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Update pgembedding.ipynb (#7682)
Correct links to the pg_embedding repository and the Neon documentation.
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"source": [
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"# pg_hnsw\n",
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"# pg_hnsw\n",
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"\n",
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"\n",
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"> [pg_embedding](https://github.com/knizhnik/hnsw) is an open-source vector similarity search for `Postgres` that uses Hierarchical Navigable Small Worlds for approximate nearest neighbor search.\n",
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"> [pg_embedding](https://github.com/neondatabase/pg_embedding) is an open-source vector similarity search for `Postgres` that uses Hierarchical Navigable Small Worlds for approximate nearest neighbor search.\n",
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"\n",
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"\n",
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"It supports:\n",
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"It supports:\n",
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"- exact and approximate nearest neighbor search using HNSW\n",
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"- exact and approximate nearest neighbor search using HNSW\n",
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"\n",
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"\n",
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"- efConstruction: Defines the number of nearest neighbors considered during index construction. The default value is 32.\n",
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"- efConstruction: Defines the number of nearest neighbors considered during index construction. The default value is 32.\n",
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"- efsearch: Defines the number of nearest neighbors considered during index search. The default value is 32.\n",
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"- efsearch: Defines the number of nearest neighbors considered during index search. The default value is 32.\n",
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"For information about how you can configure these options to influence the HNSW algorithm, refer to [Tuning the HNSW algorithm](https://neon-next-git-dprice-hnsw-extension-neondatabase.vercel.app/docs/extensions/hnsw#tuning-the-hnsw-algorithm)."
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"For information about how you can configure these options to influence the HNSW algorithm, refer to [Tuning the HNSW algorithm](https://neon.tech/docs/extensions/pg_embedding#tuning-the-hnsw-algorithm)."
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]
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