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testing.js
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420 lines (351 loc) · 12.8 KB
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"use strict";
const progressBar = document.getElementById("progress-bar");
function updateProgressBar(percentage) {
let p = Math.floor(percentage);
progressBar.setAttribute("aria-valuenow", p);
progressBar.style.width = `${p}%`;
}
function centeredQuotes() {
let div = document.createElement("div");
div.style.display = "inline-block";
div.style.width = "100%";
div.style.textAlign = "center";
div.innerText = '"';
return div;
}
function hide(element) {
element.classList.add("d-none");
}
function show(element) {
element.classList.remove("d-none");
}
function shortened(src) {
let hash = hashOnly(src);
return "..." + hash.substr(hash.length - 10);
}
function hashOnly(src) {
let slashIndex = src.lastIndexOf("/");
if (slashIndex < 0) {
slashIndex = 0;
} else {
slashIndex++;
}
return src = src.substr(slashIndex, src.length - 4);
}
function shortenedAndLinked(src) {
let shortenedSrc = shortened(src);
let link = document.createElement("a");
link.href = src;
link.innerText = shortenedSrc;
link.target = "_blank";
return link;
}
function addRow(items) {
let row = document.createElement("tr");
for (let item of items) {
let cell = document.createElement("td");
if (item instanceof HTMLElement) {
cell.appendChild(item);
} else {
cell.innerText = item;
}
row.appendChild(cell);
}
testCasesTableTbody.appendChild(row);
}
const runTestsButton = document.getElementById("run-tests");
const testCasesHeader = document.getElementById("test-cases-header");
const testCasesTable = document.getElementById("test-cases-table");
const testCasesTableTbody = document.getElementById("test-cases-table-tbody");
const previewImage = document.getElementById("preview-image");
const hidePreviewImage = document.getElementById("hide-preview-image");
const resultsArea = document.getElementById("results-area");
var hashResults = {};
const groundTruth = "ground_truth";
var transformedImages = {};
async function transformImage(imgSrc, transform) {
let transformedImgSrc = imgSrc;
let imgTransformKey = imgSrc + transform.name;
if (imgTransformKey in transformedImages) {
return transformedImages[imgTransformKey];
}
transformedImgSrc = await transform.asyncFunction(imgSrc);
transformedImages[imgTransformKey] = transformedImgSrc;
return transformedImgSrc;
}
const transforms = [
{
name: groundTruth,
asyncFunction: (imgSrc) => new Promise((r, _) => r(imgSrc))
},
// {
// // Twitter media thumbnail size
// name: "resize_240",
// asyncFunction: (imgSrc) => transformImageResize(imgSrc, 240)
// },
// {
// // highly jpegified
// name: "jpeg_10",
// asyncFunction: (imgSrc) => transformImageJpeg(imgSrc, 0.1)
// },
// {
// // poorly cropped
// name: "edge_crop",
// asyncFunction: (imgSrc) => transformImageCrop(imgSrc)
// },
// tricker scenarios
{
name: "portrait_screenshot",
asyncFunction: (imgSrc) => transformImagePortraitScreenshot(imgSrc)
},
{
name: "iphone_gallery",
asyncFunction: (imgSrc) => transformImagePortraitScreenshot(imgSrc, assets["iphone-gallery.jpg"])
},
// {
// name: "offset",
// asyncFunction: (imgSrc) => transformImageOffset(imgSrc)
// }
]
const hashFuncs = [
// {
// name: "pre-cacher",
// asyncFunction: async (img) => ImageHash.fromBase64("00")
// },
{
name: "phash",
asyncFunction: async (img) => await phash(img)
},
// {
// name: "whash(4)",
// asyncFunction: async (img) => await whash(img, 4)
// },
]
hidePreviewImage.addEventListener("click", () => {
previewImage.src = "";
});
previewImage.addEventListener("click", () => {
previewImage.src = "";
});
let testResults = {};
let jsonOut = {};
runTestsButton.addEventListener("click", async () => {
runTests();
});
async function runTests() {
hide(runTestsButton);
show(resultsArea);
testResults = {};
jsonOut = {};
await executeHashes();
computeSummary();
displaySummary();
}
function computeSummary() {
for (let hashFuncName in testResults) {
let results = testResults[hashFuncName];
results["hash_hit_rate"] = results["hash_hits"] / (results["hash_hits"] + results["hash_misses"]);
results["avg_time"] = results["compute_times"].reduce((a, b) => a + b) / results["compute_times"].length;
results["min_cross_hamming_dist"] = {
"distance": 999999999,
"sample_img_src": "",
"sample_hash": "",
"test_ground_truth_img_src": "",
"test_hash": "",
};
for (let sampleImgSrc in results["ground_truth_hashes"]) {
const sampleHash = results["ground_truth_hashes"][sampleImgSrc];
jsonOut[sampleHash.toHexString()] = {
src: hashOnly(sampleImgSrc)
};
// Compare against all other samples' hashes
for (let testImgSrc in results["ground_truth_hashes"]) {
if (sampleImgSrc == testImgSrc) {
continue;
}
const testHash = results["ground_truth_hashes"][testImgSrc];
const hammingDistance = sampleHash.hammingDistance(testHash);
console.log("Cross hamming distance (between samples)", hammingDistance);
