Haystack
Haystack is billed as an open-source framework for constructing LLM purposes, RAG purposes, and search techniques for giant doc collections. Haystack can also be the muse for deepset Cloud. deepset is the first sponsor of Haystack, and a number of other deepset workers are heavy contributors to the Haystack challenge.
Integrations with Haystack embrace fashions hosted on platforms, equivalent to Hugging Face, OpenAI, and Cohere; fashions deployed on platforms, equivalent to Amazon SageMaker, Microsoft Azure AI, and Google Cloud Vertex AI; and doc shops, equivalent to OpenSearch, Pinecone, and Qdrant. As well as, the Haystack group has contributed integrations for tooling functions equivalent to analysis, monitoring, and information ingestion.
Use circumstances for Haystack embrace RAG, chatbots, brokers, generative multi-modal query answering, and knowledge extraction from paperwork. Haystack gives performance for the total scope of LLM initiatives, equivalent to information supply integration, information cleansing and preprocessing, fashions, logging, and instrumentation.
