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docs: Vector store notebook docs (#18)
* feat: Adding Vector Store Implementation for Spanner - Static Utility to create a table to store vector embeddings - Automatic Dialect Detection for GSQL and PG - Similarity Search & Maximal Marginal Relevance Search - Add documents and texts * feat: Validating Types, Columns at the time of VectorStore initialization & also while creating new table through static utility. * feat: Delete Vector embeddings through documents. * style: format and lint * feat: Adding init file to export VectorStore * feat: Adding delete to dynamically generate SQL for each row. * feat: Adding full support for staleness with multiple options like read_timestamp and min and exact staleness. * feat: Addressing review comments and adding data class for indexes. * feat: Adding support for secondary indexes. * feat: exporting secondary indexes. * style: lint * feat: Initiating client with user agent. * feat: Addressing review comments. * style: lint * style: lint * style: lint * docs: Implementing jupyter notebook for vector store * Adding story for deletion and using VertexAIEmbeddings model. --------- Co-authored-by: Averi Kitsch <akitsch@google.com>
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