Spaces:
Build error
Build error
Create train_model.py
Browse files- train_model.py +16 -0
train_model.py
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
for epoch in range(num_epochs):
|
| 2 |
+
optimizer.zero_grad()
|
| 3 |
+
anchor_vec = product_model(anchor_data)
|
| 4 |
+
positive_vec = product_model(positive_data)
|
| 5 |
+
negative_vec = product_model(negative_data)
|
| 6 |
+
|
| 7 |
+
# 트립렛 손실 계산
|
| 8 |
+
positive_distance = F.pairwise_distance(anchor_vec, positive_vec)
|
| 9 |
+
negative_distance = F.pairwise_distance(anchor_vec, negative_vec)
|
| 10 |
+
triplet_loss = torch.clamp(positive_distance - negative_distance + margin, min=0).mean()
|
| 11 |
+
|
| 12 |
+
# 역전파와 최적화
|
| 13 |
+
triplet_loss.backward()
|
| 14 |
+
optimizer.step()
|
| 15 |
+
|
| 16 |
+
print(f"Epoch {epoch + 1}, Loss: {triplet_loss.item()}")
|