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Update app.py
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app.py
CHANGED
@@ -112,8 +112,11 @@ def get_image_embedding(image_path):
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# CASE 2: Embedding is larger than 384 (e.g., 512) → Apply PCA ✅
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elif len(image_embedding) > 384:
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image_embedding = pca.fit_transform(image_embedding.reshape(1, -1)).flatten()
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# CASE 3: Embedding is smaller than 384 → Apply Padding ❌
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else:
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# CASE 2: Embedding is larger than 384 (e.g., 512) → Apply PCA ✅
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elif len(image_embedding) > 384:
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pca = PCA(n_components=384, svd_solver='auto') # Auto solver for stability
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image_embedding = pca.fit_transform(image_embedding.reshape(1, -1)).flatten()
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print(f"Reduced image embedding shape: {image_embedding.shape}")
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# CASE 3: Embedding is smaller than 384 → Apply Padding ❌
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else:
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