:54:22, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1905, decode.acc_seg: 74.7378, aux.loss_seg: 0.2359, aux.acc_seg: 63.5940, loss: 0.4264
2022-02-01 03:03:33,850 - mmseg - INFO - Iter [154550/160000]	lr: 1.260e-08, eta: 0:53:52, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1960, decode.acc_seg: 73.1500, aux.loss_seg: 0.2366, aux.acc_seg: 62.0990, loss: 0.4327
2022-02-01 03:04:02,870 - mmseg - INFO - Iter [154600/160000]	lr: 1.248e-08, eta: 0:53:22, time: 0.580, data_time: 0.003, memory: 21005, decode.loss_seg: 0.2056, decode.acc_seg: 73.3958, aux.loss_seg: 0.2439, aux.acc_seg: 62.0924, loss: 0.4495
2022-02-01 03:04:31,704 - mmseg - INFO - Iter [154650/160000]	lr: 1.236e-08, eta: 0:52:53, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2143, decode.acc_seg: 72.3041, aux.loss_seg: 0.2461, aux.acc_seg: 61.0266, loss: 0.4604
2022-02-01 03:05:00,646 - mmseg - INFO - Iter [154700/160000]	lr: 1.225e-08, eta: 0:52:23, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1968, decode.acc_seg: 73.7102, aux.loss_seg: 0.2261, aux.acc_seg: 63.4366, loss: 0.4229
2022-02-01 03:05:29,676 - mmseg - INFO - Iter [154750/160000]	lr: 1.213e-08, eta: 0:51:53, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2064, decode.acc_seg: 74.3725, aux.loss_seg: 0.2502, aux.acc_seg: 62.9239, loss: 0.4566
2022-02-01 03:05:58,503 - mmseg - INFO - Iter [154800/160000]	lr: 1.202e-08, eta: 0:51:24, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1955, decode.acc_seg: 74.2226, aux.loss_seg: 0.2423, aux.acc_seg: 63.3009, loss: 0.4378
2022-02-01 03:06:27,538 - mmseg - INFO - Iter [154850/160000]	lr: 1.190e-08, eta: 0:50:54, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1966, decode.acc_seg: 73.9316, aux.loss_seg: 0.2387, aux.acc_seg: 62.6246, loss: 0.4353
2022-02-01 03:06:56,726 - mmseg - INFO - Iter [154900/160000]	lr: 1.179e-08, eta: 0:50:24, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2074, decode.acc_seg: 73.1036, aux.loss_seg: 0.2522, aux.acc_seg: 61.5870, loss: 0.4596
2022-02-01 03:07:25,656 - mmseg - INFO - Iter [154950/160000]	lr: 1.167e-08, eta: 0:49:55, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2034, decode.acc_seg: 74.4796, aux.loss_seg: 0.2570, aux.acc_seg: 62.7094, loss: 0.4604
2022-02-01 03:07:54,726 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 03:07:54,728 - mmseg - INFO - Iter [155000/160000]	lr: 1.156e-08, eta: 0:49:25, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1901, decode.acc_seg: 72.9245, aux.loss_seg: 0.2386, aux.acc_seg: 61.6399, loss: 0.4287
2022-02-01 03:08:23,573 - mmseg - INFO - Iter [155050/160000]	lr: 1.144e-08, eta: 0:48:55, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2037, decode.acc_seg: 74.6258, aux.loss_seg: 0.2438, aux.acc_seg: 63.3327, loss: 0.4475
2022-02-01 03:08:52,434 - mmseg - INFO - Iter [155100/160000]	lr: 1.133e-08, eta: 0:48:26, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2042, decode.acc_seg: 72.6336, aux.loss_seg: 0.2513, aux.acc_seg: 60.8958, loss: 0.4555
2022-02-01 03:09:21,331 - mmseg - INFO - Iter [155150/160000]	lr: 1.121e-08, eta: 0:47:56, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1993, decode.acc_seg: 74.4154, aux.loss_seg: 0.2418, aux.acc_seg: 63.4896, loss: 0.4411
2022-02-01 03:09:50,509 - mmseg - INFO - Iter [155200/160000]	lr: 1.109e-08, eta: 0:47:26, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2074, decode.acc_seg: 74.3625, aux.loss_seg: 0.2541, aux.acc_seg: 62.3794, loss: 0.4615
2022-02-01 03:10:19,720 - mmseg - INFO - Iter [155250/160000]	lr: 1.098e-08, eta: 0:46:57, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2080, decode.acc_seg: 74.6588, aux.loss_seg: 0.2552, aux.acc_seg: 62.7330, loss: 0.4632
2022-02-01 03:10:48,791 - mmseg - INFO - Iter [155300/160000]	lr: 1.086e-08, eta: 0:46:27, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2150, decode.acc_seg: 73.4430, aux.loss_seg: 0.2577, aux.acc_seg: 61.7503, loss: 0.4727
2022-02-01 03:11:29,987 - mmseg - INFO - Iter [155350/160000]	lr: 1.075e-08, eta: 0:45:58, time: 0.824, data_time: 0.245, memory: 21005, decode.loss_seg: 0.2018, decode.acc_seg: 74.8776, aux.loss_seg: 0.2442, aux.acc_seg: 63.5223, loss: 0.4460
