webgpu-headers
tfjs
webgpu-headers | tfjs | |
---|---|---|
4 | 29 | |
325 | 18,124 | |
2.5% | 0.3% | |
7.2 | 8.6 | |
7 days ago | 9 days ago | |
C | TypeScript | |
BSD 3-clause "New" or "Revised" License | Apache License 2.0 |
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webgpu-headers
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New Vulkan Documentation Website
There's standardized C API which is both implemented by Dawn and wgpu.rs:
https://github.com/webgpu-native/webgpu-headers/blob/main/we...
...and this standardized API would also enable other independent native implementations.
There's even thought put into the API being extensible via 'struct chaining', this is how the native implementations also accept SPIRV shader bytecode instead of just WGSL shader source code.
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I want to talk about WebGPU
The API definition exists:
https://github.com/webgpu-native/webgpu-headers/blob/main/we...
The next missing piece is a standard window system glue API for WASI though.
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The current state of GPU API's and why I wish V-EZ hadn't died.
At first it was for only web, but browsers implement it using compiled code (C++/Rust) and you can use the implementation directly. Wgpu is for Firefox, Dawn is for Chrome. There is a C header for them: https://github.com/webgpu-native/webgpu-headers/blob/main/webgpu.h.
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Learn Wgpu
> Wgpu actually has C bindings to allow you to write C/C++ code with it, as well as use other languages that interface with C. That being said, wgpu is written in Rust, and it has some convenient Rust bindings that don't have to jump through any hoops. On top of that, I've been enjoying writing in Rust.
Why the bloat when this exist? https://github.com/webgpu-native/webgpu-headers
tfjs
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JavaScript Libraries for Implementing Trendy Technologies in Web Apps in 2024
TensorFlow.js
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Deep Learning in JavaScript
Many people seem to be unaware of tensorflow.js, an official JS implementation of TF
https://github.com/tensorflow/tfjs
I'd love to see PyTorch in JS, but I think unless you get it running on the GPU it won't be able to do much.
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Machine Learning in NodeJS || Part 1: TensorflowJS Basics
TensorflowJS GitHub Repository
- PyTorch Primitives in WebGPU for the Browser
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I want to talk about WebGPU
Also, Tensorflow.js WebGPU backend has been in the works for quite some time: https://github.com/tensorflow/tfjs/tree/master/tfjs-backend-...
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WebGPU Fundamentals
It's a pity that tfjs never truly developed any decent ops. E.g. you need lgamma to implement the cap for zero-inflated poisson regression and tfjs simply doesn't have that: https://github.com/tensorflow/tfjs/issues/2011
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Chrome Ships WebGPU
People have been doing it for long with WebGL, see eg https://github.com/tensorflow/tfjs and https://cloudblogs.microsoft.com/opensource/2021/09/02/onnx-...
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How to get rotation (yaw/pitch/roll) from face detection keypoints?
thanks, no not unity, going to show it as a demo with threejs + tensorflow on the web. I found a github request to add face orientation https://github.com/tensorflow/tfjs/issues/3835 looks like they assigned someone to add it but doesn't look like its available yet, but there's some posts about the math I can use to get rotations based on some of the landmarks
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[P] Supporting neural network inference in web browsers
There already exist a wide variety of neural network inference engines that run in web browsers (e.g. TensorFlow.js and, my personal favorite for use with PyTorch models, ONNX Runtime Web), but pre- and post-processing has always required imperative manipulations on flat buffers rather than a clean ndarray interface.
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Tensorflow JS model crashing on mobile
Full docs and code: https://github.com/tensorflow/tfjs/tree/master/e2e/benchmarks/local-benchmark
What are some alternatives?
wgpu-native - Native WebGPU implementation based on wgpu-core
face-api.js - JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js
bgfx - Cross-platform, graphics API agnostic, "Bring Your Own Engine/Framework" style rendering library.
webhl - WebHL is a fork of hlviewer.js that uses the File System Access API to load game assets direct from your computer rather than from a server.
DiligentEngine - A modern cross-platform low-level graphics library and rendering framework
lightweight-human-pose-estimation.pytorch - Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
VulkanSceneGraph - Vulkan & C++17 based Scene Graph Project
BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".
misc - Clippings
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
wgpu - Cross-platform, safe, pure-rust graphics api.
firecracker - Secure and fast microVMs for serverless computing.