{"id":46279,"date":"2023-05-01T06:25:29","date_gmt":"2023-06-12T01:16:46","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46279-2\/"},"modified":"2024-04-30T02:06:04","modified_gmt":"2024-04-29T18:06:04","slug":"46279-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46279-2\/","title":{"rendered":""},"content":{"rendered":"<p>Jupyter Notebook\u3067\u306e\u4f5c\u696d\u304c\u4e00\u606f\u3064\u3044\u305f\u3068\u3053\u308d\u3067\u3001\u3075\u3068\u7591\u554f\u304c\u6d6e\u304b\u3093\u3060\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\u300c\u3053\u306eJupyter Notebook\u4e0a\u3067\u3001\u3044\u3064\u3082\u304a\u4e16\u8a71\u306b\u306a\u3063\u3066\u3044\u308b\u3042\u306eChatGPT\u3092\u4f7f\u3048\u305f\u3089\u6700\u9ad8\u306a\u306e\u306b\u300d\u3068\u3002\u3057\u304b\u3057\u3001GPT-4\u306f\u4f7f\u3048\u308b\u3082\u306e\u306e\u3001\u307e\u308b\u3067\u60aa\u622f\u306b\u3082ChatGPT\u306f\u4f7f\u3048\u306a\u3044\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4eca\u65e5\u306f\u305d\u306e\u58c1\u3092\u8d8a\u3048\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30b3\u30fc\u30c9\u306f\u82e5\u5e72\u5730\u5473\u306a\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u6700\u5f8c\u307e\u3067\u898b\u5c4a\u3051\u3066\u3044\u305f\u3060\u3051\u308c\u3070Jupyter Notebook\u4e0a\u3067ChatGPT\u3092\u4f7f\u3046\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n<h3>\u5fc5\u8981\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<div>!pip install openai<\/div>\n<h3>Azure API\u30ad\u30fc\u306e\u8a2d\u5b9a<\/h3>\n<p>\u74b0\u5883\u5909\u6570\u306b\u8a2d\u5b9a\u3092\u3059\u308b\u524d\u63d0\u3067\u3059\u304c\u3001\u3053\u3053\u3067\u306f .env \u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002\u5404\u74b0\u5883\u306b\u5408\u308f\u305b\u3066jupyter notebook\u3092\u5b9f\u884c\u3059\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b .env \u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<h4>Azure OpenAI Service\u306e\u5834\u5408<\/h4>\n<div>OPENAI_API_BASE=[YOUR RESOURCE NAME]<br \/>\nOPENAI_API_KEY=****************<\/div>\n<h4>OpenAI\u306e\u5834\u5408<\/h4>\n<div>OPENAI_API_KEY=sk-*************************<\/div>\n<h3>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u8a8d\u8a3c<\/h3>\n<h4>Azure OpenAI Service\u306e\u5834\u5408<\/h4>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"n\">os<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"n\">openai<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"n\">dotenv<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">load_dotenv<\/span>\r\n<span class=\"n\">OPENAI_API_BASE<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"nf\">getenv<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">OPENAI_API_BASE<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">api_type<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">azure<\/span><span class=\"sh\">\"<\/span>\r\n<span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">api_base<\/span> <span class=\"o\">=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/<\/span><span class=\"si\">{<\/span><span class=\"n\">OPENAI_API_BASE<\/span><span class=\"si\">}<\/span><span class=\"s\">.openai.azure.com\/<\/span><span class=\"sh\">\"<\/span>\r\n<span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">api_version<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">2023-03-15-preview<\/span><span class=\"sh\">\"<\/span>\r\n<span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">AZURE_OPENAI_KEY<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<h4>OpenAI\u306e\u5834\u5408<\/h4>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"n\">os<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"n\">openai<\/span>\r\n<span class=\"kn\">from<\/span> <span class=\"n\">dotenv<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">load_dotenv<\/span>\r\n\r\n<span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">AZURE_OPENAI_KEY<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<h3>ChatGPT\u95a2\u6570\u306e\u5b9a\u7fa9<\/h3>\n<h4>Azure OpenAI Service\u306e\u5834\u5408<\/h4>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u51fa\u529b\u7528\r\n<\/span><span class=\"kn\">from<\/span> <span class=\"n\">IPython.display<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">display<\/span><span class=\"p\">,<\/span> <span class=\"n\">Markdown<\/span>\r\n\r\n<span class=\"k\">def<\/span> <span class=\"nf\">chat<\/span><span class=\"p\">(<\/span><span class=\"n\">messages<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">ChatCompletion<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">(<\/span>\r\n        <span class=\"n\">engine<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Azure OpenAI Studio\u3067Deploy\u3057\u305fDeploy Name<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"n\">messages<\/span>\r\n    <span class=\"p\">)<\/span>\r\n    <span class=\"k\">return<\/span> <span class=\"n\">response<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">choices<\/span><span class=\"sh\">\"<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"sh\">\"<\/span><span class=\"s\">message<\/span><span class=\"sh\">\"<\/span><span class=\"p\">][<\/span><span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\r\n<span class=\"c1\"># \u4f1a\u8a71\u5c65\u6b74\u3092\u521d\u671f\u5316\r\n<\/span><span class=\"n\">conversation_history<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\r\n    <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">system<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">You are a helpful assistant.