{"id":96123,"date":"2026-08-27T14:32:42","date_gmt":"2026-08-27T06:32:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/96123.html"},"modified":"2026-08-27T14:32:42","modified_gmt":"2026-08-27T06:32:42","slug":"25-%e4%b8%87%e6%9d%a1%e6%95%b0%e6%8d%ae%e5%8f%aa%e8%8a%b1-7-04-%e7%be%8e%e5%85%83%ef%bc%8cllm-%e6%89%b9%e9%87%8f%e6%8e%a8%e7%90%86%e5%88%b0%e5%ba%95%e6%9c%89%e5%a4%9a%e7%9c%81%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/96123.html","title":{"rendered":"25 \u4e07\u6761\u6570\u636e\u53ea\u82b1 7.04 \u7f8e\u5143\uff0cLLM \u6279\u91cf\u63a8\u7406\u5230\u5e95\u6709\u591a\u7701\uff1f"},"content":{"rendered":"<p>7 \u4e2a JSONL \u6587\u4ef6\u3001\u4e00\u4e2a\u6a21\u578b\u8bbf\u95ee\u5bc6\u94a5&#xff0c;\u4ee5\u53ca\u8ba1\u7b97\u51fa\u6765\u7684 7.04 \u7f8e\u5143\u6210\u672c\u2014\u2014\u8fd9\u5c31\u662f\u6211\u4eec\u901a\u8fc7 DigitalOcean \u7edf\u4e00\u7684 \u6279\u91cf\u63a8\u7406&#xff08;Batch Inference&#xff09;API \u5bf9 25 \u4e07\u6761\u771f\u5b9e\u6d88\u8d39\u8005\u6295\u8bc9\u8fdb\u884c\u5206\u7c7b\u548c\u4fe1\u606f\u8865\u5145\u6240\u9700\u8981\u7684\u5168\u90e8\u4e1c\u897f&#xff1a;\u4e3a\u6bcf\u6761\u8bb0\u5f55\u6807\u8bb0\u4ea7\u54c1\u7c7b\u522b\u3001\u5206\u6790\u60c5\u7eea\u548c\u7d27\u6025\u7a0b\u5ea6\u3001\u63d0\u53d6\u5b9e\u4f53\u3001\u751f\u6210\u6458\u8981&#xff0c;\u5e76\u5728\u6700\u540e\u5c06\u6bcf\u4e2a\u7b54\u6848\u4e0e\u6570\u636e\u96c6\u81ea\u5e26\u7684\u771f\u5b9e\u6807\u7b7e\u8fdb\u884c\u8bc4\u5206\u5bf9\u6bd4\u3002\u5982\u679c\u4f7f\u7528\u5b8c\u5168\u76f8\u540c\u7684 Token \u91cf\u3001\u6309\u65e0\u670d\u52a1\u5668\u63a8\u7406&#xff08;Serverless Inference&#xff09;\u4ef7\u683c\u8ba1\u7b97&#xff0c;\u6210\u672c\u5219\u4e3a 14.07 \u7f8e\u5143\u3002\u6211\u4eec\u5206\u522b\u4f7f\u7528 GPT-5 \u548c Claude \u6a21\u578b\u5b8c\u6574\u8dd1\u4e86\u4e00\u904d&#xff0c;\u5e76\u8be6\u7ec6\u8bb0\u5f55\u4e86\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u7684\u7ecf\u9a8c\u548c\u95ee\u9898\u3002<\/p>\n<p>\u7b80\u800c\u8a00\u4e4b&#xff01;\u6279\u91cf\u63a8\u7406&#xff08;Batch Inference&#xff09;\u8fd9\u5957\u903b\u8f91\u7ad9\u5f97\u4f4f\u811a&#xff0c;\u5c01\u88c5\u5c42\u786e\u5b9e\u5f88\u8584\u2014\u2014\u4f60\u53d1\u7ed9\u65e0\u670d\u52a1\u5668\u63a8\u7406\u7684\u8bf7\u6c42\u4f53\u539f\u5c01\u4e0d\u52a8\u53d8\u6210 JSONL \u6587\u4ef6\u91cc\u7684\u4e00\u884c&#xff0c;\u901a\u8fc7\u540c\u4e00\u4e2a\u57fa\u7840 URL \u548c\u540c\u4e00\u4e2a\u5bc6\u94a5\u63d0\u4ea4\u3002\u5168\u90e8 25 \u4e07\u4e2a\u8bf7\u6c42\u96f6\u5931\u8d25\u5b8c\u6210&#xff0c;\u901f\u5ea6\u6bd4\u6211\u4eec\u9884\u7b97\u7684\u8fd8\u5feb\u3002\u4e0d\u8fc7\u6709\u51e0\u4e2a\u7ec6\u8282\u503c\u5f97\u63d0\u524d\u4e86\u89e3&#xff1a;\u540c\u4e00\u4e2a API \u4e0a\u6709\u4e09\u79cd\u4e0d\u540c\u7684\u6a21\u578b\u547d\u540d\u89c4\u8303&#xff1b;\u8d26\u53f7\u5c42\u7ea7\u9650\u5236\u53ef\u80fd\u4f4e\u4e8e\u6587\u6863\u8bf4\u660e\u503c&#xff1b;\u4e24\u79cd\u5bb9\u6613\u5ffd\u7565\u7684\u9759\u9ed8\u5931\u8d25\u6a21\u5f0f&#xff1b;\u4ee5\u53ca\u7f13\u5b58\u7684\u5c0f\u5b57\u6761\u6b3e\u2014\u2014\u6211\u4eec\u7684\u751f\u4ea7\u73af\u5883\u8dd1\u4e0b\u6765\u5176\u5b9e\u4e00\u70b9\u7f13\u5b58\u90fd\u6ca1\u7528\u5230\u3002\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u5e26\u4f60\u9010\u4e00\u641e\u6e05\u695a\u8fd9\u4e9b\u5751\u5728\u54ea\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827063240-6a8fda082fe82.jpg\" alt=\"images (6).jpeg\" \/><\/p>\n<p>\u4f60\u7684\u65e0\u670d\u52a1\u5668\u63a8\u7406&#xff08;Serverless Inference&#xff09;\u8bf7\u6c42\u53ea\u9700\u6539\u4e00\u5c42\u5305\u88c5\u548c\u4e00\u4e2a\u6a21\u578b ID&#xff0c;\u5c31\u80fd\u4eab\u53d7\u6279\u91cf\u63a8\u7406&#xff08;Batch Inference&#xff09;\u7684\u4ef7\u683c\u3002\u540c\u4e00\u4e2a\u57fa\u7840 URL&#xff0c;\u540c\u4e00\u4e2a\u6a21\u578b\u8bbf\u95ee\u5bc6\u94a5&#xff1b;\u8bf7\u6c42\u4f53\u5176\u4f59\u90e8\u5206\u5b8c\u5168\u4e0d\u53d8\u3002<\/p>\n<p>\u672c\u6587\u4f1a\u5b8c\u6574\u4ecb\u7ecd\u6574\u4e2a\u4efb\u52a1\u6d41\u7a0b&#xff0c;\u5305\u62ec\u6570\u636e\u96c6\u3001JSONL\u3001\u6587\u4ef6\u5207\u5206\u3001\u4efb\u52a1\u63d0\u4ea4\u3001\u72b6\u6001\u8f6e\u8be2\u3001\u7ed3\u679c\u8bc4\u5206\u548c\u6210\u672c\u8ba1\u7b97&#xff0c;\u7136\u540e\u518d\u628a DigitalOcean \u7684\u6279\u91cf\u63a8\u7406&#xff08;Batch Inference&#xff09; \u4e0e OpenAI\u3001Anthropic \u548c AWS Bedrock \u5404\u81ea\u7684\u6279\u91cf\u63a8\u7406\u65b9\u6848\u8fdb\u884c\u5bf9\u6bd4&#xff0c;\u5e76\u8bf4\u660e\u5404\u81ea\u66f4\u5177\u4f18\u52bf\u7684\u5730\u65b9\u3002<\/p>\n<h3>\u6838\u5fc3\u5185\u5bb9\u6458\u8981<\/h3>\n<ul>\n<li>25 \u4e07\u6b21\u8bf7\u6c42\u88ab\u62c6\u5206\u6210 7 \u4e2a\u6279\u91cf\u63a8\u7406\u5de5\u4f5c&#xff0c;\u5168\u90e8\u5b8c\u6210\u4e14 0 \u5931\u8d25&#xff1b;99.99% \u7684\u8fd4\u56de\u7ed3\u679c\u7b26\u5408 JSON Schema&#xff0c;\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u81ea\u5e26\u4ea7\u54c1\u6807\u7b7e\u7684\u4e00\u81f4\u6027\u8fbe\u5230 83.6%\u3002<\/li>\n<li>\u6700\u5927\u7684\u63a8\u7406\u4efb\u52a1\u6bcf\u4e2a\u5305\u542b 40,000 \u6b21\u8bf7\u6c42&#xff0c;\u5b8c\u6210\u65f6\u95f4\u4e3a 1.4&#xff5e;2.2 \u5c0f\u65f6&#xff0c;\u8fdc\u4f4e\u4e8e 24 \u5c0f\u65f6\u7684 Completion Window\u3002\u4e00\u4e2a\u5305\u542b 25,000 \u6b21\u8bf7\u6c42\u3001\u4f7f\u7528 Claude \u6a21\u578b\u7684\u6279\u91cf\u63a8\u7406\u4efb\u52a1\u53ea\u7528\u4e86 17 \u5206\u949f\u3002<\/li>\n<li>\u6309\u516c\u5e03\u4ef7\u683c\u8ba1\u7b97&#xff0c;\u6574\u4e2a 25 \u4e07\u6761\u8bb0\u5f55\u8dd1\u4e0b\u6765\u6279\u91cf\u63a8\u7406\u6210\u672c\u4e3a 7.04\u7f8e\u5143&#xff0c;\u540c\u6837 token \u91cf\u65e0\u670d\u52a1\u5668\u63a8\u7406\u4e3a 14.07\u7f8e\u5143\u3002DigitalOcean \u6279\u91cf\u63a8\u7406\u5b9a\u4ef7\u6700\u9ad8\u53ef\u4eab\u65e0\u670d\u52a1\u5668\u63a8\u7406\u5b9a\u4ef7\u4e94\u6298\u3002<\/li>\n<li>\n<ul>\n<li>\u4f60\u7684\u8bf7\u6c42\u4f53\u4e0d\u7528\u53d8&#xff0c;\u53d8\u7684\u662f\u5305\u88c5\u5c42\u3002\u8ddf\u65e0\u670d\u52a1\u5668\u63a8\u7406\u4f7f\u7528\u540c\u4e00\u4e2a\u57fa\u7840 URL\u3001\u540c\u4e00\u4e2a\u6a21\u578b\u8bbf\u95ee\u5bc6\u94a5\u3002\u4f46\u6a21\u578b\u547d\u540d\u5728\u65e0\u670d\u52a1\u5668\u63a8\u7406\u3001OpenAI \u6279\u91cf\u63a8\u7406\u548c Anthropic \u6279\u91cf\u63a8\u7406\u4e4b\u95f4\u6709\u4e09\u5957\u4e0d\u540c\u89c4\u8303&#xff0c;\u800c\u4e14\u6709\u4e24\u79cd\u5931\u8d25\u6a21\u5f0f\u662f\u9759\u9ed8\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u5728\u5b8c\u5168\u76f8\u540c\u7684\u8bb0\u5f55\u4e0a&#xff0c;Claude Haiku 4.5 \u7684\u51c6\u786e\u7387\u6bd4 GPT-5 Nano \u9ad8 1.26 \u4e2a\u767e\u5206\u70b9&#xff08;84.9% vs 83.6%&#xff0c;p&lt;0.0001&#xff09;&#xff0c;\u4f46\u8ba1\u7b97\u6210\u672c\u5927\u7ea6\u9ad8 35 \u500d\u3002\u4e00\u4e2a\u585e\u5165\u5927\u91cf Taxonomy \u4fe1\u606f\u3001\u66f4\u957f\u7684 Prompt \u53cd\u800c\u8ba9\u51c6\u786e\u7387\u4e0b\u964d&#xff0c;\u800c\u4e0d\u662f\u63d0\u5347\u3002\u65e0\u8bba\u5347\u7ea7\u6a21\u578b\u8fd8\u662f\u52a0\u957f Prompt&#xff0c;\u82b1\u94b1\u4e4b\u524d\u90fd\u5e94\u8be5\u5148\u6d4b\u8bd5\u3002<\/li>\n<li>OpenAI \u548c Anthropic \u6a21\u578b\u7684\u6279\u91cf\u63a8\u7406\u90fd\u652f\u6301 Prompt Caching&#xff0c;\u4f46\u4e0d\u540c\u6a21\u578b\u90fd\u6709\u6700\u4f4e\u53ef\u7f13\u5b58 Prefix \u957f\u5ea6&#xff1a;GPT-5 Nano \u4e3a 1,024 Token&#xff0c;Claude Haiku 4.5 \u4e3a 4,096 Token\u3002\u6211\u4eec\u7684\u751f\u4ea7 Prompt \u53ea\u6709 460 Token&#xff0c;\u4f4e\u4e8e\u6700\u4f4e\u8981\u6c42&#xff0c;\u56e0\u6b64\u5b8c\u5168\u6ca1\u6709\u547d\u4e2d\u7f13\u5b58&#xff1b;\u5f53 Prefix \u8d85\u8fc7\u6700\u4f4e\u8981\u6c42\u540e&#xff0c;\u6211\u4eec\u5b9e\u6d4b OpenAI \u548c Anthropic \u7684\u7f13\u5b58\u90fd\u80fd\u901a\u8fc7 DigitalOcean \u6b63\u5e38\u751f\u6548\u3002\u4f4e\u4e8e\u9608\u503c\u65f6\u7cfb\u7edf\u4e0d\u4f1a\u62a5\u9519&#xff0c;\u53ea\u662f\u4ec0\u4e48\u90fd\u4e0d\u4f1a\u7f13\u5b58&#xff1b;\u81f3\u4e8e Batch \u4e2d Cached Token \u7684\u6700\u7ec8\u8ba1\u8d39\u4ef7\u683c&#xff0c;\u6211\u4eec\u65e0\u6cd5\u901a\u8fc7\u5f53\u524d\u8d26\u53f7\u786e\u8ba4\u3002<\/li>\n<li>\u5f00\u59cb\u4f7f\u7528\u6279\u91cf\u63a8\u7406\u8fd8\u6709\u4e00\u4e2a\u524d\u63d0&#xff1a;\u622a\u81f3 2026 \u5e74 8 \u6708\u6211\u4eec\u7684\u6d4b\u8bd5&#xff0c;Batch \u53ea\u652f\u6301 OpenAI \u548c Anthropic \u5546\u4e1a\u6a21\u578b&#xff0c;\u800c\u4e14\u8fd9\u4e9b\u6a21\u578b\u8981\u6c42\u4f7f\u7528 Tier 3&#043; DigitalOcean \u8d26\u53f7\u3002Tier 1 \u548c Tier 2 \u8d26\u53f7\u65e0\u6cd5\u8bbf\u95ee Anthropic \u6216 OpenAI \u5546\u4e1a\u6a21\u578b&#xff0c;\u6587\u6863\u660e\u786e\u7684\u4f8b\u5916\u662f\u5f00\u653e\u6743\u91cd gpt-oss \u6a21\u578b\u3002\u65b0\u6ce8\u518cDigitalOcean \u7684\u7528\u6237&#xff0c;\u5982\u9700\u4f7f\u7528\u5546\u4e1a\u6a21\u578b&#xff0c;\u53ef\u76f4\u63a5\u8054\u7cfb\u5353\u666e\u4e91\u5f00\u901a\u6743\u9650\u3002<\/li>\n<li>\u672c\u6587\u6240\u6709\u5b9e\u9a8c\u90fd\u53ef\u4ee5\u590d\u73b0&#xff1a;\u6d4b\u8bd5 Harness\u3001\u6c47\u603b\u6570\u636e\u548c Probe Notes \u90fd\u5df2\u7ecf\u5f00\u6e90\u5728 github.com\/bnarasimha21\/technical-deep-dives \u7684 batch-inference\/ \u76ee\u5f55\u4e2d\u3002<\/li>\n<\/ul>\n<h3>\u672c\u6587\u4e2d\u7684\u6d4b\u8bd5\u65b9\u6cd5<\/h3>\n<p>\u672c\u6587\u4e2d\u6240\u6709\u53ef\u9760\u6027\u3001\u51c6\u786e\u7387\u3001token \u6570\u548c\u65f6\u95f4\u6570\u636e\u5747\u6765\u81ea\u6211\u4eec\u81ea\u5df1\u7684\u5b9e\u6d4b&#xff0c;\u6267\u884c\u65f6\u95f4\u4e3a 2026 \u5e74 8 \u6708 3 \u65e5\u81f3 13 \u65e5\u3002\u8fd9\u4e2a\u65f6\u95f4\u70b9\u6bd4\u901a\u5e38\u66f4\u91cd\u8981&#xff1a;\u5e73\u53f0\u884c\u4e3a\u5728\u8be5\u7a97\u53e3\u671f\u5185\u53d1\u751f\u4e86\u53d8\u5316&#xff08;Anthropic \u7684\u6a21\u578b ID \u89c4\u8303\u548c\u961f\u5217\u884c\u4e3a\u5728\u6211\u4eec\u4e24\u6b21\u6d4b\u8bd5\u65e5\u671f\u4e4b\u95f4\u90fd\u6709\u53d8\u52a8&#xff09;&#xff0c;\u6240\u4ee5\u4e0b\u9762\u6240\u6709\u884c\u4e3a\u76f8\u5173\u7684\u7ed3\u8bba\u90fd\u9644\u5e26\u4e86\u89c2\u5bdf\u65e5\u671f\u3002<\/p>\n<p>\u6587\u4e2d\u7684\u7f8e\u5143\u91d1\u989d\u662f\u8ba1\u7b97\u7ed3\u679c&#xff0c;\u800c\u4e0d\u662f\u5b9e\u9645\u8d26\u5355\u91d1\u989d&#xff1a;\u6211\u4eec\u8bfb\u53d6 