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AIclinicalresearch/docs/07-运维文档/06-长时间任务可靠性分析.md
HaHafeng 1b53ab9d52 feat(aia): Complete AIA V2.0 with universal streaming capabilities 
Major Changes:
- Add StreamingService with OpenAI Compatible format
- Upgrade Chat component V2 with Ant Design X integration
- Implement AIA module with 12 intelligent agents
- Update API routes to unified /api/v1 prefix
- Update system documentation

Backend (~1300 lines):
- common/streaming: OpenAI Compatible adapter
- modules/aia: 12 agents, conversation service, streaming integration
- Update route versions (RVW, PKB to v1)

Frontend (~3500 lines):
- modules/aia: AgentHub + ChatWorkspace (100% prototype restoration)
- shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook
- Update API endpoints to v1

Documentation:
- AIA module status guide
- Universal capabilities catalog
- System overview updates
- All module documentation sync

Tested: Stream response verified, authentication working
Status: AIA V2.0 core completed (85%)
2026-01-14 19:15:01 +08:00

11 KiB
Raw Blame History

髟ｿ譌ｶ髣ｴ莉ｻ蜉｡蜿ｯ髱<EFBFBD>諤ｧ蛻<EFBFBD>梵<EFBFBD>哺emoryQueue vs Redis髦溷<E9ABA6>

*蝨ｺ譎ｯ<EFBFBD>? 1000遽<30>枚迪ｮ遲幃€会ｼ碁｢<E7A281>ｮ｡2蟆乗慮螟<E685AE>炊譌ｶ髣ｴ
*蠖灘燕譁ｹ譯茨ｼ? MemoryQueue<75>亥<EFBFBD>蟄倬弌蛻暦ｼ<E69AA6>
*髣ｮ鬚假ｼ? 閭ｽ蜷ｦ蜿ｯ髱<EFBDAF>螳梧<E89EB3><E6A2A7>? *扈楢ｮｺ<EFBFBD>? 笶?荳崎<EFBFBD>

<EFBFBD>投 蝨ｺ譎ｯ蛻<EFBFBD>梵

莉ｻ蜉｡迚ｹ蠕<EFBFBD>

莉ｻ蜉｡邀ｻ蝙具ｼ壽枚迪ｮ遲幃€会ｼ域<EFBFBD><EFBFBD>｢俶遭隕∝<EFBFBD>遲幢ｼ?
譁<>鍵謨ｰ驥擾ｼ?000遽?
蜊慕ｯ<E68595>€玲慮<E78EB2>?-10遘抵ｼ亥曙讓｡蝙句ｹｶ陦鯉ｼ<E9AF89>
諤ｻ閠玲慮<E78EB2>?000-10000遘?= 100-167蛻<37>帖 竕?2蟆乗慮

蠖灘燕螳樒鴫

// backend/src/modules/asl/services/screeningService.ts (隨?5陦?

// 4. 蠑よｭ･螟<EFBDA5>炊譁<E7828A>鍵<EFBFBD>育ｮ€蛹也沿<E4B99F>夂峩謗･蝨ｨ霑咎㈹螟<E388B9>炊<EFBFBD>?
// 逕滉ｺｧ邇ｯ蠅<EFBDAF>ｺ碑ｯ･蜿鷹€∝芦豸域<E8B1B8>髦溷<E9ABA6>  竊?豕ｨ諢剰ｿ呵｡梧ｳｨ驥奇ｼ?
processLiteraturesInBackground(task.id, projectId, literatures);

// 霑吩ｸｪ蜃ｽ謨ｰ莨夲ｼ<E5A4B2>
// 1. 霑占｡悟惠蠖灘燕Node霑帷ｨ倶ｸ?
// 2. 荳ｲ陦悟､<E6829F>炊1000遽<30>枚迪?
// 3. 豐｡譛画戟荵<E6889F>喧<EFBFBD>亥<EFBFBD>蝨ｨ蜀<EFBDA8>ｭ假ｼ?

笶?*MemoryQueue逧<EFBFBD><EFBFBD>蜻ｽ髣ｮ鬚?

髣ｮ鬚<EFBFBD>1<EFBFBD>售AE螳樔ｾ倶ｼ夊｢ｫ閾ｪ蜉ｨ髞€豈?<3F>櫨 譛€荳･驥<EFBFBD>

*Serverless逧<EFBFBD>悽雍ｨ<EFBFBD>壽潔髴€隶｡雍ｹ = 謖蛾怙髞€豈?

