Python vectorstore

Open-source Python projects categorized as vectorstore
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Topics: Embeddings Python Private Generative Text processing
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Python vectorstore Projects

  • h2ogpt

    Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://codellama.h2o.ai/

    • Project mention: Ask HN: How do I train a custom LLM/ChatGPT on my own documents in Dec 2023? | news.ycombinator.com | 2023-12-24

    As others have said you want RAG.

    The most feature complete implementation I've seen is h2ogpt[0] (not affiliated).

    The code is kind of a mess (most of the logic is in an ~8000 line python file) but it supports ingestion of everything from YouTube videos to docx, pdf, etc - either offline or from the web interface. It uses langchain and a ton of additional open source libraries under the hood. It can run directly on Linux, via docker, or with one-click installers for Mac and Windows.

    It has various model hosting implementations built in - transformers, exllama, llama.cpp as well as support for model serving frameworks like vLLM, HF TGI, etc or just OpenAI.

    You can also define your preferred embedding model along with various other parameters but I've found the out of box defaults to be pretty sane and usable.

    [0] - https://github.com/h2oai/h2ogpt

  • TalkWithYourFiles

    An LLM GUI application; enables you to interact with your files, offering dynamic parameters that can modify response behavior during runtime.

    • Project mention: Using Streamlit to upload multiple files to interact with Langchain | /r/Streamlit | 2023-05-22

    For example, I'm using st.file_uploader to manage uploading multiple files & I'm processing that with langchain in this project and I don't require any directories?

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    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Index

Project Stars
1 h2ogpt 10,506
2 TalkWithYourFiles 86

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