mirror of
https://github.com/ggerganov/whisper.cpp.git
synced 2024-12-20 21:23:06 +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
284 lines
12 KiB
HTML
284 lines
12 KiB
HTML
<!doctype html>
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<html lang="en-us">
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<head>
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<title>bench : Benchmark whisper.cpp performance in the browser</title>
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<style>
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#output {
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width: 100%;
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height: 100%;
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margin: 0 auto;
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margin-top: 10px;
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border-left: 0px;
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border-right: 0px;
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padding-left: 0px;
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padding-right: 0px;
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display: block;
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background-color: black;
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color: white;
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font-size: 10px;
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font-family: 'Lucida Console', Monaco, monospace;
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outline: none;
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white-space: pre;
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overflow-wrap: normal;
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overflow-x: scroll;
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}
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</style>
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</head>
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<body>
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<div id="main-container">
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<b>bench : Benchmark whisper.cpp performance in the browser</b>
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<br><br>
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You can find more about this project on <a href="https://github.com/ggerganov/whisper.cpp/tree/master/examples/bench.wasm">GitHub</a>.
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<br><br>
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<b>More examples:</b>
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<a href="https://whisper.ggerganov.com/">main</a> |
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<a href="https://whisper.ggerganov.com/bench">bench</a> |
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<a href="https://whisper.ggerganov.com/stream">stream</a> |
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<a href="https://whisper.ggerganov.com/command">command</a> |
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<a href="https://whisper.ggerganov.com/talk">talk</a> |
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<br><br>
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<hr>
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Select the model you would like to use and click the "Bench" button.<br>
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The results will be displayed in the textarea below.
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<br><br>
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<div id="model-whisper">
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Whisper model: <span id="model-whisper-status"></span>
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<button id="fetch-whisper-tiny-en" onclick="loadWhisper('tiny.en')">tiny.en (75 MB)</button>
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<button id="fetch-whisper-base-en" onclick="loadWhisper('base.en')">base.en (142 MB)</button>
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<button id="fetch-whisper-small-en" onclick="loadWhisper('small.en')">small.en (466 MB)</button>
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<input type="file" id="whisper-file" name="file" onchange="loadFile(event, 'whisper.bin')" />
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<br><br>
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Quantized models:<br><br>
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<button id="fetch-whisper-tiny-en-q5_1" onclick="loadWhisper('tiny-en-q5_1')">tiny.en (Q5_1, 31 MB)</button>
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<button id="fetch-whisper-base-en-q5_1" onclick="loadWhisper('base-en-q5_1')">base.en (Q5_1, 57 MB)</button>
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<button id="fetch-whisper-small-en-q5_1" onclick="loadWhisper('small-en-q5_1')">small.en (Q5_1, 182 MB)</button>
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<button id="fetch-whisper-medium-en-q5_0" onclick="loadWhisper('medium-en-q5_0')">medium.en (Q5_0, 515 MB)</button>
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<button id="fetch-whisper-large-q5_0" onclick="loadWhisper('large-q5_0')">large (Q5_0, 1030 MB)</button>
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<span id="fetch-whisper-progress"></span>
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</div>
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<br>
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<div id="input">
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<button id="bench" onclick="onBench()" disabled>Bench</button>
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<button id="clear" onclick="clearCache()">Clear Cache</button>
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</div>
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<hr>
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Debug output:
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<textarea id="output" rows="20"></textarea>
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<br>
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<b>Troubleshooting</b>
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<br><br>
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The page does some heavy computations, so make sure:
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<ul>
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<li>To use a modern web browser (e.g. Chrome, Firefox)</li>
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<li>To use a fast desktop or laptop computer (i.e. not a mobile phone)</li>
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<li>Your browser supports WASM <a href="https://webassembly.org/roadmap/">Fixed-width SIMD</a></li>
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</ul>
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<div class="cell-version">
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<span>
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Build time: <span class="nav-link">@GIT_DATE@</span> |
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Commit hash: <a class="nav-link" href="https://github.com/ggerganov/whisper.cpp/commit/@GIT_SHA1@">@GIT_SHA1@</a> |
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Commit subject: <span class="nav-link">@GIT_COMMIT_SUBJECT@</span> |
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<a class="nav-link" href="https://github.com/ggerganov/whisper.cpp/tree/master/examples/bench.wasm">Source Code</a> |
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</span>
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</div>
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</div>
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<script type="text/javascript" src="helpers.js"></script>
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<script type='text/javascript'>
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// the bench instance
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var instance = null;
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// model name
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var model_whisper = null;
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var Module = {
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print: printTextarea,
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printErr: printTextarea,
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setStatus: function(text) {
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printTextarea('js: ' + text);
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},
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monitorRunDependencies: function(left) {
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},
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preRun: function() {
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printTextarea('js: Preparing ...');
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},
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postRun: function() {
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printTextarea('js: Initialized successfully!');
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}
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};
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//
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// fetch models
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//
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let dbVersion = 1
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let dbName = 'whisper.ggerganov.com';
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let indexedDB = window.indexedDB || window.mozIndexedDB || window.webkitIndexedDB || window.msIndexedDB
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function storeFS(fname, buf) {
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// write to WASM file using FS_createDataFile
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// if the file exists, delete it
