File size: 1,957 Bytes
0a1b0f6 a47f056 0a1b0f6 adcb50f 0a1b0f6 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 |
---
base_model: OFA-Sys/chinese-clip-vit-base-patch16
library_name: transformers.js
---
https://huggingface.co/OFA-Sys/chinese-clip-vit-base-patch16 with ONNX weights to be compatible with Transformers.js.
## Usage (Transformers.js)
If you haven't already, you can install the [Transformers.js](https://huggingface.co/docs/transformers.js) JavaScript library from [NPM](https://www.npmjs.com/package/@xenova/transformers) using:
```bash
npm i @xenova/transformers
```
**Example:** Zero-shot image classification w/ `Xenova/chinese-clip-vit-base-patch16`.
```javascript
import { pipeline } from '@xenova/transformers';
// Create zero-shot image classification pipeline
const classifier = await pipeline('zero-shot-image-classification', 'Xenova/chinese-clip-vit-base-patch16');
// Set image url and candidate labels
const url = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/pikachu.png';
const candidate_labels = ['杰尼龟', '妙蛙种子', '小火龙', '皮卡丘'] // Squirtle, Bulbasaur, Charmander, Pikachu in Chinese
// Classify image
const output = await classifier(url, candidate_labels);
console.log(output);
// [
// { score: 0.9926728010177612, label: '皮卡丘' }, // Pikachu
// { score: 0.003480620216578245, label: '妙蛙种子' }, // Bulbasaur
// { score: 0.001942147733643651, label: '杰尼龟' }, // Squirtle
// { score: 0.0019044597866013646, label: '小火龙' } // Charmander
// ]
```
![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/bVOErVl5Zsz1dpstDfKpu.png)
---
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](https://huggingface.co/docs/optimum/index) and structuring your repo like this one (with ONNX weights located in a subfolder named `onnx`). |