AMP: true
AUG:
  AUTO_AUGMENT: rand-m9-mstd0.5-inc1
  COLOR_JITTER: 0.4
  CUTMIX: 1.0
  CUTMIX_MINMAX: null
  MESA: 1.0
  MIXUP: 0.8
  MIXUP_MODE: batch
  MIXUP_PROB: 1.0
  MIXUP_SWITCH_PROB: 0.5
  RECOUNT: 1
  REMODE: pixel
  REPROB: 0.25
BASE:
- ''
DATA:
  BATCH_SIZE: 256
  CACHE_MODE: part
  DATASET: imagenet
  DATA_PATH: /data/imagenet
  IMG_SIZE: 256
  INTERPOLATION: bicubic
  NUM_WORKERS: 16
  PIN_MEMORY: true
  ZIP_MODE: false
EVAL_MODE: false
LOCAL_RANK: 0
MODEL:
  DROP_PATH_RATE: 0.0
  DROP_RATE: 0.0
  LABEL_SMOOTHING: 0.1
  MLLA:
    APE: false
    DEPTHS:
    - 2
    - 2
    - 4
    - 2
    EMBED_DIM: 32
    EXPANSION_RATIO: 2.5
    IN_CHANS: 3
    MLP_RATIO: 4.0
    NUM_HEADS:
    - 2
    - 4
    - 8
    - 16
    PATCH_SIZE: 4
    QKV_BIAS: true
  NAME: mlla_nano
  NUM_CLASSES: 1000
  RESUME: ''
  TYPE: mlla
OUTPUT: output/300e/mlla_nano/recconv_5x5_nearest_interp
PRINT_FREQ: 100
SAVE_FREQ: 1
SEED: 0
TAG: recconv_5x5_nearest_interp
TEST:
  CROP: true
THROUGHPUT_MODE: false
TRAIN:
  AUTO_RESUME: true
  BASE_LR: 0.001
  CLIP_GRAD: 5.0
  COOLDOWN_EPOCHS: 0
  EPOCHS: 300
  LR_SCHEDULER:
    DECAY_EPOCHS: 30
    DECAY_RATE: 0.1
    NAME: cosine
  MIN_LR: 1.0e-05
  OPTIMIZER:
    BETAS:
    - 0.9
    - 0.999
    EPS: 1.0e-08
    MOMENTUM: 0.9
    NAME: adamw
  START_EPOCH: 0
  USE_CHECKPOINT: false
  WARMUP_EPOCHS: 20
  WARMUP_LR: 1.0e-06
  WEIGHT_DECAY: 0.05

Creating model:mlla/mlla_nano
MLLA(
  (patch_embed): Stem(
    (conv1): ConvLayer(
      (conv): Conv2d(3, 16, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
      (norm): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (act): ReLU()
    )
    (conv2): Sequential(
      (0): ConvLayer(
        (conv): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (norm): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (act): ReLU()
      )
      (1): ConvLayer(
        (conv): Conv2d(16, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (norm): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (conv3): Sequential(
      (0): ConvLayer(
        (conv): Conv2d(16, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (norm): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (act): ReLU()
      )
      (1): ConvLayer(
        (conv): Conv2d(128, 32, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (norm): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
  )
  (pos_drop): Dropout(p=0.0, inplace=False)
  (layers): ModuleList(
    (0): BasicLayer(
      dim=32, level=4, depth=2
      (blocks): ModuleList(
        (0-1): 2 x MLLABlock(
          dim=32, mlp_ratio=4.0, level=4, downsample=False, expansion_ratio=2.5
          (cpe1): Conv2d(32, 32, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=32)
          (norm1): LayerNorm((32,), eps=1e-05, elementwise_affine=True)
          (i_proj): Linear(in_features=32, out_features=80, bias=True)
          (o_proj): Conv2d(40, 32, kernel_size=(1, 1), stride=(1, 1))
          (act): GELU(approximate='none')
          (agg): RecConv2d(
            (down): Conv2d(40, 40, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=40, bias=False)
            (convs): ModuleList(
              (0-4): 5 x Conv2d(40, 40, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=40, bias=False)
            )
            (up): Upsample(scale_factor=2.0, mode='nearest')
          )
          (cpe2): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32)
          (norm2): LayerNorm((32,), eps=1e-05, elementwise_affine=True)
          (mlp): Mlp(
            (fc1): Linear(in_features=32, out_features=128, bias=True)
            (act): GELU(approximate='none')
            (fc2): Linear(in_features=128, out_features=32, bias=True)
            (drop): Dropout(p=0.0, inplace=False)
          )
          (drop_path): Identity()
        )
      )
      (downsample): MLLABlock(
        dim=32, mlp_ratio=4.0, level=3, downsample=True, expansion_ratio=2.5
        (cpe1): Conv2d(32, 64, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=32)
        (norm1): LayerNorm((64,), eps=1e-05, elementwise_affine=True)
        (i_proj): Linear(in_features=64, out_features=160, bias=True)
        (o_proj): Conv2d(80, 64, kernel_size=(1, 1), stride=(1, 1))
        (act): GELU(approximate='none')
        (agg): RecConv2d(
          (down): Conv2d(80, 80, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=80, bias=False)
          (convs): ModuleList(
            (0-3): 4 x Conv2d(80, 80, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=80, bias=False)
          )
          (up): Upsample(scale_factor=2.0, mode='nearest')
        )
        (cpe2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=64)
        (norm2): LayerNorm((64,), eps=1e-05, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=64, out_features=256, bias=True)
          (act): GELU(approximate='none')
          (fc2): Linear(in_features=256, out_features=64, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): Identity()
      )
    )
    (1): BasicLayer(
      dim=64, level=3, depth=2
      (blocks): ModuleList(
        (0-1): 2 x MLLABlock(
          dim=64, mlp_ratio=4.0, level=3, downsample=False, expansion_ratio=2.5
          (cpe1): Conv2d(64, 64, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=64)
          (norm1): LayerNorm((64,), eps=1e-05, elementwise_affine=True)
          (i_proj): Linear(in_features=64, out_features=160, bias=True)
          (o_proj): Conv2d(80, 64, kernel_size=(1, 1), stride=(1, 1))
          (act): GELU(approximate='none')
          (agg): RecConv2d(
            (down): Conv2d(80, 80, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=80, bias=False)
            (convs): ModuleList(
              (0-3): 4 x Conv2d(80, 80, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=80, bias=False)
            )
            (up): Upsample(scale_factor=2.0, mode='nearest')
          )
          (cpe2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=64)
          (norm2): LayerNorm((64,), eps=1e-05, elementwise_affine=True)
          (mlp): Mlp(
            (fc1): Linear(in_features=64, out_features=256, bias=True)
            (act): GELU(approximate='none')
            (fc2): Linear(in_features=256, out_features=64, bias=True)
            (drop): Dropout(p=0.0, inplace=False)
          )
          (drop_path): Identity()
        )
      )
      (downsample): MLLABlock(
        dim=64, mlp_ratio=4.0, level=2, downsample=True, expansion_ratio=2.5
        (cpe1): Conv2d(64, 128, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=64)
        (norm1): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
        (i_proj): Linear(in_features=128, out_features=320, bias=True)
        (o_proj): Conv2d(160, 128, kernel_size=(1, 1), stride=(1, 1))
        (act): GELU(approximate='none')
        (agg): RecConv2d(
          (down): Conv2d(160, 160, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=160, bias=False)
          (convs): ModuleList(
            (0-2): 3 x Conv2d(160, 160, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=160, bias=False)
          )
          (up): Upsample(scale_factor=2.0, mode='nearest')
        )
        (cpe2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=128)
        (norm2): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=128, out_features=512, bias=True)
          (act): GELU(approximate='none')
          (fc2): Linear(in_features=512, out_features=128, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): Identity()
      )
    )
    (2): BasicLayer(
      dim=128, level=2, depth=4
      (blocks): ModuleList(
        (0-3): 4 x MLLABlock(
          dim=128, mlp_ratio=4.0, level=2, downsample=False, expansion_ratio=2.5
          (cpe1): Conv2d(128, 128, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=128)
          (norm1): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
          (i_proj): Linear(in_features=128, out_features=320, bias=True)
          (o_proj): Conv2d(160, 128, kernel_size=(1, 1), stride=(1, 1))
          (act): GELU(approximate='none')
          (agg): RecConv2d(
            (down): Conv2d(160, 160, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=160, bias=False)
            (convs): ModuleList(
              (0-2): 3 x Conv2d(160, 160, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=160, bias=False)
