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const express = require('express');
const cv = require('@u4/opencv4nodejs');
const Jimp = require('jimp');
const axios = require('axios');
const fs = require('fs');
const os = require('os');
const path = require('path');
const ffmpeg = require('fluent-ffmpeg');
const serveStatic = require('serve-static');
const app = express();
const PORT = 7860;
// 从文件夹加载所有分类器
async function loadClassifiersFromFolder(folderPath) {
console.log(`开始从文件夹 ${folderPath} 加载分类器...`);
const classifiers = [];
const files = fs.readdirSync(folderPath);
for (const file of files) {
const filePath = path.join(folderPath, file);
const classifier = new cv.CascadeClassifier(filePath);
classifiers.push(classifier);
console.log(`加载分类器: ${file}`);
}
console.log('分类器加载完成');
return classifiers;
}
// GIF 转换为视频
async function gifToVideo(inputGifPath, outputVideoPath) {
console.log('开始将GIF转换为视频...');
return new Promise((resolve, reject) => {
ffmpeg(inputGifPath)
.inputFormat('gif')
.output(outputVideoPath)
.on('start', (commandLine) => {
console.log('FFmpeg 命令:', commandLine);
})
.on('end', () => {
console.log('GIF成功转换为视频:', outputVideoPath);
resolve();
})
.on('error', (err) => {
console.error('GIF转换为视频时出错:', err);
reject(err);
})
.run();
});
}
// 视频转换为 GIF
async function videoToGif(inputVideoPath, outputGifPath) {
console.log('开始将视频转换为GIF...');
return new Promise((resolve, reject) => {
ffmpeg(inputVideoPath)
.output(outputGifPath)
.on('start', (commandLine) => {
console.log('FFmpeg 命令:', commandLine);
})
.on('end', () => {
console.log('视频成功转换为GIF:', outputGifPath);
resolve();
})
.on('error', (err) => {
console.error('视频转换为GIF时出错:', err);
reject(err);
})
.run();
});
}
// 处理图片的 Express 接口
app.get('/process-image', async (req, res) => {
try {
const { imageUrl, replacementImageUrl } = req.query;
const tempDir = os.tmpdir();
const tempImagePath = path.join(tempDir, 'temp_image.jpg');
const tempImagePaths = path.join(tempDir, 'temp_images.jpg');
const outputImagePath = path.join(tempDir, 'output_image.jpg');
const classifiersFolder = path.join(__dirname, 'classifiers');
console.log('接收到图片处理请求:', imageUrl);
// 下载图片到本地
console.log('开始下载图片...');
const response = await axios.get(imageUrl, { responseType: 'stream' });
const writer = fs.createWriteStream(tempImagePath);
response.data.pipe(writer);
// 等待文件写入完成
await new Promise((resolve, reject) => {
writer.on('finish', resolve);
writer.on('error', reject);
});
let replacementImageBuffer;
if (replacementImageUrl === 'replace') {
// 使用默认的本地替换图像路径
const defaultReplacementImagePath = './replacement_face.png';
replacementImageBuffer = await Jimp.read(defaultReplacementImagePath);
} else {
// 下载并转换替换图片到内存中
const response = await axios.get(replacementImageUrl, { responseType: 'stream' });
const writer = fs.createWriteStream(tempImagePaths);
response.data.pipe(writer);
// 等待文件写入完成
await new Promise((resolve, reject) => {
writer.on('finish', resolve);
writer.on('error', reject);
});
replacementImageBuffer = await Jimp.read(tempImagePaths)
}
console.log('图片下载完成:', tempImagePath);
// 从文件夹动态加载分类器
const classifiers = await loadClassifiersFromFolder(classifiersFolder);
// 读取图片
console.log('开始读取图片...');
const image = await cv.imreadAsync(tempImagePath);
const grayImage = image.bgrToGray();
// 检测人脸
console.log('开始检测人脸...');
const faces = [];
classifiers.forEach(classifier => {
const allFaces = classifier.detectMultiScale(grayImage).objects;
faces.push(...allFaces);
});
const replacementFace = replacementImageBuffer;
if (Array.isArray(faces) && faces.length > 0) {
console.log(`检测到 ${faces.length} 张脸`);
for (const rect of faces) {
const resizedSubstituteImage = await replacementFace.clone().resize(rect.width, rect.height);
const substituteRegion = image.getRegion(rect);
for (let y = 0; y < rect.height; y++) {
for (let x = 0; x < rect.width; x++) {
const { r, g, b, a } = Jimp.intToRGBA(resizedSubstituteImage.getPixelColor(x, y));
if (a > 0) {
const color = new cv.Vec3(b, g, r);
substituteRegion.set(y, x, color);
}
}
}
}
} else {
console.error('未检测到人脸或faces数组为空');
throw new Error('No faces detected in the image.');
}
// 保存处理后的图片
await cv.imwriteAsync(outputImagePath, image);
console.log('图片处理完成并保存:', outputImagePath);
// 发送处理后的图片
res.set('Content-Type', 'image/jpeg');
res.sendFile(outputImagePath, async (err) => {
if (err) {
console.error('发送文件时出错:', err);
res.status(500).send('内部服务器错误');
} else {
// 删除临时文件
fs.unlinkSync(tempImagePath);
if (fs.existsSync(tempImagePaths)) {
fs.unlinkSync(tempImagePaths);
}
fs.unlinkSync(outputImagePath);
}
});
} catch (error) {
