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script.js
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| 1 |
+
// Copyright 2023 The MediaPipe Authors.
|
| 2 |
+
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| 3 |
+
// Licensed under the Apache License, Version 2.0 (the "License");
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| 4 |
+
// you may not use this file except in compliance with the License.
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| 5 |
+
// You may obtain a copy of the License at
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| 6 |
+
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| 7 |
+
// http://www.apache.org/licenses/LICENSE-2.0
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| 8 |
+
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| 9 |
+
// Unless required by applicable law or agreed to in writing, software
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| 10 |
+
// distributed under the License is distributed on an "AS IS" BASIS,
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| 11 |
+
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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| 12 |
+
// See the License for the specific language governing permissions and
|
| 13 |
+
// limitations under the License.
|
| 14 |
+
|
| 15 |
+
import vision from "https://cdn.jsdelivr.net/npm/@mediapipe/tasks-vision@0.10.3";
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| 16 |
+
const { FaceLandmarker, FilesetResolver, DrawingUtils } = vision;
|
| 17 |
+
const demosSection = document.getElementById("demos");
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| 18 |
+
const imageBlendShapes = document.getElementById("image-blend-shapes");
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| 19 |
+
const videoBlendShapes = document.getElementById("video-blend-shapes");
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| 20 |
+
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| 21 |
+
let faceLandmarker;
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| 22 |
+
let runningMode: "IMAGE" | "VIDEO" = "IMAGE";
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| 23 |
+
let enableWebcamButton: HTMLButtonElement;
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| 24 |
+
let webcamRunning: Boolean = false;
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| 25 |
+
const videoWidth = 480;
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| 26 |
+
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| 27 |
+
// Before we can use HandLandmarker class we must wait for it to finish
|
| 28 |
+
// loading. Machine Learning models can be large and take a moment to
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| 29 |
+
// get everything needed to run.
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| 30 |
+
async function createFaceLandmarker() {
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| 31 |
+
const filesetResolver = await FilesetResolver.forVisionTasks(
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| 32 |
+
"https://cdn.jsdelivr.net/npm/@mediapipe/tasks-vision@0.10.3/wasm"
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| 33 |
+
);
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| 34 |
+
faceLandmarker = await FaceLandmarker.createFromOptions(filesetResolver, {
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| 35 |
+
baseOptions: {
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| 36 |
+
modelAssetPath: `https://storage.googleapis.com/mediapipe-models/face_landmarker/face_landmarker/float16/1/face_landmarker.task`,
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| 37 |
+
delegate: "GPU"
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| 38 |
+
},
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| 39 |
+
outputFaceBlendshapes: true,
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| 40 |
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runningMode,
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| 41 |
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numFaces: 1
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| 42 |
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});
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| 43 |
+
demosSection.classList.remove("invisible");
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| 44 |
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}
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| 45 |
+
createFaceLandmarker();
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| 46 |
+
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| 47 |
+
/********************************************************************
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| 48 |
+
// Demo 1: Grab a bunch of images from the page and detection them
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| 49 |
+
// upon click.
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| 50 |
+
********************************************************************/
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| 51 |
+
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| 52 |
+
// In this demo, we have put all our clickable images in divs with the
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| 53 |
+
// CSS class 'detectionOnClick'. Lets get all the elements that have
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| 54 |
+
// this class.
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| 55 |
+
const imageContainers = document.getElementsByClassName("detectOnClick");
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| 56 |
+
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| 57 |
+
// Now let's go through all of these and add a click event listener.
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| 58 |
+
for (let imageContainer of imageContainers) {
|
| 59 |
+
// Add event listener to the child element whichis the img element.
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| 60 |
+
imageContainer.children[0].addEventListener("click", handleClick);
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| 61 |
+
}
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| 62 |
+
|
| 63 |
+
// When an image is clicked, let's detect it and display results!
