mirror of
https://github.com/ggerganov/whisper.cpp.git
synced 2024-12-25 15:11:05 +00:00
794b162a46
* whisper : add integer quantization support * examples : add common-ggml + prepare to add "quantize" tool * whisper : quantization tool ready * whisper : fix F32 support * whisper : try to fix shared lib linkage * wasm : update quantized models to Q5 * bench.wasm : remove "medium" button * bench.wasm : fix custom model button * ggml : add Q5_0 and Q5_1 WASM SIMD * wasm : add quantized models to all WASM examples * wasm : bump DB version number to 2 * talk-llama : update example to latest llama.cpp * node : increase test timeout to 10s * readme : add information for model quantization * wasm : add links to other examples
194 lines
6.4 KiB
JavaScript
194 lines
6.4 KiB
JavaScript
// Common Javascript functions used by the examples
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function convertTypedArray(src, type) {
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var buffer = new ArrayBuffer(src.byteLength);
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var baseView = new src.constructor(buffer).set(src);
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return new type(buffer);
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}
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var printTextarea = (function() {
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var element = document.getElementById('output');
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if (element) element.value = ''; // clear browser cache
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return function(text) {
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if (arguments.length > 1) text = Array.prototype.slice.call(arguments).join(' ');
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console.log(text);
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if (element) {
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element.value += text + "\n";
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element.scrollTop = element.scrollHeight; // focus on bottom
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}
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};
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})();
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async function clearCache() {
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if (confirm('Are you sure you want to clear the cache?\nAll the models will be downloaded again.')) {
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indexedDB.deleteDatabase(dbName);
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}
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}
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// fetch a remote file from remote URL using the Fetch API
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async function fetchRemote(url, cbProgress, cbPrint) {
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cbPrint('fetchRemote: downloading with fetch()...');
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const response = await fetch(
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url,
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{
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method: 'GET',
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headers: {
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'Content-Type': 'application/octet-stream',
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},
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}
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);
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if (!response.ok) {
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cbPrint('fetchRemote: failed to fetch ' + url);
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return;
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}
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const contentLength = response.headers.get('content-length');
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const total = parseInt(contentLength, 10);
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const reader = response.body.getReader();
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var chunks = [];
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var receivedLength = 0;
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var progressLast = -1;
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while (true) {
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const { done, value } = await reader.read();
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if (done) {
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break;
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}
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chunks.push(value);
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receivedLength += value.length;
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if (contentLength) {
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cbProgress(receivedLength/total);
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var progressCur = Math.round((receivedLength / total) * 10);
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if (progressCur != progressLast) {
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cbPrint('fetchRemote: fetching ' + 10*progressCur + '% ...');
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progressLast = progressCur;
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}
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}
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}
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var position = 0;
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var chunksAll = new Uint8Array(receivedLength);
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for (var chunk of chunks) {
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chunksAll.set(chunk, position);
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position += chunk.length;
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}
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return chunksAll;
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}
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// load remote data
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// - check if the data is already in the IndexedDB
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// - if not, fetch it from the remote URL and store it in the IndexedDB
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function loadRemote(url, dst, size_mb, cbProgress, cbReady, cbCancel, cbPrint) {
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if (!navigator.storage || !navigator.storage.estimate) {
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cbPrint('loadRemote: navigator.storage.estimate() is not supported');
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} else {
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// query the storage quota and print it
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navigator.storage.estimate().then(function (estimate) {
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cbPrint('loadRemote: storage quota: ' + estimate.quota + ' bytes');
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cbPrint('loadRemote: storage usage: ' + estimate.usage + ' bytes');
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});
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}
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// check if the data is already in the IndexedDB
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var rq = indexedDB.open(dbName, dbVersion);
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rq.onupgradeneeded = function (event) {
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var db = event.target.result;
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if (db.version == 1) {
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var os = db.createObjectStore('models', { autoIncrement: false });
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cbPrint('loadRemote: created IndexedDB ' + db.name + ' version ' + db.version);
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} else {
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// clear the database
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var os = event.currentTarget.transaction.objectStore('models');
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os.clear();
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cbPrint('loadRemote: cleared IndexedDB ' + db.name + ' version ' + db.version);
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}
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};
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rq.onsuccess = function (event) {
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var db = event.target.result;
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var tx = db.transaction(['models'], 'readonly');
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var os = tx.objectStore('models');
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var rq = os.get(url);
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rq.onsuccess = function (event) {
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if (rq.result) {
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cbPrint('loadRemote: "' + url + '" is already in the IndexedDB');
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cbReady(dst, rq.result);
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} else {
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// data is not in the IndexedDB
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cbPrint('loadRemote: "' + url + '" is not in the IndexedDB');
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// alert and ask the user to confirm
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if (!confirm(
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'You are about to download ' + size_mb + ' MB of data.\n' +
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'The model data will be cached in the browser for future use.\n\n' +
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'Press OK to continue.')) {
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cbCancel();
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return;
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}
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fetchRemote(url, cbProgress, cbPrint).then(function (data) {
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if (data) {
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// store the data in the IndexedDB
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var rq = indexedDB.open(dbName, dbVersion);
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rq.onsuccess = function (event) {
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var db = event.target.result;
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var tx = db.transaction(['models'], 'readwrite');
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var os = tx.objectStore('models');
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var rq = null;
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try {
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var rq = os.put(data, url);
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} catch (e) {
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cbPrint('loadRemote: failed to store "' + url + '" in the IndexedDB: \n' + e);
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cbCancel();
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return;
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}
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rq.onsuccess = function (event) {
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cbPrint('loadRemote: "' + url + '" stored in the IndexedDB');
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cbReady(dst, data);
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};
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rq.onerror = function (event) {
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cbPrint('loadRemote: failed to store "' + url + '" in the IndexedDB');
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cbCancel();
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};
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};
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}
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});
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}
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};
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rq.onerror = function (event) {
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cbPrint('loadRemote: failed to get data from the IndexedDB');
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cbCancel();
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};
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};
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rq.onerror = function (event) {
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cbPrint('loadRemote: failed to open IndexedDB');
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cbCancel();
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};
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rq.onblocked = function (event) {
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cbPrint('loadRemote: failed to open IndexedDB: blocked');
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cbCancel();
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};
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rq.onabort = function (event) {
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cbPrint('loadRemote: failed to open IndexedDB: abort');
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cbCancel();
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};
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}
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