Upload folder using huggingface_hub

13d3ba0 over 1 year ago

5.6 kB

	<!DOCTYPE html>
	<html>
	<head>
	<meta charset="utf-8">
	<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
	<title>MNIST with GGML</title>
	<script src="mnist.js"></script>
	</head>
	<body>
	<h2>MNIST digit recognizer with <a href="https://github.com/ggerganov/ggml">GGML</a></h2>
	<p id="msg">Loading model and data set, please wait ...</p>
	<canvas id="ggCanvas" width="364" height="364" style="border:2px solid #d3d3d3;">
	Your browser does not support the HTML canvas tag.
	</canvas>
	<div>
	<button id="clear" onclick="onClear()">Clear</button>
	<button id="random" onclick="onRandom()" disabled>Random</button>
	<button id="download" onclick="onDownload()">Download</button>
	</div>
	<div>
	<p id="prediction"></p>
	</div>
	<script>
	"use strict";
	const DIGIT_SIZE = 28; // digits are 28x28 pixels
	var canvas = document.getElementById("ggCanvas");
	var ctx = canvas.getContext("2d", { alpha: false, willReadFrequently: true });
	ctx.fillStyle = "white";
	ctx.fillRect(0, 0, canvas.width, canvas.height);
	var dragging = false;
	var lastX, lastY;

	function onClear(event) {
	ctx.fillStyle = "white";
	ctx.fillRect(0, 0, canvas.width, canvas.height);
	document.getElementById("prediction").innerHTML = "";
	}

	function predict(digit) {
	let buf = Module._malloc(digit.length);
	if (buf == 0) {
	console.log("failed to allocate memory");
	return;
	}
	Module.HEAPU8.set(digit, buf);
	let prediction = Module.ccall('wasm_eval', null, ['number'], [buf]);
	Module._free(buf);
	if (prediction >= 0) {
	document.getElementById("prediction").innerHTML = "Predicted digit is <b>" + prediction + "</b>";
	}
	}

	function onRandom(event) {
	onClear();
	const bufLength = DIGIT_SIZE*DIGIT_SIZE;
	var buf = Module._malloc(bufLength);
	if (buf == 0) {
	console.log("failed to allocate memory");
	return;
	}
	let ret = Module.ccall('wasm_random_digit', null, ['number'], [buf]);
	let digit = new Uint8Array(Module.HEAPU8.buffer, buf, bufLength);
	for (let i = 0; i < digit.length; i++) {
	let x = i % DIGIT_SIZE;
	let y = Math.floor(i / DIGIT_SIZE);
	setPixel(x, y, digit[i]);
	}
	Module._free(buf);
	predict(digit);
	}

	function onDownload(event) {
	let digit = scaleCanvas();
	let digitBlob = new Blob([new Uint8Array(digit)], {type: "application/octet-stream"});
	let url = URL.createObjectURL(digitBlob);
	let link = document.createElement('a');
	link.href = url;
	link.download = "image.raw";
	document.body.appendChild(link);
	link.click();
	document.body.removeChild(link);
	}

	// Get the position of the mouse relative to the canvas
	function getMousePos(event) {
	if (event.touches !== undefined && event.touches.length > 0) {
	event = event.touches[0];
	}
	var rect = canvas.getBoundingClientRect();
	return [Math.floor(event.clientX) - rect.left, Math.floor(event.clientY) - rect.top];
	}

	function setPixel(x, y, val) {
	let canvasX = x * 13;
	let canvasY = y * 13;
	let color = 255 - val;
	ctx.fillStyle = "#" + color.toString(16) + color.toString(16) + color.toString(16);
	ctx.fillRect(canvasX, canvasY, 13, 13);
	}

	function onMouseDown(e) {
	dragging = true;
	[lastX, lastY] = getMousePos(e);
	}

	// scale the canvas to 28x28 pixels and return the pixel values as an array
	function scaleCanvas() {
	let imgData = ctx.getImageData(0, 0, canvas.width, canvas.height);
	let tempCanvas = document.createElement('canvas');
	tempCanvas.width = DIGIT_SIZE;
	tempCanvas.height = DIGIT_SIZE;
	let tempCtx = tempCanvas.getContext("2d");
	tempCtx.drawImage(canvas, 0, 0, DIGIT_SIZE, DIGIT_SIZE);
	let tempImgData = tempCtx.getImageData(0, 0, DIGIT_SIZE, DIGIT_SIZE);
	let tempData = tempImgData.data;
	let digit = new Array(DIGIT_SIZE*DIGIT_SIZE).fill(0);
	for (let i = 0; i < tempData.length; i += 4) {
	let val = 255 - tempData[i];
	digit[i / 4] = val;
	}
	return digit;
	}

	function onMouseUp(e) {
	dragging = false;
	let digit = scaleCanvas();
	predict(digit);
	}

	function onMouseMove(e) {
	if (dragging) {
	let [mouseX, mouseY] = getMousePos(e);
	ctx.beginPath();
	ctx.moveTo(lastX, lastY);
	ctx.lineTo(mouseX, mouseY);
	ctx.lineWidth = 20;
	ctx.lineJoin = ctx.lineCap = 'round';
	ctx.strokeStyle = "#000000";
	ctx.stroke();
	ctx.closePath();
	lastX = mouseX;
	lastY = mouseY;
	}
	}

	// Prevent scrolling when touching the canvas
	document.body.addEventListener("touchstart", function (e) {
	if (e.target == canvas) {
	e.preventDefault();
	}
	}, {passive: false});
	document.body.addEventListener("touchend", function (e) {
	if (e.target == canvas) {
	e.preventDefault();
	}
	}, {passive: false});
	document.body.addEventListener("touchmove", function (e) {
	if (e.target == canvas) {
	e.preventDefault();
	}
	}, {passive: false});

	function onRuntimeInitialized() {
	// Use the same handlers for mouse and touch events
	canvas.onmousedown = onMouseDown;
	canvas.onmouseup = onMouseUp;
	canvas.onmousemove = onMouseMove;
	canvas.ontouchstart = onMouseDown;
	canvas.ontouchend = onMouseUp;
	canvas.ontouchmove = onMouseMove;
	document.getElementById("msg").innerHTML = "Draw a single digit on the canvas below:"
	document.getElementById("random").disabled = false;
	}

	Module['onRuntimeInitialized'] = onRuntimeInitialized;
	</script>
	</body>
	</html>