API \u81ea\u8eab Usage \u5b57\u6bb5\u4e2d\u7684\u5b9e\u9645 Token \u6570&#xff0c;\u518d\u4e58\u4ee5 DigitalOcean \u5b98\u65b9\u516c\u5f00\u4ef7\u683c&#xff0c;\u5176\u4e2d Batch \u6700\u9ad8\u6bd4 Serverless \u4fbf\u5b9c 50%\u3002\u6211\u4eec\u7684\u6d4b\u8bd5\u8d26\u53f7\u514d\u8ba1\u8d39&#xff0c;\u56e0\u6b64\u6ca1\u6709\u5b9e\u9645 Invoice \u53ef\u4ee5\u622a\u56fe&#xff1b;\u6240\u4ee5\u672c\u6587\u76f4\u63a5\u5c55\u793a\u8ba1\u7b97\u8fc7\u7a0b&#xff0c;\u4e5f\u4e0d\u4f1a\u58f0\u79f0\u6211\u4eec\u5728\u771f\u5b9e\u8d26\u5355\u4e2d\u4eb2\u773c\u770b\u5230\u4e86 50% \u6298\u6263\u3002\u7531\u4e8e Batch \u5b98\u65b9\u4ef7\u683c\u672c\u8eab\u5c31\u5b9a\u4e49\u4e3a Serverless \u5b98\u65b9\u4ef7\u683c\u7684\u4e00\u534a\u5de6\u53f3&#xff0c;\u56e0\u6b64\u201c\u6211\u4eec\u7684\u6d4b\u8bd5\u6210\u672c\u4f4e\u4e86 50%\u201d\u53ea\u662f\u6570\u5b66\u8ba1\u7b97&#xff0c;\u4e0d\u662f\u5b9e\u9a8c\u8bc1\u636e\u3002\u771f\u6b63\u7531\u8fd9\u6b21\u6d4b\u8bd5\u9a8c\u8bc1\u7684\u662f\u5176\u4ed6\u90e8\u5206&#xff1a;Token \u6570\u662f\u771f\u5b9e\u7684\u3001\u53ef\u9760\u6027\u662f\u771f\u5b9e\u7684\u3001\u8017\u65f6\u662f\u771f\u5b9e\u7684&#xff0c;\u800c\u4e14\u6574\u4e2a Pipeline \u4e2d\u6ca1\u6709\u56e0\u4e3a Failure\u3001Retry \u6216 Partial Result \u5bfc\u81f4\u5b9e\u9645 Token \u6570\u8d85\u8fc7\u4f30\u7b97\u3002<\/p>\n<p>\u8fd8\u6709\u4e09\u4e2a\u9650\u5236\u9700\u8981\u63d0\u524d\u8bf4\u660e\u3002\u7b2c\u4e00&#xff0c;\u7f13\u5b58 token \u5728\u6574\u4e2a\u8ba1\u7b97\u4e2d\u6309\u5168\u989d\u8f93\u5165\u4ef7\u683c\u4fdd\u5b88\u4f30\u7b97&#xff0c;\u56e0\u4e3a DigitalOcean \u6ca1\u6709\u516c\u5e03\u6279\u91cf\u63a8\u7406\u7f13\u5b58\u8ba1\u8d39\u4ef7\u76ee\u8868&#xff0c;\u6240\u4ee5\u6240\u6709\u7f13\u5b58\u76f8\u5173\u6570\u5b57\u90fd\u662f\u4e0a\u9650\u503c\u3002\u7b2c\u4e8c&#xff0c;\u6211\u4eec\u6700\u521d\u7684\u957f\u63d0\u793a\u8bcd vs \u7cbe\u7b80\u63d0\u793a\u8bcd\u5bf9\u6bd4\u65b9\u6cd5\u6709\u8bef&#xff08;\u975e\u914d\u5bf9&#xff0c;\u4e0d\u540c\u6837\u672c&#xff09;&#xff1b;\u6587\u7ae0\u4e2d\u516c\u5e03\u7684\u662f\u4fee\u6b63\u540e\u7684\u914d\u5bf9\u7248\u672c\u2014\u2014\u540c\u6837 5000 \u6761\u8bb0\u5f55\u5728\u4e24\u79cd\u63d0\u793a\u8bcd\u4e0b\u8dd1&#xff0c;\u4f7f\u7528 McNemar \u68c0\u9a8c\u3002\u7b2c\u4e09&#xff0c;\u6709\u51e0\u9879\u53d1\u73b0\u662f\u5355\u6b21\u89c2\u6d4b&#xff1a;\u4e00\u6b21\u53d6\u6d88\u63a2\u6d4b\u3001\u4e00\u4e2a\u5361\u4f4f\u7684\u4f5c\u4e1a\u3001\u4e00\u6b21 17 \u5206\u949f\u7684 Anthropic \u5468\u8f6c\u3002\u8bf7\u628a\u8fd9\u4e9b\u5f53\u4f5c\u5e26\u65f6\u95f4\u6233\u7684\u5b58\u5728\u6027\u8bc1\u660e&#xff0c;\u800c\u975e\u5206\u5e03\u7edf\u8ba1\u3002<\/p>\n<p>\u6240\u6709\u811a\u672c\u548c\u6c47\u603b\u6570\u636e\u90fd\u5df2\u7ecf\u516c\u5f00&#xff0c;\u4f60\u53ef\u4ee5\u81ea\u884c\u91cd\u65b0\u8fd0\u884c\u3002\u672c\u6587\u5f15\u7528\u7684\u4ef7\u683c\u548c\u9650\u5236\u4fe1\u606f\u91c7\u96c6\u4e8e 2026 \u5e74 7 \u6708 31 \u65e5\u5230 8 \u6708 13 \u65e5\u3002\u5982\u679c\u4f60\u665a\u4e9b\u65f6\u5019\u624d\u770b\u5230\u672c\u6587&#xff0c;\u5728\u4e3a\u81ea\u5df1\u7684\u4efb\u52a1\u5236\u5b9a\u9884\u7b97\u4e4b\u524d&#xff0c;\u8bf7\u91cd\u65b0\u68c0\u67e5 DigitalOcean \u6700\u65b0\u7684\u4ef7\u683c\u548c\u6587\u6863&#xff0c;\u56e0\u4e3a\u4e24\u8005\u90fd\u53ef\u80fd\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<h3>\u4ece Serverless \u5207\u6362\u5230 Batch&#xff1a;\u8bf7\u6c42\u76f8\u540c&#xff0c;\u53ea\u662f\u5916\u5c42\u5c01\u88c5\u4e0d\u540c<\/h3>\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u901a\u8fc7 DigitalOcean \u7684\u65e0\u670d\u52a1\u5668\u63a8\u7406&#xff08;Serverless Inference&#xff09;\u8c03\u7528 OpenAI \u6216 Anthropic \u6a21\u578b&#xff0c;\u90a3\u4e48\u8ddd\u79bb Batch \u57fa\u672c\u53ea\u5dee\u4e00\u4e2a\u6587\u4ef6\u683c\u5f0f\u3002\u6bd4\u5982\u4e0b\u9762\u8fd9\u4e2a Serverless \u8bf7\u6c42&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> requests<\/p>\n<p>resp <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;https:\/\/inference.do-ai.run\/v1\/chat\/completions&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    headers<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;Authorization&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Bearer <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>DO_MODEL_ACCESS_KEY<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    json<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;openai-gpt-5-nano&#034;<\/span><span class=\"token punctuation\">,<\/span>          <span class=\"token comment\"># serverless: DO catalog ID<\/span><br \/>\n        <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> SYSTEM_PROMPT<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Complaint:\\\\n<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>narrative<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;response_format&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;json_schema&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;json_schema&#034;<\/span><span class=\"token punctuation\">:<\/span> TICKET_SCHEMA<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;max_completion_tokens&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;reasoning_effort&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;minimal&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u53d8\u6210\u6279\u91cf\u63a8\u7406\u8f93\u5165\u6587\u4ef6\u4e2d\u7684\u4e00\u884c\u3002\u8bf7\u6c42\u4f53\u9010\u5b57\u8282\u5b8c\u5168\u76f8\u540c&#xff0c;\u53ea\u6709\u6a21\u578b ID \u53d8\u4e86\u2014\u2014\u540e\u9762\u7684\u7ecf\u9a8c\u603b\u7ed3\u7b2c 1 \u6761\u4f1a\u8be6\u7ec6\u89e3\u91ca&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;custom_id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;main-9915470&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;method&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;POST&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;url&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\/v1\/chat\/completions&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n <span class=\"token string-property property\">&#034;body&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;model&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;gpt-5-nano&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;messages&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;&#8230;&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;response_format&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;&#8230;&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n          <span class=\"token string-property property\">&#034;max_completion_tokens&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;reasoning_effort&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;minimal&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>Base URL \u76f8\u540c&#xff0c;Model Access Key \u76f8\u540c\u3002\u65e0\u8bba OpenAI \u8fd8\u662f Anthropic \u6a21\u578b&#xff0c;\u90fd\u901a\u8fc7\u540c\u4e00\u5957 Job API \u5b8c\u6210\u63d0\u4ea4\u3001\u8f6e\u8be2\u548c\u4e0b\u8f7d\u3002\u800c Batch \u4ef7\u683c\u6700\u9ad8\u6bd4 Serverless \u5b98\u65b9\u6807\u4ef7\u4f4e 50%\u3002<\/p>\n<p>\u4e0d\u8fc7&#xff0c;\u5728\u7ee7\u7eed\u5f3a\u8c03\u5b83\u6709\u591a\u65b9\u4fbf\u4e4b\u524d&#xff0c;\u4e5f\u8981\u628a\u8fb9\u754c\u8bf4\u6e05\u695a&#xff1a;\u201c\u4e0d\u9700\u8981\u4fee\u6539 Schema\u201d\u53ea\u5bf9\u540c\u4e00\u5bb6\u6a21\u578b\u63d0\u4f9b\u65b9\u5185\u90e8\u6210\u7acb\u3002OpenAI Request Body \u53ef\u4ee5\u539f\u6837\u653e\u8fdb OpenAI \u7684\u6279\u91cf\u63a8\u7406\u4efb\u52a1\u3002\u5982\u679c\u5728\u7edf\u4e00 API \u5185\u5207\u6362\u5230 Anthropic \u6a21\u578b&#xff0c;\u64cd\u4f5c\u867d\u7136\u65b9\u4fbf&#xff0c;\u4f46\u4ecd\u7136\u9700\u8981\u9002\u914d Anthropic \u81ea\u5df1\u7684 Batch Line \u683c\u5f0f&#xff08;custom_id &#043; params&#xff09;\u3001\u81ea\u5df1\u7684 Structured Output \u65b9\u5f0f&#xff08;\u4f7f\u7528 Tool Use&#xff0c;\u800c\u4e0d\u662f response_format&#xff09;&#xff0c;\u4ee5\u53ca\u7b2c\u4e09\u5957 Model ID \u89c4\u5219\u3002\u771f\u6b63\u5b9e\u73b0\u7edf\u4e00\u7684&#xff0c;\u662f\u8bf7\u6c42\u5916\u56f4\u7684\u90e8\u5206&#xff1a;\u540c\u4e00\u4e2a Endpoint\u3001\u540c\u4e00\u4e2a Key\u3001\u540c\u4e00\u5957 Job Lifecycle&#xff0c;\u4ee5\u53ca\u7edf\u4e00\u67e5\u770b\u6240\u6709\u4efb\u52a1\u7684\u5730\u65b9\u3002<\/p>\n<h3>\u5de5\u4f5c\u8d1f\u8f7d&#xff1a;\u4f7f\u7528\u771f\u5b9e\u6807\u7b7e\u7ed9 25 \u4e07\u6761\u6d88\u8d39\u8005\u6295\u8bc9\u5206\u7c7b<\/h3>\n<p>\u6211\u4eec\u5e0c\u671b\u505a\u4e00\u4e2a\u4e0d\u4ec5\u80fd\u8dd1&#xff0c;\u8fd8\u80fd\u8bc4\u5206\u7684 Demo\u3002CFPB Consumer Complaint Database \u662f\u7f8e\u56fd\u653f\u5e9c\u516c\u5f00\u7684\u516c\u5171\u9886\u57df\u6570\u636e\u96c6&#xff0c;\u91cc\u9762\u5305\u542b\u6570\u767e\u4e07\u6761\u771f\u5b9e\u91d1\u878d\u670d\u52a1\u6295\u8bc9\u3002\u5176\u4e2d\u7ecf\u8fc7\u6d88\u8d39\u8005\u6388\u6743\u516c\u5f00\u7684\u90e8\u5206\u5305\u542b\u81ea\u7531\u6587\u672c Narrative&#xff0c;\u6570\u636e\u4e2d\u7684\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\u5728 CFPB \u53d1\u5e03\u524d\u5df2\u7ecf\u7edf\u4e00\u7528 XXXX \u9690\u53bb\u3002\u66f4\u91cd\u8981\u7684\u662f&#xff1a;\u6bcf\u4e00\u6761\u8bb0\u5f55\u90fd\u6709\u5b98\u65b9 Product Label\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u5927\u5806\u5df2\u7ecf\u63d0\u524d\u6709\u4eba\u505a\u597d\u5206\u7c7b\u7684 Support Ticket&#xff0c;\u56e0\u6b64\u53ef\u4ee5\u5927\u89c4\u6a21\u68c0\u67e5\u6a21\u578b\u5230\u5e95\u5206\u5f97\u51c6\u4e0d\u51c6\u3002<\/p>\n<p>\u6bcf\u6761\u8bb0\u5f55\u7684\u4efb\u52a1\u5305\u62ec&#xff1a;\u5206\u7c7b\u4ea7\u54c1\u7ebf\u3001\u6307\u51fa\u5177\u4f53\u95ee\u9898\u3001\u7ed9\u51fa\u60c5\u611f\u548c\u7d27\u6025\u7a0b\u5ea6\u8bc4\u5206\u3001\u63d0\u53d6\u5b9e\u4f53\u3001\u5199\u4e00\u884c\u6458\u8981\u3002\u4e00\u6b21\u8c03\u7528\u5b8c\u6210\u5206\u7c7b\u548c\u5bcc\u5316\u3002<\/p>\n<p>\u6211\u4eec\u5199\u4e86\u4e24\u4e2a\u7248\u672c\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd&#xff0c;\u4e0b\u6587\u4f1a\u4e00\u76f4\u6cbf\u7528\u8fd9\u4e24\u4e2a\u540d\u5b57\u3002\u7cbe\u7b80\u63d0\u793a\u8bcd&#xff08;\u7ea6 