libsvm-wasm

libsvm-wasm

Brief

This is a wasm export for libsvm It allows you to directly run & train svm model in js env without installing any non-js dependency.

Build

• prereq: emscripten

git submodule init
git submodule update
make

After this command, you will get the wasm in dist folder.

Usage

Note: No bundle support for now. You may want to build on yourself or use ts-node to write a ts script.

import {SVM} from './src/libsvm';

const svm = new SVM();

const data = [[-1, -1], [1, 1], [2, 2], [-2, -2]]
const label = [-1, 1, 1, -1];

await svm.feedSamples(data, label);
await svm.train();
await svm.predict([3, 3]);

Roadmap

• Building & Bundling & Packaging
• Benchmark V.S. native
• More API
• SIMD operation to enhance performance
• Store Model using native fs API