{"id":17734,"date":"2025-01-08T18:48:03","date_gmt":"2025-01-08T10:48:03","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17734"},"modified":"2025-01-08T18:48:03","modified_gmt":"2025-01-08T10:48:03","slug":"mini-llm-flow","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/mini-llm-flow\/","title":{"rendered":"Mini LLM Flow\uff1a\u4f7f\u7528100\u884c\u4ee3\u7801\u6784\u5efa\u201c\u6709\u5411\u56fe\u7ed3\u6784\u201d\u7684LLM\u5fae\u578b\u667a\u80fd\u4f53"},"content":{"rendered":"<p>miniLLMFlow\u662f\u4e00\u4e2a\u6781\u7b80\u4e3b\u4e49\u7684\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u5f00\u53d1\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u4ee3\u7801\u4ec5\u5305\u542b100\u884c\uff0c\u5f70\u663e\u4e86&#8221;\u5927\u9053\u81f3\u7b80&#8221;\u7684\u8bbe\u8ba1\u7406\u5ff5\u3002\u8be5\u6846\u67b6\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u8ba9AI\u52a9\u624b\uff08\u5982ChatGPT\u3001Claude\u7b49\uff09\u80fd\u591f\u81ea\u4e3b\u7f16\u7a0b\uff0c\u652f\u6301\u591a\u667a\u80fd\u4f53\u3001\u4efb\u52a1\u5206\u89e3\u3001RAG\u68c0\u7d22\u589e\u5f3a\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002\u9879\u76ee\u91c7\u7528MIT\u5f00\u6e90\u534f\u8bae\uff0c\u5728GitHub\u5e73\u53f0\u4e0a\u6301\u7eed\u66f4\u65b0\u7ef4\u62a4\u3002\u5176\u6700\u5927\u7279\u70b9\u662f<strong>\u5c06LLM\u5de5\u4f5c\u6d41\u7a0b\u6a21\u578b\u5316\u4e3a\u5d4c\u5957\u6709\u5411\u56fe\u7ed3\u6784<\/strong>\uff0c\u901a\u8fc7\u8282\u70b9\u5904\u7406\u7b80\u5355\u4efb\u52a1\uff0c\u901a\u8fc7\u52a8\u4f5c\uff08\u6807\u8bb0\u8fb9\uff09\u8fde\u63a5\u4ee3\u7406\uff0c\u901a\u8fc7\u6d41\u7a0b\u7f16\u6392\u8282\u70b9\u5b9e\u73b0\u4efb\u52a1\u5206\u89e3\uff0c\u652f\u6301\u6d41\u7a0b\u5d4c\u5957\u548c\u6279\u5904\u7406\uff0c\u4f7f\u5f97\u590d\u6742\u7684AI\u5e94\u7528\u5f00\u53d1\u53d8\u5f97\u7b80\u5355\u76f4\u89c2\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-17735\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a8624528213d6dc.png\" alt=\"\" width=\"885\" height=\"556\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a8624528213d6dc.png 885w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a8624528213d6dc-300x188.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a8624528213d6dc-768x482.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a8624528213d6dc-18x12.png 18w\" sizes=\"auto, (max-width: 885px) 100vw, 885px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0364c560a2a38c5.svg\"><img decoding=\"async\" class=\"alignnone size-full