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29 lines
1.2 KiB
Python
29 lines
1.2 KiB
Python
from typing import List
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from cognee.infrastructure.databases.vector import get_vector_engine_async
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from cognee.infrastructure.engine.models.DataPoint import DataPoint
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async def assert_nodes_vector_index_present(data_points: List[DataPoint]):
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vector_engine = await get_vector_engine_async()
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data_points_by_vector_collection = {}
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for data_point in data_points:
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node_metadata = data_point.metadata or {}
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collection_name = data_point.type + "_" + node_metadata["index_fields"][0]
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if collection_name not in data_points_by_vector_collection:
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data_points_by_vector_collection[collection_name] = []
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data_points_by_vector_collection[collection_name].append(data_point)
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for collection_name, collection_data_points in data_points_by_vector_collection.items():
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query_data_point_ids = set([str(data_point.id) for data_point in collection_data_points])
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vector_items = await vector_engine.retrieve(collection_name, list(query_data_point_ids))
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for vector_item in vector_items:
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assert str(vector_item.id) in query_data_point_ids, (
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f"{vector_item.payload['text']} is not present in the vector store."
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)
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