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数据流式传输优化

作者:陈川 阅读数:22310人阅读 分类: Node.js

数据流式传输优化

数据流式传输在现代Web应用中越来越重要,特别是在处理大文件上传、实时视频流或大规模日志传输等场景。Koa2作为新一代Node.js框架,其轻量级和中间件机制为流式传输优化提供了良好基础。

流式传输基础概念

流(Stream)是Node.js中处理流式数据的抽象接口,分为四种基本类型:

  • Readable - 可读流
  • Writable - 可写流
  • Duplex - 双向流
  • Transform - 转换流

在Koa2中,流式处理的核心是ctx.req和ctx.res对象,它们分别是IncomingMessage和ServerResponse的实例,天然支持流式操作。

const fs = require('fs');
const Koa = require('koa');
const app = new Koa();

app.use(async ctx => {
  const src = fs.createReadStream('./large-file.zip');
  ctx.type = 'application/zip';
  ctx.body = src;
});

app.listen(3000);

内存优化策略

传统文件传输方式会将整个文件加载到内存,而流式传输可以显著降低内存消耗:

// 传统方式 - 内存消耗大
app.use(async ctx => {
  const data = fs.readFileSync('./large-file.zip');
  ctx.body = data;
});

// 流式方式 - 内存友好
app.use(async ctx => {
  const stream = fs.createReadStream('./large-file.zip');
  ctx.body = stream;
});

传输速率优化

通过管道(pipe)和背压(backpressure)机制,可以自动控制数据流动速率:

app.use(async ctx => {
  const readStream = fs.createReadStream('./video.mp4');
  const transformStream = new Transform({
    transform(chunk, encoding, callback) {
      // 可以在这里添加处理逻辑
      this.push(chunk);
      callback();
    }
  });
  
  ctx.type = 'video/mp4';
  readStream.pipe(transformStream).pipe(ctx.res);
});

错误处理机制

流式传输需要特别注意错误处理:

app.use(async ctx => {
  try {
    const stream = fs.createReadStream('./file.zip');
    
    stream.on('error', err => {
      ctx.status = 404;
      ctx.body = 'File not found';
    });
    
    ctx.type = 'application/zip';
    ctx.body = stream;
  } catch (err) {
    ctx.status = 500;
    ctx.body = 'Internal Server Error';
  }
});

多流合并处理

Koa2中可以方便地处理多个流的合并:

const { PassThrough } = require('stream');

app.use(async ctx => {
  const passThrough = new PassThrough();
  const stream1 = fs.createReadStream('./part1.zip');
  const stream2 = fs.createReadStream('./part2.zip');
  
  stream1.pipe(passThrough, { end: false });
  stream2.pipe(passThrough, { end: false });
  
  stream1.on('end', () => {
    stream2.on('end', () => passThrough.end());
  });
  
  ctx.type = 'application/zip';
  ctx.body = passThrough;
});

进度监控实现

通过监听流事件可以实现传输进度监控:

app.use(async ctx => {
  const filePath = './large-file.zip';
  const stats = fs.statSync(filePath);
  const fileSize = stats.size;
  let uploadedBytes = 0;
  
  const stream = fs.createReadStream(filePath);
  
  stream.on('data', chunk => {
    uploadedBytes += chunk.length;
    const progress = (uploadedBytes / fileSize * 100).toFixed(2);
    console.log(`Upload progress: ${progress}%`);
  });
  
  ctx.type = 'application/zip';
  ctx.body = stream;
});

压缩传输优化

结合压缩流可以进一步优化传输效率:

const zlib = require('zlib');

app.use(async ctx => {
  ctx.set('Content-Encoding', 'gzip');
  const stream = fs.createReadStream('./large-file.log');
  const gzip = zlib.createGzip();
  
  ctx.type = 'text/plain';
  ctx.body = stream.pipe(gzip);
});

断点续传支持

通过HTTP Range头实现断点续传功能:

app.use(async ctx => {
  const filePath = './video.mp4';
  const stats = fs.statSync(filePath);
  const fileSize = stats.size;
  
  const range = ctx.headers.range;
  if (range) {
    const parts = range.replace(/bytes=/, "").split("-");
    const start = parseInt(parts[0], 10);
    const end = parts[1] ? parseInt(parts[1], 10) : fileSize - 1;
    const chunksize = (end - start) + 1;
    
    ctx.set('Content-Range', `bytes ${start}-${end}/${fileSize}`);
    ctx.set('Accept-Ranges', 'bytes');
    ctx.set('Content-Length', chunksize);
    ctx.status = 206;
    
    const stream = fs.createReadStream(filePath, { start, end });
    ctx.body = stream;
  } else {
    ctx.set('Content-Length', fileSize);
    ctx.body = fs.createReadStream(filePath);
  }
});

流式API设计

设计良好的流式API接口:

router.get('/stream/data', async ctx => {
  // 设置流式响应头
  ctx.set('Content-Type', 'application/octet-stream');
  ctx.set('Transfer-Encoding', 'chunked');
  
  // 创建自定义可读流
  const readable = new Readable({
    read(size) {
      // 模拟数据生成
      for (let i = 0; i < 5; i++) {
        this.push(`数据块 ${i}\n`);
      }
      this.push(null); // 结束流
    }
  });
  
  ctx.body = readable;
});

性能监控指标

实现流式传输的性能监控:

app.use(async (ctx, next) => {
  const start = Date.now();
  let bytesTransferred = 0;
  
  await next();
  
  if (ctx.body && typeof ctx.body.pipe === 'function') {
    const originalPipe = ctx.body.pipe;
    ctx.body.pipe = function(destination, options) {
      ctx.body.on('data', chunk => {
        bytesTransferred += chunk.length;
      });
      
      ctx.body.on('end', () => {
        const duration = Date.now() - start;
        console.log(`传输完成: ${bytesTransferred} bytes, 耗时: ${duration}ms`);
      });
      
      return originalPipe.call(ctx.body, destination, options);
    };
  }
});

