{"id":105076,"date":"2026-09-13T18:41:09","date_gmt":"2026-09-13T10:41:09","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105076.html"},"modified":"2026-09-13T18:41:09","modified_gmt":"2026-09-13T10:41:09","slug":"python-%e8%b0%83%e7%94%a8%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%8e-streamlit-%e5%bc%80%e5%8f%91%ef%bc%9aai-%e6%99%ba%e8%83%bd%e4%bc%b4%e4%be%a3%e9%a1%b9%e7%9b%ae%e5%85%a8%e6%b5%81%e7%a8%8b%e5%ae%9e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105076.html","title":{"rendered":"Python \u8c03\u7528\u5927\u6a21\u578b\u4e0e Streamlit \u5f00\u53d1\uff1aAI \u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u5168\u6d41\u7a0b\u5b9e\u6218\uff08\u9644\u4e24\u5957\u5b8c\u6574\u4ee3\u7801\uff09"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1440\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913104106-6aa67dc2aa202.png\" width=\"2560\" 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\u5f00\u53d1\u8bfe\u7a0b\u5f55\u97f3\u6574\u7406&#xff0c;\u6309 Python \u6838\u5fc3\u8bed\u6cd5\u4f53\u7cfb\u4e2d\u300cPython\u9879\u76ee\u5b9e\u6218\u4e4bAI\u5e94\u7528\u300d\u6a21\u5757\u7684\u6388\u8bfe\u987a\u5e8f&#xff0c;\u7cfb\u7edf\u68b3\u7406 AI \u4e0e\u5927\u6a21\u578b&#xff08;LLM&#xff09;\u57fa\u7840\u6982\u5ff5\u3001\u672c\u5730\u90e8\u7f72\u4e0e\u5b98\u65b9\u5f00\u653e API \u4e24\u7c7b\u90e8\u7f72\u65b9\u6848\u3001IP\/\u57df\u540d\/\u7aef\u53e3\u4e0e HTTP \u8bf7\u6c42\u54cd\u5e94\u683c\u5f0f\u3001\u5927\u6a21\u578b API \u8c03\u7528\u4e0e\u6d41\u5f0f\u8f93\u51fa\u3001\u63d0\u793a\u8bcd\u5de5\u7a0b\u516d\u5927\u6280\u5de7\u3001Streamlit \u5e38\u7528\u7ec4\u4ef6\u4e0e\u9875\u9762\u914d\u7f6e&#xff0c;\u4ee5\u53ca AI \u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u7684\u5b8c\u6574\u5f00\u53d1\u8fc7\u7a0b&#xff08;\u9875\u9762\u642d\u5efa\u3001\u72b6\u6001\u6301\u4e45\u5316\u3001\u4f1a\u8bdd\u8bb0\u5fc6\u3001\u4eba\u8bbe\u5b9a\u5236\u3001\u65b0\u5efa\/\u67e5\u8be2\/\u52a0\u8f7d\/\u5220\u9664\u4f1a\u8bdd\u4e0e JSON \u6301\u4e45\u5316&#xff09;&#xff0c;\u6587\u672b\u7ed9\u51fa\u91cd\u6784\u524d\u540e\u4e24\u5957\u5b8c\u6574\u9879\u76ee\u4ee3\u7801\u3002<\/p>\n<h3 id=\"\u4e00ai-\u5e94\u7528\u57fa\u7840\u6982\u5ff5\u90e8\u7f72\u65b9\u6848\u4e0e\u7f51\u7edc\u5e95\u5c42\u7b2c-1-8-\u8282\" style=\"background-color:transparent\">\u4e00\u3001AI \u5e94\u7528\u57fa\u7840&#xff1a;\u6982\u5ff5\u3001\u90e8\u7f72\u65b9\u6848\u4e0e\u7f51\u7edc\u5e95\u5c42&#xff08;\u7b2c 1-8 \u8282&#xff09;<\/h3>\n<h4 id=\"\u7b2c-1-\u8282--ai\u4e0e\u5927\u6a21\u578b\u53caai\u5e94\u7528\u57fa\u7840\u6982\u5ff5\">\u7b2c 1 \u8282 \u00b7 AI\u4e0e\u5927\u6a21\u578b\u53caAI\u5e94\u7528\u57fa\u7840\u6982\u5ff5<\/h4>\n<h5 id=\"ai-\u7684\u5b9a\u4e49\u4e0e\u6838\u5fc3\u76ee\u6807\">AI \u7684\u5b9a\u4e49\u4e0e\u6838\u5fc3\u76ee\u6807<\/h5>\n<p>AI&#xff08;Artificial Intelligence&#xff0c;\u4eba\u5de5\u667a\u80fd&#xff09;\u662f\u5b66\u79d1\u9886\u57df\u7684\u7edf\u79f0&#xff0c;\u5e76\u975e\u5355\u4e00\u6280\u672f&#xff1b;\u5176\u6838\u5fc3\u76ee\u6807\u662f\u8ba9\u673a\u5668\u5177\u5907\u50cf\u4eba\u7c7b\u4e00\u6837\u72ec\u7acb\u601d\u8003\u3001\u5b66\u4e60\u3001\u63a8\u7406\u4ee5\u53ca\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3002AI \u7684\u56db\u5927\u6838\u5fc3\u80fd\u529b\u7ef4\u5ea6\u4e3a&#xff1a;\u601d\u8003\u3001\u5b66\u4e60\u3001\u63a8\u7406\u3001\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<h5 id=\"ai-\u5b9e\u73b0\u667a\u80fd\u7684\u5e95\u5c42\u903b\u8f91\">AI \u5b9e\u73b0\u667a\u80fd\u7684\u5e95\u5c42\u903b\u8f91<\/h5>\n<p>\u4eba\u7c7b\u667a\u80fd\u4f9d\u6258\u4eba\u8111\u6781\u5176\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc&#xff08;\u6d77\u91cf\u795e\u7ecf\u5143\u4e0e\u7a81\u89e6\u7ed3\u6784&#xff09;\u3002\u673a\u5668\u901a\u8fc7\u4ee3\u7801\u7ed3\u5408\u7279\u5b9a\u6570\u5b66\u7b97\u6cd5&#xff0c;\u6a21\u62df\u4eba\u8111\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784&#xff0c;\u4ece\u800c\u83b7\u5f97\u7c7b\u4f3c\u4eba\u7c7b\u7684\u667a\u80fd\u80fd\u529b\u3002<\/p>\n<h5 id=\"ai-\u5927\u6a21\u578bllm\u6838\u5fc3\u6982\u5ff5\">AI \u5927\u6a21\u578b&#xff08;LLM&#xff09;\u6838\u5fc3\u6982\u5ff5<\/h5>\n<ul>\n<li>\u522b\u540d\u4e0e\u7f29\u5199&#xff1a;\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u82f1\u6587 Large Language Models&#xff0c;\u7b80\u79f0 LLM&#xff0c;\u662f AI \u9886\u57df\u7684\u901a\u7528\u9ad8\u9891\u672f\u8bed\u3002<\/li>\n<li>\u672c\u8d28&#xff1a;AI \u6280\u672f\u7684\u91cd\u8981\u5206\u652f&#xff0c;\u672c\u8d28\u662f\u4e00\u6bb5\u7528\u4ee3\u7801\u6a21\u62df\u4eba\u8111\u795e\u7ecf\u7f51\u7edc\u7684\u7a0b\u5e8f\u3002<\/li>\n<li>&#034;\u5927&#034;\u7684\u4f53\u73b0&#xff1a;\u53c2\u6570\u91cf\u6781\u5176\u5e9e\u5927&#xff0c;\u901a\u5e38\u8fbe\u5230\u6570\u5341\u4ebf\u81f3\u6570\u5343\u4ebf\u7ea7\u522b\u3002<\/li>\n<li>\u80fd\u529b\u6765\u6e90&#xff1a;\u7ecf\u6d77\u91cf\u6570\u636e\u8bad\u7ec3\u540e&#xff0c;\u5177\u5907\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u3001\u72ec\u7acb\u601d\u8003\u3001\u903b\u8f91\u63a8\u7406\u5e76\u8f93\u51fa\u7b26\u5408\u4eba\u7c7b\u8bed\u8a00\u4e60\u60ef\u5185\u5bb9\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h5 id=\"\u4e3b\u6d41\u5927\u6a21\u578b\u4ea7\u54c1\">\u4e3b\u6d41\u5927\u6a21\u578b\u4ea7\u54c1<\/h5>\n<table>\n<tr>\u7c7b\u578b\u4ee3\u8868\u4ea7\u54c1<\/tr>\n<tbody>\n<tr>\n<td>\u6d77\u5916<\/td>\n<td>OpenAI GPT \u7cfb\u5217\u3001Google Gemini\u3001Anthropic Claude \u7cfb\u5217<\/td>\n<\/tr>\n<tr>\n<td>\u56fd\u5185<\/td>\n<td>DeepSeek&#xff08;\u6df1\u5ea6\u6c42\u7d22&#xff09;\u3001Qwen&#xff08;\u963f\u91cc\u5df4\u5df4&#xff09;\u3001\u5b57\u8282\u8c46\u5305\u3001\u79d1\u5927\u8baf\u98de\u661f\u706b\u3001\u817e\u8baf\u6df7\u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"ai-\u5e94\u7528\u5b9a\u4e49\u4e0e\u573a\u666f\">AI \u5e94\u7528\u5b9a\u4e49\u4e0e\u573a\u666f<\/h5>\n<ul>\n<li>\u5b9a\u4e49&#xff1a;\u5c06 AI \u5927\u6a21\u578b\u6280\u672f\u843d\u5730\u5230\u5177\u4f53\u4e1a\u52a1\u573a\u666f&#xff0c;\u7528\u6765\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u4ea7\u54c1\u6216\u670d\u52a1\u3002<\/li>\n<li>\u573a\u666f&#xff1a;\u5bf9\u8bdd\u5f0f\u95ee\u7b54\u5de5\u5177\u3001\u667a\u80fd\u5ba2\u670d\u3001\u89c6\u9891\u5185\u5bb9 AI \u6458\u8981\u63d0\u53d6\u3001AI \u6570\u5b57\u4eba\u76f4\u64ad\u3001AI \u77ed\u5267\u3001\u7535\u5546 AI \u8d2d\u7269\u52a9\u624b\u3001\u533b\u7597\u667a\u80fd\u8bca\u65ad\u7cfb\u7edf\u3001\u91d1\u878d\u91cf\u5316\u4ea4\u6613\u5e73\u53f0\u7b49\u3002<\/li>\n<\/ul>\n<h5 id=\"\u884c\u4e1a\u8d8b\u52bf\u4e0e\u5b66\u4e60\u8def\u5f84\">\u884c\u4e1a\u8d8b\u52bf\u4e0e\u5b66\u4e60\u8def\u5f84<\/h5>\n<ul>\n<li>\u8d8b\u52bf&#xff1a;\u56fd\u5bb6\u5927\u529b\u53d1\u5c55\u4eba\u5de5\u667a\u80fd&#xff0c;\u8d4b\u80fd\u5343\u884c\u767e\u4e1a&#xff0c;\u672a\u6765\u5e94\u7528\u8f6f\u4ef6\u5c06\u4f9d\u6258 AI \u5927\u6a21\u578b\u91cd\u6784\u5347\u7ea7\u3002<\/li>\n<li>\u672c\u7ae0\u4e09\u90e8\u5206&#xff1a;AI \u5e94\u7528\u57fa\u7840\u3001AI \u5e94\u7528\u5b9e\u6218\u3001AI \u5e94\u7528\u77e5\u8bc6\u6269\u5c55\u3002\n<ul>\n<li>\u57fa\u7840&#xff1a;\u5927\u6a21\u578b\u90e8\u7f72\u3001\u5927\u6a21\u578b\u8c03\u7528\u3001\u63d0\u793a\u8bcd\u7f16\u5199\u3002<\/li>\n<li>\u5b9e\u6218&#xff1a;\u57fa\u4e8e Python \u5f00\u53d1 AI \u667a\u80fd\u4f34\u4fa3&#xff0c;\u8986\u76d6\u9875\u9762\u5e03\u5c40\u3001\u4f34\u4fa3\u4e2a\u6027\u5316\u914d\u7f6e\u3001\u63d0\u793a\u8bcd\u7f16\u5199\u3001\u4f1a\u8bdd\u7ba1\u7406&#xff08;\u65b0\u5efa\u4f1a\u8bdd\u3001\u67e5\u8be2\u5386\u53f2\u4f1a\u8bdd\u3001\u5220\u9664\u4f1a\u8bdd&#xff09;\u3002<\/li>\n<li>\u77e5\u8bc6\u6269\u5c55&#xff1a;\u8865\u5145\u8fdb\u9636\u76f8\u5173\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-2-\u8282--\u5927\u6a21\u578b\u90e8\u7f72\u4e09\u7c7b\u65b9\u6848\u4e0eapi\u6982\u5ff5\">\u7b2c 2 \u8282 \u00b7 \u5927\u6a21\u578b\u90e8\u7f72\u4e09\u7c7b\u65b9\u6848\u4e0eAPI\u6982\u5ff5<\/h4>\n<h5 id=\"ai-\u5e94\u7528\u57fa\u7840\u4e09\u5927\u6838\u5fc3\">AI \u5e94\u7528\u57fa\u7840\u4e09\u5927\u6838\u5fc3<\/h5>\n<p>\u5927\u6a21\u578b\u90e8\u7f72\u3001\u5927\u6a21\u578b\u8c03\u7528\u3001\u63d0\u793a\u8bcd\u5de5\u7a0b\u3002<\/p>\n<h5 id=\"\u5927\u6a21\u578b\u5b9a\u4e49\">\u5927\u6a21\u578b\u5b9a\u4e49<\/h5>\n<p>\u901a\u8fc7\u4ee3\u7801\u3001\u6570\u636e\u4e0e\u7b97\u6cd5\u6a21\u62df\u4eba\u8111\u795e\u7ecf\u7f51\u7edc\u7684\u8f6f\u4ef6\u7a0b\u5e8f&#xff0c;\u5fc5\u987b\u5b8c\u6210\u90e8\u7f72\u540e\u624d\u80fd\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n<h5 id=\"\u4e09\u7c7b\u90e8\u7f72\u65b9\u6848\u5bf9\u6bd4\">\u4e09\u7c7b\u90e8\u7f72\u65b9\u6848\u5bf9\u6bd4<\/h5>\n<table>\n<tr>\u90e8\u7f72\u65b9\u5f0f\u4f18\u70b9\u7f3a\u70b9<\/tr>\n<tbody>\n<tr>\n<td>\u672c\u5730\u90e8\u7f72<\/td>\n<td>\u6570\u636e\u5b89\u5168\u3001\u81ea\u4e3b\u53ef\u63a7&#xff08;\u53ef\u5fae\u8c03&#xff09;\u3001\u957f\u671f\u6210\u672c\u4f4e<\/td>\n<td>\u521d\u59cb\u786c\u4ef6\u6210\u672c\u9ad8\u3001\u9700\u957f\u671f\u8fd0\u7ef4\u3001\u6027\u80fd\u53d7\u9650&#xff08;\u4ec5\u80fd\u90e8\u7f72\u84b8\u998f\/\u9609\u5272\u7248&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5b98\u65b9\u5f00\u653e API<\/td>\n<td>\u524d\u671f\u6210\u672c\u4f4e\u3001\u65e0\u9700\u90e8\u7f72\u7ef4\u62a4\u3001\u968f\u65f6\u8bbf\u95ee<\/td>\n<td>\u9690\u79c1\u4e0d\u80fd\u4fdd\u969c\u3001\u957f\u671f\u6210\u672c\u9ad8\u3001\u53ef\u63a7\u6027\u5dee<\/td>\n<\/tr>\n<tr>\n<td>\u4e91\u670d\u52a1\u5e73\u53f0<\/td>\n<td>\u524d\u671f\u6210\u672c\u4f4e\u3001\u65e0\u9700\u90e8\u7f72\u7ef4\u62a4\u3001\u9009\u62e9\u5ea6\u9ad8&#xff08;\u53ef\u8c03\u7528\u591a\u5382\u5546\u6a21\u578b&#xff09;<\/td>\n<td>\u5b89\u5168\u53ca\u9690\u79c1\u4e0d\u80fd\u4fdd\u969c\u3001\u957f\u671f\u6210\u672c\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"api-\u6982\u5ff5\">API \u6982\u5ff5<\/h5>\n<p>API&#xff08;Application Programming Interface&#xff0c;\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3&#xff09;\u662f\u4e0d\u540c\u8f6f\u4ef6\/\u5e94\u7528\u7a0b\u5e8f\u4e4b\u95f4\u7684\u6807\u51c6\u5316&#034;\u6865\u6881&#034;&#xff0c;\u5f00\u53d1\u8005\u65e0\u9700\u4e86\u89e3\u5185\u90e8\u5b9e\u73b0\u7ec6\u8282&#xff0c;\u76f4\u63a5\u8c03\u7528\u5bf9\u5916\u66b4\u9732\u7684\u529f\u80fd\u6216\u6570\u636e\u5373\u53ef\u3002<\/p>\n<h5 id=\"\u4e91\u670d\u52a1\u5e73\u53f0\u793a\u4f8b\">\u4e91\u670d\u52a1\u5e73\u53f0\u793a\u4f8b<\/h5>\n<p>\u963f\u91cc\u4e91\u767e\u70bc\u3001\u767e\u5ea6\u5343\u5e06\u3001\u5b57\u8282\u8df3\u52a8\u706b\u5c71\u5f15\u64ce\u7b49\u3002\u5b98\u65b9\u5f00\u653e API \u4e0e\u4e91\u670d\u52a1\u5e73\u53f0\u5747\u4e3a\u65b0\u7528\u6237\u63d0\u4f9b\u4e00\u5b9a\u514d\u8d39\u8c03\u7528\u989d\u5ea6\u3002<\/p>\n<h5 id=\"\u8bfe\u7a0b\u5b66\u4e60\u8303\u56f4\">\u8bfe\u7a0b\u5b66\u4e60\u8303\u56f4<\/h5>\n<p>\u91cd\u70b9\u8bb2\u89e3\u672c\u5730\u90e8\u7f72\u3001\u5b98\u65b9\u5f00\u653e API \u4e24\u79cd\u65b9\u6848&#xff1b;\u4e91\u670d\u52a1\u5e73\u53f0\u4f7f\u7528\u903b\u8f91\u4e0e\u5b98\u65b9\u5f00\u653e API \u9ad8\u5ea6\u76f8\u4f3c&#xff0c;\u638c\u63e1\u524d\u4e24\u79cd\u540e\u53ef\u5feb\u901f\u8fc1\u79fb\u4e0a\u624b\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-3-\u8282--ollama\u672c\u5730\u90e8\u7f72deepseek-r1\">\u7b2c 3 \u8282 \u00b7 Ollama\u672c\u5730\u90e8\u7f72DeepSeek-R1<\/h4>\n<h5 id=\"ollama-\u57fa\u7840\">Ollama \u57fa\u7840<\/h5>\n<ul>\n<li>\u5b9a\u4f4d&#xff1a;\u672c\u5730\u8fd0\u884c\u3001\u7ba1\u7406\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5f00\u6e90\u5de5\u5177&#xff0c;\u5b98\u7f51\u00a0https:\/\/ollama.com\/&#xff0c;\u652f\u6301\u00a0macOS\u3001Windows\u3001Linux\u3002<\/li>\n<li>\u6ce8\u610f&#xff1a;Ollama \u672c\u8eab\u53ea\u662f\u8fd0\u884c\u5927\u6a21\u578b\u7684\u8f7d\u4f53&#xff0c;\u5b89\u88c5\u540e\u672c\u5730\u4e0d\u81ea\u5e26\u4efb\u4f55\u5927\u6a21\u578b&#xff0c;\u9700\u540e\u7eed\u624b\u52a8\u4e0b\u8f7d\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<h5 id=\"\u4e24\u79cd\u5b89\u88c5\u65b9\u5f0f\">\u4e24\u79cd\u5b89\u88c5\u65b9\u5f0f<\/h5>\n<ul>\n<li>\u9ed8\u8ba4\u5b89\u88c5&#xff1a;\u53cc\u51fb\u5b98\u65b9 exe \u5b89\u88c5\u5305\u81ea\u52a8\u5b8c\u6210&#xff0c;\u9ed8\u8ba4\u8def\u5f84\u4e3a C \u76d8\u7528\u6237\u76ee\u5f55&#xff1b;C \u76d8\u7a7a\u95f4\u5145\u8db3\u76f4\u63a5\u9009\u6b64\u65b9\u5f0f&#xff0c;\u64cd\u4f5c\u95e8\u69db\u6781\u4f4e\u3002<\/li>\n<li>\u81ea\u5b9a\u4e49\u5b89\u88c5&#xff1a;\u9002\u7528\u4e8e C \u76d8\u7a7a\u95f4\u4e0d\u8db3\u573a\u666f&#xff0c;\u5fc5\u987b\u901a\u8fc7\u547d\u4ee4\u884c\u6267\u884c&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u53cc\u51fb