{"id":12490,"date":"2024-09-28T16:02:33","date_gmt":"2024-09-28T08:02:33","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=12490"},"modified":"2025-07-04T07:29:53","modified_gmt":"2025-07-03T23:29:53","slug":"prompt-optimization-textgrad-dspy","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/12490-prompt-optimization-textgrad-dspy","title":{"rendered":"\u63d0\u793a\u8a5e Prompt \u81ea\u52d5\u6700\u4f73\u5316: Textgrad \u548c DSPy \u901a\u7528\u7bc4\u4f8b"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Prompt \u81ea\u52d5\u6700\u4f73\u5316\u7684\u601d\u8def\uff0c\u5c31\u662f\u7528 AI \u8fed\u4ee3\u7522\u751f\u4e0a\u767e\u4e0a\u5343\u500b\u63d0\u793a\u8a5e\uff0c\u900f\u904e\u81ea\u52d5\u5316\u8a55\u4f30\uff0c\u5f9e\u4e2d\u6311\u4e00\u500b\u8868\u73fe\u6700\u597d\u7684 prompt\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u5ef6\u7e8c <a href=\"https:\/\/ihower.tw\/blog\/archives\/12444\">\u8a55\u4f30\u9a45\u52d5\u958b\u767c<\/a> \u7684\u6f14\u8b1b\u5167\u5bb9\uff0c\u6211\u7528 <a href=\"https:\/\/textgrad.com\/\">Textgrad<\/a> \u548c <a href=\"https:\/\/dspy-docs.vercel.app\/\">DSPy<\/a> \u9019\u5169\u500b\u53f2\u4e39\u4f5b\u5927\u5b78\u51fa\u54c1\u7684\u6700\u4f73\u5316\u6846\u67b6\uff0c\u5206\u5225\u505a\u4e86\u901a\u7528\u7bc4\u4f8b\u3002\u53ea\u9700\u8981\u7d66\u4efb\u52d9\u63cf\u8ff0\uff0c\u5c31\u53ef\u4ee5\u5feb\u901f\u5b8c\u6210 Prompt \u81ea\u52d5\u6700\u4f73\u5316\u7684\u904e\u7a0b\uff0c\u62ff\u5230\u53b2\u5bb3\u7684 prompt \u7d50\u679c\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">Textgrad \u6700\u4f73\u5316 colab \u7bc4\u4f8b<\/h3>\n\n\n\n<p>2024\/9\/18 \u5728 <a href=\"https:\/\/linktr.ee\/gaimeetup\">\u751f\u6210\u5f0f AI \u5c0f\u805a<\/a> \u5206\u4eab\u7684 <a href=\"https:\/\/colab.research.google.com\/drive\/1PB4Y5LXNz19vHlFhoBlz86VChVM0Nsqf?usp=sharing\">Google Colab \u7a0b\u5f0f\u78bc<\/a>: \u4f7f\u7528 <a href=\"https:\/\/textgrad.com\/\">Textgrad<\/a> \u9032\u884c system prompt \u7684\u6700\u4f73\u5316\uff0c\u53ea\u9700\u8981\u6709 OpenAI API key \u4ee5\u53ca\u4fee\u6539\u4e00\u4e0b\u53c3\u6578\u5c31\u53ef\u4ee5\u8dd1\u4e86\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Textgrad \u662f\u7531\u53f2\u4e39\u4f5b\u5927\u5b78\u63d0\u51fa\u7684\u4e00\u500b\u6700\u4f73\u5316\u6846\u67b6\uff0c\u63a1\u7528\u6587\u672c\u68af\u5ea6\u4e0b\u964d\u7684\u8fed\u4ee3\u512a\u5316\u65b9\u5f0f<\/li>\n\n\n\n<li>\u8dd1\u51fa\u4f86\u7684\u7d50\u679c\u662f\u4e00\u500b\u975e\u5e38\u53b2\u5bb3\u7684 zero-shot system prompt<\/li>\n\n\n\n<li><strong>\u6b64 Colab \u9069\u5408\u6c92\u6709\u6a19\u6e96\u7b54\u6848\u7684\u5834\u666f<\/strong>\uff0c\u8a55\u4f30\u7684\u90e8\u5206\u63a1\u7528 LLM \u81ea\u52d5\u5316\u8a55\u4f30<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u4f73\u5316\u904e\u7a0b\u8aaa\u660e<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f7f\u7528 o1-preview \u5408\u6210\u8a13\u7df4QA\u7bc4\u4f8b (\u82e5\u4f60\u6c92\u6709 o1 API \u6b0a\u9650\uff0c\u53ef\u4ee5\u63db\u6210 gpt-4o)<\/li>\n\n\n\n<li>\u4f7f\u7528 gpt-4o \u9032\u884c textgrad \u6700\u4f73\u5316\uff0c\u63a1\u7528 LLM-as-a-judge \u81ea\u52d5\u5316\u8a55\u4f30<\/li>\n\n\n\n<li>\u7522\u751f\u9069\u5408 gpt-4o-mini \u57f7\u884c\u7684 system prompt<\/li>\n<\/ol>\n\n\n\n<p>\u57fa\u672c\u4e0a\u5c31\u662f\u7528\u6700\u8cb4\u6700\u8070\u660e\u7684\u6a21\u578b\uff0c\u4f86\u7522\u751f\u5728\u7279\u5b9a\u5834\u666f\u4e0b\u7528\u4fbf\u5b9c\u6a21\u578b\u57f7\u884c\u6548\u679c\u6700\u597d\u7684 