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try {
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Module.FS_unlink(fname);
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} catch (e) {
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// ignore
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}
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Module.FS_createDataFile("/", fname, buf, true, true);
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printTextarea('storeFS: stored model: ' + fname + ' size: ' + buf.length);
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model_whisper = fname;
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document.getElementById('model-whisper-status').innerHTML = 'loaded "' + model_whisper + '"!';
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if (model_whisper != null) {
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document.getElementById('bench').disabled = false;
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}
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}
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function loadFile(event, fname) {
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var file = event.target.files[0] || null;
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if (file == null) {
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return;
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}
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printTextarea("loadFile: loading model: " + file.name + ", size: " + file.size + " bytes");
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printTextarea('loadFile: please wait ...');
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var reader = new FileReader();
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reader.onload = function(event) {
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var buf = new Uint8Array(reader.result);
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storeFS(fname, buf);
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}
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reader.readAsArrayBuffer(file);
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document.getElementById('fetch-whisper-tiny-en').style.display = 'none';
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document.getElementById('fetch-whisper-base-en').style.display = 'none';
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document.getElementById('fetch-whisper-small-en').style.display = 'none';
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document.getElementById('fetch-whisper-tiny-en-q5_1' ).style.display = 'none';
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document.getElementById('fetch-whisper-base-en-q5_1' ).style.display = 'none';
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document.getElementById('fetch-whisper-small-en-q5_1' ).style.display = 'none';
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document.getElementById('fetch-whisper-medium-en-q5_0').style.display = 'none';
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document.getElementById('fetch-whisper-large-q5_0' ).style.display = 'none';
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document.getElementById('whisper-file' ).style.display = 'none';
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document.getElementById('model-whisper-status' ).innerHTML = 'loaded model: ' + file.name;
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}
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function loadWhisper(model) {
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let urls = {
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'tiny.en': 'https://whisper.ggerganov.com/ggml-model-whisper-tiny.en.bin',
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'base.en': 'https://whisper.ggerganov.com/ggml-model-whisper-base.en.bin',
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'small.en': 'https://whisper.ggerganov.com/ggml-model-whisper-small.en.bin',
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'tiny-en-q5_1': 'https://whisper.ggerganov.com/ggml-model-whisper-tiny.en-q5_1.bin',
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'base-en-q5_1': 'https://whisper.ggerganov.com/ggml-model-whisper-base.en-q5_1.bin',
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'small-en-q5_1': 'https://whisper.ggerganov.com/ggml-model-whisper-small.en-q5_1.bin',
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'medium-en-q5_0':'https://whisper.ggerganov.com/ggml-model-whisper-medium.en-q5_0.bin',
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'large-q5_0': 'https://whisper.ggerganov.com/ggml-model-whisper-large-q5_0.bin',
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};
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let sizes = {
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'tiny.en': 75,
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'base.en': 142,
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'small.en': 466,
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'tiny-en-q5_1': 31,
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'base-en-q5_1': 57,
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'small-en-q5_1': 182,
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'medium-en-q5_0': 515,
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'large-q5_0': 1030,
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};
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let url = urls[model];
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let dst = 'whisper.bin';
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let size_mb = sizes[model];
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document.getElementById('fetch-whisper-tiny-en').style.display = 'none';
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document.getElementById('fetch-whisper-base-en').style.display = 'none';
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document.getElementById('fetch-whisper-small-en').style.display = 'none';
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document.getElementById('fetch-whisper-tiny-en-q5_1' ).style.display = 'none';
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document.getElementById('fetch-whisper-base-en-q5_1' ).style.display = 'none';
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document.getElementById('fetch-whisper-small-en-q5_1' ).style.display = 'none';
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document.getElementById('fetch-whisper-medium-en-q5_0').style.display = 'none';
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document.getElementById('fetch-whisper-large-q5_0' ).style.display = 'none';
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document.getElementById('whisper-file' ).style.display = 'none';
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document.getElementById('model-whisper-status').innerHTML = 'loading "' + model + '" ... ';
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cbProgress = function(p) {
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let el = document.getElementById('fetch-whisper-progress');
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el.innerHTML = Math.round(100*p) + '%';
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};
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cbCancel = function() {
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var el;
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el = document.getElementById('fetch-whisper-tiny-en'); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-base-en'); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-small-en'); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-tiny-en-q5_1' ); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-base-en-q5_1' ); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-small-en-q5_1' ); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-medium-en-q5_0'); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-large-q5_0' ); if (el) el.style.display = 'inline-block';
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el = document.getElementById('whisper-file' ); if (el) el.style.display = 'inline-block';
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el = document.getElementById('model-whisper-status'); if (el) el.innerHTML = '';
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};
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loadRemote(url, dst, size_mb, cbProgress, storeFS, cbCancel, printTextarea);
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}
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//
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// main
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//
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function onBench() {
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if (instance) {
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Module.free(instance);
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}
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instance = Module.init('whisper.bin');
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if (instance) {
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printTextarea("js: whisper initialized, instance: " + instance);
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}
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document.getElementById('bench').disabled = true;
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if (!instance) {
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printTextarea("js: failed to initialize whisper");
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return;
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}
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}
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</script>
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<script type="text/javascript" src="bench.js"></script>
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</body>
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</html>
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