exe\u3002<\/li>\n<\/ul>\n<p>OllamaSetup.exe \/DIR&#061;D:\/develop\/ollama<\/p>\n<ul>\n<li>\u73af\u5883\u53d8\u91cf&#xff1a;\u65b0\u589e\u7cfb\u7edf\u53d8\u91cf\u00a0OLLAMA_MODELS&#xff0c;\u503c\u4e3a\u6a21\u578b\u5b58\u50a8\u76ee\u5f55&#xff0c;\u907f\u514d\u5927\u6a21\u578b\u5360\u7528\u7cfb\u7edf\u76d8\u7a7a\u95f4\u3002<\/li>\n<\/ul>\n<h5 id=\"\u6838\u5fc3\u547d\u4ee4\">\u6838\u5fc3\u547d\u4ee4<\/h5>\n<p>ollama &#8211;help   # \u67e5\u770b\u6240\u6709\u652f\u6301\u7684\u64cd\u4f5c\u6307\u4ee4<br \/>\nollama create   # \u521b\u5efa\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6a21\u578b<br \/>\nollama show     # \u67e5\u770b\u6307\u5b9a\u6a21\u578b\u7684\u8be6\u7ec6\u4fe1\u606f<br \/>\nollama run      # \u8fd0\u884c\u6307\u5b9a\u5927\u6a21\u578b&#xff0c;\u672c\u5730\u4e0d\u5b58\u5728\u5219\u81ea\u52a8\u8054\u7f51\u4e0b\u8f7d<br \/>\nollama stop     # \u505c\u6b62\u5f53\u524d\u6b63\u5728\u8fd0\u884c\u7684\u5927\u6a21\u578b<br \/>\nollama list     # \u5217\u51fa\u672c\u5730\u6240\u6709\u5df2\u4e0b\u8f7d\u7684\u5927\u6a21\u578b\u4fe1\u606f<br \/>\nollama ps       # \u67e5\u770b\u5f53\u524d\u6b63\u5728\u8fd0\u884c\u7684\u5927\u6a21\u578b<br \/>\nollama pull     # \u4ece\u5b98\u65b9\u6a21\u578b\u4ed3\u5e93\u62c9\u53d6\u6307\u5b9a\u6a21\u578b<br \/>\nollama serve    # \u542f\u52a8 Ollama \u540e\u53f0\u670d\u52a1<\/p>\n<h5 id=\"\u5f00\u6e90\u6a21\u578b\u9009\u578b\u89c4\u5219\">\u5f00\u6e90\u6a21\u578b\u9009\u578b\u89c4\u5219<\/h5>\n<ul>\n<li>\u53c2\u6570\u6807\u8bc6&#xff1a;\u6a21\u578b\u540d\u79f0\u540e\u7684 B \u4ee3\u8868\u5341\u4ebf\u53c2\u6570&#xff0c;\u5982 1.5B&#061;15 \u4ebf\u53c2\u6570\u30018B&#061;80 \u4ebf\u53c2\u6570\u3001671B&#061;6710 \u4ebf\u53c2\u6570\u3002<\/li>\n<li>\u89c4\u5f8b&#xff1a;\u53c2\u6570\u91cf\u8d8a\u5927\u63a8\u7406\u6027\u80fd\u8d8a\u5f3a&#xff0c;\u4f46\u5bf9\u7b97\u529b\u3001\u5185\u5b58\u3001\u663e\u5b58\u8981\u6c42\u8d8a\u9ad8&#xff1b;\u6ee1\u8840\u7248 671B \u6a21\u578b\u9700 8 \u5f20 H200 \u7ea7\u522b\u4e13\u4e1a GPU \u624d\u80fd\u6d41\u7545\u8fd0\u884c\u3002<\/li>\n<li>\u663e\u5b58\u5360\u7528\u53c2\u8003&#xff1a;1.5B \u7ea6 1.1GB\u30017B \u7ea6 4.7GB\u30018B \u7ea6 5.2GB\u3002<\/li>\n<li>\u9009\u578b\u5efa\u8bae&#xff1a;\u65e0\u72ec\u663e\u529e\u516c\u672c\u9009 1.5B&#xff1b;\u642d\u8f7d 8G \u663e\u5b58 RTX4070 \u7ea7\u522b\u7684\u6e38\u620f\u672c\u53ef\u6d41\u7545\u8fd0\u884c 8B\u3002<\/li>\n<\/ul>\n<h5 id=\"deepseek-r1-\u90e8\u7f72\u4e0e\u4ea4\u4e92\">DeepSeek-R1 \u90e8\u7f72\u4e0e\u4ea4\u4e92<\/h5>\n<ul>\n<li>\u90e8\u7f72\u547d\u4ee4&#xff08;\u81ea\u52a8\u4e0b\u8f7d 5.2GB \u6a21\u578b\u6587\u4ef6\u540e\u8fdb\u5165\u547d\u4ee4\u884c\u4ea4\u4e92\u754c\u9762&#xff09;&#xff1a;<\/li>\n<\/ul>\n<p>ollama run deepseek-r1:8b<\/p>\n<ul>\n<li>\u4ea4\u4e92\u6307\u4ee4&#xff1a;\u76f4\u63a5\u8f93\u5165\u95ee\u9898\u5373\u83b7\u5f97\u6d41\u5f0f\u8f93\u51fa\u56de\u590d&#xff1b;\u8f93\u5165\u00a0\/?\u00a0\u67e5\u770b\u4ea4\u4e92\u5e2e\u52a9&#xff1b;\u8f93\u5165\u00a0\/bye\u00a0\u9000\u51fa\u5bf9\u8bdd\u8fd4\u56de\u7cfb\u7edf\u547d\u4ee4\u884c\u3002<\/li>\n<li>\u672c\u5730\u7ba1\u7406&#xff1a;\u6267\u884c\u00a0ollama list\u00a0\u53ef\u67e5\u770b\u6a21\u578b\u540d\u79f0\u3001\u552f\u4e00 ID\u3001\u6587\u4ef6\u5927\u5c0f\u3001\u6700\u540e\u4fee\u6539\u65f6\u95f4\u7b49\u5b8c\u6574\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-4-\u8282--deepseek\u5f00\u653e\u5e73\u53f0\u6ce8\u518c\u4e0eapi-key\">\u7b2c 4 \u8282 \u00b7 DeepSeek\u5f00\u653e\u5e73\u53f0\u6ce8\u518c\u4e0eAPI Key<\/h4>\n<h5 id=\"\u4e24\u79cd\u90e8\u7f72\u65b9\u6848\u56de\u987e\">\u4e24\u79cd\u90e8\u7f72\u65b9\u6848\u56de\u987e<\/h5>\n<ul>\n<li>\u672c\u5730\u90e8\u7f72&#xff1a;\u57fa\u4e8e Ollama \u5b8c\u6210\u672c\u5730\u5316\u90e8\u7f72&#xff0c;\u7b97\u529b\u7531\u672c\u5730\u8bbe\u5907\u63d0\u4f9b\u3002<\/li>\n<li>\u5b98\u65b9\u5f00\u653e API&#xff1a;\u5382\u5546\u5c06\u6a21\u578b\u90e8\u7f72\u5728\u81ea\u6709\u670d\u52a1\u5668&#xff0c;\u7528\u6237\u65e0\u9700\u672c\u5730\u90e8\u7f72\u76f4\u63a5\u8c03\u7528&#xff0c;\u65e0\u9700\u672c\u5730\u7b97\u529b\u652f\u6491&#xff0c;\u4e0a\u624b\u95e8\u69db\u6781\u4f4e\u3002<\/li>\n<\/ul>\n<h5 id=\"deepseek-\u5b98\u7f51\u4e24\u5927\u5165\u53e3\">DeepSeek \u5b98\u7f51\u4e24\u5927\u5165\u53e3<\/h5>\n<ul>\n<li>&#034;\u5f00\u59cb\u5bf9\u8bdd&#034;&#xff1a;\u9762\u5411\u666e\u901a\u7528\u6237&#xff0c;\u53ef\u76f4\u63a5\u4e0e DeepSeek-V3.2 \u514d\u8d39\u5bf9\u8bdd\u3002<\/li>\n<li>&#034;API \u5f00\u653e\u5e73\u53f0&#034;&#xff1a;\u9762\u5411\u5f00\u53d1\u8005&#xff0c;\u7528\u4e8e\u81ea\u5b9a\u4e49 AI \u5e94\u7528\u4e2d\u8c03\u7528\u5927\u6a21\u578b\u63a5\u53e3\u3002\u4e8c\u8005\u529f\u80fd\u5b8c\u5168\u4e0d\u540c&#xff0c;\u96c6\u6210\u5e94\u7528\u5fc5\u987b\u9009\u7b2c\u4e8c\u4e2a\u5165\u53e3\u3002<\/li>\n<\/ul>\n<h5 id=\"\u5f00\u653e-api-\u8c03\u7528\u903b\u8f91\">\u5f00\u653e API \u8c03\u7528\u903b\u8f91<\/h5>\n<ul>\n<li>\u5382\u5546\u4fa7&#xff1a;\u6a21\u578b\u90e8\u7f72\u5728\u5382\u5546\u81ea\u6709\u670d\u52a1\u5668&#xff0c;\u8c03\u7528\u6d88\u8017\u5382\u5546\u7b97\u529b&#xff0c;\u6309\u91cf\u8ba1\u8d39\u3002<\/li>\n<li>\u7528\u6237\u4fa7&#xff1a;\u901a\u8fc7\u4e13\u5c5e\u8eab\u4efd\u6807\u8bc6&#xff08;API Key&#xff09;\u53d1\u8d77\u8bf7\u6c42&#xff0c;\u5382\u5546\u6821\u9a8c\u8eab\u4efd\u3001\u7edf\u8ba1\u8c03\u7528\u91cf\u5e76\u4ece\u8d26\u6237\u6263\u8d39\u3002<\/li>\n<li>API Key \u662f\u8c03\u7528\u5927\u6a21\u578b\u7684\u552f\u4e00\u8eab\u4efd\u51ed\u8bc1&#xff0c;\u6240\u6709\u6743\u9650\u6821\u9a8c\u3001\u8ba1\u8d39\u6263\u8d39\u5747\u57fa\u4e8e\u8be5\u6807\u8bc6\u5b8c\u6210\u3002<\/li>\n<\/ul>\n<h5 id=\"\u56db\u6b65\u51c6\u5907\u6d41\u7a0b\">\u56db\u6b65\u51c6\u5907\u6d41\u7a0b<\/h5>\n<li>\u6ce8\u518c\u8d26\u53f7&#xff1a;\u8bbf\u95ee\u5b98\u7f51\u901a\u8fc7\u624b\u673a\u53f7\u6ce8\u518c\u3002<\/li>\n<li>\u767b\u5f55\u5f00\u653e\u5e73\u53f0\u3002<\/li>\n<li>\u8d26\u6237\u5145\u503c\u3002<\/li>\n<li>\u521b\u5efa\u5e76\u4fdd\u7ba1 API Key&#xff1a;\u4ec5\u5728\u521b\u5efa\u65f6\u5c55\u793a\u4e00\u6b21&#xff0c;\u5e73\u53f0\u540e\u7eed\u65e0\u6cd5\u518d\u67e5\u770b&#xff0c;\u4e22\u5931\u53ea\u80fd\u91cd\u65b0\u751f\u6210&#xff0c;\u5fc5\u987b\u7b2c\u4e00\u65f6\u95f4\u59a5\u5584\u5907\u4efd&#xff0c;\u4e25\u7981\u6cc4\u9732\u3002<\/li>\n<h5 id=\"\u5b89\u5168\u98ce\u9669\">\u5b89\u5168\u98ce\u9669<\/h5>\n<p>API Key \u6cc4\u9732\u540e&#xff0c;\u4ed6\u4eba\u53ef\u76f4\u63a5\u4f7f\u7528\u4f60\u7684\u8d26\u6237\u4f59\u989d\u8c03\u7528\u5927\u6a21\u578b&#xff0c;\u4ea7\u751f\u975e\u9884\u671f\u6263\u8d39\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-5-\u8282--\u7f51\u7edc\u57fa\u7840ip\u57df\u540d\u4e0e\u7aef\u53e3\">\u7b2c 5 \u8282 \u00b7 \u7f51\u7edc\u57fa\u7840&#xff1a;IP\u3001\u57df\u540d\u4e0e\u7aef\u53e3<\/h4>\n<h5 id=\"\u5927\u6a21\u578b\u8c03\u7528\u7f51\u7edc\u89d2\u8272\">\u5927\u6a21\u578b\u8c03\u7528\u7f51\u7edc\u89d2\u8272<\/h5>\n<p>\u670d\u52a1\u7aef\u63d0\u4f9b\u5927\u6a21\u578b\u670d\u52a1\u5e76\u5bf9\u5916\u66b4\u9732 API \u63a5\u53e3&#xff1b;\u5ba2\u6237\u7aef\u53d1\u8d77\u8bf7\u6c42&#xff0c;\u987b\u901a\u8fc7\u7f51\u7edc\u8fde\u63a5\u670d\u52a1\u7aef\u624d\u80fd\u8c03\u7528\u3002<\/p>\n<h5 id=\"\u4e92\u8054\u7f51\">\u4e92\u8054\u7f51<\/h5>\n<p>\u7531\u65e0\u6570\u7f51\u7edc\u8bbe\u5907&#xff08;\u7535\u8111\u3001\u624b\u673a\u3001\u5e73\u677f\u7b49&#xff09;\u8fde\u63a5\u5f62\u6210\u7684\u5168\u7403\u6027\u7f51\u7edc&#xff0c;\u6838\u5fc3\u4f5c\u7528\u662f\u5b9e\u73b0\u4e0d\u540c\u7f51\u7edc\u8bbe\u5907\u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\u3002<\/p>\n<h5 id=\"ip-\u5730\u5740\">IP \u5730\u5740<\/h5>\n<ul>\n<li>\u5b9a\u4e49&#xff1a;\u8bbe\u5907\u5728\u4e92\u8054\u7f51\u4e2d\u7684\u552f\u4e00\u5730\u5740&#xff08;&#034;\u552f\u4e00\u8eab\u4efd\u8bc1&#034;&#xff09;&#xff0c;\u7528\u4e8e\u5b9a\u4f4d\u8bbe\u5907\u3002<\/li>\n<li>IPv4&#xff1a;32 \u4f4d\u4e8c\u8fdb\u5236&#xff0c;\u65e5\u5e38\u5c55\u793a\u4e3a\u56db\u6bb5\u5341\u8fdb\u5236&#xff0c;\u6bcf\u6bb5 0~255&#xff1b;\u793a\u4f8b 132.12.86.125\u3002<\/li>\n<li>IPv6&#xff1a;128 \u4f4d\u4e8c\u8fdb\u5236&#xff0c;\u8bbe\u8ba1\u7528\u4e8e\u89e3\u51b3 IPv4 \u5730\u5740\u603b\u91cf\u4e0d\u8db3\u95ee\u9898\u3002<\/li>\n<li>\u7279\u6b8a\u672c\u5730\u56de\u73af\u5730\u5740&#xff1a;127.0.0.1&#xff0c;\u4ee3\u8868\u5f53\u524d\u8fd0\u884c\u7a0b\u5e8f\u7684\u672c\u673a\u8bbe\u5907&#xff0c;\u5e38\u7528\u4e8e\u672c\u5730\u5f00\u53d1\u8c03\u8bd5\u3002<\/li>\n<\/ul>\n<h5 id=\"\u57df\u540d\u4e0e-dns-\u89e3\u6790\">\u57df\u540d\u4e0e DNS \u89e3\u6790<\/h5>\n<ul>\n<li>\u57df\u540d&#xff1a;\u7531\u70b9\u5206\u9694\u7684\u82f1\u6587\u5b57\u6bcd\u7ec4\u6210\u7684\u6807\u8bc6&#xff0c;\u89e3\u51b3 IP \u7eaf\u6570\u5b57\u96be\u4ee5\u8bb0\u5fc6\u7684\u75db\u70b9\u3002<\/li>\n<li>\u89e3\u6790\u6d41\u7a0b&#xff1a;\u7528\u6237\u8f93\u5165 www.baidu.com \u2192 \u5411 DNS \u670d\u52a1\u5668\u8bf7\u6c42\u89e3\u6790 \u2192 \u83b7\u53d6\u76ee\u6807 IP 110.242.69.21 \u2192 \u8bbf\u95ee\u8be5 IP \u5bf9\u5e94\u670d\u52a1\u5668\u3002<\/li>\n<li>\u5173\u952e\u70b9&#xff1a;\u57df\u540d\u672c\u8eab\u4e0d\u80fd\u76f4\u63a5\u5b9a\u4f4d\u8bbe\u5907&#xff0c;\u5fc5\u987b\u7ecf DNS \u89e3\u6790\u8f6c\u6362\u4e3a IP \u5730\u5740\u540e\u624d\u80fd\u53d1\u8d77\u7f51\u7edc\u8bf7\u6c42\u3002<\/li>\n<\/ul>\n<h5 id=\"\u7aef\u53e3\u53f7\">\u7aef\u53e3\u53f7<\/h5>\n<ul>\n<li>\u5b9a\u4e49&#xff1a;\u53d6\u503c\u8303\u56f4 0~65535 \u7684\u6574\u6570&#xff0c;\u6807\u8bc6\u540c\u4e00\u53f0\u7f51\u7edc\u8bbe\u5907\u4e0a\u6b63\u5728\u8fd0\u884c\u7684\u4e0d\u540c\u5e94\u7528\u7a0b\u5e8f&#xff0c;\u5355\u53f0\u8bbe\u5907\u5185\u7aef\u53e3\u53f7\u4e0d\u91cd\u590d\u3002<\/li>\n<li>\u9ed8\u8ba4\u7aef\u53e3&#xff1a;HTTP&#061;80&#xff0c;HTTPS&#061;443&#xff1b;\u672a\u624b\u52a8\u6307\u5b9a\u7aef\u53e3\u65f6\u6d4f\u89c8\u5668\u81ea\u52a8\u4f7f\u7528\u5bf9\u5e94\u534f\u8bae\u9ed8\u8ba4\u7aef\u53e3\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;\u540c\u4e00 IP 110.242.69.21 \u7684\u670d\u52a1\u5668\u4e0a&#xff0c;\u767e\u5ea6\u641c\u7d22\u7aef\u53e3 443\u3001\u767e\u5ea6\u7f51\u76d8 10010\u3001\u7231\u5947\u827a 9527\u3001\u767e\u5ea6\u5730\u56fe 8848\u3002<\/li>\n<\/ul>\n<h5 id=\"\u6838\u5fc3\u6982\u5ff5\u5bf9\u6bd4\">\u6838\u5fc3\u6982\u5ff5\u5bf9\u6bd4<\/h5>\n<table>\n<tr>\u6982\u5ff5\u4f5c\u7528\u63cf\u8ff0\u5173\u952e\u7279\u5f81<\/tr>\n<tbody>\n<tr>\n<td>IP<\/td>\n<td>\u552f\u4e00\u5b9a\u4f4d\u4e92\u8054\u7f51\u8bbe\u5907<\/td>\n<td>IPv4&#xff08;32\u4f4d&#xff09;\u3001IPv6&#xff08;128\u4f4d&#xff09;&#xff1b;\u672c\u673a 127.0.0.1<\/td>\n<\/tr>\n<tr>\n<td>\u57df\u540d<\/td>\n<td>\u7b80\u5316 IP \u8bb0\u5fc6&#xff0c;\u901a\u8fc7 DNS \u6620\u5c04<\/td>\n<td>\u70b9\u5206\u7ed3\u6784&#xff1b;\u672c\u673a localhost<\/td>\n<\/tr>\n<tr>\n<td>\u7aef\u53e3<\/td>\n<td>\u6807\u8bc6\u8bbe\u5907\u5185\u8fd0\u884c\u7684\u7a0b\u5e8f<\/td>\n<td>\u8303\u56f4 0~65535&#xff1b;\u9ed8\u8ba4 80\/443<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"\u5b8c\u6574\u8bbf\u95ee\u94fe\u8def\">\u5b8c\u6574\u8bbf\u95ee\u94fe\u8def<\/h5>\n<p>\u8f93\u5165\u5e26\u534f\u8bae\u7684\u57df\u540d \u2192 DNS \u89e3\u6790\u5f97\u76ee\u6807 IP \u2192 \u6d4f\u89c8\u5668\u8865\u5168\u534f\u8bae\u9ed8\u8ba4\u7aef\u53e3 \u2192 \u901a\u8fc7&#034;IP&#043;\u7aef\u53e3&#034;\u7cbe\u51c6\u5b9a\u4f4d\u76ee\u6807\u5e94\u7528 \u2192 \u5e94\u7528\u5904\u7406\u5b8c\u6210\u8fd4\u56de\u7ed3\u679c\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-6-\u8282--\u7f51\u7edc\u5206\u5c42\u6a21\u578b\u4e0ehttp\u534f\u8bae\">\u7b2c 6 \u8282 \u00b7 \u7f51\u7edc\u5206\u5c42\u6a21\u578b\u4e0eHTTP\u534f\u8bae<\/h4>\n<h5 id=\"\u7f51\u7edc\u5b9a\u4f4d\u56de\u987e\">\u7f51\u7edc\u5b9a\u4f4d\u56de\u987e<\/h5>\n<p>IP \u5730\u5740\u5b9a\u4f4d\u7ec8\u7aef\u8bbe\u5907&#xff0c;\u7aef\u53e3\u53f7\u5b9a\u4f4d\u8bbe\u5907\u4e0a\u8fd0\u884c\u7684\u5177\u4f53\u5e94\u7528\u7a0b\u5e8f&#xff0c;\u4e8c\u8005\u7f3a\u4e00\u4e0d\u53ef\u3002<\/p>\n<h5 id=\"\u6807\u51c6\u5316\u7f51\u7edc\u6a21\u578b\">\u6807\u51c6\u5316\u7f51\u7edc\u6a21\u578b<\/h5>\n<ul>\n<li>\u5236\u5b9a\u4e3b\u4f53&#xff1a;\u56fd\u9645\u6807\u51c6\u5316\u7ec4\u7ec7 ISO\u3002<\/li>\n<li>\u4e24\u7c7b\u6a21\u578b&#xff1a;OSI \u4e03\u5c42\u7f51\u7edc\u6a21\u578b&#xff08;\u5168\u7403\u6807\u51c6\u53c2\u8003&#xff09;\u3001TCP\/IP \u56db\u5c42\u7f51\u7edc\u6a21\u578b&#xff08;\u5de5\u4e1a\u7b80\u5316\u7248\u672c&#xff0c;\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u51e0\u4e4e\u5168\u90e8\u4f7f\u7528&#xff09;\u3002<\/li>\n<\/ul>\n<h5 id=\"\u6a21\u578b\u5bf9\u7167\">\u6a21\u578b\u5bf9\u7167<\/h5>\n<table>\n<tr>OSI \u4e03\u5c42TCP\/IP \u56db\u5c42\u6838\u5fc3\u804c\u8d23<\/tr>\n<tbody>\n<tr>\n<td>\u5e94\u7528\u5c42<\/td>\n<td>\u5e94\u7528\u5c42<\/td>\n<td>\u6309 HTTP\/FTP\/SMTP \u7b49\u534f\u8bae\u5c01\u88c5\u7528\u6237\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td>\u8868\u793a\u5c42<\/td>\n<td>\u5e94\u7528\u5c42<\/td>\n<td>&#xff08;\u5408\u5e76\u5165\u5e94\u7528\u5c42&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4f1a\u8bdd\u5c42<\/td>\n<td>\u5e94\u7528\u5c42<\/td>\n<td>&#xff08;\u5408\u5e76\u5165\u5e94\u7528\u5c42&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4f20\u8f93\u5c42<\/td>\n<td>\u4f20\u8f93\u5c42<\/td>\n<td>\u901a\u8fc7\u7aef\u53e3\u5b9a\u4f4d\u5e94\u7528\u8fdb\u7a0b&#xff1b;\u542b UDP\u3001TCP<\/td>\n<\/tr>\n<tr>\n<td>\u7f51\u7edc\u5c42<\/td>\n<td>\u7f51\u7edc\u5c42<\/td>\n<td>\u5c01\u88c5\u6e90\/\u76ee\u6807 IP&#xff0c;\u8def\u7531\u5bfb\u5740<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u94fe\u8def\u5c42<\/td>\n<td>\u7f51\u7edc\u63a5\u53e3\u5c42<\/td>\n<td>&#xff08;\u5408\u5e76&#xff0c;\u5904\u7406\u7269\u7406\u7f51\u7edc\u4f20\u8f93&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u7269\u7406\u5c42<\/td>\n<td>\u7f51\u7edc\u63a5\u53e3\u5c42<\/td>\n<td>&#xff08;\u5408\u5e76&#xff0c;\u5904\u7406\u4e0e\u786c\u4ef6\u4ea4\u4e92&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"\u5206\u5c42\u4f18\u52bf\">\u5206\u5c42\u4f18\u52bf<\/h5>\n<p>\u7c7b\u4f3c\u5de5\u5382\u6d41\u6c34\u7ebf&#xff0c;\u5404\u5c42\u804c\u8d23\u72ec\u7acb&#xff0c;\u51fa\u73b0\u6545\u969c\u53ef\u5feb\u901f\u5b9a\u4f4d\u5230\u5bf9\u5e94\u5c42\u7ea7\u6392\u67e5\u3002<\/p>\n<h5 id=\"\u5404\u5c42\u804c\u8d23\">\u5404\u5c42\u804c\u8d23<\/h5>\n<ul>\n<li>\u5e94\u7528\u5c42&#xff1a;\u9762\u5411\u7528\u6237\u4ea4\u4e92&#xff0c;\u4f7f\u7528 HTTP\u3001FTP\u3001SMTP \u7b49\u534f\u8bae\u5c01\u88c5\u6570\u636e&#xff0c;\u8c03\u7528\u4f20\u8f93\u5c42 API \u79fb\u4ea4\u4e0b\u4e00\u5c42&#xff0c;\u65e0\u9700\u5173\u5fc3\u5e95\u5c42\u3002<\/li>\n<li>\u4f20\u8f93\u5c42&#xff1a;\u901a\u8fc7\u7aef\u53e3\u53f7\u5c06\u6570\u636e\u5305\u7cbe\u51c6\u9001\u8fbe\u76ee\u6807\u5e94\u7528\u3002UDP&#xff08;\u901f\u5ea6\u5feb\u3001\u5f00\u9500\u5c0f\u3001\u4e0d\u4fdd\u8bc1\u53ef\u9760&#xff0c;\u9002\u7528\u4e8e\u89c6\u9891\/\u8bed\u97f3\u901a\u8bdd&#xff09;&#xff1b;TCP&#xff08;\u9762\u5411\u53ef\u9760\u8fde\u63a5\u3001\u5e26\u786e\u8ba4\u673a\u5236&#xff0c;\u9002\u7528\u4e8e\u8f6c\u8d26\u7b49\u4e0d\u5141\u8bb8\u4e22\u6570\u636e\u573a\u666f&#xff09;\u3002<\/li>\n<li>\u7f51\u7edc\u5c42&#xff1a;\u5c01\u88c5\u6e90 IP \u4e0e\u76ee\u6807 IP&#xff0c;\u4f9d\u9760 IP \u5730\u5740\u5b8c\u6210\u8de8\u7f51\u7edc\u8def\u7531\u3002<\/li>\n<li>\u7f51\u7edc\u63a5\u53e3\u5c42&#xff1a;\u5904\u7406\u7269\u7406\u7f51\u7edc\u4e2d\u7684\u6570\u636e\u4f20\u8f93&#xff0c;\u5b9e\u73b0\u6570\u636e\u4e0e\u5e95\u5c42\u786c\u4ef6\u4ea4\u4e92\u3002<\/li>\n<li>\u5f00\u53d1\u4eba\u5458\u4ec5\u9700\u5173\u6ce8\u5e94\u7528\u5c42&#xff0c;\u5e95\u5c42\u4e09\u5c42\u7531\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u81ea\u52a8\u5b8c\u6210\u5c01\u88c5\u3002<\/li>\n<\/ul>\n<h5 id=\"http-\u534f\u8bae\">HTTP \u534f\u8bae<\/h5>\n<ul>\n<li>\u5168\u79f0&#xff1a;Hypertext Transfer Protocol&#xff08;\u8d85\u6587\u672c\u4f20\u8f93\u534f\u8bae&#xff09;&#xff0c;\u5c5e\u4e8e TCP\/IP \u6a21\u578b\u5e94\u7528\u5c42\u534f\u8bae\u3002<\/li>\n<li>\u4f5c\u7528&#xff1a;\u7edf\u4e00\u89c4\u5b9a\u5ba2\u6237\u7aef\u4e0e\u670d\u52a1\u5668\u4e4b\u95f4\u6570\u636e\u4f20\u8f93\u7684\u683c\u5f0f\u89c4\u5219&#xff0c;\u53cc\u65b9\u9075\u5faa\u540c\u4e00\u89c4\u5219\u624d\u80fd\u4e92\u76f8\u89e3\u6790\u3002<\/li>\n<li>\u4e09\u5927\u6838\u5fc3\u7279\u70b9&#xff1a;\n<li>\u57fa\u4e8e\u6587\u672c&#xff1a;\u8bf7\u6c42\u4e0e\u54cd\u5e94\u5185\u5bb9\u5747\u4e3a\u6587\u672c\u683c\u5f0f&#xff0c;\u5e95\u5c42\u4f9d\u6258 TCP \u534f\u8bae\u4f20\u8f93&#xff0c;\u7a33\u5b9a\u6027\u5f3a\u3002<\/li>\n<li>\u57fa\u4e8e\u8bf7\u6c42-\u54cd\u5e94\u6a21\u578b&#xff1a;\u4e00\u6b21\u5ba2\u6237\u7aef\u8bf7\u6c42\u4e25\u683c\u5bf9\u5e94\u4e00\u6b21\u670d\u52a1\u5668\u54cd\u5e94&#xff0c;\u8bf7\u6c42\u7531\u5ba2\u6237\u7aef\u4e3b\u52a8\u53d1\u8d77&#xff0c;\u670d\u52a1\u5668\u4e0d\u4e3b\u52a8\u8fd4\u56de\u3002<\/li>\n<li>\u65e0\u72b6\u6001&#xff1a;\u670d\u52a1\u5668\u4e0d\u5b58\u50a8\u5ba2\u6237\u7aef\u5386\u53f2\u4ea4\u4e92\u4fe1\u606f&#xff0c;\u6bcf\u6b21\u8bf7\u6c42-\u54cd\u5e94\u5b8c\u5168\u72ec\u7acb\u3002<\/li>\n<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-7-\u8282--http\u8bf7\u6c42\u54cd\u5e94\u683c\u5f0f\u4e0egetpost\">\u7b2c 7 \u8282 \u00b7 HTTP\u8bf7\u6c42\u54cd\u5e94\u683c\u5f0f\u4e0eGET\/POST<\/h4>\n<h5 id=\"\u8bf7\u6c42\u6570\u636e\u4e09\u6bb5\u5f0f\u7ed3\u6784\">\u8bf7\u6c42\u6570\u636e\u4e09\u6bb5\u5f0f\u7ed3\u6784<\/h5>\n<li>\u8bf7\u6c42\u884c&#xff1a;\u7b2c\u4e00\u884c&#xff0c;\u7531\u8bf7\u6c42\u65b9\u5f0f\u3001\u8d44\u6e90\u8def\u5f84\u3001\u534f\u8bae\u53ca\u7248\u672c\u7ec4\u6210&#xff0c;\u7a7a\u683c\u5206\u9694\u3002<\/li>\n<p>POST \/api\/courses HTTP\/1.1<\/p>\n<li>\u8bf7\u6c42\u5934&#xff1a;\u4ece\u7b2c\u4e8c\u884c\u8d77&#xff0c;\u5168\u90e8\u4e3a\u00a0key: value\u00a0\u952e\u503c\u5bf9&#xff0c;\u7531\u6d4f\u89c8\u5668\u81ea\u52a8\u751f\u6210&#xff1b;\u4e0e\u8bf7\u6c42\u4f53\u4e4b\u95f4\u5fc5\u987b\u6709\u4e00\u4e2a\u7a7a\u884c\u5206\u9694\u3002<\/li>\n<p>Accept: application\/json, text\/plain, *\/*<br \/>\nAccept-Language: zh-CN,zh;q&#061;0.9<br \/>\nContent-Type: application\/json<br \/>\nHost: localhost:90<br \/>\nUser-Agent: Mozilla\/5.0 (Windows NT 10.0; Win64; x64) Chrome\/143.0.0.0<\/p>\n<li>\u8bf7\u6c42\u4f53&#xff1a;\u7a7a\u884c\u4e4b\u540e&#xff0c;\u627f\u8f7d POST \u8bf7\u6c42\u53c2\u6570&#xff1b;GET \u8bf7\u6c42\u65e0\u8bf7\u6c42\u4f53\u3002<\/li>\n<p>{&#034;phone&#034;:&#034;18808088080&#034;,&#034;channel&#034;:1,&#034;name&#034;:&#034;\u864e\u5486&#034;,&#034;gender&#034;:1,&#034;age&#034;:&#034;32&#034;}<\/p>\n<h5 id=\"get-\u4e0e-post-\u5bf9\u6bd4\">GET \u4e0e POST \u5bf9\u6bd4<\/h5>\n<table>\n<tr>\u7279\u6027GET \u8bf7\u6c42POST \u8bf7\u6c42<\/tr>\n<tbody>\n<tr>\n<td>\u53c2\u6570\u4f4d\u7f6e<\/td>\n<td>\u8bf7\u6c42\u884c URL \u4e2d&#xff0c;\u5982\u00a0\/api\/courses?name&#061;Python&amp;status&#061;1<\/td>\n<td>\u8bf7\u6c42\u4f53\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570\u5927\u5c0f<\/td>\n<td>\u6d4f\u89c8\u5668\u6709\u9650\u5236&#xff08;\u901a\u5e38\u51e0 KB&#xff09;&#xff0c;\u4e0d\u53ef\u4f20\u5927\u4f53\u79ef\u6570\u636e<\/td>\n<td>\u65e0\u9650\u5236&#xff0c;\u9002\u5408\u6587\u4ef6\u4e0a\u4f20\u3001\u5927\u4f53\u79ef\u4f20\u8f93<\/td>\n<\/tr>\n<tr>\n<td>\u8bf7\u6c42\u4f53<\/td>\n<td>\u65e0<\/td>\n<td>\u53ef\u643a\u5e26<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"\u6d4f\u89c8\u5668\u6293\u5305\u9a8c\u8bc1\">\u6d4f\u89c8\u5668\u6293\u5305\u9a8c\u8bc1<\/h5>\n<ul>\n<li>\u6253\u5f00\u65b9\u5f0f&#xff1a;F12 \u2192 Network&#xff08;\u7f51\u7edc&#xff09;\u9762\u677f&#xff1b;\u52fe\u9009 Raw \u67e5\u770b\u6700\u539f\u59cb HTTP \u6587\u672c\u683c\u5f0f\u3002<\/li>\n<li>GET \u6293\u5305&#xff1a;\u6709\u8bf7\u6c42\u884c\u3001\u81ea\u52a8\u751f\u6210\u7684\u8bf7\u6c42\u5934&#xff0c;\u65e0\u8bf7\u6c42\u4f53&#xff0c;\u53c2\u6570\u663e\u793a\u5728 URL \u95ee\u53f7\u4e4b\u540e\u3002<\/li>\n<li>POST \u6293\u5305&#xff1a;\u8bf7\u6c42\u884c\u65b9\u5f0f\u4e3a POST&#xff1b;Chrome \u5c06\u8bf7\u6c42\u4f53\u5355\u72ec\u653e\u7f6e\u5728 Payload \u6807\u7b7e\u9875&#xff0c;\u9700\u70b9\u51fb Raw \u67e5\u770b\u539f\u59cb\u6570\u636e\u3002\u767b\u5f55\u64cd\u4f5c\u5c5e POST&#xff0c;\u7528\u6237\u540d\u5bc6\u7801\u7b49\u654f\u611f\u6570\u636e\u5728\u8bf7\u6c42\u4f53\u4e2d\u4f20\u8f93\u3002<\/li>\n<\/ul>\n<h5 id=\"\u54cd\u5e94\u6570\u636e\u4e09\u6bb5\u5f0f\u7ed3\u6784\">\u54cd\u5e94\u6570\u636e\u4e09\u6bb5\u5f0f\u7ed3\u6784<\/h5>\n<li>\u54cd\u5e94\u884c&#xff1a;\u534f\u8bae\u7248\u672c\u3001\u54cd\u5e94\u72b6\u6001\u7801\u3002\u793a\u4f8b\u00a0HTTP\/1.1 200 OK<\/li>\n<li>\u54cd\u5e94\u5934&#xff1a;\u4ece\u7b2c\u4e8c\u884c\u8d77\u00a0key: value\u00a0\u952e\u503c\u5bf9&#xff0c;\u4e0e\u54cd\u5e94\u4f53\u4e4b\u95f4\u6709\u7a7a\u884c\u3002<\/li>\n<li>\u54cd\u5e94\u4f53&#xff1a;\u7a7a\u884c\u4e4b\u540e&#xff0c;\u670d\u52a1\u5668\u8fd4\u56de\u7684\u5b9e\u9645\u4e1a\u52a1\u6570\u636e&#xff0c;\u5e38\u89c1 JSON \u683c\u5f0f&#xff08;\u7ed3\u6784\u7c7b\u4f3c Python \u5b57\u5178&#xff09;\u3002<\/li>\n<h5 id=\"\u9ad8\u9891\u72b6\u6001\u7801\">\u9ad8\u9891\u72b6\u6001\u7801<\/h5>\n<table>\n<tr>\u72b6\u6001\u7801\u542b\u4e49\u5f52\u5c5e<\/tr>\n<tbody>\n<tr>\n<td>200<\/td>\n<td>\u8bf7\u6c42\u6210\u529f<\/td>\n<td>\u6210\u529f<\/td>\n<\/tr>\n<tr>\n<td>400<\/td>\n<td>\u8bf7\u6c42\u53c2\u6570\u4e0d\u7b26\u5408\u670d\u52a1\u5668\u8981\u6c42<\/td>\n<td>4 \u5f00\u5934 &#061; \u5ba2\u6237\u7aef\u9519\u8bef<\/td>\n<\/tr>\n<tr>\n<td>404<\/td>\n<td>\u8bf7\u6c42\u8d44\u6e90\u4e0d\u5b58\u5728&#xff08;URL \u62fc\u5199\u9519\u8bef\u6216\u8d44\u6e90\u5df2\u5220&#xff09;<\/td>\n<td>4 \u5f00\u5934 &#061; \u5ba2\u6237\u7aef\u9519\u8bef<\/td>\n<\/tr>\n<tr>\n<td>500<\/td>\n<td>\u670d\u52a1\u5668\u5185\u90e8\u672a\u9884\u671f\u5f02\u5e38<\/td>\n<td>5 \u5f00\u5934 &#061; \u670d\u52a1\u5668\u9519\u8bef<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"\u683c\u5f0f\u5c0f\u7ed3\">\u683c\u5f0f\u5c0f\u7ed3<\/h5>\n<ul>\n<li>\u8bf7\u6c42&#xff1a;\u8bf7\u6c42\u884c&#xff08;\u65b9\u5f0f\u3001\u8def\u5f84\u3001\u7248\u672c&#xff09;\u2192 \u8bf7\u6c42\u5934&#xff08;key:value&#xff09;\u2192 \u7a7a\u884c \u2192 \u8bf7\u6c42\u4f53&#xff08;\u4ec5 POST \u53ef\u643a\u5e26&#xff09;<\/li>\n<li>\u54cd\u5e94&#xff1a;\u54cd\u5e94\u884c&#xff08;\u7248\u672c\u3001\u72b6\u6001\u7801&#xff09;\u2192 \u54cd\u5e94\u5934&#xff08;key:value&#xff09;\u2192 \u7a7a\u884c \u2192 \u54cd\u5e94\u4f53<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-8-\u8282--apifox\u63a5\u53e3\u6d4b\u8bd5\u4e0edeepseek-api\u8c03\u7528\">\u7b2c 8 \u8282 \u00b7 Apifox\u63a5\u53e3\u6d4b\u8bd5\u4e0eDeepSeek API\u8c03\u7528<\/h4>\n<h5 id=\"\u6d4f\u89c8\u5668\u8bf7\u6c42\u5c40\u9650\">\u6d4f\u89c8\u5668\u8bf7\u6c42\u5c40\u9650<\/h5>\n<p>\u6d4f\u89c8\u5668\u5730\u5740\u680f\u53d1\u8d77\u7684\u6240\u6709\u8bf7\u6c42\u9ed8\u8ba4\u5747\u4e3a GET&#xff0c;\u53c2\u6570\u62fc\u5728 URL \u540e\u65b9\u4e14\u5927\u5c0f\u53d7\u9650\u3002\u5927\u6a21\u578b\u4ea4\u4e92\u4f20\u9012\u7684\u63d0\u793a\u8bcd\u53ef\u8fbe\u51e0 KB \u751a\u81f3\u6570\u767e KB&#xff0c;\u56e0\u6b64 DeepSeek \u5b98\u65b9 API \u4ec5\u652f\u6301 POST&#xff0c;\u65e0\u6cd5\u901a\u8fc7\u6d4f\u89c8\u5668\u5730\u5740\u680f\u76f4\u63a5\u8c03\u7528\u3002<\/p>\n<h5 id=\"apifox-\u5de5\u5177\">Apifox \u5de5\u5177<\/h5>\n<ul>\n<li>\u5b9a\u4f4d&#xff1a;API \u8bbe\u8ba1\u3001\u5f00\u53d1\u3001\u6d4b\u8bd5\u4e00\u4f53\u5316\u534f\u4f5c\u5e73\u53f0&#xff0c;\u540c\u7c7b\u5de5\u5177\u8fd8\u6709 Postman\u3002<\/li>\n<li>\u529f\u80fd&#xff1a;API \u5f00\u53d1\u8c03\u8bd5\u3001API Mock\u3001API \u6587\u6863\u751f\u6210\u3001API \u81ea\u52a8\u5316\u6d4b\u8bd5\u3002<\/li>\n<li>\u4f7f\u7528&#xff1a;\u5b98\u7f51\u6309\u7cfb\u7edf\u7c7b\u578b\u4e0b\u8f7d\u5b89\u88c5\u5305&#xff0c;\u5b89\u88c5\u540e\u5fae\u4fe1\u626b\u7801\u767b\u5f55&#xff0c;\u65b0\u5efa\u4e13\u5c5e\u6d4b\u8bd5\u9879\u76ee\u3002<\/li>\n<\/ul>\n<h5 id=\"deepseek-api-\u57fa\u7840\u4fe1\u606f\">DeepSeek API \u57fa\u7840\u4fe1\u606f<\/h5>\n<ul>\n<li>\u517c\u5bb9\u7279\u6027&#xff1a;\u5b8c\u5168\u517c\u5bb9 OpenAI \u63a5\u53e3\u89c4\u8303&#xff0c;\u53ef\u76f4\u63a5\u4f7f\u7528 OpenAI SDK\u3002<\/li>\n<li>\u8bf7\u6c42 URL&#xff1a;https:\/\/api.deepseek.com\/chat\/completions<\/li>\n<li>\u8ba4\u8bc1\u65b9\u5f0f&#xff1a;\u8bf7\u6c42\u5934\u00a0Authorization\u00a0\u5b57\u6bb5\u643a\u5e26 API Key\u3002<\/li>\n<li>\u652f\u6301\u6a21\u578b&#xff1a;deepseek-chat&#xff08;\u975e\u601d\u8003\u6a21\u5f0f&#xff09;\u3001deepseek-reasoner&#xff08;\u601d\u8003\u6a21\u5f0f&#xff09;&#xff0c;\u5747\u5df2\u5347\u7ea7\u4e3a DeepSeek-V3.2&#xff08;\u76ee\u524d\u5df2\u6709\u53d8\u5316&#xff0c;\u53ef\u4ee5\u6839\u636e\u5b98\u65b9\u8bf4\u660e\u505a\u8c03\u6574&#xff09;\u3002<\/li>\n<\/ul>\n<h5 id=\"json-\u6570\u636e\u683c\u5f0f\">JSON \u6570\u636e\u683c\u5f0f<\/h5>\n<ul>\n<li>\u5168\u79f0 JavaScript Object Notation&#xff0c;\u5f62\u5f0f\u7c7b\u4f3c Python \u5b57\u5178&#xff0c;\u91c7\u7528 key-value \u7ed3\u6784\u3002<\/li>\n<li>\u8bed\u6cd5&#xff1a;\u6240\u6709 key \u5fc5\u987b\u7528\u53cc\u5f15\u53f7\u5305\u88f9&#xff1b;\u5e03\u5c14\u503c\u00a0true\/false\u00a0\u9996\u5b57\u6bcd\u5c0f\u5199\u4e14\u4e0d\u80fd\u52a0\u5f15\u53f7&#xff0c;\u5426\u5219\u89e6\u53d1\u8bed\u6cd5\u6821\u9a8c\u9519\u8bef\u3002<\/li>\n<li>\u7c7b\u578b&#xff1a;\u5bf9\u8c61\u00a0{}\u3001\u6570\u5b57&#xff08;\u6574\u6570\u5c0f\u6570\u76f4\u63a5\u5199&#xff09;\u3001\u5b57\u7b26\u4e32\u00a0&#034;&#034;\u3001\u5e03\u5c14\u503c\u3001\u5217\u8868\u00a0[]\u3002<\/li>\n<\/ul>\n<h5 id=\"apifox-\u8c03\u7528\u914d\u7f6e\">Apifox \u8c03\u7528\u914d\u7f6e<\/h5>\n<ul>\n<li>\u8bf7\u6c42\u65b9\u5f0f\u8bbe\u4e3a POST&#xff0c;\u7c98\u8d34\u5b98\u65b9\u8bf7\u6c42 URL\u3002<\/li>\n<li>\u8bf7\u6c42\u5934&#xff1a;Content-Type: application\/json\u3001Authorization: Bearer \u4f60\u7684API Key\u3002<\/li>\n<li>Body \u9009\u62e9 JSON \u683c\u5f0f&#xff0c;\u7c98\u8d34\u8bf7\u6c42\u4f53\u6a21\u677f\u3002<\/li>\n<\/ul>\n<p>{<br \/>\n&#034;model&#034;: &#034;deepseek-chat&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;You are a helpful assistant.