transformers.js
transformers.js copied to clipboard
Useful snippets
Here are some useful snippets, to use with transformers.js:
Service worker
<script src="sw-transformers.js"></script>
// sw-transformers.js
if (self.document) {
// main script
navigator.serviceWorker?.register("sw-transformers.js");
} else {
// service worker script
self.addEventListener("fetch", (event) => {
event.respondWith(
(async () => {
let request, cache, response;
request = event.request;
cache = await caches.open("transformers-cache");
response = await cache.match(request);
if (response) return response;
response = await fetch(request);
if (response.status === 200 && !request.url.match(/onnx$|json$/)) {
// cache files other than onnx and json (cached by transformers.js)
cache.put(request, response.clone());
}
return response;
})(),
);
});
}
Clear browser cache
async function clearBrowserCache() {
return await caches.delete('transformers-cache');
}
Node.js progress callback
const { pipeline } = await import('@xenova/transformers');
function progress_callback(args) {
if (args.status != 'progress') return;
let n = Math.floor(args.progress / 5);
let str = '\r[' + '#'.repeat(n) + '.'.repeat(20 - n) + '] ' + args.file + (n == 20 ? '\n' : '');
process.stdout.write(str);
}
let pipe = await pipeline('text-to-speech', 'Xenova/mms-tts-eng', {progress_callback});
Web progress callback
<div>
<progress id="progress" value="0" max="100"></progress>
<label for="progress">0</label>
</div>
function progress_callback(args) {
if (args.status != 'progress') return;
let elm = document.getElementById('progress')
if(!elm) return
elm.value = args.progress
if(args.progress == 100 && elm.labels[0]) elm.labels[0].innerHTML = +elm.labels[0].innerHTML + 1
}
let pipe = await pipeline('text-to-speech', 'Xenova/mms-tts-eng', {progress_callback});