StarPilot/tinygrad_repo/examples/webgpu/efficientnet/index.html

<html>
<head>
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<style>
#result {  font-size: 48px; }
#time {  font-size: 16px;  color: grey; }
#mybox {  padding: 20px; }
#resultbox {  padding: 50px; }
.bigggg {  font-size: 18px;  margin-top: 10px; }
.bigg {  font-size: 18px; }
#url {  font-size: 18px;  width: 70%; }
a {  text-decoration: none; }
h1 {  padding: 50px;  padding-bottom: 0px;  font-size: 36px;  font-weight: normal; }
#imagebox {  height:224px;  width:224px;  border: 1px dotted black; }
#video {  height:0px;  width:0px;  border: 1px dotted black;  object-fit: cover;}
canvas {  display: none; }
* {  text-align: center;  font-family: monospace; }
</style>
<title>tinygrad has WebGPU</title>
<link rel="icon" type="image/x-icon" href="https://raw.githubusercontent.com/tinygrad/tinygrad/master/docs/logo.png">
</head>
<body>
<h1>WebGPU <a href="https://github.com/geohot/tinygrad">tinygrad</a> EfficientNet!</h1>
<div id="mybox">
<input type="text" id="url" placeholder="put url here" value="https://upload.wikimedia.org/wikipedia/commons/d/da/Norwegian_hen.jpg">
<input class="bigg" type="button" onclick="runNetWResource(document.getElementById('url').value)" value="Use URL">
</div>
<br/>
<img id="imagebox"></img>
<canvas id="canvas" width="200" height="200"> </canvas>
<div id="resultbox">
<div id="result">result will go here</div>
<div id="time"></div>
</div>
<script>
	const ctx = document.getElementById("canvas").getContext("2d", { willReadFrequently: true });
	const resultText = document.getElementById('result');
	let labels, net;

	const error = (err) => {
		resultText.innerHTML = `Error: ${err}`;
		throw new Error(err);
	}

	const getDevice = async () => {
		if (!navigator.gpu) error("WebGPU not supported.");
		const adapter = await navigator.gpu.requestAdapter();
		return await adapter.requestDevice({
			requiredFeatures: ["shader-f16"],
			powerPreference: "high-performance"
		});
	};

	const timer = async (func, label = "") => {
		document.getElementById('time').innerHTML = "";
		const start = performance.now();
		const out = await func();
		const delta = (performance.now() - start).toFixed(1)
		console.log(`${delta} ms ${label}`);
		document.getElementById('time').innerHTML = `${delta} ms ${label}`;
		return out;
	}	

	const getLabels = async () => (await fetch("https://raw.githubusercontent.com/anishathalye/imagenet-simple-labels/master/imagenet-simple-labels.json")).json();

	const reorderChannelsAndRemoveAlpha = (data) => {
		const out = [];
		let i = 0;
		for (let c = 0; c < 3; c++) {
			for (let x = 0; x < 224 * 224; x++) {
				out[i] = data[x * 4 + c];
				i++;
			}
		}
		return out;
	};

	const runNetWResource = async (resource) => {
		resultText.innerHTML = "pending..."
		if (resource == "") error("sir. please type in a URL");
		const response = await fetch(resource)
		if (!response.ok) error("sir. that is not a good URL. try a new one");
		document.getElementById("imagebox").src = resource
		
		const img = new Image();
		img.crossOrigin = "Anonymous";
		img.onload = () => {
			URL.revokeObjectURL(img.src);
			ctx.drawImage(img, 0, 0, 224, 224);
			const data = ctx.getImageData(0, 0, 224, 224).data;
			runNet(data)
		};
		img.src = resource;
	}

	const loadLet = async () => {
		try {
			resultText.innerHTML = "loading..."
			labels = await getLabels();
			const device = await getDevice();
			const model = (await import("../../net.js")).default;
			net = await timer(() => model.load(device, '../../net.safetensors'), "(compilation)");
			resultText.innerHTML = "ready"
		} catch (e) {
			error(e)
		}
	}

	const runNet = async (data) => {
		if (!net) error("Net not loaded yet.");

		const input = reorderChannelsAndRemoveAlpha(Array.from(data).map((pix) => (pix / 255.0) * 0.45 - 0.225));
		const out = await timer(() => net(new Float32Array(input)));

		const arr = Array.from(new Float32Array(out[0]));
		const index = arr.indexOf(Math.max(...arr));

		resultText.textContent = labels[index];
	};

	loadLet();
</script>
</body>
</html>