Discover qdrant/qdrant-txtai Open Source project by @qdrant

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

16,757

fastembed

Blazing fast framework for fine-tuning similarity learning models

738

quaterion

Python client for Qdrant vector search engine

604

qdrant-client

😎 A curated list of awesome practical Metric Learning and its applications

537

awesome-metric-learning

426

vector-db-benchmark

Framework for benchmarking vector search engines

JavaScript/Typescript SDK for Qdrant Vector Database

218

qdrant-js

TypeScript

192

rust-client

Rust client for Qdrant vector search engine

Self-hosted web UI for Qdrant

167

qdrant-web-ui

Neural search for web-sites, docs, articles - online!

164

page-search

Demo of the neural semantic search built with Qdrant

117

qdrant_demo

TypeScript

104

go-client

Go client for Qdrant vector search engine

Shell

qdrant-helm

qdrant-dotnet

Qdrant .Net SDK

examples

A collection of examples and tutorials for Qdrant vector search engine

An integration of Qdrant ANN vector database backend with Haystack

qdrant-haystack

Qdrant Apache Spark connector

qdrant-spark

Java

quaterion-models

The collection of bulding blocks building fine-tunable metric learning models

Collection of datasets for benchmarking filtered vector similarity retrieval

ann-filtering-benchmark-datasets

Source code of the food discovery demo built on top of Qdrant

demo-food-discovery

TypeScript

workshop-rag-optimization

Notebooks for RAG optimization workshop, using HackerNews data

Demo example of consumer goods categorization

goods_categorization_demo

Write Ahead Logging for Rust

wal

Official Java client for Qdrant

java-client

Java

landing_page

Landing page for qdrant.tech

CSS

bfb

*high-load* benchmarking tool

Demo of fine-tuning QA models for answering FAQ of cloud providers documentation

demo-cloud-faq

Collection of Qdrant benchmarks

benchmark

demo-hnm

Simple pipeline to index markdown files into Qdrant using OpenAI embeddings

qdrant-markdown-indexer

quantization

Autocomplete queries using OpenAPI spec

autocomplete-openapi

An example of setting up the distributed deployment of Qdrant with docker-compose

demo-distributed-deployment-docker

Shell

contexto

A simple script to solve contexto.me using word embeddings

Web interface for integrated web-site search powered by Qdrant

page-search-js

This is a benchmarking tool for Qdrant's sparse vector implementation

sparse-vectors-benchmark

demo-code-search

Antipsychotic therapy for qdrant cluster

haloperidol

Shell

qdrant_python_client

Qdrant Python client, generated from OpenAPI specification (with minor fixes)

dataset-cloud-platform-faq

HTML

qdrant-qa-workshop

sparse-vectors-experiments

Coach running drills to train qdrant deployments

qdrant-langchain-qa

HTML

coach

Extracts semantics from rust code

rust-parser

This repo contains tutorials, demos, and how-to guides on how to use Qdrant and adjacent technologies.

tutorials

An example of integrating Qdrant with FiftyOne

demo-qdrant-fiftyone

crasher

Crashing the party