髦ｿ驥御ｺ全AE逧<EFBFBD><EFBFBD>蜉ｨ郛ｩ螳ｹ遲也払<EFBFBD><EFBFBD>
笏懌楳 譌<>豬<EFBFBD>㍼譌ｶ<E8AD8C>?5蛻<35>帖蜷守ｼｩ螳ｹ蛻ｰ0
笏懌楳 菴取ｵ<E58F96>㍼譌ｶ<E8AD8C>夂ｼｩ蜃丞ｮ樔ｾ区焚
笏懌楳 螟憺龍譌ｶ谿ｵ<E8B0BF>夊<EFBFBD>蜉ｨ郛ｩ螳ｹ<E89EB3>郁鰍逵∵<E980B5>譛ｬ<E8AD9B>?
笏披楳 邉ｻ扈溷合郤ｧ<E983A4>壼ｮ樔ｾ矩㍾蜷?

*2蟆乗慮莉ｻ蜉｡逧<EFBFBD>｣朱勦隸<EFBFBD>ｼ?

譌ｶ谿ｵ SAE螳樔ｾ矩楳豈∵ｦら<EFBFBD>? 隸ｴ譏<EFBFBD>
*蟾･菴懈慮髣ｴ<EFBFBD>?:00-18:00<30>? <EFBFBD>泯 30-50% 豬<EFBFBD>㍼豕｢蜉ｨ蟇ｼ閾ｴ郛ｩ螳ｹ
*螟憺龍譌ｶ谿ｵ<EFBFBD>?2:00-06:00<30>? <EFBFBD>閥 80-95% 閾ｪ蜉ｨ郛ｩ螳ｹ遲也払
*蜻ｨ譛ｫ/闃ょ∞譌? <EFBFBD>閥 70-90% 菴取ｵ<EFBFBD>㍼譌ｶ谿?

逵溷ｮ槫惻譎ｯ讓｡諡<EFBFBD><EFBFBD>?

21:00 逕ｨ謌ｷ謠蝉ｺ､1000遽<30>枚迪ｮ遲幃€?
21:00 SAE螳樔ｾ句ｼ€蟋句､<E58FA5>炊<EFBFBD>磯｢<E7A3AF>ｮ｡2蟆乗慮螳梧<E89EB3><E6A2A7>?
21:15 蜑咲ｫｯ譛臥畑謌ｷ隶ｿ髣ｮ<E9ABA3>亥ｮ樔ｾ句ｭ俶ｴｻ<EFBDB4>?
22:00 逕ｨ謌ｷ荳狗少蝗槫ｮｶ<EFBDAE>域裏譁ｰ隶ｿ髣ｮ<E9ABA3><EFBDAE>
22:15 SAE譽€豬具ｼ<E585B7>15蛻<35>帖譌<E5B896>豬<EFBFBD><E8B1AC>?竊?蜃<>､<EFBFBD>ｼｩ螳ｹ
22:16 笶?螳樔ｾ玖｢ｫ髞€豈?
      笏披楳 莉ｻ蜉｡霑帛ｺｦ<EFBDBA>?50/1000<30>?5%<25>?
      笏披楳 扈捺棡<E68DBA>壻ｻｻ蜉｡荳｢螟ｱ<E89E9F>悟燕蜉溷ｰｽ蠑<EFBDBD>

髣ｮ鬚<EFBFBD>2<EFBFBD>夊ｿ帷ｨ句ｴｩ貅<EFBFBD>裏豕墓△螟?

// 蠖灘燕螳樒鴫<E6A892>育ｮ€蛹也沿<E4B99F>?
async function processLiteraturesInBackground(taskId, projectId, literatures) {
  for (const lit of literatures) {
    try {
      // 螟<>炊蜊慕ｯ<E68595>枚迪ｮ<E8BFAA>郁€玲慮6-10遘抵ｼ<E68AB5>
      await processLiterature(lit);
    } catch (error) {
      // 譟千ｯ<E58D83>､ｱ雍･<E99B8D>檎ｻｧ扈ｭ荳倶ｸ€遽?
      logger.error('Failed to process literature', { error });
    }
  }
}

// 鬟朱勦<E69CB1>?
// 1. 螯よ棡Node霑帷ｨ句ｴｩ貅<EFBDA9>ｼ<EFBFBD>OM縲∵悴謐戊執蠑ょｸｸ<EFBDB8>俄<EFBFBD> 蜈ｨ驛ｨ荳｢螟ｱ
// 2. 螯よ棡DB霑樊磁譁ｭ蠑€ 竊?譌<>豕穂ｿ晏ｭ倩ｿ帛ｺｦ
// 3. 螯よ棡API髯先ｵ<E58588> 竊?莉ｻ蜉｡蜊｡豁ｻ
// 4. 豐｡譛画妙轤ｹ扈ｭ莨<EFBDAD> 竊?蠢<>｡ｻ驥榊､ｴ蠑€蟋?