460 token&#xff09;\u53ea\u5305\u542b\u4efb\u52a1\u8bf4\u660e\u3001\u4ea7\u54c1\u7c7b\u522b\u540d\u79f0\u548c\u8f93\u51fa schema&#xff1b;\u8fd9\u5c31\u662f 25 \u4e07\u6761\u8bb0\u5f55\u4e3b\u8dd1\u6240\u7528\u7684\u7248\u672c\u3002\u957f\u63d0\u793a\u8bcd&#xff08;\u7ea6 2400 token&#xff09;\u989d\u5916\u5d4c\u5165\u4e86\u5b8c\u6574\u7684 CFPB \u5206\u7c7b\u4f53\u7cfb&#xff0c;\u5305\u62ec\u5168\u90e8 110&#043; \u4e2a\u95ee\u9898\u7ea7\u7c7b\u522b&#xff0c;\u7406\u8bba\u4e0a\u662f\u60f3\u7528\u66f4\u591a\u4e0a\u4e0b\u6587\u6362\u53d6\u66f4\u9ad8\u51c6\u786e\u7387\u3002\u957f\u63d0\u793a\u8bcd\u8fd8\u6709\u4e00\u4e2a\u540e\u7eed\u4f1a\u53d8\u5f97\u5f88\u91cd\u8981\u7684\u526f\u4f5c\u7528&#xff1a;\u5b83\u662f\u552f\u4e00\u957f\u5ea6\u8db3\u591f\u8d85\u8fc7 OpenAI 1024 token \u63d0\u793a\u7f13\u5b58\u9608\u503c\u7684\u7248\u672c&#xff0c;\u6240\u4ee5\u957f\u63d0\u793a\u8bcd\u90a3\u8f6e\u8fd0\u884c\u540c\u65f6\u4e5f\u662f\u6211\u4eec\u7684\u7f13\u5b58\u6d4b\u8bd5\u3002\u56e0\u6b64\u6210\u672c\u8868\u91cc\u6807\u4e3a&#034;\u80d6 \/\u957f&#xff08;fat&#xff09;&#043; \u7f13\u5b58&#xff08;cache&#xff09;&#034;\u3002<\/p>\n<p>Sample \u4f7f\u7528\u7684\u662f 2017 \u5e74\u4ee5\u540e\u3001\u5e26 Narrative&#xff08;\u6295\u8bc9\u7684\u8be6\u7ec6\u6587\u5b57\u63cf\u8ff0&#xff09;\u7684\u6295\u8bc9\u6570\u636e&#xff0c;\u5e76\u6309\u7167\u6bd4\u4f8b\u8fdb\u884c Reservoir Sampling&#xff0c;\u5171\u62bd\u53d6 250,000 \u6761&#xff1b;\u6bcf\u6761 Narrative \u6700\u591a\u4fdd\u7559 1,500 \u4e2a\u5b57\u7b26\u3002\u8fd9\u4e2a\u9650\u5236\u4e3b\u8981\u4e3a\u4e86\u8ba9 Token \u652f\u51fa\u66f4\u53ef\u9884\u6d4b&#xff0c;\u5b83\u5bf9\u51c6\u786e\u7387\u7684\u5f71\u54cd\u6211\u4eec\u6ca1\u6709\u5355\u72ec\u6d4b\u91cf\u3002<\/p>\n<p>\u6211\u4eec\u81ea\u5df1\u5b9a\u7684\u4e00\u6761\u539f\u5219&#xff1a;\u4e0b\u6587\u6240\u8bf4\u7684&#034;\u51c6\u786e\u7387&#034;\u6307\u7684\u662f\u4e0e CFPB \u81ea\u5e26\u6807\u7b7e\u7684\u4e00\u81f4\u6027&#xff0c;\u800c\u4e0d\u662f\u7edd\u5bf9\u771f\u7406\u3002\u8fd9\u4e9b\u6807\u7b7e\u662f\u6d88\u8d39\u8005\u5728\u6295\u8bc9\u65f6\u81ea\u5df1\u9009\u7684&#xff0c;\u800c\u4e14\u7c7b\u522b\u8fb9\u754c\u786e\u5b9e\u5b58\u5728\u91cd\u53e0&#xff08;\u4e00\u7b14\u5728\u4fe1\u7528\u62a5\u544a\u4e0a\u7684\u4e89\u8bae\u503a\u52a1&#xff0c;\u5b8c\u5168\u53ef\u4ee5\u7b97\u4f5c\u4e09\u79cd\u4e0d\u540c\u7684\u4ea7\u54c1&#xff09;\u3002\u5728\u770b\u6309\u7c7b\u522b\u7ec6\u5206\u8868\u683c\u65f6\u8bf7\u8bb0\u4f4f\u8fd9\u4e00\u70b9\u3002<\/p>\n<h3>DigitalOcean \u6279\u91cf\u63a8\u7406 Pipeline&#xff1a;\u4ece 7 GB CSV \u5230\u8bc4\u5206\u7ed3\u679c&#xff0c;6 \u6b65\u8d70<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827063240-6a8fda08b1a47.jpg\" alt=\"images (7).jpeg\" \/><\/p>\n<p>\u4ece 7 GB CSV \u5230\u6700\u7ec8\u8bc4\u5206\u7ed3\u679c&#xff0c;\u6574\u4e2a\u8fc7\u7a0b\u5168\u90e8\u4f7f\u7528 Streaming&#xff0c;\u6ca1\u6709\u4e00\u6b21\u6027\u628a\u539f\u59cb\u6587\u4ef6\u52a0\u8f7d\u8fdb\u5185\u5b58\u3002\u6570\u636e\u6765\u6e90&#xff1a;\u6211\u4eec\u5728 2026 \u5e74 8 \u6708 3 \u65e5\u5230 13 \u65e5\u671f\u95f4&#xff0c;\u57fa\u4e8e DigitalOcean Unified Batch Inference API \u7684\u5b9e\u9645 Pipeline\u3002<\/p>\n<p>Step 0&#xff1a;\u63d0\u4ea4\u4e4b\u524d\u5148\u4f30\u7b97\u3002<\/p>\n<p>\u5148\u5bf9 1% Sample \u505a Tokenization&#xff0c;\u518d\u5916\u63a8\u6574\u4f53\u89c4\u6a21\u3002\u6211\u4eec\u7684 Lean Prompt \u5e73\u5747\u6bcf\u6761\u8bb0\u5f55\u7ea6 468 \u4e2a\u8f93\u5165 Token\u300182 \u4e2a\u8f93\u51fa Token&#xff0c;\u56e0\u6b64 25 \u4e07\u6761\u6570\u636e\u5927\u7ea6\u9700\u8981 1.37 \u4ebf Token\u3002\u5f00\u59cb\u6784\u5efa\u4efb\u52a1\u4e4b\u524d&#xff0c;\u5148\u6309\u7167\u5b98\u65b9\u4ef7\u683c\u68c0\u67e5\u9884\u7b97&#xff0c;\u540c\u65f6\u786e\u8ba4\u4e0d\u4f1a\u8d85\u8fc7 Enqueue Token Limit\u3002\u6309\u7167\u5f53\u524d\u9650\u5236\u6587\u6863&#xff0c;\u6bcf\u4e2a\u8d26\u53f7\u3001\u6bcf\u4e2a\u6a21\u578b\u6700\u591a\u53ef\u4ee5\u6392\u961f 100 \u4ebf Token\u3002<\/p>\n<p>Step 1&#xff1a;\u751f\u6210 JSONL\u3002<\/p>\n<p>\u6bcf\u6761\u8bb0\u5f55\u4e00\u884c\u3002OpenAI \u4f7f\u7528 response_format: json_schema \u5f3a\u5236\u8f93\u51fa\u4e25\u683c JSON&#xff1b;Anthropic \u6a21\u578b\u5bf9\u5e94\u7684\u65b9\u5f0f\u662f\u5f3a\u5236\u5de5\u5177\u8c03\u7528&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;custom_id&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;haiku-9915470&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n <span class=\"token string-property property\">&#034;params&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;model&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;claude-haiku-4-5-20251001&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;max_tokens&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">300<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string-property property\">&#034;system&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;text&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;text&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string-property property\">&#034;messages&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;role&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;content&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;text&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;text&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Complaint:\\\\n&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string-property property\">&#034;tools&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;record_ticket&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;input_schema&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;&#8230;&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string-property property\">&#034;tool_choice&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;type&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;tool&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;name&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;record_ticket&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u6548\u679c\u5f88\u597d&#xff1a;25 \u4e07\u6761 OpenAI Response \u4e2d&#xff0c;99.99% \u53ef\u4ee5\u88ab\u7a0b\u5e8f\u6b63\u5e38\u89e3\u6790\u4e3a JSON&#xff0c;\u53ea\u6709 20 \u884c\u5f02\u5e38&#xff1b;25,000 \u6761 Anthropic Response \u5219\u8fbe\u5230 100.00%\u3002<\/p>\n<p>Step 2&#xff1a;\u8d85\u8fc7\u9650\u5236\u65f6\u9700\u8981\u5207\u5206\u6587\u4ef6&#xff0c;\u5305\u62ec\u90a3\u4e9b\u53ea\u6709 Error Message \u624d\u4f1a\u544a\u8bc9\u4f60\u7684\u9650\u5236\u3002<\/p>\n<p>\u5b98\u65b9\u6587\u6863\u5199\u7684\u662f\u6bcf\u4e2a\u6587\u4ef6\u6700\u591a 50,000 \u6b21\u8bf7\u6c42\u3001200 MB\u3002\u6211\u4eec\u7b2c\u4e00\u6b21\u628a 25 \u4e07\u6761\u6570\u636e\u5207\u6210 6 \u4e2a\u6587\u4ef6&#xff0c;\u6bcf\u4e2a\u6700\u591a 45,000 \u8bf7\u6c42\u3002\u7ed3\u679c 6 \u4e2a\u6587\u4ef6\u91cc\u6709 5 \u4e2a\u77ac\u95f4\u6821\u9a8c\u5931\u8d25&#xff1a;<\/p>\n<p>batch contains 45000 requests; tier limit is 40000 for provider openai<\/p>\n<p>\u8fd9\u8bf4\u660e\u8d26\u53f7\u81ea\u8eab\u8fd8\u6709\u4e00\u4e2a\u4f4e\u4e8e\u6587\u6863\u516c\u5f00\u4e0a\u9650\u7684 Tier Limit\u2014\u2014\u6211\u4eec\u5728 2026 \u5e74 8 \u6708 3 \u65e5\u6d4b\u8bd5\u65f6&#xff0c;\u6bcf\u4e2a\u6587\u4ef6\u5b9e\u9645\u53ea\u80fd\u653e 40,000 \u6b21\u8bf7\u6c42\u3002\u6587\u6863\u786e\u5b9e\u63d0\u9192&#xff0c;\u4e0d\u540c Security Tier \u4f1a\u6709\u989d\u5916\u9650\u5236&#xff0c;\u4f46\u6ca1\u6709\u516c\u5f00\u5177\u4f53\u6570\u5b57&#xff0c;\u6240\u4ee5\u5f88\u591a\u65f6\u5019\u4f60\u7b2c\u4e00\u6b21\u77e5\u9053\u81ea\u5df1\u7684\u771f\u5b9e\u4e0a\u9650&#xff0c;\u5c31\u662f\u770b\u5230\u8fd9\u4e2a Error\u3002\u597d\u6d88\u606f\u662f&#xff1a;\u9519\u8bef\u4fe1\u606f\u4f1a\u76f4\u63a5\u544a\u8bc9\u4f60\u771f\u5b9e\u6570\u5b57&#xff0c;\u800c\u4e14\u201c\u6821\u9a8c\u5931\u8d25\u201d\u662f\u4e0d\u4ea7\u751f\u8d39\u7528\u7684\u3002\u4e8e\u662f\u6211\u4eec\u91cd\u65b0\u6309\u6bcf\u4e2a\u6587\u4ef6 40,000 \u6b21\u8bf7\u6c42\u5207\u5206&#xff0c;25 \u4e07\u6761\u6570\u636e\u6700\u7ec8\u62c6\u6210 7 \u4e2a\u6587\u4ef6\u3002<\/p>\n<p>Step 3&#xff1a;\u4ee5\u5e42\u7b49\u65b9\u5f0f\u63d0\u4ea4\u3002<\/p>\n<p>\u63d0\u4ea4\u5206\u4e09\u6b65&#xff1a;\u521b\u5efa\u6587\u4ef6 intent&#xff08;\u8fd4\u56de file_id \u548c\u4e00\u4e2a\u6709\u6548\u671f\u7ea6 15 \u5206\u949f\u7684\u9884\u7b7e\u540d\u4e0a\u4f20 URL&#xff09;&#xff0c;PUT \u4e0a\u4f20\u539f\u59cb\u5b57\u8282&#xff0c;\u7136\u540e\u521b\u5efa\u6279\u91cf\u63a8\u7406 Job \u5e76\u5f15\u7528 file_id&#xff0c;\u518d\u52a0\u4e0a\u4f60\u81ea\u5df1\u9009\u7684 request_id\u3002\u8fd9\u4e2a request_id \u5c31\u662f\u4f60\u7684\u5d29\u6e83\u4fdd\u9669&#xff0c;\u6211\u4eec\u9a8c\u8bc1\u4e86\u5b83\u5408\u7ea6\u7684\u4e24\u9762&#xff08;2026-08-03&#xff09;\u3002\u7528\u76f8\u540c\u7684 request_id \u548c\u76f8\u540c\u7684 file_id \u91cd\u653e\u521b\u5efa\u8bf7\u6c42\u4f1a\u8fd4\u56de\u5df2\u6709 Job&#xff0c;\u4e0d\u4f1a\u91cd\u590d\u521b\u5efa&#xff0c;\u6240\u4ee5\u4f60\u7684\u63d0\u4ea4\u5faa\u73af\u5d29\u6e83\u540e\u53ef\u4ee5\u5b89\u5168\u91cd\u8dd1\u3002\u4f46\u7528\u76f8\u540c\u7684 request_id \u642d\u914d\u91cd\u65b0\u4e0a\u4f20\u7684\u76f8\u540c\u5185\u5bb9\u5219\u4f1a\u8fd4\u56de 409 \u201crequest_id is already associated with a different input file\u201d\u3002\u6240\u4ee5\u9996\u6b21\u4e0a\u4f20\u540e\u8981\u628a file_id \u6301\u4e45\u5316\u4e0b\u6765&#xff0c;\u91cd\u8bd5\u65f6\u590d\u7528&#xff0c;\u4e0d\u8981\u518d\u4e0a\u4f20\u3002<\/p>\n<p>OpenAI Job \u8fd8\u9700\u8981\u4f20 endpoint&#xff08;\/v1\/chat\/completions \u6216 \/v1\/responses&#xff09;&#xff0c;\u4e0e\u6bcf\u884c\u7684 url \u5339\u914d&#xff1b;Anthropic