&#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;Hello!&#034;}<br \/>\n],<br \/>\n&#034;stream&#034;: false<br \/>\n}<\/p>\n<ul>\n<li>model&#xff1a;\u6307\u5b9a\u672c\u6b21\u8c03\u7528\u7684\u5927\u6a21\u578b\u540d\u79f0\u3002<\/li>\n<li>messages&#xff1a;\u5b58\u50a8\u4ea4\u4e92\u5386\u53f2\u6d88\u606f\u5217\u8868\u3002<\/li>\n<li>stream&#xff1a;false\u00a0\u4ee3\u8868\u975e\u6d41\u5f0f\u8f93\u51fa&#xff0c;\u751f\u6210\u5b8c\u6240\u6709\u5185\u5bb9\u540e\u4e00\u6b21\u6027\u8fd4\u56de\u3002<\/li>\n<\/ul>\n<h5 id=\"\u6d88\u606f\u89d2\u8272\u5b9a\u4e49\">\u6d88\u606f\u89d2\u8272\u5b9a\u4e49<\/h5>\n<ul>\n<li>system&#xff1a;\u8bbe\u5b9a AI 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https:\/\/api.deepseek.com\/chat\/completions \\\\<br \/>\n-H &#034;Content-Type: application\/json&#034; \\\\<br \/>\n-H &#034;Authorization: Bearer ${DEEPSEEK_API_KEY}&#034; \\\\<br \/>\n-d &#039;{<br \/>\n&#034;model&#034;: &#034;deepseek-chat&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;You are a helpful assistant.&#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;Hello!&#034;}<br \/>\n],<br \/>\n&#034;stream&#034;: false<br \/>\n}&#039;<\/p>\n<h3 id=\"\u4e8c\u5927\u6a21\u578b\u8c03\u7528\u4e0e\u63d0\u793a\u8bcd\u5de5\u7a0b\u7b2c-9-12-\u8282\">\u4e8c\u3001\u5927\u6a21\u578b\u8c03\u7528\u4e0e\u63d0\u793a\u8bcd\u5de5\u7a0b&#xff08;\u7b2c 9-12 \u8282&#xff09;<\/h3>\n<h4 id=\"\u7b2c-9-\u8282--\u5927\u6a21\u578b\u65e0\u72b6\u6001\u4e0e\u6eda\u96ea\u7403\u8bb0\u5fc6\">\u7b2c 9 \u8282 \u00b7 \u5927\u6a21\u578b\u65e0\u72b6\u6001\u4e0e\u6eda\u96ea\u7403\u8bb0\u5fc6<\/h4>\n<h5 id=\"\u5927\u6a21\u578b-api-\u5355\u6b21\u4ea4\u4e92\u57fa\u7840\">\u5927\u6a21\u578b API \u5355\u6b21\u4ea4\u4e92\u57fa\u7840<\/h5>\n<p>\u57fa\u4e8e DeepSeek \u5b98\u65b9\u5f00\u653e API \u6784\u5efa\u5355\u6b21\u5bf9\u8bdd\u8bf7\u6c42&#xff0c;\u901a\u8fc7\u00a0system\u00a0\u89d2\u8272\u8bbe\u5b9a AI \u52a9\u624b\u4eba\u8bbe\u4e0e\u56de\u590d\u98ce\u683c&#xff0c;user\u00a0\u89d2\u8272\u4f20\u5165\u7528\u6237\u63d0\u95ee\u3002\u521d\u59cb\u8bf7\u6c42\u7ed3\u6784\u793a\u4f8b\u5982\u4e0b&#xff1a;<\/p>\n<p>{<br \/>\n&#034;model&#034;: &#034;deepseek-chat&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u540d\u975e\u5e38\u53ef\u7231\u7684AI\u52a9\u7406&#xff0c;\u4f60\u7684\u540d\u5b57\u53eb\u5c0f\u751c\u751c&#xff0c;\u8bf7\u4f60\u4f7f\u7528\u6e29\u67d4\u53ef\u7231\u7684\u8bed\u6c14\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898&#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u8c01&#034;}<br \/>\n],<br \/>\n&#034;stream&#034;: false<br \/>\n}<\/p>\n<p>\u63a5\u53e3\u8fd4\u56de\u72b6\u6001\u7801 200&#xff0c;\u5927\u6a21\u578b\u8fd4\u56de\u7b26\u5408\u4eba\u8bbe\u7684\u81ea\u6211\u4ecb\u7ecd\u5185\u5bb9&#xff0c;\u5355\u6b21\u4ea4\u4e92\u6d4b\u8bd5\u901a\u8fc7\u3002<\/p>\n<h5 id=\"\u65e0\u72b6\u6001\u4ea4\u4e92\u7684\u95ee\u9898\u590d\u73b0\">\u65e0\u72b6\u6001\u4ea4\u4e92\u7684\u95ee\u9898\u590d\u73b0<\/h5>\n<p>\u7b2c\u4e00\u8f6e\u53d1\u9001\u300c12\u4e2a\u82f9\u679c&#xff0c;3\u4e2a\u4eba\u600e\u4e48\u5747\u5206\u300d&#xff0c;\u5927\u6a21\u578b\u8fd4\u56de 12\u00f73&#061;4&#xff0c;\u6bcf\u4eba\u5206\u5230 4 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\/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u90a32\u4e2a\u4eba\u5462?&#034;},<br \/>\n{&#034;role&#034;: &#034;assistant&#034;, &#034;content&#034;: &#034;\u54ce\u5440&#xff0c;\u5982\u679c\u662f2\u4e2a\u4eba\u7684\u8bdd&#xff0c;\u6bcf\u4e2a\u4eba\u53ef\u4ee5\u5206\u5230 **6\u4e2a\u82f9\u679c** \u5462~ \u7b97\u5f0f\u662f: 12 \u00f7 2 &#061; 6 &#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u90a34\u4e2a\u4eba\u5462?&#034;}<br \/>\n]<\/p>\n<p>\u5c06\u7b2c\u4e00\u8f6e\u7528\u6237\u63d0\u95ee\u4e0e\u5927\u6a21\u578b\u56de\u590d\u8ffd\u52a0\u5230 messages \u6570\u7ec4\u540e\u518d\u4f20\u5165\u300c\u90a3\u4e24\u4e2a\u4eba\u5462&#xff1f;\u300d&#xff0c;\u5927\u6a21\u578b\u6210\u529f\u8fd4\u56de\u6bcf\u4eba\u5206 6 \u4e2a&#xff1b;\u7ee7\u7eed\u8ffd\u52a0\u4e0a\u4e00\u8f6e\u56de\u590d\u5e76\u4f20\u5165\u300c\u90a3\u516d\u4e2a\u4eba\u5462&#xff1f;\u300d&#xff0c;\u5927\u6a21\u578b\u8fd4\u56de 12\u00f76&#061;2&#xff0c;\u6bcf\u4eba\u5206 2 \u4e2a&#xff0c;\u9a8c\u8bc1\u4f1a\u8bdd\u8bb0\u5fc6\u5b8c\u5168\u751f\u6548\u3002<\/p>\n<h5 id=\"stream-\u6d41\u5f0f\u8f93\u51fa\u53c2\u6570\">stream \u6d41\u5f0f\u8f93\u51fa\u53c2\u6570<\/h5>\n<p>stream\u00a0\u53c2\u6570\u63a7\u5236\u5927\u6a21\u578b\u8f93\u51fa\u6a21\u5f0f&#xff0c;\u5bf9\u6bd4\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>stream \u53d6\u503c\u8f93\u51fa\u6a21\u5f0f\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>false<\/td>\n<td>\u975e\u6d41\u5f0f\u8f93\u51fa<\/td>\n<td>\u7b49\u5f85\u5927\u6a21\u578b\u751f\u6210\u5b8c\u6574\u5185\u5bb9\u540e\u4e00\u6b21\u6027\u8fd4\u56de<\/td>\n<\/tr>\n<tr>\n<td>true<\/td>\n<td>\u6d41\u5f0f\u8f93\u51fa<\/td>\n<td>\u5927\u6a21\u578b\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u6301\u7eed\u5411\u5916\u8fd4\u56de\u5185\u5bb9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5f00\u542f\u6d41\u5f0f\u8f93\u51fa\u540e&#xff0c;\u63a5\u53e3\u6301\u7eed\u8fd4\u56de\u5206\u6bb5\u5185\u5bb9&#xff0c;\u5728\u63a5\u53e3\u6d4b\u8bd5\u5de5\u5177\u4e2d\u70b9\u51fb\u300c\u81ea\u52a8\u5408\u5e76\u300d\u5373\u53ef\u5c06\u5206\u6bb5\u5185\u5bb9\u62fc\u63a5\u4e3a\u5b8c\u6574\u56de\u590d\u6587\u672c\u3002JSON \u683c\u5f0f\u4e2d\u5e03\u5c14\u503c\u00a0true\u00a0\u5fc5\u987b\u4e3a\u5168\u5c0f\u5199&#xff0c;\u5199\u6210\u5927\u5199\u4f1a\u89e6\u53d1\u683c\u5f0f\u9519\u8bef\u3002\u6d41\u5f0f\u8f93\u51fa\u9002\u5408\u5728\u524d\u7aef\u5b9e\u73b0\u6253\u5b57\u673a\u6548\u679c\u3002<\/p>\n<h5 id=\"messages-\u6570\u7ec4\u4e09\u79cd\u89d2\u8272\">messages \u6570\u7ec4\u4e09\u79cd\u89d2\u8272<\/h5>\n<table>\n<tr>\u89d2\u8272\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td>system<\/td>\n<td>\u8bbe\u5b9a AI \u8eab\u4efd\u548c\u884c\u4e3a\u51c6\u5219&#xff0c;\u53ef\u81ea\u5b9a\u4e49\u56de\u7b54\u98ce\u683c\u3001\u5185\u5bb9\u9650\u5236\u3001\u56de\u590d\u89c4\u5219&#xff0c;\u76f8\u5f53\u4e8e\u521d\u59cb\u4eba\u8bbe<\/td>\n<\/tr>\n<tr>\n<td>user<\/td>\n<td>\u4ee3\u8868\u7528\u6237\u5b9e\u9645\u63d0\u51fa\u7684\u95ee\u9898\u6216\u6307\u4ee4&#xff0c;\u662f\u5411\u5927\u6a21\u578b\u4f20\u9012\u7684\u6838\u5fc3\u4ea4\u4e92\u5185\u5bb9<\/td>\n<\/tr>\n<tr>\n<td>assistant<\/td>\n<td>\u4ee3\u8868 AI \u8fd4\u56de\u7684\u56de\u590d\u5185\u5bb9&#xff0c;\u9700\u8ffd\u52a0\u5230\u540e\u7eed\u8bf7\u6c42\u7684 messages \u6570\u7ec4\u4e2d&#xff0c;\u5b9e\u73b0\u4e0a\u4e0b\u6587\u8fde\u8d2f\u4f20\u9012<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"\u5173\u952e\u53c2\u6570\u4e0e\u54cd\u5e94\u89e3\u6790\">\u5173\u952e\u53c2\u6570\u4e0e\u54cd\u5e94\u89e3\u6790<\/h5>\n<table>\n<tr>\u53c2\u6570\u540d\u8bf4\u660e\u793a\u4f8b\u503c<\/tr>\n<tbody>\n<tr>\n<td>model<\/td>\n<td>\u6a21\u578b\u6807\u8bc6<\/td>\n<td>deepseek-chat<\/td>\n<\/tr>\n<tr>\n<td>stream<\/td>\n<td>\u662f\u5426\u6d41\u5f0f\u8fd4\u56de\u7ed3\u679c<\/td>\n<td>false<\/td>\n<\/tr>\n<tr>\n<td>messages<\/td>\n<td>\u5bf9\u8bdd\u6d88\u606f\u6570\u7ec4&#xff08;\u542b\u5386\u53f2\u8bb0\u5f55&#xff09;<\/td>\n<td>[{&#034;role&#034;:&#034;system&#034;,&#8230;},&#8230;]<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u54cd\u5e94\u7ed3\u6784\u5305\u542b\u00a0id&#xff08;\u8bf7\u6c42 ID&#xff09;\u3001object&#xff08;\u5bf9\u8c61\u7c7b\u578b&#xff0c;\u5982 chat.completion&#xff09;\u3001created&#xff08;\u65f6\u95f4\u6233&#xff09;\u3001choices&#xff08;\u56de\u590d\u5185\u5bb9\u6570\u7ec4&#xff09;&#xff0c;\u5176\u4e2d\u00a0choices[0].message.content\u00a0\u4e3a AI \u7684\u5177\u4f53\u56de\u590d\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-10-\u8282--ollama\u672c\u5730\u6a21\u578bapi\u8c03\u7528\">\u7b2c 10 \u8282 \u00b7 Ollama\u672c\u5730\u6a21\u578bAPI\u8c03\u7528<\/h4>\n<h5 id=\"\u672c\u5730\u5927\u6a21\u578b\u542f\u52a8\">\u672c\u5730\u5927\u6a21\u578b\u542f\u52a8<\/h5>\n<p>\u90e8\u7f72\u4e0d\u540c\u53c2\u6570\u91cf\u7684 DeepSeek \u6a21\u578b\u65f6&#xff0c;\u542f\u52a8\u547d\u4ee4\u9700\u5bf9\u5e94\u7248\u672c\u540e\u7f00&#xff1a;\u90e8\u7f72 8B \u7248\u672c\u4f7f\u7528\u00a0deepseek-r1:8b&#xff0c;\u90e8\u7f72 1.5B \u7248\u672c\u4f7f\u7528\u00a0deepseek-r1:1.5b&#xff1b;\u4e0d\u6e05\u695a\u5df2\u90e8\u7f72\u7248\u672c\u65f6\u6267\u884c\u00a0ollama list\u00a0\u67e5\u770b\u6240\u6709\u672c\u5730\u6a21\u578b\u5217\u8868\u3002\u6838\u5fc3\u542f\u52a8\u547d\u4ee4\u4e3a\u00a0ollama run &lt;\u6a21\u578b\u540d&gt;&#xff0c;\u6267\u884c\u540e\u8fdb\u5165\u547d\u4ee4\u884c\u4ea4\u4e92\u5f0f\u5bf9\u8bdd\u754c\u9762\u3002<\/p>\n<h5 id=\"ollama-\u5f00\u653e-api-\u57fa\u7840\">Ollama \u5f00\u653e API \u57fa\u7840<\/h5>\n<p>Ollama \u9ed8\u8ba4\u5728\u672c\u5730 11434 \u7aef\u53e3\u5bf9\u5916\u63d0\u4f9b HTTP \u670d\u52a1&#xff0c;\u53ef\u901a\u8fc7\u00a0http:\/\/localhost:11434\u00a0\u8bbf\u95ee&#xff1b;\u4e5f\u53ef\u66ff\u6362\u4e3a\u5c40\u57df\u7f51 IP \u5730\u5740&#xff08;\u5982 192.168.0.1&#xff09;&#xff0c;\u5b9e\u73b0\u5c40\u57df\u7f51\u5185\u5176\u4ed6\u8bbe\u5907\u8c03\u7528\u3002\u5728 Ollama \u5b98\u7f51\u7684 API Reference \u677f\u5757\u53ef\u67e5\u770b\u6240\u6709\u63a5\u53e3\u5b9a\u4e49&#xff0c;\u5bf9\u8bdd\u6838\u5fc3\u63a5\u53e3\u4e3a Generate a chat message\u3002<\/p>\n<h5 id=\"chat-\u63a5\u53e3\u8bf7\u6c42\u53c2\u6570\">Chat \u63a5\u53e3\u8bf7\u6c42\u53c2\u6570<\/h5>\n<p>\u6839\u636e API \u6587\u6863&#xff0c;\u6838\u5fc3\u5fc5\u586b\u5b57\u6bb5\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>model&#xff1a;\u6307\u5b9a\u8c03\u7528\u7684\u672c\u5730\u5927\u6a21\u578b\u540d\u79f0<\/li>\n<li>messages&#xff1a;\u6d88\u606f\u5bf9\u8c61\u6570\u7ec4&#xff0c;\u6bcf\u4e2a\u5bf9\u8c61\u5fc5\u987b\u5305\u542b\u00a0role&#xff08;\u53ef\u9009\u503c system\u3001user\u3001assistant\u3001tool&#xff09;\u548c\u00a0content\u00a0\u5b57\u6bb5<\/li>\n<\/ul>\n<p>\u53ef\u9009\u6269\u5c55\u53c2\u6570&#xff1a;messages.images\u00a0\u5b57\u6bb5\u4f20\u5165 Base64 \u7f16\u7801\u7684\u56fe\u7247\u5185\u5bb9&#xff0c;\u9002\u914d\u591a\u6a21\u6001\u6a21\u578b&#xff1b;messages.tool_calls\u00a0\u5b57\u6bb5\u7528\u4e8e\u4f20\u9012\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\u3002<\/p>\n<p>\u793a\u4f8b curl \u8bf7\u6c42&#xff1a;<\/p>\n<p>curl http:\/\/localhost:11434\/api\/chat -d &#039;{<br \/>\n&#034;model&#034;: &#034;gemma3&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{<br \/>\n&#034;role&#034;: &#034;user&#034;,<br \/>\n&#034;content&#034;: &#034;why is the sky blue?&#034;<br \/>\n}<br \/>\n]<br \/>\n}&#039;<\/p>\n<h5 id=\"api-\u5ba2\u6237\u7aef\u8c03\u7528\u5b9e\u6218\">API \u5ba2\u6237\u7aef\u8c03\u7528\u5b9e\u6218<\/h5>\n<p>\u4f7f\u7528 POST \u65b9\u6cd5\u8bbf\u95ee\u00a0http:\/\/localhost:11434\/api\/chat&#xff0c;\u8bf7\u6c42\u4f53\u9009\u62e9 JSON \u683c\u5f0f&#xff0c;\u8bbe\u7f6e\u00a0stream: false\u00a0\u5173\u95ed\u6d41\u5f0f\u54cd\u5e94\u3002\u81ea\u5b9a\u4e49\u89d2\u8272\u5bf9\u8bdd\u8bf7\u6c42\u793a\u4f8b\u5982\u4e0b&#xff1a;<\/p>\n<p>{<br \/>\n&#034;model&#034;: &#034;deepseek-r1:8b&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u540d\u975e\u5e38\u53ef\u7231\u7684AI\u52a9\u7406&#xff0c;\u4f60\u7684\u540d\u5b57\u53eb\u5c0f\u83f2\u83f2&#xff0c;\u8bf7\u4f60\u4f7f\u7528\u6e29\u67d4\u53ef\u7231\u7684\u8bed\u6c14\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898&#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;12\u4e2a\u82f9\u679c&#xff0c;3\u4e2a\u4eba&#xff0c;\u600e\u4e48\u5747\u5206?