{"id":109557,"date":"2026-09-24T12:49:38","date_gmt":"2026-09-24T04:49:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109557.html"},"modified":"2026-09-24T12:49:38","modified_gmt":"2026-09-24T04:49:38","slug":"ray-%e7%9a%84-remote-%e8%b0%83%e7%94%a8%e4%b9%8b%e5%90%8e%ef%bc%9a%e4%bb%bb%e5%8a%a1%e6%80%8e%e6%a0%b7%e8%a1%94%e6%8e%a5%ef%bc%8c%e7%8a%b6%e6%80%81%e7%95%99%e5%9c%a8%e5%93%aa%e9%87%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109557.html","title":{"rendered":"Ray \u7684 remote \u8c03\u7528\u4e4b\u540e\uff1a\u4efb\u52a1\u600e\u6837\u8854\u63a5\uff0c\u72b6\u6001\u7559\u5728\u54ea\u91cc?"},"content":{"rendered":"

Ray \u7684 remote \u8c03\u7528\u4e4b\u540e：\u4efb\u52a1\u600e\u6837\u8854\u63a5，\u72b6\u6001\u7559\u5728\u54ea\u91cc<\/h2>\n

\u628a\u4e00\u6279\u6587\u672c\u7684\u9884\u5904\u7406\u51fd\u6570\u52a0\u4e0a @ray.remote，\u518d\u9010\u6761\u8c03\u7528，\u7a0b\u5e8f\u770b\u8d77\u6765\u5df2\u7ecf\u201c\u5206\u5e03\u5f0f\u5316\u201d\u3002\u4f46\u4e0b\u9762\u8fd9\u4e2a\u5faa\u73af\u4ecd\u7136\u662f\u4e00\u4efd\u5de5\u4f5c\u7ed3\u675f，\u624d\u63d0\u4ea4\u4e0b\u4e00\u4efd：<\/p>\n

for<\/span> text in<\/span> texts:<\/span>
\n value =<\/span> ray.<\/span>get(<\/span>prepare.<\/span>remote(<\/span>text)<\/span>)<\/span>
\n consume(<\/span>value)<\/span><\/p>\n

\u5373\u4f7f\u53e6\u4e00\u4e2a Worker \u7a7a\u95f2，\u5b83\u4e5f\u65e0\u6cd5\u63d0\u524d\u5904\u7406\u4e0b\u4e00\u6761：Driver\u2014\u2014\u63d0\u4ea4\u8fd9\u4e9b\u8c03\u7528\u7684\u5e94\u7528\u8fdb\u7a0b\u2014\u2014\u8fd8\u505c\u5728\u4e0a\u4e00\u6761\u7684 ray.get\u3002\u8fd9\u4e2a\u95ee\u9898\u4e0d\u9700\u8981\u5148\u7814\u7a76\u96c6\u7fa4\u90e8\u7f72，\u8bfb\u61c2\u4e00\u6bb5\u8c03\u7528\u4ee3\u7801\u5c31\u80fd\u53d1\u73b0\u3002<\/p>\n

Ray Core \u63d0\u4f9b\u8fdc\u7a0b\u4efb\u52a1\u3001\u7ed3\u679c\u5f15\u7528\u548c\u6709\u72b6\u6001\u6267\u884c\u8fdb\u7a0b\u3002\u7406\u89e3\u5b83\u7684\u8d77\u70b9，\u662f\u5206\u6e05\u63d0\u4ea4\u5de5\u4f5c\u3001\u7b49\u5f85\u4f9d\u8d56\u3001\u53d6\u5f97\u7ed3\u679c\u3001\u4fee\u6539\u72b6\u6001\u53d1\u751f\u5728\u54ea\u91cc\u3002\u672c\u6587\u56f4\u7ed5\u6587\u672c\u9884\u5904\u7406\u4e0e\u8bc4\u5206\u7684\u77ed\u6d41\u7a0b\u5c55\u5f00；\u793a\u4f8b\u4e0d\u52a0\u8f7d\u6a21\u578b，\u6ca1\u6709 GPU\u3001\u541e\u5410\u6216\u6545\u969c\u5b9e\u6d4b\u3002\u63a5\u53e3\u8bed\u4e49\u4f9d\u636e 2026 \u5e74 9 \u6708 9 \u65e5\u6838\u5bf9\u7684 Ray 2.58.0 \u5b98\u65b9\u6587\u6863\u3002<\/p>\n

\u4e0b\u4e00\u4efd\u4efb\u52a1\u4ec0\u4e48\u65f6\u5019\u624d\u88ab\u63d0\u4ea4<\/h3>\n

prepare.remote(text) \u63d0\u4ea4\u4e00\u6b21 Task，\u901a\u5e38\u8fd4\u56de\u4ee3\u8868\u672a\u6765\u7ed3\u679c\u7684 ObjectRef；\u8fd9\u65f6\u7ed3\u679c\u672a\u5fc5\u5df2\u7ecf\u4ea7\u751f\u3002ray.get(ref) \u624d\u5728\u8c03\u7528\u65b9\u7b49\u5f85\u5e76\u53d6\u5f97\u503c\u3002\u4efb\u52a1\u4e5f\u4e0d\u4e00\u5b9a\u6bcf\u6b21\u65b0\u5efa\u8fdb\u7a0b，Ray \u53ef\u4ee5\u590d\u7528 Worker \u6267\u884c\u591a\u6b21\u666e\u901a Task\u3002<\/p>\n