Job \u5219\u5fc5\u987b\u7701\u7565\u8be5\u5b57\u6bb5\u3002<\/p>\n<p>Step 4&#xff1a;\u8f6e\u8be2\u5e76\u4e0b\u8f7d\u3002<\/p>\n<p>Job \u72b6\u6001\u4f1a\u4f9d\u6b21\u663e\u793a validating \u2192 queued \u2192 in_progress \u2192 completed&#xff0c;\u4e5f\u53ef\u80fd\u8fdb\u5165 failed \/ expired \/ cancelled&#xff0c;\u540c\u65f6\u4f1a\u8fd4\u56de\u6bcf\u4e2a Job \u7684 Request Count\u3002\u7ed3\u679c\u6700\u957f\u4fdd\u7559 30 \u5929\u3002Results API \u4f1a\u8fd4\u56de\u4e00\u4e2a Presigned URL&#xff0c;\u7528\u6765\u4e0b\u8f7d\u4e00\u4e2a output.jsonl&#xff1b;\u6587\u6863\u8fd8\u5b9a\u4e49\u4e86\u5355\u72ec\u7684 Error File&#xff08;error_file_url&#xff0c;\u53ea\u6709\u771f\u6b63\u751f\u6210\u65f6\u624d\u4f1a\u51fa\u73b0&#xff09;\u3002\u4f46\u6211\u4eec\u5236\u9020\u51fa\u7684\u6240\u6709\u5931\u8d25\u6848\u4f8b\u4e2d&#xff0c;\u5305\u62ec\u4e00\u4e2a 20 \u6b21\u8bf7\u6c42\u5168\u90e8\u5931\u8d25\u7684 Probe&#xff0c;Error \u90fd\u76f4\u63a5\u51fa\u73b0\u5728 Output File \u6bcf\u4e00\u884c\u91cc&#xff0c;\u5e76\u6ca1\u6709\u51fa\u73b0 error_file_url&#xff08;\u6d4b\u8bd5\u65e5\u671f 2026 \u5e74 8 \u6708 4 \u65e5&#xff09;\u3002\u56e0\u6b64\u751f\u4ea7\u4ee3\u7801\u5e94\u8be5\u540c\u65f6\u652f\u6301\u4e24\u79cd\u5f62\u5f0f&#xff1a;\u68c0\u67e5\u6bcf\u4e00\u884c\u7684 error \u5b57\u6bb5&#xff0c;\u4e5f\u68c0\u67e5 Results Payload \u662f\u5426\u5305\u542b error_file_url\u3002<\/p>\n<p>\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u6765\u81ea\u771f\u5b9e\u5931\u8d25\u7684 Resilience \u7ecf\u9a8c&#xff1a;\u4e0b\u8f7d\u4e00\u4e2a\u7ea6 47 MB Output File \u65f6&#xff0c;\u6211\u4eec\u4e2d\u9014\u9047\u5230 HTTP\/2 Stream Reset&#xff08;Stream 1 was reset by remote peer&#xff0c;2026 \u5e74 8 \u6708 4 \u65e5&#xff09;\u3002\u5904\u7406\u65b9\u6cd5\u662f\u91cd\u65b0\u6267\u884c\u6574\u4e2a GET&#xff1b;\u6bcf\u6b21\u8c03\u7528 Results Endpoint \u90fd\u4f1a\u751f\u6210\u65b0\u7684 Presigned URL\u3002<\/p>\n<p>Step 5&#xff1a;\u5408\u5e76\u5e76\u8bc4\u4f30\u3002<\/p>\n<p>\u6839\u636e custom_id \u628a Output Join \u56de Input&#xff0c;\u89e3\u6790 JSON&#xff0c;\u518d\u4e0e Label \u505a\u6bd4\u8f83\u3002\u5b8c\u6574 Pipeline \u53ef\u4ee5\u5728\u540e\u9762\u7684 Reproduction Kit \u91cc\u627e\u5230\u3002<\/p>\n<p>Step 6&#xff1a;\u91cd\u65b0\u63d0\u4ea4\u5931\u8d25\u9879\u2014\u2014\u8fd9\u624d\u662f\u751f\u4ea7\u73af\u5883\u771f\u6b63\u4f1a\u7528\u5230\u7684\u5faa\u73af\u3002<\/p>\n<p>\u6536\u96c6\u6240\u6709 Error Line&#xff0c;\u751f\u6210\u4e00\u4e2a\u53ea\u5305\u542b\u5269\u4f59\u5931\u8d25\u9879\u7684 JSONL&#xff0c;\u518d\u7528\u65b0\u7684 request_id \u63d0\u4ea4\u3002\u6211\u4eec\u5df2\u7ecf\u5b9e\u73b0\u4e86\u8fd9\u6761\u4ee3\u7801\u8def\u5f84&#xff0c;\u4f46\u6b63\u5f0f 25 \u4e07\u6761\u6570\u636e\u6d4b\u8bd5\u6070\u597d 0 Failure&#xff0c;\u56e0\u6b64\u6ca1\u6709\u771f\u6b63\u53ef\u4ee5\u8bb2\u7684 Failure Story\u3002\u8fd9\u5176\u5b9e\u662f\u5bf9\u201cResilience\u201d\u66f4\u51c6\u786e\u7684\u7406\u89e3&#xff1a;\u8fd9\u4e2a\u673a\u5236\u91cd\u8981&#xff0c;\u6b63\u662f\u56e0\u4e3a\u4f60\u65e0\u6cd5\u9884\u6d4b\u4ec0\u4e48\u65f6\u5019\u624d\u4f1a\u771f\u7684\u9700\u8981\u5b83\u3002<\/p>\n<h3>\u53ef\u9760\u6027\u4e0e\u5b8c\u6210\u65f6\u95f4&#xff1a;25 \u4e07\u6b21\u8bf7\u6c42\u5168\u90e8\u5b8c\u6210&#xff0c;\u6700\u5927 Job \u4e0d\u5230 2.2 \u5c0f\u65f6<\/h3>\n<p>\u6240\u6709 Job \u90fd\u5728\u51e0\u5c0f\u65f6\u5185\u5b8c\u6210&#xff0c;\u800c SLA \u662f 24 \u5c0f\u65f6\u3002\u6240\u6709 Job \u5747\u4e3a 0 Failed Request&#xff1b;\u6b63\u5f0f 25 \u4e07\u6761\u6570\u636e\u7684 7 \u4e2a Job \u5e76\u884c\u6267\u884c\u3002\u4e0b\u9762\u8fd9\u4e9b\u90fd\u662f\u5355\u6b21\u89c2\u5bdf\u503c&#xff0c;\u4e0d\u662f\u7edf\u8ba1\u5206\u5e03\u3002<\/p>\n<table>\n<tr>Job\u8bf7\u6c42\u6570\u72b6\u6001\u603b\u8017\u65f6&#xff08;Submit \u2192 Complete&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>main2-000 \u2026 main2-004&#xff08;GPT-5 Nano&#xff09;<\/td>\n<td align=\"right\">\u6bcf\u4e2a 40,000<\/td>\n<td>completed&#xff0c;0 failed<\/td>\n<td align=\"right\">1.4&#xff5e;2.2 \u5c0f\u65f6<\/td>\n<\/tr>\n<tr>\n<td>main2-005 &#043; main-005&#xff08;GPT-5 Nano&#xff09;<\/td>\n<td align=\"right\">\u6bcf\u4e2a 25,000<\/td>\n<td>completed&#xff0c;0 failed<\/td>\n<td align=\"right\">40 \u5206\u949f \/ 1.5 \u5c0f\u65f6<\/td>\n<\/tr>\n<tr>\n<td>haiku25k&#xff08;Claude Haiku 4.5&#xff09;<\/td>\n<td align=\"right\">25,000<\/td>\n<td>completed&#xff0c;0 failed<\/td>\n<td align=\"right\">17 \u5206\u949f<\/td>\n<\/tr>\n<tr>\n<td>fat5k&#xff08;GPT-5 Nano&#xff0c;\u5df2\u7f13\u5b58&#xff09;<\/td>\n<td align=\"right\">5,000<\/td>\n<td>completed&#xff0c;0 failed<\/td>\n<td align=\"right\">\u7ea6 11 \u5206\u949f<\/td>\n<\/tr>\n<tr>\n<td>Cancel Probe&#xff08;GPT-5 Nano&#xff09;<\/td>\n<td align=\"right\">500<\/td>\n<td>completed<\/td>\n<td align=\"right\">\u7ea6 3 \u5206\u949f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>7 \u4e2a\u6b63\u5f0f Job \u540c\u65f6\u8fd0\u884c&#xff0c;\u5e76\u6ca1\u6709\u4e92\u76f8\u6392\u961f\u3002\u6240\u6709\u6570\u5b57\u90fd\u6765\u81ea Reproduction Kit \u91cc\u7684 Job Timing Log\u3002\u9700\u8981\u5f3a\u8c03\u7684\u662f&#xff0c;24 \u5c0f\u65f6\u662f SLA&#xff0c;\u800c\u4e0d\u662f\u5178\u578b\u60c5\u51b5&#xff1b;\u4f46\u67b6\u6784\u8bbe\u8ba1\u65f6\u4ecd\u7136\u5e94\u8be5\u6309\u7167 SLA \u505a\u51c6\u5907\u3002<\/p>\n<h3>\u51c6\u786e\u7387&#xff1a;25 \u4e07\u6761\u6570\u636e\u4e0e\u6570\u636e\u96c6\u539f\u59cb\u6807\u7b7e\u7684\u4e00\u81f4\u7387\u4e3a 83.6%<\/h3>\n<p>\u6574\u4f53 Product Label \u4e00\u81f4\u7387\u4e3a 83.62%&#xff0c;\u5176\u4e2d 99.99% \u7684\u8f93\u51fa\u7b26\u5408 JSON \u683c\u5f0f\u3002\u5404\u7c7b\u522b Recall \u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>CFPB \u4ea7\u54c1\u7c7b\u522b&#xff08;Sample \u5360\u6bd4&#xff09;Recall<\/tr>\n<tbody>\n<tr>\n<td>Credit reporting \/ personal consumer reports&#xff08;70.2%&#xff09;<\/td>\n<td align=\"right\">92.4%<\/td>\n<\/tr>\n<tr>\n<td>Mortgage&#xff08;3.0%&#xff09;<\/td>\n<td align=\"right\">87.7%<\/td>\n<\/tr>\n<tr>\n<td>Money transfers \/ virtual currency&#xff08;3.4%&#xff09;<\/td>\n<td align=\"right\">74.1%<\/td>\n<\/tr>\n<tr>\n<td>Checking or savings account&#xff08;5.2%&#xff09;<\/td>\n<td align=\"right\">67.5%<\/td>\n<\/tr>\n<tr>\n<td>Student loan&#xff08;1.3%&#xff09;<\/td>\n<td align=\"right\">64.6%<\/td>\n<\/tr>\n<tr>\n<td>Debt collection&#xff08;11.1%&#xff09;<\/td>\n<td align=\"right\">59.9%<\/td>\n<\/tr>\n<tr>\n<td>Credit card&#xff08;3.0%&#xff09;<\/td>\n<td align=\"right\">57.5%<\/td>\n<\/tr>\n<tr>\n<td>Vehicle loan or lease&#xff08;1.4%&#xff09;<\/td>\n<td align=\"right\">46.2%<\/td>\n<\/tr>\n<tr>\n<td>Prepaid card&#xff08;0.3%&#xff09;<\/td>\n<td align=\"right\">38.2%<\/td>\n<\/tr>\n<tr>\n<td>Payday \/ title \/ personal loan&#xff08;1.0%&#xff09;<\/td>\n<td align=\"right\">16.1%<\/td>\n<\/tr>\n<tr>\n<td>Debt or credit management&#xff08;0.2%&#xff09;<\/td>\n<td align=\"right\">0.3%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u957f\u5c3e\u6570\u636e\u5f88\u6709\u542f\u53d1\u610f\u4e49&#xff1a;\u6a21\u578b\u51fa\u9519\u7684\u7c7b\u522b\u6070\u6070\u662f\u90a3\u4e9b CFPB \u5b9a\u4e49\u8fb9\u754c\u6a21\u7cca\u7684\u7c7b\u522b&#xff08;\u4e00\u7b14\u53d1\u85aa\u65e5\u8d37\u6b3e\u7684\u50ac\u6536\u95ee\u9898&#xff0c;\u5230\u5e95\u7b97\u53d1\u85aa\u65e5\u8d37\u6b3e\u8fd8\u662f\u503a\u52a1\u50ac\u6536\u6295\u8bc9&#xff1f;&#xff09;\u3002\u5728 25 \u4e07\u89c4\u6a21\u4e0a&#xff0c;\u4f60\u770b\u5230\u7684\u662f\u5206\u7c7b\u4f53\u7cfb\u672c\u8eab\u7684\u7f1d\u9699&#xff0c;\u800c\u4e0d\u4ec5\u4ec5\u662f\u6a21\u578b\u7684\u7f3a\u9677\u3002<\/p>\n<h3>25 \u4e07\u6761\u6570\u636e\u4f7f\u7528 DigitalOcean \u6279\u91cf\u63a8\u7406\u8981\u591a\u5c11\u94b1&#xff1a;7.04 \u7f8e\u5143&#xff0c;\u800c\u65e0\u670d\u52a1\u5668\u63a8\u7406\u4e3a 14.07 \u7f8e\u5143<\/h3>\n<p>\u7531\u4e8e\u6211\u4eec\u7684\u6d4b\u8bd5\u8d26\u53f7\u514d\u8ba1\u8d39&#xff0c;\u56e0\u6b64\u6ca1\u6709\u5b9e\u9645 Invoice\u3002\u8fd9\u4e00\u8282\u5c55\u793a\u7684\u662f\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u6838\u67e5\u7684\u6570\u5b66\u8ba1\u7b97&#xff1a;\u4f7f\u7528 API Usage \u5b57\u6bb5\u4e2d\u7684\u771f\u5b9e Token \u6570&#xff0c;\u518d\u4e58\u4ee5 DigitalOcean \u5b98\u65b9\u516c\u5f00\u7684\u6bcf Token \u4ef7\u683c&#xff0c;\u5176\u4e2d Batch \u6700\u9ad8\u6bd4 Serverless \u4f4e 50%\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827063240-6a8fda08dedb9.jpg\" alt=\"images (9).jpeg\" \/><\/p>\n<p>\u201c\u534a\u4ef7\u201d\u662f\u5b9a\u4ef7\u89c4\u5219\u672c\u8eab&#xff0c;\u6240\u4ee5\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u6bd4\u4f8b&#xff0c;\u800c\u4e0d\u662f\u6211\u4eec\u7684\u8d26\u5355\u3002\u4e0b\u9762\u90fd\u662f\u8ba1\u7b97\u7ed3\u679c&#xff0c;\u5e76\u975e\u5b9e\u9645 Invoice\u3002Cached Token \u4e3a\u4fdd\u5b88\u8d77\u89c1\u4ecd\u6309\u5b8c\u6574 Input Rate \u8ba1\u7b97\u3002\u4ef7\u683c\u91c7\u96c6\u4e8e 2026 \u5e74 8 \u6708&#xff0c;\u6b63\u5f0f\u4f7f\u7528\u524d\u8bf7\u91cd\u65b0\u786e\u8ba4\u3002<\/p>\n<table>\n<tr>\u6d4b\u8bd5\u8bb0\u5f55\u6570\u8f93\u5165 \/ \u8f93\u51fa TokenBatch \u5b98\u65b9\u4ef7\u8ba1\u7b97Serverless \u5b98\u65b9\u4ef7\u8ba1\u7b97\u6d4b\u8bd5\u65e5\u671f<\/tr>\n<tbody>\n<tr>\n<td>GPT-5 Nano&#xff0c;Lean Prompt<\/td>\n<td align=\"right\">250,000<\/td>\n<td align=\"right\">117.0M \/ 20.6M<\/td>\n<td align=\"right\">7.04 \u7f8e\u5143<\/td>\n<td align=\"right\">14.07 \u7f8e\u5143<\/td>\n<td>2026-08-03<\/td>\n<\/tr>\n<tr>\n<td>Claude Haiku 4.5&#xff0c;Lean<\/td>\n<td align=\"right\">25,000<\/td>\n<td align=\"right\">30.1M \/ 3.9M<\/td>\n<td align=\"right\">24.91 \u7f8e\u5143<\/td>\n<td align=\"right\">49.83 \u7f8e\u5143<\/td>\n<td>2026-08-11<\/td>\n<\/tr>\n<tr>\n<td>GPT-5 Nano&#xff0c;Fat Prompt &#043; Cache<\/td>\n<td align=\"right\">5,000<\/td>\n<td align=\"right\">9.2M \/ 0.4M<\/td>\n<td align=\"right\">0.30 \u7f8e\u5143*<\/td>\n<td align=\"right\">0.61 \u7f8e\u5143<\/td>\n<td>2026-08-11<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li>\u8fd9\u91cc\u5bf9 