Python nvidia-gpu

Open-source Python projects categorized as nvidia-gpu
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Topics: stable-diffusion Machine Learning Deep Learning GPU Docker
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Top 6 Python nvidia-gpu Projects

  • lmdeploy

    LMDeploy is a toolkit for compressing, deploying, and serving LLMs.

    • Project mention: AMD May Get Across the CUDA Moat | news.ycombinator.com | 2023-10-06

    I wouldn’t say ROCm code is “slower”, per se, but in practice that’s how it presents. References:

    https://github.com/InternLM/lmdeploy

    https://github.com/vllm-project/vllm

    https://github.com/OpenNMT/CTranslate2

    You know what’s missing from all of these and many more like them? Support for ROCm. This is all before you get to the really wildly performant stuff like Triton Inference Server, FasterTransformer, TensorRT-LLM, etc.

    ROCm is at the “get it to work stage” (see top comment, blog posts everywhere celebrating minor successes, etc). CUDA is at the “wring every last penny of performance out of this thing” stage.

    In terms of hardware support, I think that one is obvious. The U in CUDA originally stood for unified. Look at the list of chips supported by Nvidia drivers and CUDA releases. Literally anything from at least the past 10 years that has Nvidia printed on the box will just run CUDA code.

    One of my projects specifically targets Pascal up - when I thought even Pascal was a stretch. Cue my surprise when I got a report of someone casually firing it up on Maxwell when I was pretty certain there was no way it could work.

    A Maxwell laptop chip. It also runs just as well on an H100.

    THAT is hardware support.

  • modulus

    Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods

    • Project mention: Nvidia Modulus | news.ycombinator.com | 2024-03-20

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  • dream-factory

    Multi-threaded GUI manager for mass creation of AI-generated art with support for multiple GPUs.

    • Project mention: 80's-90's fantasy art character generator w/ dynamic prompt (DS&D) | /r/StableDiffusion | 2023-05-12

    Good stuff! For anyone else that uses Dream Factory, I've converted this to a .prompts file for use with it here:

  • genv

    GPU environment and cluster management with LLM support

  • cubestat

    Horizon chart for CPU/GPU/Neural Engine utilization monitoring on Apple M1/M2 and nVidia GPUs on Linux

    • Project mention: Show HN: Horizon Chart for System Monitoring | news.ycombinator.com | 2024-04-05

  • k80-linux-cooling

    Controls a PWM fan using an arduino, based off the temperature of an NVIDIA GPU.

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).

Python nvidia-gpu related posts

  • Meta: Code Llama, an AI Tool for Coding

    18 projects | news.ycombinator.com | 24 Aug 2023

  • Run popular Open-Source AI Tools on native Windows 10/11 (NVIDIA GPU only)

    3 projects | /r/nvidia | 21 Oct 2022

Index

What are some of the best open-source nvidia-gpu projects in Python? This list will help you:

Project Stars
1 lmdeploy 2,391
2 modulus 661
3 dream-factory 471
4 genv 415
5 cubestat 20
6 k80-linux-cooling 0

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