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908deda
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Upload model.py

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  1. model.py +20 -0
model.py ADDED
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+ import torch.nn as nn
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+ import torch.nn.functional as F
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+ import torch.optim as optim
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+
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+ class Net(nn.Module):
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+ def __init__(self):
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+ super(Net, self).__init__()
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+ self.conv1 = nn.Conv2d(1, 10, kernel_size=5)
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+ self.conv2 = nn.Conv2d(10, 20, kernel_size=5)
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+ self.conv2_drop = nn.Dropout2d()
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+ self.fc1 = nn.Linear(320, 50)
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+ self.fc2 = nn.Linear(50, 10)
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+ def forward(self, x):
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+ x = F.relu(F.max_pool2d(self.conv1(x), 2))
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+ x = F.relu(F.max_pool2d(self.conv2_drop(self.conv2(x)), 2))
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+ x = x.view(-1, 320)
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+ x = F.relu(self.fc1(x))
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+ x = F.dropout(x, training=self.training)
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+ x = self.fc2(x)
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+ return F.log_softmax(x)