1.projekat / models.py
skatanic9421rn
komit
e07ca76
import torch
import torch.nn as nn
class Net(nn.Module):
def __init__(self):
super(Net, self).__init__()
self.conv1 = nn.Conv2d(3, 16, 3, padding=1)
self.conv2 = nn.Conv2d(16, 32, 3, padding=1)
self.conv3 = nn.Conv2d(32, 64, 3, padding=1)
self.pool = nn.MaxPool2d(2, 2)
self.fc1 = nn.Linear(64 * 28 * 28, 512)
self.fc2 = nn.Linear(512, 7)
self.dropout = nn.Dropout(0.2)
def forward(self, x):
x = self.pool(F.relu(self.conv1(x)))
x = self.pool(F.relu(self.conv2(x)))
x = self.pool(F.relu(self.conv3(x)))
x = x.view(-1, 64 * 28 * 28)
x = self.dropout(F.relu(self.fc1(x)))
x = self.fc2(x)
return x