High-level non-blocking Deno bindings to the rust-bert machine learning crate.

Related tags

Machine learning bertml
Overview

bertml

High-level non-blocking Deno bindings to the rust-bert machine learning crate.

Guide

Introduction

The ModelManager class manages the FFI bindings and all of your models that connect to the bindings. You create models from the manager and then use the methods on those classes.

Supported Pipelines

Note: we do not currently support any model-level configuration except for the different languages for the TranslationModel.

  • TranslationModel
  • NERModel
  • QAModel
  • SentimentModel

rust-bert citations

@inproceedings{becquin-2020-end,
    title = "End-to-end {NLP} Pipelines in Rust",
    author = "Becquin, Guillaume",
    booktitle = "Proceedings of Second Workshop for NLP Open Source Software (NLP-OSS)",
    year = "2020",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/2020.nlposs-1.4",
    pages = "20--25",
}

Acknowledgements

rust-bert loads the models from Hugging Face and bertml also has a huge thanks to Hugging Face for making these models public and interfaceable with Rust (+ Deno).

License

MIT

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Comments
  • `TypeError: Deno.dlopen is not a function`

    `TypeError: Deno.dlopen is not a function`

    Hello,

    I am trying to use the sentiment model, but I get an error. This is my code:

    const manager = await ModelManager.create();
const sentimentModel = await manager.createSentimentModel();

async function filterTweets(tweets: TwitterResponse) {
    const sentiments = await sentimentModel.predict(tweets.data.map(tweet => tweet.text));
    return tweets.data.filter((_, index) => {
        return sentiments[index].score > 0.7;
    });
}

    Error

    at Module.prepare (https://deno.land/x/[email protected]/plug.ts:77:15)
  at async Function.create (https://deno.land/x/[email protected]/model_manager.ts:181:17)

    Command

    bash deno run -A ./src/tweets.ts --unstable

    opened by onmax 3
Releases(v0.1.0-alpha2)
Owner
Carter Snook
I maintain and contribute to open-source and am interested in cryptocurrencies. Rust + TypeScript all the way 🚀 17 he/him
Carter Snook
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