PrivateGPT: Chat Securely Across All Formats (Pdf, Docx, Html, Txt and Beyond!)

PrivateGPT, Ivan Martinez’s brainchild, has seen significant growth and popularity within the LLM community. As of late 2023, PrivateGPT has reached nearly 40,000 stars on GitHub.

Since its inception, the project has undergone continuous improvements:

• Enhanced support for various document formats.
• Improved ingestion performance and multi-processing capabilities.
• Enhanced command line experience and GPU support.
• Expansion in the range of supported models.
• Comprehensive code, API, and UI improvements.
• Retrieval Augmented Generation (RAG) support.

PrivateGPT stands out for its privacy-first approach, allowing the creation of fully private, personalized, and context-aware AI applications without the need to send private data to third-party LLM APIs.

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The API of PrivateGPT aligns with the OpenAI API standard, making it a convenient drop-in replacement for projects currently utilizing the OpenAI API, particularly for ChatGPT applications:

• The High-level API simplifies complex tasks like document ingestion, context management, and chat completion.
• The Low-level API caters to advanced users, offering the flexibility to build more complex AI…