            )
            (up): Upsample(scale_factor=2.0, mode='nearest')
          )
          (cpe2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=128)
          (norm2): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
          (mlp): Mlp(
            (fc1): Linear(in_features=128, out_features=512, bias=True)
            (act): GELU(approximate='none')
            (fc2): Linear(in_features=512, out_features=128, bias=True)
            (drop): Dropout(p=0.0, inplace=False)
          )
          (drop_path): Identity()
        )
      )
      (downsample): MLLABlock(
        dim=128, mlp_ratio=4.0, level=1, downsample=True, expansion_ratio=2.5
        (cpe1): Conv2d(128, 256, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=128)
        (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        (i_proj): Linear(in_features=256, out_features=640, bias=True)
        (o_proj): Conv2d(320, 256, kernel_size=(1, 1), stride=(1, 1))
        (act): GELU(approximate='none')
        (agg): RecConv2d(
          (down): Conv2d(320, 320, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=320, bias=False)
          (convs): ModuleList(
            (0-1): 2 x Conv2d(320, 320, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=320, bias=False)
          )
          (up): Upsample(scale_factor=2.0, mode='nearest')
        )
        (cpe2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=256)
        (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        (mlp): Mlp(
          (fc1): Linear(in_features=256, out_features=1024, bias=True)
          (act): GELU(approximate='none')
          (fc2): Linear(in_features=1024, out_features=256, bias=True)
          (drop): Dropout(p=0.0, inplace=False)
        )
        (drop_path): Identity()
      )
    )
    (3): BasicLayer(
      dim=256, level=1, depth=2
      (blocks): ModuleList(
        (0-1): 2 x MLLABlock(
          dim=256, mlp_ratio=4.0, level=1, downsample=False, expansion_ratio=2.5
          (cpe1): Conv2d(256, 256, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=256)
          (norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (i_proj): Linear(in_features=256, out_features=640, bias=True)
          (o_proj): Conv2d(320, 256, kernel_size=(1, 1), stride=(1, 1))
          (act): GELU(approximate='none')
          (agg): RecConv2d(
            (down): Conv2d(320, 320, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2), groups=320, bias=False)
            (convs): ModuleList(
              (0-1): 2 x Conv2d(320, 320, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=320, bias=False)
            )
            (up): Upsample(scale_factor=2.0, mode='nearest')
          )
          (cpe2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=256)
          (norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (mlp): Mlp(
            (fc1): Linear(in_features=256, out_features=1024, bias=True)
            (act): GELU(approximate='none')
            (fc2): Linear(in_features=1024, out_features=256, bias=True)
            (drop): Dropout(p=0.0, inplace=False)
          )
          (drop_path): Identity()
        )
      )
      (downsample): Identity()
    )
  )
  (norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
  (head): Linear(in_features=256, out_features=1000, bias=True)
)

EPOCH 1
 * Acc@1 0.460 Acc@5 2.264
Accuracy of the network on the 50000 test images: 0.5%
 * Acc@1 0.100 Acc@5 0.500
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 2
 * Acc@1 2.652 Acc@5 9.424
Accuracy of the network on the 50000 test images: 2.7%
 * Acc@1 0.100 Acc@5 0.500
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 3
 * Acc@1 7.774 Acc@5 20.754
Accuracy of the network on the 50000 test images: 7.8%
 * Acc@1 0.100 Acc@5 0.534
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 4
 * Acc@1 12.870 Acc@5 31.090
Accuracy of the network on the 50000 test images: 12.9%
 * Acc@1 0.100 Acc@5 0.508
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 5
 * Acc@1 19.046 Acc@5 40.792
Accuracy of the network on the 50000 test images: 19.0%
 * Acc@1 0.130 Acc@5 0.526
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 6
 * Acc@1 24.010 Acc@5 48.108
Accuracy of the network on the 50000 test images: 24.0%
 * Acc@1 0.126 Acc@5 0.594
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 7
 * Acc@1 30.458 Acc@5 55.604
Accuracy of the network on the 50000 test images: 30.5%
 * Acc@1 0.106 Acc@5 0.608
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 8
 * Acc@1 33.932 Acc@5 59.598
Accuracy of the network on the 50000 test images: 33.9%
 * Acc@1 0.172 Acc@5 0.694
Accuracy of the ema network on the 50000 test images: 0.2%
--
EPOCH 9
 * Acc@1 39.438 Acc@5 65.264
Accuracy of the network on the 50000 test images: 39.4%
 * Acc@1 0.120 Acc@5 0.642
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 10
 * Acc@1 42.396 Acc@5 68.282
Accuracy of the network on the 50000 test images: 42.4%
 * Acc@1 0.120 Acc@5 0.716
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 11
 * Acc@1 45.978 Acc@5 72.018
Accuracy of the network on the 50000 test images: 46.0%
 * Acc@1 0.126 Acc@5 0.930
Accuracy of the ema network on the 50000 test images: 0.1%
--
EPOCH 12
 * Acc@1 48.210 Acc@5 73.622
Accuracy of the network on the 50000 test images: 48.2%
 * Acc@1 0.218 Acc@5 1.182
Accuracy of the ema network on the 50000 test images: 0.2%
--
EPOCH 13
 * Acc@1 50.448 Acc@5 75.994
Accuracy of the network on the 50000 test images: 50.4%
 * Acc@1 0.300 Acc@5 1.602
Accuracy of the ema network on the 50000 test images: 0.3%
--
EPOCH 14
 * Acc@1 52.206 Acc@5 77.314
Accuracy of the network on the 50000 test images: 52.2%
 * Acc@1 0.538 Acc@5 2.282
Accuracy of the ema network on the 50000 test images: 0.5%
--
EPOCH 15
 * Acc@1 53.516 Acc@5 78.384
Accuracy of the network on the 50000 test images: 53.5%
 * Acc@1 0.744 Acc@5 3.014
Accuracy of the ema network on the 50000 test images: 0.7%
--
EPOCH 16
 * Acc@1 54.868 Acc@5 79.452
Accuracy of the network on the 50000 test images: 54.9%
 * Acc@1 1.036 Acc@5 4.374
Accuracy of the ema network on the 50000 test images: 1.0%
--
EPOCH 17
 * Acc@1 55.754 Acc@5 80.344
Accuracy of the network on the 50000 test images: 55.8%
 * Acc@1 1.856 Acc@5 6.806
Accuracy of the ema network on the 50000 test images: 1.9%
--
EPOCH 18
 * Acc@1 56.218 Acc@5 80.730
Accuracy of the network on the 50000 test images: 56.2%
 * Acc@1 3.546 Acc@5 11.298
Accuracy of the ema network on the 50000 test images: 3.5%
--
EPOCH 19
 * Acc@1 57.560 Acc@5 81.626
Accuracy of the network on the 50000 test images: 57.6%
 * Acc@1 6.416 Acc@5 17.870
Accuracy of the ema network on the 50000 test images: 6.4%
--
EPOCH 20
 * Acc@1 58.152 Acc@5 82.204
Accuracy of the network on the 50000 test images: 58.2%
 * Acc@1 10.522 Acc@5 26.140
Accuracy of the ema network on the 50000 test images: 10.5%
--
EPOCH 21
 * Acc@1 58.030 Acc@5 82.220
Accuracy of the network on the 50000 test images: 58.0%
 * Acc@1 15.602 Acc@5 34.736
Accuracy of the ema network on the 50000 test images: 15.6%
--
EPOCH 22
 * Acc@1 59.076 Acc@5 83.226
Accuracy of the network on the 50000 test images: 59.1%
 * Acc@1 21.282 Acc@5 43.156
Accuracy of the ema network on the 50000 test images: 21.3%
--
EPOCH 23
 * Acc@1 60.786 Acc@5 84.072
Accuracy of the network on the 50000 test images: 60.8%
 * Acc@1 26.680 Acc@5 50.788
Accuracy of the ema network on the 50000 test images: 26.7%
--
EPOCH 24
 * Acc@1 61.188 Acc@5 84.342
Accuracy of the network on the 50000 test images: 61.2%
 * Acc@1 32.108 Acc@5 57.338
Accuracy of the ema network on the 50000 test images: 32.1%
--
EPOCH 25
 * Acc@1 61.794 Acc@5 84.798
Accuracy of the network on the 50000 test images: 61.8%
 * Acc@1 36.910 Acc@5 62.976
Accuracy of the ema network on the 50000 test images: 36.9%
--
EPOCH 26
 * Acc@1 61.876 Acc@5 84.966
Accuracy of the network on the 50000 test images: 61.9%
 * Acc@1 41.322 Acc@5 67.662
Accuracy of the ema network on the 50000 test images: 41.3%
--
EPOCH 27
 * Acc@1 63.068 Acc@5 85.756
Accuracy of the network on the 50000 test images: 63.1%
 * Acc@1 45.126 Acc@5 71.404
Accuracy of the ema network on the 50000 test images: 45.1%
--
EPOCH 28
 * Acc@1 62.882 Acc@5 85.758
Accuracy of the network on the 50000 test images: 62.9%
