Spaces:
Running
Running
Update egg-api.js
Browse files- egg-api.js +115 -164
egg-api.js
CHANGED
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@@ -1,160 +1,34 @@
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const express = require('express');
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const cv = require('opencv4nodejs');
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const Jimp = require('jimp');
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const ffmpeg = require('fluent-ffmpeg');
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const axios = require('axios');
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const fs = require('fs');
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const os = require('os');
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const path = require('path');
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const
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const serveStatic = require('serve-static');
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const app = express();
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const PORT = 7860;
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// 从文件夹加载所有分类器
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for (const file of files) {
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const filePath = path.join(folderPath, file);
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const classifier = new cv.CascadeClassifier(filePath);
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classifiers.push(classifier);
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}
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return classifiers;
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};
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// 下载并转换图像到内存中
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const downloadAndConvertImage = async (url) => {
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try {
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const response = await axios({
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method: 'get',
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url: url,
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responseType: 'arraybuffer'
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});
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const
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} catch (error) {
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console.error('Error downloading or converting image:', error);
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throw error;
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}
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};
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// 图像处理函数
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const processImage = async (imageBuffer, classifiersFolder, replacementImageBuffer) => {
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try {
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const classifiers = await loadClassifiersFromFolder(classifiersFolder);
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const jimpImage = await Jimp.read(imageBuffer);
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if (!jimpImage) {
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throw new Error('Failed to read the image with Jimp. The image file might be corrupted or not supported.');
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}
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const img = cv.imdecode(imageBuffer);
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if (img.empty) {
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throw new Error('Failed to read the image with OpenCV. The image file might be corrupted or not supported.');
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}
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const grayImg = img.bgrToGray();
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const allFaces = [];
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classifiers.forEach(classifier => {
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const faces = classifier.detectMultiScale(grayImg).objects;
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allFaces.push(...faces);
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});
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// 如果没有检测到人脸,抛出错误
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if (allFaces.length === 0) {
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throw new Error('No faces detected in the image.');
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}
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const replacementFace = await Jimp.read(replacementImageBuffer);
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allFaces.forEach((faceRect, i) => {
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const resizedReplacementFace = replacementFace.resize(faceRect.width, faceRect.height);
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const faceRegion = img.getRegion(faceRect);
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const replacementBuffer = resizedReplacementFace.bitmap.data;
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const centerX = faceRect.width / 2;
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const centerY = faceRect.height / 2;
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const maxRadius = Math.min(centerX, centerY);
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for (let y = 0; y < faceRect.height; y++) {
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for (let x = 0; x < faceRect.width; x++) {
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const distance = Math.sqrt((x - centerX) ** 2 + (y - centerY) ** 2);
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if (distance <= maxRadius) {
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const idx = (y * faceRect.width + x) << 2;
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const [r, g, b, a] = replacementBuffer.slice(idx, idx + 4);
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if (a > 0) {
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faceRegion.set(y, x, new cv.Vec3(b, g, r));
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}
