{"id":205379,"date":"2025-05-29T16:05:30","date_gmt":"2025-05-29T08:05:30","guid":{"rendered":"https:\/\/server.hk\/cnblog\/205379\/"},"modified":"2025-05-29T16:05:30","modified_gmt":"2025-05-29T08:05:30","slug":"%e4%bd%bf%e7%94%a8-gembatch-%e9%99%8d%e4%bd%8e%e6%8f%90%e7%a4%ba%e9%93%be%e6%8e%a5%e7%9a%84%e6%88%90%e6%9c%ac","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/205379\/","title":{"rendered":"\u4f7f\u7528 GemBatch \u964d\u4f4e\u63d0\u793a\u94fe\u63a5\u7684\u6210\u672c"},"content":{"rendered":"<p><b><\/b>     <\/p>\n<h1>\u4f7f\u7528 GemBatch \u964d\u4f4e\u63d0\u793a\u94fe\u63a5\u7684\u6210\u672c<\/h1>\n<p>\u5728\u6587\u7ae0\u5b9e\u6218\u5f00\u53d1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u7ecf\u5e38\u4f1a\u9047\u5230\u4e00\u4e9b\u8fd9\u6837\u90a3\u6837\u7684\u95ee\u9898\uff0c\u7136\u540e\u8981\u5361\u597d\u534a\u5929\uff0c\u7b49\u95ee\u9898\u89e3\u51b3\u4e86\u624d\u53d1\u73b0\u539f\u6765\u4e00\u4e9b\u7ec6\u8282\u77e5\u8bc6\u70b9\u8fd8\u662f\u6ca1\u6709\u638c\u63e1\u597d\u3002\u4eca\u5929\u5c31\u6574\u7406\u5206\u4eab\u300a\u4f7f\u7528 GemBatch \u964d\u4f4e\u63d0\u793a\u94fe\u63a5\u7684\u6210\u672c\u300b\uff0c\u804a\u804a\uff0c\u5e0c\u671b\u53ef\u4ee5\u5e2e\u52a9\u5230\u6b63\u5728\u52aa\u529b\u8d5a\u94b1\u7684\u4f60\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.17golang.com\/uploads\/20241130\/1732948066674ab0627d3ef.jpg\" class=\"aligncenter\"><\/p>\n<p>\u63d0\u793a\u94fe\u6b63\u5728\u5f7b\u5e95\u6539\u53d8\u6211\u4eec\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b (llm) \u4ea4\u4e92\u7684\u65b9\u5f0f\u3002\u901a\u8fc7\u5c06\u591a\u4e2a\u63d0\u793a\u94fe\u63a5\u5728\u4e00\u8d77\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u590d\u6742\u3001\u52a8\u6001\u7684\u5bf9\u8bdd\u5e76\u5904\u7406\u590d\u6742\u7684\u4efb\u52a1\u3002\u4f46\u8fd9\u79cd\u529b\u91cf\u786e\u5b9e\u662f\u6709\u4ee3\u4ef7\u7684\u3002\u6bcf\u6b21\u5bf9 llm \u670d\u52a1\uff08\u4f8b\u5982 google \u7684 gemini\uff09\u7684 api \u8c03\u7528\u90fd\u4f1a\u589e\u52a0\u60a8\u7684\u8d26\u5355\u3002<\/p>\n<p>\u8bb8\u591allm\u63d0\u4f9b\u5546\u63d0\u4f9b\u4e86\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\uff1a\u6279\u5904\u7406\u3002\u5728\u4e00\u4e2a\u8bf7\u6c42\u4e2d\u53d1\u9001\u591a\u4e2a\u63d0\u793a\u5e76\u4eab\u53d7\u5927\u5e45\u6298\u6263\uff08\u901a\u5e38\u5728 50% \u5de6\u53f3\uff01\uff09\u3002\u7136\u800c\uff0c\u5728\u63d0\u793a\u94fe\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5b9e\u73b0\u6279\u5904\u7406\u5f88\u5feb\u5c31\u4f1a\u53d8\u6210\u7f16\u7801\u5669\u68a6\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\u60a8\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u5177\u6709\u591a\u6b65\u9aa4\u5bf9\u8bdd\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u4f7f\u7528\u4f20\u7edf\u7684\u63d0\u793a\u94fe\u63a5\uff0c\u60a8\u5c06\u53d1\u9001\u6bcf\u6761\u7528\u