Cached Token \u91c7\u7528\u4fdd\u5b88\u8ba1\u7b97&#xff0c;\u4ecd\u6309\u7167\u5b8c\u6574 Input Rate \u8ba1\u4ef7\u3002DigitalOcean \u4ef7\u683c\u9875\u9762\u516c\u5e03\u4e86\u65e0\u670d\u52a1\u5668\u63a8\u7406 Cache Read Rate\u2014\u2014\u622a\u81f3 2026 \u5e74 8 \u6708 11 \u65e5&#xff0c;GPT-5 Nano \u4e3a 0.005 \u7f8e\u5143 \/ 1M Token&#xff0c;\u662f\u666e\u901a\u8f93\u5165\u4ef7\u683c\u7684\u5341\u5206\u4e4b\u4e00&#xff0c;\u56e0\u6b64\u5b9e\u9645\u6210\u672c\u7406\u8bba\u4e0a\u8fd8\u53ef\u80fd\u66f4\u4f4e\u3002\u4f46 DigitalOcean \u6ca1\u6709\u516c\u5e03 Batch Cache Rate&#xff0c;\u6211\u4eec\u4e5f\u65e0\u6cd5\u901a\u8fc7\u5f53\u524d\u8d26\u53f7\u786e\u8ba4 Batch \u4e2d Cache Hit \u662f\u5426\u4f1a\u6309\u7167\u66f4\u4f4e\u8d39\u7387\u8ba1\u8d39&#xff1b;\u6211\u4eec\u53ea\u80fd\u786e\u8ba4 API \u7684\u786e\u4f1a\u8fd4\u56de Cache-hit Token \u6570\u3002<\/li>\n<\/ul>\n<p>\u6362\u7b97\u5230\u6bcf 1,000 \u6761\u8bb0\u5f55&#xff0c;GPT-5 Nano \u7684\u6210\u672c\u4e3a 0.028 \u7f8e\u5143&#xff0c;Claude Haiku 4.5 \u4e3a 1.00 \u7f8e\u5143&#xff0c;\u5747\u6309\u7167 Batch \u5b98\u65b9\u6807\u4ef7\u8ba1\u7b97\u300225 \u4e07\u6761\u8bb0\u5f55\u5206\u7c7b\u53ea\u9700\u8981 7 \u7f8e\u5143\u5f53\u7136\u5f88\u5438\u5f15\u773c\u7403&#xff1b;\u4f46\u76f8\u540c\u5de5\u4f5c\u8d1f\u8f7d\u5982\u679c\u6309 Serverless \u4ef7\u683c\u8ba1\u7b97\u4e3a 14 \u7f8e\u5143&#xff0c;\u672c\u8d28\u4e0a\u53ea\u662f Batch Pricing \u6b63\u5e38\u53d1\u6325\u4f5c\u7528&#xff0c;\u5e76\u4e0d\u662f\u6211\u4eec\u7684\u5b9e\u9a8c\u53d1\u73b0\u4e86\u4ec0\u4e48\u9690\u85cf\u4f18\u60e0\u3002<\/p>\n<h3>\u6a21\u578b\u9009\u62e9\u7684\u6210\u672c\u8d26&#xff1a;\u66f4\u8d35\u7684\u6a21\u578b\u786e\u5b9e\u66f4\u597d&#xff0c;\u4f46\u201c\u66f4\u806a\u660e\u201d\u7684 Prompt \u53cd\u800c\u66f4\u5dee<\/h3>\n<p>\u4e09\u4e2a\u65b9\u6848\u90fd\u5728\u5b8c\u5168\u76f8\u540c\u7684\u8bb0\u5f55\u4e0a\u8bc4\u5206&#xff0c;\u5e76\u8fdb\u884c\u4e86\u663e\u8457\u6027\u68c0\u9a8c&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260827063241-6a8fda0917bac.jpg\" alt=\"images (10).jpeg\" \/><\/p>\n<p>\u591a\u82b1\u94b1\u786e\u5b9e\u6709\u4e00\u70b9\u5e2e\u52a9&#xff1b;\u589e\u52a0\u66f4\u591a Prompt \u53cd\u800c\u8ba9\u7ed3\u679c\u66f4\u5dee\u3002\u8fd9\u91cc\u7684 Accuracy \u4f9d\u7136\u6307\u4e0e CFPB \u539f\u59cb\u6807\u7b7e\u7684\u4e00\u81f4\u7387\u3002Mini vs Nano \u4f7f\u7528 2,500 \u6761 Pilot \u6570\u636e&#xff1b;Haiku vs Nano \u4f7f\u7528\u540c\u6837\u7684 25,000 \u6761\u6570\u636e\u6210\u5bf9\u6bd4\u8f83&#xff1b;\u957f\u63d0\u793a\u8bcd vs \u7cbe\u7b80\u63d0\u793a\u8bcd\u5219\u4f7f\u7528\u540c\u4e00\u4e2a\u6a21\u578b\u3001\u540c\u6837\u7684 5,000 \u6761\u6570\u636e\u3002<\/p>\n<table>\n<tr>\u5bf9\u6bd4&#xff08;Paired&#xff0c;McNemar&#xff09;Accuracy\u0394&#xff08;\u767e\u5206\u70b9&#xff09;p\u8ba1\u7b97\u6210\u672c\u6bd4<\/tr>\n<tbody>\n<tr>\n<td>GPT-5 Mini vs Nano&#xff08;n&#061;2,500&#xff09;<\/td>\n<td align=\"right\">81.2% vs 80.8%<\/td>\n<td align=\"right\">&#043;0.4<\/td>\n<td align=\"right\">0.58&#xff08;\u4e0d\u663e\u8457&#xff09;<\/td>\n<td align=\"right\">5x<\/td>\n<\/tr>\n<tr>\n<td>Claude Haiku 4.5 vs Nano&#xff08;n&#061;25,000&#xff09;<\/td>\n<td align=\"right\">84.9% vs 83.6%<\/td>\n<td align=\"right\">&#043;1.26<\/td>\n<td align=\"right\">&lt;0.0001<\/td>\n<td align=\"right\">\u7ea6 35x<\/td>\n<\/tr>\n<tr>\n<td>Fat Prompt vs Lean&#xff0c;\u540c\u6a21\u578b&#xff08;n&#061;5,000&#xff09;<\/td>\n<td align=\"right\">80.8% vs 82.9%<\/td>\n<td align=\"right\">\u22122.06<\/td>\n<td align=\"right\">&lt;0.0001<\/td>\n<td align=\"right\">\u7ea6 2x<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e09\u884c\u503c\u5f97\u518d\u770b\u4e00\u6b21&#xff1a;\u6211\u4eec\u628a\u5b8c\u6574\u7684\u4ea7\u54c1\/\u95ee\u9898\u5206\u7c7b\u4f53\u7cfb\u585e\u8fdb\u63d0\u793a\u8bcd&#xff08;2400 token \u800c\u4e0d\u662f 460&#xff09;&#xff0c;\u671f\u671b\u51c6\u786e\u7387\u63d0\u5347\u3002\u7ed3\u679c\u5b83\u663e\u8457\u4e0b\u964d\u4e86&#xff0c;\u540c\u65f6\u6bcf\u6761\u8bb0\u5f55\u7684\u6210\u672c\u8fd8\u7ffb\u4e86\u4e00\u500d&#xff08;\u7f13\u5b58\u6298\u6263\u4e4b\u524d&#xff09;\u3002\u800c\u4e14\u5206\u7c7b\u4f53\u7cfb\u539f\u672c\u7684\u76ee\u7684\u2014\u2014\u95ee\u9898\u7ea7\u6807\u7b7e\u2014\u2014\u8ddf CFPB \u90a3 110&#043; \u4e2a\u91cd\u53e0\u7684\u95ee\u9898\u7c7b\u522b\u76f8\u6bd4&#xff0c;\u4e00\u81f4\u7387\u53ea\u6709 20.2%\u3002\u66f4\u591a\u63d0\u793a\u8bcd\u4e0d\u7b49\u4e8e\u66f4\u9ad8\u51c6\u786e\u7387&#xff0c;\u5728\u8bc1\u660e\u4e4b\u524d&#xff0c;\u5b83\u53ea\u662f\u66f4\u591a token \u800c\u5df2\u3002<\/p>\n<h3>\u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u7528\u6279\u91cf\u63a8\u7406&#xff0c;\u4ec0\u4e48\u65f6\u5019\u7ee7\u7eed\u7528\u65e0\u670d\u52a1\u5668\u63a8\u7406&#xff1f;<\/h3>\n<p>\u4f5c\u4e3a\u5bf9\u6bd4&#xff0c;\u6211\u4eec\u8fd8\u7528\u5b8c\u5168\u76f8\u540c\u7684\u63d0\u793a\u8bcd\u548c\u8bb0\u5f55\u8dd1\u4e86 2000 \u6761\u65e0\u670d\u52a1\u5668\u63a8\u7406\u5bf9\u7167\u7ec4&#xff08;2026-08-03&#xff09;&#xff1a;\u6bcf\u8bf7\u6c42\u5ef6\u8fdf p50 2.31 \u79d2 \/ p95 3.40 \u79d2&#xff0c;\u7b54\u6848\u4e00\u6761\u4e00\u6761\u6d41\u56de\u6765&#xff1b;\u800c\u6279\u91cf\u63a8\u7406\u662f\u628a 25 \u4e07\u6761\u4e22\u8fdb\u961f\u5217&#xff0c;90 \u5206\u949f\u540e\u4e00\u8d77\u6536\u7ed3\u679c\u3002\u6279\u91cf\u63a8\u7406\u7528\u4ea4\u4e92\u6027\u6362\u541e\u5410\u91cf&#xff1b;\u5982\u679c\u6ca1\u6709\u4e0b\u6e38\u9700\u6c42\u9700\u8981\u5728\u79d2\u7ea7\u5185\u62ff\u5230\u5355\u4e2a\u7b54\u6848&#xff0c;\u90a3\u4f60\u672c\u6765\u4e5f\u6ca1\u7528\u5230\u90a3\u4efd\u4ea4\u4e92\u6027\u3002<\/p>\n<p>\u9002\u5408\u4f7f\u7528 Batch \u7684\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u4e0b\u6e38\u6ca1\u6709\u4efb\u4f55\u7528\u6237\u6216\u7cfb\u7edf\u5728\u7b49\u5f85\u67d0\u4e00\u6761\u72ec\u7acb\u7b54\u6848&#xff0c;\u4f8b\u5982\u5386\u53f2\u6570\u636e Backfill\u3001\u6570\u636e\u96c6\u5bcc\u5316\u3001\u591c\u95f4\u5206\u7c7b\u3001\u8bc4\u4f30\u3001\u5185\u5bb9\u5ba1\u6838\u6279\u91cf\u626b\u63cf\u3002<\/li>\n<li>\u6570\u636e\u91cf\u8db3\u591f\u5927&#xff0c;\u6298\u6263\u624d\u771f\u6b63\u6709\u610f\u4e49\u3002\u6211\u4eec\u7684 25 \u4e07\u6761\u6570\u636e\u4f7f\u7528\u6279\u91cf\u63a8\u7406\u7684\u6210\u672c\u8ba1\u7b97\u4e3a 7.04 \u7f8e\u5143&#xff0c;\u76f8\u540c Token \u6309\u65e0\u670d\u52a1\u5668\u63a8\u7406\u7684\u4ef7\u683c\u8ba1\u7b97\u4e3a 14.07 \u7f8e\u5143\u3002<\/li>\n<li>Pipeline \u53ef\u4ee5\u63a5\u53d7\u6700\u957f 24 \u5c0f\u65f6\u5b8c\u6210\u3002\u6211\u4eec\u5b9e\u9645\u6d4b\u8bd5\u901a\u5e38\u5feb\u5f97\u591a\u2014\u201440,000 Request Job \u53ea\u9700\u8981 1.4&#xff5e;2.2 \u5c0f\u65f6\u2014\u2014\u4f46\u5e73\u53f0\u552f\u4e00\u627f\u8bfa\u7684\u662f 24 \u5c0f\u65f6\u3002<\/li>\n<\/ul>\n<p>\u5e94\u8be5\u7ee7\u7eed\u4f7f\u7528 Serverless \u7684\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u7528\u6237\u6216\u7cfb\u7edf\u6b63\u5728\u7b49\u5f85\u6bcf\u4e00\u4e2a\u7b54\u6848\u3002\u6211\u4eec\u6d4b\u7684\u65e0\u670d\u52a1\u5668\u63a8\u7406\u5ef6\u8fdf\u662f\u6bcf\u8bf7\u6c42 p50 2.31 \u79d2&#xff1b;\u6279\u91cf\u63a8\u7406\u5728 Job \u5b8c\u6210\u4e4b\u524d\u4ec0\u4e48\u90fd\u4e0d\u4f1a\u8fd4\u56de\u3002<\/li>\n<li>\u5de5\u4f5c\u8d1f\u8f7d\u8f83\u5c0f\u6216\u8005\u53ea\u662f\u4e00\u6b21\u6027\u4efb\u52a1\u3002\u51e0\u5343\u6761\u6570\u636e\u4ee5\u4e0b&#xff0c;\u7edd\u5bf9\u8282\u7701\u91d1\u989d\u53ef\u80fd\u53ea\u662f\u51e0\u7f8e\u5206&#xff0c;\u800c JSONL \u5c01\u88c5\u672c\u8eab\u53cd\u800c\u589e\u52a0\u989d\u5916\u5de5\u4f5c\u3002<\/li>\n<li>\u4f60\u9700\u8981\u6bcf\u8bf7\u6c42\u6d41\u5f0f\u8f93\u51fa\u3001\u5de5\u5177\u5faa\u73af\u6216\u7acb\u5373\u91cd\u8bd5\u3002<\/li>\n<\/ul>\n<p>\u800c\u4e14\u4e24\u8005\u4e0d\u7ade\u4e89\u540c\u4e00\u4efd\u5bb9\u91cf&#xff1a;DigitalOcean \u6587\u6863\u8bf4\u660e\u6279\u91cf\u63a8\u7406\u4f5c\u4e1a\u8dd1\u5728\u9694\u79bb\u7684\u4f4e\u4f18\u5148\u7ea7\u5bb9\u91cf\u4e0a&#xff0c;\u4e0d\u4f1a\u6d88\u8017\u4f60\u7684\u5b9e\u65f6\u914d\u989d&#xff0c;\u4e5f\u4e0d\u4f1a\u8ba9\u751f\u4ea7\u73af\u5883 p99 \u5ef6\u8fdf\u6076\u5316\u8d85\u8fc7 5%&#xff08;\u6587\u6863\u4e2d\u6709\u6b64\u627f\u8bfa&#xff0c;\u6211\u4eec\u672a\u505a\u6d4b\u8bd5&#xff09;\u3002\u7528\u540c\u4e00\u4e2a\u5bc6\u94a5\u540c\u65f6\u8dd1\u4e24\u79cd\u6a21\u5f0f\u53ea\u662f\u4e00\u4e2a\u914d\u7f6e\u9009\u62e9&#xff0c;\u4e0d\u662f\u67b6\u6784\u53d8\u66f4\u3002<\/p>\n<p>\u5982\u679c\u9700\u8981\u66f4\u8be6\u7ec6\u7684\u6bd4\u8f83&#xff0c;\u4e5f\u53ef\u4ee5\u53c2\u8003\u6211\u4eec\u7684 \u300a\u65e0\u670d\u52a1\u63a8\u7406\u3001\u4e13\u7528\u63a8\u7406\u3001\u6279\u91cf\u63a8\u7406&#xff0c;\u600e\u4e48\u9009&#xff1f;\u300b \u6559\u7a0b\u3002<\/p>\n<h3>\u5927\u89c4\u6a21\u4f7f\u7528 DigitalOcean \u6279\u91cf\u63a8\u7406\u540e&#xff0c;\u6211\u4eec\u603b\u7ed3\u51fa\u7684 8 \u4e2a\u7ecf\u9a8c<\/h3>\n<p>1. \u540c\u4e00\u4e2a API \u4e0a\u6709\u4e09\u5957\u6a21\u578b\u547d\u540d\u89c4\u8303&#xff08;2026-08-11 \u5b9e\u6d4b&#xff09;\u3002\u65e0\u670d\u52a1\u5668\u63a8\u7406\u8981\u7684\u662f DigitalOcean \u76ee\u5f55 ID&#xff08;openai-gpt-5-nano\u3001anthropic-claude-haiku-4.5&#xff09;\u3002OpenAI \u6279\u91cf\u63a8\u7406\u8981\u7684\u662f\u539f\u751f\u540d\u79f0&#xff08;gpt-5-nano&#xff09;&#xff1b;\u7528\u76ee\u5f55 ID \u4f1a\u6821\u9a8c\u5931\u8d25\u3002Anthropic \u6279\u91cf\u63a8\u7406\u8981\u7684\u662f Anthropic \u7684\u5e26\u65e5\u671f\u5feb\u7167 ID&#xff08;claude-haiku-4-5-20251001&#xff09;&#xff1b;\u76ee\u5f55 ID \u548c\u4e0d\u5e26\u65e5\u671f\u7684\u522b\u540d\u90fd\u4f1a\u88ab\u62d2&#xff0c;\u62a5&#034;not available on DigitalOcean&#034;\u3002DigitalOcean \u81ea\u5df1\u7684\u6559\u7a0b\u793a\u4f8b\u91cc\u7528\u4e86\u4e0d\u5e26\u65e5\u671f\u7684\u522b\u540d&#xff08;claude-3-5-sonnet-latest&#xff09;&#xff0c;\u6211\u4eec\u6d4b\u8bd5\u4e2d\u8be5\u540d\u79f0\u88ab\u62d2\u4e86&#xff0c;\u6240\u4ee5\u5f53\u6587\u6863\u548c\u62a5\u9519\u4fe1\u606f\u6253\u67b6\u65f6&#xff0c;\u8bf7\u76f8\u4fe1\u62a5\u9519\u3002ID \u586b\u9519 &#061; \u5373\u65f6\u3001\u514d\u8d39\u3001\u4f1a\u544a\u8bc9\u4f60\u6a21\u578b\u540d\u79f0\u7684\u6821\u9a8c\u5931\u8d25\u3002<\/p>\n<p>2. \u4f60\u7684 Tier Limit \u4e0d\u4e00\u5b9a\u7b49\u4e8e\u6587\u6863\u4e0a\u9650\u3002 \u6211\u4eec\u8d26\u53f7\u4e0a\u6bcf\u4e2a\u6587\u4ef6 4 \u4e07\u8bf7\u6c42 vs \u6587\u6863\u4e2d\u7684 5 \u4e07&#xff08;2026-08-03&#xff09;\u3002Anthropic \u4fa7\u7684\u6587\u6863\u9650\u5236&#xff08;\u53d1\u5e03\u516c\u544a\u8bf4\u662f\u6bcf\u6587\u4ef6 10 \u4e07&#xff09;\u6211\u4eec\u6ca1\u6d4b\u8fc7&#xff1b;\u6211\u4eec\u6700\u5927\u7684 Anthropic \u4f5c\u4e1a\u662f 2.5 \u4e07\u3002<\/p>\n<p>3. Reasoning Model \u4e0d\u63a5\u53d7\u4f20\u7edf\u7684 Body Parameter\u3002 \u6211\u4eec\u7b2c\u4e00\u6b21\u6d4b\u8bd5 GPT-5 Nano \u65f6\u4f20\u4e86 temperature &#043; max_tokens&#xff0c;\u7ed3\u679c 20 \u6b21\u8bf7\u6c42\u5168\u90e8\u9010\u884c\u5931\u8d25\u3002\u5e94\u8be5\u6539\u7528 max_completion_tokens \u548c reasoning_effort&#xff0c;\u540c\u65f6\u7ed9 Output \u7559\u51fa\u8db3\u591f\u7a7a\u95f4&#xff0c;\u56e0\u4e3a Reasoning Token \u4e5f\u6309\u7167\u8f93\u51fa\u8ba1\u8d39&#xff0c;\u5373\u4f7f\u7528\u6237\u6700\u7ec8\u53ea\u770b\u5230\u4e00\u4e2a JSON Object\u3002<\/p>\n<p>4. \u6709\u4e24\u79cd Failure Mode \u4e0d\u4f1a\u660e\u786e\u62a5\u9519\u3002 \u91cd\u590d\u7684 custom_id \u548c\u6df7\u5408\u6a21\u578b\u7684\u6587\u4ef6\u90fd\u80fd\u901a\u8fc7\u524d\u7f6e\u6821\u9a8c&#xff0c;\u6b63\u5e38\u5165\u961f&#xff0c;\u7136\u540e\u9759\u9ed8\u5931\u8d25&#xff0c;\u6ca1\u6709\u4efb\u4f55\u62a5\u9519\u4fe1\u606f\u3002\u6bcf\u6761\u4f5c\u4e1a\u53ea\u80fd\u6709\u4e00\u4e2a\u6a21\u578b&#xff0c;\u8fd9\u662f\u6587\u6863\u6709\u8bf4\u660e\u7684&#xff1b;\u4f46\u6587\u6863\u6ca1\u8bf4\u7684\u662f\u8fdd\u53cd\u8fd9\u6761\u89c4\u5219\u4f1a\u5728\u5165\u961f\u540e\u9759\u9ed8\u5931\u8d25&#xff0c;\u800c\u4e0d\u662f\u5728\u6821\u9a8c\u9636\u6bb5 loudly \u62a5\u9519\u3002\u9664\u6b64\u4e4b\u5916\u6211\u4eec\u6254\u7ed9\u6821\u9a8c\u7684\u6240\u6709\u5176\u4ed6\u60c5\u51b5&#xff08;\u683c\u5f0f\u9519\u8bef\u7684 JSON\u3001\u7f3a\u5c11 custom_id\u3001\u7aef\u70b9 URL \u9519\u8bef\u3001\u7528\u9519\u63d0\u4f9b\u5546\u7684 schema\u3001\u7a7a\u6587\u4ef6&#xff09;\u90fd\u80fd\u5feb\u901f\u5931\u8d25&#xff0c;\u5e76\u8fd4\u56de\u6e05\u6670\u7684\u3001\u53ef\u5f15\u7528\u7684\u62a5\u9519\u3002\u8bf7\u5728\u672c\u5730\u505a\u552f\u4e00\u6027\u548c\u5355\u6a21\u578b\u68c0\u67e5&#xff1b;API \u4e0d\u4f1a\u544a\u8bc9\u4f60\u8fd9\u4e9b\u3002<\/p>\n<p>5. Cancellation \u662f Best-effort&#xff0c;\u800c\u4e14\u4e24\u4e2a\u65b9\u5411\u90fd\u662f\u5982\u6b64\u3002 \u5c1a\u672a Forward \u7ed9\u5e95\u5c42 Provider \u7684 Job \u65e0\u6cd5\u53d6\u6d88&#xff0c;\u4f1a\u8fd4\u56de 409&#xff1a;batch job has not been submitted to the provider yet\u3002\u6587\u6863\u628a 409 \u63cf\u8ff0\u4e3a\u4e34\u65f6\u72b6\u6001&#xff08;\u7b49\u4f5c\u4e1a\u79bb\u5f00 validating \u518d\u91cd\u8bd5&#xff09;&#xff0c;\u4f46\u6211\u4eec\u9047\u5230\u7684\u662f\u4e00\u4e2a\u5df2\u7ecf\u5728 queued \u72b6\u6001\u5361\u4e86\u516b\u5929\u7684\u4f5c\u4e1a&#xff0c;\u7b49\u662f\u6c38\u8fdc\u7b49\u4e0d\u51fa\u7ed3\u679c\u7684&#xff08;\u89c1\u4e0b\u4e00\u6761&#xff09;\u3002\u800c\u4e00\u4e2a\u6b63\u5728\u8fd0\u884c\u7684\u4f5c\u4e1a\u53ef\u80fd\u6bd4\u4f60\u53d6\u6d88\u5f97\u66f4\u5feb&#xff1a;\u6211\u4eec 500 \u8bf7\u6c42\u7684\u63a2\u6d4b\u5728 cancel \u843d\u5730\u65f6\u5df2\u7ecf\u5b8c\u6210\u4e86 99%&#xff08;\u72b6\u6001\u53d8\u6210 \u201ccancelling\u201d \u4e4b\u7c7b\u7684&#xff09;\u3002\u5b83\u6700\u7ec8\u8dd1\u5b8c\u4e86&#xff0c;\u4ea4\u4ed8\u4e86\u7ed3\u679c&#xff0c;\u5728\u6b63\u5e38\u8d26\u53f7\u4e0a\u4f1a\u6309 completed \u8ba1\u8d39\u3002\u6211\u4eec\u4ece\u672a\u6293\u4f4f\u8fc7\u4e00\u4e2a\u6b63\u5728\u8fd0\u884c\u7684\u5927\u4f5c\u4e1a&#xff0c;\u6240\u4ee5&#034;\u53d6\u6d88\u4e00\u4e2a 4 \u4e07\u8bf7\u6c42\u4f5c\u4e1a\u7684\u4e00\u534a&#034;\u8fd9\u4e2a\u573a\u666f\u672a\u7ecf\u6d4b\u8bd5\u3002\u4e0d\u8981\u56f4\u7ed5\u53d6\u6d88\u6765\u8bbe\u8ba1\u6210\u672c\u63a7\u5236\u3002<\/p>\n<p>6. Queue Behavior \u4f1a\u56e0 Provider \u4e0d\u540c\u800c\u53d8\u5316&#xff0c;\u751a\u81f3\u540c\u4e00\u4e2a Provider \u4e0d\u540c\u5468\u4e5f\u53ef\u80fd\u4e0d\u540c\u3002 \u6211\u4eec\u5728 2026 \u5e74 8 \u6708 3 \u65e5\u63d0\u4ea4\u7684\u4e00\u4e2a Anthropic \u6a21\u578b\u6279\u91cf\u63a8\u7406\u4efb\u52a1&#xff0c;\u5728 queued \u72b6\u6001\u505c\u7559\u4e86 8 \u5929&#xff0c;\u4ece\u672a Forward \u7ed9\u5e95\u5c42 Provider&#xff0c;\u65e0\u6cd5\u53d6\u6d88&#xff0c;\u800c\u4e14\u81ea\u5df1\u7684 Expiry Timestamp \u5df2\u7ecf\u8fc7\u671f&#xff0c;\u5374\u6ca1\u6709\u88ab\u5904\u7406\u30022026 \u5e74 8 \u6708 11 \u65e5\u91cd\u65b0\u6d4b\u8bd5\u65f6&#xff0c;\u76f8\u540c\u5185\u5bb9\u7684\u6587\u4ef6\u5374\u5f00\u59cb\u4e25\u683c Validation&#xff0c;\u5e76\u5728\u51e0\u79d2\u5185 Forward&#xff0c;25,000 \u6b21\u8bf7\u6c42\u53ea\u7528\u4e86 17 \u5206\u949f\u5c31\u5b8c\u6210\u3002\u4e24\u6b21\u6d4b\u8bd5\u4e4b\u95f4\u5e73\u53f0\u884c\u4e3a\u660e\u663e\u53d1\u751f\u53d8\u5316&#xff0c;\u4f46\u6211\u4eec\u4e0d\u77e5\u9053 DigitalOcean \u5185\u90e8\u5177\u4f53\u505a\u4e86\u4ec0\u4e48&#xff0c;\u4e5f\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u3002\u4e24\u4e2a\u7ed3\u679c\u90fd\u8bf4\u660e\u4e86\u540c\u4e00\u4ef6\u4e8b&#xff1a;\u67b6\u6784\u8bbe\u8ba1\u5e94\u8be5\u6309\u7167 24 \u5c0f\u65f6 SLA \u6765\u89c4\u5212&#xff0c;\u800c\u4e0d\u662f\u6309\u7167\u5178\u578b\u901f\u5ea6&#xff1b;\u53e6\u5916&#xff0c;\u8bb0\u5f55\u5e73\u53f0\u884c\u4e3a\u65f6\u6700\u597d\u540c\u65f6\u4fdd\u5b58\u6d4b\u8bd5\u65e5\u671f\u3002<\/p>\n<p>7. Prompt Cache \u6709\u4e09\u4e2a\u5bb9\u6613\u5ffd\u7565\u7684\u7ec6\u8282\u3002 (a) \u6700\u4f4e\u53ef\u7f13\u5b58 Prefix \u957f\u5ea6\u56e0\u6a21\u578b\u800c\u5f02&#xff1a;GPT-5 Nano \u4e3a 1,024 Token&#xff0c;Claude Haiku 4.5 \u4e3a 4,096 Token&#xff0c;\u540e\u8005\u662f\u5f88\u591a\u56e2\u961f\u76f4\u89c9\u9884\u671f\u7684 4 \u500d\u3002\u6211\u4eec\u7684\u6b63\u5f0f\u751f\u4ea7 Prompt \u53ea\u6709 460 Token&#xff0c;\u56e0\u6b64 25 \u4e07\u6b21\u8bf7\u6c42\u91cc\u7f13\u5b58 Token \u4e3a 0\u2014\u2014\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u6587\u7ae0\u6807\u9898\u91cc\u7684 7.04 \u7f8e\u5143\u6210\u672c\u5b8c\u5168\u6ca1\u6709\u83b7\u5f97\u7f13\u5b58\u5e2e\u52a9\u3002<\/p>\n<p>(b) \u5728\u4e00\u6b21\u6ee1\u8db3 Cache \u6761\u4ef6\u7684 OpenAI \u6a21\u578b Batch Test \u4e2d&#xff08;2,400 Token Prefix\u30015,000 Request&#xff09;&#xff0c;55.6% \u7684 Input Token \u88ab\u6807\u8bb0\u4e3a Cache Hit&#xff0c;\u800c\u4e00\u4e2a\u53ea\u6709 20 Request \u7684\u5c0f\u578b Probe \u5219\u8fbe\u5230 81%\u3002\u8fd9\u79cd\u5dee\u5f02\u7b26\u5408\u4e00\u79cd\u53ef\u80fd\u7684\u89e3\u91ca&#xff1a;Batch \u4f1a\u628a\u8bf7\u6c42\u5206\u6563\u5230\u591a\u4e2a Parallel Worker&#xff0c;\u6bcf\u4e2a Worker \u90fd\u9700\u8981\u5355\u72ec Warm Cache\u3002\u4e0d\u8fc7\u8fd9\u4e2a\u673a\u5236\u6ca1\u6709\u5f97\u5230\u786e\u8ba4&#xff0c;\u56e0\u4e3a\u6211\u4eec\u770b\u4e0d\u5230 Scheduler\u3002\u505a\u6210\u672c\u4f30\u7b97\u65f6&#xff0c;\u5e94\u8be5\u53c2\u8003\u5927\u89c4\u6a21\u6d4b\u8bd5\u6570\u5b57&#xff0c;\u800c\u4e0d\u662f\u5c0f\u578b Probe\u3002<\/p>\n<p>\u00a9 \u4f4e\u4e8e Minimum Threshold \u65f6&#xff0c;\u4e0d\u4f1a\u7f13\u5b58&#xff0c;\u4e5f\u4e0d\u4f1a\u6709 Warning\u3002\u6211\u4eec\u6700\u521d\u7684 Anthropic Probe \u4f7f\u7528\u4e86 1.3k&#xff5e;3.6k Token Prefix&#xff0c;\u5b8c\u5168\u6ca1\u6709 Cache Activity&#xff0c;\u4e00\u5ea6\u8bef\u4ee5\u4e3a DigitalOcean \u4e0d\u652f\u6301 Anthropic Cache\u3002\u540e\u6765\u628a Prefix \u63d0\u9ad8\u5230 5,975 Token \u518d\u6d4b&#xff0c;Serverless \u548c Batch \u90fd\u6b63\u5e38\u7f13\u5b58&#xff1a;Serverless \u7b2c\u4e00\u6b21 Call \u5199\u5165 Cache&#xff0c;\u7b2c\u4e8c\u6b21 Call \u8bfb\u56de\u5168\u90e8 5,975 Token&#xff1b;\u4e00\u4e2a\u5305\u542b 10 \u6b21\u8bf7\u6c42\u7684 Batch Job \u5219\u6709 70% \u7684 Input Token \u6765\u81ea Cache\u3002\u5728\u5224\u65ad\u201c\u7f13\u5b58\u574f\u4e86\u201d\u4e4b\u524d&#xff0c;\u5148\u68c0\u67e5\u76ee\u6807\u6a21\u578b\u6587\u6863\u4e2d\u7684 Minimum Threshold\u3002<\/p>\n<p>8. Output Schema \u5c5e\u4e8e\u5e95\u5c42 Provider&#xff0c;\u800c\u4e0d\u662f DigitalOcean\u3002 OpenAI Batch Line \u9700\u8981\u6309\u7167 OpenAI Batch Output \u683c\u5f0f\u89e3\u6790&#xff08;response.body.choices[&#8230;]&#xff09;&#xff1b;Anthropic \u8fd4\u56de\u7ed3\u679c\u5219\u9700\u8981\u6309\u7167 Message Batches Output \u89e3\u6790&#xff08;result.message.content[&#8230;]&#xff0c;\u5176\u4e2d\u5305\u542b Tool-use Block&#xff09;\u3002\u867d\u7136 Job \u521b\u5efa\u3001\u63d0\u4ea4\u3001\u8f6e\u8be2\u548c\u7ed3\u679c\u83b7\u53d6\u4f7f\u7528\u7684\u662f\u7edf\u4e00 API&#xff0c;\u4f46 Merge Code \u4ecd\u7136\u9700\u8981\u9488\u5bf9\u4e0d\u540c Provider \u5206\u522b\u5904\u7406\u3002\u53e6\u5916&#xff0c;Anthropic Usage Block \u4f1a\u8fd4\u56de service_tier: &#034;batch&#034;&#xff0c;\u8fd9\u662f\u4e00\u4e2a\u5f88\u65b9\u4fbf\u7684\u68c0\u67e5\u65b9\u5f0f&#xff0c;\u53ef\u4ee5\u786e\u8ba4\u5f53\u524d\u8bf7\u6c42\u786e\u5b9e\u8fdb\u5165\u4e86\u4f60\u9884\u671f\u7684 Batch Tier\u3002<\/p>\n<h3>DigitalOcean \u4e0e OpenAI\u3001Anthropic\u3001AWS \u7684\u6279\u91cf\u63a8\u7406\u65b9\u6848&#xff1a;\u5ba2\u89c2\u5bf9\u6bd4<\/h3>\n<p>DigitalOcean \u8fd9\u4e00\u5217\u5728\u7279\u522b\u6ce8\u660e\u7684\u5730\u65b9\u6765\u81ea\u6211\u4eec\u7684\u5b9e\u9645\u6d4b\u8bd5&#xff1b;\u5176\u4ed6\u5e73\u53f0\u6570\u636e\u6765\u81ea\u5404\u81ea\u622a\u81f3 2026 \u5e74 8 \u6708\u516c\u5f00\u7684\u6587\u6863\u548c\u4ef7\u683c\u3002\u5982\u679c\u4f60\u51c6\u5907\u6839\u636e\u8fd9\u5f20\u8868\u505a\u5e73\u53f0\u9009\u578b&#xff0c;\u8bf7\u5148\u91cd\u65b0\u68c0\u67e5\u5404\u5e73\u53f0\u6700\u65b0\u6587\u6863&#xff0c;\u56e0\u4e3a\u4ef7\u683c\u548c\u9650\u5236\u4f1a\u53d8\u5316\u3002<\/p>\n<table>\n<tr>\u5bf9\u6bd4\u9879DigitalOcean BatchOpenAI BatchAnthropic Message BatchesBedrock Batch<\/tr>\n<tbody>\n<tr>\n<td>\u76f8\u6bd4\u5b9e\u65f6\u63a8\u7406\u7684\u6298\u6263<\/td>\n<td>\u6700\u9ad8 