OpenTelemetry Instrumentation for AI Observability

Here you can find all the Tutorials for Haystack 📓

dailyfresh电商项目，替换django框架为2.X并重构，美化了下后台管理页面，提供docker版本，该项目包含了实际开发中的电商项目中大部分的功能开发和知识点实践， 是一个非常不错的django学习项目，同时也记录在替换框架中遇到的坑，希望对各位的学习有所帮助。

A simple Django project which uses MySQL as database. It has Signup, Login, Logout functionality. It lets you search for countries, cities, languages from the default mysql dump. Django's user table has been overridden to store user information.

Additional packages (components, document stores and the likes) to extend the capabilities of Haystack

Easily deploy Haystack pipelines as REST APIs and MCP Tools.

Fully working applications that demonstrate how to use Haystack to implement various use cases

:card_index: Configurable indexing and other extras for Haystack (with ElasticSearch biases)

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Mistral + Haystack: build RAG pipelines that rock 🤘

Haystack/OpenAI based chatbot curating a custom knowledgebase

Kuberbetes mutating webhook that injects a sidecar container to a pod

Haystack 4 Defs

Generates a quiz from a URL. You can play the quiz, or let the LLM play it.

Haxall IoT framework

Distributed KV Storage System based on Raft and RocksDB, can be use to store small files, like images.

🦄 An NLP application just for the lols: built with Haystack to get an overview of what a user is posting about on Twitter

Convert tracing data between Zipkin and Haystack formats

Context-Based-Question-Answering

View and debug the data in your Haystack search indexes, from within the Django admin.

🚀 Use NVIDIA NIMs with Haystack pipelines

Project-Haystack Java Reference Implementation

Fact checking baseline combining dense retrieval and textual entailment

🚀 Template Haystack Search Application with Streamlit

Simplifying Implementation of Haystack

YouTube Video Summarization App built using open source LLM and Framework like Llama 2, Haystack, Whisper, and Streamlit. This app smoothly runs on CPU as Llama 2 model is in GGUF format loaded through Llama.cpp.

Measuring RAG solutions throughput and latency

A distributed object file system inspired by the paper Beaver which was published by Facebook Inc. at 2010.

Repository with docker-compose files to start Haystack components in sandbox