{"id":20419,"date":"2024-05-17T10:22:31","date_gmt":"2024-05-17T02:22:31","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=20419"},"modified":"2024-05-17T10:22:31","modified_gmt":"2024-05-17T02:22:31","slug":"gpt-4o%ef%bc%9a%e5%ae%9e%e7%8e%b0%e8%b7%a8%e8%b6%8a%e6%96%87%e6%9c%ac%e4%b8%8e%e8%a7%86%e8%a7%89%e7%9a%84%e6%99%ba%e8%83%bd%e4%ba%a4%e4%ba%92-%e5%8e%9f%e5%88%9b","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/05\/17\/20419\/","title":{"rendered":"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92 \u539f\u521b"},"content":{"rendered":"<div 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Free\u3001Plus\u548cTeam(\u5373\u5c06\u63a8\u51faEnterprise)\u4ee5\u53caChat Completions API\u3001Assistants API\u548cBatch API\u4e2d\u63d0\u4f9b\u3002\u8fd9\u610f\u5473\u7740\u4e0d\u4ec5\u666e\u901a\u7528\u6237(ToC)\u53ef\u4ee5\u901a\u8fc7ChatGPT\u4f53\u9a8c\u5230GPT-4o\u7684\u5f3a\u5927\u529f\u80fd\uff0c\u4f01\u4e1a\u7528\u6237(ToB)\u4e5f\u53ef\u4ee5\u901a\u8fc7API\u8bbf\u95ee\u65b0\u6a21\u578b\uff0c\u5c06\u5176\u96c6\u6210\u5230\u5404\u81ea\u7684\u4e1a\u52a1\u5e94\u7528\u4e2d\uff0c\u6ee1\u8db3\u4e0d\u540c\u573a\u666f\u7684\u9700\u6c42\u3002<\/p>\n<p>\u5bf9\u4e8eIT\u4ece\u4e1a\u8005\u6765\u8bf4\uff0c\u770b\u5230GPT-4o\u5728\u6587\u672c\u548c\u89c6\u89c9\u4e0a\u7684\u5f3a\u5927\u529f\u80fd\uff0c\u662f\u5426\u5df2\u7ecf\u8dc3\u8dc3\u6b32\u8bd5\u4e86\u5462?\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u901a\u8fc7API\u8c03\u7528\u5b9e\u73b0GPT-4o\u7684\u96c6\u6210\uff0c\u5e76\u901a\u8fc7\u5177\u4f53\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u5c55\u793a\u5982\u4f55\u5c06\u5176\u95ee\u7b54\u529f\u80fd\u548c\u56fe\u50cf\u7406\u89e3\u80fd\u529b\u6574\u5408\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\u3002<\/p>\n<p>\u65e2\u7136\u8981\u6d4b\u8bd5GPT-4o\u5728\u6587\u672c\u548c\u89c6\u89c9\u65b9\u9762\u7684\u80fd\u529b\uff0c\u6211\u4eec\u9700\u8981\u5c1d\u8bd5\u8c03\u7528\u65b0\u6a21\u578b\u8fdb\u884c\u63d0\u95ee\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u63d0\u51fa\u4e00\u4e2a\u590d\u6742\u7684\u6570\u5b66\u9898\u76ee\uff0c\u770b\u770bGPT-4o\u80fd\u5426\u51c6\u786e\u5730\u89e3\u7b54\u3002\u8fd9\u6837\u7684\u6d4b\u8bd5\u4e0d\u4ec5\u53ef\u4ee5\u68c0\u9a8cGPT-4o\u5728\u6570\u5b66\u63a8\u7406\u548c\u8ba1\u7b97\u4e0a\u7684\u80fd\u529b\uff0c\u4e5f\u80fd\u5c55\u793a\u5176\u5904\u7406\u590d\u6742\u6587\u672c\u95ee\u9898\u7684\u6027\u80fd\u3002<\/p>\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0c\u6211\u4eec\u8fd8\u5e94\u8be5\u5f15\u5165\u5176\u4ed6\u51e0\u4e2a\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\u6d4b\u8bd5\uff0c\u4f8b\u5982\u767e\u5ea6\u5343\u5e06\u7684Llama2-Chinese-7b\u7248\u672c\u3001Qwen-Plus\u4ee5\u53caGPT-3.5-Turbo\u3002\u901a\u8fc7\u5bf9\u6bd4\u8fd9\u4e9b\u6a21\u578b\u5728\u76f8\u540c\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u8fd9\u79cd\u5bf9\u6bd4\u6d4b\u8bd5\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u786e\u5b9aGPT-4o\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u9760\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30GPT-4o\u7684\u89c6\u89c9\u7406\u89e3\u80fd\u529b\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8f93\u5165\u4e00\u5f20\u98ce\u666f\u56fe\u7247\u548c\u4e00\u5f20\u6570\u5b66\u516c\u5f0f\u56fe\u7247\u6765\u6d4b\u8bd5\u5176\u56fe\u50cf\u8bc6\u522b\u548c\u7406\u89e3\u7684\u80fd\u529b\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u80fd\u591f\u76f4\u89c2\u5730\u770b\u5230GPT-4o\u5728\u5904\u7406\u89c6\u89c9\u4fe1\u606f\u4e0a\u7684\u8868\u73b0\uff0c\u9a8c\u8bc1\u5176\u5728\u591a\u6a21\u6001\u5904\u7406\u4e0a\u7684\u5353\u8d8a\u6027\u80fd\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u6211\u4eec\u5c06\u80fd\u591f\u6d4b\u8bd5GPT-4o\u5728\u6587\u672c\u548c\u89c6\u89c9\u5904\u7406\u4e0a\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u63a5\u4e0b\u6765\uff0c\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5177\u4f53\u7684\u6d4b\u8bd5\u65b9\u6cd5\u548c\u4ee3\u7801\u5b9e\u73b0\u3002<\/p>\n<h3>\u95ee\u7b54\u529f\u80fd\u7684\u5b9e\u73b0<\/h3>\n<p>\u524d\u9762\u5df2\u7ecf\u8bf4\u660e\u4e86\uff0c\u9700\u8981\u6d4b\u8bd5GPT-4o\u6a21\u578b\u5728\u95ee\u7b54\u65b9\u9762\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u5f02\u540c\uff0c\u540c\u65f6\u8fd8\u8981\u6d4b\u8bd5\u5176\u5728\u89c6\u89c9\u65b9\u9762\u7684\u80fd\u529b\u3002\u57fa\u4e8e\u5982\u4e0a\u7684\u601d\u8def\uff0c\u6211\u4eec\u9700\u8981\u68b3\u7406\u6267\u884c\u6b65\u9aa4\u3002\u9996\u5148\uff0c\u521b\u5efa\u4e00\u4e2a selected_model.py \u6587\u4ef6\uff0c\u7528\u6765\u5b58\u653e\u8bbf\u95ee\u4e0d\u540c\u5927\u6a21\u578b\u7684\u51fd\u6570\u3002\u4e3a\u4e86\u7b80\u5316\u4ee3\u7801\u5e76\u7edf\u4e00\u8c03\u7528\u8fd9\u4e9b\u5927\u6a21\u578b\uff0c\u6211\u4eec\u4f7f\u7528LangChain\u6846\u67b6\u3002LangChain\u6846\u67b6\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u65b9\u4fbf\u5730\u5207\u6362\u548c\u7ba1\u7406\u4e0d\u540c\u6a21\u578b\u7684\u8c03\u7528\u903b\u8f91\uff0c\u4f7f\u4ee3\u7801\u66f4\u52a0\u7b80\u6d01\u548c\u6613\u4e8e\u7ef4\u62a4\u3002\u63a5\u7740\uff0c\u521b\u5efa app.py \u6587\u4ef6\uff0c\u5229\u7528Streamlit\u521b\u5efa\u4e00\u4e2aWeb\u4ea4\u4e92\u754c\u9762\u3002\u5728\u8fd9\u4e2a\u754c\u9762\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u9009\u62e9\u6846\u9009\u62e9\u5bf9\u5e94\u7684\u5927\u6a21\u578b\uff0c\u7136\u540e\u5728\u63d0\u4f9b\u7684\u7a97\u53e3\u4e2d\u8f93\u5165\u95ee\u9898\u3002\u5f53\u7528\u6237\u63d0\u4ea4\u95ee\u9898\u8bf7\u6c42\u65f6(\u70b9\u51fb\u201c\u53d1\u9001\u201d\u6309\u94ae)\uff0capp.py \u6587\u4ef6\u5c06\u8c03\u7528 selected_model.py \u6587\u4ef6\u4e2d\u5199\u597d\u7684\u5927\u6a21\u578b\u51fd\u6570\uff0c\u5bf9\u7528\u6237\u7684\u8bf7\u6c42\u8fdb\u884c\u54cd\u5e94\uff0c\u5e76\u5c06\u54cd\u5e94\u5185\u5bb9\u8fd4\u56de\u5230 app.py \u6587\u4ef6\u4e2d\u8fdb\u884c\u5c55\u793a\u3002<\/p>\n<h4>\u521b\u5efaselected_model.py \u6587\u4ef6\uff0c\u6dfb\u52a0\u6a21\u578b\u8c03\u7528\u65b9\u6cd5<\/h4>\n<p>\u8fd9\u4e2a\u6587\u4ef6\u5305\u542b\u6240\u6709\u8bbf\u95ee\u4e0d\u540c\u5927\u6a21\u578b\u7684\u51fd\u6570\u3002\u6bcf\u4e2a\u51fd\u6570\u5bf9\u5e94\u4e00\u4e2a\u5927\u6a21\u578b\uff0c\u5e76\u901a\u8fc7LangChain\u6846\u67b6\u8fdb\u884c\u8c03\u7528\u3002\u8fd9\u4e9b\u51fd\u6570\u8d1f\u8d23\u63a5\u53d7\u7528\u6237\u7684\u95ee\u9898\u5e76\u8fd4\u56de\u76f8\u5e94\u7684\u7b54\u6848\u3002<\/p>\n<p>\u5148\u521b\u5efa\u8c03\u7528gpt-4o\u7684\u51fd\u6570\uff0c\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def get_response_from_gpt_4o(question:str):\r\n    llm = ChatOpenAI(model=\"gpt-4o\")\r\n    template = \"\"\"\u95ee\u9898: {question}\r\n    \u56de\u7b54: \u8bf7\u4e00\u6b65\u4e00\u6b65\u601d\u8003\uff0c\u7136\u540e\u56de\u7b54.