2022-02-01 03:11:58,786 - mmseg - INFO - Iter [155400/160000]	lr: 1.063e-08, eta: 0:45:28, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1937, decode.acc_seg: 73.9407, aux.loss_seg: 0.2427, aux.acc_seg: 62.4854, loss: 0.4365
2022-02-01 03:12:27,583 - mmseg - INFO - Iter [155450/160000]	lr: 1.052e-08, eta: 0:44:58, time: 0.576, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2024, decode.acc_seg: 72.8369, aux.loss_seg: 0.2535, aux.acc_seg: 61.2317, loss: 0.4560
2022-02-01 03:12:56,512 - mmseg - INFO - Iter [155500/160000]	lr: 1.040e-08, eta: 0:44:29, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2122, decode.acc_seg: 73.7418, aux.loss_seg: 0.2545, aux.acc_seg: 62.0835, loss: 0.4668
2022-02-01 03:13:25,479 - mmseg - INFO - Iter [155550/160000]	lr: 1.029e-08, eta: 0:43:59, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2066, decode.acc_seg: 75.4922, aux.loss_seg: 0.2503, aux.acc_seg: 64.2003, loss: 0.4569
2022-02-01 03:13:54,561 - mmseg - INFO - Iter [155600/160000]	lr: 1.017e-08, eta: 0:43:29, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2038, decode.acc_seg: 73.5283, aux.loss_seg: 0.2468, aux.acc_seg: 61.8244, loss: 0.4506
2022-02-01 03:14:23,538 - mmseg - INFO - Iter [155650/160000]	lr: 1.005e-08, eta: 0:43:00, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2178, decode.acc_seg: 74.3151, aux.loss_seg: 0.2577, aux.acc_seg: 62.7894, loss: 0.4755
2022-02-01 03:14:52,396 - mmseg - INFO - Iter [155700/160000]	lr: 9.939e-09, eta: 0:42:30, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2120, decode.acc_seg: 73.7584, aux.loss_seg: 0.2451, aux.acc_seg: 62.4987, loss: 0.4571
2022-02-01 03:15:21,438 - mmseg - INFO - Iter [155750/160000]	lr: 9.823e-09, eta: 0:42:00, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2032, decode.acc_seg: 74.4568, aux.loss_seg: 0.2534, aux.acc_seg: 62.5519, loss: 0.4566
2022-02-01 03:15:50,378 - mmseg - INFO - Iter [155800/160000]	lr: 9.707e-09, eta: 0:41:31, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1995, decode.acc_seg: 74.8455, aux.loss_seg: 0.2433, aux.acc_seg: 63.7721, loss: 0.4428
2022-02-01 03:16:19,432 - mmseg - INFO - Iter [155850/160000]	lr: 9.592e-09, eta: 0:41:01, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2038, decode.acc_seg: 72.7386, aux.loss_seg: 0.2451, aux.acc_seg: 61.3892, loss: 0.4489
2022-02-01 03:16:48,435 - mmseg - INFO - Iter [155900/160000]	lr: 9.476e-09, eta: 0:40:31, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2082, decode.acc_seg: 74.1651, aux.loss_seg: 0.2455, aux.acc_seg: 62.7611, loss: 0.4537
2022-02-01 03:17:17,369 - mmseg - INFO - Iter [155950/160000]	lr: 9.361e-09, eta: 0:40:01, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1952, decode.acc_seg: 74.3190, aux.loss_seg: 0.2441, aux.acc_seg: 62.4038, loss: 0.4393
2022-02-01 03:17:46,279 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 03:17:46,281 - mmseg - INFO - Iter [156000/160000]	lr: 9.245e-09, eta: 0:39:32, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1952, decode.acc_seg: 75.0554, aux.loss_seg: 0.2428, aux.acc_seg: 63.3418, loss: 0.4380
2022-02-01 03:18:15,423 - mmseg - INFO - Iter [156050/160000]	lr: 9.130e-09, eta: 0:39:02, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2112, decode.acc_seg: 71.9884, aux.loss_seg: 0.2603, aux.acc_seg: 59.7030, loss: 0.4715
2022-02-01 03:18:44,359 - mmseg - INFO - Iter [156100/160000]	lr: 9.014e-09, eta: 0:38:32, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2048, decode.acc_seg: 74.0812, aux.loss_seg: 0.2556, aux.acc_seg: 62.5181, loss: 0.4604
2022-02-01 03:19:13,230 - mmseg - INFO - Iter [156150/160000]	lr: 8.899e-09, eta: 0:38:03, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1919, decode.acc_seg: 75.1362, aux.loss_seg: 0.2270, aux.acc_seg: 64.5457, loss: 0.4189
2022-02-01 03:19:42,339 - mmseg - INFO - Iter [156200/160000]	lr: 8.783e-09, eta: 0:37:33, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1989, decode.acc_seg: 74.4069, aux.loss_seg: 0.2432, aux.acc_seg: 62.5915, loss: 0.4421
