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by esafak 169 days ago
What is the state of web ML? Anybody doing cool things already? How about https://www.w3.org/TR/webnn/ ?
1 comments
sroussey 169 days ago
onnx on the web has the most models available and can use webgpu which is available everywhere.

Huggingface’s transformers.js uses it. And I use that for https://workglow.dev (also tensorflow mediapipe though that is using wasm).

I don’t think webnn has gone anywhere and is too restrictive.

link
ekzhang 169 days ago
Since ONNX is just a model data format, you can actually parse and run ONNX files in jax-js as well. Here’s an example of running DETR ResNet-50 from Xenova’s transformers.js checkpoint in jax-js

https://jax-js.com/detr-resnet-50

I don’t think I intend to support everything in ONNX right now, especially quant/dequant, but eventually it would be interesting to see if we can help accelerate transformers.js with a jax-js backend + goodies like kernel fusion

jax-js is more trying to explore being an ML research library, rather than ONNX which is a runtime for exported models

link