\u539f\u5faa\u73af\u628a\u63d0\u4ea4\u4e0e\u7b49\u5f85\u7ed1\u5728\u540c\u4e00\u8f6e\u3002\u82e5\u6587\u672c\u4e92\u76f8\u72ec\u7acb，\u53ef\u4ee5\u5148\u4fdd\u7559\u5f15\u7528，\u6700\u540e\u6536\u53d6\u7ed3\u679c：<\/p>\n

refs =<\/span> [<\/span>prepare.<\/span>remote(<\/span>text)<\/span> for<\/span> text in<\/span> texts]<\/span>
\nvalues =<\/span> ray.<\/span>get(<\/span>refs)<\/span><\/p>\n

\u8fd9\u53ea\u662f\u6253\u5f00\u4e86\u4efb\u52a1\u91cd\u53e0\u6267\u884c\u7684\u673a\u4f1a\u3002\u80fd\u540c\u65f6\u8fd0\u884c\u591a\u5c11\u4efd，\u4ecd\u53d6\u51b3\u4e8e\u8d44\u6e90\u4e0e\u8c03\u5ea6；\u51fd\u6570\u592a\u7ec6\u3001\u4f20\u8f93\u592a\u91cd\u65f6，\u4e5f\u53ef\u80fd\u5f97\u4e0d\u507f\u5931\u3002\u5b83\u6ca1\u6709\u7ed9\u51fa\u4efb\u4f55\u52a0\u901f\u500d\u6570\u3002<\/p>\n

Ray \u7684\u5faa\u73af\u5185 get \u53cd\u4f8b\u76f4\u63a5\u5bf9\u6bd4\u4e86\u8fd9\u4e24\u79cd\u5199\u6cd5\u3002\u5173\u952e\u8bc1\u636e\u5728\u63d0\u4ea4\u4f4d\u7f6e：\u7b2c\u4e00\u79cd\u5199\u6cd5\u7b49\u5f85\u524d\u4e00\u4e2a\u7ed3\u679c，\u7b2c\u4e8c\u79cd\u5728\u7b49\u5f85\u4e4b\u524d\u5df2\u63d0\u4ea4\u4e00\u6279\u5de5\u4f5c\u3002\u5bf9\u4e8e\u672c\u6765\u5c31\u6709\u5148\u540e\u4f9d\u8d56\u7684\u4e1a\u52a1，\u4e0d\u80fd\u7167\u642c\u5e76\u53d1\u6539\u5199；\u72ec\u7acb\u6027\u5fc5\u987b\u6765\u81ea\u4e1a\u52a1\u672c\u8eab\u3002<\/p>\n

\u8fd8\u6709\u4e00\u79cd\u5bb9\u6613\u6df7\u6dc6\u7684\u5199\u6cd5：\u5df2\u7ecf\u63d0\u4ea4\u5b8c\u5168\u90e8\u4efb\u52a1，\u518d\u6309\u7167\u5f15\u7528\u5217\u8868\u9010\u4e2a get\u3002\u6b64\u65f6\u540e\u53f0\u5de5\u4f5c\u4ecd\u6709\u673a\u4f1a\u5e76\u884c，\u53ea\u662f\u8c03\u7528\u65b9\u53ef\u80fd\u7b49\u7740\u6392\u5728\u524d\u9762\u7684\u6162\u4efb\u52a1，\u8fdf\u8fdf\u4e0d\u5904\u7406\u540e\u9762\u5df2\u5b8c\u6210\u7684\u7ed3\u679c\u3002\u5b83\u4e0e\u201c\u4e0b\u4e00\u4efd\u4efb\u52a1\u6839\u672c\u6ca1\u6709\u63d0\u4ea4\u201d\u662f\u4e24\u79cd\u963b\u585e\u3002\u7ed3\u679c\u53ef\u72ec\u7acb\u6d88\u8d39\u65f6，\u53ef\u4ee5\u7528 ray.wait \u53d6\u56de\u5df2\u5c31\u7eea\u7684\u5f15\u7528；\u5982\u679c\u5fc5\u987b\u6309\u8f93\u5165\u987a\u5e8f\u8f93\u51fa，\u5c31\u8981\u4fdd\u5b58\u5e8f\u53f7\u5e76\u627f\u62c5\u91cd\u6392\u7f13\u51b2，\u4e0d\u80fd\u5047\u88c5\u987a\u5e8f\u8981\u6c42\u5df2\u7ecf\u6d88\u5931\u3002\u5b98\u65b9\u7ed3\u679c\u5904\u7406\u53cd\u4f8b\u8ba8\u8bba\u7684\u6b63\u662f\u8fd9\u4e00\u5dee\u522b\u3002<\/p>\n

