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feat(python): expose prefilter to lancedb (#522)
We have experimental support for prefiltering (without ANN) in pylance. This means that we can now apply a filter BEFORE vector search is performed. This can be done via the `.where(filter_string, prefilter=True)` kwargs of the query. Limitations: - When connecting to LanceDB cloud, `prefilter=True` will raise NotImplemented - When an ANN index is present, `prefilter=True` will raise NotImplemented - This option is not available for full text search query - This option is not available for empty search query (just filter/project) Additional changes in this PR: - Bump pylance version to v0.8.0 which supports the experimental prefiltering. --------- Co-authored-by: Chang She <chang@lancedb.com>
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@@ -98,6 +98,8 @@ class RemoteTable(Table):
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return LanceVectorQueryBuilder(self, query, vector_column_name)
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def _execute_query(self, query: Query) -> pa.Table:
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if query.prefilter:
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raise NotImplementedError("Cloud support for prefiltering is coming soon")
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result = self._conn._client.query(self._name, query)
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return self._conn._loop.run_until_complete(result).to_arrow()
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