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}
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}
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}
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});
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const outputBuffer = cv.imencode('.jpg', img);
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return outputBuffer;
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} catch (error) {
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console.error('Error during image processing:', error);
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throw error;
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}
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};
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// Express接口
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app.get('/process-image', async (req, res) => {
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const { imageUrl, replacementImageUrl } = req.query;
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if (!imageUrl || !replacementImageUrl) {
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return res.status(400).send('Both image URL and replacement image URL are required');
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}
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const classifiersFolder = './classifiers';
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let replacementImageBuffer;
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try {
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// 下载并转换输入图片和替换图片到内存中
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const imageBuffer = await downloadAndConvertImage(imageUrl);
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if (replacementImageUrl === 'replace') {
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// 使用默认的本地替换图像路径
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const defaultReplacementImagePath = './replacement_face.png';
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replacementImageBuffer = await Jimp.read(defaultReplacementImagePath);
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} else {
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// 下载并转换替换图片到内存中
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replacementImageBuffer = await downloadAndConvertImage(replacementImageUrl);
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}
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// 处理图片
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const outputBuffer = await processImage(imageBuffer, classifiersFolder, replacementImageBuffer);
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// 返回处理后的图片
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res.set('Content-Type', 'image/jpeg');
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res.send(outputBuffer);
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} catch (error) {
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if (error.message === 'No faces detected in the image.') {
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res.status(404).send('No faces detected in the image.');
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} else {
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console.error('Error processing image:', error);
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res.status(500).send('Error processing image');
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}
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}
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});
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app.use(serveStatic(__dirname)); // 添加这一行,设置静态文件服务器
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app.get('/', (req, res) => {
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res.sendFile(path.join(__dirname, 'index.html')); // 修改这一行,发送HTML文件
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});
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app.listen(port, () => {
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console.log(`Server is running on http://localhost:${port}`);
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});
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app.use(express.json());
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// GIF转换为视频
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async function gifToVideo(inputGifPath, outputVideoPath) {
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console.log('开始将GIF转换为视频...');
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return new Promise((resolve, reject) => {
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@@ -176,7 +50,7 @@ async function gifToVideo(inputGifPath, outputVideoPath) {
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});
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}
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//
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async function videoToGif(inputVideoPath, outputGifPath) {
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console.log('开始将视频转换为GIF...');
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return new Promise((resolve, reject) => {
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@@ -197,22 +71,90 @@ async function videoToGif(inputVideoPath, outputGifPath) {
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});
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}
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//
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async
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for (const file of files) {
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const filePath = path.join(folderPath, file);
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const classifier = new cv.CascadeClassifier(filePath);
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classifiers.push(classifier);
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console.log(`加载分类器: ${file}`);
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}
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}
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// 处理 GIF 的 Express 接口
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app.get('/processGif', async (req, res) => {
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// 将GIF转换为视频