髣ｮ鬚<EFBFBD>3<EFBFBD>壽裏豕慕尅謗ｧ逵溷ｮ櫁ｿ帛ｺ?

// 蠖灘燕螳樒鴫逧<E9B4AB>ｿ帛ｺｦ譖ｴ譁?
await prisma.aslScreeningTask.update({
  where: { id: taskId },
  data: { processedItems: processedCount }
});

// 髣ｮ鬚假ｼ?
// - 霑帛ｺｦ蜿ｪ蟄伜惠謨ｰ謐ｮ蠎<EFBDAE>
// - 莉ｻ蜉｡迥ｶ諤∝惠蜀<E683A0>ｭ倅ｸ?
// - 螳樔ｾ矩楳豈∝錘<E2889D>梧焚謐ｮ蠎捺仞遉ｺ processedItems: 150
// - 菴<>ｻｻ蜉｡螳樣刔蟾ｲ荳｢螟ｱ<E89E9F>梧裏豕墓△螟?

髣ｮ鬚<EFBFBD>4<EFBFBD>壼､壼ｮ樔ｾ句<EFBFBD>遯<EFBFBD>

蝨ｺ譎ｯ<EFBFBD>售AE譛?荳ｪ螳樔ｾ?

逕ｨ謌ｷ謠蝉ｺ､莉ｻ蜉｡ 竊?螳樔ｾ帰蠑€蟋句､<E58FA5><EFBDA4>?
                   竊?
                螟<>炊蛻?00遽<30>慮<EFBFBD>悟ｮ樔ｾ帰髞€豈?
                   竊?
逕ｨ謌ｷ蛻ｷ譁ｰ鬘ｵ髱｢ 竊?隸ｷ豎りｷｯ逕ｱ蛻ｰ螳樔ｾ毅
                   竊?
螳樔ｾ毅隸ｻ蜿紋ｻｻ蜉｡迥ｶ諤<EFBDB6>ｼ嗔rocessedItems: 500
                   竊?
螳樔ｾ毅荳咲衍驕謎ｻｻ蜉｡蟾ｲ荳ｭ譁ｭ
                   竊?
笶?莉ｻ蜉｡譏ｾ遉ｺ"霑幄｡御ｸ?<3F>御ｽ<E5BEA1>ｮ樣刔豐｡莠ｺ蝨ｨ螟<EFBDA8><E89E9F>?

笨?*Redis髦溷<EFBFBD>逧<EFBFBD>ｼ伜<EFBFBD>?

莨伜漢1<EFBFBD>壻ｻｻ蜉｡謖∽ｹ<EFBFBD>喧

// 菴ｿ逕ｨRedis髦溷<E9ABA6>
await jobQueue.push('asl:screening', {
  taskId: task.id,
  projectId,
  literatureIds: [1, 2, 3, ..., 1000]
});

// 莉ｻ蜉｡菫晏ｭ伜惠Redis荳ｭ<E88DB3><EFBDAD>
// - 螳樔ｾ矩楳豈?竊?笨?莉ｻ蜉｡莉榊惠Redis
// - 譁ｰ螳樔ｾ句星蜉?竊?笨?閾ｪ蜉ｨ諡ｾ蜿紋ｻｻ蜉｡
// - 霑帷ｨ句ｴｩ貅<EFBDA9> 竊?笨?蜈ｶ莉妨orker謗･邂｡

莨伜漢2<EFBFBD>壽妙轤ｹ扈ｭ莨?

// Worker螟<72>炊莉ｻ蜉｡
jobQueue.process('asl:screening', async (job) => {
  const { literatureIds } = job.data;
  
  for (let i = 0; i < literatureIds.length; i++) {
    // 螟<>炊譁<E7828A>鍵
    await processLiterature(literatureIds[i]);
    
    // 譖ｴ譁ｰ霑帛ｺｦ<EFBDBA>井ｿ晏ｭ伜芦Redis<69>?
    await job.updateProgress((i + 1) / literatureIds.length * 100);
    
    // 螯よ棡Worker蝨ｨ霑咎㈹蟠ｩ貅<EFBDA9>ｼ<EFBFBD>
    // - BullMQ莨壼ｰ<E5A3BC>ｻｻ蜉｡譬<EFBDA1>ｮｰ荳?蛛懈ｻ<E68788>"
    // - 蜈ｶ莉妨orker莨夐㍾譁ｰ諡ｾ蜿?
    // - 莉惹ｸ頑ｬ｡霑帛ｺｦ扈ｧ扈ｭ<E68988>郁€御ｸ肴弍驥榊､ｴ蠑€蟋具ｼ<E585B7>
  }
});

莨伜漢3<EFBFBD>夊<EFBFBD>蜉ｨ驥崎ｯ?

