{"id":1924,"date":"2024-06-02T07:38:21","date_gmt":"2024-06-02T07:38:21","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1924"},"modified":"2024-06-02T07:38:21","modified_gmt":"2024-06-02T07:38:21","slug":"qingsongjichengsuoyoudamoxingyizhanshidamoxingyingyongkaifakuangjiaprompt","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/qingsongjichengsuoyoudamoxingyizhanshidamoxingyingyongkaifakuangjiaprompt.html","title":{"rendered":"\u8f7b\u677e\u96c6\u6210\u6240\u6709\u5927\u6a21\u578b\u2014\u2014\u4e00\u7ad9\u5f0f\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u6846\u67b6Promptulate"},"content":{"rendered":"<blockquote>\n<ul>\n<li>\ud83d\udc96 \u4f5c\u8005\u7b80\u4ecb\uff1a\u5927\u5bb6\u597d\uff0c\u6211\u662fZeeland\uff0c\u5927\u6a21\u578b\u521b\u4e1a\u3001LangChain Top Contributor\u3001\u7b97\u6cd5\u5de5\u7a0b\u5e08\u3001Promptulate founder\u3001Python\u5f00\u53d1\u8005\u3002<\/li>\n<li>\ud83d\udcdd \u6398\u91d1\u4e3b\u9875\uff1a<a href=\"https:\/\/juejin.cn\/user\/2977957413666151\/posts\" target=\"_blank\" title=\"https:\/\/juejin.cn\/user\/2977957413666151\/posts\" rel=\"noopener\">Zeeland<\/a>\ud83d\udd25<\/li>\n<li>\ud83d\udce3 \u6211\u7684\u535a\u5ba2\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.blog.zeeland.cn%2F\" target=\"_blank\" title=\"https:\/\/www.blog.zeeland.cn\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Zeeland<\/a><\/li>\n<li>\ud83d\udcda Github\u4e3b\u9875: <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FUndertone0809\" target=\"_blank\" title=\"https:\/\/github.com\/Undertone0809\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Undertone0809 (Zeeland)<\/a><\/li>\n<li>\ud83c\udf89 \u652f\u6301\u6211\uff1a\u70b9\u8d5e\ud83d\udc4d+\u6536\u85cf\u2b50\ufe0f+\u7559\u8a00\ud83d\udcdd<\/li>\n<li>\ud83d\udcac\u4ecb\u7ecd\uff1aThe mixture of software dev+Iot+ml+anything\ud83d\udd25<\/li>\n<\/ul>\n<\/blockquote>\n<h1 data-id=\"heading-0\">Introduction<\/h1>\n<p>\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FUndertone0809%2Fpromptulate\" target=\"_blank\" title=\"https:\/\/github.com\/Undertone0809\/promptulate\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Promptulate<\/a> \u96c6\u6210\u5e02\u9762\u4e0a\u5927\u90e8\u5206\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u672c\u5730\u6a21\u578b\uff0c\u8fdb\u884c\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u3002<\/p>\n<h2 data-id=\"heading-1\">\u9879\u76ee\u4ecb\u7ecd<\/h2>\n<p><strong>Promptulate<\/strong> \u662f <strong>Cogit Lab<\/strong> \u6253\u9020\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u6846\u67b6\uff0c\u901a\u8fc7 Pythonic \u7684\u5f00\u53d1\u8303\u5f0f\uff0c\u65e8\u5728\u4e3a\u5f00\u53d1\u8005\u4eec\u63d0\u4f9b\u4e00\u79cd\u6781\u5176\u7b80\u6d01\u800c\u9ad8\u6548\u7684 Agent \u5e94\u7528\u6784\u5efa\u4f53\u9a8c\u3002 \ud83d\udee0\ufe0f Promptulate \u7684\u6838\u5fc3\u7406\u5ff5\u5728\u4e8e\u501f\u9274\u5e76\u878d\u5408\u5f00\u6e90\u793e\u533a\u7684\u667a\u6167\uff0c\u96c6\u6210\u5404\u79cd\u5f00\u53d1\u6846\u67b6\u7684\u4eae\u70b9\uff0c\u4ee5\u6b64\u964d\u4f4e\u5f00\u53d1\u95e8\u69db\u5e76\u7edf\u4e00\u5f00\u53d1\u8005\u7684\u5171\u8bc6\u3002\u901a\u8fc7 Promptulate\uff0c\u4f60\u53ef\u4ee5\u7528\u6700\u7b80\u6d01\u7684\u4ee3\u7801\u6765\u64cd\u7eb5 LLM, Agent, Tool, RAG \u7b49\u7ec4\u4ef6\uff0c\u5927\u591a\u6570\u4efb\u52a1\u4ec5\u9700\u51e0\u884c\u4ee3\u7801\u5373\u53ef\u8f7b\u677e\u5b8c\u6210\u3002<\/p>\n<h2 data-id=\"heading-2\">\ud83d\udca1\u7279\u6027<\/h2>\n<ul>\n<li>\ud83d\udc0d Pythonic Code Style: \u91c7\u7528 Python \u5f00\u53d1\u8005\u7684\u4e60\u60ef\uff0c\u63d0\u4f9b Pythonic \u7684 SDK \u8c03\u7528\u65b9\u5f0f\uff0c\u4e00\u5207\u5c3d\u5728\u638c\u63e1\uff0c\u4ec5\u9700\u4e00\u4e2a pne.chat \u51fd\u6570\u4fbf\u53ef\u5c01\u88c5\u6240\u6709\u5fc5\u9700\u529f\u80fd\u3002<\/li>\n<li>\ud83e\udde0 \u6a21\u578b\u517c\u5bb9\u6027: \u652f\u6301\u5e02\u9762\u4e0a\u51e0\u4e4e\u6240\u6709\u7c7b\u578b\u7684\u5927\u6a21\u578b\uff0c\u5e76\u4e14\u53ef\u4ee5\u8f7b\u677e\u81ea\u5b9a\u4e49\u6a21\u578b\u4ee5\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u3002<\/li>\n<li>\ud83d\udd75\ufe0f\u200d\u2642\ufe0f \u591a\u6837\u5316 Agent: \u63d0\u4f9b WebAgent\u3001ToolAgent\u3001CodeAgent \u7b49\u591a\u79cd\u7c7b\u578b\u7684 Agent\uff0c\u5177\u5907\u8ba1\u5212\u3001\u63a8\u7406\u3001\u884c\u52a8\u7b49\u5904\u7406\u590d\u6742\u95ee\u9898\u7684\u80fd\u529b\u3002<\/li>\n<li>\ud83d\udd17 \u4f4e\u6210\u672c\u96c6\u6210: \u8f7b\u800c\u6613\u4e3e\u5730\u96c6\u6210\u5982 LangChain \u7b49\u4e0d\u540c\u6846\u67b6\u7684\u5de5\u5177\uff0c\u5927\u5e45\u964d\u4f4e\u96c6\u6210\u6210\u672c\u3002<\/li>\n<li>\ud83d\udd28 \u51fd\u6570\u5373\u5de5\u5177: \u5c06\u4efb\u610f Python \u51fd\u6570\u76f4\u63a5\u8f6c\u5316\u4e3a Agent \u53ef\u7528\u7684\u5de5\u5177\uff0c\u7b80\u5316\u4e86\u5de5\u5177\u7684\u521b\u5efa\u548c\u4f7f\u7528\u8fc7\u7a0b\u3002<\/li>\n<li>\ud83e\ude9d \u751f\u547d\u5468\u671f\u4e0e\u94a9\u5b50: \u63d0\u4f9b\u4e30\u5bcc\u7684 Hook \u548c\u5b8c\u5584\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u5141\u8bb8\u5728 Agent\u3001Tool\u3001LLM \u7684\u5404\u4e2a\u9636\u6bb5\u63d2\u5165\u81ea\u5b9a\u4e49\u4ee3\u7801\u3002<\/li>\n<li>\ud83d\udcbb \u7ec8\u7aef\u96c6\u6210: \u8f7b\u677e\u96c6\u6210\u5e94\u7528\u7ec8\u7aef\uff0c\u81ea\u5e26\u5ba2\u6237\u7aef\u652f\u6301\uff0c\u63d0\u4f9b prompt \u7684\u5feb\u901f\u8c03\u8bd5\u80fd\u529b\u3002<\/li>\n<li>\u23f1\ufe0f Prompt \u7f13\u5b58: \u63d0\u4f9b LLM Prompt \u7f13\u5b58\u673a\u5236\uff0c\u51cf\u5c11\u91cd\u590d\u5de5\u4f5c\uff0c\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/li>\n<\/ul>\n<h2 data-id=\"heading-3\">\u652f\u6301\u7684\u57fa\u7840\u6a21\u578b<\/h2>\n<p>pne \u96c6\u6210\u4e86 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FBerriAI%2Flitellm\" target=\"_blank\" title=\"https:\/\/github.com\/BerriAI\/litellm\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">litellm<\/a> \u7684\u80fd\u529b\uff0c\u652f\u6301\u51e0\u4e4e\u5e02\u9762\u4e0a\u6240\u6709\u7c7b\u578b\u7684\u5927\u6a21\u578b\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4ee5\u4e0b\u6a21\u578b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>Provider<\/th>\n<th><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2F%23basic-usage\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/#basic-usage\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Completion<\/a><\/th>\n<th><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fcompletion%2Fstream%23streaming-responses\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/completion\/stream#streaming-responses\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Streaming<\/a><\/th>\n<th><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fcompletion%2Fstream%23async-completion\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/completion\/stream#async-completion\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Async Completion<\/a><\/th>\n<th><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fcompletion%2Fstream%23async-streaming\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/completion\/stream#async-streaming\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Async Streaming<\/a><\/th>\n<th><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fembedding%2Fsupported_embedding\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/embedding\/supported_embedding\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Async Embedding<\/a><\/th>\n<th><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fimage_generation\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/image_generation\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Async Image Generation<\/a><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fopenai\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/openai\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">openai<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fazure\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/azure\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">azure<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Faws_sagemaker\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/aws_sagemaker\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">aws &#8211; sagemaker<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fbedrock\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/bedrock\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">aws &#8211; bedrock<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fvertex\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/vertex\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">google &#8211; vertex_ai [Gemini]<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fpalm\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/palm\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">google &#8211; palm<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fgemini\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/gemini\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">google AI Studio &#8211; gemini<\/a><\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fmistral\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/mistral\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">mistral ai api<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fcloudflare_workers\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/cloudflare_workers\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">cloudflare AI Workers<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fcohere\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/cohere\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">cohere<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fanthropic\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/anthropic\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">anthropic<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fhuggingface\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/huggingface\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">huggingface<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Freplicate\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/replicate\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">replicate<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Ftogetherai\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/togetherai\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">together_ai<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fopenrouter\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/openrouter\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">openrouter<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fai21\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/ai21\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">ai21<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fbaseten\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/baseten\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">baseten<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fvllm\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/vllm\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">vllm<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fnlp_cloud\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/nlp_cloud\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">nlp_cloud<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Faleph_alpha\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/aleph_alpha\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">aleph alpha<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fpetals\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/petals\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">petals<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Follama\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/ollama\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">ollama<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fdeepinfra\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/deepinfra\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">deepinfra<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fperplexity\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/perplexity\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">perplexity-ai<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fgroq\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/groq\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Groq