fix: use docker qdrant for tests

.github/workflows/vector_db_tests.yml

@@ -135,6 +135,21 @@ jobs:
       run:
         shell: bash
 
+    services:
+      qdrant:
+        image: qdrant/qdrant:1.14.1
+        env:
+          QDRANT__LOG_LEVEL: ERROR
+          QDRANT__SERVICE__API_KEY: qdrant_api_key
+          QDRANT__SERVICE__ENABLE_TLS: 0
+        options: >-
+          --health-cmd "curl 127.0.0.1:6333 || exit 1"
+          --health-interval 10s
+          --health-timeout 5s
+          --health-retries 5
+        ports:
+          - 6333:6333
+
     steps:
       - name: Check out
         uses: actions/checkout@master
@@ -159,8 +174,8 @@ jobs:
           EMBEDDING_ENDPOINT: ${{ secrets.EMBEDDING_ENDPOINT }}
           EMBEDDING_API_KEY: ${{ secrets.EMBEDDING_API_KEY }}
           EMBEDDING_API_VERSION: ${{ secrets.EMBEDDING_API_VERSION }}
-          VECTOR_DB_URL: ${{ secrets.QDRANT_API_URL }}
+          VECTOR_DB_URL: 127.0.0.1
-          VECTOR_DB_KEY: ${{ secrets.QDRANT_API_KEY }}
+          VECTOR_DB_KEY: qdrant_api_key
         run: poetry run python ./cognee/tests/test_qdrant.py
 
   run-postgres-tests:

cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py

@@ -1,3 +1,4 @@
+import os
 from typing import Dict, List, Optional
 from qdrant_client import AsyncQdrantClient, models
 
@@ -147,14 +148,15 @@ class QDrantAdapter(VectorDBInterface):
 
         Returns:
         --------
-
             - AsyncQdrantClient: An instance of AsyncQdrantClient configured for database
               operations.
         """
+        is_prod = os.getenv("ENV").lower() == "prod"
+
         if self.qdrant_path is not None:
-            return AsyncQdrantClient(path=self.qdrant_path, port=6333)
+            return AsyncQdrantClient(path=self.qdrant_path, port=6333, https=is_prod)
         elif self.url is not None:
-            return AsyncQdrantClient(url=self.url, api_key=self.api_key, port=6333)
+            return AsyncQdrantClient(url=self.url, api_key=self.api_key, port=6333, https=is_prod)
 
         return AsyncQdrantClient(location=":memory:")
 

cognee/tests/test_qdrant.py

@@ -49,7 +49,11 @@ async def main():
     from cognee.infrastructure.databases.vector import get_vector_engine
 
     vector_engine = get_vector_engine()
-    random_node = (await vector_engine.search("Entity_name", "Quantum computer"))[0]
+    search_results = await vector_engine.search("Entity_name", "Quantum computer")
+
+    assert len(search_results) != 0, "The search results list is empty."
+
+    random_node = search_results[0]
     random_node_name = random_node.payload["text"]
 
     search_results = await cognee.search(