// BullMQ驟咲ｽｮ
const queue = new Queue('asl:screening', {
  connection: { host: 'redis' },
  defaultJobOptions: {
    attempts: 3,              // 螟ｱ雍･蜷朱㍾隸?谺?
    backoff: {
      type: 'exponential',
      delay: 2000             // 2遘偵€?遘偵€?遘?
    },
    removeOnComplete: true,   // 螳梧<E89EB3>蜷取ｸ<E58F96><EFBDB8>?
    removeOnFail: false       // 螟ｱ雍･蜷惹ｿ晉蕗<E69989>井ｾｿ莠取賜譟･<E8AD9F>?
  }
});

// 蝨ｺ譎ｯ<E8AD8E>?
// - LLM API荳ｴ譌ｶ謨<EFBDB6>囿 竊?笨?閾ｪ蜉ｨ驥崎ｯ<E5B48E>
// - 鄂醍ｻ懈竃蜉ｨ 竊?笨?閾ｪ蜉ｨ驥崎ｯ<E5B48E>
// - DB霑樊磁譁ｭ蠑€ 竊?笨?閾ｪ蜉ｨ驥崎ｯ<E5B48E>

莨伜漢4<EFBFBD>壼<EFBFBD>蟶<EFBFBD>ｼ丈ｻｻ蜉｡蛻<EFBFBD><EFBFBD>

SAE譛?荳ｪ螳樔ｾ具ｼ<E585B7>

Redis髦溷<E9ABA6><E6BAB7>?000荳ｪ莉ｻ蜉｡<E89C89><EFBDA1>
    竊?
閾ｪ蜉ｨ蛻<EFBDA8><E89BBB><EFBFBD>?
笏懌楳 螳樔ｾ帰 Worker<65>壼､<E5A3BC><EFBDA4>?Task 1-350
笏懌楳 螳樔ｾ毅 Worker<65>壼､<E5A3BC><EFBDA4>?Task 351-700
笏披楳 螳樔ｾ気 Worker<65>壼､<E5A3BC><EFBDA4>?Task 701-1000

螯よ棡螳樔ｾ毅髞€豈<C280>ｼ<EFBFBD>
笏懌楳 Task 351-700 譬<>ｮｰ荳?蛛懈ｻ<E68788>"
笏懌楳 螳樔ｾ帰謌砲逧Цorker閾ｪ蜉ｨ謗･邂｡
笏披楳 扈ｧ扈ｭ螟<EFBDAD>炊<EFBFBD>梧裏髴€莠ｺ蟾･蟷ｲ鬚<EFBDB2>

<EFBFBD>投 *蜿ｯ髱<EFBFBD>諤ｧ蟇ｹ豈?

扈ｴ蠎ｦ MemoryQueue Redis髦溷<EFBFBD> 蟾ｮ蠑<EFBFBD>
*2蟆乗慮莉ｻ蜉｡螳梧<EFBFBD>邇? 10-30% 99%+ 300%謠仙合
螳樔ｾ矩楳豈∝錘 笶?莉ｻ蜉｡荳｢螟ｱ 笨?閾ｪ蜉ｨ諱｢螟<EFBDA2> 蜈ｳ髞ｮ
*霑帷ｨ句ｴｩ貅<EFBFBD><EFBFBD>? 笶?蜈ｨ驛ｨ荳｢螟ｱ 笨?譁ｭ轤ｹ扈ｭ莨<EFBDAD> 蜈ｳ髞ｮ
API荳ｴ譌ｶ謨<EFBFBD>囿 笶?莉ｻ蜉｡螟ｱ雍･ 笨?閾ｪ蜉ｨ驥崎ｯ<E5B48E> 蜈ｳ髞ｮ
*螟壼ｮ樔ｾ句刻隹? 笶?譌<>豕募刻隹<E588BB> 笨?閾ｪ蜉ｨ蛻<EFBDA8><E89BBB> 蜈ｳ髞ｮ
莉ｻ蜉｡逶第而 笞<EFBFBD><EFBFBD><EFBFBD> 莉<>B 笨?螳樊慮迥ｶ諤? 蜿ｯ騾?
謌先悽 ﾂ･0 ﾂ･108/蟷? 蜿ｯ謗･蜿?

