Upload embedding_and_storing.py

embedding_and_storing.py

@@ -21,14 +21,11 @@ def embed_and_store(chunks, ids, metadatas, client):
     if collections.get()["ids"]:
         collections.delete(collections.get()["ids"])
 
-    print(collections.get())
-    
     collections.add(
-    ids=ids,
-    embeddings=embeddings,
-    metadatas=metadatas,
-    documents=chunks
+        ids=ids,
+        embeddings=embeddings,
+        metadatas=metadatas,
+        documents=chunks
     )
-    print("\n-------------------")
-    print(collections.get(include=['metadatas','documents','embeddings']))
+    print(f"ChromaDB ready — {len(chunks)} chunks indexed")
     return collections