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

api/tests/integration_tests/vdb/milvus/test_milvus.py

@@ -0,0 +1,38 @@
+import uuid
+
+from core.rag.datasource.vdb.milvus.milvus_vector import MilvusConfig, MilvusVector
+from models.dataset import Dataset
+from tests.integration_tests.vdb.test_vector_store import (
+    get_sample_document,
+    get_sample_embedding,
+    get_sample_query_vector,
+    setup_mock_redis,
+)
+
+
+def test_milvus_vector(setup_mock_redis) -> None:
+    dataset_id = str(uuid.uuid4())
+    vector = MilvusVector(
+        collection_name=Dataset.gen_collection_name_by_id(dataset_id),
+        config=MilvusConfig(
+            host='localhost',
+            port=19530,
+            user='root',
+            password='Milvus',
+        )
+    )
+
+    # 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
+
+    # milvus dos not support full text searching yet in < 2.3.x
+
+    # delete vector
+    vector.delete()