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docs/fundamentals/vector-search.txt

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@@ -73,24 +73,24 @@ You must pass the following parameters to the ``vectorSearch()`` method:
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:header-rows: 1
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* - Parameter
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- Type
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- Description
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- Type
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- Description
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* - ``index``
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- ``string``
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- Name of the vector search index
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- ``string``
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- Name of the vector search index
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* - ``path``
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- ``string``
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- Field that stores vector embeddings
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- ``string``
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- Field that stores vector embeddings
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* - ``queryVector``
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- ``array``
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- Vector representation of your query
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- ``array``
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- Vector representation of your query
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* - ``limit``
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- ``int``
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- Number of results to return
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- ``int``
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- Number of results to return
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The following code uses the ``vector`` index created in the preceding
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:ref:`laravel-avs-index` section to perform an Atlas Vector Search query on the
@@ -100,28 +100,28 @@ The following code uses the ``vector`` index created in the preceding
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:copyable: true
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.. input::
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:language: php
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:language: php
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$movies = Book::vectorSearch(
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index: 'vector',
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path: 'vector_embeddings',
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// Vector representation of the query `coming of age`
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queryVector: [-0.0016261312, -0.028070757, ...],
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limit: 3,
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);
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$movies = Book::vectorSearch(
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index: 'vector',
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path: 'vector_embeddings',
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// Vector representation of the query `coming of age`
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queryVector: [-0.0016261312, -0.028070757, ...],
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limit: 3,
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);
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.. output::
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:language: json
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:visible: false
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[
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{ "title": "Sunrising",
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"plot": "A shy teenager discovers confidence and new friendships during a transformative summer camp experience."
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},
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{ "title": "Last Semester",
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"plot": "High school friends navigate love, identity, and unexpected challenges before graduating together."
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}
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]
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:language: json
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:visible: false
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[
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{ "title": "Sunrising",
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"plot": "A shy teenager discovers confidence and new friendships during a transformative summer camp experience."
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},
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{ "title": "Last Semester",
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"plot": "High school friends navigate love, identity, and unexpected challenges before graduating together."
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}
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]
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You can use the ``vectorSearch()`` method to perform many types of Atlas
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Search queries. Depending on your desired query, you can pass the
@@ -131,26 +131,26 @@ following optional parameters to ``vectorSearch()``:
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:header-rows: 1
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* - Optional Parameter
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- Type
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- Description
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- Default Value
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- Type
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- Description
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- Default Value
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* - ``exact``
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- ``bool``
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- Specifies whether to run an Exact Nearest Neighbor (``true``) or
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Approximate Nearest Neighbor (``false``) search
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- ``false``
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- ``bool``
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- Specifies whether to run an Exact Nearest Neighbor (``true``) or
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Approximate Nearest Neighbor (``false``) search
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- ``false``
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* - ``filter``
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- ``QueryInterface`` or ``array``
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- Specifies a pre-filter for documents to search on
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- no filtering
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- ``QueryInterface`` or ``array``
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- Specifies a pre-filter for documents to search on
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- no filtering
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* - ``numCandidates``
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- ``int`` or ``null``
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- Specifies the number of nearest neighbors to use during the
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search
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- ``null``
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- ``int`` or ``null``
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- Specifies the number of nearest neighbors to use during the
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search
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- ``null``
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.. note::
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