50%<\/td>\n<td>50%<\/td>\n<td>50%&#xff08;\u5305\u62ec Cache &#043; Thinking Token&#xff09;<\/td>\n<td>\u76f8\u6bd4 On-demand \u4f4e 50%<\/td>\n<\/tr>\n<tr>\n<td>\u5355 API \u652f\u6301\u7684\u5e73\u53f0<\/td>\n<td>OpenAI &#043; Anthropic&#xff08;\u5b9e\u6d4b&#xff09;<\/td>\n<td>OpenAI<\/td>\n<td>Anthropic<\/td>\n<td>\u591a\u5e73\u53f0&#xff0c;\u6309 Region<\/td>\n<\/tr>\n<tr>\n<td>\u5355 Job \u4e0a\u9650<\/td>\n<td>\u6587\u6863 50k \/ 200 MB&#xff1b;\u6211\u4eec\u7684 Tier \u5b9e\u6d4b\u4e3a 40k<\/td>\n<td>50k \/ 200 MB<\/td>\n<td>100k \/ 256 MB<\/td>\n<td>50k \/ 200 MB&#xff0c;\u90e8\u5206\u6a21\u578b\u6709\u989d\u5916 Minimum<\/td>\n<\/tr>\n<tr>\n<td>Completion Window<\/td>\n<td>24h&#xff1b;\u6211\u4eec\u5b9e\u6d4b 3 \u5206\u949f&#xff5e;2.2 \u5c0f\u65f6<\/td>\n<td>24h&#xff0c;\u591a\u6570\u4e3a 1&#xff5e;6h<\/td>\n<td>24h&#xff0c;\u591a\u6570 &lt;1h<\/td>\n<td>24h<\/td>\n<\/tr>\n<tr>\n<td>Storage \u914d\u7f6e<\/td>\n<td>\u65e0\u9700\u914d\u7f6e&#xff08;Presigned URL&#xff09;<\/td>\n<td>Files API<\/td>\n<td>\u65e0\u9700\u914d\u7f6e<\/td>\n<td>S3 &#043; IAM Role<\/td>\n<\/tr>\n<tr>\n<td>\u5e42\u7b49\u63d0\u4ea4<\/td>\n<td>request_id&#xff0c;\u4e24\u4e2a\u884c\u4e3a\u5747\u5b9e\u6d4b\u9a8c\u8bc1<\/td>\n<td>\u6ca1\u6709\u540c\u7b49 First-class \u673a\u5236<\/td>\n<td>\u6ca1\u6709\u540c\u7b49 First-class \u673a\u5236<\/td>\n<td>Client Token<\/td>\n<\/tr>\n<tr>\n<td>Batch \u4e2d\u4f7f\u7528 Cache<\/td>\n<td>OpenAI &#043; Anthropic \u8d85\u8fc7\u5404\u81ea\u6a21\u578b Minimum Prefix \u540e&#xff0c;\u90fd\u80fd\u901a\u8fc7 DigitalOcean \u8fd4\u56de Cache Hit&#xff08;\u5b9e\u6d4b&#xff09;&#xff1b;\u6700\u7ec8 Billing Rate \u672a\u9a8c\u8bc1<\/td>\n<td>\u5386\u53f2\u4e0a\u4e0d\u80fd\u53e0\u52a0&#xff1b;\u8bf7\u6838\u5bf9\u6700\u65b0\u6587\u6863<\/td>\n<td>\u652f\u6301&#xff0c;\u53ef\u53e0\u52a0&#xff0c;Cache Hit \u4e3a Best-effort<\/td>\n<td>\u6ca1\u6709\u660e\u786e Batch Cache \u673a\u5236<\/td>\n<\/tr>\n<tr>\n<td>Upfront Validation<\/td>\n<td>\u5927\u90e8\u5206 Error \u53ef\u4ee5\u63d0\u524d\u53d1\u73b0&#xff08;\u5b9e\u6d4b&#xff09;&#xff1b;Duplicate custom_id &#043; Mixed-model \u4f1a\u5728\u540e\u9762\u9759\u9ed8\u5931\u8d25&#xff08;\u5b9e\u6d4b&#xff09;<\/td>\n<td>Duplicate custom_id \u4f1a\u63d0\u524d\u62d2\u7edd<\/td>\n<td>\u6bcf\u6761 Request \u8fd4\u56de succeeded \/ errored<\/td>\n<td>S3 \u4fa7 Validation<\/td>\n<\/tr>\n<tr>\n<td>Partial Completion \u8ba1\u8d39<\/td>\n<td>\u5b98\u65b9\u6587\u6863&#xff1a;\u53ea\u5bf9 Completed Request \u8ba1\u8d39<\/td>\n<td>\u8bf7\u786e\u8ba4<\/td>\n<td>\u8bf7\u786e\u8ba4<\/td>\n<td>\u8bf7\u786e\u8ba4<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u8981\u4f18\u52bf<\/td>\n<td>\u4e00\u4e2a API \/ Key \/ Bill \u540c\u65f6\u5904\u7406\u4e24\u5bb6 Provider&#xff0c;\u65e0\u9700\u989d\u5916 Storage \u914d\u7f6e<\/td>\n<td>Endpoint \u7c7b\u578b\u66f4\u4e30\u5bcc&#xff08;Embedding\u3001Image\u3001Moderation&#xff09;&#xff0c;\u6210\u719f\u5ea6\u9ad8<\/td>\n<td>\u5355 Batch \u4e0a\u9650\u6700\u5927\u3001\u5178\u578b\u5b8c\u6210\u901f\u5ea6\u6700\u5feb\u3001Cache \u89c4\u5219\u66f4\u660e\u786e<\/td>\n<td>\u6570\u636e\u65e0\u9700\u79bb\u5f00 AWS \u8d26\u53f7&#xff0c;IAM \/ Governance \u5b8c\u6574<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>DigitalOcean \u7684\u5dee\u5f02\u5316\u66f4\u591a\u4f53\u73b0\u5728\u8fd0\u7ef4\u4f53\u9a8c&#xff0c;\u800c\u4e0d\u662f\u4ef7\u683c\u672c\u8eab\u3002\u5404\u5bb6\u7684 Batch \u6298\u6263\u90fd\u5927\u7ea6\u662f 50%\u3002DigitalOcean \u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e&#xff0c;OpenAI \u548c Anthropic \u6a21\u578b\u7684 Batch Job \u53ef\u4ee5\u5171\u7528\u4e00\u4e2a Endpoint\u3001\u4e00\u4e2a Key\u3001\u4e00\u5957 Job API \u548c\u4e00\u5f20\u8d26\u5355\u3002<\/p>\n<h3>\u4ece 25 \u4e07\u6269\u5c55\u5230\u6570\u767e\u4e07&#xff1a;\u5728\u89e6\u53ca 100 \u4ebf Token Queue Limit \u4e4b\u524d\u57fa\u672c\u7ebf\u6027\u589e\u957f<\/h3>\n<p>\u57fa\u4e8e\u6211\u4eec\u7684\u5b9e\u6d4b\u6570\u5b57&#xff0c;\u6574\u4f53\u53ef\u4ee5\u57fa\u672c\u6309\u7ebf\u6027\u5173\u7cfb\u5916\u63a8&#xff0c;\u56e0\u6b64\u8ba1\u7b97\u5e76\u4e0d\u590d\u6742\u3002\u4e0b\u9762\u5168\u90e8\u6309\u7167\u5b98\u65b9 List Price \u4f30\u7b97&#xff1a;<\/p>\n<table>\n<tr>\u8bb0\u5f55\u6570Token&#xff08;\u6309\u6211\u4eec\u7684\u6570\u636e\u5206\u5e03&#xff09;\u6587\u4ef6\u6570&#xff08;40k Tier Limit&#xff09;GPT-5 Nano Batch \u8ba1\u7b97\u6210\u672c<\/tr>\n<tbody>\n<tr>\n<td align=\"right\">250k&#xff08;\u5b9e\u6d4b&#xff09;<\/td>\n<td align=\"right\">137M<\/td>\n<td align=\"right\">7<\/td>\n<td align=\"right\">7.04 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td align=\"right\">1M<\/td>\n<td align=\"right\">\u7ea6 550M<\/td>\n<td align=\"right\">25<\/td>\n<td align=\"right\">\u7ea6 28 \u7f8e\u5143<\/td>\n<\/tr>\n<tr>\n<td align=\"right\">10M<\/td>\n<td align=\"right\">\u7ea6 5.5B<\/td>\n<td align=\"right\">250<\/td>\n<td align=\"right\">\u7ea6 282 \u7f8e\u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u771f\u6b63\u5148\u9047\u5230\u7684\u9650\u5236\u5f88\u53ef\u80fd\u4e0d\u662f\u6210\u672c&#xff0c;\u800c\u662f\u4e24\u4e2a\u5e73\u53f0\u7ea6\u675f\u3002\u7b2c\u4e00&#xff0c;Enqueue Token Limit\u2014\u2014\u6bcf\u4e2a\u8d26\u53f7\u3001\u6bcf\u4e2a\u6a21\u578b\u6700\u591a 100 \u4ebf Token\u3002\u6309\u7167\u6211\u4eec\u7684 Token Profile&#xff0c;\u5927\u7ea6\u5904\u7406\u5230 1,800 \u4e07\u6761\u8bb0\u5f55\u65f6\u5c31\u4f1a\u89e6\u53ca\u8fd9\u4e2a\u9650\u5236&#xff0c;\u4e4b\u540e\u9700\u8981\u4e00\u8fb9\u7b49\u5f85 Queue \u6d88\u5316&#xff0c;\u4e00\u8fb9\u7ee7\u7eed\u8865\u5145\u4efb\u52a1\u3002\u7b2c\u4e8c&#xff0c;\u6587\u4ef6\u6570\u91cf&#xff1a;\u5f53\u6587\u4ef6\u8fbe\u5230 25 \u4e2a\u751a\u81f3\u66f4\u591a\u65f6&#xff0c;\u5c31\u5e94\u8be5\u91c7\u7528\u524d\u6587\u5c55\u793a\u7684 Manifest &#043; Idempotent Submit Loop&#xff0c;\u56e0\u4e3a\u8fdf\u65e9\u4f1a\u6709\u67d0\u4e2a\u4efb\u52a1\u9700\u8981 Retry\u3002\u6211\u4eec\u8fd9\u6b21\u5e76\u53d1\u8fd0\u884c 7 \u4e2a Job&#xff08;5 \u4e2a 40k &#043; 2 \u4e2a 25k&#xff09;&#xff0c;\u5168\u90e8\u5728 2.2 \u5c0f\u65f6\u4ee5\u5185\u5b8c\u6210&#xff1b;\u4e00\u6b21\u63d0\u4ea4 250 \u4e2a\u6587\u4ef6\u4f1a\u4e0d\u4f1a\u8868\u73b0\u4e00\u6837&#xff0c;\u6211\u4eec\u6ca1\u6709\u6d4b\u8bd5\u3002\u6211\u4eec\u9884\u8ba1 Token Quota \u4f1a\u6bd4 Concurrency \u66f4\u65e9\u6210\u4e3a\u74f6\u9888&#xff0c;\u4f46\u8fd9\u53ea\u662f\u9884\u671f&#xff0c;\u4e0d\u662f\u6d4b\u91cf\u7ed3\u679c\u3002<\/p>\n<h3>Quickstart&#xff1a;\u5927\u7ea6 30 \u884c Python \u8dd1\u4e00\u4e2a DigitalOcean Batch Job<\/h3>\n<p>\u5148\u8bf4\u4e00\u4e2a\u524d\u63d0&#xff1a;OpenAI \u548c Anthropic \u5546\u4e1a\u6a21\u578b\u8981\u6c42 Tier 3&#043; DigitalOcean \u8d26\u53f7\u3002\u5982\u679c Batch API \u8fd4\u56de 403&#xff0c;\u5728\u6392\u67e5\u5176\u4ed6\u95ee\u9898\u4e4b\u524d&#xff0c;\u8bf7\u5148\u5230 Resource Limits Page \u68c0\u67e5\u81ea\u5df1\u7684 Tier\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e0d\u4f9d\u8d56 Framework \u7684\u6700\u5c0f\u6d41\u7a0b&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> json<span class=\"token punctuation\">,<\/span> time<span class=\"token punctuation\">,<\/span> requests<\/p>\n<p>BASE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;https:\/\/inference.do-ai.run\/v1&#034;<\/span><br \/>\nH <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;Authorization&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Bearer <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>KEY<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span>              <span class=\"token comment\"># your DO model access key<\/span><\/p>\n<p><span class=\"token comment\"># 1. file intent -&gt; presigned URL (valid ~15 min)<\/span><br \/>\nintent <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/batches\/files&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n                       headers<span class=\"token operator\">&#061;<\/span>H<span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;file_name&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;job.jsonl&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># 2. upload raw bytes<\/span><br \/>\n<span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;job.jsonl&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;rb&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> <span class=\"token builtin\">file<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    upload <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>put<span class=\"token punctuation\">(<\/span>intent<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;upload_url&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> data<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">file<\/span><span class=\"token punctuation\">)<\/span><br \/>\nupload<span class=\"token punctuation\">.