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							- from core.rag.datasource.vdb.qdrant.qdrant_vector import QdrantConfig, QdrantVector
 
- from tests.integration_tests.vdb.test_vector_store import (
 
-     AbstractVectorTest,
 
-     setup_mock_redis,
 
- )
 
- class QdrantVectorTest(AbstractVectorTest):
 
-     def __init__(self):
 
-         super().__init__()
 
-         self.attributes = ["doc_id", "dataset_id", "document_id", "doc_hash"]
 
-         self.vector = QdrantVector(
 
-             collection_name=self.collection_name,
 
-             group_id=self.dataset_id,
 
-             config=QdrantConfig(
 
-                 endpoint="http://localhost:6333",
 
-                 api_key="difyai123456",
 
-             ),
 
-         )
 
- def test_qdrant_vector(setup_mock_redis):
 
-     QdrantVectorTest().run_all_tests()
 
 
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