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Intro
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about lancedb
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a bit of history of lancedb
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we love rust!
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what is vector database
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applicaiton: text-to-image recommendation
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challenges
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build vector index in rust: ivf_pq
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yet another kmean in rust!
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i/o is tricky too! no linear indexing = scan!
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ivf pq index on-disk layout
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sql and full text search
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but, how can i use it
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did we mention that lancedb is in-process db?
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lancedb is in-process db
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lancedb cloud
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thank you
Description:
Explore the world of LanceDB, an open-source serverless vector database built in Rust, in this conference talk from Conf42 Rustlang 2023. Dive into the history and development of LanceDB, understanding its core concepts and applications in text-to-image recommendations. Learn about the challenges faced in building vector indexes and how Rust's capabilities were leveraged to overcome them. Discover the intricacies of implementing k-means clustering and handling I/O operations in a vector database context. Gain insights into the on-disk layout of IVF PQ indexes and the integration of SQL and full-text search capabilities. Explore the unique in-process nature of LanceDB and its cloud offerings, providing a comprehensive overview of this innovative database solution.

LanceDB: An Open-Source Serverless Vector Database in Rust

Conf42
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