{"id":20157,"date":"2025-02-03T12:40:44","date_gmt":"2025-02-03T04:40:44","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20157"},"modified":"2025-02-03T12:40:44","modified_gmt":"2025-02-03T04:40:44","slug":"dspy-examples","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/dspy-examples\/","title":{"rendered":"DSPy Examples\uff1a\u5c55\u793aDSPy\u529f\u80fd\u7684\u5b9e\u7528\u793a\u4f8b"},"content":{"rendered":"<p>DSPy\u793a\u4f8b\u4ee3\u7801\u5e93\u662f\u4e00\u4e2a\u7531Langtrace AI\u56e2\u961f\u7ef4\u62a4\u7684GitHub\u4ee3\u7801\u5e93\uff0c\u5c55\u793a\u4e86\u4f7f\u7528DSPy\u6784\u5efa\u7684\u5404\u79cdAI\u7a0b\u5e8f\u793a\u4f8b\u3002\u8be5\u4ee3\u7801\u5e93\u65e8\u5728\u901a\u8fc7\u5b9e\u9645\u793a\u4f8b\u5c55\u793aDSPy\u7684\u591a\u79cd\u529f\u80fd\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7406\u89e3\u548c\u5e94\u7528DSPy\u8fdb\u884cAI\u7a0b\u5e8f\u5f00\u53d1\u3002\u4ee3\u7801\u5e93\u7ed3\u6784\u6e05\u6670\uff0c\u6bcf\u4e2a\u793a\u4f8b\u7a0b\u5e8f\u90fd\u5305\u542b\u8be6\u7ec6\u7684\u4ee3\u7801\u548c\u6570\u636e\u96c6\uff0c\u4fbf\u4e8e\u7528\u6237\u5b66\u4e60\u548c\u53c2\u8003\u3002<\/p>\n<p>\u76f8\u5173\uff1a<a href=\"https:\/\/www.kdjingpai.com\/langwatch\/\">LangWatch\uff1a\u57fa\u4e8eDSPy \u6846\u67b6\u76d1\u63a7\u4e0e\u4f18\u5316LLM\u6d41\u7a0b\u7684\u53ef\u89c6\u5316\u5de5\u5177<\/a><\/p>\n<p><img decoding=\"async\" title=\"DSPy Examples\uff1a\u5c55\u793aDSPy\u529f\u80fd\u7684\u5b9e\u7528\u793a\u4f8b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/36265ae0cc2b6c7.jpg\" alt=\"DSPy Examples\uff1a\u5c55\u793aDSPy\u529f\u80fd\u7684\u5b9e\u7528\u793a\u4f8b-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u793a\u4f8b\u7a0b\u5e8f\u96c6\u5408<\/strong>\uff1a\u5305\u542b\u591a\u4e2a\u4f7f\u7528DSPy\u6784\u5efa\u7684AI\u7a0b\u5e8f\u793a\u4f8b\u3002<\/li>\n<li><strong>\u7a0b\u5e8f\u7ed3\u6784\u6e05\u6670<\/strong>\uff1a\u6bcf\u4e2a\u793a\u4f8b\u7a0b\u5e8f\u90fd\u5305\u542b\u6570\u636e\u96c6\u3001\u4e3b\u7a0b\u5e8f\u903b\u8f91\u548c\u8fd0\u884c\u5165\u53e3\u6587\u4ef6\u3002<\/li>\n<li><strong>\u591a\u7a0b\u5e8f\u534f\u4f5c<\/strong>\uff1a\u90e8\u5206\u793a\u4f8b\u5c55\u793a\u4e86\u591a\u4e2aDSPy\u7a0b\u5e8f\u534f\u540c\u5de5\u4f5c\u7684\u590d\u5408\u7cfb\u7edf\u3002<\/li>\n<li><strong>\u8d21\u732e\u6307\u5357<\/strong>\uff1a\u63d0\u4f9b\u8be6\u7ec6\u7684\u8d21\u732e\u6307\u5357\uff0c\u9f13\u52b1\u7528\u6237\u53c2\u4e0e\u4ee3\u7801\u5e93\u7684\u6539\u8fdb\u3002<\/li>\n<li><strong>MIT\u8bb8\u53ef\u8bc1<\/strong>\uff1a\u4ee3\u7801\u5e93\u91c7\u7528MIT\u8bb8\u53ef\u8bc1\uff0c\u5141\u8bb8\u81ea\u7531\u4f7f\u7528\u548c\u4fee\u6539\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u514b\u9686\u4ee3\u7801\u5e93<\/strong>\uff1a\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686\u4ee3\u7801\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/github.com\/mbakgun\/dspy-examples.git\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u8fdb\u5165\u76ee\u5f55<\/strong>\uff1a\u8fdb\u5165\u514b\u9686\u7684\u4ee3\u7801\u5e93\u76ee\u5f55\uff1a<\/li>\n<\/ol>\n<pre><code>   cd dspy-examples\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\u4f7f\u7528pip\u5b89\u88c5\u6240\u9700\u7684\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install -r requirements.txt\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u793a\u4f8b\u7a0b\u5e8f<\/h3>\n<ol>\n<li><strong>\u5bfc\u822a\u5230\u793a\u4f8b\u7a0b\u5e8f\u6587\u4ef6\u5939<\/strong>\uff1a\u6839\u636e\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u793a\u4f8b\u7a0b\u5e8f\uff0c\u8fdb\u5165\u5bf9\u5e94\u7684\u6587\u4ef6\u5939\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ol>\n<pre><code>   cd src\/example_program\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u8fd0\u884c\u7a0b\u5e8f<\/strong>\uff1a\u6267\u884c<code>run.py<\/code>\u6587\u4ef6\u4ee5\u8fd0\u884c\u793a\u4f8b\u7a0b\u5e8f\uff1a<\/li>\n<\/ol>\n<pre><code>   