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2.54 kB
| <html lang="en"> | |
| <head> | |
| <meta charset="UTF-8" /> | |
| <meta name="viewport" content="width=device-width, initial-scale=1.0" /> | |
| <title>Transformers.js | WebGPU Benchmark</title> | |
| <script type="module" crossorigin src="/assets/index-D9dUKbnn.js"></script> | |
| <link rel="stylesheet" crossorigin href="/assets/index-BZcCtzqA.css"> | |
| </head> | |
| <body> | |
| <h1> | |
| <a href="http://github.com/xenova/transformers.js" target="_blank">🤗 Transformers.js</a> WebGPU Benchmark | |
| </h1> | |
| <p> | |
| This benchmark measures the execution time of BERT-based embedding models | |
| using the WASM and WebGPU execution providers across different batch sizes. | |
| </p> | |
| <div id="chart-container"> | |
| <canvas id="chart"></canvas> | |
| </div> | |
| <div> | |
| <button id="start" disabled>Start Benchmark</button> | |
| <button id="stop" disabled>Stop Benchmark</button> | |
| </div> | |
| <label id="status"></label> | |
| <details open> | |
| <summary>Options</summary> | |
| <div> | |
| <input class="tests" type="checkbox" value="WASM (int8)" data-color="33,150,243" data-device="wasm" | |
| data-dtype="int8"> WASM (int8)<br /> | |
| <input class="tests" type="checkbox" value="WASM (fp16)" data-color="63,81,181" data-device="wasm" | |
| data-dtype="fp16"> WASM (fp16)<br /> | |
| <input class="tests" type="checkbox" value="WASM (fp32)" data-color="46,204,113" data-device="wasm" | |
| data-dtype="fp32" checked> WASM (fp32)<br /> | |
| <!-- <input class="tests" type="checkbox" value="WebGPU (int8)" data-color="233,30,99" data-device="webgpu" | |
| data-dtype="int8"> WebGPU (int8)<br /> --> | |
| <input class="tests" type="checkbox" value="WebGPU (fp16)" data-color="255,193,7" data-device="webgpu" | |
| data-dtype="fp16"> WebGPU (fp16)<br /> | |
| <input class="tests" type="checkbox" value="WebGPU (fp32)" data-color="0,150,136" data-device="webgpu" | |
| data-dtype="fp32" checked> WebGPU (fp32)<br /> | |
| </div> | |
| <hr /> | |
| <div> | |
| <label>Model ID</label> | |
| <input id="model-id" value="Xenova/all-MiniLM-L6-v2" /> | |
| </div> | |
| <div> | |
| <label>Batch sizes</label> | |
| <input id="batch-sizes" value="1, 2, 4, 8, 16, 32" /> | |
| </div> | |
| <div> | |
| <label>Sequence length</label> | |
| <input id="sequence-length" type="number" min="1" max="512" value="512" /> | |
| </div> | |
| <hr /> | |
| <div> | |
| <input id="x-scale" type="checkbox" /> Log scale (x) <br /> | |
| <input id="y-scale" type="checkbox" /> Log scale (y) <br /> | |
| </div> | |
| </details> | |
| </body> | |
| </html> |