Vector store with Vertex AI Vector Search
Vector Search is a Google Cloud service that provides a robust solution for storing, indexing, and retrieving embedding vectors. This technology is built upon the same vector search infrastructure that underpins Google products such as Google Search, YouTube, and Play [1].
Vertex AI Vector Search delivers the VectorStore component of the Vector Search architecture on LangChain [2]. You have the flexibility to select the document store service that best aligns with your requirements, with Google Cloud Storage and Datastore (now under the Firestore service) often being popular choices. Vertex AI Vector Search stands out as the fastest and most scalable solution for high-performance applications, consistently maintaining latency in the tens of milliseconds range, even with over a billion documents.
Creating the required infrastructure
We create the required architecture in three steps:
- Create an index: The index is the part of...
