test: add unit tests for vector stores of Milvus, Qdrant and Weaviate (#3688)

api/tests/integration_tests/vdb/qdrant/test_qdrant.py

@@ -0,0 +1,40 @@
+import uuid
+
+from core.rag.datasource.vdb.qdrant.qdrant_vector import QdrantConfig, QdrantVector
+from models.dataset import Dataset
+from tests.integration_tests.vdb.test_vector_store import (
+    get_sample_document,
+    get_sample_embedding,
+    get_sample_query_vector,
+    get_sample_text,
+    setup_mock_redis,
+)
+
+
+def test_qdrant_vector(setup_mock_redis)-> None:
+    dataset_id = str(uuid.uuid4())
+    vector = QdrantVector(
+        collection_name=Dataset.gen_collection_name_by_id(dataset_id),
+        group_id=dataset_id,
+        config=QdrantConfig(
+            endpoint='http://localhost:6333',
+            api_key='difyai123456',
+        )
+    )
+
+    # create vector
+    vector.create(
+        texts=[get_sample_document(dataset_id)],
+        embeddings=[get_sample_embedding()],
+    )
+
+    # search by vector
+    hits_by_vector = vector.search_by_vector(query_vector=get_sample_query_vector())
+    assert len(hits_by_vector) >= 1
+
+    # search by full text
+    hits_by_full_text = vector.search_by_full_text(query=get_sample_text())
+    assert len(hits_by_full_text) >= 1
+
+    # delete vector
+    vector.delete()