\"\u56fe01\" \"\u56fe02\"<\/p>\n

ObjectRef \u628a\u4f9d\u8d56\u4ea4\u7ed9\u4e0b\u6e38，\u6570\u636e\u4ecd\u8981\u5230\u8fbe<\/h3>\n

\u9884\u5904\u7406\u540e\u8fd8\u6709\u8bc4\u5206\u9636\u6bb5\u3002\u6700\u76f4\u63a5\u7684\u5199\u6cd5\u662f\u5728 Driver \u53d6\u56de\u9884\u5904\u7406\u7ed3\u679c，\u518d\u63d0\u4ea4\u8bc4\u5206：<\/p>\n

prepared =<\/span> ray.<\/span>get(<\/span>prepare.<\/span>remote(<\/span>text)<\/span>)<\/span>
\nscore_ref =<\/span> score.<\/span>remote(<\/span>prepared)<\/span><\/p>\n

\u5982\u679c Driver \u4e0d\u9700\u8981\u67e5\u770b\u4e2d\u95f4\u503c，\u53ef\u4ee5\u628a\u5f15\u7528\u4f5c\u4e3a\u8bc4\u5206\u8c03\u7528\u7684\u9876\u5c42\u53c2\u6570：<\/p>\n

prepared_ref =<\/span> prepare.<\/span>remote(<\/span>text)<\/span>
\nscore_ref =<\/span> score.<\/span>remote(<\/span>prepared_ref)<\/span><\/p>\n

\u7b2c\u4e8c\u4e2a\u8c03\u7528\u53ef\u4ee5\u5148\u63d0\u4ea4\u3002Ray \u7b49\u9876\u5c42\u5f15\u7528\u5bf9\u5e94\u7684\u6570\u636e\u53ef\u7528，\u518d\u6267\u884c score，\u51fd\u6570\u63a5\u6536\u7684\u662f\u5df2\u7ecf\u89e3\u5f00\u7684\u503c\u3002\u7b49\u5f85\u5e76\u6ca1\u6709\u6d88\u5931，\u800c\u662f\u4ece Driver \u624b\u52a8\u963b\u585e，\u53d8\u6210\u4e86\u8fd0\u884c\u65f6\u77e5\u9053\u7684\u4efb\u52a1\u4f9d\u8d56\u3002\u8fd9\u8ba9 Driver \u80fd\u7ee7\u7eed\u63d0\u4ea4\u5176\u4ed6\u72ec\u7acb\u6587\u672c\u7684\u5904\u7406\u94fe\u3002<\/p>\n

\u4f20\u53c2\u7684\u5c42\u7ea7\u4f1a\u6539\u53d8\u542b\u4e49\u3002score.remote([prepared_ref]) \u628a\u5f15\u7528\u85cf\u8fdb\u5217\u8868，Ray \u4e0d\u4f1a\u81ea\u52a8\u628a\u5b83\u89e3\u6210\u503c\u5217\u8868；\u88ab\u8c03\u7528\u51fd\u6570\u62ff\u5230\u7684\u662f\u5305\u542b\u5f15\u7528\u7684\u5217\u8868\u3002\u5982\u679c\u5b83\u8981\u8bfb\u503c，\u9700\u8981\u663e\u5f0f\u53d6\u56de\u3002\u82e5\u53ea\u8d1f\u8d23\u628a\u5f15\u7528\u8f6c\u4ea4\u7ed9\u5176\u4ed6\u4efb\u52a1，\u4e5f\u53ef\u4ee5\u59cb\u7ec8\u4e0d\u8bfb\u6570\u636e\u3002Ray Objects\u660e\u786e\u533a\u5206\u8fd9\u4e24\u79cd\u884c\u4e3a，Actor \u6784\u9020\u51fd\u6570\u548c\u65b9\u6cd5\u8c03\u7528\u4e5f\u91c7\u7528\u8fd9\u4e2a\u7ea6\u5b9a\u3002<\/p>\n

\u56e0\u6b64，\u7ed9\u4e0b\u6e38\u4f20\u4e00\u4e2a\u5b57\u5178\u6216\u5217\u8868\u4e4b\u524d，\u8981\u786e\u8ba4\u63a5\u53e3\u7ea6\u5b9a\u7684\u662f\u5b9e\u9645\u503c，\u8fd8\u662f\u4f9b\u7ee7\u7eed\u8f6c\u4ea4\u7684\u5f15\u7528\u3002\u4e24\u8005\u90fd\u5408\u7406，\u4f46\u4e0d\u80fd\u53ea\u6539\u5bb9\u5668\u5f62\u72b6\u800c\u4fdd\u7559\u539f\u5148\u7684\u51fd\u6570\u7406\u89e3\u3002\u4e0a\u6e38\u5931\u8d25\u65f6，\u4e5f\u4e0d\u80fd\u628a\u201c\u624b\u91cc\u6709 ObjectRef\u201d\u5f53\u6210\u7ed3\u679c\u5b58\u5728；\u6700\u7ec8\u7b49\u5f85\u6216\u8bfb\u53d6\u7ed3\u679c\u4ecd\u53ef\u80fd\u5f97\u5230\u5f02\u5e38\u3002<\/p>\n

