Cgml

GPU-targeted vendor-agnostic AI library for Windows, and Mistral model implementation. (by Const-me)

Cgml Alternatives

Similar projects and alternatives to Cgml

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better Cgml alternative or higher similarity.

Cgml reviews and mentions

Posts with mentions or reviews of Cgml. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-04-30.
  • Asynchronous Programming in C#
    9 projects | news.ycombinator.com | 30 Apr 2024
    > Meant no offense

    None taken.

    > computervison project in c#

    Yeah, for CV applications nuget.org is indeed not particularly great. Very few people are using C# for these things, people typically choose something else like Python and OpenCV.

    BTW, same applies to ML libraries, most folks are using Python/Torch/CUDA stack. For that hobby project https://github.com/Const-me/Cgml/ I had to re-implement the entire tech stack in C#/C++/HLSL.

  • Groq CEO: 'We No Longer Sell Hardware'
    2 projects | news.ycombinator.com | 7 Apr 2024
    > If there is a future with this idea, its gotta be just shipping the LLM with game right?

    That might be a nice application for this library of mine: https://github.com/Const-me/Cgml/

    That’s an open source Mistral ML model implementation which runs on GPUs (all of them, not just nVidia), takes 4.5GB on disk, uses under 6GB of VRAM, and optimized for interactive single-user use case. Probably fast enough for that application.

    You wouldn’t want in-game dialogues with the original model though. Game developers would need to finetune, retrain and/or do something else with these weights and/or my implementation.

  • Ask HN: How to get started with local language models?
    6 projects | news.ycombinator.com | 17 Mar 2024
    If you just want to run Mistral on Windows, you could try my port: https://github.com/Const-me/Cgml/tree/master/Mistral/Mistral...

    The setup is relatively easy: install .NET runtime, download 4.5 GB model file from BitTorrent, unpack a small ZIP file and run the EXE.

  • OpenAI postmortem – Unexpected responses from ChatGPT
    1 project | news.ycombinator.com | 22 Feb 2024
    Speaking about random sampling during inference, most ML models are doing it rather inefficiently.

    Here’s a better way: https://github.com/Const-me/Cgml/blob/master/Readme.md#rando...

    My HLSL is easily portable to CUDA, which has `__syncthreads` and `atomicInc` intrinsics.

  • Nvidia's Chat with RTX is a promising AI chatbot that runs locally on your PC
    7 projects | news.ycombinator.com | 13 Feb 2024
  • AMD Funded a Drop-In CUDA Implementation Built on ROCm: It's Open-Source
    23 projects | news.ycombinator.com | 12 Feb 2024
    I did a few times with Direct3D 11 compute shaders. Here’s an open-source example: https://github.com/Const-me/Cgml

    Pretty sure Vulkan gonna work equally well, at the very least there’s an open source DXVK project which implements D3D11 on top of Vulkan.

  • Brave Leo now uses Mixtral 8x7B as default
    7 projects | news.ycombinator.com | 27 Jan 2024
    Here’s an example of a custom 4 bits/weight codec for ML weights:

    https://github.com/Const-me/Cgml/blob/master/Readme.md#bcml1...

    llama.cpp does it slightly differently but still, AFAIK their quantized data formats are conceptually similar to my codec.

  • Efficient LLM inference solution on Intel GPU
    3 projects | news.ycombinator.com | 20 Jan 2024
  • Vcc – The Vulkan Clang Compiler
    9 projects | news.ycombinator.com | 9 Jan 2024
    > the API was high-friction due to the shader language, and the glue between shader and CPU

    Direct3D 11 compute shaders share these things with Vulkan, yet D3D11 is relatively easy to use. For example, see that library which implements ML-targeted compute shaders for C# with minimal friction: https://github.com/Const-me/Cgml The backend implemented in C++ is rather simple, just binds resources and dispatches these shaders.

    I think the main usability issue with Vulkan is API design. Vulkan was only designed with AAA game engines in mind. The developers of these game engines have borderline unlimited budgets, and their requirements are very different from ordinary folks who want to leverage GPU hardware.

  • I made an app that runs Mistral 7B 0.2 LLM locally on iPhone Pros
    12 projects | news.ycombinator.com | 7 Jan 2024
    Minor update https://github.com/Const-me/Cgml/releases/tag/1.1a Can’t edit that comment anymore, too late.
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Stats

Basic Cgml repo stats
23
40
8.6
4 months ago

Const-me/Cgml is an open source project licensed under GNU Lesser General Public License v3.0 only which is an OSI approved license.

The primary programming language of Cgml is C++.


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