<EFBFBD>識 逵溷ｮ槫惻譎ｯ讓｡諡<EFBFBD>

蝨ｺ譎ｯ1<EFBFBD>壼ｷ･菴懈慮髣ｴ謠蝉ｺ､<EFBFBD>域<EFBFBD>蜉溽<EFBFBD>?0%<25>?

10:00 逕ｨ謌ｷ謠蝉ｺ､1000遽<30>枚迪ｮ遲幃€?
      笏懌楳 MemoryQueue<75>壼ｼ€蟋句､<E58FA5>炊<EFBFBD>碁｢<E7A281>ｮ｡12:00螳梧<E89EB3>
      笏?
11:30 豬<>㍼髯堺ｽ趣ｼ郡AE郛ｩ螳ｹ<E89EB3>亥唖髯?荳ｪ螳樔ｾ具ｼ<E585B7>
      笏懌楳 螯よ棡莉ｻ蜉｡蝨ｨ陲ｫ蛻<EFBDAB>髯､逧<EFBDA4>ｮ樔ｾ倶ｸ<E580B6> 竊?笶?荳｢螟ｱ<E89E9F>域ｦら<EFBDA6>?0%<25>?
      笏?
12:00 螯よ棡蟷ｸ霑先悴陲ｫ蛻<EFBDAB>髯､ 竊?笨?螳梧<E89EB3><E6A2A7>域ｦら<EFBDA6>?0%<25>?

諤ｻ謌仙粥邇<E7B2A5>ｼ?0%

蝨ｺ譎ｯ2<EFBFBD>壼､憺龍謠蝉ｺ､<EFBFBD>域<EFBFBD>蜉溽<EFBFBD>?%<25>?

21:00 逕ｨ謌ｷ謠蝉ｺ､1000遽<30>枚迪ｮ遲幃€?
      笏懌楳 MemoryQueue<75>壼ｼ€蟋句､<E58FA5>炊<EFBFBD>碁｢<E7A281>ｮ｡23:00螳梧<E89EB3>
      笏?
21:15 譌<>譁ｰ逕ｨ謌ｷ隶ｿ髣ｮ<E9ABA3>梧ｵ<E6A2A7>㍼髯堺ｸ?
      笏?
21:30 SAE譽€豬具ｼ<E585B7>15蛻<35>帖譌<E5B896>豬<EFBFBD><E8B1AC>?竊?蜃<>､<EFBFBD>ｼｩ螳ｹ
      笏?
21:31 笶?螳樔ｾ矩楳豈<E6A5B3>ｼ御ｻｻ蜉｡荳｢螟ｱ<E89E9F>域ｦら<EFBDA6>?5%<25>?

諤ｻ謌仙粥邇<E7B2A5>ｼ?%

蝨ｺ譎ｯ3<EFBFBD>啌edis髦溷<EFBFBD><EFBFBD>域<EFBFBD>蜉溽紫99%+<2B>?

21:00 逕ｨ謌ｷ謠蝉ｺ､1000遽<30>枚迪ｮ遲幃€?
      笏懌楳 Redis髦溷<E9ABA6><E6BAB7>壻ｻｻ蜉｡蜈･髦?
      笏懌楳 Worker<65>壼ｼ€蟋句､<E58FA5><EFBDA4>?
      笏?
21:31 螳樔ｾ矩楳豈?
      笏懌楳 莉ｻ蜉｡菫晏ｭ伜惠Redis
      笏?
21:32 譁ｰ螳樔ｾ句星蜉ｨ<E89C89>域<EFBFBD>蜈ｶ莉門ｮ樔ｾ具ｼ<E585B7>
      笏懌楳 Worker<65>夊<EFBFBD>蜉ｨ諡ｾ蜿紋ｻｻ蜉?
      笏懌楳 莉山edis隸ｻ蜿冶ｿ帛ｺｦ<EFBDBA>壼ｷｲ螟<EFBDB2>炊150遽?
      笏懌楳 扈ｧ扈ｭ螟<EFBDAD>炊蜑ｩ菴<EFBDA9>850遽?
      笏?
23:00 笨?莉ｻ蜉｡螳梧<E89EB3>

諤ｻ謌仙粥邇<E7B2A5>ｼ?9%+

<EFBFBD>腸 謌先悽蛻<EFBFBD>梵

MemoryQueue逧<EFBFBD>嚼阯乗<EFBFBD>譛?