\u5f15\u7528\u4e5f\u4e0d\u7b49\u4e8e\u6ca1\u6709\u6570\u636e\u6210\u672c\u3002\u5bf9\u8c61\u53ef\u80fd\u4f4d\u4e8e\u5176\u4ed6\u8282\u70b9，\u4f7f\u7528\u5b83\u4ecd\u53ef\u80fd\u9700\u8981\u4f20\u8f93；\u5bf9\u8c61\u5b58\u50a8\u4e2d\u7684\u8fdc\u7a0b\u5bf9\u8c61\u662f\u4e0d\u53ef\u53d8\u7684，\u4e0d\u80fd\u4f5c\u4e3a\u5404\u8fdb\u7a0b\u968f\u610f\u4fee\u6539\u7684\u5171\u4eab Python \u53d8\u91cf\u3002\u8fd9\u91cc\u8ba8\u8bba\u7684\u662f\u666e\u901a Ray Core \u5bf9\u8c61\u673a\u5236，\u4e0d\u4ece\u5f15\u7528\u4f20\u9012\u63a8\u5bfc GPU Tensor \u96f6\u62f7\u8d1d，\u4e5f\u4e0d\u628a\u672a\u542f\u7528\u7684\u4e13\u7528\u4f20\u8f93\u673a\u5236\u7b97\u8fdb\u6536\u76ca\u3002<\/p>\n

\"\u56fe03\"<\/p>\n

Actor \u7559\u4f4f\u72b6\u6001，\u4e5f\u9650\u5b9a\u4e86\u8c03\u7528\u843d\u5728\u54ea\u4e2a\u8fdb\u7a0b<\/h3>\n

\u5982\u679c\u8bc4\u5206\u9700\u8981\u53cd\u590d\u4f7f\u7528\u540c\u4e00\u4efd\u5df2\u52a0\u8f7d\u6a21\u578b，\u628a\u52a0\u8f7d\u52a8\u4f5c\u5199\u5728\u6bcf\u6b21 Task \u5185\u90e8，\u53ef\u80fd\u91cd\u590d\u505a\u6602\u8d35\u521d\u59cb\u5316\u3002Actor \u4e3a\u53e6\u4e00\u79cd\u7ec4\u7ec7\u65b9\u5f0f\u63d0\u4f9b\u4e86\u57fa\u7840：\u521b\u5efa\u4e00\u4e2a\u6709\u72b6\u6001 Worker，\u628a\u540e\u7eed\u65b9\u6cd5\u8c03\u7528\u4ea4\u7ed9\u5b83，\u5728\u5176\u751f\u547d\u5468\u671f\u5185\u590d\u7528\u6210\u5458\u53d8\u91cf\u3002<\/p>\n

\u4e3a\u4e86\u53ea\u89c2\u5bdf\u8fd9\u4e00\u70b9，\u4e0b\u9762\u7528\u5b57\u7b26\u6570\u4ee3\u66ff\u6a21\u578b\u8bc4\u5206，\u7528\u8ba1\u6570\u5668\u4ee3\u8868\u8fdb\u7a0b\u5185\u72b6\u6001：<\/p>\n

@ray.<\/span>remote<\/span>(<\/span>num_cpus=<\/span>1<\/span>)<\/span>
\nclass<\/span> Scorer<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
\n self.<\/span>processed =<\/span> 0<\/span><\/p>\n

def<\/span> score<\/span>(<\/span>self,<\/span> item)<\/span>:<\/span>
\n request_id,<\/span> text =<\/span> item
\n self.<\/span>processed +=<\/span> 1<\/span>
\n return<\/span> request_id,<\/span> len<\/span>(<\/span>text)<\/span>,<\/span> self.<\/span>processed<\/p>\n

Scorer.remote() \u8fd4\u56de Actor \u53e5\u67c4，scorer.score.remote(item) \u8fd4\u56de\u8fd9\u6b21\u65b9\u6cd5\u8c03\u7528\u7684\u7ed3\u679c\u5f15\u7528\u3002\u53e5\u67c4\u7528\u6765\u627e\u5230\u6709\u72b6\u6001\u6267\u884c\u5bf9\u8c61；\u7ed3\u679c\u5f15\u7528\u7528\u6765\u627e\u5230\u67d0\u6b21\u8c03\u7528\u7684\u8fd4\u56de\u503c\u3002\u628a\u4e24\u8005\u90fd\u7406\u89e3\u6210\u201c\u8fdc\u7a0b\u7ed3\u679c\u201d，\u5c31\u5bb9\u6613\u8bef\u628a\u521b\u5efa\u5b9e\u4f8b\u5f53\u6210\u5df2\u7ecf\u83b7\u5f97\u8bc4\u5206\u3002<\/p>\n

