onnxjs
tractjs
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| onnxjs | tractjs | |
|---|---|---|
| 3 | 1 | |
| 1,565 | 76 | |
| - | - | |
| 4.9 | 0.0 | |
| over 2 years ago | over 1 year ago | |
| TypeScript | Rust | |
| GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
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onnxjs
- Alternatives to tensorflowjs
-
Run WASM, a client side Python runtime
Tensorflow (and by extension Keras) offload most of the actual work to C++ or C, so having those compile to WebAssembly would (I imagine) be a herculean effort.
Instead, The TF team maintains TFJS, which can run on WebAssembly[0].
There are also tractjs[1], and onnyxjs[2], both of which allow you to run (most) ONNX models (which is an open standard for specifying ML models) using WebAssembly and WebGL(only onnyxjs supports WebGL). A bunch of frameworks (caffe, pytorch, TF) support exporting to/importing from ONNX.
[0] https://blog.tensorflow.org/2020/03/introducing-webassembly-...
[1] https://github.com/bminixhofer/tractjs
[2] https://github.com/microsoft/onnxjs
- AppleNeuralHash2ONNX: Convert Apple NeuralHash Model for CSAM Detection to ONNX
tractjs
-
Run WASM, a client side Python runtime
Tensorflow (and by extension Keras) offload most of the actual work to C++ or C, so having those compile to WebAssembly would (I imagine) be a herculean effort.
Instead, The TF team maintains TFJS, which can run on WebAssembly[0].
There are also tractjs[1], and onnyxjs[2], both of which allow you to run (most) ONNX models (which is an open standard for specifying ML models) using WebAssembly and WebGL(only onnyxjs supports WebGL). A bunch of frameworks (caffe, pytorch, TF) support exporting to/importing from ONNX.
[0] https://blog.tensorflow.org/2020/03/introducing-webassembly-...
[1] https://github.com/bminixhofer/tractjs
[2] https://github.com/microsoft/onnxjs
What are some alternatives?
onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
neuronika - Tensors and dynamic neural networks in pure Rust.
run-wasm - Run WASM based code executions in the browser easily
AppleNeuralHash2ONNX - Convert Apple NeuralHash model for CSAM Detection to ONNX.
kosmonaut - A web browser engine for the space age :rocket:
onnxruntime-rs - Rust wrapper for Microsoft's ONNX Runtime (version 1.8)
tract - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference
autograph - Machine Learning Library for Rust
dpar - Neural network transition-based dependency parser (in Rust)
feca - A web browser prototype.
steelix - Your one stop CLI for ONNX model analysis.