AI<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fanyscale\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/anyscale\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">anyscale<\/a><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fvoyage\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/voyage\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">voyage ai<\/a><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders%2Fxinference\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\/xinference\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">xinference [Xorbits Inference]<\/a><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td>\u2705<\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8be6\u60c5\u53ef\u4ee5\u8df3\u8f6c <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.litellm.ai%2Fdocs%2Fproviders\" target=\"_blank\" title=\"https:\/\/docs.litellm.ai\/docs\/providers\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">litellm documentation<\/a> \u67e5\u770b\u6240\u6709\u652f\u6301\u7684\u6a21\u578b\u3002<\/p>\n<h2 data-id=\"heading-4\">\u5feb\u901f\u4e0a\u624b<\/h2>\n<p>\u4e0b\u9762\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Promptulate \u6765\u8c03\u7528 API \u6a21\u578b\u548c\u672c\u5730\u6a21\u578b\u3002<\/p>\n<ul>\n<li>\u9996\u5148\uff0c\u6253\u5f00\u7ec8\u7aef\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u6846\u67b6\uff1a<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">shell<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-shell code-block-extension-codeShowNum\" lang=\"shell\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pip install -U promptulate  <\/span>\n<\/code><\/pre>\n<blockquote>\n<p>\u6ce8\u610f\uff1aYour Python version should be 3.8 or higher.<\/p>\n<\/blockquote>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e0b\u9762\u7684\u65b9\u5f0f\u5341\u5206\u8f7b\u677e\u7684\u6784\u5efa\u8d77\u4efb\u4f55\u7b2c\u4e09\u65b9\u6a21\u578b\u7684\u8c03\u7528\uff0c\u4e0b\u9762\u7684\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u8c03\u7528\u4e00\u4e2a OpenAI gpt-4-1106-preview \u6a21\u578b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">import<\/span> os<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">import<\/span> promptulate <span class=\"hljs-keyword\">as<\/span> pne<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">os.environ[<span class=\"hljs-string\">\"OPENAI_API_KEY\"<\/span>] = <span class=\"hljs-string\">\"your key\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">resp: <span class=\"hljs-built_in\">str<\/span> = pne.chat(model=<span class=\"hljs-string\">\"ollama\/llama2\"<\/span>, messages = [{ <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"Hello, how are you?\"<\/span>,<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>}])<\/span>\n<\/code><\/pre>\n<p>\u5982\u679c\u4f60\u7684\u672c\u5730\u6a21\u578b\u4f7f\u7528 ollama\uff0c\u90a3\u4e48\u4f60\u53ef\u4ee5\u901a\u8fc7\u5982\u4e0b\u65b9\u5f0f\u8c03\u7528\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">import<\/span> promptulate <span class=\"hljs-keyword\">as<\/span> pne<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">resp: <span class=\"hljs-built_in\">str<\/span> = pne.chat(model=<span class=\"hljs-string\">\"ollama\/llama2\"<\/span>, messages = [{ <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"Hello, how are you?