6237\u6d88\u606f\u5e76\u7b49\u5f85\u6a21\u578b\u7684\u54cd\u5e94\uff0c\u7136\u540e\u518d\u5236\u5b9a\u4e0b\u4e00\u4e2a\u63d0\u793a\u3002\u4f46\u8981\u5229\u7528\u6279\u91cf\u6298\u6263\uff0c\u60a8\u9700\u8981\uff1a<\/p>\n<ul>\n<li> <strong>\u7d2f\u79ef\u63d0\u793a\uff1a<\/strong>\u4e0d\u662f\u7acb\u5373\u53d1\u9001\uff0c\u800c\u662f\u6279\u91cf\u6536\u96c6\u63d0\u793a\u3002<\/li>\n<li> <strong>\u62e5\u62b1\u5f02\u6b65\u6027\uff1a<\/strong>\u53d1\u9001\u6279\u6b21\u5e76\u7b49\u5f85\uff08\u53ef\u80fd\u9700\u8981\u66f4\u957f\u7684\u65f6\u95f4\uff09\u4f5c\u4e1a\u5b8c\u6210\u3002<\/li>\n<li> <strong>\u6620\u5c04\u54cd\u5e94\uff1a<\/strong>\u6279\u91cf\u7ed3\u679c\u5230\u8fbe\u540e\uff0c\u5c06\u6bcf\u4e2a\u54cd\u5e94\u4e0e\u94fe\u4e2d\u76f8\u5e94\u7684\u63d0\u793a\u6b63\u786e\u5339\u914d\u3002<\/li>\n<\/ul>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u60a8\u8fd8\u9700\u8981\u5904\u7406\u901f\u7387\u9650\u5236\u3001\u9519\u8bef\u548c\u91cd\u8bd5\u3002\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u96be\u4ee5\u9605\u8bfb\u3001\u8c03\u8bd5\u548c\u7ef4\u62a4\u7684\u590d\u6742\u4ee3\u7801\u3002<\/p>\n<p>gembatch \u662f\u4e00\u4e2a python \u6846\u67b6\uff0c\u65e8\u5728\u7b80\u5316\u4e0e google gemini \u7684\u6279\u5904\u7406\u63d0\u793a\u94fe\u63a5\u3002\u5b83\u4e0e firebase \u65e0\u7f1d\u96c6\u6210\uff0c\u4e3a\u60a8\u7684 llm \u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u719f\u6089\u4e14\u53ef\u6269\u5c55\u7684\u73af\u5883\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f gembatch \u5982\u4f55\u8ba9\u60a8\u7684\u751f\u6d3b\u66f4\u8f7b\u677e\uff1a<\/p>\n<ul>\n<li> <strong>\u8f7b\u677e\u6279\u5904\u7406\uff1a<\/strong>gembatch \u5728\u5e55\u540e\u5904\u7406\u6279\u5904\u7406\u63d0\u793a\u7684\u590d\u6742\u6027\u3002\u60a8\u53ef\u4ee5\u6309\u987a\u5e8f\u5b9a\u4e49\u63d0\u793a\u94fe\uff0c\u5c31\u50cf\u4f7f\u7528\u4f20\u7edf\u65b9\u6cd5\u4e00\u6837\u3002<\/li>\n<li> <strong>\u5f02\u6b65\u5904\u7406\uff1a<\/strong>gembatch \u7ba1\u7406\u5f02\u6b65\u6279\u5904\u7406\u4f5c\u4e1a\uff0c\u786e\u4fdd\u60a8\u7684\u63d0\u793a\u94fe\u987a\u5229\u6267\u884c\uff0c\u800c\u4e0d\u4f1a\u963b\u585e\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n<li> <strong>\u7b80\u5316\u7684\u54cd\u5e94\u6620\u5c04\uff1a<\/strong> gembatch \u81ea\u52a8\u5c06\u54cd\u5e94\u8def\u7531\u56de\u63d0\u793a\u94fe\u4e2d\u7684\u6b63\u786e\u70b9\u3002<\/li>\n<li> <strong>\u8282\u7701\u6210\u672c\uff1a<\/strong>\u901a\u8fc7\u5229\u7528 gemini \u7684\u6279\u91cf\u6298\u6263\uff0cgembatch \u53ef\u4ee5\u663e\u7740\u964d\u4f4e\u60a8\u7684 llm api \u6210\u672c\u3002<\/li>\n<\/ul>\n<pre>import gembatch\n\n# Define a simple prompt chain\ndef task_a_prompt1():\n    gembatch.submit(\n        {\n            \"contents\": [\n                {\n                    \"role\": \"user\",\n                    \"parts\": [{\"text\": \"What is the capital of France?