浏览器端流处理

前端配合处理流式响应:

// 前端JavaScript代码
fetch('/stream/data')
  .then(response => {
    const reader = response.body.getReader();
    const decoder = new TextDecoder();
    
    function readChunk() {
      return reader.read().then(({ done, value }) => {
        if (done) return;
        console.log('收到数据:', decoder.decode(value));
        return readChunk();
      });
    }
    
    return readChunk();
  });

流式数据库查询

处理大量数据库查询结果的流式输出:

const { Pool } = require('pg');
const pool = new Pool();

app.use(async ctx => {
  const client = await pool.connect();
  
  try {
    const queryStream = client.query(new Cursor('SELECT * FROM large_table'));
    ctx.type = 'application/json';
    ctx.body = queryStream;
    
    // 确保连接在流结束后释放
    ctx.res.on('finish', () => client.release());
    ctx.res.on('close', () => client.release());
  } catch (err) {
    client.release();
    throw err;
  }
});

流式日志处理

高效处理日志文件的流式传输:

const readline = require('readline');

app.use(async ctx => {
  const fileStream = fs.createReadStream('./app.log');
  const rl = readline.createInterface({
    input: fileStream,
    crlfDelay: Infinity
  });
  
  const transform = new Transform({
    transform(line, encoding, callback) {
      // 过滤错误日志
      if (line.includes('ERROR')) {
        this.push(line + '\n');
      }
      callback();
    }
  });
  
  ctx.type = 'text/plain';
  rl.on('line', line => transform.write(line));
  rl.on('close', () => transform.end());
  
  ctx.body = transform;
});

WebSocket流式传输

结合WebSocket实现双向流式通信:

const WebSocket = require('ws');
const wss = new WebSocket.Server({ port: 8080 });

wss.on('connection', ws => {
  const fileStream = fs.createReadStream('./data.bin');
  
  fileStream.on('data', chunk => {
    ws.send(chunk);
  });
  
  fileStream.on('end', () => {
    ws.close();
  });
  
  ws.on('message', message => {
    // 处理客户端消息
  });
});

流式请求体处理

处理客户端上传的流式请求体:

const busboy = require('busboy');

app.use(async ctx => {
  if (!ctx.req.headers['content-type']) {
    ctx.throw(400, 'Content-Type required');
  }
  
  const bb = busboy({ headers: ctx.req.headers });
  const fileWrites = [];
  
  bb.on('file', (fieldname, file, info) => {
    const saveTo = `./uploads/${info.filename}`;
    const writeStream = fs.createWriteStream(saveTo);
    file.pipe(writeStream);
    
    fileWrites.push(new Promise((resolve, reject) => {
      file.on('end', () => writeStream.end());
      writeStream.on('finish', resolve);
      writeStream.on('error', reject);
    }));
  });
  
  bb.on('finish', async () => {
    await Promise.all(fileWrites);
    ctx.body = 'Upload complete';
  });
  
  bb.on('error', err => {
    ctx.throw(500, 'Upload error');
  });
  
  ctx.req.pipe(bb);
});

流式缓存策略

实现流式数据的缓存机制:

const { Writable } = require('stream');
const cache = new Map();

class CacheStream extends Writable {
  constructor(key) {
    super();
    this.chunks = [];
    this.key = key;
  }
  
  _write(chunk, encoding, callback) {
    this.chunks.push(chunk);
    callback();
  }
  
  _final(callback) {
    cache.set(this.key, Buffer.concat(this.chunks));
    callback();
  }
}

app.use(async ctx => {
  const cacheKey = ctx.url;
  
  if (cache.has(cacheKey)) {
    ctx.body = cache.get(cacheKey);
    return;
  }
  
  const sourceStream = fs.createReadStream('./data.json');
  const cacheStream = new CacheStream(cacheKey);
  
  sourceStream.pipe(cacheStream);
  ctx.body = sourceStream;
});

流式数据转换

在传输过程中实时转换数据格式:

const { Transform } = require('stream');
const csv = require('csv-parser');
const { stringify } = require('JSONStream');

app.use(async ctx => {
  const csvStream = fs.createReadStream('./data.csv')
    .pipe(csv())
    .pipe(new Transform({
      objectMode: true,
      transform(row, encoding, callback) {
        // CSV行转换为对象
        this.push(JSON.stringify(row) + '\n');
        callback();
      }
    }));
  
  ctx.type = 'application/json';
  ctx.body = csvStream;
});

流式限速控制

控制流式传输的速率:

const Throttle = require('throttle');

app.use(async ctx => {
  // 限制为100KB/s
  const throttle = new Throttle(1024 * 100);
  const videoStream = fs.createReadStream('./video.mp4');
  
  ctx.type = 'video/mp4';
  ctx.body = videoStream.pipe(throttle);
});

流式加密传输

实现流式数据的加密传输:

const crypto = require('crypto');

app.use(async ctx => {
  const algorithm = 'aes-256-cbc';
  const key = crypto.randomBytes(32);
  const iv = crypto.randomBytes(16);
  const cipher = crypto.createCipheriv(algorithm, key, iv);
  
  ctx.set('X-Encryption-Key', key.toString('hex'));
  ctx.set('X-Encryption-IV', iv.toString('hex'));
  
  const fileStream = fs.createReadStream('./secret-data.bin');
  ctx.type = 'application/octet-stream';
  ctx.body = fileStream.pipe(cipher);
});

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前端川

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