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| 64 |
+
async function handleClick(event) {
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| 65 |
+
if (!faceLandmarker) {
|
| 66 |
+
console.log("Wait for faceLandmarker to load before clicking!");
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| 67 |
+
return;
|
| 68 |
+
}
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| 69 |
+
|
| 70 |
+
if (runningMode === "VIDEO") {
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| 71 |
+
runningMode = "IMAGE";
|
| 72 |
+
await faceLandmarker.setOptions({ runningMode });
|
| 73 |
+
}
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| 74 |
+
// Remove all landmarks drawed before
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| 75 |
+
const allCanvas = event.target.parentNode.getElementsByClassName("canvas");
|
| 76 |
+
for (var i = allCanvas.length - 1; i >= 0; i--) {
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| 77 |
+
const n = allCanvas[i];
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| 78 |
+
n.parentNode.removeChild(n);
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| 79 |
+
}
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| 80 |
+
|
| 81 |
+
// We can call faceLandmarker.detect as many times as we like with
|
| 82 |
+
// different image data each time. This returns a promise
|
| 83 |
+
// which we wait to complete and then call a function to
|
| 84 |
+
// print out the results of the prediction.
|
| 85 |
+
const faceLandmarkerResult = faceLandmarker.detect(event.target);
|
| 86 |
+
const canvas = document.createElement("canvas") as HTMLCanvasElement;
|
| 87 |
+
canvas.setAttribute("class", "canvas");
|
| 88 |
+
canvas.setAttribute("width", event.target.naturalWidth + "px");
|
| 89 |
+
canvas.setAttribute("height", event.target.naturalHeight + "px");
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| 90 |
+
canvas.style.left = "0px";
|
| 91 |
+
canvas.style.top = "0px";
|
| 92 |
+
canvas.style.width = `${event.target.width}px`;
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| 93 |
+
canvas.style.height = `${event.target.height}px`;
|
| 94 |
+
|
| 95 |
+
event.target.parentNode.appendChild(canvas);
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| 96 |
+
const ctx = canvas.getContext("2d");
|
| 97 |
+
const drawingUtils = new DrawingUtils(ctx);
|
| 98 |
+
for (const landmarks of faceLandmarkerResult.faceLandmarks) {
|
| 99 |
+
drawingUtils.drawConnectors(
|
| 100 |
+
landmarks,
|
| 101 |
+
FaceLandmarker.FACE_LANDMARKS_TESSELATION,
|
| 102 |
+
{ color: "#C0C0C070", lineWidth: 1 }
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| 103 |
+
);
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| 104 |
+
drawingUtils.drawConnectors(
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| 105 |
+
landmarks,
|
| 106 |
+
FaceLandmarker.FACE_LANDMARKS_RIGHT_EYE,
|
| 107 |
+
{ color: "#FF3030" }
|
| 108 |
+
);
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| 109 |
+
drawingUtils.drawConnectors(
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| 110 |
+
landmarks,
|
| 111 |
+
FaceLandmarker.FACE_LANDMARKS_RIGHT_EYEBROW,
|
| 112 |
+
{ color: "#FF3030" }
|
| 113 |
+
);
|
| 114 |
+
drawingUtils.drawConnectors(
|
| 115 |
+
landmarks,
|
| 116 |
+
FaceLandmarker.FACE_LANDMARKS_LEFT_EYE,
|
| 117 |
+
{ color: "#30FF30" }
|
| 118 |
+
);
|
| 119 |
+
drawingUtils.drawConnectors(
|
| 120 |
+
landmarks,
|
| 121 |
+
FaceLandmarker.FACE_LANDMARKS_LEFT_EYEBROW,
|
| 122 |
+
{ color: "#30FF30" }
|
| 123 |
+
);
|
| 124 |
+
drawingUtils.drawConnectors(
|
| 125 |
+
landmarks,
|
| 126 |
+
FaceLandmarker.FACE_LANDMARKS_FACE_OVAL,
|
| 127 |
+
{ color: "#E0E0E0" }
|
| 128 |
+
);
|
| 129 |
+
drawingUtils.drawConnectors(landmarks, FaceLandmarker.FACE_LANDMARKS_LIPS, {
|
| 130 |
+
color: "#E0E0E0"
|
| 131 |
+
});
|
| 132 |
+
drawingUtils.drawConnectors(
|
| 133 |
+
landmarks,
|
| 134 |
+
FaceLandmarker.FACE_LANDMARKS_RIGHT_IRIS,
|
| 135 |
+
{ color: "#FF3030" }
|
| 136 |
+
);
|
| 137 |
+
drawingUtils.drawConnectors(
|
| 138 |
+
landmarks,
|
| 139 |
+
FaceLandmarker.FACE_LANDMARKS_LEFT_IRIS,
|
| 140 |
+
{ color: "#30FF30" }
|
| 141 |
+
);
|
| 142 |
+
}
|
| 143 |
+
drawBlendShapes(imageBlendShapes, faceLandmarkerResult.faceBlendshapes);
|
| 144 |
+
}
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| 145 |
+
|
| 146 |
+
/********************************************************************
|
| 147 |
+
// Demo 2: Continuously grab image from webcam stream and detect it.