莉ｻ蜉｡螟ｱ雍･邇<EFBFBD>ｼ<EFBFBD>70%<25>亥､憺龍<E686BA><E9BE8D>
逕ｨ謌ｷ驥肴眠謠蝉ｺ､谺｡謨ｰ<E8ACA8>壼ｹｳ蝮?谺｡謇肴<E8AC87>蜉<EFBFBD>
LLM API豬ｪ雍ｹ<E99B8D>?
- 隨?谺｡<E8B0BA>壼､<E5A3BC>炊200遽<30>錘螟ｱ雍･ 竊?豬ｪ雍ｹ ﾂ･86
- 隨?谺｡<E8B0BA>壼､<E5A3BC>炊500遽<30>錘螟ｱ雍･ 竊?豬ｪ雍ｹ ﾂ･215
- 隨?谺｡<E8B0BA>壼ｮ梧<EFBDAE> 竊?ﾂ･430
諤ｻ謌先悽<E58588>堋･731<33>亥ｺ碑ｯ･蜿ｪ髴€ﾂ･430<33>?

逕ｨ謌ｷ菴馴ｪ鯉ｼ?
- 蜿榊､榊､ｱ雍･ 竊?謚戊ｯ臥紫荳雁<E88DB3>?
- 荳肴覆螟憺龍謠蝉ｺ､ 竊?菴ｿ逕ｨ蜿鈴剞
- 蟇ｹ邉ｻ扈溷､ｱ蜴ｻ菫｡莉?竊?豬∝､ｱ鬟朱勦

Redis髦溷<EFBFBD>逧<EFBFBD>悄螳樊<EFBFBD>譛?

Redis蟷ｴ雍ｹ<EFBFBD>堋?08
莉ｻ蜉｡謌仙粥邇<E7B2A5>ｼ<EFBFBD>99%+
逕ｨ謌ｷ驥肴眠謠蝉ｺ､谺｡謨ｰ<E8ACA8>壼<EFBFBD>荵惹ｸｺ0
LLM API謌先悽<E58588>堋?30<33>域裏豬ｪ雍ｹ<E99B8D>?

鬚晏､匁噺逶奇ｼ?
- 逕ｨ謌ｷ貊｡諢丞ｺｦ謠仙<E8ACA0>?
- 蜿ｯ莉･謾ｯ謖∵峩螟ｧ謇ｹ驥擾ｼ?000遽?<3F>?
- 螟憺龍莉ｻ蜉｡蜿ｯ髱<EFBDAF>霑占｡<E58DA0>

ROI隶｡邂<EFBFBD><EFBFBD>?

闃ら怐謌先悽<EFBFBD>堋?31 - ﾂ･430 = ﾂ･301/谺?
螯よ棡豈乗怦10谺｡謇ｹ驥丈ｻｻ蜉｡<E89C89><EFBDA1>
闃ら怐 = ﾂ･301 ﾃ<> 10 = ﾂ･3,010/譛?
Redis謌先悽 = ﾂ･9/譛?
蜃€謾ｶ逶<EFBDB6> = ﾂ･3,001/譛?

ROI = 33,344%<25>域兜蜈･ﾂ?<3F>悟屓謚･ﾂ?,010<31>?

笞<EFBFBD><EFBFBD><EFBFBD> *扈楢ｮｺ荳主ｻｺ隶?

譏守｡ｮ扈楢ｮｺ

髣ｮ鬚假ｼ哺emoryQueue閭ｽ蜷ｦ螳梧<EFBFBD>2蟆乗慮莉ｻ蜉｡<EFBFBD>?
遲疲｡茨ｼ壺搆 荳崎<E88DB3>蜿ｯ髱<EFBDAF>螳梧<E89EB3>

蜴溷屏<E6BAB7>?
1. SAE螳樔ｾ倶ｼ夊<EFBDBC>蜉ｨ髞€豈<C280>ｼ<EFBFBD>15蛻<35>帖譌<E5B896>豬<EFBFBD>㍼<EFBFBD><E38DBC>
2. 2蟆乗慮莉ｻ蜉｡蜃<EFBDA1>荵主ｿ<E4B8BB>┯驕<E294AF>芦螳樔ｾ矩楳豈?
3. 莉ｻ蜉｡荳｢螟ｱ蜷取裏豕墓△螟?
4. 謌仙粥邇?< 30%<25>悟､憺<EFBDA4>?< 5%

蠑ｺ辜亥ｻｺ隶ｮ

蟇ｹ莠手ｶ<EFBFBD>ｿ<EFBFBD>10蛻<EFBFBD>帖逧<EFBFBD>ｻｻ蜉｡<EFBFBD>悟ｿ<EFBFBD>｡ｻ菴ｿ逕ｨRedis髦溷<EFBFBD><EFBFBD>?