prompt\u3002<\/p>\n\n\n\n<p>\u6210\u672c: \u5728\u5408\u621010\u500b\u7bc4\u4f8b\u7684\u60c5\u6cc1\u4e0b\uff0c\u6b64\u6700\u4f73\u5316\u8fed\u4ee3\u5927\u7d04\u8981\u82b15\u5206\u9418\uff0c\u8017\u8cbb USD 0.8 \u7f8e\u91d1<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">DSPy \u6700\u4f73\u5316 colab \u7bc4\u4f8b<\/h3>\n\n\n\n<p>2024\/9\/28 \u5728 <a href=\"https:\/\/conf2024.aiacademy.tw\/wen-tien-chang-ihower\/\">\u4eba\u5de5\u667a\u6167\u5e74\u6703<\/a> \u5206\u4eab\u7684 <a href=\"https:\/\/colab.research.google.com\/drive\/1vlMSWDlic41ou-9rHLdrU15WXKYA-SQu?usp=sharing\">Google Colab \u7a0b\u5f0f\u78bc<\/a>: \u4f7f\u7528 <a href=\"https:\/\/dspy-docs.vercel.app\/\">DSPy<\/a> \u9032\u884c\u5206\u985e few-shot prompt \u7684\u6700\u4f73\u5316\uff0c\u53ea\u9700\u8981\u6709 OpenAI API key \u4ee5\u53ca\u4fee\u6539\u4e00\u4e0b\u53c3\u6578\u5c31\u53ef\u4ee5\u8dd1\u4e86\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 DSPy \u9032\u884c\u5206\u985e\u4efb\u52d9 few-shot prompt \u7684\u6700\u4f73\u5316\uff0c\u53ea\u9700\u8981\u6709 OpenAI API key \u4ee5\u53ca\u4fee\u6539\u53c3\u6578\u5c31\u53ef\u4ee5\u8dd1\u4e86\u3002<\/li>\n\n\n\n<li>DSPy \u662f\u7531\u53f2\u4e39\u4f5b\u5927\u5b78\u63d0\u51fa\u7684\u4e00\u500b\u6700\u4f73\u5316\u6846\u67b6\uff0c\u900f\u904e\u5beb pipeline \u7a0b\u5f0f\uff0c\u4f86\u6700\u4f73\u5316 few-shot examples \u548c prompt \u7684\u6846\u67b6<\/li>\n\n\n\n<li>\u8dd1\u51fa\u4f86\u7684\u7d50\u679c\u662f\u4e00\u500b\u6e96\u78ba\u7387\u8d85\u9ad8\u7684 few-shot prompt<\/li>\n\n\n\n<li><strong>\u6b64 Colab \u9069\u5408\u6709\u6a19\u6e96\u7b54\u6848\u7684\u5206\u985e\u5834\u666f<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u6700\u4f73\u5316\u904e\u7a0b\u8aaa\u660e<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f7f\u7528 o1-preview \u5408\u6210\u8a13\u7df4QA\u7bc4\u4f8b<\/li>\n\n\n\n<li>\u4f7f\u7528 gpt-4o \u9032\u884c DSPy \u6700\u4f73\u5316\uff0c\u6703\u540c\u6642\u6700\u4f73\u5316 instruction \u548c\u6311\u9078\u6548\u679c\u6700\u597d\u7684 few-shot examples<\/li>\n\n\n\n<li>\u7522\u751f\u9069\u5408 gpt-4o-mini \u57f7\u884c\u7684 prompt<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Prompt \u81ea\u52d5\u6700\u4f73\u5316\u7684\u601d\u8def\uff0c\u5c31\u662f\u7528 AI \u8fed\u4ee3\u7522\u751f\u4e0a\u767e\u4e0a\u5343\u500b\u63d0\u793a\u8a5e\uff0c\u900f\u904e\u81ea\u52d5\u5316\u8a55\u4f30\uff0c\u5f9e\u4e2d\u6311\u4e00\u500b\u8868\u73fe\u6700\u597d\u7684  &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/12490-prompt-optimization-textgrad-dspy\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u63d0\u793a\u8a5e Prompt \u81ea\u52d5\u6700\u4f73\u5316: Textgrad \u548c DSPy \u901a\u7528\u7bc4\u4f8b\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[80],"tags":[],"class_list":["post-12490","post","type-post","status-publish","format-standard","hentry","category-llm","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3fs","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12490","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=12490"}],"version-history":[{"count":6,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12490\/revisions"}],"predecessor-version":[{"id":12500,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/12490\/revisions\/12500"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=12490"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=12490"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=12490"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}