 * Acc@1 48.464 Acc@5 74.250
Accuracy of the ema network on the 50000 test images: 48.5%
--
EPOCH 29
 * Acc@1 63.212 Acc@5 85.736
Accuracy of the network on the 50000 test images: 63.2%
 * Acc@1 51.442 Acc@5 76.604
Accuracy of the ema network on the 50000 test images: 51.4%
--
EPOCH 30
 * Acc@1 63.490 Acc@5 85.932
Accuracy of the network on the 50000 test images: 63.5%
 * Acc@1 53.836 Acc@5 78.602
Accuracy of the ema network on the 50000 test images: 53.8%
--
EPOCH 31
 * Acc@1 64.204 Acc@5 86.506
Accuracy of the network on the 50000 test images: 64.2%
 * Acc@1 56.064 Acc@5 80.264
Accuracy of the ema network on the 50000 test images: 56.1%
--
EPOCH 32
 * Acc@1 64.222 Acc@5 86.506
Accuracy of the network on the 50000 test images: 64.2%
 * Acc@1 57.902 Acc@5 81.694
Accuracy of the ema network on the 50000 test images: 57.9%
--
EPOCH 33
 * Acc@1 64.708 Acc@5 87.008
Accuracy of the network on the 50000 test images: 64.7%
 * Acc@1 59.440 Acc@5 82.882
Accuracy of the ema network on the 50000 test images: 59.4%
--
EPOCH 34
 * Acc@1 65.098 Acc@5 86.994
Accuracy of the network on the 50000 test images: 65.1%
 * Acc@1 60.872 Acc@5 83.892
Accuracy of the ema network on the 50000 test images: 60.9%
--
EPOCH 35
 * Acc@1 65.208 Acc@5 87.298
Accuracy of the network on the 50000 test images: 65.2%
 * Acc@1 62.036 Acc@5 84.830
Accuracy of the ema network on the 50000 test images: 62.0%
--
EPOCH 36
 * Acc@1 64.890 Acc@5 87.056
Accuracy of the network on the 50000 test images: 64.9%
 * Acc@1 63.096 Acc@5 85.466
Accuracy of the ema network on the 50000 test images: 63.1%
--
EPOCH 37
 * Acc@1 65.476 Acc@5 87.260
Accuracy of the network on the 50000 test images: 65.5%
 * Acc@1 63.852 Acc@5 86.044
Accuracy of the ema network on the 50000 test images: 63.9%
--
EPOCH 38
 * Acc@1 65.220 Acc@5 87.388
Accuracy of the network on the 50000 test images: 65.2%
 * Acc@1 64.638 Acc@5 86.626
Accuracy of the ema network on the 50000 test images: 64.6%
--
EPOCH 39
 * Acc@1 66.178 Acc@5 87.604
Accuracy of the network on the 50000 test images: 66.2%
 * Acc@1 65.364 Acc@5 87.144
Accuracy of the ema network on the 50000 test images: 65.4%
--
EPOCH 40
 * Acc@1 66.052 Acc@5 87.728
Accuracy of the network on the 50000 test images: 66.1%
 * Acc@1 66.056 Acc@5 87.544
Accuracy of the ema network on the 50000 test images: 66.1%
--
EPOCH 41
 * Acc@1 66.464 Acc@5 87.874
Accuracy of the network on the 50000 test images: 66.5%
 * Acc@1 66.628 Acc@5 87.898
Accuracy of the ema network on the 50000 test images: 66.6%
--
EPOCH 42
 * Acc@1 66.616 Acc@5 87.914
Accuracy of the network on the 50000 test images: 66.6%
 * Acc@1 67.060 Acc@5 88.210
Accuracy of the ema network on the 50000 test images: 67.1%
--
EPOCH 43
 * Acc@1 66.454 Acc@5 87.928
Accuracy of the network on the 50000 test images: 66.5%
 * Acc@1 67.490 Acc@5 88.482
Accuracy of the ema network on the 50000 test images: 67.5%
--
EPOCH 44
 * Acc@1 66.632 Acc@5 87.996
Accuracy of the network on the 50000 test images: 66.6%
 * Acc@1 67.882 Acc@5 88.720
Accuracy of the ema network on the 50000 test images: 67.9%
--
EPOCH 45
 * Acc@1 67.114 Acc@5 88.226
Accuracy of the network on the 50000 test images: 67.1%
 * Acc@1 68.184 Acc@5 88.962
Accuracy of the ema network on the 50000 test images: 68.2%
--
EPOCH 46
 * Acc@1 66.658 Acc@5 88.060
Accuracy of the network on the 50000 test images: 66.7%
 * Acc@1 68.532 Acc@5 89.128
Accuracy of the ema network on the 50000 test images: 68.5%
--
EPOCH 47
 * Acc@1 67.178 Acc@5 88.424
Accuracy of the network on the 50000 test images: 67.2%
 * Acc@1 68.844 Acc@5 89.318
Accuracy of the ema network on the 50000 test images: 68.8%
--
EPOCH 48
 * Acc@1 67.252 Acc@5 88.444
Accuracy of the network on the 50000 test images: 67.3%
 * Acc@1 69.094 Acc@5 89.442
Accuracy of the ema network on the 50000 test images: 69.1%
--
EPOCH 49
 * Acc@1 67.292 Acc@5 88.360
Accuracy of the network on the 50000 test images: 67.3%
 * Acc@1 69.310 Acc@5 89.614
Accuracy of the ema network on the 50000 test images: 69.3%
--
EPOCH 50
 * Acc@1 67.594 Acc@5 88.450
Accuracy of the network on the 50000 test images: 67.6%
 * Acc@1 69.512 Acc@5 89.680
Accuracy of the ema network on the 50000 test images: 69.5%
--
EPOCH 51
 * Acc@1 66.978 Acc@5 88.416
Accuracy of the network on the 50000 test images: 67.0%
 * Acc@1 69.810 Acc@5 89.810
Accuracy of the ema network on the 50000 test images: 69.8%
--
EPOCH 52
 * Acc@1 67.272 Acc@5 88.392
Accuracy of the network on the 50000 test images: 67.3%
 * Acc@1 70.004 Acc@5 89.890
Accuracy of the ema network on the 50000 test images: 70.0%
--
EPOCH 53
 * Acc@1 67.644 Acc@5 88.660
Accuracy of the network on the 50000 test images: 67.6%
 * Acc@1 70.194 Acc@5 89.990
Accuracy of the ema network on the 50000 test images: 70.2%
--
EPOCH 54
 * Acc@1 67.696 Acc@5 88.638
Accuracy of the network on the 50000 test images: 67.7%
 * Acc@1 70.326 Acc@5 90.076
Accuracy of the ema network on the 50000 test images: 70.3%
--
EPOCH 55
 * Acc@1 67.490 Acc@5 88.520
Accuracy of the network on the 50000 test images: 67.5%
 * Acc@1 70.462 Acc@5 90.148
Accuracy of the ema network on the 50000 test images: 70.5%
--
EPOCH 56
 * Acc@1 67.850 Acc@5 88.816
Accuracy of the network on the 50000 test images: 67.8%
 * Acc@1 70.642 Acc@5 90.232
Accuracy of the ema network on the 50000 test images: 70.6%
--
EPOCH 57
 * Acc@1 67.654 Acc@5 88.656
Accuracy of the network on the 50000 test images: 67.7%
 * Acc@1 70.744 Acc@5 90.258
Accuracy of the ema network on the 50000 test images: 70.7%
--
EPOCH 58
 * Acc@1 68.122 Acc@5 88.972
Accuracy of the network on the 50000 test images: 68.1%
 * Acc@1 70.888 Acc@5 90.332
Accuracy of the ema network on the 50000 test images: 70.9%
--
EPOCH 59
 * Acc@1 68.356 Acc@5 89.186
Accuracy of the network on the 50000 test images: 68.4%
 * Acc@1 71.030 Acc@5 90.406
Accuracy of the ema network on the 50000 test images: 71.0%
--
EPOCH 60
 * Acc@1 67.874 Acc@5 88.916
Accuracy of the network on the 50000 test images: 67.9%
 * Acc@1 71.162 Acc@5 90.470
Accuracy of the ema network on the 50000 test images: 71.2%
--
EPOCH 61
 * Acc@1 68.152 Acc@5 88.912
Accuracy of the network on the 50000 test images: 68.2%
 * Acc@1 71.184 Acc@5 90.538
Accuracy of the ema network on the 50000 test images: 71.2%
--
EPOCH 62
 * Acc@1 68.048 Acc@5 88.988
Accuracy of the network on the 50000 test images: 68.0%
 * Acc@1 71.292 Acc@5 90.612
Accuracy of the ema network on the 50000 test images: 71.3%
--
EPOCH 63
 * Acc@1 68.292 Acc@5 89.028
Accuracy of the network on the 50000 test images: 68.3%
 * Acc@1 71.390 Acc@5 90.670
Accuracy of the ema network on the 50000 test images: 71.4%
--
EPOCH 64
 * Acc@1 68.660 Acc@5 89.296
Accuracy of the network on the 50000 test images: 68.7%
 * Acc@1 71.474 Acc@5 90.704
Accuracy of the ema network on the 50000 test images: 71.5%
--
EPOCH 65
 * Acc@1 68.126 Acc@5 88.894
Accuracy of the network on the 50000 test images: 68.1%
 * Acc@1 71.560 Acc@5 90.788
Accuracy of the ema network on the 50000 test images: 71.6%
--
EPOCH 66
 * Acc@1 68.658 Acc@5 89.210
Accuracy of the network on the 50000 test images: 68.7%
 * Acc@1 71.702 Acc@5 90.858
Accuracy of the ema network on the 50000 test images: 71.7%
--
EPOCH 67
 * Acc@1 68.946 Acc@5 89.330
Accuracy of the network on the 50000 test images: 68.9%
 * Acc@1 71.772 Acc@5 90.928
Accuracy of the ema network on the 50000 test images: 71.8%
--
EPOCH 68
 * Acc@1 68.910 Acc@5 89.248
Accuracy of the network on the 50000 test images: 68.9%
 * Acc@1 71.868 Acc@5 90.928
Accuracy of the ema network on the 50000 test images: 71.9%
--
EPOCH 69
 * Acc@1 68.978 Acc@5 89.376
Accuracy of the network on the 50000 test images: 69.0%
 * Acc@1 71.898 Acc@5 90.938
Accuracy of the ema network on the 50000 test images: 71.9%
--
EPOCH 70
 * Acc@1 68.578 Acc@5 89.258
Accuracy of the network on the 50000 test images: 68.6%
 * Acc@1 72.050 Acc@5 91.014
Accuracy of the ema network on the 50000 test images: 72.1%
--
EPOCH 71
 * Acc@1 68.942 Acc@5 89.392
Accuracy of the network on the 50000 test images: 68.9%
 * Acc@1 72.054 Acc@5 91.058
Accuracy of the ema network on the 50000 test images: 72.1%
--
EPOCH 72
 * Acc@1 68.982 Acc@5 89.522
Accuracy of the network on the 50000 test images: 69.0%
 * Acc@1 72.152 Acc@5 91.106
Accuracy of the ema network on the 50000 test images: 72.2%