譌ｶ髣ｴ髦亥€ｼ<C280><EFBDBC>
- < 10遘抵ｼ壼庄莉･逕ｨMemoryQueue<75>亥酔豁･螟<EFBDA5>炊<EFBFBD><E7828A>
- 10遘?- 10蛻<30>帖<EFBFBD>壼ｻｺ隶ｮ逕ｨRedis髦溷<E9ABA6>
- > 10蛻<30>帖<EFBFBD>壼ｿ<E5A3BC>｡ｻ逕ｨRedis髦溷<E9ABA6>
- > 1蟆乗慮<E4B997>壼ｼｺ蛻ｶ隕∵ｱ３edis髦溷<E9ABA6>

螳樊命莨伜<EFBFBD>郤?

髦ｶ谿ｵ1<EFBFBD>域悽蜻ｨ<EFBFBD>会ｼ啌edis郛灘ｭ<EFBFBD>
笏懌楳 隗｣蜀ｳLLM謌先悽髣ｮ鬚<EFBDAE>
笏披楳 蟾･菴憺㍼<E686BA><E38DBC>2螟?

髦ｶ谿ｵ2<EFBDB5>井ｸ句捉<E58FA5>会ｼ啌edis髦溷<E9ABA6>  竊?**蠢<>｡ｻ蛛夲ｼ<E5A4B2>**
笏懌楳 隗｣蜀ｳ髟ｿ莉ｻ蜉｡蜿ｯ髱<EFBDAF>諤?
笏懌楳 蟾･菴憺㍼<E686BA><E38DBC>3螟?
笏披楳 荳榊★逧<E29885>｣朱勦<E69CB1><E58BA6>70%莉ｻ蜉｡螟ｱ雍･邇?

<EFBFBD>統 *謚€譛ｯ扈<EFBFBD>鰍<EFBFBD>壻ｸｺ莉€荵?0蛻<30>帖譏ｯ蛻<EFBDAF>ｰｴ蟯ｭ<E89FAF>?

SAE螳樔ｾ狗ｼｩ螳ｹ遲也払

髦ｿ驥御ｺ全AE鮟倩ｮ､遲也払<EFBFBD>?
- 譽€豬句捉譛滂ｼ<E6BB82>5蛻<35>帖
- 譌<>豬<EFBFBD>㍼髦亥€ｼ<C280><EFBDBC>15蛻<35>帖
- 郛ｩ螳ｹ蟒ｶ霑滂ｼ?蛻<>帖

諤ｻ隶｡<E99AB6>?5蛻<35>帖蜷主庄閭ｽ郛ｩ螳?

莉ｻ蜉｡譌ｶ髟ｿ荳朱｣朱<EFBFBD>?

莉ｻ蜉｡譌ｶ髟ｿ     螳樔ｾ矩楳豈<E6A5B3>｣朱<EFBDA3>?    蟒ｺ隶ｮ
笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€笏€
< 1蛻<31>帖      蜃<>荵惹ｸ?%        蜷梧ｭ･螟<EFBDA5>炊
1-5蛻<35>帖      < 5%           蜿ｯ逕ｨMemoryQueue
5-10蛻<30>帖     10-20%         蟒ｺ隶ｮRedis髦溷<E9ABA6>
10-30蛻<30>帖    50-70%         蠢<>｡ｻRedis髦溷<E9ABA6>
> 30蛻<30>帖     80-95%         蠑ｺ蛻ｶRedis髦溷<E9ABA6>

<EFBFBD>識 遶句叉陦悟勘

螯よ棡謔ｨ諠ｳ邇ｰ蝨ｨ蟆ｱ豬玖ｯ暮柄莉ｻ蜉｡<EFBFBD>?

**荳肴耳闕?*<2A>夂畑MemoryQueue豬玖ｯ<E78E96>1000遽?

  • 鬟朱勦<EFBFBD>?0%讎ら紫螟ｱ雍･
  • 豬ｪ雍ｹ<EFBFBD>夐㍾螟崎ｰ<EFBFBD>畑LLM API

謗ｨ闕<EFBFBD><EFBFBD>壼<EFBFBD>逕?00遽<30>ｵ玖ｯ包ｼ<E58C85>10蛻<30>帖<EFBFBD>?

// 髯仙宛豬玖ｯ墓焚驥<E7849A>
const testLiteratures = literatures.slice(0, 100);
processLiteraturesInBackground(task.id, projectId, testLiteratures);

辟ｶ蜷手ｧょｯ滂ｼ?

