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## Description
Created a fix for Memgraph integration where the query silently fails in
relationship creation if nodes don't exist.
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## Description
Change Kuzu default buffer size
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## Description
Fixed a minor typo in `.env.template`. Not the biggest change, but
that's a start ¯\_(ツ)_/¯
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## Description
Added script that can migrate Kuzu versions automatically
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## Description
Sets sqlalchemy pool_size and max overflow to a hard limit instead of
default values
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## Description
Optimizes query embedding by reducing the number of query embedding
calls and avoids multiple edge collection searches when they are
available.
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## Description
Simplify Cognee endpoints so default dataset ID will be None
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@Vasilije1990
- Use query_vector instead of query_text in brute_force_search
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## Description
[Here](ef1aecd835/cognee/modules/retrieval/utils/brute_force_triplet_search.py (L163))
brute_force_search uses the vector engine to perform the same search —
with the same query text — across multiple collections, making the
embedding calls unnecessarily proportional to the number of collections
being searched.
Since the
[search](ef1aecd835/cognee/infrastructure/databases/vector/vector_db_interface.py (L85))
interface is already designed to accept precomputed query vectors, I’m
submitting an optimization to brute_force_search to take advantage of
this.
If this is considered good practice, it might be worth implementing a
direct query_vector argument in
[map_vector_distances_to_graph_edges](ef1aecd835/cognee/modules/graph/cognee_graph/CogneeGraph.py (L135))
, and using it both
[here](ef1aecd835/cognee/modules/retrieval/utils/brute_force_triplet_search.py (L179))
and in any future uses of map_vector_distances_to_graph_edges.
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## Description
Fixes missing entity to entity edges
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## Description
Fix: Fixes psycopg2 error when pg_config is not installed
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