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