\"\"\"\r\n    prompt = PromptTemplate(template=template, input_variables=[\"question\"])\r\n    llm_chain = LLMChain(prompt=prompt, llm=llm)\r\n    response = llm_chain.run(question)         \r\n    return response<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4ee3\u7801\u6574\u4f53\u6bd4\u8f83\u7b80\u5355\uff0c\u6211\u4eec\u5bf9\u5176\u8fdb\u884c\u89e3\u91ca\u5982\u4e0b\uff1a<\/p>\n<h4>(1) \u5b9a\u4e49\u51fd\u6570get_response_from_gpt_4o<\/h4>\n<p>\u4ee3\u7801\uff0cdef get_response_from_gpt_4o(question:str):\uff0c\u5b9a\u4e49\u4e86\u4e00\u4e2a\u540d\u4e3aget_response_from_gpt_4o\u7684\u51fd\u6570\uff0c\u8be5\u51fd\u6570\u63a5\u53d7\u4e00\u4e2a\u5b57\u7b26\u4e32\u7c7b\u578b\u7684\u53c2\u6570question\u4f5c\u4e3a\u7528\u6237\u7684\u63d0\u95ee\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u54cd\u5e94\u3002<\/p>\n<h4>(2) \u5b9e\u4f8b\u5316ChatOpenAI<\/h4>\n<p>\u901a\u8fc7llm = ChatOpenAI(model=&#8221;gpt-4o&#8221;, base_url=&#8221;https:\/\/api.chatanywhere.tech\/v1&#8243;)\u8bed\u53e5\uff0c\u5b9e\u4f8b\u5316\u4e86\u4e00\u4e2aChatOpenAI\u5bf9\u8c61\uff0c\u5e76\u5c06\u5176\u8d4b\u503c\u7ed9\u53d8\u91cfllm(Large Language Model \uff0c\u5927\u8bed\u8a00\u6a21\u578b)\u3002\u901a\u8fc7\u521d\u59cb\u5316\u5bf9\u8c61\u7684model\u53c2\u6570\u6307\u5b9a\u8be5\u5bf9\u8c61\u4f7f\u7528\u4e86\u6a21\u578bgpt-4o\u3002<\/p>\n<h4>(3)\u5b9a\u4e49\u6a21\u677f\u5b57\u7b26\u4e32<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">template = \"\"\"\u95ee\u9898: {question}\r\n\u56de\u7b54: \u8bf7\u4e00\u6b65\u4e00\u6b65\u601d\u8003\uff0c\u7136\u540e\u56de\u7b54.\"\"\"<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b9a\u4e49\u4e86\u4e00\u4e2a\u6a21\u677f\u5b57\u7b26\u4e32\u5e76\u5c06\u5176\u8d4b\u503c\u7ed9\u53d8\u91cftemplate\u3002\u8be5\u6a21\u677f\u7528\u4e8e\u751f\u6210\u63d0\u793a\uff0c\u5176\u4e2d\u5305\u542b\u5360\u4f4d\u7b26{question}\uff0c\u8868\u793a\u5c06\u95ee\u9898\u63d2\u5165\u5176\u4e2d\u3002<\/p>\n<h4>(4)\u521b\u5efaPromptTemplate\u5b9e\u4f8b<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">prompt = PromptTemplate(template=template, input_variables=[\"question\"])<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u521b\u5efa\u4e86\u4e00\u4e2aPromptTemplate\u5bf9\u8c61\uff0c\u5e76\u5c06\u5176\u8d4b\u503c\u7ed9\u53d8\u91cfprompt\u3002\u8be5\u5bf9\u8c61\u4f7f\u7528\u4e4b\u524d\u5b9a\u4e49\u7684template\u5b57\u7b26\u4e32\uff0c\u5e76\u6307\u5b9aquestion\u4e3a\u8f93\u5165\u53d8\u91cf\u3002<\/p>\n<h4>(5) \u521b\u5efaLLMChain\u5b9e\u4f8b<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">llm_chain = LLMChain(prompt=prompt, llm=llm)<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u521b\u5efa\u4e86\u4e00\u4e2aLLMChain\u5bf9\u8c61\uff0c\u5e76\u5c06\u5176\u8d4b\u503c\u7ed9\u53d8\u91cfllm_chain\u3002\u8be5\u5bf9\u8c61\u4f7f\u7528\u4e4b\u524d\u5b9a\u4e49\u7684prompt\u548cllm\u3002<\/p>\n<h4>(6) \u8fd0\u884cLLMChain\u5e76\u83b7\u53d6\u54cd\u5e94<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">response = llm_chain.run(question)\r\nreturn response<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8c03\u7528llm_chain\u7684run\u65b9\u6cd5\uff0c\u4f20\u5165question\u53c2\u6570\uff0c\u5e76\u5c06\u8fd4\u56de\u7684\u54cd\u5e94\u8d4b\u503c\u7ed9\u53d8\u91cfresponse\u3002\u540c\u65f6\uff0c\u8fd4\u56deresponse\u53d8\u91cf\u7684\u503c\uff0c\u5373\u51fd\u6570get_response_from_gpt_4o\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u8be5\u51fd\u6570\u9996\u5148\u521d\u59cb\u5316\u4e00\u4e2aChatOpenAI\u5bf9\u8c61\u4ee5\u4f7f\u7528gpt-4o\u6a21\u578b\uff0c\u7136\u540e\u5b9a\u4e49\u4e00\u4e2a\u5305\u542b\u95ee\u9898\u548c\u6307\u793a\u7684\u6a21\u677f\u5b57\u7b26\u4e32\u3002\u63a5\u7740\uff0c\u5b83\u521b\u5efa\u4e00\u4e2aPromptTemplate\u5b9e\u4f8b\uff0c\u5e76\u7528\u5b83\u548cChatOpenAI\u5bf9\u8c61\u521b\u5efa\u4e00\u4e2aLLMChain\u5b9e\u4f8b\u3002\u6700\u540e\uff0c\u51fd\u6570\u8fd0\u884cLLMChain\u5b9e\u4f8b\uff0c\u751f\u6210\u5e76\u8fd4\u56de\u4e00\u4e2a\u57fa\u4e8e\u8f93\u5165\u95ee\u9898\u7684\u54cd\u5e94\u3002\u6211\u4eec\u53ef\u4ee5\u6309\u7167\u8fd9\u4e2a\u5957\u8def\u751f\u6210\u8c03\u7528\u5176\u4ed6\u5927\u6a21\u578b\u7684\u51fd\u6570\u3002<\/p>\n<p>\u521b\u5efa\u8c03\u7528\u901a\u4e49\u5343\u95ee\u5927\u6a21\u578b\u7684\u51fd\u6570\u4ee3\u7801\uff0c\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def get_response_from_qwen(question:str):\r\n    #\u521b\u5efa\u6a21\u7248\r\n    template = \"\"\"\u95ee\u9898: {question}\r\n    \u56de\u7b54: \u8bf7\u4e00\u6b65\u4e00\u6b65\u601d\u8003\uff0c\u7136\u540e\u56de\u7b54.\"\"\"\r\n    #\u5b9a\u4e49\u6a21\u7248\u8f93\u5165\u53d8\u91cf\r\n    prompt = PromptTemplate(template=template, input_variables=[\"question\"])\r\n    llm = Tongyi(model_name = \"qwen-plus\")\r\n    llm_chain = LLMChain(prompt=prompt, llm=llm)\r\n    response = llm_chain.run(question)\r\n    return response<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8be5\u51fd\u6570\u4f7f\u7528\u4e86Tongyi\u7c7b\u6765\u5b9e\u4f8b\u5316\u4e00\u4e2a\u540d\u4e3allm\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u8c61\uff0c\u6a21\u578b\u540d\u79f0\u4e3aqwen-plus\u3002\u5b83\u4e0e\u4e4b\u524d\u7684get_response_from_gpt_4o\u51fd\u6570\u76f8\u540c\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u5b83\u4eec\u90fd\u521b\u5efa\u4e86\u4e00\u4e2a\u6a21\u677f\u5b57\u7b26\u4e32\uff0c\u5b9a\u4e49\u4e86\u4e00\u4e2aPromptTemplate\u5bf9\u8c61\uff0c\u5e76\u4f7f\u7528\u4e00\u4e2aLLMChain\u5bf9\u8c61\u6765\u751f\u6210\u54cd\u5e94\u3002<\/p>\n<p>\u63a5\u7740\u662f\u767e\u5ea6\u5343\u5e06\u5e73\u53f0\u5fae\u8c03\u7684Llama2-Chinese-7B \u7248\u672c\u7684\u6a21\u578b\u8c03\u7528\u51fd\u6570\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def get_response_from_llama2(question:str):\r\n    llm = QianfanLLMEndpoint(model=\"Qianfan-Chinese-Llama-2-7B\")\r\n    template = \"\"\"\u95ee\u9898: {question}\r\n    \u56de\u7b54: \u8bf7\u4e00\u6b65\u4e00\u6b65\u601d\u8003\uff0c\u7136\u540e\u56de\u7b54.\"\"\"\r\n    prompt = PromptTemplate(template=template, input_variables=[\"question\"])\r\n    llm_chain = LLMChain(prompt=prompt, llm=llm)\r\n    response = llm_chain.run(question)\r\n    return response<\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8be5\u51fd\u6570\u4f7f\u7528\u4e86QianfanLLMEndpoint\u7c7b\u6765\u5b9e\u4f8b\u5316\u4e00\u4e2a\u540d\u4e3allm\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u8c61\uff0c\u6a21\u578b\u540d\u79f0\u4e3aQianfan-Chinese-Llama-2-7B\u3002\u5176\u4f59\u90e8\u5206\u4e0e\u4e4b\u524d\u7684get_response_from_gpt_4o\u51fd\u6570\u76f8\u540c\uff0c\u5305\u62ec\u6a21\u677f\u7684\u5b9a\u4e49\u3001PromptTemplate\u548cLLMChain\u7684\u521b\u5efa\u53ca\u8fd0\u884c\u3002<\/p>\n<p>\u6700\u540e\uff0c\u662f\u8c03\u7528gpt-3.5-turbo\u6a21\u578b\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def get_response_from_gpt(question:str):\r\n    llm = ChatOpenAI(model=\"gpt-3.5-turbo\",base_url=\"https:\/\/api.chatanywhere.tech\/v1\")\r\n    template = \"\"\"\u95ee\u9898: {question}\r\n    \u56de\u7b54: \u8bf7\u4e00\u6b65\u4e00\u6b65\u601d\u8003\uff0c\u7136\u540e\u56de\u7b54.