  • 譏ｯ蜷ｦ驕<EFBFBD>芦螳樔ｾ矩楳豈<EFBFBD>ｼ<EFBFBD>
  • 莉ｻ蜉｡譏ｯ蜷ｦ螳梧紛<EFBFBD>?
  • 螯よ棡螟ｱ雍･<EFBFBD>檎ｫ句叉謾ｹ逕ｨRedis髦溷<EFBFBD>

螯よ棡謔ｨ蜃<EFBFBD>､<EFBFBD>隼騾<EFBFBD><EFBFBD><EFBFBD>

**蜿り€<E3828A>枚譯?*<2A>?

  • 04-Redis謾ｹ騾<EFBDB9>螳樊命隶｡蛻?md
  • 05-Redis郛灘ｭ倅ｸ朱弌蛻礼噪蛹ｺ蛻ｫ隸ｴ譏<EFBDB4>.md

**謾ｹ騾<EFBDB9>鬘ｺ蠎?*<2A>?

  1. 笨?Redis郛灘ｭ假ｼ域悽蜻ｨ<E89CBB><EFBDA8>
  2. 笨?Redis髦溷<E9ABA6><E6BAB7>井ｸ句捉<E58FA5>俄<EFBFBD>?驥咲せ
  3. 笨?豬玖ｯ<E78E96>2蟆乗慮莉ｻ蜉｡

<EFBFBD>投 *髯<EFBFBD>ｽ包ｼ壼ｮ樣刔豬玖ｯ募ｻｺ隶?

豬玖ｯ墓婿譯<EFBFBD><EFBFBD>夐ｪ瑚ｯ｀emoryQueue逧<EFBFBD>ｸ榊庄髱<EFBFBD>諤?

# 豁･鬪､1<EFBDA4>壽署莠?000遽<30>枚迪ｮ遲幃€我ｻｻ蜉?
# 豁･鬪､2<EFBDA4>夂ｭ牙ｾ?5蛻<35>帖
# 豁･鬪､3<EFBDA4>壽｣€譟･莉ｻ蜉｡迥ｶ諤?
#        - 螯よ棡螟ｱ雍･ 竊?隸∵<E99AB8>螳樔ｾ玖｢ｫ髞€豈?
#        - 螯よ棡謌仙粥 竊?霑先ｰ泌･ｽ<EFBDA5>御ｸ堺ｻ｣陦ｨ蜿ｯ髱?

# 驥榊､肴ｵ玖ｯ<E78E96>5谺｡<E8B0BA><EFBDA1>
# - 謌仙粥邇<E7B2A5>ｺ碑ｯ?< 30%

豬玖ｯ墓婿譯<EFBFBD><EFBFBD>啌edis髦溷<EFBFBD>鬪瑚ｯ<EFBFBD>

# 豁･鬪､1<EFBDA4>夐Κ鄂ｲRedis髦溷<E9ABA6>迚域悽
# 豁･鬪､2<EFBDA4>壽署莠?000遽<30>枚迪ｮ遲幃€我ｻｻ蜉?
# 豁･鬪､3<EFBDA4>壻ｸｻ蜉ｨ蛛懈ｭ｢SAE螳樔ｾ<E6A894>
# 豁･鬪､4<EFBDA4>夐㍾譁ｰ蜷ｯ蜉ｨ螳樔ｾ?
# 豁･鬪､5<EFBDA4>壽｣€譟･莉ｻ蜉｡譏ｯ蜷ｦ閾ｪ蜉ｨ諱｢螟?

# 鬚<>悄扈捺棡<E68DBA>?
# - 莉ｻ蜉｡閾ｪ蜉ｨ諱｢螟<EFBDA2> 笨?
# - 莉取妙轤ｹ扈ｧ扈?笨?
# - 譛€扈亥ｮ梧<EFBDAE>?笨?

譁<EFBFBD>｡｣扈ｴ謚､閠<EFBFBD>ｼ<EFBFBD> 謚€譛ｯ蝗｢髦? 譛€蜷取峩譁ｰ<EFBFBD><EFBFBD> 2025-12-12
*蜈ｳ髞ｮ扈楢ｮｺ<EFBFBD>? MemoryQueue譌<65>豕募庄髱<E5BA84>螳梧<E89EB3>2蟆乗慮莉ｻ蜉｡<E89C89>悟ｿ<E6829F>｡ｻ霑∫ｧｻ蛻ｰRedis髦溷<E9ABA6>

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