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await gifToVideo(tempGifPath, tempVideoPath);
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console.log('开始读取视频文件...');
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const videoCapture = new cv.VideoCapture(tempVideoPath);
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const frameWidth = videoCapture.get(cv.CAP_PROP_FRAME_WIDTH);
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const videoWriter = new cv.VideoWriter(path.join(tempDir, 'out.mp4'), cv.VideoWriter.fourcc('avc1'), originalFps, new cv.Size(frameWidth, frameHeight));
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console.log('视频文件读取完成');
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// 处理每一帧
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console.log('开始处理每一帧...');
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while (true) {
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}
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}
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}
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const buffer = await resizedSubstituteImage.getBufferAsync(Jimp.MIME_PNG);
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const substituteMat = cv.imdecode(Buffer.from(buffer), cv.IMREAD_UNCHANGED);
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substituteMat.copyTo(frame.getRegion(rect));
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}
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} else {
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console.error('未检测到人脸或faces数组为空');
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await videoToGif(path.join(tempDir, 'out.mp4'), outputGifPath);
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res.set('Content-Type', 'image/gif');
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res.sendFile(outputGifPath)
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} catch (error) {
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console.error('处理GIF时出错:', error);
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res.status(500).send('内部服务器错误');
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}
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});
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app.listen(PORT, () => {
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console.log(`服务器运行在端口 ${PORT}`);
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});
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const express = require('express');
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const cv = require('opencv4nodejs');
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const Jimp = require('jimp');
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const axios = require('axios');
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const fs = require('fs');
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const os = require('os');
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const path = require('path');
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const ffmpeg = require('fluent-ffmpeg');
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const serveStatic = require('serve-static');
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const app = express();
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const PORT = 7860;
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+
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// 从文件夹加载所有分类器
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async function loadClassifiersFromFolder(folderPath) {
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console.log(`开始从文件夹 ${folderPath} 加载分类器...`);
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const classifiers = [];
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const files = fs.readdirSync(folderPath);
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for (const file of files) {
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const filePath = path.join(folderPath, file);
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const classifier = new cv.CascadeClassifier(filePath);
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classifiers.push(classifier);
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console.log(`加载分类器: ${file}`);
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}
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console.log('分类器加载完成');
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return classifiers;
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}
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// GIF 转换为视频
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async function gifToVideo(inputGifPath, outputVideoPath) {
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console.log('开始将GIF转换为视频...');
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return new Promise((resolve, reject) => {
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});
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}
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// 视频转换为 GIF
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async function videoToGif(inputVideoPath, outputGifPath) {
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console.log('开始将视频转换为GIF...');
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return new Promise((resolve, reject) => {
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});
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}
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+
// 处理图片的 Express 接口
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| 75 |
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app.get('/process-image', async (req, res) => {
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| 76 |
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try {
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| 77 |
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const { imageUrl } = req.query;
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| 78 |
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const tempDir = os.tmpdir();
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| 79 |
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const tempImagePath = path.join(tempDir, 'temp_image.jpg');