\"\"\"\r\n    prompt = PromptTemplate(template=template, input_variables=[\"question\"])\r\n    llm_chain = LLMChain(prompt=prompt, llm=llm)\r\n    response = llm_chain.run(question)         \r\n    return response<\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u7531\u4e8e\u8c03\u7528\u4e86\u591a\u4e2a\u5e73\u53f0\u7684\u5927\u6a21\u578b\uff0c\u56e0\u6b64\u9700\u8981\u9884\u5148\u914d\u7f6e\u591a\u5e73\u53f0\u6a21\u578b\u8bbf\u95ee\u7684Key\uff0c\u53ef\u4ee5\u901a\u8fc7\u521b\u5efa.env \u6587\u4ef6\u5b9a\u4e49\u8fd9\u4e9bKey\u3002\u53ef\u4ee5\u5728\u7a0b\u5e8f\u76f8\u540c\u7684\u76ee\u5f55\u4e0b\u521b\u5efa.env \u6587\u4ef6\uff0c\u6587\u4ef6\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">OPENAI_API_KEY=sk-3M3Cg1uLVDS7nXXXkFSlNV0Ts1CamgSP\r\nQIANFAN_AK=Y5DvSDyyAZKXXXHu719rP\r\nQIANFAN_SK=CKsfjtXawcjsg1XXXU3VwpACgZdorI\r\nDASHSCOPE_API_KEY=sk-f93952eXXX4b3b65f0906a1e0e7<\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>`.env` \u6587\u4ef6\u7528\u4e8e\u5b58\u50a8\u5e94\u7528\u7a0b\u5e8f\u7684\u73af\u5883\u53d8\u91cf\uff0c\u5305\u62ec\u8bbf\u95eeAPI\u7684\u5bc6\u94a5\u548c\u5176\u4ed6\u914d\u7f6e\u53c2\u6570\u3002\u8fd9\u4e9b\u53d8\u91cf\u63d0\u4f9b\u4e86\u5e94\u7528\u7a0b\u5e8f\u5728\u4e0d\u540c\u5e73\u53f0\u548c\u670d\u52a1\u4e4b\u95f4\u8fdb\u884c\u4ea4\u4e92\u6240\u9700\u7684\u8ba4\u8bc1\u4fe1\u606f\u548c\u914d\u7f6e\u3002\u6587\u4ef6\u4e2d\u5305\u542b\u591a\u4e2aAPI\u5bc6\u94a5\u548c\u914d\u7f6e\u53c2\u6570\uff0c\u7528\u4e8e\u4e0d\u540c\u7684\u670d\u52a1\u63d0\u4f9b\u5546\uff1a<\/p>\n<ul data-id=\"u738a58b-2mDW2UQG\">\n<li data-id=\"ld70c578-ZddwoC0p\">OpenAI \u5bc6\u94a5 (`OPENAI_API_KEY`)\uff1a\u7528\u4e8e\u8bbf\u95eeOpenAI\u63d0\u4f9b\u7684\u670d\u52a1\uff0c\u4f8b\u5982GPT-4o\u6a21\u578b\u3002<\/li>\n<li data-id=\"ld70c578-ayvLcYOj\">\u767e\u5ea6\u5343\u5e06\u5bc6\u94a5 (`QIANFAN_AK` \u548c `QIANFAN_SK`)\uff1a\u7528\u4e8e\u9a8c\u8bc1\u548c\u8bbf\u95ee\u767e\u5ea6\u5343\u5e06\u5e73\u53f0\u7684\u670d\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-rtgLumv1\">\u963f\u91cc\u7075\u79ef\u5bc6\u94a5 (`DASHSCOPE_API_KEY`)\uff1a\u7528\u4e8e\u9a8c\u8bc1\u548c\u8bbf\u95ee\u963f\u91cc\u7075\u79ef(Dashscope)\u5e73\u53f0\u7684\u670d\u52a1\u3002<\/li>\n<\/ul>\n<h4>\u521b\u5efa app.py \u6587\u4ef6\uff0c\u6dfb\u52a0Web\u4ea4\u4e92\u529f\u80fd<\/h4>\n<p>\u521b\u5efa\u5b8c\u57fa\u672c\u7684\u6a21\u578b\u8c03\u7528\u51fd\u6570\u4e4b\u540e\uff0c\u518d\u6765\u770b\u770bWeb \u9875\u9762\u7684\u4ea4\u4e92\u529f\u80fd\u3002\u521b\u5efaapp.py\u6587\u4ef6\uff0c\u4f7f\u7528Streamlit\u521b\u5efa\u4e00\u4e2aWeb\u4ea4\u4e92\u754c\u9762\u3002\u7528\u6237\u5728\u754c\u9762\u4e2d\u53ef\u4ee5\u9009\u62e9\u8981\u4f7f\u7528\u7684\u5927\u6a21\u578b\uff0c\u5e76\u8f93\u5165\u4ed6\u4eec\u7684\u95ee\u9898\u3002\u5f53\u7528\u6237\u70b9\u51fb\u201c\u53d1\u9001\u201d\u6309\u94ae\u65f6\uff0capp.py \u6587\u4ef6\u5c06\u6839\u636e\u7528\u6237\u9009\u62e9\u7684\u5927\u6a21\u578b\uff0c\u8c03\u7528 selected_model.py \u6587\u4ef6\u4e2d\u7684\u76f8\u5e94\u51fd\u6570\u6765\u5904\u7406\u95ee\u9898\u3002\u54cd\u5e94\u7ed3\u679c\u5c06\u663e\u793a\u5728\u754c\u9762\u4e0a\uff0c\u4f9b\u7528\u6237\u67e5\u770b\u548c\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u7684\u8868\u73b0\u3002<\/p>\n<p>\u4e0b\u9762\u6765\u770b\u770b\u4ee3\u7801\u7684\u5b9e\u73b0\uff0c\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_9\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\"># \u5b9a\u4e49\u6a21\u578b\u5217\u8868\r\nmodels = [\"Qianfan-Chinese-Llama-2-7B\", \"gpt-3.5-turbo\", \"qwen-plus\",\"gpt-4o\"]\r\n# \u521b\u5efa\u4e00\u4e2a\u4e0b\u62c9\u6846\uff0c\u7528\u6237\u53ef\u4ee5\u4ece\u4e2d\u9009\u62e9\u4e00\u4e2a\u6a21\u578b\r\nselected_model = st.selectbox(\"\u8bf7\u9009\u62e9\u4e00\u4e2a\u5927\u6a21\u578b\uff1a\", models)\r\n# \u663e\u793a\u6240\u9009\u6a21\u578b\r\n# st.write(f\"\u4f60\u73b0\u5728\u9009\u62e9\u4e86 {selected_model} \u5927\u6a21\u578b\")\r\nst.markdown(f\"\u4f60\u73b0\u5728\u9009\u62e9\u4e86 &lt;span style='color:red; font-weight:bold;'&gt;{selected_model}&lt;\/span&gt; \u5927\u6a21\u578b\", unsafe_allow_html=True)\r\n# \u521b\u5efa\u6587\u672c\u8f93\u5165\u6846\u8ba9\u7528\u6237\u8f93\u5165\u95ee\u9898\r\nuser_question = st.text_input(\"\u8bf7\u8f93\u5165\u4f60\u7684\u95ee\u9898\uff1a\")\r\n# \u521b\u5efa\u4e00\u4e2a\u53d1\u9001\u6309\u94ae\r\nif st.button(\"\u53d1\u9001\"):\r\n    # \u6839\u636e\u6240\u9009\u6a21\u578b\u8c03\u7528\u5bf9\u5e94\u7684\u51fd\u6570\r\n    if selected_model == \"Qianfan-Chinese-Llama-2-7B\":\r\n        response = get_response_from_llama2(user_question)\r\n    elif selected_model == \"gpt-3.5-turbo\":\r\n        response = get_response_from_gpt(user_question)\r\n    elif selected_model == \"qwen-plus\":\r\n        response = get_response_from_qwen(user_question)\r\n    elif selected_model == \"gpt-4o\":\r\n        response = get_response_from_gpt_4o(user_question)\r\n    else:\r\n        response = \"\u672a\u77e5\u6a21\u578b\uff0c\u8bf7\u91cd\u65b0\u9009\u62e9\u3002\"\r\n    # \u786e\u4fddLaTeX\u516c\u5f0f\u7528\u53cc\u7f8e\u5143\u7b26\u53f7\u5305\u56f4\uff0c\u5e76\u6b63\u786e\u5904\u7406\u53cd\u659c\u6760\r\n    response_with_latex = response.replace(\"\\\\(\", \"$$\").replace(\"\\\\)\", \"$$\")\r\n    response_with_latex = response_with_latex.replace(\"\\[\", \"$$\").replace(\"\\]\", \"$$\")\r\n    # \u663e\u793a\u8fd4\u56de\u7684\u7ed3\u679c\r\n    st.markdown(response_with_latex, unsafe_allow_html=True)<\/code><\/pre>\n<ul id=\"code_id_9\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u4e9b\u4ee3\u7801\u5185\u5bb9\u4e0eWeb \u4ea4\u4e92\u606f\u606f\u76f8\u5173\uff0c\u6211\u4eec\u6765\u9010\u4e00\u89e3\u91ca\u5982\u4e0b\uff1a<\/p>\n<h4>(1) \u5b9a\u4e49\u6a21\u578b\u5217\u8868\u548c\u4e0b\u62c9\u6846<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_10\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">models = [\"Qianfan-Chinese-Llama-2-7B\", \"gpt-3.5-turbo\", \"qwen-plus\", \"gpt-4o\"]\r\nselected_model = st.selectbox(\"\u8bf7\u9009\u62e9\u4e00\u4e2a\u5927\u6a21\u578b\uff1a\", models)<\/code><\/pre>\n<ul id=\"code_id_10\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b9a\u4e49\u4e86\u4e00\u4e2a\u5305\u542b\u6a21\u578b\u540d\u79f0\u7684\u5217\u8868\uff0c\u547d\u540d\u4e3amodels\uff0c\u5176\u4e2d\u5305\u62ec\u56db\u4e2a\u6a21\u578b\uff1aQianfan-Chinese-Llama-2-7B\uff0cgpt-3.5-turbo\uff0cqwen-plus\uff0c\u548cgpt-4o\u3002\u5728\u4e0b\u62c9\u6846\u9009\u62e9\u7684\u65f6\u5019\uff0c\u4f1a\u7528\u5230\u8fd9\u4e2a\u5217\u8868\u7684\u4fe1\u606f\u3002\u521b\u5efa\u4e00\u4e2a\u4e0b\u62c9\u6846\uff0c\u7528\u6237\u53ef\u4ee5\u4ece\u4e2d\u9009\u62e9\u4e00\u4e2a\u6a21\u578b\u3002\u4f7f\u7528Streamlit\u7684selectbox\u51fd\u6570\u521b\u5efa\u4e86\u4e00\u4e2a\u4e0b\u62c9\u6846\uff0c\u4f9b\u7528\u6237\u9009\u62e9\u6a21\u578b\u3002selectbox\u7684\u7b2c\u4e00\u4e2a\u53c2\u6570\u662f\u63d0\u793a\u6587\u672c\uff0c\u7b2c\u4e8c\u4e2a\u53c2\u6570\u662f\u53ef\u4f9b\u9009\u62e9\u7684\u9009\u9879\u5217\u8868\u3002\u7528\u6237\u9009\u62e9\u7684\u6a21\u578b\u5b58\u50a8\u5728\u53d8\u91cfselected_model\u4e2d\u3002<\/p>\n<h4>(2) \u663e\u793a\u6240\u9009\u6a21\u578b<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_11\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">st.markdown(f\"\u4f60\u73b0\u5728\u9009\u62e9\u4e86 &lt;span style='color:red; font-weight:bold;'&gt;{selected_model}&lt;\/span&gt; \u5927\u6a21\u578b\", unsafe_allow_html=True)<\/code><\/pre>\n<ul id=\"code_id_11\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f7f\u7528st.markdown\u51fd\u6570\u663e\u793a\u7528\u6237\u6240\u9009\u7684\u6a21\u578b\uff0c\u5e76\u901a\u8fc7HTML\u6807\u7b7e\u4f7f\u6240\u9009\u6a21\u578b\u7684\u540d\u79f0\u4ee5\u7ea2\u8272\u548c\u52a0\u7c97\u7684\u6837\u5f0f\u663e\u793a\u3002unsafe_allow_html=True\u53c2\u6570\u5141\u8bb8\u4f7f\u7528HTML\u6807\u7b7e\u3002<\/p>\n<h4>(3) \u521b\u5efa\u6587\u672c\u8f93\u5165\u6846\u8ba9\u7528\u6237\u8f93\u5165\u95ee\u9898<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_12\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">user_question = st.text_input(\"\u8bf7\u8f93\u5165\u4f60\u7684\u95ee\u9898\uff1a\")<\/code><\/pre>\n<ul