- 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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