-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
feat: Added CNN class to handle MNIST data
- Loading branch information
1 parent
7284908
commit ada6910
Showing
1 changed file
with
21 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,21 @@ | ||
import torch | ||
import torch.nn as nn | ||
import torch.nn.functional as F | ||
|
||
|
||
class CNN(nn.Module): | ||
def __init__(self): | ||
super(CNN, self).__init__() | ||
self.conv1 = nn.Conv2d(1, 32, kernel_size=5) | ||
self.conv2 = nn.Conv2d(32, 64, kernel_size=5) | ||
self.pool = nn.MaxPool2d(2, 2) | ||
self.fc1 = nn.Linear(64 * 4 * 4, 128) | ||
self.fc2 = nn.Linear(128, 10) | ||
|
||
def forward(self, x): | ||
x = self.pool(F.relu(self.conv1(x))) | ||
x = self.pool(F.relu(self.conv2(x))) | ||
x = x.view(-1, 64 * 4 * 4) | ||
x = F.relu(self.fc1(x)) | ||
x = self.fc2(x) | ||
return F.log_softmax(x, dim=1) |