--
EPOCH 73
 * Acc@1 68.618 Acc@5 89.144
Accuracy of the network on the 50000 test images: 68.6%
 * Acc@1 72.206 Acc@5 91.172
Accuracy of the ema network on the 50000 test images: 72.2%
--
EPOCH 74
 * Acc@1 68.598 Acc@5 89.358
Accuracy of the network on the 50000 test images: 68.6%
 * Acc@1 72.282 Acc@5 91.202
Accuracy of the ema network on the 50000 test images: 72.3%
--
EPOCH 75
 * Acc@1 69.052 Acc@5 89.570
Accuracy of the network on the 50000 test images: 69.1%
 * Acc@1 72.298 Acc@5 91.240
Accuracy of the ema network on the 50000 test images: 72.3%
--
EPOCH 76
 * Acc@1 70.546 Acc@5 90.482
Accuracy of the network on the 50000 test images: 70.5%
 * Acc@1 72.316 Acc@5 91.298
Accuracy of the ema network on the 50000 test images: 72.3%
--
EPOCH 77
 * Acc@1 70.828 Acc@5 90.458
Accuracy of the network on the 50000 test images: 70.8%
 * Acc@1 72.356 Acc@5 91.308
Accuracy of the ema network on the 50000 test images: 72.4%
--
EPOCH 78
 * Acc@1 70.662 Acc@5 90.472
Accuracy of the network on the 50000 test images: 70.7%
 * Acc@1 72.394 Acc@5 91.364
Accuracy of the ema network on the 50000 test images: 72.4%
--
EPOCH 79
 * Acc@1 70.734 Acc@5 90.478
Accuracy of the network on the 50000 test images: 70.7%
 * Acc@1 72.440 Acc@5 91.382
Accuracy of the ema network on the 50000 test images: 72.4%
--
EPOCH 80
 * Acc@1 70.702 Acc@5 90.348
Accuracy of the network on the 50000 test images: 70.7%
 * Acc@1 72.504 Acc@5 91.370
Accuracy of the ema network on the 50000 test images: 72.5%
--
EPOCH 81
 * Acc@1 70.892 Acc@5 90.534
Accuracy of the network on the 50000 test images: 70.9%
 * Acc@1 72.544 Acc@5 91.374
Accuracy of the ema network on the 50000 test images: 72.5%
--
EPOCH 82
 * Acc@1 70.980 Acc@5 90.444
Accuracy of the network on the 50000 test images: 71.0%
 * Acc@1 72.596 Acc@5 91.376
Accuracy of the ema network on the 50000 test images: 72.6%
--
EPOCH 83
 * Acc@1 70.844 Acc@5 90.566
Accuracy of the network on the 50000 test images: 70.8%
 * Acc@1 72.640 Acc@5 91.380
Accuracy of the ema network on the 50000 test images: 72.6%
--
EPOCH 84
 * Acc@1 70.918 Acc@5 90.518
Accuracy of the network on the 50000 test images: 70.9%
 * Acc@1 72.676 Acc@5 91.410
Accuracy of the ema network on the 50000 test images: 72.7%
--
EPOCH 85
 * Acc@1 71.018 Acc@5 90.418
Accuracy of the network on the 50000 test images: 71.0%
 * Acc@1 72.696 Acc@5 91.428
Accuracy of the ema network on the 50000 test images: 72.7%
--
EPOCH 86
 * Acc@1 70.828 Acc@5 90.546
Accuracy of the network on the 50000 test images: 70.8%
 * Acc@1 72.764 Acc@5 91.460
Accuracy of the ema network on the 50000 test images: 72.8%
--
EPOCH 87
 * Acc@1 71.124 Acc@5 90.436
Accuracy of the network on the 50000 test images: 71.1%
 * Acc@1 72.816 Acc@5 91.456
Accuracy of the ema network on the 50000 test images: 72.8%
--
EPOCH 88
 * Acc@1 70.914 Acc@5 90.566
Accuracy of the network on the 50000 test images: 70.9%
 * Acc@1 72.858 Acc@5 91.454
Accuracy of the ema network on the 50000 test images: 72.9%
--
EPOCH 89
 * Acc@1 71.334 Acc@5 90.494
Accuracy of the network on the 50000 test images: 71.3%
 * Acc@1 72.868 Acc@5 91.466
Accuracy of the ema network on the 50000 test images: 72.9%
--
EPOCH 90
 * Acc@1 71.268 Acc@5 90.602
Accuracy of the network on the 50000 test images: 71.3%
 * Acc@1 72.900 Acc@5 91.488
Accuracy of the ema network on the 50000 test images: 72.9%
--
EPOCH 91
 * Acc@1 71.154 Acc@5 90.614
Accuracy of the network on the 50000 test images: 71.2%
 * Acc@1 72.916 Acc@5 91.494
Accuracy of the ema network on the 50000 test images: 72.9%
--
EPOCH 92
 * Acc@1 71.392 Acc@5 90.698
Accuracy of the network on the 50000 test images: 71.4%
 * Acc@1 72.972 Acc@5 91.560
Accuracy of the ema network on the 50000 test images: 73.0%
--
EPOCH 93
 * Acc@1 71.244 Acc@5 90.626
Accuracy of the network on the 50000 test images: 71.2%
 * Acc@1 73.014 Acc@5 91.572
Accuracy of the ema network on the 50000 test images: 73.0%
--
EPOCH 94
 * Acc@1 71.160 Acc@5 90.440
Accuracy of the network on the 50000 test images: 71.2%
 * Acc@1 73.074 Acc@5 91.586
Accuracy of the ema network on the 50000 test images: 73.1%
--
EPOCH 95
 * Acc@1 71.228 Acc@5 90.840
Accuracy of the network on the 50000 test images: 71.2%
 * Acc@1 73.100 Acc@5 91.588
Accuracy of the ema network on the 50000 test images: 73.1%
--
EPOCH 96
 * Acc@1 71.286 Acc@5 90.628
Accuracy of the network on the 50000 test images: 71.3%
 * Acc@1 73.146 Acc@5 91.582
Accuracy of the ema network on the 50000 test images: 73.1%
--
EPOCH 97
 * Acc@1 71.576 Acc@5 90.896
Accuracy of the network on the 50000 test images: 71.6%
 * Acc@1 73.136 Acc@5 91.644
Accuracy of the ema network on the 50000 test images: 73.1%
--
EPOCH 98
 * Acc@1 71.388 Acc@5 90.726
Accuracy of the network on the 50000 test images: 71.4%
 * Acc@1 73.190 Acc@5 91.648
Accuracy of the ema network on the 50000 test images: 73.2%
--
EPOCH 99
 * Acc@1 71.358 Acc@5 90.884
Accuracy of the network on the 50000 test images: 71.4%
 * Acc@1 73.250 Acc@5 91.658
Accuracy of the ema network on the 50000 test images: 73.3%
--
EPOCH 100
 * Acc@1 71.492 Acc@5 90.714
Accuracy of the network on the 50000 test images: 71.5%
 * Acc@1 73.256 Acc@5 91.694
Accuracy of the ema network on the 50000 test images: 73.3%
--
EPOCH 101
 * Acc@1 71.526 Acc@5 90.832
Accuracy of the network on the 50000 test images: 71.5%
 * Acc@1 73.272 Acc@5 91.732
Accuracy of the ema network on the 50000 test images: 73.3%
--
EPOCH 102
 * Acc@1 71.524 Acc@5 90.818
Accuracy of the network on the 50000 test images: 71.5%
 * Acc@1 73.280 Acc@5 91.730
Accuracy of the ema network on the 50000 test images: 73.3%
--
EPOCH 103
 * Acc@1 71.682 Acc@5 90.908
Accuracy of the network on the 50000 test images: 71.7%
 * Acc@1 73.304 Acc@5 91.772
Accuracy of the ema network on the 50000 test images: 73.3%
--
EPOCH 104
 * Acc@1 71.676 Acc@5 90.976
Accuracy of the network on the 50000 test images: 71.7%
 * Acc@1 73.326 Acc@5 91.740
Accuracy of the ema network on the 50000 test images: 73.3%
--
EPOCH 105
 * Acc@1 71.816 Acc@5 90.988
Accuracy of the network on the 50000 test images: 71.8%
 * Acc@1 73.370 Acc@5 91.766
Accuracy of the ema network on the 50000 test images: 73.4%
--
EPOCH 106
 * Acc@1 71.582 Acc@5 90.718
Accuracy of the network on the 50000 test images: 71.6%
 * Acc@1 73.390 Acc@5 91.800
Accuracy of the ema network on the 50000 test images: 73.4%
--
EPOCH 107
 * Acc@1 71.690 Acc@5 90.950
Accuracy of the network on the 50000 test images: 71.7%
 * Acc@1 73.426 Acc@5 91.782
Accuracy of the ema network on the 50000 test images: 73.4%
--
EPOCH 108
 * Acc@1 71.876 Acc@5 90.998
Accuracy of the network on the 50000 test images: 71.9%
 * Acc@1 73.460 Acc@5 91.824
Accuracy of the ema network on the 50000 test images: 73.5%
--
EPOCH 109
 * Acc@1 71.670 Acc@5 90.960
Accuracy of the network on the 50000 test images: 71.7%
 * Acc@1 73.476 Acc@5 91.842
Accuracy of the ema network on the 50000 test images: 73.5%
--
EPOCH 110
 * Acc@1 71.760 Acc@5 91.174
Accuracy of the network on the 50000 test images: 71.8%
 * Acc@1 73.516 Acc@5 91.812
Accuracy of the ema network on the 50000 test images: 73.5%
--
EPOCH 111
 * Acc@1 71.856 Acc@5 91.018
Accuracy of the network on the 50000 test images: 71.9%
 * Acc@1 73.520 Acc@5 91.864
Accuracy of the ema network on the 50000 test images: 73.5%
--
EPOCH 112
 * Acc@1 71.876 Acc@5 91.000
Accuracy of the network on the 50000 test images: 71.9%
 * Acc@1 73.530 Acc@5 91.904
Accuracy of the ema network on the 50000 test images: 73.5%
--
EPOCH 113
 * Acc@1 71.796 Acc@5 90.972
Accuracy of the network on the 50000 test images: 71.8%
 * Acc@1 73.576 Acc@5 91.924
Accuracy of the ema network on the 50000 test images: 73.6%
--
EPOCH 114
 * Acc@1 71.934 Acc@5 91.118
Accuracy of the network on the 50000 test images: 71.9%
 * Acc@1 73.594 Acc@5 91.922
Accuracy of the ema network on the 50000 test images: 73.6%
--
EPOCH 115
 * Acc@1 71.718 Acc@5 91.032
Accuracy of the network on the 50000 test images: 71.7%
 * Acc@1 73.636 Acc@5 91.954
Accuracy of the ema network on the 50000 test images: 73.6%
--
EPOCH 116
 * Acc@1 72.032 Acc@5 91.090
Accuracy of the network on the 50000 test images: 72.0%
 * Acc@1 73.648 Acc@5 91.966
Accuracy of the ema network on the 50000 test images: 73.6%
--
EPOCH 117
 * Acc@1 71.926 Acc@5 91.066