Actors \u6587\u6863\u8bf4\u660e，\u6bcf\u4e2a Python Actor \u5728\u81ea\u5df1\u7684\u8fdb\u7a0b\u4e2d\u8fd0\u884c，\u65b9\u6cd5\u53ef\u4ee5\u8bbf\u95ee\u548c\u4fee\u6539\u8be5 Worker \u7684\u72b6\u6001\u3002\u521b\u5efa\u4e24\u4e2a Actor，\u610f\u5473\u7740\u4e24\u4efd\u5404\u81ea\u6301\u6709\u7684\u6210\u5458\u72b6\u6001，\u4e0d\u4f1a\u81ea\u52a8\u53d8\u6210\u4e00\u4e2a\u5171\u4eab\u8ba1\u6570\u5668\u3002\u771f\u5b9e\u6a21\u578b\u653e\u8fdb\u6210\u5458\u53d8\u91cf，\u4e5f\u53ea\u662f\u8ba9\u5b83\u5728\u8be5\u5b9e\u4f8b\u751f\u547d\u5468\u671f\u5185\u590d\u7528；\u4e0d\u4f1a\u56e0\u6b64\u81ea\u52a8\u5207\u5206\u6743\u91cd\u6216\u8de8\u5b9e\u4f8b\u5171\u4eab\u663e\u5b58\u3002<\/p>\n

\u8fd9\u4e00\u4f8b\u91c7\u7528\u540c\u6b65\u3001\u5355\u7ebf\u7a0b Actor\u3002\u540c\u4e00\u63d0\u4ea4\u8005\u53d1\u6765\u7684\u65b9\u6cd5，\u9ed8\u8ba4\u6309\u63d0\u4ea4\u987a\u5e8f\u6267\u884c；\u5373\u4f7f Driver \u5f88\u5feb\u63d0\u4ea4\u5341\u6b21 .score.remote()，\u8fd9\u4e2a Actor \u4e5f\u4e0d\u4f1a\u81ea\u52a8\u540c\u65f6\u8dd1\u5341\u6b21\u8bc4\u5206\u3002\u82e5\u524d\u4e00\u4e2a\u8c03\u7528\u4ecd\u7b49\u9884\u5904\u7406\u7ed3\u679c，\u540e\u9762\u5df2\u7ecf\u5177\u5907\u8f93\u5165\u7684\u8c03\u7528\u4e5f\u53ef\u80fd\u88ab\u5b83\u6321\u4f4f\u3002\u4e0d\u540c Actor \u53ef\u4ee5\u5206\u522b\u6267\u884c，Async \u6216\u7ebf\u7a0b Actor \u5219\u6709\u4e0d\u540c\u7684\u5e76\u53d1\u7ea6\u675f\u3002\u6267\u884c\u987a\u5e8f\u6587\u6863\u8fd8\u7279\u522b\u9650\u5b9a：\u4e0d\u540c\u63d0\u4ea4\u8005\u4e4b\u95f4\u4e0d\u4fdd\u8bc1\u4e0a\u8ff0\u987a\u5e8f，\u5141\u8bb8\u4e71\u5e8f\u914d\u7f6e\u6216\u53d1\u751f\u91cd\u8bd5\u65f6\u4e5f\u4e0d\u80fd\u6cbf\u7528\u9ed8\u8ba4\u987a\u5e8f\u63a8\u65ad\u3002<\/p>\n

\u8fdb\u7a0b\u9a7b\u7559\u540c\u6837\u4e0d\u7b49\u4e8e\u4e1a\u52a1\u72b6\u6001\u6301\u4e45\u5316\u3002Actor \u610f\u5916\u9000\u51fa\u540e，\u9ed8\u8ba4\u4e0d\u4f1a\u81ea\u52a8\u91cd\u542f；\u914d\u7f6e max_restarts \u540e，\u91cd\u542f\u4f1a\u91cd\u65b0\u6267\u884c\u6784\u9020\u51fd\u6570\u3002\u8fd9\u4e2a\u8ba1\u6570\u5668\u56e0\u6b64\u4ece\u96f6\u5f00\u59cb，\u800c\u4e0d\u662f\u7ee7\u7eed\u4e0a\u4e00\u6b21\u7684\u503c\u3002\u4e1a\u52a1\u9700\u8981\u6062\u590d\u65f6，\u5fc5\u987b\u81ea\u884c\u6301\u4e45\u5316\u5e76\u5728\u6784\u9020\u6216\u6062\u590d\u903b\u8f91\u4e2d\u8bfb\u53d6\u3002<\/p>\n

Actor \u5bb9\u9519\u6587\u6863\u8fd8\u6307\u51fa，\u8c03\u7528\u5df2\u7ecf\u6267\u884c\u4f46 Actor \u5728\u8fd4\u56de\u540e\u7acb\u5373\u6b7b\u4ea1，\u8c03\u7528\u65b9\u4ecd\u53ef\u80fd\u6536\u5230\u9519\u8bef；\u5f00\u542f\u65b9\u6cd5\u91cd\u8bd5\u53c8\u53ef\u80fd\u5e26\u6765\u91cd\u590d\u6267\u884c\u3002\u82e5\u8bc4\u5206\u4e4b\u5916\u8fd8\u8981\u6263\u8d39\u6216\u5199\u4e1a\u52a1\u7ed3\u679c，\u4e0d\u80fd\u9760\u8ba1\u6570\u5668\u5224\u65ad\u201c\u6070\u597d\u6267\u884c\u4e00\u6b21\u201d\u3002\u5e94\u56f4\u7ed5\u8bf7\u6c42\u8eab\u4efd，\u5728\u5916\u90e8\u6301\u4e45\u5316\u7cfb\u7edf\u4e2d\u8bbe\u8ba1\u53bb\u91cd\u4e0e\u5199\u5165\u8bed\u4e49\u3002\u8fd9\u662f\u5e94\u7528\u8981\u8865\u7684\u80fd\u529b，\u4e0b\u9762\u7684\u5c0f\u7a0b\u5e8f\u6ca1\u6709\u5b9e\u73b0\u5b83\u3002<\/p>\n