wp-image-17737\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/0364c560a2a38c5.svg\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5f00\u53d1\u7cfb\u7edf<\/li>\n<li>\u63d0\u4f9b\u4efb\u52a1\u5206\u89e3\u548c\u6d41\u7a0b\u7f16\u6392\u529f\u80fd<\/li>\n<li>\u5b9e\u73b0RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u5e94\u7528\u5f00\u53d1<\/li>\n<li>\u652f\u6301\u8282\u70b9\u6279\u5904\u7406\u529f\u80fd\uff0c\u9002\u7528\u4e8e\u6570\u636e\u5bc6\u96c6\u578b\u4efb\u52a1<\/li>\n<li>\u63d0\u4f9b\u5d4c\u5957\u6709\u5411\u56fe\u7ed3\u6784\u7684\u5de5\u4f5c\u6d41\u7ba1\u7406<\/li>\n<li>\u96c6\u6210\u4e3b\u6d41LLM\u52a9\u624b\uff08\u5982ChatGPT\u3001Claude\uff09<\/li>\n<li>\u652f\u6301\u81ea\u5b9a\u4e49\u5de5\u5177\u548cAPI\u5c01\u88c5<\/li>\n<li>\u63d0\u4f9b\u5b8c\u6574\u7684\u6587\u6863\u548c\u6559\u7a0b\u652f\u6301<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>1. \u5b89\u88c5\u914d\u7f6e<\/h3>\n<h4>\u65b9\u5f0f\u4e00\uff1a\u901a\u8fc7pip\u5b89\u88c5<\/h4>\n<pre><code>pip install minillmflow\r\n<\/code><\/pre>\n<h4>\u65b9\u5f0f\u4e8c\uff1a\u76f4\u63a5\u4f7f\u7528\u6e90\u4ee3\u7801<\/h4>\n<p>\u76f4\u63a5\u590d\u5236\u9879\u76ee\u4e2d\u7684\u6e90\u4ee3\u7801\u6587\u4ef6\uff08\u4ec5100\u884c\uff09\uff0c\u5373\u53ef\u5feb\u901f\u96c6\u6210\u5230\u60a8\u7684\u9879\u76ee\u4e2d\u3002<\/p>\n<h3>2. \u57fa\u7840\u67b6\u6784\u8bf4\u660e<\/h3>\n<p>miniLLMFlow\u91c7\u7528\u5d4c\u5957\u6709\u5411\u56fe\u7ed3\u6784\uff0c\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u6838\u5fc3\u6982\u5ff5\uff1a<\/p>\n<ul>\n<li><strong>\u8282\u70b9(Nodes)<\/strong>\uff1a\u5904\u7406\u5355\u4e2aLLM\u4efb\u52a1\u7684\u57fa\u672c\u5355\u5143<\/li>\n<li><strong>\u52a8\u4f5c(Actions)<\/strong>\uff1a\u8fde\u63a5\u8282\u70b9\u7684\u6807\u8bb0\u8fb9\uff0c\u7528\u4e8e\u667a\u80fd\u4f53\u95f4\u7684\u4ea4\u4e92<\/li>\n<li><strong>\u6d41\u7a0b(Flows)<\/strong>\uff1a\u7f16\u6392\u8282\u70b9\u5f62\u6210\u7684\u6709\u5411\u56fe\uff0c\u7528\u4e8e\u4efb\u52a1\u5206\u89e3<\/li>\n<li><strong>\u5d4c\u5957(Nesting)<\/strong>\uff1a\u6d41\u7a0b\u53ef\u4ee5\u4f5c\u4e3a\u8282\u70b9\u91cd\u7528\uff0c\u652f\u6301\u590d\u6742\u5e94\u7528\u6784\u5efa<\/li>\n<li><strong>\u6279\u5904\u7406(Batch)<\/strong>\uff1a\u652f\u6301\u6570\u636e\u5bc6\u96c6\u578b\u4efb\u52a1\u7684\u5e76\u884c\u5904\u7406<\/li>\n<\/ul>\n<h3>3. \u5f00\u53d1\u6d41\u7a0b\u6307\u5357<\/h3>\n<ol>\n<li><strong>\u8bbe\u8ba1\u9636\u6bb5<\/strong>\n<ul>\n<li>\u786e\u5b9a\u9ad8\u5c42\u6d41\u7a0b\u548c\u8282\u70b9\u7ed3\u6784<\/li>\n<li>\u8bbe\u8ba1\u5171\u4eab\u5185\u5b58\u7ed3\u6784<\/li>\n<li>\u5b9a\u4e49\u6570\u636e\u5b57\u6bb5\u548c\u66f4\u65b0\u65b9\u5f0f<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b9e\u73b0\u9636\u6bb5<\/strong>\n<ul>\n<li>\u4ece\u7b80\u5355\u5b9e\u73b0\u5f00\u59cb<\/li>\n<li>\u9010\u6b65\u6dfb\u52a0\u590d\u6742\u529f\u80fd<\/li>\n<li>\u4f7f\u7528LLM\u52a9\u624b\u8f85\u52a9\u5f00\u53d1<