Accuracy of the network on the 50000 test images: 71.9%
 * Acc@1 73.626 Acc@5 91.946
Accuracy of the ema network on the 50000 test images: 73.6%
--
EPOCH 118
 * Acc@1 72.246 Acc@5 91.196
Accuracy of the network on the 50000 test images: 72.2%
 * Acc@1 73.678 Acc@5 91.964
Accuracy of the ema network on the 50000 test images: 73.7%
--
EPOCH 119
 * Acc@1 71.912 Acc@5 91.170
Accuracy of the network on the 50000 test images: 71.9%
 * Acc@1 73.674 Acc@5 91.960
Accuracy of the ema network on the 50000 test images: 73.7%
--
EPOCH 120
 * Acc@1 72.114 Acc@5 91.262
Accuracy of the network on the 50000 test images: 72.1%
 * Acc@1 73.714 Acc@5 91.970
Accuracy of the ema network on the 50000 test images: 73.7%
--
EPOCH 121
 * Acc@1 71.888 Acc@5 91.064
Accuracy of the network on the 50000 test images: 71.9%
 * Acc@1 73.760 Acc@5 91.986
Accuracy of the ema network on the 50000 test images: 73.8%
--
EPOCH 122
 * Acc@1 72.144 Acc@5 91.156
Accuracy of the network on the 50000 test images: 72.1%
 * Acc@1 73.766 Acc@5 92.056
Accuracy of the ema network on the 50000 test images: 73.8%
--
EPOCH 123
 * Acc@1 72.434 Acc@5 91.398
Accuracy of the network on the 50000 test images: 72.4%
 * Acc@1 73.776 Acc@5 92.074
Accuracy of the ema network on the 50000 test images: 73.8%
--
EPOCH 124
 * Acc@1 72.432 Acc@5 91.260
Accuracy of the network on the 50000 test images: 72.4%
 * Acc@1 73.786 Acc@5 92.090
Accuracy of the ema network on the 50000 test images: 73.8%
--
EPOCH 125
 * Acc@1 72.272 Acc@5 91.258
Accuracy of the network on the 50000 test images: 72.3%
 * Acc@1 73.824 Acc@5 92.080
Accuracy of the ema network on the 50000 test images: 73.8%
--
EPOCH 126
 * Acc@1 72.160 Acc@5 91.246
Accuracy of the network on the 50000 test images: 72.2%
 * Acc@1 73.860 Acc@5 92.110
Accuracy of the ema network on the 50000 test images: 73.9%
--
EPOCH 127
 * Acc@1 72.388 Acc@5 91.148
Accuracy of the network on the 50000 test images: 72.4%
 * Acc@1 73.842 Acc@5 92.120
Accuracy of the ema network on the 50000 test images: 73.8%
--
EPOCH 128
 * Acc@1 72.400 Acc@5 91.290
Accuracy of the network on the 50000 test images: 72.4%
 * Acc@1 73.876 Acc@5 92.130
Accuracy of the ema network on the 50000 test images: 73.9%
--
EPOCH 129
 * Acc@1 72.272 Acc@5 91.336
Accuracy of the network on the 50000 test images: 72.3%
 * Acc@1 73.978 Acc@5 92.128
Accuracy of the ema network on the 50000 test images: 74.0%
--
EPOCH 130
 * Acc@1 72.636 Acc@5 91.350
Accuracy of the network on the 50000 test images: 72.6%
 * Acc@1 74.016 Acc@5 92.140
Accuracy of the ema network on the 50000 test images: 74.0%
--
EPOCH 131
 * Acc@1 72.244 Acc@5 91.294
Accuracy of the network on the 50000 test images: 72.2%
 * Acc@1 74.046 Acc@5 92.156
Accuracy of the ema network on the 50000 test images: 74.0%
--
EPOCH 132
 * Acc@1 72.594 Acc@5 91.438
Accuracy of the network on the 50000 test images: 72.6%
 * Acc@1 74.070 Acc@5 92.180
Accuracy of the ema network on the 50000 test images: 74.1%
--
EPOCH 133
 * Acc@1 72.480 Acc@5 91.514
Accuracy of the network on the 50000 test images: 72.5%
 * Acc@1 74.132 Acc@5 92.208
Accuracy of the ema network on the 50000 test images: 74.1%
--
EPOCH 134
 * Acc@1 72.538 Acc@5 91.396
Accuracy of the network on the 50000 test images: 72.5%
 * Acc@1 74.122 Acc@5 92.226
Accuracy of the ema network on the 50000 test images: 74.1%
--
EPOCH 135
 * Acc@1 72.736 Acc@5 91.446
Accuracy of the network on the 50000 test images: 72.7%
 * Acc@1 74.168 Acc@5 92.240
Accuracy of the ema network on the 50000 test images: 74.2%
--
EPOCH 136
 * Acc@1 72.488 Acc@5 91.400
Accuracy of the network on the 50000 test images: 72.5%
 * Acc@1 74.196 Acc@5 92.248
Accuracy of the ema network on the 50000 test images: 74.2%
--
EPOCH 137
 * Acc@1 72.674 Acc@5 91.550
Accuracy of the network on the 50000 test images: 72.7%
 * Acc@1 74.164 Acc@5 92.282
Accuracy of the ema network on the 50000 test images: 74.2%
--
EPOCH 138
 * Acc@1 72.594 Acc@5 91.372
Accuracy of the network on the 50000 test images: 72.6%
 * Acc@1 74.160 Acc@5 92.276
Accuracy of the ema network on the 50000 test images: 74.2%
--
EPOCH 139
 * Acc@1 72.608 Acc@5 91.466
Accuracy of the network on the 50000 test images: 72.6%
 * Acc@1 74.254 Acc@5 92.308
Accuracy of the ema network on the 50000 test images: 74.3%
--
EPOCH 140
 * Acc@1 72.784 Acc@5 91.568
Accuracy of the network on the 50000 test images: 72.8%
 * Acc@1 74.274 Acc@5 92.318
Accuracy of the ema network on the 50000 test images: 74.3%
--
EPOCH 141
 * Acc@1 72.568 Acc@5 91.564
Accuracy of the network on the 50000 test images: 72.6%
 * Acc@1 74.270 Acc@5 92.322
Accuracy of the ema network on the 50000 test images: 74.3%
--
EPOCH 142
 * Acc@1 72.852 Acc@5 91.552
Accuracy of the network on the 50000 test images: 72.9%
 * Acc@1 74.268 Acc@5 92.332
Accuracy of the ema network on the 50000 test images: 74.3%
--
EPOCH 143
 * Acc@1 72.862 Acc@5 91.506
Accuracy of the network on the 50000 test images: 72.9%
 * Acc@1 74.314 Acc@5 92.342
Accuracy of the ema network on the 50000 test images: 74.3%
--
EPOCH 144
 * Acc@1 72.882 Acc@5 91.584
Accuracy of the network on the 50000 test images: 72.9%
 * Acc@1 74.342 Acc@5 92.370
Accuracy of the ema network on the 50000 test images: 74.3%
--
EPOCH 145
 * Acc@1 72.744 Acc@5 91.618
Accuracy of the network on the 50000 test images: 72.7%
 * Acc@1 74.422 Acc@5 92.390
Accuracy of the ema network on the 50000 test images: 74.4%
--
EPOCH 146
 * Acc@1 72.770 Acc@5 91.524
Accuracy of the network on the 50000 test images: 72.8%
 * Acc@1 74.382 Acc@5 92.412
Accuracy of the ema network on the 50000 test images: 74.4%
--
EPOCH 147
 * Acc@1 72.822 Acc@5 91.588
Accuracy of the network on the 50000 test images: 72.8%
 * Acc@1 74.418 Acc@5 92.396
Accuracy of the ema network on the 50000 test images: 74.4%
--
EPOCH 148
 * Acc@1 73.050 Acc@5 91.752
Accuracy of the network on the 50000 test images: 73.1%
 * Acc@1 74.434 Acc@5 92.404
Accuracy of the ema network on the 50000 test images: 74.4%
--
EPOCH 149
 * Acc@1 73.116 Acc@5 91.690
Accuracy of the network on the 50000 test images: 73.1%
 * Acc@1 74.500 Acc@5 92.422
Accuracy of the ema network on the 50000 test images: 74.5%
--
EPOCH 150
 * Acc@1 73.076 Acc@5 91.774
Accuracy of the network on the 50000 test images: 73.1%
 * Acc@1 74.542 Acc@5 92.434
Accuracy of the ema network on the 50000 test images: 74.5%
--
EPOCH 151
 * Acc@1 73.044 Acc@5 91.800
Accuracy of the network on the 50000 test images: 73.0%
 * Acc@1 74.574 Acc@5 92.450
Accuracy of the ema network on the 50000 test images: 74.6%
--
EPOCH 152
 * Acc@1 72.958 Acc@5 91.646
Accuracy of the network on the 50000 test images: 73.0%
 * Acc@1 74.632 Acc@5 92.470
Accuracy of the ema network on the 50000 test images: 74.6%
--
EPOCH 153
 * Acc@1 73.150 Acc@5 91.664
Accuracy of the network on the 50000 test images: 73.1%
 * Acc@1 74.636 Acc@5 92.492
Accuracy of the ema network on the 50000 test images: 74.6%
--
EPOCH 154
 * Acc@1 73.252 Acc@5 91.760
Accuracy of the network on the 50000 test images: 73.3%
 * Acc@1 74.666 Acc@5 92.522
Accuracy of the ema network on the 50000 test images: 74.7%
--
EPOCH 155
 * Acc@1 73.508 Acc@5 91.842
Accuracy of the network on the 50000 test images: 73.5%
 * Acc@1 74.700 Acc@5 92.542
Accuracy of the ema network on the 50000 test images: 74.7%
--
EPOCH 156
 * Acc@1 73.522 Acc@5 91.888
Accuracy of the network on the 50000 test images: 73.5%
 * Acc@1 74.724 Acc@5 92.556
Accuracy of the ema network on the 50000 test images: 74.7%
--
EPOCH 157
 * Acc@1 73.458 Acc@5 91.818
Accuracy of the network on the 50000 test images: 73.5%
 * Acc@1 74.742 Acc@5 92.554
Accuracy of the ema network on the 50000 test images: 74.7%
--
EPOCH 158
 * Acc@1 73.608 Acc@5 91.924
Accuracy of the network on the 50000 test images: 73.6%
 * Acc@1 74.762 Acc@5 92.546
Accuracy of the ema network on the 50000 test images: 74.8%
--
EPOCH 159
 * Acc@1 73.530 Acc@5 91.956
Accuracy of the network on the 50000 test images: 73.5%
 * Acc@1 74.788 Acc@5 92.552
Accuracy of the ema network on the 50000 test images: 74.8%
--
EPOCH 160
 * Acc@1 73.522 Acc@5 91.780
Accuracy of the network on the 50000 test images: 73.5%
 * Acc@1 74.788 Acc@5 92.588
Accuracy of the ema network on the 50000 test images: 74.8%
--
EPOCH 161
 * Acc@1 73.322 Acc@5 91.884
Accuracy of the network on the 50000 test images: 73.3%