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">}<\/span>\r\n<span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<h4>OpenAI\u306e\u5834\u5408<\/h4>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u51fa\u529b\u7528\r\n<\/span><span class=\"kn\">from<\/span> <span class=\"n\">IPython.display<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">display<\/span><span class=\"p\">,<\/span> <span class=\"n\">Markdown<\/span>\r\n\r\n<span class=\"k\">def<\/span> <span class=\"nf\">chat<\/span><span class=\"p\">(<\/span><span class=\"n\">messages<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">openai<\/span><span class=\"p\">.<\/span><span class=\"n\">ChatCompletion<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">(<\/span>\r\n        <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"n\">engine<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">gpt-4<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"n\">messages<\/span>\r\n    <span class=\"p\">)<\/span>\r\n    <span class=\"k\">return<\/span> <span class=\"n\">response<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">choices<\/span><span class=\"sh\">\"<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"sh\">\"<\/span><span class=\"s\">message<\/span><span class=\"sh\">\"<\/span><span class=\"p\">][<\/span><span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\r\n\r\n<span class=\"c1\"># \u4f1a\u8a71\u5c65\u6b74\u3092\u521d\u671f\u5316\r\n<\/span><span class=\"n\">conversation_history<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\r\n    <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">system<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">You are a helpful assistant.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">}<\/span>\r\n<span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<h3>ChatGPT\u3063\u307d\u3044\u4f7f\u3044\u65b9<\/h3>\n<pre class=\"post-pre\"><code><span class=\"n\">message<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">\u3053\u3053\u306bChatGPT\u306b\u6295\u3052\u308b\u8cea\u554f\u3092\u5165\u529b<\/span><span class=\"sh\">\"<\/span>\r\n<span class=\"n\">conversation_history<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">({<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">user<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">message<\/span><span class=\"p\">})<\/span>\r\n<span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">chat<\/span><span class=\"p\">(<\/span><span class=\"n\">conversation_history<\/span><span class=\"p\">)<\/span>\r\n<span class=\"nf\">display<\/span><span class=\"p\">(<\/span><span class=\"nc\">Markdown<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/span><span class=\"p\">))<\/span>\r\n<span class=\"n\">conversation_history<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">({<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">assistant<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">response<\/span><span class=\"p\">})<\/span>\r\n<\/code><\/pre>\n<p>\u5b9f\u884c\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u00a0display\u304cMarkdown\u3092\u7dba\u9e97\u306b\u51fa\u529b\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63d037434c4406d02f79\/22-0.png\" alt=\"\" \/><\/div>\n<h3>\u307e\u3068\u3081<\/h3>\n","protected":false},"excerpt":{"rendered":"<p>Jupyter Notebook\u3067\u306e\u4f5c\u696d\u304c\u4e00\u606f\u3064\u3044\u305f\u3068\u3053\u308d\u3067\u3001\u3075\u3068\u7591\u554f\u304c\u6d6e\u304b\u3093\u3060\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\u300c\u3053\u306eJu [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46279","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>- Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/46279-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"Jupyter Notebook\u3067\u306e\u4f5c\u696d\u304c\u4e00\u606f\u3064\u3044\u305f\u3068\u3053\u308d\u3067\u3001\u3075\u3068\u7591\u554f\u304c\u6d6e\u304b\u3093\u3060\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\u300c\u3053\u306eJu [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46279-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-06-12T01:16:46+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T18:06:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63d037434c4406d02f79\/22-0.png\" \/>\n<meta name=\"author\" content=\"\u6e05, \u626c\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u6e05, \u626c\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/46279-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/46279-2\/\",\"name\":\"- Blog - Silicon 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