2022-02-01 03:20:11,412 - mmseg - INFO - Iter [156250/160000]	lr: 8.668e-09, eta: 0:37:03, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1904, decode.acc_seg: 73.9127, aux.loss_seg: 0.2330, aux.acc_seg: 62.8919, loss: 0.4235
2022-02-01 03:20:40,820 - mmseg - INFO - Iter [156300/160000]	lr: 8.552e-09, eta: 0:36:34, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2014, decode.acc_seg: 74.8162, aux.loss_seg: 0.2445, aux.acc_seg: 63.4506, loss: 0.4459
2022-02-01 03:21:09,919 - mmseg - INFO - Iter [156350/160000]	lr: 8.437e-09, eta: 0:36:04, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2227, decode.acc_seg: 72.9706, aux.loss_seg: 0.2623, aux.acc_seg: 61.2412, loss: 0.4850
2022-02-01 03:21:38,927 - mmseg - INFO - Iter [156400/160000]	lr: 8.321e-09, eta: 0:35:34, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1961, decode.acc_seg: 74.1883, aux.loss_seg: 0.2299, aux.acc_seg: 63.7184, loss: 0.4260
2022-02-01 03:22:07,825 - mmseg - INFO - Iter [156450/160000]	lr: 8.205e-09, eta: 0:35:05, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2080, decode.acc_seg: 73.8568, aux.loss_seg: 0.2525, aux.acc_seg: 62.3296, loss: 0.4605
2022-02-01 03:22:36,816 - mmseg - INFO - Iter [156500/160000]	lr: 8.090e-09, eta: 0:34:35, time: 0.580, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1976, decode.acc_seg: 74.1789, aux.loss_seg: 0.2341, aux.acc_seg: 63.1823, loss: 0.4317
2022-02-01 03:23:05,839 - mmseg - INFO - Iter [156550/160000]	lr: 7.974e-09, eta: 0:34:05, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1918, decode.acc_seg: 73.7955, aux.loss_seg: 0.2347, aux.acc_seg: 62.6757, loss: 0.4264
2022-02-01 03:23:34,817 - mmseg - INFO - Iter [156600/160000]	lr: 7.859e-09, eta: 0:33:36, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2109, decode.acc_seg: 74.2553, aux.loss_seg: 0.2522, aux.acc_seg: 62.5705, loss: 0.4631
2022-02-01 03:24:15,485 - mmseg - INFO - Iter [156650/160000]	lr: 7.743e-09, eta: 0:33:06, time: 0.813, data_time: 0.246, memory: 21005, decode.loss_seg: 0.1974, decode.acc_seg: 74.2763, aux.loss_seg: 0.2350, aux.acc_seg: 63.2077, loss: 0.4324
2022-02-01 03:24:44,346 - mmseg - INFO - Iter [156700/160000]	lr: 7.628e-09, eta: 0:32:37, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2034, decode.acc_seg: 74.2587, aux.loss_seg: 0.2411, aux.acc_seg: 63.3085, loss: 0.4445
2022-02-01 03:25:13,120 - mmseg - INFO - Iter [156750/160000]	lr: 7.512e-09, eta: 0:32:07, time: 0.575, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2047, decode.acc_seg: 73.8606, aux.loss_seg: 0.2486, aux.acc_seg: 62.0306, loss: 0.4532
2022-02-01 03:25:42,253 - mmseg - INFO - Iter [156800/160000]	lr: 7.397e-09, eta: 0:31:37, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2183, decode.acc_seg: 73.4663, aux.loss_seg: 0.2570, aux.acc_seg: 61.5694, loss: 0.4753
2022-02-01 03:26:11,574 - mmseg - INFO - Iter [156850/160000]	lr: 7.281e-09, eta: 0:31:08, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1988, decode.acc_seg: 73.8471, aux.loss_seg: 0.2398, aux.acc_seg: 63.2846, loss: 0.4386
2022-02-01 03:26:40,762 - mmseg - INFO - Iter [156900/160000]	lr: 7.166e-09, eta: 0:30:38, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1959, decode.acc_seg: 74.8466, aux.loss_seg: 0.2485, aux.acc_seg: 63.2244, loss: 0.4444
2022-02-01 03:27:09,686 - mmseg - INFO - Iter [156950/160000]	lr: 7.050e-09, eta: 0:30:08, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2020, decode.acc_seg: 74.8872, aux.loss_seg: 0.2441, aux.acc_seg: 63.3617, loss: 0.4460
2022-02-01 03:27:38,609 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 03:27:38,611 - mmseg - INFO - Iter [157000/160000]	lr: 6.935e-09, eta: 0:29:39, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1889, decode.acc_seg: 74.8977, aux.loss_seg: 0.2337, aux.acc_seg: 63.5286, loss: 0.4226
2022-02-01 03:28:07,629 - mmseg - INFO - Iter [157050/160000]	lr: 6.819e-09, eta: 0:29:09, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1894, decode.acc_seg: 74.7034, aux.loss_seg: 0.2382, aux.acc_seg: 63.4915, loss: 0.4276
2022-02-01 03:28:36,673 - mmseg - INFO - Iter [157100/160000]	lr: 6.703e-09, eta: 0:28:39, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2034, decode.acc_seg: 73.1123, aux.loss_seg: 0.2378, aux.acc_seg: 62.0797, loss: 0.4412