|
| 148 |
+
********************************************************************/
|
| 149 |
+
|
| 150 |
+
const video = document.getElementById("webcam") as HTMLVideoElement;
|
| 151 |
+
const canvasElement = document.getElementById(
|
| 152 |
+
"output_canvas"
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| 153 |
+
) as HTMLCanvasElement;
|
| 154 |
+
|
| 155 |
+
const canvasCtx = canvasElement.getContext("2d");
|
| 156 |
+
|
| 157 |
+
// Check if webcam access is supported.
|
| 158 |
+
function hasGetUserMedia() {
|
| 159 |
+
return !!(navigator.mediaDevices && navigator.mediaDevices.getUserMedia);
|
| 160 |
+
}
|
| 161 |
+
|
| 162 |
+
// If webcam supported, add event listener to button for when user
|
| 163 |
+
// wants to activate it.
|
| 164 |
+
if (hasGetUserMedia()) {
|
| 165 |
+
enableWebcamButton = document.getElementById(
|
| 166 |
+
"webcamButton"
|
| 167 |
+
) as HTMLButtonElement;
|
| 168 |
+
enableWebcamButton.addEventListener("click", enableCam);
|
| 169 |
+
} else {
|
| 170 |
+
console.warn("getUserMedia() is not supported by your browser");
|
| 171 |
+
}
|
| 172 |
+
|
| 173 |
+
// Enable the live webcam view and start detection.
|
| 174 |
+
function enableCam(event) {
|
| 175 |
+
if (!faceLandmarker) {
|
| 176 |
+
console.log("Wait! faceLandmarker not loaded yet.");
|
| 177 |
+
return;
|
| 178 |
+
}
|
| 179 |
+
|
| 180 |
+
if (webcamRunning === true) {
|
| 181 |
+
webcamRunning = false;
|
| 182 |
+
enableWebcamButton.innerText = "ENABLE PREDICTIONS";
|
| 183 |
+
} else {
|
| 184 |
+
webcamRunning = true;
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| 185 |
+
enableWebcamButton.innerText = "DISABLE PREDICTIONS";
|
| 186 |
+
}
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| 187 |
+
|
| 188 |
+
// getUsermedia parameters.
|
| 189 |
+
const constraints = {
|
| 190 |
+
video: true
|
| 191 |
+
};
|
| 192 |
+
|
| 193 |
+
// Activate the webcam stream.
|
| 194 |
+
navigator.mediaDevices.getUserMedia(constraints).then((stream) => {
|
| 195 |
+
video.srcObject = stream;
|
| 196 |
+
video.addEventListener("loadeddata", predictWebcam);
|
| 197 |
+
});
|
| 198 |
+
}
|
| 199 |
+
|
| 200 |
+
let lastVideoTime = -1;
|
| 201 |
+
let results = undefined;
|
| 202 |
+
const drawingUtils = new DrawingUtils(canvasCtx);
|
| 203 |
+
async function predictWebcam() {
|
| 204 |
+
const radio = video.videoHeight / video.videoWidth;
|
| 205 |
+
video.style.width = videoWidth + "px";
|
| 206 |
+
video.style.height = videoWidth * radio + "px";
|
| 207 |
+
canvasElement.style.width = videoWidth + "px";
|
| 208 |
+
canvasElement.style.height = videoWidth * radio + "px";
|
| 209 |
+
canvasElement.width = video.videoWidth;
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| 210 |
+
canvasElement.height = video.videoHeight;
|
| 211 |
+
// Now let's start detecting the stream.