id=\"code_id_12\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f7f\u7528Streamlit\u7684text_input\u51fd\u6570\u521b\u5efa\u4e86\u4e00\u4e2a\u6587\u672c\u8f93\u5165\u6846\uff0c\u63d0\u793a\u7528\u6237\u8f93\u5165\u95ee\u9898\u3002\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u5b58\u50a8\u5728\u53d8\u91cfuser_question\u4e2d\u3002<\/p>\n<h4>(4) \u521b\u5efa\u201c\u53d1\u9001\u201d\u6309\u94ae\uff0c\u8c03\u7528\u6a21\u578b<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_13\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">if st.button(\"\u53d1\u9001\"):\r\nif selected_model == \"Qianfan-Chinese-Llama-2-7B\":\r\n    response = get_response_from_llama2(user_question)\r\nelif selected_model == \"gpt-3.5-turbo\":\r\n    response = get_response_from_gpt(user_question)\r\nelif selected_model == \"qwen-plus\":\r\n    response = get_response_from_qwen(user_question)\r\nelif selected_model == \"gpt-4o\":\r\n    response = get_response_from_gpt_4o(user_question)\r\nelse:\r\n    response = \"\u672a\u77e5\u6a21\u578b\uff0c\u8bf7\u91cd\u65b0\u9009\u62e9\u3002\"<\/code><\/pre>\n<ul id=\"code_id_13\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f7f\u7528Streamlit\u7684button\u51fd\u6570\u521b\u5efa\u4e86\u4e00\u4e2a\u6309\u94ae\uff0c\u6309\u94ae\u6807\u7b7e\u4e3a\u201c\u53d1\u9001\u201d\u3002\u5f53\u7528\u6237\u70b9\u51fb\u6309\u94ae\u65f6\uff0c\u6267\u884c\u540e\u7eed\u903b\u8f91\uff1a<\/p>\n<ul data-id=\"u738a58b-YTAEid5O\">\n<li data-id=\"ld70c578-zHXZE7dw\">\u5982\u679c\u9009\u62e9\u4e86Qianfan-Chinese-Llama-2-7B\uff0c\u5219\u8c03\u7528get_response_from_llama2\u51fd\u6570\u3002<\/li>\n<li data-id=\"ld70c578-1bLmWdMP\">\u5982\u679c\u9009\u62e9\u4e86gpt-3.5-turbo\uff0c\u5219\u8c03\u7528get_response_from_gpt\u51fd\u6570\u3002<\/li>\n<li data-id=\"ld70c578-1Wsf0LGV\">\u5982\u679c\u9009\u62e9\u4e86qwen-plus\uff0c\u5219\u8c03\u7528get_response_from_qwen\u51fd\u6570\u3002<\/li>\n<li data-id=\"ld70c578-3vd2bKNw\">\u5982\u679c\u9009\u62e9\u4e86gpt-4o\uff0c\u5219\u8c03\u7528get_response_from_gpt_4o\u51fd\u6570\u3002<\/li>\n<li data-id=\"ld70c578-hzTj0qFn\">\u5982\u679c\u9009\u62e9\u4e86\u672a\u77e5\u6a21\u578b\uff0c\u8fd4\u56de\u63d0\u793a\u4fe1\u606f\u201c\u672a\u77e5\u6a21\u578b\uff0c\u8bf7\u91cd\u65b0\u9009\u62e9\u3002\u201d<\/li>\n<\/ul>\n<h4>(5) \u5904\u7406\u8f93\u51fa\u5e76\u5c55\u793a\u54cd\u5e94\u7ed3\u679c<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_14\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">response_with_latex = response.replace(\"\\\\(\", \"$$\").replace(\"\\\\)\", \"$$\")\r\nresponse_with_latex = response_with_latex.replace(\"\\[\", \"$$\").replace(\"\\]\", \"$$\")\r\nst.markdown(response_with_latex, unsafe_allow_html=True)<\/code><\/pre>\n<ul id=\"code_id_14\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7531\u4e8e\u6bcf\u7c7b\u6a21\u578b\u8fd4\u56de\u7684\u54cd\u5e94\u683c\u5f0f\u5404\u4e0d\u76f8\u540c\uff0c\u4e3a\u4e86\u786e\u4fdd\u663e\u793a\u7684\u6548\u679c\u9700\u8981\u786e\u4fddLaTeX\u516c\u5f0f\u7528\u53cc\u7f8e\u5143\u7b26\u53f7\u5305\u56f4\uff0c\u5e76\u6b63\u786e\u5904\u7406\u53cd\u659c\u6760\u3002\u4ee3\u7801\u4e2d\uff0c\u5c06\u8fd4\u56de\u7684\u54cd\u5e94\u4e2d\u7684LaTeX\u516c\u5f0f\u8fdb\u884c\u66ff\u6362\u5904\u7406\uff0c\u5c06\u201c\\(\u201d\u66ff\u6362\u4e3a\u201c$$\u201d\uff0c\u5c06\u201c\\)\u201d\u66ff\u6362\u4e3a\u201c$$\u201d\uff0c\u540c\u65f6\u5c06\u201c\\[\u201d\u66ff\u6362\u4e3a\u201c$$\u201d\uff0c\u5c06\u201c\\]\u201d\u66ff\u6362\u4e3a$$\uff0c\u8fdb\u884c\u4e86\u4e00\u4e9b\u5217\u5904\u7406\u3002\u5176\u76ee\u7684\u662f\u4e3a\u4e86\u786e\u4fddLaTeX\u516c\u5f0f\u5728Markdown\u4e2d\u80fd\u591f\u6b63\u786e\u6e32\u67d3\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4f7f\u7528st.markdown\u51fd\u6570\u663e\u793a\u5904\u7406\u8fc7\u7684\u54cd\u5e94\uff0c\u5e76\u5141\u8bb8HTML\u6807\u7b7e\u901a\u8fc7\u8bbe\u7f6eunsafe_allow_html=True\u3002\u8fd9\u6837\u53ef\u4ee5\u786e\u4fdd\u8fd4\u56de\u7684\u7ed3\u679c\u5728\u754c\u9762\u4e0a\u6b63\u786e\u663e\u793a\uff0c\u5305\u62ec\u53ef\u80fd\u7684LaTeX\u516c\u5f0f\u3002<\/p>\n<h4>\u5bf9\u6bd4\u6d4b\u8bd5<\/h4>\n<p>\u5b8c\u6210\u4ee3\u7801\u4e4b\u540e\uff0c\u8fdb\u5165\u547d\u4ee4\u884c\u5de5\u5177\u4fdd\u8bc1\u5728app.py \u540c\u4e00\u7ea7\u76ee\u5f55\u4e0b\u9762\uff0c\u6267\u884c\u5982\u4e0b\u547d\u4ee4\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_15\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">streamlit run app.py<\/code><\/pre>\n<ul id=\"code_id_15\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u770b\u5230\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8bf4\u660eStreamlit \u5df2\u7ecf\u5728 \u672c\u673a\u76848502 \u7aef\u53e3\u542f\u52a8\u4e86\uff0c\u6b64\u65f6\u4f1a\u81ea\u52a8\u5f39\u51fa\u6d4f\u89c8\u5668\u5e76\u8bbf\u95ee\u5bf9\u5e94\u7684Web\u9875\u9762\u5730\u5740\u3002\u5982\u679c\u6ca1\u6709\u81ea\u52a8\u8bbf\u95ee\uff0c\u53ef\u4ee5\u624b\u52a8\u5728\u6d4f\u89c8\u5668\u4e2d\u8f93\u5165http:\/\/localhost:8502 \u8fdb\u884c\u8bbf\u95ee\u3002<\/p>\n<p><img data-dominant-color=\"b2b3b5\" data-has-transparency=\"false\" style=\"--dominant-color: #b2b3b5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20421\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c7f47c0733a8c87e2c2927ef53fbdbbd828240.png\" width=\"1280\" height=\"405\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c7f47c0733a8c87e2c2927ef53fbdbbd828240.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c7f47c0733a8c87e2c2927ef53fbdbbd828240-300x95.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c7f47c0733a8c87e2c2927ef53fbdbbd828240-1024x324.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c7f47c0733a8c87e2c2927ef53fbdbbd828240-150x47.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c7f47c0733a8c87e2c2927ef53fbdbbd828240-768x243.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5e0c\u671b\u6a21\u578b\u56de\u7b54\u4e00\u4e2a\u65b9\u7a0b\u6c42\u89e3\u7684\u95ee\u9898\uff1a\u201c\u6c42\u89e3\u4e0b\u5217\u65b9\u7a0b\u7ec4\u7684\u6240\u6709\u5b9e\u6570\u89e3\uff1a 2x + 3y = 7 4x y = 1\u201d\u3002\u770b\u770b\u6211\u4eec\u5b9a\u4e49\u76844\u4e2a\u6a21\u578b\u7684\u8868\u73b0\u5982\u4f55\u3002<\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5728\u5c55\u793a\u7684\u754c\u9762\u4e2d\uff0c\u9009\u62e9\u4e86\u201cQianfan-Chinese-Llama-2-7B\u201d\u7684\u6a21\u578b\uff0c\u8fd9\u4e2a\u662f\u767e\u5ea6\u5343\u5e06\u5e73\u53f0\u5bf9Llama2\u6a21\u578b\u8fdb\u884c\u4e2d\u6587\u8bad\u7ec3\u96c6\u5fae\u8c03\u4e4b\u540e\u7684\u6a21\u578b\uff0c\u5176\u53c2\u6570\u662f7B\uff0c\u4e5f\u5c31\u662f70\u4ebf\u3002\u7136\u540e\u8f93\u5165\u5bf9\u5e94\u7684\u95ee\u9898\uff0c\u70b9\u51fb\u201c\u53d1\u9001\u201d\u6309\u94ae\uff0c\u53ef\u4ee5\u770b\u5230\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p><img data-dominant-color=\"d3d2d4\" data-has-transparency=\"false\" style=\"--dominant-color: #d3d2d4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20422\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c35d52c9964b5cd6adc951ac424fc9c853de20.png\" width=\"1280\" height=\"792\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c35d52c9964b5cd6adc951ac424fc9c853de20.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c35d52c9964b5cd6adc951ac424fc9c853de20-300x186.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c35d52c9964b5cd6adc951ac424fc9c853de20-1024x634.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c35d52c9964b5cd6adc951ac424fc9c853de20-150x93.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/c35d52c9964b5cd6adc951ac424fc9c853de20-768x475.