\"\u56fe04\" \"\u56fe05\"<\/p>\n

\u628a\u4e00\u6761\u4f9d\u8d56\u94fe\u5199\u6210\u6709\u754c\u6d41\u7a0b<\/h3>\n

\u628a\u6240\u6709 get \u90fd\u79fb\u5230\u6700\u540e，\u4e5f\u4e0d\u80fd\u65e0\u9650\u63d0\u4ea4\u3002\u8f93\u5165\u6301\u7eed\u5230\u6765\u800c\u4e0b\u6e38\u6d88\u8d39\u8f83\u6162\u65f6，\u5728\u9014\u5de5\u4f5c\u4f1a\u79ef\u7d2f\u3002Ray \u7684\u9650\u5236 pending tasks \u6a21\u5f0f\u4f7f\u7528 ray.wait \u8ba9\u63d0\u4ea4\u65b9\u9002\u65f6\u505c\u4e0b\u6765，\u5148\u5904\u7406\u5df2\u5c31\u7eea\u7ed3\u679c，\u518d\u91ca\u653e\u63d0\u4ea4\u7a97\u53e3\u3002<\/p>\n

\u4e0b\u9762\u662f\u5b8c\u6574\u7684\u5355\u673a\u6559\u5b66\u4ee3\u7801，\u9700\u81ea\u884c\u51c6\u5907 Ray \u73af\u5883\u3002\u4e24\u4efd\u903b\u8f91 CPU \u7684\u5b89\u6392\u7ed9\u4e00\u4e2a Actor \u548c\u9884\u5904\u7406 Task \u7559\u51fa\u8d44\u6e90；\u7a97\u53e3\u8bbe\u4e3a\u4e8c\u53ea\u4e3a\u89c2\u5bdf\u6709\u754c\u884c\u4e3a，\u4e0d\u662f\u6027\u80fd\u63a8\u8350\u503c\u3002\u4e0d\u540c\u8f93\u5165\u7684\u9884\u5904\u7406\u4e0e\u8bc4\u5206\u53ef\u4ee5\u91cd\u53e0，\u8bc4\u5206\u59cb\u7ec8\u4ea4\u7ed9\u540c\u4e00\u4e2a\u540c\u6b65 Actor，\u4ee5\u4fbf\u770b\u6e05\u72b6\u6001\u7684\u8fde\u7eed\u53d8\u5316\u3002<\/p>\n

import<\/span> ray<\/p>\n

@ray.<\/span>remote<\/span>(<\/span>num_cpus=<\/span>1<\/span>)<\/span>
\ndef<\/span> prepare<\/span>(<\/span>request_id,<\/span> text)<\/span>:<\/span>
\n return<\/span> request_id,<\/span> text.<\/span>strip(<\/span>)<\/span>.<\/span>lower(<\/span>)<\/span><\/p>\n

@ray.<\/span>remote<\/span>(<\/span>num_cpus=<\/span>1<\/span>)<\/span>
\nclass<\/span> Scorer<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
\n self.<\/span>processed =<\/span> 0<\/span><\/p>\n

def<\/span> score<\/span>(<\/span>self,<\/span> item)<\/span>:<\/span>
\n request_id,<\/span> text =<\/span> item
\n self.<\/span>processed +=<\/span> 1<\/span>
\n return<\/span> request_id,<\/span> len<\/span>(<\/span>text)<\/span>,<\/span> self.<\/span>processed<\/p>\n

def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
\n ray.<\/span>init(<\/span>num_cpus=<\/span>2<\/span>)<\/span>
\n try<\/span>:<\/span>
\n scorer =<\/span> Scorer.<\/span>remote(<\/span>)<\/span>
\n inputs =<\/span> [<\/span>(<\/span>"a"<\/span>,<\/span> " Hello "<\/span>)<\/span>,<\/span> (<\/span>"b"<\/span>,<\/span> "RAY"<\/span>)<\/span>,<\/span> (<\/span>"c"<\/span>,<\/span> " Actor "<\/span>)<\/span>]<\/span>
\n pending,<\/span> results =<\/span> [<\/span>]<\/span>,<\/span> {<\/span>}<\/span>
\n window =<\/span> 2<\/span><\/p>\n

def<\/span> collect_one<\/span>(<\/span>)<\/span>:<\/span>
\n nonlocal<\/span> pending
\n ready,<\/span> pending =<\/span> ray.<\/span>wait(<\/span>pending,<\/span> num_returns=<\/span>1<\/span>)<\/span>
\n request_id,<\/span> score,<\/span> processed =<\/span> ray.<\/span>get(<\/span>ready[<\/span>0<\/span>]<\/span>)<\/span>
\n results[<\/span>request_id]<\/span> =<\/span> (<\/span>score,<\/span> processed)<\/span><\/p>\n

