/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale/shell_scripts
/gpfs/projects/LynchGroup/spacewhale
Sun May 19 15:57:00 EDT 2019
######################################################################################################
WELCOME TO SPACEWHALE!
######################################################################################################
We will now train your model.. please be patient
Using resneXt Your trained model will be named resnext_full256_lr001
------------------------------------------------------------------------------
<torch.utils.data.dataloader.DataLoader object at 0x2aaafcaeb6d8>
Your dataset size is: 12545
You have 2 classes in your dataset
------------------------------------------------------------------------------
Labels for the dataset are:
water = 0
whale = 1
------------------------------------------------------------------------------
Data loaded into gpu
------------------------------------------------------------------------------
/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale
Epoch 0/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
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torch.Size([32, 2])
torch.Size([32, 2])
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torch.Size([32, 2])
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torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
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torch.Size([32, 2])
train Loss: 0.5467 Acc: 0.7342 Err: 0.2658
TP: 4979.0000  TN: 4231.0000  FP: 2021.0000  FN: 1313.0000
Epoch 1/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
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torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.3867 Acc: 0.8257 Err: 0.1743
TP: 5852.0000  TN: 4506.0000  FP: 1687.0000  FN: 499.0000
Epoch 2/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.3583 Acc: 0.8434 Err: 0.1566
TP: 5866.0000  TN: 4714.0000  FP: 1586.0000  FN: 378.0000
Epoch 3/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.3452 Acc: 0.8489 Err: 0.1510
TP: 5941.0000  TN: 4709.0000  FP: 1532.0000  FN: 362.0000
Epoch 4/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.3312 Acc: 0.8551 Err: 0.1448
TP: 5805.0000  TN: 4922.0000  FP: 1466.0000  FN: 351.0000
Epoch 5/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.3241 Acc: 0.8611 Err: 0.1388
TP: 5988.0000  TN: 4815.0000  FP: 1456.0000  FN: 285.0000
Epoch 6/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.3070 Acc: 0.8668 Err: 0.1331
TP: 6050.0000  TN: 4824.0000  FP: 1384.0000  FN: 286.0000
Epoch 7/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.3002 Acc: 0.8718 Err: 0.1281
TP: 6006.0000  TN: 4931.0000  FP: 1332.0000  FN: 275.0000
Epoch 8/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2900 Acc: 0.8764 Err: 0.1235
TP: 6081.0000  TN: 4914.0000  FP: 1299.0000  FN: 250.0000
Epoch 9/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2911 Acc: 0.8721 Err: 0.1278
TP: 5907.0000  TN: 5034.0000  FP: 1340.0000  FN: 263.0000
Epoch 10/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2859 Acc: 0.8776 Err: 0.1223
TP: 6157.0000  TN: 4853.0000  FP: 1278.0000  FN: 256.0000
Epoch 11/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2728 Acc: 0.8829 Err: 0.1170
TP: 6028.0000  TN: 5048.0000  FP: 1242.0000  FN: 226.0000
Epoch 12/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2803 Acc: 0.8764 Err: 0.1236
TP: 5927.0000  TN: 5067.0000  FP: 1280.0000  FN: 270.0000
Epoch 13/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2806 Acc: 0.8765 Err: 0.1234
TP: 6005.0000  TN: 4991.0000  FP: 1287.0000  FN: 261.0000
Epoch 14/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2808 Acc: 0.8798 Err: 0.1201
TP: 5983.0000  TN: 5054.0000  FP: 1253.0000  FN: 254.0000
Epoch 15/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2770 Acc: 0.8799 Err: 0.1200
TP: 5978.0000  TN: 5060.0000  FP: 1285.0000  FN: 221.0000
Epoch 16/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2718 Acc: 0.8811 Err: 0.1188
TP: 6080.0000  TN: 4974.0000  FP: 1228.0000  FN: 262.0000
Epoch 17/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2702 Acc: 0.8826 Err: 0.1173
TP: 5998.0000  TN: 5074.0000  FP: 1223.0000  FN: 249.0000
Epoch 18/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2770 Acc: 0.8785 Err: 0.1214
TP: 6017.0000  TN: 5004.0000  FP: 1266.0000  FN: 257.0000
Epoch 19/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2703 Acc: 0.8847 Err: 0.1152
TP: 6104.0000  TN: 4995.0000  FP: 1205.0000  FN: 240.0000
Epoch 20/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2838 Acc: 0.8763 Err: 0.1236
TP: 6019.0000  TN: 4974.0000  FP: 1292.0000  FN: 259.0000
Epoch 21/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2792 Acc: 0.8789 Err: 0.1210
TP: 6089.0000  TN: 4937.0000  FP: 1287.0000  FN: 231.0000
Epoch 22/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2770 Acc: 0.8786 Err: 0.1213
TP: 6008.0000  TN: 5014.0000  FP: 1273.0000  FN: 249.0000
Epoch 23/23
----------
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
torch.Size([32, 2])
train Loss: 0.2755 Acc: 0.8802 Err: 0.1197
TP: 6033.0000  TN: 5009.0000  FP: 1265.0000  FN: 237.0000
-----------------------------------------------------------
Training complete in 320m 26s
-----------------------------------------------------------
Sun May 19 21:17:33 EDT 2019