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f7f\u7528LLM\u52a9\u624b\u5f00\u53d1<\/strong>\n<ul>\n<li><strong>\u4f7f\u7528Claude\u9879\u76ee\u5f00\u53d1<\/strong>\uff1a\n<ol>\n<li>\u521b\u5efa\u65b0\u9879\u76ee\u5e76\u4e0a\u4f20\u6587\u6863<\/li>\n<li>\u8bbe\u7f6e\u9879\u76ee\u81ea\u5b9a\u4e49\u6307\u4ee4<\/li>\n<li>\u8ba9Claude\u534f\u52a9\u8bbe\u8ba1\u548c\u5b9e\u73b0<\/li>\n<\/ol>\n<\/li>\n<li><strong>\u4f7f\u7528ChatGPT\u5f00\u53d1<\/strong>\uff1a\n<ol>\n<li>\u4f7f\u7528\u4e13\u95e8\u7684GPT\u52a9\u624b<\/li>\n<li>\u53ef\u9009\u62e9\u4f7f\u7528\u8f83\u65b0\u6a21\u578b\u8fdb\u884c\u4ee3\u7801\u5f00\u53d1<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>4. \u5165\u95e8\u793a\u4f8b<\/h3>\n<p>\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u5165\u95e8\u6559\u7a0b\uff0c\u5c55\u793a\u5982\u4f55\u5b9e\u73b0Paul Graham\u6587\u7ae0\u6458\u8981\u548cQA\u4ee3\u7406\u7cfb\u7edf\uff0c\u53ef\u4ee5\u901a\u8fc7Google Colab\u5feb\u901f\u4e0a\u624b\u4f53\u9a8c\u3002<\/p>\n<h3>5. \u6700\u4f73\u5b9e\u8df5<\/h3>\n<ul>\n<li>\u4ece\u7b80\u5355\u529f\u80fd\u5f00\u59cb\uff0c\u9010\u6b65\u6269\u5c55<\/li>\n<li>\u5145\u5206\u5229\u7528LLM\u52a9\u624b\u8fdb\u884c\u5f00\u53d1<\/li>\n<li>\u53c2\u8003\u6587\u6863\u4e2d\u7684\u793a\u4f8b\u4ee3\u7801<\/li>\n<li>\u4f7f\u7528\u5185\u7f6e\u7684\u8c03\u8bd5\u548c\u6d4b\u8bd5\u5de5\u5177<\/li>\n<li>\u5173\u6ce8\u9879\u76ee\u66f4\u65b0\u548c\u793e\u533a\u8ba8\u8bba<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>miniLLMFlow\u662f\u4e00\u4e2a\u6781\u7b80\u4e3b\u4e49\u7684\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u5f00\u53d1\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u4ee3\u7801\u4ec5\u5305\u542b100\u884c\uff0c\u5f70\u663e\u4e86&#8221;\u5927\u9053\u81f3\u7b80&#8221;\u7684\u8bbe\u8ba1\u7406\u5ff5\u3002\u8be5\u6846\u67b6\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u8ba9AI\u52a9\u624b\uff08\u5982ChatGPT\u3001Claude\u7b49\uff09\u80fd\u591f\u81ea\u4e3b\u7f16\u7a0b\uff0c\u652f\u6301\u591a\u667a\u80fd\u4f53\u3001&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61587,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,201],"class_list":["post-17734","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-aizhinengti"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/17734","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=17734"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/17734\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61587"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=17734"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=17734"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=17734"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}