Update app.py

app.py

@@ -13,11 +13,13 @@ import chromadb
 app = FastAPI()
 client = chromadb.PersistentClient(path="/data/chroma_db")
 collection = client.get_or_create_collection(name="knowledge_base")
+
 pdf_file="Sutures and Suturing techniques.pdf"
 pptx_file="impalnt 1.pptx"
 
 
 collection = client.get_collection(name="knowledge_base")
+print("Collection Embedding Dimension:", collection.metadata)
 
 # Initialize models
 text_model = SentenceTransformer('all-MiniLM-L6-v2')
@@ -100,6 +102,7 @@ def store_data(texts, image_paths):
     # Store text embeddings
     for i, text in enumerate(texts):
         text_embedding = get_text_embedding(text)
+        print("Embedding Dimension:", len(text_embedding))
         collection.add(ids=[f"text_{i}"], embeddings=[text_embedding], documents=[text])
 
     # Store image embeddings