Ask HN: People who switched from GPT to their own models. How was it?

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • ggml

    Tensor library for machine learning

  • If you don't care about the details of how those model servers work, then something that abstracts out the whole process like LM Studio or Ollama is all you need.

    However, if you want to get into the weeds of how this actually works, I recommend you look up model quantization and some libraries like ggml[1] that actually do that for you.

    [1] https://github.com/ggerganov/ggml

  • llm-course

    Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

  • This is a very nice resource: https://github.com/mlabonne/llm-course

  • InfluxDB

    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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  • text-generation-webui

    A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.

  • The other answers are recommending paths which give you #1. less control and #2. projects with smaller eco-systems.

    If you want a truly general purpose front-end for LLMs, the only good solution right now is oobabooga: https://github.com/oobabooga/text-generation-webui

    All other alternatives have only small fractions of the features that oobabooga supports. All other alternatives only support a fraction of the LLM backends that oobabooga supports, etc.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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