 * Acc@1 74.790 Acc@5 92.602
Accuracy of the ema network on the 50000 test images: 74.8%
--
EPOCH 162
 * Acc@1 73.618 Acc@5 91.956
Accuracy of the network on the 50000 test images: 73.6%
 * Acc@1 74.816 Acc@5 92.628
Accuracy of the ema network on the 50000 test images: 74.8%
--
EPOCH 163
 * Acc@1 73.660 Acc@5 91.922
Accuracy of the network on the 50000 test images: 73.7%
 * Acc@1 74.844 Acc@5 92.656
Accuracy of the ema network on the 50000 test images: 74.8%
--
EPOCH 164
 * Acc@1 73.576 Acc@5 91.946
Accuracy of the network on the 50000 test images: 73.6%
 * Acc@1 74.854 Acc@5 92.652
Accuracy of the ema network on the 50000 test images: 74.9%
--
EPOCH 165
 * Acc@1 73.726 Acc@5 92.010
Accuracy of the network on the 50000 test images: 73.7%
 * Acc@1 74.872 Acc@5 92.658
Accuracy of the ema network on the 50000 test images: 74.9%
--
EPOCH 166
 * Acc@1 73.524 Acc@5 92.028
Accuracy of the network on the 50000 test images: 73.5%
 * Acc@1 74.896 Acc@5 92.698
Accuracy of the ema network on the 50000 test images: 74.9%
--
EPOCH 167
 * Acc@1 73.346 Acc@5 91.874
Accuracy of the network on the 50000 test images: 73.3%
 * Acc@1 74.878 Acc@5 92.712
Accuracy of the ema network on the 50000 test images: 74.9%
--
EPOCH 168
 * Acc@1 73.784 Acc@5 92.062
Accuracy of the network on the 50000 test images: 73.8%
 * Acc@1 74.928 Acc@5 92.704
Accuracy of the ema network on the 50000 test images: 74.9%
--
EPOCH 169
 * Acc@1 73.762 Acc@5 92.052
Accuracy of the network on the 50000 test images: 73.8%
 * Acc@1 74.928 Acc@5 92.714
Accuracy of the ema network on the 50000 test images: 74.9%
--
EPOCH 170
 * Acc@1 73.756 Acc@5 92.022
Accuracy of the network on the 50000 test images: 73.8%
 * Acc@1 74.982 Acc@5 92.708
Accuracy of the ema network on the 50000 test images: 75.0%
--
EPOCH 171
 * Acc@1 73.890 Acc@5 92.108
Accuracy of the network on the 50000 test images: 73.9%
 * Acc@1 74.978 Acc@5 92.726
Accuracy of the ema network on the 50000 test images: 75.0%
--
EPOCH 172
 * Acc@1 73.844 Acc@5 92.206
Accuracy of the network on the 50000 test images: 73.8%
 * Acc@1 75.076 Acc@5 92.748
Accuracy of the ema network on the 50000 test images: 75.1%
--
EPOCH 173
 * Acc@1 73.956 Acc@5 92.174
Accuracy of the network on the 50000 test images: 74.0%
 * Acc@1 75.116 Acc@5 92.770
Accuracy of the ema network on the 50000 test images: 75.1%
--
EPOCH 174
 * Acc@1 74.092 Acc@5 92.226
Accuracy of the network on the 50000 test images: 74.1%
 * Acc@1 75.114 Acc@5 92.808
Accuracy of the ema network on the 50000 test images: 75.1%
--
EPOCH 175
 * Acc@1 73.826 Acc@5 92.156
Accuracy of the network on the 50000 test images: 73.8%
 * Acc@1 75.106 Acc@5 92.828
Accuracy of the ema network on the 50000 test images: 75.1%
--
EPOCH 176
 * Acc@1 73.870 Acc@5 92.202
Accuracy of the network on the 50000 test images: 73.9%
 * Acc@1 75.128 Acc@5 92.820
Accuracy of the ema network on the 50000 test images: 75.1%
--
EPOCH 177
 * Acc@1 73.952 Acc@5 92.226
Accuracy of the network on the 50000 test images: 74.0%
 * Acc@1 75.168 Acc@5 92.832
Accuracy of the ema network on the 50000 test images: 75.2%
--
EPOCH 178
 * Acc@1 74.084 Acc@5 92.274
Accuracy of the network on the 50000 test images: 74.1%
 * Acc@1 75.224 Acc@5 92.834
Accuracy of the ema network on the 50000 test images: 75.2%
--
EPOCH 179
 * Acc@1 73.830 Acc@5 92.134
Accuracy of the network on the 50000 test images: 73.8%
 * Acc@1 75.228 Acc@5 92.820
Accuracy of the ema network on the 50000 test images: 75.2%
--
EPOCH 180
 * Acc@1 74.064 Acc@5 92.202
Accuracy of the network on the 50000 test images: 74.1%
 * Acc@1 75.274 Acc@5 92.804
Accuracy of the ema network on the 50000 test images: 75.3%
--
EPOCH 181
 * Acc@1 74.090 Acc@5 92.258
Accuracy of the network on the 50000 test images: 74.1%
 * Acc@1 75.254 Acc@5 92.816
Accuracy of the ema network on the 50000 test images: 75.3%
--
EPOCH 182
 * Acc@1 74.166 Acc@5 92.208
Accuracy of the network on the 50000 test images: 74.2%
 * Acc@1 75.294 Acc@5 92.816
Accuracy of the ema network on the 50000 test images: 75.3%
--
EPOCH 183
 * Acc@1 74.444 Acc@5 92.344
Accuracy of the network on the 50000 test images: 74.4%
 * Acc@1 75.328 Acc@5 92.818
Accuracy of the ema network on the 50000 test images: 75.3%
--
EPOCH 184
 * Acc@1 74.152 Acc@5 92.190
Accuracy of the network on the 50000 test images: 74.2%
 * Acc@1 75.318 Acc@5 92.824
Accuracy of the ema network on the 50000 test images: 75.3%
--
EPOCH 185
 * Acc@1 74.286 Acc@5 92.410
Accuracy of the network on the 50000 test images: 74.3%
 * Acc@1 75.332 Acc@5 92.828
Accuracy of the ema network on the 50000 test images: 75.3%
--
EPOCH 186
 * Acc@1 74.242 Acc@5 92.346
Accuracy of the network on the 50000 test images: 74.2%
 * Acc@1 75.364 Acc@5 92.862
Accuracy of the ema network on the 50000 test images: 75.4%
--
EPOCH 187
 * Acc@1 74.204 Acc@5 92.340
Accuracy of the network on the 50000 test images: 74.2%
 * Acc@1 75.420 Acc@5 92.898
Accuracy of the ema network on the 50000 test images: 75.4%
--
EPOCH 188
 * Acc@1 74.436 Acc@5 92.488
Accuracy of the network on the 50000 test images: 74.4%
 * Acc@1 75.454 Acc@5 92.934
Accuracy of the ema network on the 50000 test images: 75.5%
--
EPOCH 189
 * Acc@1 74.446 Acc@5 92.480
Accuracy of the network on the 50000 test images: 74.4%
 * Acc@1 75.432 Acc@5 92.944
Accuracy of the ema network on the 50000 test images: 75.4%
--
EPOCH 190
 * Acc@1 74.560 Acc@5 92.420
Accuracy of the network on the 50000 test images: 74.6%
 * Acc@1 75.464 Acc@5 92.948
Accuracy of the ema network on the 50000 test images: 75.5%
--
EPOCH 191
 * Acc@1 74.612 Acc@5 92.686
Accuracy of the network on the 50000 test images: 74.6%
 * Acc@1 75.474 Acc@5 92.966
Accuracy of the ema network on the 50000 test images: 75.5%
--
EPOCH 192
 * Acc@1 74.476 Acc@5 92.436
Accuracy of the network on the 50000 test images: 74.5%
 * Acc@1 75.542 Acc@5 92.992
Accuracy of the ema network on the 50000 test images: 75.5%
--
EPOCH 193
 * Acc@1 74.652 Acc@5 92.452
Accuracy of the network on the 50000 test images: 74.7%
 * Acc@1 75.580 Acc@5 92.986
Accuracy of the ema network on the 50000 test images: 75.6%
--
EPOCH 194
 * Acc@1 74.434 Acc@5 92.484
Accuracy of the network on the 50000 test images: 74.4%
 * Acc@1 75.578 Acc@5 92.988
Accuracy of the ema network on the 50000 test images: 75.6%
--
EPOCH 195
 * Acc@1 74.620 Acc@5 92.428
Accuracy of the network on the 50000 test images: 74.6%
 * Acc@1 75.654 Acc@5 92.980
Accuracy of the ema network on the 50000 test images: 75.7%
--
EPOCH 196
 * Acc@1 74.676 Acc@5 92.522
Accuracy of the network on the 50000 test images: 74.7%
 * Acc@1 75.656 Acc@5 93.004
Accuracy of the ema network on the 50000 test images: 75.7%
--
EPOCH 197
 * Acc@1 74.450 Acc@5 92.466
Accuracy of the network on the 50000 test images: 74.5%
 * Acc@1 75.666 Acc@5 93.012
Accuracy of the ema network on the 50000 test images: 75.7%
--
EPOCH 198
 * Acc@1 74.612 Acc@5 92.468
Accuracy of the network on the 50000 test images: 74.6%
 * Acc@1 75.708 Acc@5 92.992
Accuracy of the ema network on the 50000 test images: 75.7%
--
EPOCH 199
 * Acc@1 74.626 Acc@5 92.498
Accuracy of the network on the 50000 test images: 74.6%
 * Acc@1 75.736 Acc@5 92.988
Accuracy of the ema network on the 50000 test images: 75.7%
--
EPOCH 200
 * Acc@1 74.602 Acc@5 92.482
Accuracy of the network on the 50000 test images: 74.6%
 * Acc@1 75.752 Acc@5 92.970
Accuracy of the ema network on the 50000 test images: 75.8%
--
EPOCH 201
 * Acc@1 74.862 Acc@5 92.544
Accuracy of the network on the 50000 test images: 74.9%
 * Acc@1 75.798 Acc@5 92.988
Accuracy of the ema network on the 50000 test images: 75.8%
--
EPOCH 202
 * Acc@1 74.706 Acc@5 92.622
Accuracy of the network on the 50000 test images: 74.7%
 * Acc@1 75.812 Acc@5 93.018
Accuracy of the ema network on the 50000 test images: 75.8%
--
EPOCH 203
 * Acc@1 74.872 Acc@5 92.608
Accuracy of the network on the 50000 test images: 74.9%
 * Acc@1 75.898 Acc@5 93.044
Accuracy of the ema network on the 50000 test images: 75.9%
--
EPOCH 204
 * Acc@1 74.880 Acc@5 92.694
Accuracy of the network on the 50000 test images: 74.9%
 * Acc@1 75.912 Acc@5 93.054
Accuracy of the ema network on the 50000 test images: 75.9%
--
EPOCH 205
 * Acc@1 74.950 Acc@5 92.716
Accuracy of the network on the 50000 test images: 74.9%
 * Acc@1 75.910 Acc@5 93.058
Accuracy of the ema network on the 50000 test images: 75.9%
