Improvements to speed
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1 changed files with 30 additions and 38 deletions
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@ -7,7 +7,7 @@
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// ==UserScript==
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// @name Math Problem Solver
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// @namespace https://github.com/adithyagenie/skillrack-captcha-solver
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// @version 0.1
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// @version 0.2
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// @description Solves math captcha in SkillRack using Tesseract.js
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// @author adithyagenie
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// @include https://*.skillrack.com/*
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@ -26,61 +26,53 @@
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console.log("Captcha not found!");
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return;
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}
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const time = new Date().getTime();
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// Invert colours for better ocr
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function invertImageColors(image) {
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function invertColors(image) {
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const canvas = document.createElement("canvas");
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const ctx = canvas.getContext("2d");
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// Set canvas dimensions to match the image
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canvas.width = image.width;
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canvas.height = image.height;
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const ctx = canvas.getContext("2d");
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ctx.drawImage(image, 0, 0, image.width, image.height);
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const imageData = ctx.getImageData(0, 0, image.width, image.height);
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const data = imageData.data;
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// Draw the image onto the canvas
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ctx.drawImage(image, 0, 0);
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for (let i = 0; i < data.length; i += 4) {
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data[i] = 255 - data[i]; // Red
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data[i + 1] = 255 - data[i + 1]; // Green
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data[i + 2] = 255 - data[i + 2]; // Blue
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}
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ctx.putImageData(imageData, 0, 0);
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image.src = canvas.toDataURL();
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// Invert colors using globalCompositeOperation
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ctx.globalCompositeOperation = "difference";
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ctx.fillStyle = "white";
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ctx.fillRect(0, 0, canvas.width, canvas.height);
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return canvas.toDataURL();
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}
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function getNums(text) {
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const a = text
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.trim()
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.split(" ")
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.join("")
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.replace("=", "")
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.split("+");
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return [a[0], a[1]];
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const a = text.replace(" ", "").replace("=", "").split("+");
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return parseInt(a[0]) + parseInt(a[1]);
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}
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invertImageColors(image);
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const invertedimg = invertColors(image);
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console.log(`Converting image: ${new Date().getTime() - time} ms.`);
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// Step 2: Image Processing with Tesseract.js
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Tesseract.recognize(image.src, "eng", { whitelist: "1234567890+=" })
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Tesseract.recognize(invertedimg, "eng", {
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whitelist: "1234567890+=",
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psm: 7,
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})
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.then(({ data: { text } }) => {
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// Step 3: Extract the Math Problem
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const mathProblem = getNums(text);
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// Step 4: Solve the Math
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if (mathProblem) {
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const result =
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parseInt(mathProblem[0]) + parseInt(mathProblem[1]);
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console.log(`OCR: ${new Date().getTime() - time} ms.`);
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// Step 3: Solve the Math Problem
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try {
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const result = getNums(text);
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console.log(
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"Found math captcha:",
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mathProblem,
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"=",
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result,
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"Auto-filling answer"
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"Found math captcha. Auto-filling answer: ",
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result
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);
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textbox.value = result;
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button.click();
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} else {
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console.log("No math problem found in the image text.");
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console.log(`Took ${new Date().getTime() - time} ms.`);
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} catch (e) {
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console.error(e);
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}
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return;
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})
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