2022-02-01 03:29:05,908 - mmseg - INFO - Iter [157150/160000]	lr: 6.588e-09, eta: 0:28:10, time: 0.585, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2024, decode.acc_seg: 73.8254, aux.loss_seg: 0.2509, aux.acc_seg: 62.3943, loss: 0.4534
2022-02-01 03:29:35,051 - mmseg - INFO - Iter [157200/160000]	lr: 6.472e-09, eta: 0:27:40, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1890, decode.acc_seg: 73.9029, aux.loss_seg: 0.2398, aux.acc_seg: 62.4829, loss: 0.4287
2022-02-01 03:30:04,115 - mmseg - INFO - Iter [157250/160000]	lr: 6.357e-09, eta: 0:27:10, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1960, decode.acc_seg: 75.0497, aux.loss_seg: 0.2403, aux.acc_seg: 63.9960, loss: 0.4363
2022-02-01 03:30:33,131 - mmseg - INFO - Iter [157300/160000]	lr: 6.241e-09, eta: 0:26:41, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2134, decode.acc_seg: 74.5712, aux.loss_seg: 0.2623, aux.acc_seg: 62.6349, loss: 0.4757
2022-02-01 03:31:02,204 - mmseg - INFO - Iter [157350/160000]	lr: 6.126e-09, eta: 0:26:11, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2260, decode.acc_seg: 72.3277, aux.loss_seg: 0.2649, aux.acc_seg: 60.4190, loss: 0.4909
2022-02-01 03:31:31,460 - mmseg - INFO - Iter [157400/160000]	lr: 6.010e-09, eta: 0:25:41, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2025, decode.acc_seg: 74.6880, aux.loss_seg: 0.2487, aux.acc_seg: 62.8636, loss: 0.4512
2022-02-01 03:32:00,729 - mmseg - INFO - Iter [157450/160000]	lr: 5.895e-09, eta: 0:25:12, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2005, decode.acc_seg: 73.1703, aux.loss_seg: 0.2435, aux.acc_seg: 61.7795, loss: 0.4439
2022-02-01 03:32:29,913 - mmseg - INFO - Iter [157500/160000]	lr: 5.779e-09, eta: 0:24:42, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2007, decode.acc_seg: 73.8784, aux.loss_seg: 0.2428, aux.acc_seg: 62.6171, loss: 0.4435
2022-02-01 03:32:58,911 - mmseg - INFO - Iter [157550/160000]	lr: 5.664e-09, eta: 0:24:12, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2079, decode.acc_seg: 74.7531, aux.loss_seg: 0.2409, aux.acc_seg: 63.8678, loss: 0.4488
2022-02-01 03:33:28,083 - mmseg - INFO - Iter [157600/160000]	lr: 5.548e-09, eta: 0:23:43, time: 0.584, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2008, decode.acc_seg: 74.3354, aux.loss_seg: 0.2429, aux.acc_seg: 63.2535, loss: 0.4437
2022-02-01 03:33:57,231 - mmseg - INFO - Iter [157650/160000]	lr: 5.433e-09, eta: 0:23:13, time: 0.583, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2062, decode.acc_seg: 74.0915, aux.loss_seg: 0.2402, aux.acc_seg: 62.8599, loss: 0.4464
2022-02-01 03:34:26,130 - mmseg - INFO - Iter [157700/160000]	lr: 5.317e-09, eta: 0:22:43, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1950, decode.acc_seg: 73.9053, aux.loss_seg: 0.2324, aux.acc_seg: 63.4007, loss: 0.4274
2022-02-01 03:34:55,049 - mmseg - INFO - Iter [157750/160000]	lr: 5.202e-09, eta: 0:22:14, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1925, decode.acc_seg: 74.2301, aux.loss_seg: 0.2473, aux.acc_seg: 62.8251, loss: 0.4398
2022-02-01 03:35:24,187 - mmseg - INFO - Iter [157800/160000]	lr: 5.086e-09, eta: 0:21:44, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1994, decode.acc_seg: 73.2960, aux.loss_seg: 0.2299, aux.acc_seg: 62.7006, loss: 0.4293
2022-02-01 03:35:53,241 - mmseg - INFO - Iter [157850/160000]	lr: 4.970e-09, eta: 0:21:14, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2025, decode.acc_seg: 74.4811, aux.loss_seg: 0.2293, aux.acc_seg: 64.4531, loss: 0.4319
2022-02-01 03:36:34,020 - mmseg - INFO - Iter [157900/160000]	lr: 4.855e-09, eta: 0:20:45, time: 0.815, data_time: 0.246, memory: 21005, decode.loss_seg: 0.2172, decode.acc_seg: 73.5926, aux.loss_seg: 0.2593, aux.acc_seg: 61.6467, loss: 0.4765
2022-02-01 03:37:03,023 - mmseg - INFO - Iter [157950/160000]	lr: 4.739e-09, eta: 0:20:15, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1967, decode.acc_seg: 73.9520, aux.loss_seg: 0.2371, aux.acc_seg: 62.5463, loss: 0.4338