&#034;}<br \/>\n],<br \/>\n&#034;stream&#034;: false<br \/>\n}<\/p>\n<p>\u8fd4\u56de JSON \u4e2d\u5305\u542b\u00a0thinking\u00a0\u5b57\u6bb5&#xff0c;\u5bf9\u5e94\u5927\u6a21\u578b\u7684\u5185\u90e8\u601d\u8003\u8fc7\u7a0b&#xff0c;\u53ef\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u9009\u62e9\u4fdd\u7559\u6216\u5ffd\u7565\u3002<\/p>\n<h5 id=\"\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u8bb0\u5fc6\">\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/h5>\n<p>\u82e5\u7b2c\u4e8c\u6b21\u8bf7\u6c42\u4ec5\u53d1\u9001\u65b0\u95ee\u9898\u300c\u4e24\u4e2a\u4eba\u5462&#xff1f;\u300d&#xff0c;\u5927\u6a21\u578b\u4f1a\u4e22\u5931\u4e4b\u524d\u300c12\u4e2a\u82f9\u679c\u5747\u5206\u300d\u7684\u4e0a\u4e0b\u6587&#xff0c;\u8fd4\u56de\u4e0d\u7b26\u5408\u9884\u671f\u7ed3\u679c\u3002\u5fc5\u987b\u5728\u540e\u7eed\u8bf7\u6c42\u7684 messages \u6570\u7ec4\u4e2d\u8ffd\u52a0\u4e4b\u524d\u6240\u6709\u5386\u53f2\u4ea4\u4e92\u8bb0\u5f55&#xff08;\u7528\u6237\u63d0\u95ee\u4e0e\u5927\u6a21\u578b\u56de\u590d&#xff09;\u624d\u80fd\u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6\u3002\u5e26\u4e0a\u4e0b\u6587\u7684\u8bf7\u6c42\u793a\u4f8b&#xff1a;<\/p>\n<p>{<br \/>\n&#034;model&#034;: &#034;deepseek-r1:8b&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u540d\u975e\u5e38\u53ef\u7231\u7684AI\u52a9\u7406&#xff0c;\u4f60\u7684\u540d\u5b57\u53eb\u5c0f\u83f2\u83f2&#xff0c;\u8bf7\u4f60\u4f7f\u7528\u6e29\u67d4\u53ef\u7231\u7684\u8bed\u6c14\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898&#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;12\u4e2a\u82f9\u679c&#xff0c;3\u4e2a\u4eba&#xff0c;\u600e\u4e48\u5747\u5206?&#034;},<br \/>\n{&#034;role&#034;: &#034;assistant&#034;, &#034;content&#034;: &#034;\u5440!\u8fd9\u4e2a\u95ee\u9898\u597d\u7b80\u5355\u54e6!\u8ba9\u6211\u4eec\u6765\u5747\u5206\u4e00\u4e0b\u5427~ 12\u4e2a\u82f9\u679c&#xff0c;3\u4e2a\u4eba&#xff0c;\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u5206:\\\\n\u6bcf\u4e2a\u4eba\u5f97\u5230 **12 \u00f7 3 &#061; 4&#xff08;\u4e2a&#xff09;** \u7684\u82f9\u679c\u54e6!\\\\n\u6240\u4ee5&#xff0c;\u6bcf\u4e2a\u4eba\u5206\u5230 **4\u4e2a\u82f9\u679c**&#xff0c;\u8fd9\u6837\u5927\u5bb6\u90fd\u4e00\u6837\u591a\u5566! &#x1f60a;\\\\n\u563f\u563f&#xff0c;\u8fd9\u6837\u5927\u5bb6\u90fd\u5f00\u5fc3&#xff0c;\u5bf9\u4e0d\u5bf9?&#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u4e24\u4e2a\u4eba\u5462?&#034;}<br \/>\n],<br \/>\n&#034;stream&#034;: false<br \/>\n}<\/p>\n<h5 id=\"\u672c\u5730\u4e0e\u5b98\u65b9\u5927\u6a21\u578b\u8c03\u7528\u5171\u6027\">\u672c\u5730\u4e0e\u5b98\u65b9\u5927\u6a21\u578b\u8c03\u7528\u5171\u6027<\/h5>\n<p>\u672c\u5730\u79c1\u6709\u5927\u6a21\u578b\u4e0e\u5b98\u65b9\u5f00\u653e\u5927\u6a21\u578b\u7684\u8bf7\u6c42\u53c2\u6570\u7ed3\u6784\u3001\u6d88\u606f\u683c\u5f0f\u5b8c\u5168\u4e00\u81f4&#xff0c;\u552f\u4e00\u533a\u522b\u4ec5\u4e3a\u8bf7\u6c42\u7684 URL \u5730\u5740\u4e0d\u540c&#xff0c;\u5f00\u53d1\u8005\u53ef\u65e0\u7f1d\u5207\u6362\u4e24\u5957\u670d\u52a1&#xff0c;\u65e0\u9700\u5927\u89c4\u6a21\u4fee\u6539\u4e1a\u52a1\u4ee3\u7801\u3002<\/p>\n<h5 id=\"\u6838\u5fc3\u6982\u5ff5\">\u6838\u5fc3\u6982\u5ff5<\/h5>\n<table>\n<tr>\u6982\u5ff5\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>Ollama \u9ed8\u8ba4\u7aef\u53e3<\/td>\n<td>11434&#xff0c;\u672c\u5730\u5927\u6a21\u578b\u5bf9\u5916\u66b4\u9732 API \u7684\u9ed8\u8ba4\u8bbf\u95ee\u7aef\u53e3<\/td>\n<\/tr>\n<tr>\n<td>Chat \u63a5\u53e3\u6838\u5fc3\u8bf7\u6c42\u4f53<\/td>\n<td>{&#034;model&#034;:&#034;\u6a21\u578b\u540d\u79f0&#034;,&#034;messages&#034;:[{&#034;role&#034;:&#034;\u89d2\u8272&#034;,&#034;content&#034;:&#034;\u6d88\u606f\u5185\u5bb9&#034;}],&#034;stream&#034;:false}<\/td>\n<\/tr>\n<tr>\n<td>thinking \u5b57\u6bb5<\/td>\n<td>DeepSeek \u7cfb\u5217\u5927\u6a21\u578b\u8fd4\u56de\u7684\u5185\u90e8\u601d\u8003\u8fc7\u7a0b\u5b57\u6bb5&#xff0c;\u6a21\u578b\u7279\u6709\u8fd4\u56de\u5185\u5bb9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u591a\u8f6e\u5bf9\u8bdd\u793a\u4f8b&#xff1a;<\/p>\n<table>\n<tr>\u8f6e\u6b21\u89d2\u8272\u5185\u5bb9<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>system<\/td>\n<td>\u4f60\u662f\u4e00\u540d\u975e\u5e38\u53ef\u7231\u7684AI\u52a9\u7406&#xff0c;\u4f60\u7684\u540d\u5b57\u53eb\u5c0f\u83f2\u83f2&#xff0c;\u8bf7\u4f60\u4f7f\u7528\u6e29\u67d4\u53ef\u7231\u7684\u8bed\u6c14\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>user<\/td>\n<td>12\u4e2a\u82f9\u679c&#xff0c;3\u4e2a\u4eba&#xff0c;\u600e\u4e48\u5747\u5206?<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>assistant<\/td>\n<td>\u5440&#xff01;\u8fd9\u4e2a\u95ee\u9898\u597d\u7b80\u5355\u54e6&#xff01;\u8ba9\u6211\u4eec\u6765\u5747\u5206\u4e00\u4e0b\u5427&#xff5e;&#x1f34e;&#x1f34e;\\\\n\\\\n\u5341\u4e8c\u4e2a\u82f9\u679c&#xff0c;3\u4e2a\u4eba&#xff0c;\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u5206&#xff1a;\\\\n\\\\n\u6bcf\u4e2a\u4eba\u5f97\u5230 12 \u00f7 3 &#061; 4&#xff08;\u4e2a&#xff09; \u7684\u82f9\u679c\u54e6&#xff01;\\\\n\\\\n\u6240\u4ee5&#xff0c;\u6bcf\u4e2a\u4eba\u5206\u5230 4\u4e2a\u82f9\u679c&#xff0c;\u8fd9\u6837\u5927\u5bb6\u90fd\u4e00\u6837\u591a\u5566&#xff01;&#x1f60a;\\\\n\\\\n\u563f\u563f&#xff0c;\u8fd9\u6837\u5927\u5bb6\u90fd\u5f00\u5fc3&#xff0c;\u5bf9\u4e0d\u5bf9&#xff1f;<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>user<\/td>\n<td>\u4e24\u4e2a\u4eba\u5462?<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>assistant<\/td>\n<td>\u55ef\u5462&#xff0c;\u4e24\u4e2a\u4eba\u7684\u8bdd&#xff0c;\u66f4\u7b80\u5355\u5566&#xff01;&#x1f609;\\\\n\\\\n12\u4e2a\u82f9\u679c&#xff0c;\u4e24\u4e2a\u4eba\u5206&#xff1a;\\\\n\\\\n12 \u00f7 2 &#061; 6&#xff08;\u4e2a&#xff09;\\\\n\\\\n\u6240\u4ee5&#xff0c;\u6bcf\u4e2a\u4eba\u53ef\u4ee5\u5f97\u5230 6\u4e2a\u82f9\u679c&#xff01;\\\\n\\\\n\u8fd9\u6837&#xff0c;\u4e24\u4e2a\u4eba\u90fd\u5206\u5230\u76f8\u540c\u6570\u91cf\u7684\u82f9\u679c&#xff0c;\u5927\u5bb6\u90fd\u5f88\u5f00\u5fc3\u5462&#xff5e;&#x1f34e;\\\\n\\\\n\u5566\u5566\u5566&#xff5e;\u4f60\u7b97\u5bf9\u4e86\u5417&#xff1f;\u592a\u68d2\u5566&#xff01;&#x1f496;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4 id=\"\u7b2c-11-\u8282--python\u8c03\u7528\u5927\u6a21\u578b\u4e0epip\u7ba1\u7406\">\u7b2c 11 \u8282 \u00b7 Python\u8c03\u7528\u5927\u6a21\u578b\u4e0epip\u7ba1\u7406<\/h4>\n<h5 id=\"\u5b98\u65b9\u652f\u6301\u4e0e-python-\u6a21\u5757\u5206\u7c7b\">\u5b98\u65b9\u652f\u6301\u4e0e Python \u6a21\u5757\u5206\u7c7b<\/h5>\n<p>DeepSeek \u5b98\u65b9\u63d0\u4f9b Python \u548c Node.js \u4e24\u79cd\u8c03\u7528\u8bed\u8a00&#xff0c;Python \u662f AI \u5f00\u53d1\u9996\u9009\u3002Python \u6a21\u5757\u5206\u4e3a\u4e24\u7c7b&#xff1a;<\/p>\n<ul>\n<li>\u6807\u51c6\u5e93&#xff1a;\u5185\u7f6e\u63d0\u4f9b&#xff0c;\u65e0\u9700\u5b89\u88c5&#xff0c;\u5982 os\u3001math\u3001random\u3001csv\u3001re \u7b49<\/li>\n<li>\u7b2c\u4e09\u65b9\u6a21\u5757&#xff1a;\u7531\u793e\u533a\u6216\u4f01\u4e1a\u7ef4\u62a4&#xff0c;\u9700\u624b\u52a8\u5b89\u88c5&#xff0c;\u5982 openai\u3001requests\u3001numpy \u7b49<\/li>\n<\/ul>\n<h5 id=\"pypi-\u4e0e-pip\">PyPI \u4e0e pip<\/h5>\n<p>PyPI&#xff08;Python Package Index&#xff09;\u662f\u7531 Python \u5b98\u65b9\u548c\u793e\u533a\u5171\u540c\u7ef4\u62a4\u7684\u7b2c\u4e09\u65b9\u8f6f\u4ef6\u5305\u5b98\u65b9\u4ed3\u5e93&#xff0c;\u76ee\u524d\u7ef4\u62a4\u8d85\u8fc7 71 \u4e07\u4e2a\u9879\u76ee\u3002pip \u662f Python \u5b98\u65b9\u63d0\u4f9b\u7684\u5305\u7ba1\u7406\u5de5\u5177&#xff0c;\u652f\u6301\u7b2c\u4e09\u65b9\u5305\u7684\u67e5\u627e\u3001\u4e0b\u8f7d\u3001\u5b89\u88c5\u3001\u5378\u8f7d\u7b49\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002\u82e5\u4ec5\u5b89\u88c5\u4e00\u4e2a Python 3 \u7248\u672c&#xff0c;pip\u00a0\u4e0e\u00a0pip3\u00a0\u901a\u7528&#xff1b;\u591a\u7248\u672c\u5171\u5b58\u65f6\u00a0pip3\u00a0\u4e13\u95e8\u7ba1\u7406 Python 3 \u7684\u5305\u3002pip \u547d\u4ee4\u6267\u884c\u65f6\u81ea\u52a8\u8054\u7f51\u4ece PyPI \u4e0b\u8f7d\u3002<\/p>\n<h5 id=\"openai-\u5e93\u5b89\u88c5\">openai \u5e93\u5b89\u88c5<\/h5>\n<p>\u5728 PyCharm \u7ec8\u7aef\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4&#xff1a;<\/p>\n<p>pip install openai<\/p>\n<p>\u7ec8\u7aef\u8f93\u51fa\u4ee5 &#034;successful&#034; \u5f00\u5934\u7684\u63d0\u793a\u4fe1\u606f\u5373\u4ee3\u8868\u5b89\u88c5\u5b8c\u6210\u3002\u4ee3\u7801\u4e2d import \u8bed\u53e5\u51fa\u73b0\u9ec4\u8272\u9ad8\u4eae\u5c5e\u4e8e PyCharm \u8bed\u6cd5\u63d0\u793a\u914d\u7f6e\u95ee\u9898&#xff0c;\u5e76\u975e\u4ee3\u7801\u9519\u8bef\u3002<\/p>\n<h5 id=\"deepseek-\u8c03\u7528\u4ee3\u7801\u89e3\u6790\">DeepSeek \u8c03\u7528\u4ee3\u7801\u89e3\u6790<\/h5>\n<p>\u5bfc\u5165\u4f9d\u8d56\u6a21\u5757&#xff1a;<\/p>\n<p>import os<br \/>\nfrom openai import OpenAI<\/p>\n<p>os\u00a0\u662f\u6807\u51c6\u5e93&#xff0c;\u7528\u4e8e\u8bfb\u53d6\u7cfb\u7edf\u73af\u5883\u53d8\u91cf&#xff1b;OpenAI\u00a0\u4ece\u7b2c\u4e09\u65b9 openai \u5e93\u5bfc\u5165\u3002<\/p>\n<p>\u521b\u5efa\u5ba2\u6237\u7aef\u5bf9\u8c61&#xff1a;<\/p>\n<p>client &#061; OpenAI(api_key&#061;os.environ.get(&#039;DEEPSEEK_API_KEY&#039;), base_url&#061;&#034;https:\/\/api.deepseek.com&#034;)<\/p>\n<p>\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u8bfb\u53d6 API Key \u907f\u514d\u786c\u7f16\u7801\u6cc4\u9732&#xff0c;base_url\u00a0\u6307\u5b9a DeepSeek \u5b98\u65b9\u63a5\u53e3\u5730\u5740\u3002<\/p>\n<p>\u53d1\u8d77\u5bf9\u8bdd\u8bf7\u6c42&#xff1a;<\/p>\n<p>response &#061; client.chat.completions.create(<br \/>\nmodel&#061;&#034;deepseek-chat&#034;,<br \/>\nmessages&#061;[<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;You are a helpful assistant&#034;},<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;Hello&#034;},<br \/>\n],<br \/>\nstream&#061;False<br \/>\n)<\/p>\n<p>\u89e3\u6790\u5e76\u8f93\u51fa\u54cd\u5e94\u7ed3\u679c&#xff1a;<\/p>\n<p>print(response.choices[0].message.content)<\/p>\n<h5 id=\"api-key-\u73af\u5883\u53d8\u91cf\u914d\u7f6e\">API Key \u73af\u5883\u53d8\u91cf\u914d\u7f6e<\/h5>\n<p>\u5728 Windows\u300c\u9ad8\u7ea7\u7cfb\u7edf\u8bbe\u7f6e-\u73af\u5883\u53d8\u91cf\u300d\u4e2d\u65b0\u5efa\u540d\u4e3a\u00a0DEEPSEEK_API_KEY\u00a0\u7684\u7528\u6237\u53d8\u91cf&#xff0c;\u53d8\u91cf\u503c\u586b\u5199\u81ea\u5df1\u7684 DeepSeek API Key\u3002\u914d\u7f6e\u5b8c\u73af\u5883\u53d8\u91cf\u540e\u5fc5\u987b\u91cd\u542f PyCharm&#xff0c;\u65b0\u73af\u5883\u53d8\u91cf\u624d\u4f1a\u52a0\u8f7d\u751f\u6548&#xff0c;\u5426\u5219\u4f1a\u51fa\u73b0 401 \u672a\u8ba4\u8bc1\u9519\u8bef\u3002<\/p>\n<h5 id=\"\u5e38\u89c1\u62a5\u9519\u6392\u67e5\">\u5e38\u89c1\u62a5\u9519\u6392\u67e5<\/h5>\n<p>401 Authentication error \u4ee3\u8868\u8eab\u4efd\u8ba4\u8bc1\u5931\u8d25&#xff0c;\u6838\u5fc3\u539f\u56e0\u662f API Key \u4e0d\u5408\u6cd5&#xff0c;\u6700\u5e38\u89c1\u573a\u666f\u662f\u914d\u7f6e\u5b8c\u73af\u5883\u53d8\u91cf\u540e\u672a\u91cd\u542f\u5f00\u53d1\u5de5\u5177&#xff0c;\u5bfc\u81f4\u7a0b\u5e8f\u672a\u8bfb\u53d6\u5230\u6700\u65b0 API Key\u3002<\/p>\n<h5 id=\"pip-\u5e38\u7528\u547d\u4ee4\">pip \u5e38\u7528\u547d\u4ee4<\/h5>\n<table>\n<tr>\u64cd\u4f5c\u547d\u4ee4<\/tr>\n<tbody>\n<tr>\n<td>\u5b89\u88c5\u6700\u65b0\u7248\u672c<\/td>\n<td>pip install \u5305\u540d<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u88c5\u6307\u5b9a\u7248\u672c<\/td>\n<td>pip install \u5305\u540d&#061;&#061;\u7248\u672c\u53f7<\/td>\n<\/tr>\n<tr>\n<td>\u5378\u8f7d\u5df2\u5b89\u88c5\u5305<\/td>\n<td>pip uninstall \u5305\u540d<\/td>\n<\/tr>\n<tr>\n<td>\u5217\u51fa\u5df2\u5b89\u88c5\u5305<\/td>\n<td>pip list<\/td>\n<\/tr>\n<tr>\n<td>\u67e5\u770b\u5305\u8be6\u60c5<\/td>\n<td>pip show \u5305\u540d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4 id=\"\u7b2c-12-\u8282--\u63d0\u793a\u8bcd\u5de5\u7a0b\u516d\u5927\u6280\u5de7\">\u7b2c 12 \u8282 \u00b7 \u63d0\u793a\u8bcd\u5de5\u7a0b\u516d\u5927\u6280\u5de7<\/h4>\n<h5 id=\"\u63d0\u793a\u8bcd\u57fa\u7840\u6982\u5ff5\">\u63d0\u793a\u8bcd\u57fa\u7840\u6982\u5ff5<\/h5>\n<p>\u63d0\u793a\u8bcd&#xff08;Prompt&#xff09;\u662f\u5f15\u5bfc\u5927\u6a21\u578b&#xff08;LLM&#xff09;\u8fdb\u884c\u5185\u5bb9\u751f\u6210\u7684\u547d\u4ee4&#xff0c;\u53ef\u4ee5\u662f\u4e00\u53e5\u8bdd\u3001\u4e00\u4e2a\u95ee\u9898\u3001\u4e00\u6bb5\u8bdd\u3002\u65e5\u5e38\u548c\u5927\u6a21\u578b\u4ea4\u4e92\u53d1\u9001\u7684\u6240\u6709\u6307\u4ee4\u90fd\u5c5e\u4e8e\u63d0\u793a\u8bcd\u8303\u7574&#xff0c;\u5982\u300c\u7ed9\u6211\u8bb2\u4e2a\u6545\u4e8b\u300d\u300c\u7528Python\u5199\u4e00\u4e2a\u6e38\u620f\u300d\u300c\u6cd5\u56fd\u5927\u9769\u547d\u7206\u53d1\u7684\u539f\u56e0\u300d\u3002<\/p>\n<h5 id=\"\u52a3\u8d28-vs-\u4f18\u8d28\u63d0\u793a\u8bcd\">\u52a3\u8d28 vs \u4f18\u8d28\u63d0\u793a\u8bcd<\/h5>\n<table>\n<tr>\u5bf9\u6bd4\u9879\u52a3\u8d28\u63d0\u793a\u8bcd\u4f18\u8d28\u63d0\u793a\u8bcd<\/tr>\n<tbody>\n<tr>\n<td>\u7279\u5f81<\/td>\n<td>\u4ec5\u7ed9\u51fa\u6a21\u7cca\u6838\u5fc3\u8bc9\u6c42&#xff0c;\u672a\u9650\u5b9a\u8f93\u51fa\u8303\u56f4\u3001\u53d7\u4f17\u3001\u5f62\u5f0f<\/td>\n<td>\u5f15\u5bfc AI \u601d\u8003&#xff0c;\u660e\u786e\u6838\u5fc3\u4efb\u52a1&#xff0c;\u7ea6\u675f\u8f93\u51fa\u8303\u56f4&#xff0c;\u660e\u786e\u671f\u671b\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td>\u5b9e\u6d4b&#xff08;\u4ec5\u8f93\u5165\u300c\u6cd5\u56fd\u5927\u9769\u547d\u7206\u53d1\u7684\u539f\u56e0\u300d&#xff09;<\/td>\n<td>\u5927\u6a21\u578b\u81ea\u52a8\u4ece\u6839\u672c\u539f\u56e0\u3001\u601d\u60f3\u542f\u8499\u3001\u76f4\u63a5\u8bf1\u56e0\u3001\u6c11\u4f17\u8d77\u4e49\u3001\u5916\u90e8\u56e0\u7d20\u4e94\u4e2a\u7ef4\u5ea6\u5c55\u5f00&#xff0c;\u7ed3\u6784\u3001\u8bed\u6c14\u3001\u8be6\u7565\u4e0d\u53d7\u63a7\u5236<\/td>\n<td>\u5927\u6a21\u578b\u4e25\u683c\u6309\u6307\u5b9a\u89d2\u8272\u3001\u7ed3\u6784\u3001\u683c\u5f0f\u751f\u6210&#xff0c;\u5b8c\u5168\u5339\u914d\u5b9a\u5236\u5316\u9700\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b&#xff08;Prompt Engineering&#xff09;\u662f\u901a\u8fc7\u6709\u6280\u5de7\u5730\u7f16\u5199\u63d0\u793a\u8bcd&#xff0c;\u8ba9\u5927\u6a21\u578b\u751f\u6210\u5185\u5bb9\u5c3d\u53ef\u80fd\u7b26\u5408\u7528\u6237\u9884\u671f\u7684\u6301\u7eed\u6027\u8fc7\u7a0b&#xff0c;\u4e0d\u662f\u4e00\u6b21\u6027\u64cd\u4f5c&#xff0c;\u9700\u8981\u53cd\u590d\u8c03\u8bd5\u8fed\u4ee3\u3002<\/p>\n<h5 id=\"\u516d\u5927\u6838\u5fc3\u6280\u5de7\">\u516d\u5927\u6838\u5fc3\u6280\u5de7<\/h5>\n<table>\n<tr>\u7f16\u53f7\u6280\u5de7\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u7ed9\u5927\u6a21\u578b\u8bbe\u5b9a\u89d2\u8272\u4e0e\u80fd\u529b<\/td>\n<td>\u300c\u4f60\u662f\u4e00\u540d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u9ad8\u4e2d\u5386\u53f2\u8001\u5e08&#xff0c;\u64c5\u957f\u751f\u52a8\u6709\u8da3\u7684\u8bb2\u89e3\u590d\u6742\u7684\u5386\u53f2\u4e8b\u4ef6\u300d<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u660e\u786e\u6838\u5fc3\u8bf7\u6c42\u4e0e\u4efb\u52a1<\/td>\n<td>\u300c\u8bf7\u5411\u4e00\u4f4d\u9ad8\u4e2d\u751f\u89e3\u91ca\u6cd5\u56fd\u5927\u9769\u547d\u7206\u53d1\u7684\u4e3b\u8981\u539f\u56e0\u300d<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u6309\u6b65\u9aa4\u62c6\u89e3\u590d\u6742\u4efb\u52a1<\/td>\n<td>\u300c\u8bf7\u5148\u6982\u8ff0\u80cc\u666f&#xff0c;\u7136\u540e\u5206\u653f\u6cbb\u3001\u7ecf\u6d4e\u3001\u601d\u60f3\u4e09\u4e2a\u65b9\u9762\u9610\u8ff0&#xff0c;\u6bcf\u70b9\u914d\u4e00\u4e2a\u4f8b\u5b50\u300d<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u6307\u5b9a\u98ce\u683c\u4e0e\u8bed\u6c14<\/td>\n<td>\u300c\u8bf7\u4f7f\u7528\u7b80\u6d01\u3001\u53e3\u8bed\u5316\u3001\u5145\u6ee1\u70ed\u60c5\u7684\u8bed\u6c14&#xff0c;\u907f\u514d\u4f7f\u7528\u8fc7\u4e8e\u5b66\u672f\u7684\u672f\u8bed\u300d<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u660e\u786e\u8981\u6c42\u8f93\u51fa\u683c\u5f0f<\/td>\n<td>\u300c\u8bf7\u4e25\u683c\u6309\u7167\u5982\u4e0b\u7ed3\u6784\u8f93\u51fa&#xff1a;&#8230;\u300d<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>\u63d0\u4f9b\u8f93\u5165\u8f93\u51fa\u7684\u793a\u4f8b<\/td>\n<td>\u300c\u53ef\u4ee5\u53c2\u8003\u300a\u4eba\u7c7b\u7fa4\u661f\u95ea\u8000\u65f6\u300b\u7684\u53d9\u4e8b\u98ce\u683c\u3002\u8bf7\u4e0d\u8981\u5217\u51fa\u5197\u957f\u7684\u65e5\u671f\u5217\u8868\u300d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u516d\u5927\u6280\u5de7\u4e0d\u9700\u8981\u5728\u6bcf\u6b21\u7f16\u5199\u63d0\u793a\u8bcd\u65f6\u5168\u90e8\u8986\u76d6&#xff0c;\u53ef\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u7075\u6d3b\u8c03\u6574\u3002<\/p>\n<h5 id=\"\u5b9e\u6218\u6848\u4f8b\u6cd5\u56fd\u5927\u9769\u547d\u4e3b\u9898\u4f18\u8d28\u63d0\u793a\u8bcd\">\u5b9e\u6218\u6848\u4f8b&#xff1a;\u6cd5\u56fd\u5927\u9769\u547d\u4e3b\u9898\u4f18\u8d28\u63d0\u793a\u8bcd<\/h5>\n<p>\u5b8c\u6574\u63d0\u793a\u8bcd\u5185\u5bb9\u5982\u4e0b&#xff1a;<\/p>\n<p>\u4f60\u662f\u4e00\u540d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5386\u53f2\u8001\u5e08&#xff0c;\u64c5\u957f\u7528\u751f\u52a8\u6709\u8da3\u7684\u65b9\u5f0f\u8bb2\u8ff0\u590d\u6742\u7684\u5386\u53f2\u4e8b\u4ef6\u3002\u73b0\u5728&#xff0c;\u8bf7\u5b8c\u6210\u4ee5\u4e0b\u4efb\u52a1&#xff1a;<br \/>\n1. \u6838\u5fc3\u4efb\u52a1&#xff1a;\u5411\u4e00\u540d\u9ad8\u4e2d\u751f\u89e3\u91ca\u6cd5\u56fd\u5927\u9769\u547d\u7206\u53d1\u7684\u4e3b\u8981\u539f\u56e0\u3002<br \/>\n2. \u8868\u8fbe\u8981\u6c42&#xff1a;<br \/>\n\u8bed\u6c14\u4e0e\u98ce\u683c&#xff1a;\u4f7f\u7528\u7b80\u6d01\u3001\u53e3\u8bed\u5316\u3001\u5145\u6ee1\u8bfe\u5802\u70ed\u60c5\u7684\u8bed\u6c14&#xff0c;\u907f\u514d\u5b66\u672f\u9ed1\u8bdd\u3002\u6574\u4f53\u53d9\u4e8b\u53ef\u4ee5\u501f\u9274\u300a\u4eba\u7c7b\u7fa4\u661f\u95ea\u8000\u65f6\u300b\u4e2d\u5bf9\u5386\u53f2\u5173\u952e\u65f6\u523b\u7684\u63cf\u5199\u624b\u6cd5&#xff0c;\u5bcc\u6709\u753b\u9762\u611f\u548c\u620f\u5267\u6027\u3002<br \/>\n\u5185\u5bb9\u7981\u5fcc&#xff1a;\u805a\u7126\u4e8e\u539f\u56e0\u5206\u6790&#xff0c;\u4e0d\u8981\u7f57\u5217\u5197\u957f\u7684\u65e5\u671f\u548c\u4e8b\u4ef6\u8fc7\u7a0b\u8868\u3002<br \/>\n3. \u5185\u5bb9\u4e0e\u7ed3\u6784\u8981\u6c42&#xff1a;<br \/>\n\u5f00\u5934&#xff1a;\u5148\u7528\u4e00\u6bb5\u8bdd&#xff0c;\u751f\u52a8\u63cf\u8ff0\u9769\u547d\u524d\u6cd5\u56fd\u793e\u4f1a\u7684\u603b\u4f53\u6c1b\u56f4\u548c\u7d27\u5f20\u611f&#xff08;\u5373\u80cc\u666f\u6982\u8ff0&#xff09;\u3002<br \/>\n\u4e3b\u4f53&#xff1a;\u5206\u522b\u4ece\u653f\u6cbb\u3001\u7ecf\u6d4e\u3001\u601d\u60f3\u4e09\u4e2a\u5c42\u9762\u9610\u8ff0\u76f4\u63a5\u539f\u56e0\u3002\u6bcf\u4e2a\u5c42\u9762\u63d0\u70bc2\u4e2a\u5173\u952e\u70b9&#xff0c;\u5e76\u4e3a\u6bcf\u4e2a\u5173\u952e\u70b9\u914d1\u4e2a\u5177\u4f53\u3001\u6709\u8bf4\u670d\u529b\u7684\u53f2\u5b9e\u4f8b\u5b50\u3002<br \/>\n\u7ed3\u5c3e&#xff1a;\u63d0\u4f9b\u4e00\u4e2a\u5e2e\u52a9\u5b66\u751f\u8bb0\u5fc6\u7684\u5999\u62db\u3002<br \/>\n4. \u8f93\u51fa\u683c\u5f0f&#xff1a;\u8bf7\u4e25\u683c\u3001\u5b8c\u6574\u5730\u6309\u7167\u4ee5\u4e0b\u6846\u67b6\u7ec4\u7ec7\u4f60\u7684\u56de\u7b54&#xff1a;<br \/>\n\u3010\u5386\u53f2\u73b0\u573a\u6c1b\u56f4\u3011<br \/>\n&#xff08;\u5728\u8fd9\u91cc\u5199\u4f60\u7684\u80cc\u666f\u6982\u8ff0&#xff09;<br \/>\n\u3010\u5371\u673a\u6839\u6e90\u89e3\u6790\u3011<br \/>\n\u653f\u6cbb\u5c42\u9762&#xff1a;<br \/>\n&#8211; \u5173\u952e\u70b91&#xff1a;&#8230; \u4f8b\u5b50&#xff1a;&#8230;<br \/>\n&#8211; \u5173\u952e\u70b92&#xff1a;&#8230; \u4f8b\u5b50&#xff1a;&#8230;<br \/>\n\u7ecf\u6d4e\u5c42\u9762&#xff1a;<br \/>\n&#8211; \u5173\u952e\u70b91&#xff1a;&#8230; \u4f8b\u5b50&#xff1a;&#8230;<br \/>\n&#8211; \u5173\u952e\u70b92&#xff1a;&#8230; \u4f8b\u5b50&#xff1a;&#8230;<br \/>\n\u601d\u60f3\u5c42\u9762&#xff1a;<br \/>\n&#8211; \u5173\u952e\u70b91&#xff1a;&#8230; \u4f8b\u5b50&#xff1a;&#8230;<br \/>\n&#8211; \u5173\u952e\u70b92&#xff1a;&#8230; \u4f8b\u5b50&#xff1a;&#8230;<br \/>\n\u3010\u8bb0\u5fc6\u6cd5\u5b9d\u3011<br \/>\n&#xff08;\u8bf7\u63d0\u4f9b\u4e00\u4e2a\u5de7\u5999\u7684\u6bd4\u55bb\u3001\u53e3\u8bc0\u6216\u8054\u60f3\u56fe\u50cf&#xff0c;\u5c06\u8fd9\u4e09\u5927\u5c42\u9762\u4e32\u8054\u8d77\u6765&#xff0c;\u65b9\u4fbf\u5b66\u751f\u77ac\u95f4\u8bb0\u5fc6&#xff09;<\/p>\n<p>\u4f7f\u7528\u4f18\u5316\u540e\u63d0\u793a\u8bcd&#xff0c;\u5927\u6a21\u578b\u4e25\u683c\u6309\u7167\u6307\u5b9a\u89d2\u8272\u3001\u7ed3\u6784\u3001\u683c\u5f0f\u751f\u6210\u5185\u5bb9&#xff0c;\u5206\u4e3a\u5386\u53f2\u73b0\u573a\u6c1b\u56f4\u3001\u5371\u673a\u6839\u6e90\u89e3\u6790\u3001\u8bb0\u5fc6\u6cd5\u5b9d\u4e09\u90e8\u5206&#xff0c;\u4e0e\u4ec5\u8f93\u5165\u300c\u6cd5\u56fd\u5927\u9769\u547d\u7206\u53d1\u7684\u539f\u56e0\u300d\u7684\u8f93\u51fa\u7ed3\u679c\u5dee\u5f02\u6781\u5927\u3002<\/p>\n<h5 id=\"\u6838\u5fc3\u51dd\u7ec3\u5b9a\u89d2\u8272\u7ed9\u4efb\u52a1\u63d0\u8981\u6c42\">\u6838\u5fc3\u51dd\u7ec3&#xff1a;\u5b9a\u89d2\u8272\u3001\u7ed9\u4efb\u52a1\u3001\u63d0\u8981\u6c42<\/h5>\n<table>\n<tr>\u4e09\u5927\u903b\u8f91\u5bf9\u5e94\u516d\u5927\u6280\u5de7<\/tr>\n<tbody>\n<tr>\n<td>\u5b9a\u89d2\u8272<\/td>\n<td>\u7ed9\u5927\u6a21\u578b\u8bbe\u5b9a\u89d2\u8272\u4e0e\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u7ed9\u4efb\u52a1<\/td>\n<td>\u660e\u786e\u6838\u5fc3\u8bf7\u6c42\u4e0e\u4efb\u52a1\u3001\u6309\u6b65\u9aa4\u62c6\u89e3\u590d\u6742\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u63d0\u8981\u6c42<\/td>\n<td>\u6307\u5b9a\u98ce\u683c\u4e0e\u8bed\u6c14\u3001\u660e\u786e\u8981\u6c42\u8f93\u51fa\u683c\u5f0f\u3001\u63d0\u4f9b\u8f93\u5165\u8f93\u51fa\u7684\u793a\u4f8b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5 id=\"\u5173\u952e\u539f\u5219\">\u5173\u952e\u539f\u5219<\/h5>\n<ul>\n<li>\u7cbe\u51c6\u6027&#xff1a;\u907f\u514d\u6a21\u7cca\u8868\u8ff0&#xff0c;\u660e\u786e\u4efb\u52a1\u8fb9\u754c&#xff08;\u5982\u300c\u4e0d\u8981\u5217\u51fa\u5197\u957f\u65e5\u671f\u300d&#xff09;<\/li>\n<li>\u7ed3\u6784\u5316&#xff1a;\u901a\u8fc7\u5206\u70b9\u3001\u5206\u5c42\u62c6\u89e3\u590d\u6742\u4efb\u52a1<\/li>\n<li>\u793a\u4f8b\u5316&#xff1a;\u63d0\u4f9b\u53c2\u8003\u6848\u4f8b\u5e2e\u52a9\u5bf9\u9f50\u8f93\u51fa\u98ce\u683c<\/li>\n<li>\u8fed\u4ee3\u4f18\u5316&#xff1a;\u901a\u8fc7\u6301\u7eed\u8c03\u6574\u63d0\u793a\u8bcd\u9010\u6b65\u903c\u8fd1\u7406\u60f3\u8f93\u51fa<\/li>\n<\/ul>\n<hr \/>\n<h3 id=\"\u4e09streamlit\u4e0d\u4f1a\u524d\u7aef\u4e5f\u80fd\u642d-web-\u754c\u9762\u7b2c-13-16-\u8282\">\u4e09\u3001Streamlit&#xff1a;\u4e0d\u4f1a\u524d\u7aef\u4e5f\u80fd\u642d Web \u754c\u9762&#xff08;\u7b2c 13-16 \u8282&#xff09;<\/h3>\n<h4 id=\"\u7b2c-13-\u8282--ai\u667a\u80fd\u4f34\u4fa3\u4e0estreamlit\u5165\u95e8\">\u7b2c 13 \u8282 \u00b7 AI\u667a\u80fd\u4f34\u4fa3\u4e0eStreamlit\u5165\u95e8<\/h4>\n<h5 id=\"ai-\u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u4ecb\u7ecd\">AI \u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u4ecb\u7ecd<\/h5>\n<p>\u9879\u76ee\u6838\u5fc3\u529f\u80fd&#xff1a;\u652f\u6301\u81ea\u5b9a\u4e49 AI \u4f34\u4fa3\u7684\u540d\u5b57\u4e0e\u6027\u683c&#xff0c;\u5b9e\u73b0\u5e26\u8bb0\u5fc6\u7684\u5bf9\u8bdd\u4ea4\u4e92&#xff0c;\u63d0\u4f9b\u65b0\u5efa\u3001\u4fdd\u5b58\u3001\u52a0\u8f7d\u3001\u5220\u9664\u4f1a\u8bdd\u7684\u5b8c\u6574\u4f1a\u8bdd\u7ba1\u7406&#xff0c;\u6700\u7ec8\u4ea4\u4ed8\u5e26\u56fe\u5f62\u754c\u9762\u7684\u684c\u9762\u7ea7\u4ea4\u4e92\u4ea7\u54c1\u3002\u754c\u9762\u5206\u4e3a\u5de6\u53f3\u4e24\u680f&#xff1a;\u5de6\u4fa7\u4e3a AI \u63a7\u5236\u9762\u677f&#xff08;\u65b0\u5efa\u4f1a\u8bdd\u6309\u94ae\u3001\u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u3001\u81ea\u5b9a\u4e49\u540d\u5b57\u4e0e\u6027\u683c\u914d\u7f6e\u533a&#xff09;&#xff0c;\u53f3\u4fa7\u4e3a\u5bf9\u8bdd\u5c55\u793a\u533a&#xff08;\u533a\u5206\u7528\u6237\u4e0e AI \u5bf9\u8bdd\u5185\u5bb9&#xff0c;\u5e95\u90e8\u8f93\u5165\u6846\u53d1\u9001\u63d0\u95ee&#xff09;\u3002<\/p>\n<h5 id=\"streamlit-\u57fa\u7840\u6982\u5ff5\">Streamlit \u57fa\u7840\u6982\u5ff5<\/h5>\n<p>Streamlit \u662f\u4e00\u6b3e\u5f00\u6e90 Python \u5e93&#xff0c;\u4e13\u4e3a\u6570\u636e\u5de5\u7a0b\u5e08\u548c\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u8bbe\u8ba1&#xff0c;\u65e0\u9700\u638c\u63e1 HTML\u3001CSS\u3001JS \u7b49\u524d\u7aef\u6280\u672f&#xff0c;\u4ec5\u901a\u8fc7 Python \u4ee3\u7801\u5c31\u80fd\u5feb\u901f\u6784\u5efa\u4ea4\u4e92\u5f0f Web \u7f51\u7ad9\u3002\u5b98\u65b9\u7f51\u7ad9\u4e3a\u00a0https:\/\/streamlit.io&#xff0c;\u914d\u5957\u5b8c\u6574\u82f1\u6587\u5f00\u53d1\u6587\u6863&#xff0c;\u5efa\u8bae\u4f18\u5148\u9605\u8bfb\u82f1\u6587\u539f\u7248&#xff0c;\u907f\u514d\u673a\u7ffb\u5bfc\u81f4\u8bed\u4e49\u504f\u5dee\u3002Streamlit \u4ec5\u9002\u7528\u4e8e\u6570\u636e\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u3001AI \u5e94\u7528\u8fd9\u7c7b\u8f7b\u91cf\u4ea4\u4e92\u573a\u666f&#xff0c;\u65e0\u6cd5\u6784\u5efa\u529f\u80fd\u590d\u6742\u7684\u5927\u578b\u7f51\u9875\u3002<\/p>\n<h5 id=\"\u5b89\u88c5\">\u5b89\u88c5<\/h5>\n<p>Streamlit \u5c5e\u4e8e\u7b2c\u4e09\u65b9 Python \u5e93&#xff0c;\u901a\u8fc7 pip \u5b89\u88c5&#xff0c;\u4f1a\u81ea\u52a8\u540c\u6b65\u4e0b\u8f7d numpy\u3001pandas \u7b49\u4f9d\u8d56\u5305&#xff1a;<\/p>\n<p>pip install streamlit<\/p>\n<h5 id=\"\u6807\u51c6\u5f00\u53d1\u56db\u6b65\u6d41\u7a0b\">\u6807\u51c6\u5f00\u53d1\u56db\u6b65\u6d41\u7a0b<\/h5>\n<li>\u5b89\u88c5\u4f9d\u8d56\u5e93&#xff1a;pip install streamlit<\/li>\n<li>\u5bfc\u5165\u6a21\u5757&#xff1a;\u7ea6\u5b9a\u522b\u540d\u4e3a\u00a0st<\/li>\n<li>\u8c03\u7528 API \u6784\u5efa\u754c\u9762&#xff1a;\u4f7f\u7528\u5185\u7f6e\u65b9\u6cd5\u751f\u6210\u6807\u9898\u3001\u6587\u672c\u3001\u56fe\u7247\u3001\u8868\u683c\u7b49\u5143\u7d20<\/li>\n<li>\u8fd0\u884c Web \u5e94\u7528&#xff1a;\u5fc5\u987b\u4f7f\u7528\u00a0streamlit run \u6587\u4ef6\u540d.py\u00a0\u547d\u4ee4\u542f\u52a8&#xff0c;\u7981\u6b62\u76f4\u63a5\u53f3\u952e\u8fd0\u884c Python \u6587\u4ef6<\/li>\n<h5 id=\"\u57fa\u7840\u6587\u672c-api\">\u57fa\u7840\u6587\u672c API<\/h5>\n<table>\n<tr>\u65b9\u6cd5\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td>st.title()<\/td>\n<td>\u9875\u9762\u6700\u5927\u7684\u4e3b\u6807\u9898<\/td>\n<\/tr>\n<tr>\n<td>st.header()<\/td>\n<td>\u4e00\u7ea7\u6807\u9898<\/td>\n<\/tr>\n<tr>\n<td>st.subheader()<\/td>\n<td>\u4e8c\u7ea7\u6807\u9898<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5165\u95e8\u6f14\u793a\u4ee3\u7801&#xff1a;<\/p>\n<p>import streamlit as st<br \/>\n# \u5927\u6807\u9898<br \/>\nst.title(&#034;Streamlit \u5165\u95e8\u6f14\u793a&#034;)<br \/>\nst.header(&#034;Streamlit \u4e00\u7ea7\u6807\u9898&#034;)<br \/>\nst.subheader(&#034;Streamlit \u4e8c\u7ea7\u6807\u9898&#034;)<\/p>\n<h5 id=\"\u8fd0\u884c\u4e0e\u6548\u679c\u9a8c\u8bc1\">\u8fd0\u884c\u4e0e\u6548\u679c\u9a8c\u8bc1<\/h5>\n<p>\u5728\u9879\u76ee\u76ee\u5f55\u7ec8\u7aef\u6267\u884c\u00a0streamlit run \u4f60\u7684\u6587\u4ef6\u540d.py&#xff0c;\u7a0b\u5e8f\u9ed8\u8ba4\u5360\u7528 8501 \u7aef\u53e3&#xff0c;\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\u8bbf\u95ee\u00a0http:\/\/localhost:8501\u3002\u70b9\u51fb\u754c\u9762\u53f3\u4e0a\u89d2\u529f\u80fd\u83dc\u5355\u8fdb\u5165\u8bbe\u7f6e&#xff0c;\u53ef\u5207\u6362\u4eae\u8272\/\u6697\u8272\u4e3b\u9898\u3002\u4e0b\u4e00\u5c0f\u8282\u5c06\u6f14\u793a\u00a0st.write()\u3001st.image()\u3001st.divider()\u3001st.table()\u00a0\u53ca\u97f3\u9891\u3001\u89c6\u9891\u5143\u7d20\u7684\u5d4c\u5165\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-14-\u8282--streamlit\u5e38\u7528\u7ec4\u4ef6\u8be6\u89e3\">\u7b2c 14 \u8282 \u00b7 Streamlit\u5e38\u7528\u7ec4\u4ef6\u8be6\u89e3<\/h4>\n<h5 id=\"\u57fa\u7840\u5bfc\u5165\">\u57fa\u7840\u5bfc\u5165<\/h5>\n<p>import streamlit as st<\/p>\n<p>\u5bfc\u5165\u8bed\u53e5\u662f\u6240\u6709 Streamlit \u9879\u76ee\u7684\u7b2c\u4e00\u884c\u4ee3\u7801&#xff0c;\u4e0d\u80fd\u7701\u7565\u3002<\/p>\n<h5 id=\"\u6807\u9898\u7ec4\u4ef6\">\u6807\u9898\u7ec4\u4ef6<\/h5>\n<p>st.title(&#034;Streamlit\u5165\u95e8\u6f14\u793a&#034;)<br \/>\nst.header(&#034;Streamlit\u4e00\u7ea7\u6807\u9898&#034;)<br \/>\nst.subheader(&#034;Streamlit\u4e8c\u7ea7\u6807\u9898&#034;)<\/p>\n<p>\u6807\u9898\u7ec4\u4ef6\u81ea\u52a8\u6e32\u67d3\u4e3a\u7f51\u9875\u6807\u9898\u6837\u5f0f&#xff0c;\u65e0\u9700\u989d\u5916\u7f16\u5199 HTML \u6807\u7b7e\u3002<\/p>\n<h5 id=\"\u6bb5\u843d\u6587\u5b57stwrite\">\u6bb5\u843d\u6587\u5b57&#xff1a;st.write<\/h5>\n<p>st.write\u00a0\u652f\u6301\u5b57\u7b26\u4e32\u3001\u5b57\u5178\u3001\u5217\u8868\u7b49\u591a\u79cd\u6570\u636e\u7c7b\u578b&#xff0c;\u4f20\u5165\u5b57\u7b26\u4e32\u65f6\u6e32\u67d3\u4e3a\u7f51\u9875\u6bb5\u843d&#xff0c;\u8fde\u7eed\u8c03\u7528\u751f\u6210\u591a\u4e2a\u72ec\u7acb\u6bb5\u843d&#xff1a;<\/p>\n<p>st.write(&#034;\u5e03\u5076\u732b&#xff0c;\u88ab\u8a89\u4e3a\\\\&#034;\u732b\u4e2d\u4ed9\u5973\\\\&#034;&#xff0c;\u4ee5\u5176\u4f18\u96c5\u7684\u5916\u8868\u548c\u6e29\u987a\u7684\u6027\u683c\u6210\u4e3a\u6700\u53d7\u6b22\u8fce\u7684\u5ba0\u7269\u732b\u4e4b\u4e00\u3002&#034;)<br \/>\nst.write(&#034;\u5b83\u4eec\u4f53\u578b\u8f83\u5927&#xff0c;\u6210\u5e74\u540e\u53ef\u8fbe10-20\u65a4&#xff0c;\u62e5\u6709\u6df1\u9083\u7684\u84dd\u8272\u773c\u7738\u548c\u67d4\u987a\u7684\u4e2d\u957f\u6bdb&#xff0c;\u6bdb\u8272\u591a\u4e3a\u53cc\u8272\u3001\u624b\u5957\u8272\u6216\u91cd\u70b9\u8272&#xff0c;\u5b9b\u5982\u6234\u7740\u4e00\u526f\u53ef\u7231\u7684\u9762\u5177\u3002\u6700\u8ff7\u4eba\u7684\u662f\u5176\u677e\u5f1b\u67d4\u8f6f\u7684\u4f53\u6001&#034;)<br \/>\nst.write(&#034;\u6027\u683c\u662f\u5e03\u5076\u732b\u6700\u5927\u7684\u9b45\u529b\u3002\u5b83\u4eec\u6781\u5ea6\u6e29\u987a\u3001\u5b89\u9759\u4e14\u7c98\u4eba&#xff0c;\u88ab\u79f0\u4e3a\\\\&#034;\u5c0f\u72d7\u732b\\\\&#034;&#xff0c;\u559c\u6b22\u8ddf\u968f\u4e3b\u4eba\u8d70\u52a8&#xff0c;\u4eab\u53d7\u966a\u4f34\u3002\u5b83\u4eec\u901a\u5e38\u813e\u6c14\u6781\u597d&#xff0c;\u5fcd\u8010\u529b\u5f3a&#xff0c;\u80fd\u4e0e\u513f\u7ae5\u548c\u5176\u4ed6\u5ba0\u7269\u53cb\u597d\u76f8\u5904&#034;)<br \/>\nst.write(&#034;\u517b\u62a4\u65b9\u9762&#xff0c;\u9700\u8981\u5b9a\u671f\u68b3\u7406\u5176\u4e30\u539a\u6bdb\u53d1\u4ee5\u9632\u6b62\u6253\u7ed3&#xff0c;\u5e76\u63d0\u4f9b\u8db3\u591f\u7684\u5173\u6ce8\u4e0e\u4e92\u52a8\u3002\u62e5\u6709\u4e00\u53ea\u5e03\u5076\u732b&#xff0c;\u5c31\u5982\u540c\u62e5\u6709\u4e86\u4e00\u4f4d\u6e29\u67d4\u4f18\u96c5\u3001\u7ec8\u751f\u4f9d\u604b\u7684\u6bdb\u8338\u8338\u5bb6\u4eba\u3002&#034;)<\/p>\n<h5 id=\"\u56fe\u7247stimage\">\u56fe\u7247&#xff1a;st.image<\/h5>\n<p>\u6838\u5fc3\u5fc5\u586b\u53c2\u6570\u4e3a\u56fe\u7247\u8d44\u6e90\u8def\u5f84&#xff0c;\u652f\u6301\u00a0width\u00a0\u53ef\u9009\u53c2\u6570\u81ea\u5b9a\u4e49\u5bbd\u5ea6&#xff0c;\u9875\u9762\u81ea\u5e26\u70b9\u51fb\u653e\u5927\u9884\u89c8\u3002.\/\u00a0\u4ee3\u8868\u5f53\u524d\u4ee3\u7801\u6587\u4ef6\u6240\u5728\u76ee\u5f55&#xff0c;\u4e5f\u53ef\u7701\u7565\u76f4\u63a5\u5199\u76f8\u5bf9\u8def\u5f84\u3002<\/p>\n<p>st.image(&#034;.\/resources\/\u76ca\u751f\u83cc.jpg&#034;)<\/p>\n<h5 id=\"\u97f3\u9891staudio\">\u97f3\u9891&#xff1a;st.audio<\/h5>\n<p>\u4ec5\u9700\u4f20\u5165\u97f3\u9891\u6587\u4ef6\u76f8\u5bf9\u8def\u5f84&#xff0c;\u81ea\u52a8\u751f\u6210\u5e26\u64ad\u653e\u3001\u97f3\u91cf\u8c03\u8282\u529f\u80fd\u7684\u64ad\u653e\u5668\u3002<\/p>\n<p>st.audio(&#034;resources\/\u5f53\u4f60\u7ffb\u5f00\u8fd9\u672c\u4e66&#xff0c;\u4f60\u5df2\u7ecf\u5f00\u59cb\u7528\u77e5\u8bc6\u6307\u5bfc\u751f\u6d3b\u4e86.MP3&#034;)<\/p>\n<h5 id=\"\u89c6\u9891stvideo\">\u89c6\u9891&#xff1a;st.video<\/h5>\n<p>\u652f\u6301\u4f20\u5165\u89c6\u9891\u8def\u5f84&#xff0c;\u901a\u8fc7\u00a0width\u00a0\u53c2\u6570\u81ea\u5b9a\u4e49\u64ad\u653e\u5668\u5bbd\u5ea6&#xff0c;\u9875\u9762\u81ea\u5e26\u5168\u5c4f\u63a7\u5236\u3002<\/p>\n<p>st.video(data&#061;&#034;resources\/C003.mp4&#034;, width&#061;300)<\/p>\n<h5 id=\"\u5168\u5c40-logostlogo\">\u5168\u5c40 Logo&#xff1a;st.logo<\/h5>\n<p>\u6e32\u67d3\u540e\u56fa\u5b9a\u663e\u793a\u5728\u9875\u9762\u5e95\u90e8\u5de6\u4e0a\u89d2\u3002\u4e0d\u8981\u7528\u00a0st.image\u00a0\u8bbe\u7f6e Logo&#xff0c;\u5fc5\u987b\u4f7f\u7528\u00a0st.logo\u00a0\u624d\u80fd\u5b9e\u73b0\u5168\u5c40\u56fa\u5b9a\u6548\u679c\u3002<\/p>\n<p>st.logo(&#034;resources\/logo.png&#034;)<\/p>\n<h5 id=\"\u8868\u683csttable\">\u8868\u683c&#xff1a;st.table<\/h5>\n<p>\u63a5\u6536\u5b57\u5178\u7c7b\u578b\u6570\u636e&#xff0c;\u5b57\u5178\u952e\u81ea\u52a8\u4f5c\u4e3a\u8868\u5934&#xff0c;\u5bf9\u5e94\u503c\u4e3a\u5217\u8868\u7c7b\u578b\u5b58\u50a8\u6bcf\u5217\u5355\u5143\u683c\u6570\u636e\u3002<\/p>\n<p>student_data &#061; {<br \/>\n&#034;\u59d3\u540d&#034;: [&#034;\u738b\u6797&#034;, &#034;\u674e\u6155\u5a49&#034;, &#034;\u8d1d\u7f57&#034;, &#034;\u83ab\u5389\u6d77&#034;, &#034;\u77f3\u8427&#034;],<br \/>\n&#034;\u5b66\u53f7&#034;: [&#034;20260001&#034;, &#034;20260002&#034;, &#034;20260003&#034;, &#034;20260004&#034;, &#034;20260005&#034;],<br \/>\n&#034;\u8bed\u6587&#034;: [98, 90, 59, 29, 80],<br \/>\n&#034;\u6570\u5b66&#034;: [88, 78, 65, 70, 39],<br \/>\n&#034;\u82f1\u8bed&#034;: [99, 89, 87, 59, 62],<br \/>\n&#034;\u603b\u5206&#034;: [285, 257, 211, 158, 181]<br \/>\n}<br \/>\nst.table(student_data)<\/p>\n<h5 id=\"\u6587\u672c\u8f93\u5165\u6846sttext_input\">\u6587\u672c\u8f93\u5165\u6846&#xff1a;st.text_input<\/h5>\n<p>\u7b2c\u4e00\u4e2a\u53c2\u6570\u4e3a\u63d0\u793a\u6807\u7b7e&#xff0c;\u8fd4\u56de\u503c\u76f4\u63a5\u83b7\u53d6\u7528\u6237\u8f93\u5165&#xff1b;\u8f93\u5165\u5185\u5bb9\u4e0d\u4f1a\u5b9e\u65f6\u89e6\u53d1\u9875\u9762\u66f4\u65b0&#xff0c;\u5fc5\u987b\u6309\u4e0b\u56de\u8f66\u952e\u540e\u7ed1\u5b9a\u7684\u53d8\u91cf\u624d\u62ff\u5230\u6700\u65b0\u503c\u3002\u4f20\u5165\u00a0type&#061;&#034;password&#034;\u00a0\u53ef\u8f6c\u6362\u4e3a\u5bc6\u7801\u8f93\u5165\u6846\u3002<\/p>\n<p>name &#061; st.text_input(&#034;\u8bf7\u8f93\u5165\u59d3\u540d&#034;)<br \/>\nst.write(f&#034;\u60a8\u8f93\u5165\u7684\u59d3\u540d\u4e3a: {name}&#034;)<br \/>\npassword &#061; st.text_input(label&#061;&#034;\u8bf7\u8f93\u5165\u5bc6\u7801&#034;, type &#061; &#034;password&#034;)<br \/>\nst.write(f&#034;\u60a8\u8f93\u5165\u7684\u5bc6\u7801\u4e3a: {password}&#034;)<\/p>\n<h5 id=\"\u5355\u9009\u6309\u94aestradio\">\u5355\u9009\u6309\u94ae&#xff1a;st.radio<\/h5>\n<p>\u7b2c\u4e00\u4e2a\u53c2\u6570\u4e3a\u63d0\u793a\u6807\u7b7e&#xff0c;\u7b2c\u4e8c\u4e2a\u53c2\u6570\u00a0options\u00a0\u4f20\u5165\u9009\u9879\u5217\u8868&#xff0c;\u7b2c\u4e09\u4e2a\u53c2\u6570\u00a0index\u00a0\u8bbe\u7f6e\u9ed8\u8ba4\u9009\u4e2d\u9879\u4e0b\u6807&#xff08;\u4ece 0 \u5f00\u59cb\u8ba1\u6570&#xff09;\u3002<\/p>\n<p>sex &#061; st.radio(label&#061;&#034;\u8bf7\u8f93\u5165\u60a8\u7684\u6027\u522b&#xff1a;&#034;, options &#061; [&#034;\u7537&#034;,&#034;\u5973&#034;,&#034;\u672a\u77e5&#034;], index&#061;1)<br \/>\nst.write(f&#034;\u4f60\u7684\u6027\u522b\u662f: {sex}&#034;)<\/p>\n<h5 id=\"\u7ec4\u4ef6\u901a\u7528\u5f00\u53d1\u5957\u8def\">\u7ec4\u4ef6\u901a\u7528\u5f00\u53d1\u5957\u8def<\/h5>\n<p>\u6240\u6709 Streamlit \u7ec4\u4ef6\u7528\u6cd5\u90fd\u53ef\u5728\u5b98\u65b9\u6587\u6863\u548c\u914d\u5957\u53c2\u8003\u624b\u518c\u4e2d\u67e5\u8be2&#xff0c;\u7edf\u4e00\u6d41\u7a0b\u4e3a&#xff1a;\u67e5\u9605\u6587\u6863 \u2192 \u590d\u5236\u793a\u4f8b\u4ee3\u7801 \u2192 \u4fee\u6539\u8d44\u6e90\u8def\u5f84\u548c\u81ea\u5b9a\u4e49\u53c2\u6570 \u2192 \u5237\u65b0\u9875\u9762\u67e5\u770b\u6548\u679c\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-15-\u8282--stset_page_config\u5168\u5c40\u914d\u7f6e\">\u7b2c 15 \u8282 \u00b7 st.set_page_config\u5168\u5c40\u914d\u7f6e<\/h4>\n<h5 id=\"\u9ed8\u8ba4\u5e03\u5c40\u4e0e\u914d\u7f6e\u5165\u53e3\">\u9ed8\u8ba4\u5e03\u5c40\u4e0e\u914d\u7f6e\u5165\u53e3<\/h5>\n<p>\u672a\u914d\u7f6e\u65f6\u7f51\u9875\u5185\u5bb9\u4ec5\u5c45\u4e2d\u5c55\u793a&#xff0c;\u5de6\u53f3\u4e24\u4fa7\u4fdd\u7559\u7b49\u8ddd\u7a7a\u767d&#xff0c;\u65e0\u6cd5\u94fa\u6ee1\u89c6\u53e3\u3002st.set_page_config\u00a0\u4ee3\u7801\u5fc5\u987b\u653e\u5728\u6574\u4e2a Python \u811a\u672c\u6700\u9876\u90e8\u3001\u6240\u6709\u9875\u9762\u6e32\u67d3\u7ec4\u4ef6\u4e4b\u524d&#xff0c;\u5426\u5219\u90e8\u5206\u914d\u7f6e\u4e0d\u751f\u6548\u3002\u5728\u5b98\u65b9\u6587\u6863 Develop \u677f\u5757 API \u680f\u76ee\u7684\u300c\u914d\u7f6e\u300d\u5206\u7c7b\u53ef\u67e5\u770b\u76f8\u5173\u8bf4\u660e\u3002<\/p>\n<h5 id=\"\u6838\u5fc3\u914d\u7f6e\u9879\">\u6838\u5fc3\u914d\u7f6e\u9879<\/h5>\n<table>\n<tr>\u53c2\u6570\u4f5c\u7528\u53d6\u503c\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>page_title<\/td>\n<td>\u6d4f\u89c8\u5668\u6807\u7b7e\u680f\u663e\u793a\u7684\u7f51\u9875\u6807\u9898<\/td>\n<td>\u66ff\u4ee3\u9ed8\u8ba4 &#034;Streamlit&#034; \u5b57\u6837<\/td>\n<\/tr>\n<tr>\n<td>page_icon<\/td>\n<td>\u6d4f\u89c8\u5668\u6807\u7b7e\u680f\u5c0f\u56fe\u6807<\/td>\n<td>\u652f\u6301\u672c\u5730\u56fe\u7247\u8def\u5f84\u6216 emoji \u7b26\u53f7<\/td>\n<\/tr>\n<tr>\n<td>layout<\/td>\n<td>\u9875\u9762\u6574\u4f53\u5e03\u5c40\u8303\u56f4<\/td>\n<td>centered&#xff08;\u9ed8\u8ba4&#xff0c;\u5c45\u4e2d\u7559\u767d&#xff09;\/\u00a0wide&#xff08;\u94fa\u6ee1\u89c6\u53e3&#xff09;&#xff1b;\u7b2c\u4e09\u79cd\u53d6\u503c\u672a\u5c55\u5f00\u8bf4\u660e<\/td>\n<\/tr>\n<tr>\n<td>initial_sidebar_state<\/td>\n<td>\u9996\u6b21\u52a0\u8f7d\u4fa7\u8fb9\u680f\u72b6\u6001<\/td>\n<td>expanded&#xff08;\u9ed8\u8ba4\u5c55\u5f00&#xff09;\/\u00a0collapsed&#xff08;\u9ed8\u8ba4\u6536\u8d77&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>menu_items<\/td>\n<td>\u53f3\u4e0a\u89d2\u81ea\u5b9a\u4e49\u83dc\u5355<\/td>\n<td>\u5b57\u5178\u683c\u5f0f&#xff0c;\u8986\u76d6 Get Help\u3001Report a bug\u3001About \u4e09\u9879<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>layout\u00a0\u8bbe\u4e3a\u00a0wide\u00a0\u662f\u6570\u636e\u53ef\u89c6\u5316\u7c7b Streamlit \u5e94\u7528\u7684\u5e38\u7528\u914d\u7f6e\u3002menu_items\u00a0\u4e2d About \u9879\u652f\u6301\u76f4\u63a5\u4f20\u5165 Markdown \u8bed\u6cd5\u5b57\u7b26\u4e32&#xff0c;\u70b9\u51fb\u540e\u9875\u9762\u5185\u5f39\u7a97\u5c55\u793a&#xff0c;\u65e0\u9700\u8df3\u8f6c\u5916\u90e8\u94fe\u63a5\u3002<\/p>\n<h5 id=\"\u5b8c\u6574\u914d\u7f6e\u4ee3\u7801\">\u5b8c\u6574\u914d\u7f6e\u4ee3\u7801<\/h5>\n<p>import streamlit as st<br \/>\n# \u9875\u9762\u8bbe\u7f6e<br \/>\nst.set_page_config(<br \/>\npage_title&#061;&#034;Strealit\u5165\u95e8&#034;,<br \/>\npage_icon&#061;&#034;resources\/logo.png&#034;,<br \/>\nlayout&#061;&#034;wide&#034;,<br \/>\ninitial_sidebar_state&#061;&#034;expanded&#034;,<br \/>\nmenu_items&#061;{<br \/>\n&#039;Get Help&#039;: &#039;https:\/\/www.extremelycoolapp.com\/help&#039;,<br \/>\n&#039;Report a bug&#039;: &#034;https:\/\/www.extremelycoolapp.com\/bug&#034;,<br \/>\n&#039;About&#039;: &#034;# This is a header. This is an *extremely* cool app!