Cloud Inference Hybrid Search

info@qdrant.tech (Andrey Vasnetsov) — Mon, 01 Jan 0001 00:00:00 +0000

Hybrid Search Using Qdrant Cloud Inference

Time: 30 min	Level: Intermediate

In this tutorial, we’ll walkthrough building a hybrid semantic search engine using Qdrant Cloud’s built-in inference capabilities. You’ll learn how to:

Automatically embed your data using cloud Inference without needing to run local models,
Combine dense semantic embeddings with sparse BM25 keywords, and
Perform hybrid search using Reciprocal Rank Fusion (RRF) to retrieve the most relevant results.

Initialize the Client

Initialize the Qdrant client after creating a Qdrant Cloud account and a dedicated paid cluster. Set cloud_inference to True to enable cloud inference.

Tutorials & Examples on Qdrant - Vector Search Engine

Cloud Inference Hybrid Search

Hybrid Search Using Qdrant Cloud Inference

Initialize the Client