2022-02-01 03:37:31,672 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 03:37:31,674 - mmseg - INFO - Iter [158000/160000]	lr: 4.624e-09, eta: 0:19:46, time: 0.573, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1957, decode.acc_seg: 73.6569, aux.loss_seg: 0.2430, aux.acc_seg: 62.4608, loss: 0.4386
2022-02-01 03:38:00,588 - mmseg - INFO - Iter [158050/160000]	lr: 4.508e-09, eta: 0:19:16, time: 0.578, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1980, decode.acc_seg: 74.0439, aux.loss_seg: 0.2391, aux.acc_seg: 63.0919, loss: 0.4370
2022-02-01 03:38:29,580 - mmseg - INFO - Iter [158100/160000]	lr: 4.393e-09, eta: 0:18:46, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2024, decode.acc_seg: 76.2515, aux.loss_seg: 0.2519, aux.acc_seg: 64.1479, loss: 0.4543
2022-02-01 03:38:58,510 - mmseg - INFO - Iter [158150/160000]	lr: 4.277e-09, eta: 0:18:17, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2148, decode.acc_seg: 73.6375, aux.loss_seg: 0.2578, aux.acc_seg: 61.7267, loss: 0.4726
2022-02-01 03:39:27,439 - mmseg - INFO - Iter [158200/160000]	lr: 4.162e-09, eta: 0:17:47, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1962, decode.acc_seg: 73.5617, aux.loss_seg: 0.2535, aux.acc_seg: 61.2835, loss: 0.4497
2022-02-01 03:39:56,557 - mmseg - INFO - Iter [158250/160000]	lr: 4.046e-09, eta: 0:17:17, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2006, decode.acc_seg: 73.8065, aux.loss_seg: 0.2476, aux.acc_seg: 62.4549, loss: 0.4483
2022-02-01 03:40:25,886 - mmseg - INFO - Iter [158300/160000]	lr: 3.931e-09, eta: 0:16:48, time: 0.587, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1886, decode.acc_seg: 73.1548, aux.loss_seg: 0.2264, aux.acc_seg: 62.2703, loss: 0.4150
2022-02-01 03:40:55,001 - mmseg - INFO - Iter [158350/160000]	lr: 3.815e-09, eta: 0:16:18, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2022, decode.acc_seg: 74.2071, aux.loss_seg: 0.2420, aux.acc_seg: 63.4454, loss: 0.4442
2022-02-01 03:41:24,032 - mmseg - INFO - Iter [158400/160000]	lr: 3.700e-09, eta: 0:15:48, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1919, decode.acc_seg: 74.9559, aux.loss_seg: 0.2292, aux.acc_seg: 64.5078, loss: 0.4210
2022-02-01 03:41:53,111 - mmseg - INFO - Iter [158450/160000]	lr: 3.584e-09, eta: 0:15:19, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2081, decode.acc_seg: 73.3054, aux.loss_seg: 0.2686, aux.acc_seg: 60.6652, loss: 0.4766
2022-02-01 03:42:22,214 - mmseg - INFO - Iter [158500/160000]	lr: 3.468e-09, eta: 0:14:49, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2047, decode.acc_seg: 73.5450, aux.loss_seg: 0.2397, aux.acc_seg: 62.5072, loss: 0.4444
2022-02-01 03:42:51,497 - mmseg - INFO - Iter [158550/160000]	lr: 3.353e-09, eta: 0:14:19, time: 0.586, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2078, decode.acc_seg: 74.5191, aux.loss_seg: 0.2513, aux.acc_seg: 62.7470, loss: 0.4591
2022-02-01 03:43:20,755 - mmseg - INFO - Iter [158600/160000]	lr: 3.237e-09, eta: 0:13:50, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2151, decode.acc_seg: 73.5256, aux.loss_seg: 0.2581, aux.acc_seg: 61.7320, loss: 0.4732
2022-02-01 03:43:49,996 - mmseg - INFO - Iter [158650/160000]	lr: 3.122e-09, eta: 0:13:20, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1995, decode.acc_seg: 73.8909, aux.loss_seg: 0.2428, aux.acc_seg: 62.5100, loss: 0.4423
2022-02-01 03:44:19,039 - mmseg - INFO - Iter [158700/160000]	lr: 3.006e-09, eta: 0:12:50, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1978, decode.acc_seg: 74.8461, aux.loss_seg: 0.2322, aux.acc_seg: 64.1092, loss: 0.4300
2022-02-01 03:44:48,188 - mmseg - INFO - Iter [158750/160000]	lr: 2.891e-09, eta: 0:12:21, time: 0.583, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1862, decode.acc_seg: 74.6510, aux.loss_seg: 0.2324, aux.acc_seg: 63.9007, loss: 0.4187
2022-02-01 03:45:17,261 - mmseg - INFO - Iter [158800/160000]	lr: 2.775e-09, eta: 0:11:51, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1977, decode.acc_seg: 74.7359, aux.loss_seg: 0.2515, aux.acc_seg: 62.7941, loss: 0.4492