for<\/span> request_id,<\/span> text in<\/span> inputs:<\/span>
\n if<\/span> len<\/span>(<\/span>pending)<\/span> >=<\/span> window:<\/span>
\n collect_one(<\/span>)<\/span>
\n prepared_ref =<\/span> prepare.<\/span>remote(<\/span>request_id,<\/span> text)<\/span>
\n pending.<\/span>append(<\/span>scorer.<\/span>score.<\/span>remote(<\/span>prepared_ref)<\/span>)<\/span><\/p>\n

while<\/span> pending:<\/span>
\n collect_one(<\/span>)<\/span><\/p>\n

assert<\/span> results ==<\/span> {<\/span>"a"<\/span>:<\/span> (<\/span>5<\/span>,<\/span> 1<\/span>)<\/span>,<\/span> "b"<\/span>:<\/span> (<\/span>3<\/span>,<\/span> 2<\/span>)<\/span>,<\/span> "c"<\/span>:<\/span> (<\/span>5<\/span>,<\/span> 3<\/span>)<\/span>}<\/span>
\n print<\/span>(<\/span>results)<\/span>
\n finally<\/span>:<\/span>
\n ray.<\/span>shutdown(<\/span>)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
\n main(<\/span>)<\/span><\/p>\n

\u8fd9\u91cc\u4fdd\u7559\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u7b49\u5f85\u70b9：\u7a97\u53e3\u6ee1\u65f6，Driver \u6536\u53d6\u4e00\u4e2a\u7ec8\u7aef\u8bc4\u5206\u7ed3\u679c，\u518d\u7ee7\u7eed\u63d0\u4ea4\u3002\u6bcf\u4e2a\u7ec8\u7aef\u5f15\u7528\u5bf9\u5e94\u4e00\u6761\u201c\u9884\u5904\u7406\u2192\u8bc4\u5206\u201d\u94fe，\u56e0\u6b64\u8be5\u5faa\u73af\u6700\u591a\u4fdd\u7559\u4e24\u6761\u5c1a\u672a\u6536\u53d6\u7ed3\u679c\u7684\u94fe\u3002\u94fe\u4e2d\u540c\u65f6\u5b58\u5728 Task \u548c Actor \u65b9\u6cd5，\u4e0d\u80fd\u628a\u7a97\u53e3\u4e8c\u89e3\u91ca\u6210\u5168\u7cfb\u7edf\u53ea\u6709\u4e24\u4e2a Task，\u66f4\u4e0d\u80fd\u628a\u5b83\u5f53\u6210\u663e\u5b58\u5b57\u8282\u4e0a\u9650\u3002<\/p>\n

ray.wait \u8fd4\u56de\u5c31\u7eea\u5f15\u7528，\u4e0d\u4f1a\u628a\u540c\u4e00\u4e2a\u540c\u6b65 Actor \u7684\u65b9\u6cd5\u6539\u6210\u5e76\u884c，\u4e5f\u4e0d\u4f1a\u66ff\u524d\u4e00\u4e2a\u65b9\u6cd5\u89e3\u9664\u8f93\u5165\u4f9d\u8d56\u3002\u672c\u4f8b\u4fdd\u7559\u540c\u4e00\u63d0\u4ea4\u8005\u548c\u9ed8\u8ba4\u6267\u884c\u987a\u5e8f，\u56e0\u6b64\u8ba1\u6570\u65ad\u8a00\u6709\u660e\u786e\u9002\u7528\u6761\u4ef6；\u82e5\u6539\u6210\u591a\u4e2a Actor \u6216\u5e76\u53d1\u65b9\u6cd5，\u5c31\u9700\u8981\u91cd\u65b0\u5b9a\u4e49\u72b6\u6001\u4e0e\u987a\u5e8f\u3002<\/p>\n

\u7a97\u53e3\u63a7\u5236\u7684\u662f\u5728\u9014\u5de5\u4f5c\u6570\u91cf\u3002\u771f\u6b63\u80fd\u540c\u65f6\u8fd0\u884c\u591a\u5c11\u4efb\u52a1\u8fd8\u7531\u8d44\u6e90\u51b3\u5b9a，\u7ed3\u679c\u672c\u8eab\u592a\u5927\u4e5f\u53ef\u80fd\u6491\u6ee1\u5185\u5b58\u3002\u672c\u4f8b\u628a\u5c11\u91cf\u7ed3\u679c\u5b58\u5728\u5b57\u5178\u4e2d\u53ea\u662f\u4e3a\u4e86\u65ad\u8a00；\u6301\u7eed\u6d41\u5f0f\u751f\u4ea7\u9700\u8981\u8fb9\u6536\u8fb9\u4ea4\u7ed9\u6d88\u8d39\u8005，\u5e76\u9650\u5236\u7ed3\u679c\u7f13\u51b2，\u800c\u4e0d\u80fd\u6c38\u4e45\u79ef\u7d2f\u8fd9\u4e2a\u5b57\u5178\u3002<\/p>\n

