Обнавлена структура проекта

2026-09-28 15:40:05 +10:00
parent 53b9c6d854
commit 056dd87746
17 changed files with 671 additions and 733 deletions
@@ -0,0 +1,38 @@
+import torch.nn as nn
+
+
+class LeNetCustom(nn.Module):
+    
+    def __init__(self, 
+                 in_channels: int=1,
+                 out_classes: int=10):
+        super().__init__()
+        
+        self._out_classes=out_classes
+        
+        self.feature = nn.Sequential(
+            nn.Conv2d(in_channels, 6, kernel_size=5),
+            nn.Tanh(),
+            nn.AvgPool2d(kernel_size=2, stride=2),
+            
+            nn.Conv2d(6, 16, kernel_size=5),
+            nn.Tanh(),
+            nn.AvgPool2d(kernel_size=2, stride=2),
+
+            nn.Conv2d(16, 120, kernel_size=5),
+            nn.Tanh(),
+        )
+        
+        
+        self.mlp = nn.Sequential(
+            nn.LazyLinear(84),
+            nn.Tanh(),
+            nn.Linear(84, out_classes)
+        )
+        
+    def forward(self, image):
+        x = self.feature(image)
+        x = self.mlp(x.flatten(1))
+        
+        return x
+