Embedding

PrivateGPT: A Private and Offline LLM Solution

PrivateGPT: A private and offline project using Large Language Models for document-based queries, featuring a FastAPI-based API with high-level and low-level functionalities for document ingestion, chat, completions, and contextual chunks retrieval. Includes RAG pipeline and extensive documentation for installation, configuration, usage, and deployment, with a GitHub repository for contributions and citation information.

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All-in-One Embeddings Database – TxtAI

Learn how to utilize TxtAI for semantic search, language model orchestration, and workflows, including creating, indexing, saving, querying embeddings, and performing various search types like hybrid, graph, and rag-based searches. Master language model pipelines and workflows with TxtAI through YAML files.

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