\u9047\u5230\u6267\u884c\u6548\u7387\u95ee\u9898\u65f6，\u53ef\u4ee5\u6cbf\u8fd9\u6bb5\u4ee3\u7801\u8fd8\u539f\u4e00\u6b21\u6d41\u7a0b：\u4e0b\u4e00\u4efd\u8c03\u7528\u662f\u5426\u5df2\u63d0\u4ea4，\u4e2d\u95f4\u503c\u662f\u5426\u5fc5\u987b\u56de\u5230 Driver，\u4e0b\u6e38\u5f97\u5230\u7684\u662f\u503c\u8fd8\u662f\u5f15\u7528，\u65b9\u6cd5\u662f\u5426\u843d\u5230\u540c\u4e00\u4e2a Actor，\u63d0\u4ea4\u662f\u5426\u5feb\u4e8e\u6d88\u8d39\u3002\u6bcf\u4e2a\u95ee\u9898\u90fd\u5bf9\u5e94\u4e00\u5904\u53ef\u67e5\u770b\u7684\u4ee3\u7801\u6216\u8fd0\u884c\u8bb0\u5f55\u3002\u5148\u627e\u5230\u5b9e\u9645\u963b\u585e，\u518d\u51b3\u5b9a\u8be5\u6539\u7b49\u5f85\u70b9\u3001\u4f9d\u8d56\u8868\u8fbe\u8fd8\u662f\u5b9e\u4f8b\u7ec4\u7ec7，\u624d\u4e0d\u4f1a\u628a .remote() \u5f53\u6210\u81ea\u52a8\u5e76\u884c\u7684\u5f00\u5173\u3002 \"\u56fe06\"<\/p>\n","protected":false},"excerpt":{"rendered":"

Ray \u7684 remote \u8c03\u7528\u4e4b\u540e：\u4efb\u52a1\u600e\u6837\u8854\u63a5，\u72b6\u6001\u7559\u5728\u54ea\u91cc
\n\u628a\u4e00\u6279\u6587\u672c\u7684\u9884\u5904\u7406\u51fd\u6570\u52a0\u4e0a ray.remote，\u518d\u9010\u6761\u8c03\u7528，\u7a0b\u5e8f\u770b\u8d77\u6765\u5df2\u7ecf\u201c\u5206\u5e03\u5f0f\u5316\u201d\u3002\u4f46\u4e0b\u9762\u8fd9\u4e2a\u5faa\u73af\u4ecd\u7136\u662f\u4e00\u4efd\u5de5\u4f5c\u7ed3\u675f，\u624d\u63d0\u4ea4\u4e0b\u4e00\u4efd：
\nfor text in texts:value ray.get(prepare.remote(text))consume(value)\u5373\u4f7f\u53e6\u4e00\u4e2a Worker \u7a7a\u95f2，\u5b83\u4e5f\u65e0<\/p>\n","protected":false},"author":2,"featured_media":109551,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10848,11653,66,3264,5058,50],"topic":[],"class_list":["post-109557","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-harness","tag-11653","tag-ai","tag-claude","tag-codex","tag-50"],"yoast_head":"\nRay \u7684 remote \u8c03\u7528\u4e4b\u540e\uff1a\u4efb\u52a1\u600e\u6837\u8854\u63a5\uff0c\u72b6\u6001\u7559\u5728\u54ea\u91cc? - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/109557.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ray \u7684 remote \u8c03\u7528\u4e4b\u540e\uff1a\u4efb\u52a1\u600e\u6837\u8854\u63a5\uff0c\u72b6\u6001\u7559\u5728\u54ea\u91cc? - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Ray \u7684 remote \u8c03\u7528\u4e4b\u540e：\u4efb\u52a1\u600e\u6837\u8854\u63a5，\u72b6\u6001\u7559\u5728\u54ea\u91cc \u628a\u4e00\u6279\u6587\u672c\u7684\u9884\u5904\u7406\u51fd\u6570\u52a0\u4e0a ray.remote，\u518d\u9010\u6761\u8c03\u7528，\u7a0b\u5e8f\u770b\u8d77\u6765\u5df2\u7ecf\u201c\u5206\u5e03\u5f0f\u5316\u201d\u3002\u4f46\u4e0b\u9762\u8fd9\u4e2a\u5faa\u73af\u4ecd\u7136\u662f\u4e00\u4efd\u5de5\u4f5c\u7ed3\u675f，\u624d\u63d0\u4ea4\u4e0b\u4e00\u4efd： for text in texts:value ray.get(prepare.remote(text))consume(value)\u5373\u4f7f\u53e6\u4e00\u4e2a Worker \u7a7a\u95f2，\u5b83\u4e5f\u65e0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/109557.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-24T04:49:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924044927-6ab4abd7f00c4.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/109557.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/109557.html\",\"name\":\"Ray \u7684 remote \u8c03\u7528\u4e4b\u540e\uff1a\u4efb\u52a1\u600e\u6837\u8854\u63a5\uff0c\u72b6\u6001\u7559\u5728\u54ea\u91cc? 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