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u4ece\u663e\u793a\u7ed3\u679c\u6765\u770bLlama2\u6a21\u578b\u8fd4\u56de\u4e86\u4e00\u4e9b\u89e3\u9898\u7684\u601d\u8def\uff0c\u5e76\u7ed9\u51fa\u4e86\u4e00\u4e2a\u89e3\uff1a(5\uff0c-1)\u3002\u6211\u4eec\u628a\u8be5\u89e3\u5e26\u5165\u5230\u7b2c\u4e00\u4e2a\u5f0f\u5b50\uff1a2x+3y=7 \u53d1\u73b0\u6ca1\u6709\u95ee\u9898\uff0c\u4f46\u662f\u5e26\u5165\u7b2c\u4e8c\u4e2a\u5f0f\u5b50\uff1a4x-y=1 \u53d1\u73b0\u660e\u663e\u4e0d\u5bf9(\u6709\u5174\u8da3\u5927\u5bb6\u53ef\u4ee5\u81ea\u5df1\u7b97\u7b97\u54c8)\u3002<\/p>\n<p>\u518d\u6765\u5230\u7b2c\u4e8c\u4e2a\u6d4b\u8bd5\u6a21\u578b\uff1a\u201cgpt-3.5-turbo\u201d\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8f93\u5165\u540c\u6837\u7684\u95ee\u9898\u5e76\u4e14\u70b9\u51fb\u201c\u53d1\u9001\u201d\u3002<\/p>\n<p><img data-dominant-color=\"dcdcdd\" data-has-transparency=\"false\" style=\"--dominant-color: #dcdcdd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20423\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/686aa4f31eb9eca975d6768041968f00105ea8.png\" width=\"1280\" height=\"981\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/686aa4f31eb9eca975d6768041968f00105ea8.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/686aa4f31eb9eca975d6768041968f00105ea8-300x230.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/686aa4f31eb9eca975d6768041968f00105ea8-1024x785.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/686aa4f31eb9eca975d6768041968f00105ea8-150x115.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/686aa4f31eb9eca975d6768041968f00105ea8-768x589.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u4ece\u7ed3\u679c\u4e0a\u770bx=-4\uff0c y=5 \u5c06\u5176\u5e26\u5165\u5230\u7b2c\u4e00\u4e2a\u5f0f\u5b50\u7ed3\u679c\u662f\u6b63\u786e\u7684\uff0c\u518d\u5c06\u5176\u5e26\u5165\u5230\u7b2c\u4e8c\u4e2a\u5f0f\u5b50\u597d\u50cf\u4e0d\u592a\u5bf9\u4e86\u3002<\/p>\n<p>\u63a5\u7740\uff0c\u770b\u770b\u201cqwen-plus\u201d\u6587\u5fc3\u4e00\u8a00\u6a21\u578b\u7684\u8868\u73b0\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8f93\u5165\u95ee\u9898\uff0c\u5e76\u4e14\u901a\u8fc7\u53d1\u9001\u6309\u94ae\u8bf7\u6c42\u7ed3\u679c\u3002<\/p>\n<p><img data-dominant-color=\"cdcecf\" data-has-transparency=\"false\" style=\"--dominant-color: #cdcecf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20424\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e58114130a1e276c088204fadf4fdbe412ead9.png\" width=\"1280\" height=\"504\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e58114130a1e276c088204fadf4fdbe412ead9.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e58114130a1e276c088204fadf4fdbe412ead9-300x118.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e58114130a1e276c088204fadf4fdbe412ead9-1024x403.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e58114130a1e276c088204fadf4fdbe412ead9-150x59.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e58114130a1e276c088204fadf4fdbe412ead9-768x302.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u7ed3\u679c\u662fx=5\/7 y=13\/7\u3002<\/p>\n<p><img data-dominant-color=\"dfdfdf\" data-has-transparency=\"false\" style=\"--dominant-color: #dfdfdf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20425\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e403c936528f6a9df0d561419ceee789e6f8ca.png\" width=\"888\" height=\"1280\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e403c936528f6a9df0d561419ceee789e6f8ca.png 888w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e403c936528f6a9df0d561419ceee789e6f8ca-208x300.png 208w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e403c936528f6a9df0d561419ceee789e6f8ca-710x1024.png 710w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e403c936528f6a9df0d561419ceee789e6f8ca-104x150.png 104w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/e403c936528f6a9df0d561419ceee789e6f8ca-768x1107.png 768w\" sizes=\"auto, (max-width: 888px) 100vw, 888px\" \/><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u5c06 x=5\/7 y=13\/7 \u90fd\u5e26\u5165\u5230\u65b9\u7a0b\u5f0f 2x + 3y = 7 4x y = 1 \u8fdb\u884c\u6f14\u7b97\uff0c\u53d1\u73b0\u7ed3\u679c\u540c\u65f6\u6ee1\u8db3\u4e24\u4e2a\u65b9\u7a0b\u5f0f\uff0c\u201cQwen-plus\u201d\u5b8c\u6210\u6570\u5b66\u9898\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6765\u770b\u770bgpt-4o\u7684\u8868\u73b0\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u9009\u62e9\u201cgpt-4o\u201d\u7136\u540e\u63d0\u4ea4\u540c\u6837\u7684\u95ee\u9898\u3002<\/p>\n<p><img data-dominant-color=\"cdcdcf\" data-has-transparency=\"false\" style=\"--dominant-color: #cdcdcf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20426\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/82927a752c10197b249183385f2f328fbc55de.png\" width=\"1280\" height=\"504\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/82927a752c10197b249183385f2f328fbc55de.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/82927a752c10197b249183385f2f328fbc55de-300x118.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/82927a752c10197b249183385f2f328fbc55de-1024x403.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/82927a752c10197b249183385f2f328fbc55de-150x59.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/82927a752c10197b249183385f2f328fbc55de-768x302.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0cgpt-4o\u5f97\u5230\u4e86\u548c\u201cQwen-plus\u201d\u76f8\u540c\u7684\u7ed3\u679c\uff0c\u4ece\u6267\u884c\u8fc7\u7a0b\u4e0a\u770b\uff0cgpt-4o\u901a\u8fc7\u4e09\u6b65\u8ba1\u7b97\u51fa\u65b9\u7a0b\u7684\u89e3\u4e4b\u540e\uff0c\u8fd8\u52a0\u4e86\u4e00\u4e2a\u201c\u7b2c\u56db\u6b65\u201d\u5c06\u8ba1\u7b97\u7684\u7ed3\u679c\u5e26\u5165\u539f\u65b9\u7a0b\u8fdb\u884c\u6f14\u7b97\uff0c\u663e\u5f97\u6bd4\u8f83\u201c\u4e25\u8c28\u201d\u3002<\/p>\n<p><img data-dominant-color=\"dcdddd\" data-has-transparency=\"false\" style=\"--dominant-color: #dcdddd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20427\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/2409bb014ff5a869325934a45fa6e01201a972.png\" width=\"1280\" height=\"1132\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/2409bb014ff5a869325934a45fa6e01201a972.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/2409bb014ff5a869325934a45fa6e01201a972-300x265.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/2409bb014ff5a869325934a45fa6e01201a972-1024x906.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/2409bb014ff5a869325934a45fa6e01201a972-150x133.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/2409bb014ff5a869325934a45fa6e01201a972-768x679.