if (hammingDistance < results["min_cross_hamming_dist"]["distance"]) {
results["min_cross_hamming_dist"] = {
"distance": hammingDistance,
"sample_img_src": sampleImgSrc,
"sample_hash": sampleHash,
"test_ground_truth_img_src": testImgSrc,
"test_hash": testHash
}
}
}
// Compare against all other samples' transformed hashes
for (let testImgSrc in results["transformed_hashes"]) {
if (sampleImgSrc == testImgSrc) {
continue;
}
const transformedHashesForImg = results["transformed_hashes"][testImgSrc];
for (let transformedImgSrc in transformedHashesForImg) {
const testHash = transformedHashesForImg[transformedImgSrc];
const hammingDistance = sampleHash.hammingDistance(testHash);
if (hammingDistance < results["min_cross_hamming_dist"]["distance"]) {
results["min_cross_hamming_dist"] = {
"distance": hammingDistance,
"sample_img_src": sampleImgSrc,
"sample_ground_truth_hash": sampleHash,
"test_ground_truth_img_src": transformedImgSrc,
"test_hash": testHash
}
}
}
}
}
}
console.log(testResults);
}
function displaySummary() {
console.log(jsonOut);
}
async function executeHashes() {
for (let hashFunc of hashFuncs) {
const hashFuncHeader = document.createElement("h5");
hashFuncHeader.innerText = hashFunc.name;
testResults[hashFunc.name] = {
"hash_hits": 0,
"hash_misses": 0,
"max_match_hamming_dist": {
"distance": -1,
"transform": "",
"img_src": "",
},
"min_cross_hamming_dist": {
"distance": 999999999,
"sample_img_src": "",
"sample_ground_truth_hash": "",
"test_ground_truth_img_src": "",
"test_transform_hash": "",
},
"compute_times": [],
"ground_truth_hashes": {},
"transformed_hashes": {}
}
addRow([
"",
hashFuncHeader,
"",
"",
"",
""
]);
await runSamples(hashFunc);
}
}
async function getHash(hashFunc, transformedImgSrc) {
let start = Date.now();
return new Promise((resolve, reject) => {
const img = document.createElement("img");
img.addEventListener("load", async () => {
const hash = await hashFunc.asyncFunction(img)
resolve({
start: start,
hash: hash
});
});
img.setAttribute("crossorigin", "Anonymous");
img.src = transformedImgSrc;
});
}
async function runSamples(hashFunc) {
let counter = 0;
for (let sampleImgUrl of samples) {
updateProgressBar(100 * (counter / samples.length));
try {
let groundTruthHash = "";
for (let transform of transforms) {
console.log("Beginning transform:",transform);
let hammingDistance = "";
const originalImgSrc = sampleImgUrl;
let transformedImgSrc = await transformImage(sampleImgUrl, transform);
let processedImgSrc = await transformImage(transformedImgSrc, {
name: "pre-process",
asyncFunction: (i) => transformImageForPreHashing(i, 512)
});
const result = await getHash(hashFunc, processedImgSrc);
let start = result.start;
const hash = result.hash;
if (transform.name == groundTruth) {
groundTruthHash = hash;
hammingDistance = "---";
testResults[hashFunc.name]["ground_truth_hashes"][sampleImgUrl] = hash;
} else {
hammingDistance = hash.hammingDistance(groundTruthHash);
if (testResults[hashFunc.name]["max_match_hamming_dist"]["distance"] < hammingDistance) {
testResults[hashFunc.name]["max_match_hamming_dist"]["distance"] = hammingDistance;
testResults[hashFunc.name]["max_match_hamming_dist"]["img_src"] = originalImgSrc;
testResults[hashFunc.name]["max_match_hamming_dist"]["transform"] = transform.name;
}
if (hammingDistance == 0) {
testResults[hashFunc.name]["hash_hits"]++;
} else {
testResults[hashFunc.name]["hash_misses"]++;
}
if (!(sampleImgUrl in testResults[hashFunc.name]["transformed_hashes"])) {
testResults[hashFunc.name]["transformed_hashes"][sampleImgUrl] = {};
}
testResults[hashFunc.name]["transformed_hashes"][sampleImgUrl][transformedImgSrc] = hash;
}
let imageLink = document.createElement("a");
imageLink.href = "javascript:;";
imageLink.addEventListener("click", () => {
previewImage.src = processedImgSrc;
});
if (transform.name == groundTruth) {
let boldSpan = document.createElement("span");
boldSpan.style.fontWeight = "bold";
boldSpan.innerText = transform.name;
imageLink.append(boldSpan);
} else {
imageLink.innerText = transform.name;
}
const computeTime = Date.now() - start;
testResults[hashFunc.name]["compute_times"].push(computeTime);
addRow([
(transform.name == groundTruth) ? shortenedAndLinked(originalImgSrc) : centeredQuotes(),
imageLink,
hashFunc.name,
computeTime,
hash.toHexString(),
hammingDistance
]);
}
} catch (error) {
console.error(error, sampleImgUrl);
}
counter++;
if (false && counter >= 50) {
addRow([
"",
"(Remaining samples skipped)",
"",
"",
"",
""
]);
break;
}
}
}
async function wait() {
return new Promise((r, _) => {
setTimeout(r, 200);
});
}
async function reproduceProblem() {
const cami = {
name: "cami",
function: (img) => phash(img, 8, 4)
};
const url = "http://localhost:3000/positive/005e3faa785f907eb1a33fb715528c55.jpg";
await transformImageResize(url, 1);
}
document.addEventListener("DOMContentLoaded", function () {
runTests();
//reproduceProblem();
});