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| 80 |
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const outputImagePath = path.join(tempDir, 'output_image.jpg');
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| 81 |
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const replacementImagePath = path.join(__dirname, 'replacement_face.png');
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const classifiersFolder = path.join(__dirname, 'classifiers');
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| 84 |
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console.log('接收到图片处理请求:', imageUrl);
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| 85 |
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| 86 |
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// 下载图片到本地
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| 87 |
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console.log('开始下载图片...');
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| 88 |
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const response = await axios.get(imageUrl, { responseType: 'stream' });
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| 89 |
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const writer = fs.createWriteStream(tempImagePath);
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| 90 |
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response.data.pipe(writer);
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| 91 |
+
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| 92 |
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// 等待文件写入完成
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| 93 |
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await new Promise((resolve, reject) => {
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| 94 |
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writer.on('finish', resolve);
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| 95 |
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writer.on('error', reject);
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| 96 |
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});
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| 97 |
+
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| 98 |
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console.log('图片下载完成:', tempImagePath);
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+
|
| 100 |
+
// 从文件夹动态加载分类器
|
| 101 |
+
const classifiers = await loadClassifiersFromFolder(classifiersFolder);
|
| 102 |
+
|
| 103 |
+
// 读取图片
|
| 104 |
+
console.log('开始读取图片...');
|
| 105 |
+
const image = await cv.imreadAsync(tempImagePath);
|
| 106 |
+
const grayImage = image.bgrToGray();
|
| 107 |
+
|
| 108 |
+
// 检测人脸
|
| 109 |
+
console.log('开始检测人脸...');
|
| 110 |
+
const faces = [];
|
| 111 |
+
classifiers.forEach(classifier => {
|
| 112 |
+
const allFaces = classifier.detectMultiScale(grayImage).objects;
|
| 113 |
+
faces.push(...allFaces);
|
| 114 |
+
});
|
| 115 |
+
|
| 116 |
+
const replacementFace = await Jimp.read(replacementImagePath);
|
| 117 |
+
|
| 118 |
+
if (Array.isArray(faces) && faces.length > 0) {
|
| 119 |
+
console.log(`检测到 ${faces.length} 张脸`);
|
| 120 |
+
for (const rect of faces) {
|
| 121 |
+
const resizedSubstituteImage = await replacementFace.clone().resize(rect.width, rect.height);
|
| 122 |
+
const substituteRegion = image.getRegion(rect);
|
| 123 |
+
for (let y = 0; y < rect.height; y++) {
|
| 124 |
+
for (let x = 0; x < rect.width; x++) {
|
| 125 |
+
const { r, g, b, a } = Jimp.intToRGBA(resizedSubstituteImage.getPixelColor(x, y));
|
| 126 |
+
if (a > 0) {
|
| 127 |
+
const color = new cv.Vec3(b, g, r);
|
| 128 |
+
substituteRegion.set(y, x, color);
|
| 129 |
+
}
|
| 130 |
+
}
|
| 131 |
+
}
|
| 132 |
+
}
|
| 133 |
+
} else {
|
| 134 |
+
console.error('未检测到人脸或faces数组为空');
|
| 135 |
+
}
|
| 136 |
+
|
| 137 |
+
// 保存处理后的图片
|
| 138 |
+
await cv.imwriteAsync(outputImagePath, image);
|
| 139 |
+
console.log('图片处理完成并保存:', outputImagePath);
|
| 140 |
+
|
| 141 |
+
// 发送处理后的图片
|
| 142 |
+
res.set('Content-Type', 'image/jpeg');
|
| 143 |
+
res.sendFile(outputImagePath, async (err) => {
|
| 144 |
+
if (err) {
|
| 145 |
+
console.error('发送文件时出错:', err);
|
| 146 |
+
res.status(500).send('内部服务器错误');
|
| 147 |
+
} else {
|
| 148 |
+
// 删除临时文件
|
| 149 |
+
fs.unlinkSync(tempImagePath);
|
| 150 |
+
fs.unlinkSync(outputImagePath);
|
| 151 |
+
}
|
| 152 |
+
});
|
| 153 |
+
} catch (error) {
|
| 154 |
+
console.error('处理图片时出错:', error);
|
| 155 |
+
res.status(500).send('内部服务器错误');
|
| 156 |
+
}
|
| 157 |
+
});
|
| 158 |
|
| 159 |
// 处理 GIF 的 Express 接口
|
| 160 |
app.get('/processGif', async (req, res) => {
|
|
|
|
| 189 |
// 将GIF转换为视频
|
| 190 |
await gifToVideo(tempGifPath, tempVideoPath);
|
| 191 |
|
| 192 |
+
// 读取视频文件
|
| 193 |
console.log('开始读取视频文件...');
|
| 194 |
const videoCapture = new cv.VideoCapture(tempVideoPath);
|
| 195 |
const frameWidth = videoCapture.get(cv.CAP_PROP_FRAME_WIDTH);
|
|
|
|
| 198 |
const videoWriter = new cv.VideoWriter(path.join(tempDir, 'out.mp4'), cv.VideoWriter.fourcc('avc1'), originalFps, new cv.Size(frameWidth, frameHeight));
|
| 199 |
console.log('视频文件读取完成');
|
| 200 |
|
|
|
|
| 201 |
// 处理每一帧
|
| 202 |
console.log('开始处理每一帧...');
|
| 203 |
while (true) {
|
|
|
|
| 227 |
}
|
| 228 |
}
|
| 229 |
}
|
|
|
|
|
|
|
|
|
|
| 230 |
}
|
| 231 |
} else {
|
| 232 |
console.error('未检测到人脸或faces数组为空');
|
|
|
|
| 243 |
await videoToGif(path.join(tempDir, 'out.mp4'), outputGifPath);
|
| 244 |
|
| 245 |
res.set('Content-Type', 'image/gif');
|
| 246 |
+
res.sendFile(outputGifPath, async (err) => {
|
| 247 |
+
if (err) {
|
| 248 |
+
console.error('发送GIF文件时出错:', err);
|
| 249 |
+
res.status(500).send('内部服务器错误');
|
| 250 |
+
} else {
|
| 251 |
+
// 删除临时文件
|
| 252 |
+
fs.unlinkSync(tempGifPath);
|
| 253 |
+
fs.unlinkSync(tempVideoPath);
|
| 254 |
+
fs.unlinkSync(outputGifPath);
|
| 255 |
+
}
|
| 256 |
+
});
|
| 257 |
} catch (error) {
|
| 258 |
console.error('处理GIF时出错:', error);
|
| 259 |
res.status(500).send('内部服务器错误');
|
| 260 |
}
|
| 261 |
});
|
| 262 |
+
app.use(serveStatic(__dirname)); // 添加这一行,设置静态文件服务器
|
| 263 |
+
app.get('/', (req, res) => {
|
| 264 |
+
res.sendFile(path.join(__dirname, 'index.html')); // 修改这一行,发送HTML文件
|
| 265 |
+
});
|
| 266 |
+
// 启动 Express 服务器
|
| 267 |
app.listen(PORT, () => {
|
| 268 |
console.log(`服务器运行在端口 ${PORT}`);
|
| 269 |
});
|