Create config.py

config.py

@@ -0,0 +1,26 @@
+import os
+from qdrant_client import QdrantClient
+from qdrant_client.http.models import VectorParams, Distance
+
+VECTOR_SIZE = 384
+COLLECTION = "esg_vectors"
+
+os.makedirs("qdrant_db", exist_ok=True)
+
+client = QdrantClient(path="qdrant_db")
+
+def init_collection():
+
+    collections = [c.name for c in client.get_collections().collections]
+
+    if COLLECTION not in collections:
+
+        client.create_collection(
+            collection_name=COLLECTION,
+            vectors_config=VectorParams(
+                size=VECTOR_SIZE,
+                distance=Distance.COSINE
+            )
+        )
+
+init_collection()