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u901a\u8fc7\u4e0a\u9762\u7684\u5b9e\u9a8c\uff0c\u6211\u4eec\u53d1\u73b0GPT-4o\u5728\u89e3\u51b3\u65b9\u7a0b\u7ec4\u7684\u95ee\u9898\u4e0a\u8868\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u5b83\u4e0d\u4ec5\u80fd\u591f\u51c6\u786e\u5730\u8bc6\u522b\u5e76\u7406\u89e3\u8f93\u5165\u7684\u65b9\u7a0b\u7ec4\uff0c\u8fd8\u80fd\u591f\u9010\u6b65\u5730\u63d0\u4f9b\u8be6\u7ec6\u7684\u89e3\u9898\u8fc7\u7a0b\u3002\u8fd9\u5145\u5206\u5c55\u793a\u4e86GPT-4o\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u7684\u4f18\u52bf\uff1a<\/p>\n<ul data-id=\"u738a58b-Y5h1FkXM\">\n<li data-id=\"ld70c578-CvV5Jfwr\">\u7cbe\u786e\u7684\u6570\u5b66\u8fd0\u7b97\u80fd\u529b\uff1aGPT-4o\u80fd\u591f\u51c6\u786e\u5730\u8fdb\u884c\u4ee3\u6570\u8fd0\u7b97\uff0c\u5305\u62ec\u52a0\u51cf\u4e58\u9664\u4ee5\u53ca\u5206\u6570\u8fd0\u7b97\u3002\u5728\u89e3\u9898\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u6e05\u6670\u5730\u5c55\u793a\u4e86\u6bcf\u4e00\u6b65\u7684\u8ba1\u7b97\u6b65\u9aa4\uff0c\u786e\u4fdd\u7ed3\u679c\u7684\u6b63\u786e\u6027\u3002<\/li>\n<li data-id=\"ld70c578-xx4Ib4yG\">\u903b\u8f91\u63a8\u7406\u548c\u95ee\u9898\u5206\u89e3\u80fd\u529b\uff1a\u5728\u89e3\u51b3\u65b9\u7a0b\u7ec4\u65f6\uff0cGPT-4o\u5c55\u793a\u4e86\u826f\u597d\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u3002\u5b83\u9996\u5148\u901a\u8fc7\u6d88\u5143\u6cd5\u7b80\u5316\u65b9\u7a0b\uff0c\u7136\u540e\u9010\u6b65\u89e3\u51fa\u6bcf\u4e00\u4e2a\u53d8\u91cf\u7684\u503c\uff0c\u6574\u4e2a\u8fc7\u7a0b\u6761\u7406\u6e05\u6670\uff0c\u6b65\u9aa4\u5206\u660e\u3002<\/li>\n<li data-id=\"ld70c578-xE0SR0DN\">\u6587\u672c\u751f\u6210\u548c\u89e3\u91ca\u80fd\u529b\uff1a\u9664\u4e86\u6570\u5b66\u8fd0\u7b97\uff0cGPT-4o\u8fd8\u80fd\u591f\u751f\u6210\u6613\u4e8e\u7406\u89e3\u7684\u6587\u672c\u89e3\u91ca\u3002\u8fd9\u5bf9\u4e8e\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u89e3\u9898\u8fc7\u7a0b\u548c\u7ed3\u679c\u975e\u5e38\u6709\u7528\uff0c\u7279\u522b\u662f\u5728\u6559\u80b2\u548c\u5b66\u4e60\u573a\u666f\u4e2d\uff0c\u80fd\u591f\u8d77\u5230\u5f88\u597d\u7684\u8f85\u5bfc\u4f5c\u7528\u3002<\/li>\n<\/ul>\n<p>\u867d\u7136\u6b64\u6b21\u5c55\u793a\u7684\u662f\u6587\u672c\u548c\u6570\u5b66\u80fd\u529b\uff0c\u4f46\u662f\u4ece\u54cd\u5e94\u901f\u5ea6\u4e0a\u770bGPT-4o\u6bd4\u4e4b\u524d\u7684GPT-4\u6709\u660e\u663e\u7684\u63d0\u5347\u3002\u4f46\u662f\u8fd9\u4e9b\u80fd\u529b\u8fd8\u662f\u5728\u6587\u5b57\u751f\u6210\u65b9\u9762\uff0c\u901a\u8fc7\u524d\u9762\u7684\u4ecb\u7ecdGPT-4o\u8fd8\u5177\u5907\u5904\u7406\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u4fe1\u606f\u7684\u80fd\u529b\u3002\u5b83\u80fd\u591f\u7efc\u5408\u5229\u7528\u591a\u79cd\u4fe1\u606f\u6e90\uff0c\u63d0\u4f9b\u66f4\u52a0\u5168\u9762\u548c\u51c6\u786e\u7684\u89e3\u51b3\u65b9\u6848\u3002\u63a5\u4e0b\u6765\u6211\u4eec\u8fd8\u8981\u4ecb\u7ecd\u5176\u5728\u591a\u6a21\u6001\u5904\u7406\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n<h3>\u56fe\u7247\u7406\u89e3\u529f\u80fd\u7684\u5b9e\u73b0<\/h3>\n<p>\u4e0a\u9762\u6211\u4eec\u5df2\u7ecf\u8be6\u7ec6\u4ecb\u7ecd\u4e86GPT-4o\u5728\u6587\u672c\u7406\u89e3\u3001\u63a8\u7406\u548c\u751f\u6210\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u3002\u901a\u8fc7\u5bf9\u590d\u6742\u6570\u5b66\u95ee\u9898\u7684\u51c6\u786e\u89e3\u7b54\uff0cGPT-4o\u5c55\u793a\u4e86\u5176\u5728\u5904\u7406\u590d\u6742\u6587\u672c\u4efb\u52a1\u4e0a\u7684\u5353\u8d8a\u6027\u80fd\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8GPT-4o\u7684\u89c6\u89c9\u5904\u7406\u80fd\u529b\u3002<\/p>\n<p>\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30\u5176\u5728\u8fd9\u4e00\u65b9\u9762\u7684\u8868\u73b0\uff0c\u6211\u4eec\u51c6\u5907\u4e86\u4e24\u5f20\u56fe\u7247\u8fdb\u884c\u6d4b\u8bd5\u3002\u9996\u5148\uff0c\u6211\u4eec\u5c06\u5c55\u793a\u4e00\u5f20\u98ce\u666f\u56fe\u7247\uff0c\u770b\u770bGPT-4o\u662f\u5426\u80fd\u591f\u51c6\u786e\u7406\u89e3\u56fe\u7247\u5185\u5bb9\uff0c\u8bc6\u522b\u51fa\u5176\u4e2d\u7684\u7ec6\u8282\u548c\u573a\u666f\u4fe1\u606f\u3002\u5176\u6b21\uff0c\u6211\u4eec\u5c06\u6d4b\u8bd5\u4e00\u5f20\u5305\u542b\u591a\u4e2a\u6570\u5b66\u516c\u5f0f\u7684\u56fe\u7247\uff0c\u68c0\u9a8cGPT-4o\u662f\u5426\u80fd\u591f\u8bc6\u522b\u8fd9\u4e9b\u516c\u5f0f\u5e76\u7406\u89e3\u5b83\u4eec\u7684\u542b\u4e49\uff0c\u751a\u81f3\u8fdb\u4e00\u6b65\u89e3\u7b54\u5176\u4e2d\u6d89\u53ca\u7684\u6570\u5b66\u65b9\u7a0b\u5f0f\u3002<\/p>\n<h4>\u56fe\u7247\u8bc6\u522b\u4ee3\u7801\u6267\u884c<\/h4>\n<p>\u76f4\u63a5\u4e0a\u4ee3\u7801\uff0c \u5728\u539f\u6709\u7684selected_model.py\u6587\u4ef6\u4e2d\u52a0\u5165\u65b0\u51fd\u6570\uff0c\u8ba9gpt-4o\u8fdb\u884c\u89c6\u89c9\u8bc6\u522b\u3002\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_16\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def get_response_from_pic_by_gpt_4o(question:str,url: str):\r\n    human_message = HumanMessage(content=[\r\n    { \"type\": \"text\", \"text\": question },\r\n    { \"type\": \"image_url\", \"image_url\": { \"url\": url }}\r\n    ])\r\n    llm = ChatOpenAI(model=\"gpt-4o\")\r\n    response = llm.invoke([ human_message ])\r\n    print(response.content)\r\n    return response.content<\/code><\/pre>\n<ul id=\"code_id_16\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>(1) \u5b9a\u4e49\u89c6\u89c9\u5904\u7406\u51fd\u6570<\/h4>\n<p>\u5b9a\u4e49\u4e86\u4e00\u4e2a\u540d\u4e3aget_response_from_pic_by_gpt_4o\u7684\u51fd\u6570\uff0c\u8be5\u51fd\u6570\u63a5\u53d7\u4e24\u4e2a\u53c2\u6570\uff1a\u4e00\u4e2a\u5b57\u7b26\u4e32\u7c7b\u578b\u7684question\u7528\u6765\u63a5\u6536\u7528\u6237\u7684\u63d0\u95ee\uff0c\u53e6\u4e00\u4e2a\u5b57\u7b26\u4e32\u7c7b\u578b\u7684url\u7528\u6765\u63a5\u6536\u56fe\u7247\u7684URL\u5730\u5740\u3002\u51fd\u6570\u5c06\u6839\u636e\u8fd9\u4e24\u4e2a\u53c2\u6570\u751f\u6210\u5e76\u8fd4\u56de\u4e00\u4e2a\u54cd\u5e94\uff0c\u4e5f\u5c31\u662f\u8bc6\u522b\u56fe\u7247\u7684\u5185\u5bb9\u4fe1\u606f\u3002<\/p>\n<h4>(2) \u521b\u5efaHumanMessage\u5bf9\u8c61<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_17\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">human_message = HumanMessage(content=[\r\n    { \"type\": \"text\", \"text\": question },\r\n    { \"type\": \"image_url\", \"image_url\": { \"url\": url }}\r\n])<\/code><\/pre>\n<ul id=\"code_id_17\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u521b\u5efa\u4e86\u4e00\u4e2aHumanMessage\u5bf9\u8c61\uff0c\u5e76\u5c06\u5176\u8d4b\u503c\u7ed9\u53d8\u91cfhuman_message\u3002\u8be5\u5bf9\u8c61\u5305\u542b\u4e00\u4e2acontent\u5217\u8868\uff0c\u5217\u8868\u4e2d\u7684\u7b2c\u4e00\u4e2a\u5143\u7d20\u662f\u5305\u542b\u6587\u672c\u95ee\u9898\u7684\u5b57\u5178\uff0c\u7b2c\u4e8c\u4e2a\u5143\u7d20\u662f\u5305\u542b\u56fe\u7247URL\u7684\u5b57\u5178\u3002\u8fd9\u79cd\u7ed3\u6784\u5c06\u6587\u672c\u548c\u56fe\u7247\u4fe1\u606f\u7ec4\u5408\u5728\u4e00\u8d77\uff0c\u4ee5\u4fbf\u4f20\u9012\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<h4>(3) \u8c03\u7528gpt-4o\u5904\u7406\u56fe\u7247\u4fe1\u606f<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_18\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">llm = ChatOpenAI(model=\"gpt-4o\")\r\nresponse = llm.invoke([ human_message ])\r\nreturn response.content<\/code><\/pre>\n<ul id=\"code_id_18\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b9e\u4f8b\u5316\u4e00\u4e2aChatOpenAI\u5bf9\u8c61\uff0c\u5e76\u5c06\u5176\u8d4b\u503c\u7ed9\u53d8\u91cfllm\u3002\u8be5\u5bf9\u8c61\u4f7f\u7528\u4e86\u6a21\u578bgpt-4o\uff0c\u7528\u4e8e\u5904\u7406\u8f93\u5165\u7684human_message\u5e76\u751f\u6210\u54cd\u5e94\u3002\u63a5\u7740\uff0c\u8c03\u7528llm\u5bf9\u8c61\u7684invoke\u65b9\u6cd5\uff0c\u4f20\u5165\u5305\u542bhuman_message\u7684\u5217\u8868\u3002\u8be5\u65b9\u6cd5\u4f1a\u5904\u7406\u8f93\u5165\u7684\u6d88\u606f\u5e76\u8fd4\u56de\u4e00\u4e2a\u54cd\u5e94\u3002\u8fd4\u56de\u7684\u54cd\u5e94\u8d4b\u503c\u7ed9\u53d8\u91cfresponse\uff0c\u5e76\u5c06\u8bc6\u522b\u56fe\u7247\u7684\u5185\u5bb9\u4fe1\u606fcontent\u901a\u8fc7response.content\u7684\u65b9\u5f0f\u8fd4\u56de\u7ed9\u8c03\u7528\u8005\u3002<\/p>\n<p>\u9664\u4e86\u5728selected_model.py \u6587\u4ef6\u4e2d\u6dfb\u52a0\u51fd\u6570\u4e4b\u5916\uff0c\u8fd8\u9700\u8981\u4fee\u6539app.py\u7684\u90e8\u5206\u4ee3\u7801\uff0c\u5982\u4e0b\uff1a<\/p>\n<h4>(1) \u521b\u5efa\u6587\u672c\u8f93\u5165\u6846\u8ba9\u7528\u6237\u8f93\u5165\u56fe\u7247\u7684URL<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_19\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">image_url = st.text_input(\"\u8bf7\u8f93\u5165\u56fe\u7247\u7684URL\uff1a\")<\/code><\/pre>\n<ul id=\"code_id_19\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f7f\u7528Streamlit\u7684text_input\u51fd\u6570\u521b\u5efa\u4e86\u4e00\u4e2a\u6587\u672c\u8f93\u5165\u6846\uff0c\u63d0\u793a\u7528\u6237\u8f93\u5165\u56fe\u7247\u7684URL\u3002\u7528\u6237\u8f93\u5165\u7684URL\u5b58\u50a8\u5728\u53d8\u91cfimage_url\u4e2d\u3002<\/p>\n<h4>(2) \u5b9a\u4e49\u51fd\u6570is_valid_url\uff0c\u9a8c\u8bc1\u8f93\u5165\u7684URL<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_20\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">def is_valid_url(url):\r\n    regex = re.compile(\r\n        r'^(?:http|ftp)s?:\/\/'  # http:\/\/ \u6216 https:\/\/\r\n        r'(?:(?:[A-Z0-9](?:[A-Z0-9-]{0,61}[A-Z0-9])?