\"<\/span>,<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>}], model_config={<span class=\"hljs-string\">\"api_base\"<\/span>: <span class=\"hljs-string\">\"http:\/\/localhost:11434\"<\/span>})<\/span>\n<\/code><\/pre>\n<p>\u683c\u5f0f\u5316\u8f93\u51fa\u662f LLM \u5e94\u7528\u5f00\u53d1\u9c81\u68d2\u6027\u7684\u91cd\u8981\u57fa\u7840\uff0c\u6211\u4eec\u5e0c\u671b LLM \u53ef\u4ee5\u8fd4\u56de\u7a33\u5b9a\u7684\u6570\u636e\uff0c\u4f7f\u7528 pne\uff0c\u4f60\u53ef\u4ee5\u8f7b\u677e\u7684\u8fdb\u884c\u683c\u5f0f\u5316\u8f93\u51fa\uff0c\u4e0b\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528 pydantic \u7684 BaseModel \u5c01\u88c5\u8d77\u4e00\u4e2a\u9700\u8981\u8fd4\u56de\u7684\u6570\u636e\u7ed3\u6784\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">from<\/span> typing <span class=\"hljs-keyword\">import<\/span> <span class=\"hljs-type\">List<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">import<\/span> promptulate <span class=\"hljs-keyword\">as<\/span> pne<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">from<\/span> pydantic <span class=\"hljs-keyword\">import<\/span> BaseModel, Field<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title class_\">LLMResponse<\/span>(<span class=\"hljs-title class_ inherited__\">BaseModel<\/span>):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    provinces: <span class=\"hljs-type\">List<\/span>[<span class=\"hljs-built_in\">str<\/span>] = Field(description=<span class=\"hljs-string\">\"List of provinces name\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">resp: LLMResponse = pne.chat(<span class=\"hljs-string\">\"Please tell me all provinces in China.?\"<\/span>, output_schema=LLMResponse)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-built_in\">print<\/span>(resp)<\/span>\n<\/code><\/pre>\n<p><strong>Output:<\/strong><\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">text<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-text code-block-extension-codeShowNum\" lang=\"text\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">provinces=['Anhui', 'Fujian', 'Gansu', 'Guangdong', 'Guizhou', 'Hainan', 'Hebei', 'Heilongjiang', 'Henan', 'Hubei', 'Hunan', 'Jiangsu', 'Jiangxi', 'Jilin', 'Liaoning', 'Qinghai', 'Shaanxi', 'Shandong', 'Shanxi', 'Sichuan', 'Yunnan', 'Zhejiang', 'Taiwan', 'Guangxi', 'Nei Mongol', 'Ningxia', 'Xinjiang', 'Xizang', 'Beijing', 'Chongqing', 'Shanghai', 'Tianjin', 'Hong Kong', 'Macao']<\/span>\n<\/code><\/pre>\n<p>\u66f4\u591a\u793a\u4f8b\u8bf7\u53c2\u8003 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fundertone0809.github.io%2Fpromptulate%2F%23%2F\" target=\"_blank\" title=\"https:\/\/undertone0809.github.io\/promptulate\/#\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Promptulate Documentation<\/a><\/p>\n<h2 data-id=\"heading-5\">\u7ed3\u8bed<\/h2>\n<p><code>pne.chat()<\/code>\u4f5c\u4e3a\u4e00\u4e2a\u4e00\u7ad9\u5f0f\u7684AI\u5bf9\u8bdd\u5f00\u53d1\u89e3\u51b3\u65b9\u6848\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u4fbf\u5229\u6027\u548c\u5f3a\u5927\u529f\u80fd\u3002\u65e0\u8bba\u662f\u60f3\u8981\u5feb\u901f\u96c6\u6210LLM\uff0c\u8fd8\u662f\u9700\u8981\u6784\u5efa\u590d\u6742\u7684\u5bf9\u8bdd\u7cfb\u7edf\uff0c<code>pne.chat()<\/code>\u90fd\u80fd\u5927\u5927\u964d\u4f4e\u5f00\u53d1\u96be\u5ea6\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3002\u968f\u7740<code>promptulate<\/code>\u672a\u6765\u5bf9\u5de5\u5177\u548c\u68c0\u7d22\u65b9\u6cd5\u7684\u6301\u7eed\u6269\u5c55\uff0c<code>pne.chat()<\/code>\u5c06\u6210\u4e3aLLM\u5e94\u7528\u5f00\u53d1\u7684\u4e0d\u4e8c\u9009\u62e9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Promptulate \u96c6\u6210\u5e02\u9762\u4e0a\u5927\u90e8\u5206\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u672c\u5730\u6a21\u578b\uff0c\u8fdb\u884c\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u3002 \u9879\u76ee\u4ecb\u7ecd Promptulate \u662f Cogit Lab \u6253\u9020\u7684 AI<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"10","footnotes":""},"categories":[3],"tags":[128,129,136,126,127],"collection":[],"class_list":["post-1924","post","type-post","status-publish","format-standard","hentry","category-fenlei2","tag-128","tag-129","tag-136","tag-gpt","tag-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1924","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1924"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1924\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1924"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1924"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1924"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1924"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}