2022-02-01 03:45:46,344 - mmseg - INFO - Iter [158850/160000]	lr: 2.660e-09, eta: 0:11:21, time: 0.582, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2106, decode.acc_seg: 74.2057, aux.loss_seg: 0.2384, aux.acc_seg: 63.4953, loss: 0.4490
2022-02-01 03:46:15,243 - mmseg - INFO - Iter [158900/160000]	lr: 2.544e-09, eta: 0:10:52, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1913, decode.acc_seg: 73.9738, aux.loss_seg: 0.2275, aux.acc_seg: 63.3617, loss: 0.4188
2022-02-01 03:46:44,318 - mmseg - INFO - Iter [158950/160000]	lr: 2.429e-09, eta: 0:10:22, time: 0.582, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1977, decode.acc_seg: 74.6926, aux.loss_seg: 0.2424, aux.acc_seg: 63.4280, loss: 0.4401
2022-02-01 03:47:13,257 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 03:47:13,259 - mmseg - INFO - Iter [159000/160000]	lr: 2.313e-09, eta: 0:09:53, time: 0.579, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2026, decode.acc_seg: 75.0948, aux.loss_seg: 0.2392, aux.acc_seg: 64.3047, loss: 0.4417
2022-02-01 03:47:42,306 - mmseg - INFO - Iter [159050/160000]	lr: 2.198e-09, eta: 0:09:23, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2099, decode.acc_seg: 74.1485, aux.loss_seg: 0.2409, aux.acc_seg: 62.9951, loss: 0.4509
2022-02-01 03:48:11,253 - mmseg - INFO - Iter [159100/160000]	lr: 2.082e-09, eta: 0:08:53, time: 0.579, data_time: 0.003, memory: 21005, decode.loss_seg: 0.1980, decode.acc_seg: 73.3015, aux.loss_seg: 0.2393, aux.acc_seg: 62.2279, loss: 0.4373
2022-02-01 03:48:52,399 - mmseg - INFO - Iter [159150/160000]	lr: 1.966e-09, eta: 0:08:24, time: 0.823, data_time: 0.248, memory: 21005, decode.loss_seg: 0.2063, decode.acc_seg: 73.8342, aux.loss_seg: 0.2478, aux.acc_seg: 62.3087, loss: 0.4541
2022-02-01 03:49:21,232 - mmseg - INFO - Iter [159200/160000]	lr: 1.851e-09, eta: 0:07:54, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1833, decode.acc_seg: 73.9256, aux.loss_seg: 0.2312, aux.acc_seg: 62.9845, loss: 0.4144
2022-02-01 03:49:50,103 - mmseg - INFO - Iter [159250/160000]	lr: 1.735e-09, eta: 0:07:24, time: 0.577, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1961, decode.acc_seg: 73.5923, aux.loss_seg: 0.2439, aux.acc_seg: 62.3292, loss: 0.4400
2022-02-01 03:50:18,945 - mmseg - INFO - Iter [159300/160000]	lr: 1.620e-09, eta: 0:06:55, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2102, decode.acc_seg: 74.4483, aux.loss_seg: 0.2285, aux.acc_seg: 64.7973, loss: 0.4388
2022-02-01 03:50:47,901 - mmseg - INFO - Iter [159350/160000]	lr: 1.504e-09, eta: 0:06:25, time: 0.579, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2006, decode.acc_seg: 73.8138, aux.loss_seg: 0.2284, aux.acc_seg: 63.6479, loss: 0.4290
2022-02-01 03:51:16,788 - mmseg - INFO - Iter [159400/160000]	lr: 1.389e-09, eta: 0:05:55, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1864, decode.acc_seg: 74.8628, aux.loss_seg: 0.2457, aux.acc_seg: 62.8370, loss: 0.4321
2022-02-01 03:51:45,674 - mmseg - INFO - Iter [159450/160000]	lr: 1.273e-09, eta: 0:05:26, time: 0.577, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2103, decode.acc_seg: 74.8048, aux.loss_seg: 0.2465, aux.acc_seg: 63.4315, loss: 0.4569
2022-02-01 03:52:14,717 - mmseg - INFO - Iter [159500/160000]	lr: 1.158e-09, eta: 0:04:56, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2094, decode.acc_seg: 73.3267, aux.loss_seg: 0.2487, aux.acc_seg: 62.0494, loss: 0.4581
2022-02-01 03:52:43,635 - mmseg - INFO - Iter [159550/160000]	lr: 1.042e-09, eta: 0:04:26, time: 0.578, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1888, decode.acc_seg: 75.1867, aux.loss_seg: 0.2414, aux.acc_seg: 63.4837, loss: 0.4301
2022-02-01 03:53:12,645 - mmseg - INFO - Iter [159600/160000]	lr: 9.266e-10, eta: 0:03:57, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2183, decode.acc_seg: 72.9605, aux.loss_seg: 0.2414, aux.acc_seg: 62.3646, loss: 0.4597
2022-02-01 03:53:41,676 - mmseg - INFO - Iter [159650/160000]	lr: 8.111e-10, eta: 0:03:27, time: 0.581, data_time: 0.005, memory: 21005, decode.loss_seg: 0.1965, decode.acc_seg: 73.9633, aux.loss_seg: 0.2608, aux.acc_seg: 61.2256, loss: 0.4573
