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Top 23 GPU Open-Source Projects
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The original Torch library (the predecessor to PyTorch) was a Lua library. A lot of early 2010s NN research was done in Lua.
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My journey of using terminal emulators began together with my introduction to Linux about 7 years ago. GNOME terminal was my first as it came pre-installed on Ubuntu, my first Linux distribution. Since then, I've had the opportunity to explore and utilize a range of terminal emulators, including Alacritty, Kitty, st, Konsole, xterm, and most recently iTerm2. It's been interesting to experiment with these different emulators, each offering its unique features (or similar however with each with personal touch), user interfaces, and performance benchmarks. Just the other day, a new terminal emulator caught my attention: Warp Terminal. My curiosity won, and Warp was downloaded, this short blog are my thoughts about Warp terminal. At the moment there is only support for macOS, however linux and windows builds are on the way.
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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DeepSpeed
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
Project mention: Using --deepspeed requires lots of manual tweaking | reddit.com/r/Oobabooga | 2023-05-11Filed a discussion item on the deepspeed project: https://github.com/microsoft/DeepSpeed/discussions/3531
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Project mention: Cleared AWS Machine Learning - Specialty exam.. Happy to help!!! | reddit.com/r/AWSCertifications | 2023-04-04
Jeremy Howard's YouTube Channel - Jeremy maintains the fastai library, which is an excellent package that will help anyone build complicated ML architectures in minimum time. His YouTube Channel has a number of free courses which do an amazing job of covering a variety of ML topics, and he also maintains a very active forum for people studying ML.
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Check our the realease note (https://github.com/taichi-dev/taichi/releases) for more improvements.
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I'd recommend a stat monitor app so you can see your temps easily from the menubar. The M2 Air usually sits around 33-37Celsius while web browsing and videos and what not
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Project mention: Seeking Guidance on Leveraging Local Models and Optimizing GPU Utilization in containerized packages | reddit.com/r/LocalLLaMA | 2023-05-21
I found the Faq, looks like Windows isn't supported which might indicate why I had this problem earlier. I might need to dual boot my machine if it won't work with WSL which I don't see mentioned in either page. WSL Cuda instructions found this I'll give it a try.
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I used this library on my project but I think it's no longer maintained. I PRed a fix for buggy atan2 over a year ago and no movement [1]. I do highly recommend it if you're a web developer interested in harnessing parallel processing.
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Deeplearning4j
Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learning using automatic differentiation.
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Project mention: Ask for help: what is the best way to have code both support torch and numpy? | reddit.com/r/pytorch | 2023-02-22
Check Ivy.
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im certainly not a programmer , but NVIM with SOME gui like neovide it looks amazing and great,
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Project mention: MLC LLM - "MLC LLM is a universal solution that allows any language model to be deployed natively on a diverse set of hardware backends and native applications, plus a productive framework for everyone to further optimize model performance for their own use cases." | reddit.com/r/LocalLLM | 2023-04-30
I have tried the iPhone app. It's fast. They're using Apache TVM which should allow better use of native accelerators on different devices. Like using metal on Apple and Vulcan or CUDA or whatever instead of just running the thing on the CPU like llama.cpp.
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FanControl.Releases
This is the release repository for Fan Control, a highly customizable fan controlling software for Windows.
Tie your case fan curves to your GPU temps with something like Fan Control, so things ramp up and down.
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Project mention: Import many photogrammetry software's scenes into Blender | reddit.com/r/photogrammetry | 2023-03-26
Open3D (JSON, LOG, PLY) 1
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Project mention: What are you building with LLMs? I'm writing an article about what people are building with LLMs | reddit.com/r/programming | 2023-03-27
Hi everyone. I’m the creator of ChatLLaMA https://github.com/nebuly-ai/nebullvm/tree/main/apps/accelerate/chatllama, an opensource framework to train LLMs with limited resources and create There’s been amazing usage of LLMs in these days, from chatbots to retrieve about company’s product information, to cooking assistants for traditional dishes, and much more. And you? What you building or would love to build with LLMs? Let me know and I’ll share the article about your stories soon. https://qpvirevo4tz.typeform.com/to/T3PruEuE Cheers
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Sorry I don’t know much about Rasberry PI. Which rendering API are you using? WGPU fullly supports Vulkan on Linux and GLES3 as “best effort” (from their readme).
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john
John the Ripper jumbo - advanced offline password cracker, which supports hundreds of hash and cipher types, and runs on many operating systems, CPUs, GPUs, and even some FPGAs
John the Ripper
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ImageAI
A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
Project mention: Is it possible to use ML to identify a certain pattern in videos by training with videos? | reddit.com/r/learnmachinelearning | 2023-04-17From ImageAI?
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scalene
Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals
Use this my fren: https://github.com/plasma-umass/scalene
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Project mention: pycaret: An open-source, low-code machine learning library in Python | reddit.com/r/coolgithubprojects | 2022-09-13
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catboost
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
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InfluxDB
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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).
The latest post mention was on 2023-06-01.
GPU related posts
- Intel arc gpu price drop - inexpensive llama.cpp opencl inference accelerator?
- Is the m2 air's thermals really that bad?
- The website has been found!
- A lost website
- Show HN: Cloud Agnostic AI Platform
- I want to compile Waifu2x and I keep getting these errors, I tried looking for vulkan library (haven't searched OpenCL library) and I found none.
- How to Finetune GPT Like Large Language Models on a Custom Dataset
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A note from our sponsor - Sonar
www.sonarsource.com | 1 Jun 2023
Index
What are some of the best open-source GPU projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Pytorch | 67,319 |
| 2 | alacritty | 46,830 |
| 3 | DeepSpeed | 25,088 |
| 4 | fastai | 23,931 |
| 5 | taichi | 23,170 |
| 6 | stats | 16,380 |
| 7 | nvidia-docker | 16,297 |
| 8 | gpu.js | 14,588 |
| 9 | WebGL-Fluid-Simulation | 13,388 |
| 10 | Deeplearning4j | 12,952 |
| 11 | ivy | 10,858 |
| 12 | neovide | 10,178 |
| 13 | tvm | 9,759 |
| 14 | FanControl.Releases | 8,982 |
| 15 | Open3D | 8,951 |
| 16 | nebuly | 8,152 |
| 17 | wgpu | 7,877 |
| 18 | john | 7,793 |
| 19 | ImageAI | 7,769 |
| 20 | scalene | 7,715 |
| 21 | pycaret | 7,342 |
| 22 | catboost | 7,160 |
| 23 | AlphaPose | 7,062 |
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