\"}],\n                }\n            ],\n        },  # prompt 1\n        \"publishers\/google\/models\/gemini-1.5-pro-002\",\n        task_a_prompt2\n    )\n\ndef task_a_prompt2(response: generative_models.GenerationResponse):\n    gembatch.submit(\n        {\n            \"contents\": [\n                {\n                    \"role\": \"model\",\n                    \"parts\": [{\"text\": response.text}],\n                },\n                {\n                    \"role\": \"user\",\n                    \"parts\": [{\"text\": f\"And what is the population of {response.text}?\"}],\n                }\n            ],\n        },  # prompt 2\n        \"publishers\/google\/models\/gemini-1.5-pro-002\",\n        task_a_output\n    )\n\ndef task_a_output(response: generative_models.GenerationResponse):\n    print(response.text)\n\n# Start the prompt chain\ntask_a_prompt1() \n<\/pre>\n<p>\u8fd9\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u6f14\u793a\u4e86 gembatch \u5982\u4f55\u5141\u8bb8\u60a8\u4f7f\u7528 gembatch.submit() \u5b9a\u4e49\u63d0\u793a\u94fe\u3002 gembatch \u8d1f\u8d23\u5bf9 gemini \u7684\u8bf7\u6c42\u8fdb\u884c\u6279\u5904\u7406\u5e76\u7ba1\u7406\u5f02\u6b65\u54cd\u5e94\u3002<\/p>\n<p>\u51c6\u5907\u597d\u91ca\u653e\u7ecf\u6d4e\u9ad8\u6548\u7684\u63d0\u793a\u94fe\u7684\u529b\u91cf\u4e86\u5417\uff1f\u67e5\u770b github \u4e0a\u7684 gembatch \u5b58\u50a8\u5e93\uff1a<\/p>\n<p>https:\/\/github.com\/blueworrybear\/gembatch<\/p>\n<p>\u6211\u4eec\u6b22\u8fce\u53cd\u9988\u548c\u5efa\u8bae\uff01<\/p>\n<p>\u597d\u4e86\uff0c\u672c\u6587\u5230\u6b64\u7ed3\u675f\uff0c\u5e26\u5927\u5bb6\u4e86\u89e3\u4e86\u300a\u4f7f\u7528 GemBatch \u964d\u4f4e\u63d0\u793a\u94fe\u63a5\u7684\u6210\u672c\u300b\uff0c\u5e0c\u671b\u672c\u6587\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9\uff01\u5173\u6ce8\u516c\u4f17\u53f7\uff0c\u7ed9\u5927\u5bb6\u5206\u4eab\u66f4\u591a\u6587\u7ae0\u77e5\u8bc6\uff01<\/p>\n<p>      \u7248\u672c\u58f0\u660e \u672c\u6587\u8f6c\u8f7d\u4e8e\uff1adev.to \u5982\u6709\u4fb5\u72af\uff0c\u8bf7\u8054\u7cfb\u5220\u9664<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f7f\u7528 GemBatch \u964d\u4f4e\u63d0\u793a&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4925],"tags":[],"class_list":["post-205379","post","type-post","status-publish","format-standard","hentry","category-4925"],"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/205379","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/comments?post=205379"}],"version-history":[{"count":0,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/205379\/revisions"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=205379"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=205379"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=205379"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}