2022-02-01 03:54:11,089 - mmseg - INFO - Iter [159700/160000]	lr: 6.955e-10, eta: 0:02:57, time: 0.588, data_time: 0.004, memory: 21005, decode.loss_seg: 0.1894, decode.acc_seg: 74.5105, aux.loss_seg: 0.2297, aux.acc_seg: 63.7931, loss: 0.4191
2022-02-01 03:54:40,356 - mmseg - INFO - Iter [159750/160000]	lr: 5.800e-10, eta: 0:02:28, time: 0.585, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2100, decode.acc_seg: 73.5577, aux.loss_seg: 0.2506, aux.acc_seg: 62.3440, loss: 0.4606
2022-02-01 03:55:09,555 - mmseg - INFO - Iter [159800/160000]	lr: 4.645e-10, eta: 0:01:58, time: 0.584, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2030, decode.acc_seg: 73.8717, aux.loss_seg: 0.2453, aux.acc_seg: 62.5894, loss: 0.4483
2022-02-01 03:55:38,525 - mmseg - INFO - Iter [159850/160000]	lr: 3.489e-10, eta: 0:01:28, time: 0.580, data_time: 0.005, memory: 21005, decode.loss_seg: 0.2053, decode.acc_seg: 74.9840, aux.loss_seg: 0.2366, aux.acc_seg: 64.0955, loss: 0.4419
2022-02-01 03:56:07,599 - mmseg - INFO - Iter [159900/160000]	lr: 2.334e-10, eta: 0:00:59, time: 0.581, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2078, decode.acc_seg: 74.1255, aux.loss_seg: 0.2415, aux.acc_seg: 63.3089, loss: 0.4493
2022-02-01 03:56:36,348 - mmseg - INFO - Iter [159950/160000]	lr: 1.178e-10, eta: 0:00:29, time: 0.575, data_time: 0.004, memory: 21005, decode.loss_seg: 0.2084, decode.acc_seg: 73.0304, aux.loss_seg: 0.2681, aux.acc_seg: 60.3120, loss: 0.4765
2022-02-01 03:57:05,206 - mmseg - INFO - Saving checkpoint at 160000 iterations
2022-02-01 03:58:43,202 - mmseg - INFO - per class results:
2022-02-01 03:58:43,217 - mmseg - INFO - 
+---------------------+-------+-------+
| Class               | IoU   | Acc   |
+---------------------+-------+-------+
| wall                | 77.54 | 89.37 |
| building            | 82.63 | 92.59 |
| sky                 | 94.34 | 97.42 |
| floor               | 81.85 | 91.4  |
| tree                | 74.47 | 88.63 |
| ceiling             | 83.95 | 92.32 |
| road                | 83.5  | 91.28 |
| bed                 | 89.29 | 95.7  |
| windowpane          | 61.99 | 78.84 |
| grass               | 67.12 | 81.96 |
| cabinet             | 61.4  | 72.63 |
| sidewalk            | 62.97 | 80.59 |
| person              | 79.99 | 92.71 |
| earth               | 38.15 | 50.53 |
| door                | 46.23 | 58.59 |
| table               | 61.6  | 77.98 |
| mountain            | 57.19 | 71.72 |
| plant               | 50.31 | 60.61 |
| curtain             | 74.28 | 83.87 |
| chair               | 56.12 | 71.2  |
| car                 | 85.26 | 92.6  |
| water               | 55.51 | 68.68 |
| painting            | 71.31 | 88.08 |
| sofa                | 65.53 | 81.16 |
| shelf               | 42.94 | 59.9  |
| house               | 43.91 | 62.8  |
| sea                 | 52.81 | 73.52 |
| mirror              | 67.8  | 75.51 |
| rug                 | 61.83 | 73.36 |
| field               | 33.05 | 55.97 |
| armchair            | 43.01 | 61.02 |
| seat                | 65.25 | 83.01 |
| fence               | 40.69 | 55.22 |
| desk                | 45.13 | 63.54 |
| rock                | 35.12 | 58.07 |
| wardrobe            | 53.58 | 70.22 |
| lamp                | 61.42 | 74.28 |
| bathtub             | 81.08 | 87.42 |
| railing             | 32.75 | 43.15 |
| cushion             | 56.11 | 69.74 |
| base                | 20.63 | 24.32 |
| box                 | 26.1  | 34.08 |
| column              | 44.04 | 54.75 |
| signboard           | 37.04 | 49.33 |
| chest of drawers    | 41.27 | 59.67 |
| counter             | 30.98 | 42.64 |
| sand                | 50.62 | 67.64 |
| sink                | 69.66 | 77.33 |
| skyscraper          | 62.64 | 72.95 |
| fireplace           | 70.02 | 89.06 |
| refrigerator        | 71.43 | 79.48 |
| grandstand          | 52.81 | 67.04 |
| path                | 22.14 | 31.29 |
| stairs              | 27.95 | 33.85 |
| runway              | 69.98 | 90.63 |
| case                | 54.38 | 80.88 |
| pool table          | 93.66 | 96.4  |
| pillow              | 54.52 | 65.74 |
| screen door         | 70.57 | 73.79 |
| stairway            | 21.66 | 35.51 |