\\.)+(?:[A-Z]{2,6}\\.?|[A-Z0-9-]{2,}\\.?)|'  # \u57df\u540d\r\n        r'localhost|'  # \u672c\u5730\u5730\u5740\r\n        r'\\d{1,3}\\.\\d{1,3}\\.\\d{1,3}\\.\\d{1,3}|'  # IPv4 \u5730\u5740\r\n        r'\\[?[A-F0-9]*:[A-F0-9:]+\\]?)'  # IPv6 \u5730\u5740\r\n        r'(?::\\d+)?'  # \u53ef\u9009\u7aef\u53e3\u53f7\r\n        r'(?:\/?|[\/?]\\S+)$', re.IGNORECASE)\r\n    return re.match(regex, url) is not None<\/code><\/pre>\n<ul id=\"code_id_20\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b9a\u4e49\u4e86\u4e00\u4e2a\u540d\u4e3ais_valid_url\u7684\u51fd\u6570\uff0c\u8be5\u51fd\u6570\u63a5\u53d7\u4e00\u4e2aURL\u5b57\u7b26\u4e32\u4f5c\u4e3a\u53c2\u6570\u3002\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0fregex\u9a8c\u8bc1URL\u7684\u683c\u5f0f\u662f\u5426\u6709\u6548\u3002\u5982\u679cURL\u5339\u914d\u6b63\u5219\u8868\u8fbe\u5f0f\uff0c\u51fd\u6570\u8fd4\u56deTrue\uff0c\u5426\u5219\u8fd4\u56deFalse\u3002\u6709\u4e86\u8fd9\u4e2a\u51fd\u6570\u5c31\u53ef\u4ee5\u5224\u65ad\u6211\u4eec\u8f93\u5165\u7684URL\u662f\u5426\u662f\u7b26\u5408\u89c4\u5219\u7684\u3002<\/p>\n<h4>(3) \u8c03\u7528\u6a21\u578b\u8bc6\u522b\u56fe\u7247<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_21\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">if st.button(\"\u53d1\u9001\"):\r\nif selected_model == \"gpt-4o\":\r\n      if image_url.strip() and is_valid_url(image_url):\r\n          response = get_response_from_pic_by_gpt_4o(user_question, image_url)\r\n      else:\r\n          response = get_response_from_gpt_4o(user_question)<\/code><\/pre>\n<ul id=\"code_id_21\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u90e8\u5206\u4ee3\u7801\u662f\u5728\u539f\u6765\u4ee3\u7801\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u4fee\u6539\uff0c\u6839\u636e\u7528\u6237\u9009\u62e9\u7684\u6a21\u578b\u8c03\u7528\u76f8\u5e94\u7684\u51fd\u6570\u5904\u7406\u95ee\u9898\u3002\u5982\u679c\u9009\u62e9\u4e86gpt-4o\uff0c\u9996\u5148\u68c0\u67e5\u7528\u6237\u662f\u5426\u8f93\u5165\u4e86\u56fe\u7247URL\u4e14URL\u683c\u5f0f\u6709\u6548\u3002\u5982\u679c\u6ee1\u8db3\u6761\u4ef6\uff0c\u5219\u8c03\u7528get_response_from_pic_by_gpt_4o\u51fd\u6570\uff0c\u4f20\u5165\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u548c\u56fe\u7247URL\uff0c\u83b7\u53d6\u54cd\u5e94\u3002\u5982\u679c\u672a\u8f93\u5165\u56fe\u7247URL\u6216URL\u683c\u5f0f\u65e0\u6548\uff0c\u5219\u8c03\u7528get_response_from_gpt_4o\u51fd\u6570\uff0c\u4f20\u5165\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\uff0c\u83b7\u53d6\u54cd\u5e94\u3002<\/p>\n<p>\u8bf4\u767d\u4e86\uff0c\u8fd9\u6bb5\u4ee3\u7801\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\u4e86\u7528\u6237\u8f93\u5165\u56fe\u7247URL\u5e76\u8c03\u7528\u76f8\u5e94\u51fd\u6570\u751f\u6210\u54cd\u5e94\u7684\u529f\u80fd\uff1a<\/p>\n<ul data-id=\"u738a58b-OcI6NHiJ\">\n<li data-id=\"ld70c578-bxdQINmv\">\u521b\u5efa\u4e00\u4e2a\u6587\u672c\u8f93\u5165\u6846\u8ba9\u7528\u6237\u8f93\u5165\u56fe\u7247\u7684URL\u3002<\/li>\n<li data-id=\"ld70c578-n6wK9u5y\">\u5b9a\u4e49\u4e00\u4e2a\u51fd\u6570is_valid_url\u6765\u9a8c\u8bc1\u8f93\u5165\u7684URL\u683c\u5f0f\u662f\u5426\u6709\u6548\u3002<\/li>\n<li data-id=\"ld70c578-gUS0CZo5\">\u521b\u5efa\u4e00\u4e2a\u53d1\u9001\u6309\u94ae\uff0c\u7528\u6237\u70b9\u51fb\u6309\u94ae\u540e\u6267\u884c\u4ee3\u7801\u3002<\/li>\n<li data-id=\"ld70c578-U1cytlVY\">\u6839\u636e\u6240\u9009\u6a21\u578b\u548c\u56fe\u7247URL\u7684\u6709\u6548\u6027\uff0c\u8c03\u7528\u76f8\u5e94\u7684\u51fd\u6570\u751f\u6210\u5e76\u8fd4\u56de\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<h4>\u56fe\u7247\u8bc6\u522b\u529f\u80fd\u6d4b\u8bd5<\/h4>\n<p>\u5b8c\u6210\u4ee3\u7801\u7f16\u5199\u4e4b\u540e\uff0c\u6211\u4eec\u5f00\u59cb\u529f\u80fd\u7684\u6d4b\u8bd5\uff0c\u9996\u5148\u786e\u5b9a\u8981\u8bc6\u522b\u7684\u56fe\u7247\uff0c\u6211\u4eec\u901a\u8fc7\u5730\u5740\u5f97\u5230\u5982\u4e0b\u56fe\u6240\u793a\u7684\u56fe\u7247\u3002<\/p>\n<p><img data-dominant-color=\"88a190\" data-has-transparency=\"false\" style=\"--dominant-color: #88a190;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20428\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/645f63836a0823dac848297a0e71482aba17b9.png\" width=\"519\" height=\"339\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/645f63836a0823dac848297a0e71482aba17b9.png 519w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/645f63836a0823dac848297a0e71482aba17b9-300x196.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/645f63836a0823dac848297a0e71482aba17b9-150x98.png 150w\" sizes=\"auto, (max-width: 519px) 100vw, 519px\" \/><\/p>\n<p>\u7136\u540e\uff0c\u901a\u8fc7streamlit run app.py \u542f\u52a8Web \u4ea4\u4e92\u754c\u9762\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8f93\u5165\u95ee\u9898\u548c\u56fe\u7247\u7684URL\u5730\u5740\uff0c\u7136\u540e\u70b9\u51fb\u201c\u53d1\u9001\u201d\u6309\u94ae\uff0c\u8bf7\u6c42gpt-4o\u6a21\u578b\u3002<\/p>\n<p><img data-dominant-color=\"d4d5d6\" data-has-transparency=\"false\" style=\"--dominant-color: #d4d5d6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20429\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/23523d4603e0e737b7271469edda545259933d.png\" width=\"1280\" height=\"835\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/23523d4603e0e737b7271469edda545259933d.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/23523d4603e0e737b7271469edda545259933d-300x196.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/23523d4603e0e737b7271469edda545259933d-1024x668.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/23523d4603e0e737b7271469edda545259933d-150x98.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/23523d4603e0e737b7271469edda545259933d-768x501.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u4ece\u8f93\u51fa\u7684\u5185\u5bb9\u53ef\u4ee5\u770b\u51fa\uff0cgpt-4o\u8bc6\u522b\u51fa\u4e86\u6574\u4e2a\u56fe\u7247\uff0c\u5305\u62ec\uff1a\u6b65\u9053\u3001\u8349\u5730\u3001\u6811\u6728\u3001\u84dd\u5929\u3001\u767d\u4e91\u3001\u9633\u5149\u7b49\u4fe1\u606f\u3002<\/p>\n<p>\u770b\u6765gpt-4o\u7684\u8868\u73b0\u8fd8\u4e0d\u9519\uff0c\u63a5\u7740\u6211\u4eec\u4e0a\u70b9\u96be\u5ea6\uff0c\u63d0\u4ea4\u4e00\u5f20\u591a\u4e2a\u6570\u5b66\u516c\u5f0f\u7ec4\u6210\u7684\u56fe\u7247\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u56fe\u7247\u5305\u542b\u4e86\u591a\u4e2a\u6570\u5b66\u516c\u5f0f\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7<a href=\"https:\/\/mathswithdavid.files.wordpress.com\/2021\/01\/image-157.png?w=1024\" target=\"_blank\" rel=\"noopener\"><u>\u5730\u5740<\/u><\/a>\u8bbf\u95ee\u3002<\/p>\n<p><img data-dominant-color=\"f2f3fd\" data-has-transparency=\"false\" style=\"--dominant-color: #f2f3fd;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20430\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/97eab3b73a4e7586a68535ab6ffd3b9387fcc7.png\" width=\"1024\" height=\"517\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/97eab3b73a4e7586a68535ab6ffd3b9387fcc7.