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model.py

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+
+import torch
+import torch.nn as nn
+
+class SimpleCNN(nn.Module):
+    def __init__(self):
+        super().__init__()
+        self.net = nn.Sequential(
+            nn.Conv2d(3, 32, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),
+            nn.Conv2d(32, 64, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2),
+            nn.Conv2d(64, 128, 3, padding=1), nn.ReLU(), nn.AdaptiveAvgPool2d(1),
+        )
+        self.fc = nn.Linear(128, 2)
+
+    def forward(self, x):
+        x = self.net(x)
+        x = x.view(x.size(0), -1)
+        return self.fc(x)