Deberta Small Long Nli

🚀 transformers.js

A library that utilizes the base model tasksource/deberta-small-long-nli for zero-shot classification, making it compatible with Transformers.js.

🚀 Quick Start

This repository hosts the ONNX weights of tasksource/deberta-small-long-nli to ensure compatibility with Transformers.js.

📦 Installation

If you haven't already, you can install the Transformers.js JavaScript library from NPM using:

npm i @huggingface/transformers

💻 Usage Examples

Basic Usage

import { pipeline } from '@huggingface/transformers';

// Create a zero-shot classification pipeline
const classifier = await pipeline('zero-shot-classification', 'onnx-community/deberta-small-long-nli');

// Classify input text
const text = 'one day I will see the world';
const candidate_labels = ['travel', 'cooking', 'dancing'];
const output = await classifier(text, candidate_labels);
console.log(output);
// {
//   sequence: 'one day I will see the world',
//   labels: [ 'travel', 'dancing', 'cooking' ],
//   scores: [ 0.8759302251623927, 0.10660000891028172, 0.017469765927325517 ]
// }

⚠️ Important Note

Having a separate repo for ONNX weights is intended to be a temporary solution until WebML gains more traction. If you would like to make your models web-ready, we recommend converting to ONNX using 🤗 Optimum and structuring your repo like this one (with ONNX weights located in a subfolder named onnx).