import torch import torch.nn as nn class SimpleCNN(nn.Module): def __init__(self): super().__init__() self.conv = nn.Sequential( nn.Conv2d(3, 16, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2), nn.Conv2d(16, 32, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2), nn.Conv2d(32, 64, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2), ) self.fc = nn.Sequential( nn.Flatten(), nn.Linear(64 * 32 * 32, 128), nn.ReLU(), nn.Linear(128, 3) ) def forward(self, x): x = self.conv(x) x = self.fc(x) return x