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/97eab3b73a4e7586a68535ab6ffd3b9387fcc7-300x151.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/97eab3b73a4e7586a68535ab6ffd3b9387fcc7-150x76.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/97eab3b73a4e7586a68535ab6ffd3b9387fcc7-768x388.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u770b\u770bgpt-4o\u80fd\u5426\u7406\u89e3\u3001\u5206\u6790\u3001\u8ba1\u7b97\u51fa\u56fe\u7247\u4e2d\u7684\u6570\u5b66\u516c\u5f0f\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5728\u95ee\u9898\u7684\u90e8\u5206\u6211\u4eec\u544a\u8bc9\u5927\u6a21\u578b\u201c\u7406\u89e3\u5e76\u6c42\u89e3\u56fe\u7247\u4e2d\u7684\u6570\u5b66\u9898\u201d\uff0c\u7136\u540e\u7ed9\u51fa\u56fe\u7247\u7684URL\u5730\u5740\uff0c\u6700\u540e\u70b9\u51fb\u201c\u53d1\u9001\u201d\u6309\u94ae\u8bf7\u6c42\u5927\u6a21\u578b\u3002<\/p>\n<p><img data-dominant-color=\"d3d3d5\" data-has-transparency=\"false\" style=\"--dominant-color: #d3d3d5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20431\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/f52814c72adcf5d66de25249b3638f1c1fd673.png\" width=\"1280\" height=\"645\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/f52814c72adcf5d66de25249b3638f1c1fd673.png 1280w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/f52814c72adcf5d66de25249b3638f1c1fd673-300x151.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/f52814c72adcf5d66de25249b3638f1c1fd673-1024x516.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/f52814c72adcf5d66de25249b3638f1c1fd673-150x76.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/f52814c72adcf5d66de25249b3638f1c1fd673-768x387.png 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<p>\u7531\u4e8e\u56fe\u7247\u4e2d\u7684\u516c\u5f0f\u4f17\u591a\uff0c\u6211\u4eec\u53d6\u524d\u9762\u4e00\u90e8\u5206\u5c55\u793a\u7ed9\u5927\u5bb6\u3002 \u5982\u4e0b\u56fe\u6240\u793a\uff0cgpt-4o \u89e3\u6790\u51fa\u56fe\u7247\u7684\u516c\u5f0f\u6309\u7167\u56fe\u7247\u516c\u5f0f\u7684\u5e8f\u53f7\uff1a(a) (b) (c) \u8fdb\u884c\u6392\u5217\uff0c\u9488\u5bf9\u6bcf\u4e2a\u516c\u5f0f\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u89e3\u9898\u6b65\u9aa4\uff0c\u68c0\u67e5\u4e86\u4e00\u4e0b\u7ed3\u679c\u662f\u6b63\u786e\u7684\u3002<\/p>\n<p><img data-dominant-color=\"dddede\" data-has-transparency=\"false\" style=\"--dominant-color: #dddede;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-20432\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/6647762229be7f4fa260418d8922accacefdb4.png\" width=\"725\" height=\"1280\" alt=\"\" title=\"GPT-4o\uff1a\u5b9e\u73b0\u8de8\u8d8a\u6587\u672c\u4e0e\u89c6\u89c9\u7684\u667a\u80fd\u4ea4\u4e92-AI.x\u793e\u533a\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/6647762229be7f4fa260418d8922accacefdb4.png 725w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/6647762229be7f4fa260418d8922accacefdb4-170x300.png 170w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/6647762229be7f4fa260418d8922accacefdb4-580x1024.png 580w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/05\/6647762229be7f4fa260418d8922accacefdb4-85x150.png 85w\" sizes=\"auto, (max-width: 725px) 100vw, 725px\" \/><\/p>\n<h3>\u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u672c\u6587\u7684\u8be6\u7ec6\u63a2\u8ba8\u548c\u5b9e\u4f8b\u5c55\u793a\uff0c\u6211\u4eec\u770b\u5230\u4e86GPT-4o\u5728\u591a\u6a21\u6001\u5904\u7406\u4e0a\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u4ee5\u53ca\u5b83\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5e7f\u6cdb\u6f5c\u529b\u3002\u65e0\u8bba\u662f\u5904\u7406\u590d\u6742\u7684\u6570\u5b66\u95ee\u9898\u8fd8\u662f\u8fdb\u884c\u7cbe\u786e\u7684\u56fe\u50cf\u8bc6\u522b\uff0cGPT-4o\u90fd\u5c55\u73b0\u4e86\u5353\u8d8a\u7684\u6027\u80fd\u548c\u901f\u5ea6\u3002\u672c\u6587\u63d0\u4f9b\u7684\u96c6\u6210\u65b9\u6cd5\u548c\u4ee3\u7801\u5b9e\u73b0\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5b9e\u7528\u7684\u53c2\u8003\uff0c\u5e2e\u52a9\u4ed6\u4eec\u5c06GPT-4o\u7684\u5f3a\u5927\u529f\u80fd\u878d\u5165\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002\u5c55\u671b\u672a\u6765\uff0cGPT-4o\u7684\u53d1\u5e03\u9884\u793a\u7740AI\u6280\u672f\u7684\u53c8\u4e00\u6b21\u98de\u8dc3\uff0c\u5b83\u5c06\u5f15\u9886\u4eba\u673a\u4ea4\u4e92\u8fdb\u5165\u4e00\u4e2a\u66f4\u52a0\u667a\u80fd\u548c\u81ea\u7136\u7684\u65b0\u65f6\u4ee3\u3002<\/p>\n<h3>\u53c2\u8003<\/h3>\n<p>https:\/\/platform.openai.com\/docs\/guides\/vision\u3002<\/p>\n<p>https:\/\/openai.com\/index\/hello-gpt-4o\/\u3002<\/p>\n<p>https:\/\/openai.com\/index\/gpt-4o-and-more-tools-to-chatgpt-free\/\u3002<\/p>\n<p>https:\/\/github.com\/sugarforever\/LangChain-\u3002Tutorials\/blob\/main\/langchain_openai_gpt4o.ipynb\u3002<\/p>\n<h3>\u4f5c\u8005\u4ecb\u7ecd<\/h3>\n<p>\u5d14\u7693\uff0c51CTO\u793e\u533a\u7f16\u8f91\uff0c\u8d44\u6df1\u67b6\u6784\u5e08\uff0c\u62e5\u670918\u5e74\u7684\u8f6f\u4ef6\u5f00\u53d1\u548c\u67b6\u6784\u7ecf\u9a8c\uff0c10\u5e74\u5206\u5e03\u5f0f\u67b6\u6784\u7ecf\u9a8c\u3002<\/p>\n<p>\u60f3\u4e86\u89e3\u66f4\u591aAIGC\u7684\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1a<\/p>\n<p>51CTO AI.x\u793e\u533a<\/p>\n<p>https:\/\/www.51cto.com\/aigc\/<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20419\" class=\"pvc_stats total_only  \" data-element-id=\"20419\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u901a\u8fc7\u5177\u4f53\u7684\u5e94\u7528\u5b9e\u4f8b\u548c\u5bf9\u6bd4\u6d4b\u8bd5\uff0c\u5c55\u793a\u4e86GPT-4o\u5728\u95ee\u7b54\u7cfb\u7edf\u548c\u56fe\u50cf\u7406\u89e3\u65b9\u9762\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u5e76\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u96c6\u6210\u65b9\u6cd5 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_20419\" class=\"pvc_stats total_only  \" data-element-id=\"20419\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 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c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":20420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,80],"tags":[1137,919,820],"class_list":["post-20419","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-80","tag-gpt-4o","tag-openai","tag-820"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20419","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=20419"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20419\/revisions"}],"predecessor-version":[{"id":20433,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/20419\/revisions\/20433"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/20420"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=20419"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=20419"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=20419"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}