--
EPOCH 206
 * Acc@1 74.932 Acc@5 92.596
Accuracy of the network on the 50000 test images: 74.9%
 * Acc@1 75.972 Acc@5 93.050
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 207
 * Acc@1 75.060 Acc@5 92.668
Accuracy of the network on the 50000 test images: 75.1%
 * Acc@1 75.952 Acc@5 93.060
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 208
 * Acc@1 75.050 Acc@5 92.726
Accuracy of the network on the 50000 test images: 75.0%
 * Acc@1 75.944 Acc@5 93.030
Accuracy of the ema network on the 50000 test images: 75.9%
--
EPOCH 209
 * Acc@1 75.120 Acc@5 92.702
Accuracy of the network on the 50000 test images: 75.1%
 * Acc@1 75.962 Acc@5 93.040
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 210
 * Acc@1 75.004 Acc@5 92.682
Accuracy of the network on the 50000 test images: 75.0%
 * Acc@1 75.964 Acc@5 93.046
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 211
 * Acc@1 75.232 Acc@5 92.792
Accuracy of the network on the 50000 test images: 75.2%
 * Acc@1 75.950 Acc@5 93.066
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 212
 * Acc@1 75.062 Acc@5 92.674
Accuracy of the network on the 50000 test images: 75.1%
 * Acc@1 75.970 Acc@5 93.090
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 213
 * Acc@1 75.142 Acc@5 92.870
Accuracy of the network on the 50000 test images: 75.1%
 * Acc@1 75.996 Acc@5 93.098
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 214
 * Acc@1 75.162 Acc@5 92.832
Accuracy of the network on the 50000 test images: 75.2%
 * Acc@1 75.980 Acc@5 93.110
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 215
 * Acc@1 75.326 Acc@5 92.708
Accuracy of the network on the 50000 test images: 75.3%
 * Acc@1 75.988 Acc@5 93.114
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 216
 * Acc@1 75.366 Acc@5 92.772
Accuracy of the network on the 50000 test images: 75.4%
 * Acc@1 75.992 Acc@5 93.136
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 217
 * Acc@1 75.420 Acc@5 92.840
Accuracy of the network on the 50000 test images: 75.4%
 * Acc@1 76.010 Acc@5 93.162
Accuracy of the ema network on the 50000 test images: 76.0%
--
EPOCH 218
 * Acc@1 75.308 Acc@5 92.726
Accuracy of the network on the 50000 test images: 75.3%
 * Acc@1 76.050 Acc@5 93.144
Accuracy of the ema network on the 50000 test images: 76.1%
--
EPOCH 219
 * Acc@1 75.420 Acc@5 92.902
Accuracy of the network on the 50000 test images: 75.4%
 * Acc@1 76.054 Acc@5 93.132
Accuracy of the ema network on the 50000 test images: 76.1%
--
EPOCH 220
 * Acc@1 75.398 Acc@5 92.856
Accuracy of the network on the 50000 test images: 75.4%
 * Acc@1 76.062 Acc@5 93.166
Accuracy of the ema network on the 50000 test images: 76.1%
--
EPOCH 221
 * Acc@1 75.606 Acc@5 92.964
Accuracy of the network on the 50000 test images: 75.6%
 * Acc@1 76.078 Acc@5 93.164
Accuracy of the ema network on the 50000 test images: 76.1%
--
EPOCH 222
 * Acc@1 75.540 Acc@5 92.926
Accuracy of the network on the 50000 test images: 75.5%
 * Acc@1 76.116 Acc@5 93.206
Accuracy of the ema network on the 50000 test images: 76.1%
--
EPOCH 223
 * Acc@1 75.436 Acc@5 92.842
Accuracy of the network on the 50000 test images: 75.4%
 * Acc@1 76.156 Acc@5 93.210
Accuracy of the ema network on the 50000 test images: 76.2%
--
EPOCH 224
 * Acc@1 75.492 Acc@5 92.874
Accuracy of the network on the 50000 test images: 75.5%
 * Acc@1 76.170 Acc@5 93.222
Accuracy of the ema network on the 50000 test images: 76.2%
--
EPOCH 225
 * Acc@1 75.754 Acc@5 92.968
Accuracy of the network on the 50000 test images: 75.8%
 * Acc@1 76.180 Acc@5 93.238
Accuracy of the ema network on the 50000 test images: 76.2%
--
EPOCH 226
 * Acc@1 75.666 Acc@5 92.942
Accuracy of the network on the 50000 test images: 75.7%
 * Acc@1 76.174 Acc@5 93.238
Accuracy of the ema network on the 50000 test images: 76.2%
--
EPOCH 227
 * Acc@1 75.824 Acc@5 93.022
Accuracy of the network on the 50000 test images: 75.8%
 * Acc@1 76.222 Acc@5 93.246
Accuracy of the ema network on the 50000 test images: 76.2%
--
EPOCH 228
 * Acc@1 75.520 Acc@5 92.998
Accuracy of the network on the 50000 test images: 75.5%
 * Acc@1 76.258 Acc@5 93.236
Accuracy of the ema network on the 50000 test images: 76.3%
--
EPOCH 229
 * Acc@1 75.560 Acc@5 92.954
Accuracy of the network on the 50000 test images: 75.6%
 * Acc@1 76.280 Acc@5 93.222
Accuracy of the ema network on the 50000 test images: 76.3%
--
EPOCH 230
 * Acc@1 75.648 Acc@5 92.950
Accuracy of the network on the 50000 test images: 75.6%
 * Acc@1 76.292 Acc@5 93.264
Accuracy of the ema network on the 50000 test images: 76.3%
--
EPOCH 231
 * Acc@1 75.912 Acc@5 93.104
Accuracy of the network on the 50000 test images: 75.9%
 * Acc@1 76.286 Acc@5 93.268
Accuracy of the ema network on the 50000 test images: 76.3%
--
EPOCH 232
 * Acc@1 75.778 Acc@5 93.010
Accuracy of the network on the 50000 test images: 75.8%
 * Acc@1 76.328 Acc@5 93.260
Accuracy of the ema network on the 50000 test images: 76.3%
--
EPOCH 233
 * Acc@1 75.992 Acc@5 93.050
Accuracy of the network on the 50000 test images: 76.0%
 * Acc@1 76.338 Acc@5 93.294
Accuracy of the ema network on the 50000 test images: 76.3%
--
EPOCH 234
 * Acc@1 76.062 Acc@5 93.070
Accuracy of the network on the 50000 test images: 76.1%
 * Acc@1 76.414 Acc@5 93.282
Accuracy of the ema network on the 50000 test images: 76.4%
--
EPOCH 235
 * Acc@1 76.054 Acc@5 93.150
Accuracy of the network on the 50000 test images: 76.1%
 * Acc@1 76.452 Acc@5 93.276
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 236
 * Acc@1 76.016 Acc@5 93.084
Accuracy of the network on the 50000 test images: 76.0%
 * Acc@1 76.458 Acc@5 93.280
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 237
 * Acc@1 76.042 Acc@5 93.172
Accuracy of the network on the 50000 test images: 76.0%
 * Acc@1 76.472 Acc@5 93.290
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 238
 * Acc@1 76.064 Acc@5 93.142
Accuracy of the network on the 50000 test images: 76.1%
 * Acc@1 76.466 Acc@5 93.310
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 239
 * Acc@1 75.978 Acc@5 93.136
Accuracy of the network on the 50000 test images: 76.0%
 * Acc@1 76.488 Acc@5 93.328
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 240
 * Acc@1 76.038 Acc@5 93.102
Accuracy of the network on the 50000 test images: 76.0%
 * Acc@1 76.508 Acc@5 93.302
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 241
 * Acc@1 76.074 Acc@5 93.126
Accuracy of the network on the 50000 test images: 76.1%
 * Acc@1 76.506 Acc@5 93.328
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 242
 * Acc@1 76.160 Acc@5 93.118
Accuracy of the network on the 50000 test images: 76.2%
 * Acc@1 76.546 Acc@5 93.308
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 243
 * Acc@1 76.146 Acc@5 93.196
Accuracy of the network on the 50000 test images: 76.1%
 * Acc@1 76.540 Acc@5 93.318
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 244
 * Acc@1 76.280 Acc@5 93.266
Accuracy of the network on the 50000 test images: 76.3%
 * Acc@1 76.522 Acc@5 93.362
Accuracy of the ema network on the 50000 test images: 76.5%
--
EPOCH 245
 * Acc@1 76.216 Acc@5 93.282
Accuracy of the network on the 50000 test images: 76.2%
 * Acc@1 76.570 Acc@5 93.370
Accuracy of the ema network on the 50000 test images: 76.6%
--
EPOCH 246
 * Acc@1 76.236 Acc@5 93.258
Accuracy of the network on the 50000 test images: 76.2%
 * Acc@1 76.598 Acc@5 93.356
Accuracy of the ema network on the 50000 test images: 76.6%
--
EPOCH 247
 * Acc@1 76.388 Acc@5 93.262
Accuracy of the network on the 50000 test images: 76.4%
 * Acc@1 76.586 Acc@5 93.362
Accuracy of the ema network on the 50000 test images: 76.6%
--
EPOCH 248
 * Acc@1 76.192 Acc@5 93.272
Accuracy of the network on the 50000 test images: 76.2%
 * Acc@1 76.612 Acc@5 93.378
Accuracy of the ema network on the 50000 test images: 76.6%
--
EPOCH 249
 * Acc@1 76.286 Acc@5 93.242
Accuracy of the network on the 50000 test images: 76.3%
 * Acc@1 76.644 Acc@5 93.378
Accuracy of the ema network on the 50000 test images: 76.6%
--
EPOCH 250
 * Acc@1 76.408 Acc@5 93.258
Accuracy of the network on the 50000 test images: 76.4%
 * Acc@1 76.660 Acc@5 93.370
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 251
 * Acc@1 76.316 Acc@5 93.336
Accuracy of the network on the 50000 test images: 76.3%
 * Acc@1 76.670 Acc@5 93.404
