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TopK

TopK is a cloud-native database built for search. It comes with embeddings, keyword search, vector search, metadata filtering, and reranking built-in.

Introduction

Get started with the `topk` search database in under 5 minutes.

Quickstart (5m)

Semantic Search

Unified Retrieval

Consistency

Use the `query` method to search for documents.

Query documents

Use the `upsert` method to update or insert documents.

Upsert documents

Delete documents

Collections are the core data structure in TopK. They are used to store and query documents.

Create a collection

You can list all collections in a project by calling `client.collections().list()`.

Get Started

Concepts

Documents

Collections

Community