OpenClaw 批处理模式:高效处理大量任务

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OpenClaw 技术团队
专注于 OpenClaw 小龙虾框架的技术研究与分享

批处理场景
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  • 批量分类
  • 批量翻译
  • 批量摘要
  • 批量生成

批处理实现
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class BatchProcessor {
  constructor(batchSize = 10) {
    this.batchSize = batchSize;
    this.queue = [];
  }
  
  async add(task) {
    this.queue.push(task);
    
    if (this.queue.length >= this.batchSize) {
      await this.processBatch();
    }
  }
  
  async processBatch() {
    const batch = this.queue.splice(0, this.batchSize);
    
    // 并行处理
    const results = await Promise.all(
      batch.map(task => this.process(task))
    );
    
    return results;
  }
}

使用示例
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const processor = new BatchProcessor(5);

// 批量分类文档
const documents = await loadDocuments();

for (const doc of documents) {
  processor.add(async () => {
    const category = await openclaw.classify(doc);
    return { doc, category };
  });
}

进度追踪
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async function processWithProgress(items, processor) {
  const total = items.length;
  let completed = 0;
  
  for (const item of items) {
    await processor(item);
    completed++;
    
    console.log(`进度: ${completed}/${total} (${(completed/total*100).toFixed(1)}%)`);
  }
}

总结
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批处理模式让大规模任务处理更高效。