OpenChat VS awesome-ml

Compare OpenChat vs awesome-ml and see what are their differences.

OpenChat

LLMs custom-chatbots console ⚡ (by openchatai)

awesome-ml

Curated list of useful LLM / Analytics / Datascience resources (by underlines)
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OpenChat awesome-ml
13 27
5,052 1,402
0.8% -
9.5 8.8
2 months ago 6 days ago
JavaScript
MIT License MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

OpenChat

Posts with mentions or reviews of OpenChat. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-09-27.

awesome-ml

Posts with mentions or reviews of awesome-ml. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-26.
  • AI Infrastructure Landscape
    6 projects | news.ycombinator.com | 26 Feb 2024
    I do something like that for open source:

    https://github.com/underlines/awesome-ml

    But it lost a bit of traction lately.

    It needs re-work for the categories, or better, a tagging system, because these products and libraries can sit in more than one space.

    Plus it either needs massive collaboration, or some form of automation (with an LLM and indexer), as I can't keep up with it.

  • OpenVoice: Versatile Instant Voice Cloning
    10 projects | news.ycombinator.com | 1 Jan 2024
    This aera is barely new. Look at how old some of the projects are:

    https://github.com/underlines/awesome-ml/blob/master/audio-a...

    The thing that changes is the complexity to run it. I was training my wife's voice and my voice for fun and needed 15min of audio and trained on my 3080 for 40 minutes.

    Now it's 2 Minutes.

  • Show HN: Floneum, a graph editor for local AI workflows
    3 projects | news.ycombinator.com | 12 Jul 2023
    Thanks for your clarifications. I added it to my awesome list:

    https://github.com/underlines/awesome-marketing-datascience/...

  • AI for AWS Documentation
    6 projects | news.ycombinator.com | 6 Jul 2023
    RAG is very difficult to do right. I am experimenting with various RAG projects from [1]. The main problems are:

    - Chunking can interfer with context boundaries

    - Content vectors can differ vastly from question vectors, for this you have to use hypothetical embeddings (they generate artificial questions and store them)

    - Instead of saving just one embedding per text-chuck you should store various (text chunk, hypothetical embedding questions, meta data)

    - RAG will miserably fail with requests like "summarize the whole document"

    - to my knowledge, openAI embeddings aren't performing well, use a embedding that is optimized for question answering or information retrieval and supports multi language. Also look into instructor embeddings: https://github.com/embeddings-benchmark/mteb

    1 https://github.com/underlines/awesome-marketing-datascience/...

  • Explore and compare the parameters of top-performing LLMs
    2 projects | /r/LocalLLaMA | 19 Jun 2023
    I do the same and with currently with 700+ github stars people seem to like it, but it's still curated/manual, because the hf search API is so limited and I don't have the time to create a scraper.
  • Vicuna v1.3 13B and 7B released, trained with twice the amount of ShareGPT data
    2 projects | /r/LocalLLaMA | 18 Jun 2023
    Added to the list
  • Useful Links and Info
    4 projects | /r/LocalLLaMA | 13 Jun 2023
    I keep mine fairly up to date as well, almost daily: https://github.com/underlines/awesome-marketing-datascience/blob/master/README.md
  • How to keep track of all the LLMs out there?
    2 projects | /r/LocalLLaMA | 12 Jun 2023
  • Run and create custom ChatGPT-like bots with OpenChat
    15 projects | news.ycombinator.com | 7 Jun 2023
    Disclaimer: I am curating LLM-tools on github [1]

    A few thoughts:

    * allow for custom endpoint URLs, this way people can use open source LLMs with a fake openAI API backend like basaran[2] or llama-api-server[3]

    * look into better embedding methods for info-retrieval like InstructorEmbeddings or Document Summary Index

    * Don't use a single embedding per content item, use multiple to increase retrieval quality

    1 https://github.com/underlines/awesome-marketing-datascience/...

    2 https://github.com/hyperonym/basaran

    3 https://github.com/iaalm/llama-api-server

  • Seeking clarification about LLM's, Tools, etc.. for developers.
    2 projects | /r/LocalLLaMA | 19 May 2023
    Oobabooga isn't a wrapper for llama.cpp, but it can act as such. A usual Oobabooga installation on windows will use a GPTQ wheel (binary) compiled for cuda/windows, or alternatively use llama.cpp's API and act as a GUI. On Linux you had the choice to use the triton or cuda branch for GPTQ, but I don't know if that is still the case. You can also go the route to use virtualized and hardware accelerated WSL2 Ubuntu on Windows and use anything similar to linux. See my guide

What are some alternatives?

When comparing OpenChat and awesome-ml you can also consider the following projects:

llama-api-server - A OpenAI API compatible REST server for llama.

anything-llm - The all-in-one Desktop & Docker AI application with full RAG and AI Agent capabilities.

guidance - A guidance language for controlling large language models. [Moved to: https://github.com/guidance-ai/guidance]

AGiXT - AGiXT is a dynamic AI Agent Automation Platform that seamlessly orchestrates instruction management and complex task execution across diverse AI providers. Combining adaptive memory, smart features, and a versatile plugin system, AGiXT delivers efficient and comprehensive AI solutions.

NeMo-Guardrails - NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.

llama-mps - Experimental fork of Facebooks LLaMa model which runs it with GPU acceleration on Apple Silicon M1/M2

simpleAI - An easy way to host your own AI API and expose alternative models, while being compatible with "open" AI clients.

mnotify - A matrix cli client

gpt-jargon - Jargon is a natural language programming language specified and executed by LLMs like GPT-4.

mteb - MTEB: Massive Text Embedding Benchmark

convostack - Plug and play embeddable AI chatbot widget and backend deployment framework

simonwillisonblog - The source code behind my blog