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fasttext.wasm.js\n\nNode and Browser env supported WebAssembly version of fastText: Library for efficient text classification and representation learning.\n\n[![NPM version](https://img.shields.io/npm/v/fasttext.wasm.js?color=a1b858&label=)](https://www.npmjs.com/package/fasttext.wasm.js) [![Download monthly](https://img.shields.io/npm/dm/fasttext.wasm.js.svg)](https://www.npmjs.com/package/fasttext.wasm.js)\n\nWebAssembly version of [fastText](https://github.com/facebookresearch/fastText/) with compressed `lid.176.ftz` model (~900KB) and a typescript wrapper. This project focuses on cross-platform, zero-dependency and out-of-the-box.\n\n## Features\n\n- Written in **TypeScript**\n- Supported **Node**, **Worker**, **Browser** and **Browser extension** runtime\n- Integrated language identification and normalized default result, supported [176 languages](./src/models/language-identification/assets/languages.json)\n- Significantly faster and accurate than [languagedetect](https://github.com/FGRibreau/node-language-detect) and [franc](https://github.com/wooorm/franc), superior to [eld](https://github.com/nitotm/efficient-language-detector-js) and [cld](https://github.com/dachev/node-cld).\n\n## Usage\n\nIn Node.js, you should use this approach [for binding js best performance](https://github.com/emscripten-core/emscripten/blob/5ffaadf56234ecf9b645df72e715c08322821553/src/settings.js#L1333).\n\n```ts\nimport { getLIDModel } from 'fasttext.wasm.js'\n\nconst lidModel = await getLIDModel()\nawait lidModel.load()\nconst result = await lidModel.identify('Hello, world!')\nconsole.log(result.alpha2) // 'en'\n```\n\nIn others environments, use like below:\n\n```ts\nimport { getLIDModel } from 'fasttext.wasm.js/common'\n\nconst lidModel = await getLIDModel()\n// Default paths:\n// {\n// wasmPath: '/fastText/fasttext.common.wasm',\n// modelPath: '/fastText/models/lid.176.ftz',\n// }\nawait lidModel.load()\nconst result = await lidModel.identify('Hello, world!')\nconsole.log(result.alpha2) // 'en'\n```\n\n**Do not forget** that download and place [`/fastText/fasttext.common.wasm`](./src/core/fastText.common.wasm) and [`/fastText/models/lid.176.ftz`](./src/models/language-identification/assets/lid.176.ftz) in public root directory. You can override the default paths if necessary.\n\n## Benchmark\n\nDataset [papluca/language-identification/test](https://huggingface.co/datasets/papluca/language-identification) accuracy test result in Node.js runtime:\n\n| Name | Error Rate | Accuracy | Total |\n| ---------------- | ---------- | -------- | ----- |\n| _fastText_ | 0.02 | 0.98 | 10000 |\n| _cld_ | 0.04 | 0.96 | 10000 |\n| _eld_ | 0.06 | 0.94 | 10000 |\n| _languageDetect_ | 0.24 | 0.76 | 10000 |\n| _franc_ | 0.27 | 0.73 | 10000 |\n\n### How to?\n\n> [codesandbox/fasttext.wasm.js](https://codesandbox.io/p/github/yunsii/fasttext.wasm.js/master)\n\n- Run `Bench Test` task for accuracy test\n- Run `Bench` task for benchmark test\n\nor\n\n- Clone the repo\n- `pnpm i`\n- `pnpm run build`\n- `cd bench`\n- `pnpm run test` for accuracy test\n- `pnpm run bench` for benchmark test\n\n## Related\n\n- [awesome-exhibition/fasttext.wasm.js](https://awesome-exhibition.vercel.app/awesome/fasttext.wasm.js) - Next.js example.\n- [yunsii/browser-extension-with-fasttext.wasm.js](https://github.com/yunsii/browser-extension-with-fasttext.wasm.js) - Use fasttext.wasm.js in browser extension.\n\n## Credits\n\n- [DreamOfIce/fastText.wasm](https://github.com/DreamOfIce/fastText.wasm)\n- [facebookresearch/fastText/webassembly](https://github.com/facebookresearch/fastText/tree/main/webassembly)\n\n## References\n\n- [Language identification](https://fasttext.cc/blog/2017/10/02/blog-post.html)\n- [Language identification resources](https://fasttext.cc/docs/en/language-identification.html)\n\n## Build & Publish\n\n### Requirements\n\n- [emsdk](https://emscripten.org/docs/getting_started/downloads.html#installation-instructions-using-the-emsdk-recommended)\n - [emcc@^3.1.53](https://github.com/emscripten-core/emscripten/pull/21168)\n- [xmake](https://xmake.io/#/guide/installation)\n\nPay attention, add `source ./emsdk_env.sh` to shell profile to auto load emsdk env, and `export EMSDK_QUIET=1` can be used to suppress these messages.\n\n- `npm run build`\n- `npx changeset`\n- `npx changeset version`\n- `git commit`\n- `npx changeset publish`\n- `git push --follow-tags`\n\n> [`changeset` prerelease doc](https://github.com/changesets/changesets/blob/main/docs/prereleases.md)\n\n## License\n\n[MIT](./LICENSE) License © 2023 [Yuns](https://github.com/yunsii)\n","readmeFilename":"README.md","description":"Node and Browser env supported WebAssembly version of fastText: Library for efficient text classification and representation learning."}