| river               | 16.23 | 32.46 |
| bridge              | 59.25 | 69.1  |
| bookcase            | 38.83 | 63.12 |
| blind               | 46.21 | 50.32 |
| coffee table        | 60.29 | 78.04 |
| toilet              | 83.6  | 89.57 |
| flower              | 37.84 | 53.03 |
| book                | 43.71 | 60.08 |
| hill                | 6.35  | 8.69  |
| bench               | 48.39 | 55.32 |
| countertop          | 57.54 | 70.73 |
| stove               | 73.52 | 81.07 |
| palm                | 52.1  | 68.27 |
| kitchen island      | 52.4  | 80.08 |
| computer            | 63.44 | 73.59 |
| swivel chair        | 38.44 | 52.17 |
| boat                | 56.18 | 64.85 |
| bar                 | 42.51 | 48.95 |
| arcade machine      | 47.32 | 50.09 |
| hovel               | 18.86 | 22.28 |
| bus                 | 89.42 | 95.88 |
| towel               | 61.95 | 69.21 |
| light               | 51.78 | 58.12 |
| truck               | 22.54 | 30.28 |
| tower               | 28.57 | 38.36 |
| chandelier          | 64.25 | 76.42 |
| awning              | 28.76 | 33.08 |
| streetlight         | 25.06 | 32.5  |
| booth               | 45.63 | 47.65 |
| television receiver | 58.3  | 81.3  |
| airplane            | 59.06 | 64.53 |
| dirt track          | 0.21  | 0.29  |
| apparel             | 36.58 | 48.31 |
| pole                | 26.19 | 37.48 |
| land                | 6.23  | 8.59  |
| bannister           | 18.37 | 23.4  |
| escalator           | 35.22 | 42.01 |
| ottoman             | 44.17 | 60.88 |
| bottle              | 36.22 | 46.84 |
| buffet              | 44.71 | 55.67 |
| poster              | 30.68 | 36.35 |
| stage               | 12.41 | 16.76 |
| van                 | 44.72 | 58.04 |
| ship                | 47.03 | 58.27 |
| fountain            | 22.65 | 23.25 |
| conveyer belt       | 76.58 | 88.15 |
| canopy              | 25.87 | 33.67 |
| washer              | 55.95 | 70.75 |
| plaything           | 31.19 | 43.16 |
| swimming pool       | 47.15 | 61.28 |
| stool               | 43.44 | 52.41 |
| barrel              | 25.76 | 64.59 |
| basket              | 23.3  | 32.43 |
| waterfall           | 73.82 | 86.23 |
| tent                | 91.97 | 98.77 |
| bag                 | 14.74 | 18.36 |
| minibike            | 69.21 | 77.15 |
| cradle              | 83.97 | 97.06 |
| oven                | 30.02 | 55.09 |
| ball                | 48.84 | 62.0  |
| food                | 47.71 | 53.46 |
| step                | 7.25  | 8.39  |
| tank                | 47.52 | 50.85 |
| trade name          | 25.52 | 28.1  |
| microwave           | 37.3  | 41.15 |
| pot                 | 43.55 | 50.22 |
| animal              | 57.6  | 59.35 |
| bicycle             | 55.12 | 72.48 |
| lake                | 57.12 | 63.51 |
| dishwasher          | 54.57 | 66.52 |
| screen              | 60.49 | 86.3  |
| blanket             | 11.96 | 13.44 |
| sculpture           | 57.38 | 72.74 |
| hood                | 61.26 | 66.78 |
| sconce              | 47.31 | 55.76 |
| vase                | 32.95 | 46.85 |
| traffic light       | 32.61 | 46.24 |
| tray                | 6.31  | 10.93 |
| ashcan              | 39.41 | 48.1  |
| fan                 | 56.15 | 68.82 |
| pier                | 36.44 | 44.49 |
| crt screen          | 5.39  | 12.11 |
| plate               | 54.78 | 69.91 |
| monitor             | 13.36 | 15.36 |
| bulletin board      | 42.02 | 48.02 |
| shower              | 1.59  | 1.68  |
| radiator            | 54.54 | 58.98 |
| glass               | 13.24 | 14.63 |
| clock               | 30.05 | 34.75 |
| flag                | 35.87 | 39.09 |
+---------------------+-------+-------+
2022-02-01 03:58:43,218 - mmseg - INFO - Summary:
2022-02-01 03:58:43,219 - mmseg - INFO - 
+--------+-------+-------+-------+
| Scope  | mIoU  | mAcc  | aAcc  |
+--------+-------+-------+-------+
| global | 48.15 | 58.99 | 83.05 |
+--------+-------+-------+-------+
2022-02-01 03:58:43,232 - mmseg - INFO - Exp name: upernet_mae_base_12_512_slide_160k_ade20k_iv1_qkv_bs16_lr1e4_pt.py
2022-02-01 03:58:43,233 - mmseg - INFO - Iter(val) [160000]	mIoU: 0.4815, mAcc: 0.5899, aAcc: 0.8305