|
| 212 |
+
if (runningMode === "IMAGE") {
|
| 213 |
+
runningMode = "VIDEO";
|
| 214 |
+
await faceLandmarker.setOptions({ runningMode: runningMode });
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| 215 |
+
}
|
| 216 |
+
let startTimeMs = performance.now();
|
| 217 |
+
if (lastVideoTime !== video.currentTime) {
|
| 218 |
+
lastVideoTime = video.currentTime;
|
| 219 |
+
results = faceLandmarker.detectForVideo(video, startTimeMs);
|
| 220 |
+
}
|
| 221 |
+
if (results.faceLandmarks) {
|
| 222 |
+
for (const landmarks of results.faceLandmarks) {
|
| 223 |
+
drawingUtils.drawConnectors(
|
| 224 |
+
landmarks,
|
| 225 |
+
FaceLandmarker.FACE_LANDMARKS_TESSELATION,
|
| 226 |
+
{ color: "#C0C0C070", lineWidth: 1 }
|
| 227 |
+
);
|
| 228 |
+
drawingUtils.drawConnectors(
|
| 229 |
+
landmarks,
|
| 230 |
+
FaceLandmarker.FACE_LANDMARKS_RIGHT_EYE,
|
| 231 |
+
{ color: "#FF3030" }
|
| 232 |
+
);
|
| 233 |
+
drawingUtils.drawConnectors(
|
| 234 |
+
landmarks,
|
| 235 |
+
FaceLandmarker.FACE_LANDMARKS_RIGHT_EYEBROW,
|
| 236 |
+
{ color: "#FF3030" }
|
| 237 |
+
);
|
| 238 |
+
drawingUtils.drawConnectors(
|
| 239 |
+
landmarks,
|
| 240 |
+
FaceLandmarker.FACE_LANDMARKS_LEFT_EYE,
|
| 241 |
+
{ color: "#30FF30" }
|
| 242 |
+
);
|
| 243 |
+
drawingUtils.drawConnectors(
|
| 244 |
+
landmarks,
|
| 245 |
+
FaceLandmarker.FACE_LANDMARKS_LEFT_EYEBROW,
|
| 246 |
+
{ color: "#30FF30" }
|
| 247 |
+
);
|
| 248 |
+
drawingUtils.drawConnectors(
|
| 249 |
+
landmarks,
|
| 250 |
+
FaceLandmarker.FACE_LANDMARKS_FACE_OVAL,
|
| 251 |
+
{ color: "#E0E0E0" }
|
| 252 |
+
);
|
| 253 |
+
drawingUtils.drawConnectors(
|
| 254 |
+
landmarks,
|
| 255 |
+
FaceLandmarker.FACE_LANDMARKS_LIPS,
|
| 256 |
+
{ color: "#E0E0E0" }
|
| 257 |
+
);
|
| 258 |
+
drawingUtils.drawConnectors(
|
| 259 |
+
landmarks,
|
| 260 |
+
FaceLandmarker.FACE_LANDMARKS_RIGHT_IRIS,
|
| 261 |
+
{ color: "#FF3030" }
|
| 262 |
+
);
|
| 263 |
+
drawingUtils.drawConnectors(
|
| 264 |
+
landmarks,
|
| 265 |
+
FaceLandmarker.FACE_LANDMARKS_LEFT_IRIS,
|
| 266 |
+
{ color: "#30FF30" }
|
| 267 |
+
);
|
| 268 |
+
}
|
| 269 |
+
}
|
| 270 |
+
drawBlendShapes(videoBlendShapes, results.faceBlendshapes);
|
| 271 |
+
|
| 272 |
+
// Call this function again to keep predicting when the browser is ready.
|
| 273 |
+
if (webcamRunning === true) {
|
| 274 |
+
window.requestAnimationFrame(predictWebcam);
|
| 275 |
+
}
|
| 276 |
+
}
|
| 277 |
+
|
| 278 |
+
function drawBlendShapes(el: HTMLElement, blendShapes: any[]) {
|
| 279 |
+
if (!blendShapes.length) {
|
| 280 |
+
return;
|
| 281 |
+
}
|
| 282 |
+
|
| 283 |
+
console.log(blendShapes[0]);
|
| 284 |
+
|
| 285 |
+
let htmlMaker = "";
|
| 286 |
+
blendShapes[0].categories.map((shape) => {
|
| 287 |
+
htmlMaker += `
|
| 288 |
+
<li class="blend-shapes-item">
|
| 289 |
+
<span class="blend-shapes-label">${
|
| 290 |
+
shape.displayName || shape.categoryName
|
| 291 |
+
}</span>
|
| 292 |
+
<span class="blend-shapes-value" style="width: calc(${
|
| 293 |
+
+shape.score * 100
|
| 294 |
+
}% - 120px)">${(+shape.score).toFixed(4)}</span>
|
| 295 |
+
</li>
|
| 296 |
+
`;
|
| 297 |
+
});
|
| 298 |
+
|
| 299 |
+
el.innerHTML = htmlMaker;
|
| 300 |
+
}
|