console.error('处理图片时出错:', error);
res.status(500).send('内部服务器错误');
}
});
// 处理 GIF 的 Express 接口
app.get('/processGif', async (req, res) => {
try {
const { gifUrl, replacementImageUrl } = req.query;
const tempDir = os.tmpdir();
const tempGifPath = path.join(tempDir, 'temp.gif');
const tempGifPaths = path.join(tempDir, 'temps.gif');
const tempVideoPath = path.join(tempDir, 'temp_video.mp4');
const outputGifPath = path.join(tempDir, 'output.gif');
const classifiersFolder = path.join(__dirname, 'classifiers');
console.log('接收到GIF处理请求:', gifUrl);
// 下载 GIF 到本地
console.log('开始下载GIF...');
const response = await axios.get(gifUrl, { responseType: 'stream' });
const writer = fs.createWriteStream(tempGifPath);
response.data.pipe(writer);
// 等待文件写入完成
await new Promise((resolve, reject) => {
writer.on('finish', resolve);
writer.on('error', reject);
});
let replacementImageBuffer = tempGifPaths
if (replacementImageUrl === 'replace') {
// 使用默认的本地替换图像路径
const defaultReplacementImagePath = './replacement_face.png';
replacementImageBuffer = await Jimp.read(defaultReplacementImagePath);
} else {
// 下载并转换替换图片到内存中
const response = await axios.get(replacementImageUrl, { responseType: 'stream' });
const writer = fs.createWriteStream(tempGifPaths);
response.data.pipe(writer);
// 等待文件写入完成
await new Promise((resolve, reject) => {
writer.on('finish', resolve);
writer.on('error', reject);
});
replacementImageBuffer = await Jimp.read(tempGifPaths)
}
console.log('GIF下载完成:', tempGifPath);
// 从文件夹动态加载分类器
const classifiers = await loadClassifiersFromFolder(classifiersFolder);
// 将GIF转换为视频
await gifToVideo(tempGifPath, tempVideoPath);
// 读取视频文件
console.log('开始读取视频文件...');
const videoCapture = new cv.VideoCapture(tempVideoPath);
const frameWidth = videoCapture.get(cv.CAP_PROP_FRAME_WIDTH);
const frameHeight = videoCapture.get(cv.CAP_PROP_FRAME_HEIGHT);
const originalFps = videoCapture.get(cv.CAP_PROP_FPS);
const videoWriter = new cv.VideoWriter(path.join(tempDir, 'out.mp4'), cv.VideoWriter.fourcc('avc1'), originalFps, new cv.Size(frameWidth, frameHeight));
console.log('视频文件读取完成');
// 处理每一帧
console.log('开始处理每一帧...');
while (true) {
const frame = videoCapture.read();
if (frame.empty) break;
const grayFrame = frame.bgrToGray();
const faces = [];
classifiers.forEach(classifier => {
const allfaces = classifier.detectMultiScale(grayFrame).objects;
faces.push(...allfaces);
});
const replacementFace = replacementImageBuffer;
if (Array.isArray(faces) && faces.length > 0) {
console.log(`检测到 ${faces.length} 张脸`);
for (const rect of faces) {
const resizedSubstituteImage = await replacementFace.clone().resize(rect.width, rect.height);
const substituteRegion = frame.getRegion(rect);
for (let y = 0; y < rect.height; y++) {
for (let x = 0; x < rect.width; x++) {
const { r, g, b, a } = Jimp.intToRGBA(resizedSubstituteImage.getPixelColor(x, y));
if (a > 0) {
const color = new cv.Vec3(b, g, r);
substituteRegion.set(y, x, color);
}
}
}
}
} else {
console.error('未检测到人脸或faces数组为空');
throw new Error('No faces detected in the image.');
}
videoWriter.write(frame);
}
videoCapture.release();
videoWriter.release();
cv.destroyAllWindows();
console.log('帧处理完成');
await videoToGif(path.join(tempDir, 'out.mp4'), outputGifPath);
res.set('Content-Type', 'image/gif');
res.sendFile(outputGifPath, async (err) => {
if (err) {
console.error('发送GIF文件时出错:', err);
res.status(500).send('内部服务器错误');
} else {
// 删除临时文件
fs.unlinkSync(tempGifPath);
if (fs.existsSync(tempGifPaths)) {
fs.unlinkSync(tempGifPaths);
}
fs.unlinkSync(tempVideoPath);
fs.unlinkSync(outputGifPath);
}
});
} catch (error) {
console.error('处理GIF时出错:', error);
res.status(500).send('内部服务器错误');
}
});
const apiStats = {
'/process-image': 0,
'/processGif': 0
};
// 中间件记录API请求次数
app.use((req, res, next) => {
if (apiStats[req.path] !== undefined) {
apiStats[req.path]++;
}
next();
});
// 提供API请求统计数据的接口
app.get('/api-stats', (req, res) => {
res.json(apiStats);
});
// 每天重置统计数据
setInterval(() => {
for (const api in apiStats) {
apiStats[api] = 0;
}
}, 24 * 60 * 60 * 1000); // 24小时
// 每月重置统计数据
const resetStatsMonthly = () => {
const now = new Date();
const firstDayOfNextMonth = new Date(now.getFullYear(), now.getMonth() + 1, 1);
const timeUntilNextMonth = firstDayOfNextMonth - now;
setTimeout(() => {
for (const api in apiStats) {
apiStats[api] = 0;
}
resetStatsMonthly();
}, timeUntilNextMonth);
};
resetStatsMonthly();
app.use(serveStatic(__dirname)); // 添加这一行,设置静态文件服务器
app.get('/', (req, res) => {
res.sendFile(path.join(__dirname, 'index.html')); // 修改这一行,发送HTML文件
});
// 启动 Express 服务器
app.listen(PORT, () => {
console.log(`服务器运行在端口 ${PORT}`);
}); |