<\/span>raise_for_status<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># 3. create the batch (request_id &#061; safe retries; keep file_id if you must retry)<\/span><br \/>\nbatch <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/batches&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>H<span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;file_id&#034;<\/span><span class=\"token punctuation\">:<\/span> intent<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;file_id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;provider&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;openai&#034;<\/span><span class=\"token punctuation\">,<\/span>                           <span class=\"token comment\"># or &#034;anthropic&#034;<\/span><br \/>\n    <span class=\"token string\">&#034;endpoint&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\/v1\/chat\/completions&#034;<\/span><span class=\"token punctuation\">,<\/span>             <span class=\"token comment\"># REQUIRED for openai, OMIT for anthropic<\/span><br \/>\n    <span class=\"token string\">&#034;completion_window&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;24h&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;request_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;my-job-001&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># 4. poll<\/span><br \/>\n<span class=\"token keyword\">while<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    b <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/batches\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>batch<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;batch_id&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>H<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> b<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;completed&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;failed&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;expired&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;cancelled&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">break<\/span><br \/>\n    time<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">60<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># 5. download (retry the GET whole if the stream resets; the URL refreshes each call)<\/span><br \/>\nres <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>BASE<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/batches\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>batch<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;batch_id&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/results&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>H<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nout <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>res<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;output_file_url&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>text<br \/>\n<span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> out<span class=\"token punctuation\">.<\/span>splitlines<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    r <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>line<span class=\"token punctuation\">)<\/span>    <span class=\"token comment\"># per-line &#034;error&#034; field on failures (also check<\/span><br \/>\n                            <span class=\"token comment\"># res.get(&#034;error_file_url&#034;): documented, not seen in our runs)<\/span><\/p>\n<h3>\u5e38\u89c1\u95ee\u9898<\/h3>\n<h4>1. DigitalOcean Batch \u6bd4 Serverless \u4fbf\u5b9c\u591a\u5c11&#xff1f;<\/h4>\n<p>DigitalOcean \u7684 Batch \u4ef7\u683c\u6700\u9ad8\u6bd4 Serverless \u5b98\u65b9\u6807\u4ef7\u4f4e 50%\u3002\u5728\u6211\u4eec 25 \u4e07\u6761\u6570\u636e\u7684\u6d4b\u8bd5\u4e2d&#xff0c;\u6309\u7167\u5b9e\u9645 Token \u6570\u8ba1\u7b97&#xff0c;Batch \u6210\u672c\u4e3a 7.04 \u7f8e\u5143&#xff0c;\u800c\u76f8\u540c Token \u5982\u679c\u4f7f\u7528 Serverless&#xff0c;\u5219\u4e3a 14.07 \u7f8e\u5143\u3002<\/p>\n<h4>2. \u4e00\u4e2a Batch Job \u8981\u591a\u4e45&#xff1f;<\/h4>\n<p>\u6839\u636e 2026 \u5e74 8 \u6708\u7684\u6d4b\u8bd5&#xff1a;40,000 Request Job \u7528\u65f6 1.4&#xff5e;2.2 \u5c0f\u65f6&#xff1b;25,000 \u6b21 Anthropic \u6a21\u578b\u8bf7\u6c42\u7528\u65f6 17 \u5206\u949f&#xff1b;500 Request Job \u7ea6 3 \u5206\u949f\u3002SLA \u662f 24 \u5c0f\u65f6&#xff0c;\u56e0\u6b64\u67b6\u6784\u8bbe\u8ba1\u65f6\u5e94\u8be5\u6309\u7167\u8fd9\u4e2a\u4e0a\u9650\u89c4\u5212\u3002<\/p>\n<h4>3. \u6211\u9700\u8981\u91cd\u5199\u4ee3\u7801\u5417&#xff1f;<\/h4>\n<p>\u5982\u679c\u8fd8\u662f\u540c\u4e00\u5bb6 Provider&#xff0c;\u4e0d\u9700\u8981\u3002Request Body \u4fdd\u6301\u4e0d\u53d8&#xff0c;\u53ea\u9700\u8981\u6309\u7167\u8be5 Provider \u7684 Batch JSONL Line Format \u5305\u88c5&#xff0c;\u5e76\u8c03\u6574 Model ID \u89c4\u5219\u3002\u5982\u679c\u5207\u6362\u5230\u53e6\u4e00\u5bb6 Provider&#xff0c;\u5219\u8fd8\u9700\u8981\u91c7\u7528\u5bf9\u65b9\u81ea\u5df1\u7684 Line Shape \u548c Structured Output \u673a\u5236\u3002OpenAI \u548c Anthropic \u4e24\u79cd\u60c5\u51b5\u4e0b&#xff0c;Job \/ Submit \/ Poll \/ Results API \u662f\u76f8\u540c\u7684\u3002<\/p>\n<h4>4. \u8bf7\u6c42\u5931\u8d25\u540e\u4f1a\u53d1\u751f\u4ec0\u4e48&#xff1f;<\/h4>\n<p>\u5728\u6211\u4eec\u7684\u6d4b\u8bd5\u4e2d&#xff0c;\u6bcf\u6761\u5931\u8d25 Request \u7684 Error \u90fd\u76f4\u63a5\u5199\u5728 Output File \u5bf9\u5e94\u884c\u4e2d&#xff1b;\u6587\u6863\u8fd8\u5b9a\u4e49\u4e86\u53ef\u80fd\u751f\u6210\u7684\u72ec\u7acb Error File&#xff08;error_file_url&#xff09;&#xff0c;\u56e0\u6b64\u751f\u4ea7\u4ee3\u7801\u6700\u597d\u540c\u65f6\u652f\u6301\u4e24\u79cd\u60c5\u51b5\u3002\u5355\u6761 Request Failed \u4e0d\u4f1a\u8ba9\u6574\u4e2a Job Failed&#xff0c;\u800c\u4e14 DigitalOcean \u6587\u6863\u8bf4\u660e\u53ea\u5bf9 Completed Request \u8ba1\u8d39\u3002\u53ef\u4ee5\u628a Error Line \u6536\u96c6\u5230\u4e00\u4e2a Remainder File&#xff0c;\u518d\u4f7f\u7528\u65b0\u7684 request_id \u91cd\u65b0\u63d0\u4ea4\u3002&#xff08;\u6b63\u5f0f 25 \u4e07\u6761\u6570\u636e\u6d4b\u8bd5\u4e2d 0 Failure&#xff0c;\u56e0\u6b64\u8fd9\u6b21\u6ca1\u6709\u771f\u5b9e\u6848\u4f8b\u53ef\u4ee5\u5c55\u793a\u3002&#xff09;<\/p>\n<h4>5. Batch \u4e2d\u652f\u6301 Prompt Caching \u5417&#xff1f;<\/h4>\n<p>\u6839\u636e 2026 \u5e74 8 \u6708\u7684\u6d4b\u8bd5&#xff1a;\u652f\u6301 OpenAI \u548c Anthropic \u6a21\u578b&#xff0c;\u4f46 Shared Prefix \u5fc5\u987b\u8fbe\u5230\u76ee\u6807\u6a21\u578b\u6587\u6863\u89c4\u5b9a\u7684 Minimum\u3002GPT-5 Nano \u4e3a 1,024 Token&#xff0c;Claude Haiku 4.5 \u4e3a 4,096 Token\u3002\u5728\u7b26\u5408 Cache \u6761\u4ef6\u7684 OpenAI \u6a21\u578b Batch Test \u4e2d&#xff0c;\u6709 55.6% Input Token \u88ab\u62a5\u544a\u4e3a Cache Hit&#xff1b;\u5f53 Prefix \u8d85\u8fc7 Claude Haiku 4.5 \u7684 4,096 Token Minimum \u540e&#xff0c;Anthropic \u7684 cache_control \u5728 Batch \u548c Serverless \u573a\u666f\u4e2d\u90fd\u80fd\u6b63\u5e38\u5de5\u4f5c\u3002\u4f4e\u4e8e\u9608\u503c\u65f6\u4e0d\u4f1a\u62a5\u9519&#xff0c;\u53ea\u662f\u4ec0\u4e48\u90fd\u4e0d\u4f1a\u7f13\u5b58\u3002\u6211\u4eec\u65e0\u6cd5\u901a\u8fc7\u5f53\u524d\u8d26\u53f7\u9a8c\u8bc1 Cached Token \u7684\u6700\u7ec8 Billing Rate\u3002<\/p>\n<h4>6. \u53ef\u4ee5\u4f7f\u7528\u54ea\u4e9b\u6a21\u578b&#xff1f;<\/h4>\n<p>\u622a\u81f3 2026 \u5e74 8 \u6708\u6211\u4eec\u7684\u6d4b\u8bd5&#xff0c;\u53ea\u652f\u6301 OpenAI \u548c Anthropic \u5546\u4e1a\u6587\u672c\u6a21\u578b&#xff1a;\u4e0d\u652f\u6301 Open-source \u6216 DigitalOcean-hosted Model&#xff0c;\u4e0d\u652f\u6301 Multimodal&#xff0c;\u800c\u4e14\u4e00\u4e2a Job \u53ea\u80fd\u4f7f\u7528\u4e00\u4e2a\u6a21\u578b\u3002\u8fd8\u8981\u6ce8\u610f\u8d26\u53f7\u8981\u6c42&#xff1a;Tier 1 \u548c Tier 2 \u65e0\u6cd5\u8bbf\u95ee Anthropic \u6216 OpenAI \u5546\u4e1a\u6a21\u578b&#xff0c;\u6587\u6863\u660e\u786e\u7684\u4f8b\u5916\u662f\u5f00\u653e\u6743\u91cd gpt-oss&#xff0c;\u56e0\u6b64\u901a\u8fc7\u8fd9\u4e24\u5bb6 Provider \u4f7f\u7528 Batch \u5b9e\u9645\u4e0a\u8981\u6c42 Tier 3&#043;\u3002\u540c\u65f6\u8fd8\u8981\u6ce8\u610f\u524d\u6587\u63d0\u5230\u7684\u4e09\u5957 Model Naming Convention\u3002<\/p>\n<h3>\u603b\u7ed3&#xff1a;Request Body \u57fa\u672c\u4e0d\u53d8&#xff0c;\u8ba1\u7b97\u6210\u672c\u51cf\u534a&#xff0c;\u4f46\u6709\u51e0\u5957\u89c4\u5219\u9700\u8981\u63d0\u524d\u638c\u63e1<\/h3>\n<p>Batch Inference \u662f\u5c11\u6570\u51e0\u79cd\u51e0\u4e4e\u53ef\u4ee5\u96f6\u6210\u672c\u63a5\u5165\u7684\u4f18\u5316\u624b\u6bb5&#xff1a;\u5982\u679c\u4f60\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4e0d\u8981\u6c42\u51e0\u79d2\u5185\u8fd4\u56de\u7b54\u6848&#xff0c;\u90a3\u4e48\u4f60\u539f\u672c\u5df2\u7ecf\u5728\u53d1\u9001\u7684 Request Body&#xff0c;\u53ea\u9700\u8981\u6574\u7406\u6210 JSONL \u6587\u4ef6&#xff0c;\u7ecf\u8fc7 3 \u6b21 API Call \u63d0\u4ea4&#xff0c;\u518d\u52a0\u4e00\u4e2a Poll Loop&#xff0c;\u5c31\u53ef\u4ee5\u4f7f\u7528\u5927\u7ea6\u4e00\u534a\u7684 List Price\u3002\u6211\u4eec\u7684 25 \u4e07\u6761\u6570\u636e\u6d4b\u8bd5\u6ca1\u6709\u4e00\u6761\u8bf7\u6c42\u5931\u8d25&#xff0c;\u5b8c\u6210\u901f\u5ea6\u4e5f\u6bd4\u9884\u671f\u66f4\u5feb&#xff0c;\u6309\u7167\u516c\u5f00\u4ef7\u683c\u8ba1\u7b97\u7684\u603b\u6210\u672c\u4e3a 7.04 \u7f8e\u5143\u3002<\/p>\n<p>\u4f46\u8fd9\u7bc7\u6587\u7ae0\u771f\u6b63\u503c\u5f97\u7ee7\u7eed\u8bfb\u4e0b\u53bb\u7684\u5730\u65b9&#xff0c;\u662f\u6807\u9898\u4e4b\u5916\u90a3\u4e9b\u6211\u4eec\u5b9e\u9645\u8e29\u5230\u7684\u7ec6\u8282&#xff1a;\u4e09\u5957 Model Naming Convention\u3001\u4f4e\u4e8e\u6587\u6863\u4e0a\u9650\u7684 Tier Limit\u3001\u4e24\u7c7b Silent Failure\u3001Best-effort Cancellation\u3001\u4e00\u4e2a\u6392\u961f\u65f6\u95f4\u8fdc\u8d85\u9884\u671f\u7684 Job&#xff0c;\u4ee5\u53ca\u53ea\u6709\u8d85\u8fc7 Threshold \u624d\u771f\u6b63\u751f\u6548\u3001\u800c\u6211\u4eec\u7684\u751f\u4ea7 Prompt \u6070\u597d\u6ca1\u6709\u8fbe\u5230\u8981\u6c42\u7684 Prompt Cache\u3002\u8fd9\u4e9b\u95ee\u9898\u90fd\u4e0d\u8db3\u4ee5\u6210\u4e3a\u4e0d\u4f7f\u7528 Batch \u7684\u7406\u7531&#xff0c;\u4f46\u5b83\u4eec\u6070\u6070\u51b3\u5b9a\u4e86\u4f60\u505a\u51fa\u6765\u7684\u662f\u4e00\u4e2a Demo&#xff0c;\u8fd8\u662f\u4e00\u6761\u53ef\u4ee5\u53cd\u590d\u7a33\u5b9a\u8fd0\u884c\u7684\u751f\u4ea7 Pipeline\u3002<\/p>\n<p>\u6700\u540e&#xff0c;\u8fd8\u6709\u4e00\u4e2a\u6765\u81ea 25 \u4e07\u6761\u7b54\u6848\u8bc4\u5206\u7684\u66f4\u666e\u904d\u7ed3\u8bba&#xff1a;\u4fbf\u5b9c\u6a21\u578b\u5df2\u7ecf\u591f\u7528&#xff1b;\u66f4\u8d35\u7684\u6a21\u578b\u786e\u5b9e\u6709\u53ef\u6d4b\u91cf\u7684\u63d0\u5347&#xff0c;\u4f46\u4ef7\u683c\u9ad8\u4e86\u7ea6 35 \u500d&#xff1b;\u800c\u6211\u4eec\u81ea\u8ba4\u4e3a\u201c\u66f4\u806a\u660e\u201d\u7684 Prompt \u53cd\u800c\u8ba9\u7ed3\u679c\u53d8\u5dee\u3002\u4f7f\u7528 Batch Price&#xff0c;\u5728\u81ea\u5df1\u7684\u771f\u5b9e\u5de5\u4f5c\u8d1f\u8f7d\u4e0a\u8dd1\u4e00\u6b21\u8fd9\u6837\u7684\u5b9e\u9a8c\u53ef\u80fd\u53ea\u9700\u8981\u4e2a\u4f4d\u6570\u7f8e\u5143&#xff0c;\u800c\u4e14\u6211\u4eec\u7684\u5b8c\u6574 Harness \u5df2\u7ecf\u5f00\u6e90\u3002\u5728\u76f8\u4fe1\u4efb\u4f55\u4eba\u7684 Benchmark 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