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 252
 * Acc@1 76.456 Acc@5 93.290
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.696 Acc@5 93.402
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 253
 * Acc@1 76.548 Acc@5 93.364
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.694 Acc@5 93.404
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 254
 * Acc@1 76.448 Acc@5 93.396
Accuracy of the network on the 50000 test images: 76.4%
 * Acc@1 76.706 Acc@5 93.408
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 255
 * Acc@1 76.452 Acc@5 93.376
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.702 Acc@5 93.432
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 256
 * Acc@1 76.400 Acc@5 93.260
Accuracy of the network on the 50000 test images: 76.4%
 * Acc@1 76.712 Acc@5 93.438
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 257
 * Acc@1 76.464 Acc@5 93.308
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.722 Acc@5 93.446
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 258
 * Acc@1 76.590 Acc@5 93.302
Accuracy of the network on the 50000 test images: 76.6%
 * Acc@1 76.722 Acc@5 93.458
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 259
 * Acc@1 76.508 Acc@5 93.314
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.748 Acc@5 93.456
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 260
 * Acc@1 76.506 Acc@5 93.428
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.780 Acc@5 93.470
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 261
 * Acc@1 76.634 Acc@5 93.384
Accuracy of the network on the 50000 test images: 76.6%
 * Acc@1 76.766 Acc@5 93.466
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 262
 * Acc@1 76.564 Acc@5 93.380
Accuracy of the network on the 50000 test images: 76.6%
 * Acc@1 76.728 Acc@5 93.478
Accuracy of the ema network on the 50000 test images: 76.7%
--
EPOCH 263
 * Acc@1 76.514 Acc@5 93.322
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.766 Acc@5 93.474
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 264
 * Acc@1 76.626 Acc@5 93.368
Accuracy of the network on the 50000 test images: 76.6%
 * Acc@1 76.772 Acc@5 93.486
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 265
 * Acc@1 76.630 Acc@5 93.418
Accuracy of the network on the 50000 test images: 76.6%
 * Acc@1 76.814 Acc@5 93.492
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 266
 * Acc@1 76.736 Acc@5 93.458
Accuracy of the network on the 50000 test images: 76.7%
 * Acc@1 76.818 Acc@5 93.490
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 267
 * Acc@1 76.544 Acc@5 93.338
Accuracy of the network on the 50000 test images: 76.5%
 * Acc@1 76.826 Acc@5 93.508
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 268
 * Acc@1 76.698 Acc@5 93.376
Accuracy of the network on the 50000 test images: 76.7%
 * Acc@1 76.804 Acc@5 93.506
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 269
 * Acc@1 76.722 Acc@5 93.408
Accuracy of the network on the 50000 test images: 76.7%
 * Acc@1 76.844 Acc@5 93.522
Accuracy of the ema network on the 50000 test images: 76.8%
--
EPOCH 270
 * Acc@1 76.660 Acc@5 93.424
Accuracy of the network on the 50000 test images: 76.7%
 * Acc@1 76.852 Acc@5 93.506
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 271
 * Acc@1 76.886 Acc@5 93.500
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 76.858 Acc@5 93.504
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 272
 * Acc@1 76.716 Acc@5 93.414
Accuracy of the network on the 50000 test images: 76.7%
 * Acc@1 76.856 Acc@5 93.504
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 273
 * Acc@1 76.716 Acc@5 93.446
Accuracy of the network on the 50000 test images: 76.7%
 * Acc@1 76.880 Acc@5 93.508
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 274
 * Acc@1 76.878 Acc@5 93.474
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 76.906 Acc@5 93.502
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 275
 * Acc@1 76.678 Acc@5 93.488
Accuracy of the network on the 50000 test images: 76.7%
 * Acc@1 76.910 Acc@5 93.516
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 276
 * Acc@1 76.838 Acc@5 93.458
Accuracy of the network on the 50000 test images: 76.8%
 * Acc@1 76.926 Acc@5 93.502
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 277
 * Acc@1 76.760 Acc@5 93.502
Accuracy of the network on the 50000 test images: 76.8%
 * Acc@1 76.938 Acc@5 93.504
Accuracy of the ema network on the 50000 test images: 76.9%
--
EPOCH 278
 * Acc@1 76.792 Acc@5 93.490
Accuracy of the network on the 50000 test images: 76.8%
 * Acc@1 76.950 Acc@5 93.514
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 279
 * Acc@1 76.916 Acc@5 93.500
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 76.958 Acc@5 93.520
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 280
 * Acc@1 76.904 Acc@5 93.522
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 76.972 Acc@5 93.524
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 281
 * Acc@1 76.850 Acc@5 93.438
Accuracy of the network on the 50000 test images: 76.8%
 * Acc@1 76.968 Acc@5 93.530
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 282
 * Acc@1 77.004 Acc@5 93.584
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.000 Acc@5 93.514
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 283
 * Acc@1 76.934 Acc@5 93.492
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 76.996 Acc@5 93.522
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 284
 * Acc@1 76.902 Acc@5 93.524
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 76.996 Acc@5 93.524
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 285
 * Acc@1 76.958 Acc@5 93.520
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 76.990 Acc@5 93.526
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 286
 * Acc@1 76.930 Acc@5 93.480
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 77.010 Acc@5 93.540
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 287
 * Acc@1 76.950 Acc@5 93.514
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.022 Acc@5 93.534
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 288
 * Acc@1 77.012 Acc@5 93.538
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.018 Acc@5 93.534
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 289
 * Acc@1 77.082 Acc@5 93.550
Accuracy of the network on the 50000 test images: 77.1%
 * Acc@1 77.024 Acc@5 93.542
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 290
 * Acc@1 77.076 Acc@5 93.508
Accuracy of the network on the 50000 test images: 77.1%
 * Acc@1 77.020 Acc@5 93.548
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 291
 * Acc@1 77.018 Acc@5 93.498
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.034 Acc@5 93.542
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 292
 * Acc@1 77.024 Acc@5 93.546
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.042 Acc@5 93.548
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 293
 * Acc@1 77.060 Acc@5 93.578
Accuracy of the network on the 50000 test images: 77.1%
 * Acc@1 77.038 Acc@5 93.548
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 294
 * Acc@1 77.042 Acc@5 93.512
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.048 Acc@5 93.556
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 295
 * Acc@1 76.942 Acc@5 93.566
Accuracy of the network on the 50000 test images: 76.9%
 * Acc@1 77.064 Acc@5 93.558
Accuracy of the ema network on the 50000 test images: 77.1%
--
EPOCH 296
 * Acc@1 77.028 Acc@5 93.564
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.058 Acc@5 93.562
Accuracy of the ema network on the 50000 test images: 77.1%
--
EPOCH 297
 * Acc@1 77.024 Acc@5 93.544
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.054 Acc@5 93.568
Accuracy of the ema network on the 50000 test images: 77.1%
--
EPOCH 298
 * Acc@1 77.020 Acc@5 93.544
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.050 Acc@5 93.574
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 299
 * Acc@1 76.970 Acc@5 93.546
Accuracy of the network on the 50000 test images: 77.0%
 * Acc@1 77.048 Acc@5 93.578
Accuracy of the ema network on the 50000 test images: 77.0%
--
EPOCH 300
 * Acc@1 77.140 Acc@5 93.560
Accuracy of the network on the 50000 test images: 77.1%
 * Acc@1 77.066 Acc@5 93.580
Accuracy of the ema network on the 50000 test images: 77.1%