OpenTelemetry Instrumentation for AI Observability
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.
Python toolkit for Chinese LLMs, with flexible batch capacity, structured real-time visulization and automated accumulation for streaming, and explicit feedback on vendor-native parameter validation.
Fully working applications that demonstrate how to use Haystack to implement various use cases
📇 Configurable indexing and other extras for Haystack (with ElasticSearch biases)
Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min
View and debug the data in your Haystack search indexes, from within the Django admin.
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
💙 Unstructured Data Connectors for Haystack 2.0
Query, ask and chat with a document-index via transformer models!
WhisperMesh is an advanced chatbot that integrates voice and text interactions, delivering personalized responses through LLM models and a sophisticated vector database. Leveraging the RAG framework from Haystack, it ensures engaging, data-driven conversations that adapt to your preferred style.
To associate your repository with the haystack topic, visit your repo's landing page and select "manage topics."