python run.py\r\n<\/code><\/pre>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ul>\n<li><strong>\u6570\u636e\u96c6\u51c6\u5907<\/strong>\uff1a\u6bcf\u4e2a\u793a\u4f8b\u7a0b\u5e8f\u6587\u4ef6\u5939\u4e2d\u5305\u542b\u4e00\u4e2a<code>dataset<\/code>\u6587\u4ef6\u5939\uff0c\u5b58\u653e\u7a0b\u5e8f\u6240\u9700\u7684\u6570\u636e\u96c6\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u8981\u66ff\u6362\u6216\u4fee\u6539\u6570\u636e\u96c6\u3002<\/li>\n<li><strong>\u4e3b\u7a0b\u5e8f\u903b\u8f91<\/strong>\uff1a<code>program.py<\/code>\u6587\u4ef6\u5305\u542b\u793a\u4f8b\u7a0b\u5e8f\u7684\u4e3b\u8981\u903b\u8f91\u4ee3\u7801\u3002\u7528\u6237\u53ef\u4ee5\u9605\u8bfb\u548c\u4fee\u6539\u6b64\u6587\u4ef6\u4ee5\u4e86\u89e3\u7a0b\u5e8f\u7684\u5177\u4f53\u5b9e\u73b0\u3002<\/li>\n<li><strong>\u7b7e\u540d\u5b9a\u4e49<\/strong>\uff1a<code>signatures.py<\/code>\u6587\u4ef6\u5b9a\u4e49\u4e86\u7a0b\u5e8f\u4e2d\u4f7f\u7528\u7684\u7b7e\u540d\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u8981\u6dfb\u52a0\u6216\u4fee\u6539\u7b7e\u540d\u3002<\/li>\n<li><strong>\u590d\u5408\u7cfb\u7edf<\/strong>\uff1a\u90e8\u5206\u793a\u4f8b\u5c55\u793a\u4e86\u591a\u4e2aDSPy\u7a0b\u5e8f\u534f\u540c\u5de5\u4f5c\u7684\u590d\u5408\u7cfb\u7edf\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u7528\u6237\u9700\u8981\u8fd0\u884c\u6bcf\u4e2a\u5b50\u7a0b\u5e8f\u7684<code>run.py<\/code>\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<h3>\u8d21\u732e\u6307\u5357<\/h3>\n<ol>\n<li><strong>\u5206\u53c9\u4ee3\u7801\u5e93<\/strong>\uff1a\u5728GitHub\u4e0a\u70b9\u51fbFork\u6309\u94ae\u5206\u53c9\u4ee3\u7801\u5e93\u3002<\/li>\n<li><strong>\u521b\u5efa\u65b0\u5206\u652f<\/strong>\uff1a\u4e3a\u60a8\u7684\u529f\u80fd\u6216\u4fee\u590d\u521b\u5efa\u4e00\u4e2a\u65b0\u5206\u652f\uff1a<\/li>\n<\/ol>\n<pre><code>   git checkout -b feature-branch\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u63d0\u4ea4\u66f4\u6539<\/strong>\uff1a\u8fdb\u884c\u66f4\u6539\u5e76\u63d0\u4ea4\uff1a<\/li>\n<\/ol>\n<pre><code>   git add .\r\ngit commit -m \"\u63cf\u8ff0\u60a8\u7684\u66f4\u6539\"\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li><strong>\u63a8\u9001\u66f4\u6539<\/strong>\uff1a\u5c06\u66f4\u6539\u63a8\u9001\u5230\u60a8\u7684\u5206\u53c9\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>   git push origin feature-branch\r\n<\/code><\/pre>\n<ol start=\"5\">\n<li><strong>\u63d0\u4ea4\u62c9\u53d6\u8bf7\u6c42<\/strong>\uff1a\u5728GitHub\u4e0a\u63d0\u4ea4\u62c9\u53d6\u8bf7\u6c42\uff0c\u63cf\u8ff0\u60a8\u7684\u66f4\u6539\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>DSPy\u793a\u4f8b\u4ee3\u7801\u5e93\u662f\u4e00\u4e2a\u7531Langtrace AI\u56e2\u961f\u7ef4\u62a4\u7684GitHub\u4ee3\u7801\u5e93\uff0c\u5c55\u793a\u4e86\u4f7f\u7528DSPy\u6784\u5efa\u7684\u5404\u79cdAI\u7a0b\u5e8f\u793a\u4f8b\u3002\u8be5\u4ee3\u7801\u5e93\u65e8\u5728\u901a\u8fc7\u5b9e\u9645\u793a\u4f8b\u5c55\u793aDSPy\u7684\u591a\u79cd\u529f\u80fd\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7406\u89e3\u548c\u5e94\u7528DSPy\u8fdb\u884cAI\u7a0b\u5e8f\u5f00\u53d1\u3002\u4ee3\u7801\u5e93\u7ed3\u6784\u6e05\u6670\uff0c\u6bcf&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61767,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-20157","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/20157","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=20157"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/20157\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61767"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=20157"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=20157"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=20157"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}