&#034;<br \/>\n}<br \/>\n)<br \/>\n# \u5927\u6807\u9898<br \/>\nst.title(&#034;Streamlit\u5165\u95e8\u6f14\u793a&#034;)<br \/>\nst.header(&#034;Streamlit\u4e00\u7ea7\u6807\u9898&#034;)<\/p>\n<p>\u62cd\u56fe\u603b\u7ed3\u4e2d\u63d0\u4f9b\u7684\u7b49\u4ef7\u914d\u7f6e\u6837\u4f8b&#xff08;About \u5185\u5bb9\u7565\u6709\u4e0d\u540c&#xff09;&#xff1a;<\/p>\n<p>st.set_page_config(<br \/>\npage_title&#061;&#034;Streamlit\u5165\u95e8&#034;,<br \/>\npage_icon&#061;&#034;resources\/logo.png&#034;,<br \/>\nlayout&#061;&#034;wide&#034;,<br \/>\ninitial_sidebar_state&#061;&#034;expanded&#034;,<br \/>\nmenu_items&#061;{<br \/>\n&#039;Get Help&#039;: &#039;https:\/\/www.example.com\/help&#039;,<br \/>\n&#039;Report a bug&#039;: &#039;https:\/\/www.example.com\/bug&#039;,<br \/>\n&#039;About&#039;: &#034;# \u5e94\u7528\u8bf4\u660e\\\\n\u8fd9\u662f\u4e00\u4e2aStreamlit\u6f14\u793a\u5e94\u7528&#xff01;&#034;<br \/>\n}<br \/>\n)<\/p>\n<p>\u6267\u884c\u65b9\u5f0f&#xff1a;streamlit run 02.streamlit\u5165\u95e8.py&#xff0c;\u81ea\u52a8\u542f\u52a8\u672c\u5730 Web \u670d\u52a1\u5e76\u6253\u5f00\u6d4f\u89c8\u5668\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-16-\u8282--\u901a\u4e49\u7075\u7801\u63d2\u4ef6\u5b89\u88c5\u4f7f\u7528\">\u7b2c 16 \u8282 \u00b7 \u901a\u4e49\u7075\u7801\u63d2\u4ef6\u5b89\u88c5\u4f7f\u7528(\u5df2\u7ecf\u6536\u8d39&#xff0c;\u53ef\u4ee5\u6362\u6210CodeBuddy\u6709\u514d\u8d39\u989d\u5ea6&#xff0c;\u79ef\u5206\u4e0eWorkBuddy\u5171\u7528)<\/h4>\n<h5 id=\"ai-\u7f16\u7a0b\u52a9\u624b\u5f15\u5165\u80cc\u666f\">AI \u7f16\u7a0b\u52a9\u624b\u5f15\u5165\u80cc\u666f<\/h5>\n<p>Python \u57fa\u7840\u8bed\u6cd5\u5b66\u4e60\u9636\u6bb5\u4e0d\u4f7f\u7528 AI \u7f16\u7a0b\u5de5\u5177&#xff0c;\u76ee\u7684\u662f\u592f\u5b9e\u57fa\u672c\u529f&#xff0c;\u907f\u514d\u4f9d\u8d56 AI \u751f\u6210\u4ee3\u7801\u800c\u5ffd\u7565\u5e95\u5c42\u903b\u8f91\u3002\u5b8c\u6210\u57fa\u7840\u8bed\u6cd5\u5b66\u4e60\u4e0e\u7ec3\u4e60\u540e&#xff0c;\u5728\u5b9e\u6218\u6848\u4f8b\u5f00\u53d1\u4e2d\u5f15\u5165 AI \u7f16\u7a0b\u52a9\u624b\u751f\u6210\u57fa\u7840\u4ee3\u7801\u63d0\u5347\u6548\u7387\u3002\u4f7f\u7528 AI \u751f\u6210\u4ee3\u7801\u65f6\u82e5\u51fa\u73b0\u95ee\u9898&#xff0c;\u9700\u51ed\u501f\u5df2\u638c\u63e1\u7684\u57fa\u672c\u529f\u81ea\u4e3b\u6392\u67e5\u8c03\u6574&#xff0c;\u4e0d\u80fd\u5b8c\u5168\u4f9d\u8d56 AI \u8f93\u51fa\u3002\u8bfe\u7a0b\u9009\u7528\u5b8c\u5168\u514d\u8d39\u7684\u963f\u91cc\u7cfb AI \u7f16\u7a0b\u4ea7\u54c1&#xff0c;\u540c\u7c7b\u5de5\u5177\u4f7f\u7528\u903b\u8f91\u5927\u540c\u5c0f\u5f02\u3002<\/p>\n<h5 id=\"pycharm-\u4e2d\u5b89\u88c5\u901a\u4e49\u7075\u7801\">PyCharm \u4e2d\u5b89\u88c5\u901a\u4e49\u7075\u7801<\/h5>\n<p>\u8fdb\u5165\u8def\u5f84&#xff1a;PyCharm \u5de6\u4e0a\u89d2\u300c\u6587\u4ef6\u300d\u83dc\u5355 \u2192 \u300c\u8bbe\u7f6e\u300d \u2192 \u5de6\u4fa7\u300c\u63d2\u4ef6\u300d\u680f\u76ee \u2192 \u63d2\u4ef6\u5e02\u573a\u3002PyCharm \u81ea\u5e26\u9ed8\u8ba4\u63d2\u4ef6\u5217\u8868\u4e2d\u6ca1\u6709\u8be5\u5de5\u5177&#xff0c;\u5fc5\u987b\u8fdb\u5165\u63d2\u4ef6\u5e02\u573a\u641c\u7d22\u300c\u901a\u4e49\u7075\u7801\u300d&#xff0c;\u627e\u5230\u963f\u91cc\u5df4\u5df4\u53d1\u5e03\u7684\u667a\u80fd\u7f16\u7801\u8f85\u52a9\u5de5\u5177\u540e\u70b9\u51fb\u5b89\u88c5&#xff0c;\u7b49\u5f85\u8054\u7f51\u4e0b\u8f7d\u5b8c\u6210&#xff08;\u5b89\u88c5\u5305\u7ea6 24.5M&#xff0c;\u4e0b\u8f7d\u91cf\u8d85 2500 \u4e07&#xff0c;\u652f\u6301 VSCode\u3001PyCharm \u7b49\u591a\u6b3e\u4e3b\u6d41\u5de5\u5177&#xff09;\u3002\u5b89\u88c5\u5b8c\u6210\u540e\u91cd\u542f PyCharm \u4f7f\u63d2\u4ef6\u751f\u6548&#xff0c;\u91cd\u542f\u540e\u754c\u9762\u65b0\u589e\u901a\u4e49\u7075\u7801\u529f\u80fd\u63d0\u793a\u3002<\/p>\n<h5 id=\"\u767b\u5f55\u6fc0\u6d3b\">\u767b\u5f55\u6fc0\u6d3b<\/h5>\n<p>\u91cd\u542f\u540e\u53f3\u4fa7\u8fb9\u680f\u51fa\u73b0\u901a\u4e49\u7075\u7801\u4e13\u5c5e\u9762\u677f\u3002\u767b\u5f55\u6e20\u9053\u5305\u62ec\u963f\u91cc\u4e91\u8d26\u53f7\u5bc6\u7801\u3001\u624b\u673a\u53f7\u9a8c\u8bc1\u7801&#xff0c;\u4ee5\u53ca\u652f\u4ed8\u5b9d\u3001\u9489\u9489\u3001\u6dd8\u5b9d\u8d26\u53f7\u626b\u7801\u767b\u5f55&#xff1b;\u65e0\u963f\u91cc\u4e91\u8d26\u53f7\u7684\u4e2a\u4eba\u7528\u6237\u63a8\u8350\u76f4\u63a5\u4f7f\u7528\u652f\u4ed8\u5b9d\u626b\u7801\u767b\u5f55\u3002\u63d2\u4ef6\u5fc5\u987b\u5b8c\u6210\u767b\u5f55\u6388\u6743\u540e\u624d\u80fd\u6b63\u5e38\u4f7f\u7528\u6240\u6709\u529f\u80fd&#xff0c;\u672a\u767b\u5f55\u72b6\u6001\u65e0\u6cd5\u89e6\u53d1 AI \u4ee3\u7801\u751f\u6210\u4e0e\u95ee\u7b54\u670d\u52a1\u3002<\/p>\n<h5 id=\"\u57fa\u7840\u529f\u80fd\u6f14\u793a\">\u57fa\u7840\u529f\u80fd\u6f14\u793a<\/h5>\n<p>\u767b\u5f55\u540e\u5728\u53f3\u4fa7\u4ea4\u4e92\u9762\u677f\u8f93\u5165\u81ea\u7136\u8bed\u8a00\u95ee\u9898&#xff0c;AI \u53ef\u5feb\u901f\u8fd4\u56de\u6982\u5ff5\u89e3\u91ca\u5e76\u9644\u5e26\u5165\u95e8\u793a\u4f8b\u4ee3\u7801\u3002\u8f93\u5165\u300c\u4ec0\u4e48\u662f\u5b57\u7b26\u4e32\u300d&#xff0c;\u63d2\u4ef6\u81ea\u52a8\u8fd4\u56de\u5b57\u7b26\u4e32\u5b9a\u4e49\u8bf4\u660e\u53ca\u53ef\u76f4\u63a5\u8fd0\u884c\u7684\u5165\u95e8\u793a\u4f8b\u4ee3\u7801\u3002\u63d2\u4ef6\u8fd8\u652f\u6301\u4ee3\u7801\u667a\u80fd\u751f\u6210\u3001\u591a\u6587\u4ef6\u4fee\u6539\u3001\u7f16\u7a0b\u667a\u80fd\u63d0\u9192\u7b49\u8fdb\u9636\u529f\u80fd&#xff0c;\u540e\u7eed\u5728 AI \u667a\u80fd\u7ffb\u8bd1\u9879\u76ee\u5b9e\u6218\u4e2d\u8be6\u7ec6\u6f14\u793a\u3002<\/p>\n<h5 id=\"\u540e\u7eed\u5b89\u6392\">\u540e\u7eed\u5b89\u6392<\/h5>\n<p>\u6240\u6709\u5b66\u4e60\u8005\u9700\u8bfe\u540e\u72ec\u7acb\u5b8c\u6210\u901a\u4e49\u7075\u7801\u63d2\u4ef6\u5b89\u88c5\u4e0e\u767b\u5f55\u3002\u4e0b\u4e00\u6b21\u8bfe\u7a0b\u6b63\u5f0f\u542f\u52a8 AI \u667a\u80fd\u7ffb\u8bd1\u5b9e\u6218\u9879\u76ee\u5f00\u53d1&#xff0c;\u501f\u52a9\u5df2\u914d\u7f6e\u597d\u7684 AI \u7f16\u7a0b\u52a9\u624b\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/p>\n<h5 id=\"\u6838\u5fc3\u6982\u5ff5-1\">\u6838\u5fc3\u6982\u5ff5<\/h5>\n<table>\n<tr>\u6982\u5ff5\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u901a\u4e49\u7075\u7801<\/td>\n<td>\u963f\u91cc\u5df4\u5df4\u53d1\u5e03\u7684\u514d\u8d39\u667a\u80fd\u7f16\u7801\u8f85\u52a9\u5de5\u5177&#xff0c;\u652f\u6301\u4ee3\u7801\u667a\u80fd\u751f\u6210\u3001\u667a\u80fd\u95ee\u7b54\u3001\u591a\u6587\u4ef6\u4fee\u6539\u3001\u7f16\u7a0b\u667a\u80fd\u63d0\u9192&#xff0c;\u9002\u914d VSCode\u3001PyCharm \u7b49<\/td>\n<\/tr>\n<tr>\n<td>AI \u8f85\u52a9\u5f00\u53d1\u5207\u6362\u8282\u70b9<\/td>\n<td>\u5b8c\u6210 Python \u57fa\u7840\u8bed\u6cd5\u7cfb\u7edf\u5b66\u4e60\u540e&#xff0c;\u4ece\u624b\u52a8\u7f16\u5199\u5207\u6362\u4e3a AI \u52a9\u624b\u8f85\u52a9\u5f00\u53d1&#xff0c;\u517c\u987e\u57fa\u672c\u529f\u5de9\u56fa\u4e0e\u5f00\u53d1\u6548\u7387<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"\u56dbai-\u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u5b9e\u6218\u7b2c-17-31-\u8282\">\u56db\u3001AI \u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u5b9e\u6218&#xff08;\u7b2c 17-31 \u8282&#xff09;<\/h3>\n<h4 id=\"\u7b2c-17-\u8282--\u9879\u76ee\u9700\u6c42\u62c6\u89e3\u4e0e\u804a\u5929\u7ec4\u4ef6\u642d\u5efa\">\u7b2c 17 \u8282 \u00b7 \u9879\u76ee\u9700\u6c42\u62c6\u89e3\u4e0e\u804a\u5929\u7ec4\u4ef6\u642d\u5efa<\/h4>\n<h5 id=\"\u9879\u76ee\u9700\u6c42\u4e0e\u9875\u9762\u5e03\u5c40\">\u9879\u76ee\u9700\u6c42\u4e0e\u9875\u9762\u5e03\u5c40<\/h5>\n<p>AI \u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u9875\u9762\u5206\u4e3a\u5de6\u4fa7\u4fa7\u8fb9\u680f\u4e0e\u53f3\u4fa7\u6838\u5fc3\u5c55\u793a\u533a\u4e24\u5927\u6a21\u5757\u3002\u4fa7\u8fb9\u680f\u7528\u4e8e\u7ba1\u7406 AI \u63a7\u5236\u9762\u677f\u3001\u5386\u53f2\u4f1a\u8bdd\u3001\u81ea\u5b9a\u4e49 AI \u4f34\u4fa3\u7684\u540d\u5b57\u4e0e\u6027\u683c&#xff1b;\u53f3\u4fa7\u6838\u5fc3\u533a\u7528\u4e8e\u5c55\u793a\u5bf9\u8bdd\u4ea4\u4e92\u5185\u5bb9\u3002\u6838\u5fc3\u529f\u80fd\u5305\u62ec&#xff1a;\u65b0\u5efa\u4f1a\u8bdd\u3001\u5386\u53f2\u4f1a\u8bdd\u4fdd\u5b58\/\u67e5\u8be2\/\u5220\u9664\u3001\u81ea\u5b9a\u4e49 AI \u4f34\u4fa3\u4eba\u8bbe\u3001\u7528\u6237\u8f93\u5165\u63d0\u793a\u8bcd\u3001\u5927\u6a21\u578b\u8fd4\u56de\u54cd\u5e94\u3001\u591a\u8f6e\u5bf9\u8bdd\u5c55\u793a\u3002\u5f00\u53d1\u9075\u5faa&#034;\u5148\u57fa\u7840\u540e\u8fdb\u9636&#034;\u987a\u5e8f&#xff1a;\u4f18\u5148\u5b8c\u6210\u53f3\u4fa7\u6838\u5fc3\u5bf9\u8bdd\u533a\u5e03\u5c40&#xff0c;\u518d\u5904\u7406\u5de6\u4fa7\u4fa7\u8fb9\u680f\u7684\u4f1a\u8bdd\u7ba1\u7406\u529f\u80fd\u3002<\/p>\n<h5 id=\"streamlit-\u9875\u9762\u57fa\u7840\u914d\u7f6e\">Streamlit \u9875\u9762\u57fa\u7840\u914d\u7f6e<\/h5>\n<p>\u901a\u8fc7\u00a0st.set_page_config()\u00a0\u914d\u7f6e\u9875\u9762\u6807\u9898\u3001\u9875\u9762\u56fe\u6807\u3001\u5e03\u5c40\u6a21\u5f0f&#xff0c;\u5c06\u5e03\u5c40\u8bbe\u7f6e\u4e3a\u00a0wide\u00a0\u5b9e\u73b0\u5168\u5c4f\u5c55\u793a\u3002\u9875\u9762\u56fe\u6807\u63a8\u8350\u4f7f\u7528 emoji \u5927\u5168\u7f51\u7ad9\u6311\u9009 emoji \u76f4\u63a5\u590d\u5236\u3002\u4f7f\u7528\u00a0st.title()\u00a0\u8bbe\u7f6e\u9875\u9762\u5927\u6807\u9898&#xff0c;\u901a\u8fc7\u00a0st.logo()\u00a0\u5f15\u5165\u672c\u5730\u8d44\u6e90\u76ee\u5f55\u4e0b\u7684 logo \u56fe\u7247\u5b8c\u6210\u54c1\u724c\u6807\u8bc6\u6dfb\u52a0\u3002\u9875\u9762\u914d\u7f6e\u4ee3\u7801\u5fc5\u987b\u653e\u5728\u6240\u6709 Streamlit \u7ec4\u4ef6\u4ee3\u7801\u7684\u6700\u9876\u90e8&#xff0c;\u5426\u5219\u4f1a\u89e6\u53d1\u6846\u67b6\u62a5\u9519\u3002<\/p>\n<h5 id=\"\u804a\u5929\u8f93\u5165\u6846\u4e0e\u6d88\u606f\u5c55\u793a\u7ec4\u4ef6\">\u804a\u5929\u8f93\u5165\u6846\u4e0e\u6d88\u606f\u5c55\u793a\u7ec4\u4ef6<\/h5>\n<p>st.chat_input()\u00a0\u7528\u4e8e\u751f\u6210\u804a\u5929\u8f93\u5165\u6846&#xff0c;\u53ef\u81ea\u5b9a\u4e49\u8f93\u5165\u6846\u5185\u7684\u63d0\u793a\u5360\u4f4d\u6587\u672c&#xff0c;\u8fd4\u56de\u503c\u4e3a\u7528\u6237\u8f93\u5165\u7684\u5b57\u7b26\u4e32\u5185\u5bb9\u3002\u76f4\u63a5\u5bf9\u8fd4\u56de\u7684\u5b57\u7b26\u4e32\u53d8\u91cf\u505a\u5e03\u5c14\u5224\u65ad\u2014\u2014\u975e\u7a7a\u5b57\u7b26\u4e32\u81ea\u52a8\u8f6c\u4e3a True\u3001\u7a7a\u5b57\u7b26\u4e32\u8f6c\u4e3a False&#xff0c;\u65e0\u9700\u989d\u5916\u8c03\u7528\u5224\u7a7a\u65b9\u6cd5\u3002\u8be5\u7ec4\u4ef6\u6240\u6709\u53c2\u6570\u5747\u5e26\u9ed8\u8ba4\u503c&#xff0c;\u4ec5\u4f20\u5165\u5360\u4f4d\u63d0\u793a\u6587\u672c\u5373\u53ef\u5feb\u901f\u5b9e\u73b0\u53ef\u7528\u8f93\u5165\u6846\u3002<\/p>\n<p>st.chat_message(name)\u00a0\u7528\u4e8e\u751f\u6210\u4e13\u5c5e\u6d88\u606f\u6c14\u6ce1&#xff0c;\u901a\u8fc7\u00a0name\u00a0\u53c2\u6570\u533a\u5206\u6d88\u606f\u53d1\u9001\u65b9&#xff1a;user\u00a0\u6807\u8bc6\u7528\u6237\u53d1\u9001\u7684\u6d88\u606f&#xff0c;assistant\u00a0\u6807\u8bc6 AI \u5927\u6a21\u578b\u8fd4\u56de\u7684\u6d88\u606f&#xff0c;\u6846\u67b6\u81ea\u52a8\u751f\u6210\u5bf9\u5e94\u4e0d\u540c\u7684\u5934\u50cf\u56fe\u6807\u533a\u5206\u53cc\u65b9\u3002\u8be5\u7ec4\u4ef6\u4e0e\u00a0st.chat_input()\u00a0\u5fc5\u987b\u914d\u5408\u4f7f\u7528&#xff0c;\u624d\u80fd\u5b9e\u73b0\u7b26\u5408\u5e38\u89c4\u804a\u5929\u4ea7\u54c1\u4ea4\u4e92\u903b\u8f91\u7684\u9875\u9762\u6548\u679c\u3002<\/p>\n<p># \u9875\u9762\u57fa\u7840\u914d\u7f6e<br \/>\nst.set_page_config(page_title&#061;&#034;AI\u667a\u80fd\u4f34\u4fa3&#034;, page_icon&#061;&#034;\u2728&#034;, layout&#061;&#034;wide&#034;)<br \/>\nst.title(&#034;AI\u667a\u80fd\u4f34\u4fa3&#034;)<\/p>\n<p># \u804a\u5929\u8f93\u5165\u6846&#xff1a;\u8fd4\u56de\u7528\u6237\u8f93\u5165\u5b57\u7b26\u4e32<br \/>\nprompt &#061; st.chat_input(&#034;\u8bf7\u8f93\u5165\u60a8\u8981\u95ee\u7684\u95ee\u9898&#034;)<\/p>\n<p># \u6d88\u606f\u5c55\u793a&#xff1a;name \u533a\u5206\u53d1\u9001\u65b9<br \/>\nst.chat_message(&#034;user&#034;).write(prompt)<br \/>\nst.chat_message(&#034;assistant&#034;).write(&#034;\u8fd9\u91cc\u662fAI\u56de\u590d&#034;)<\/p>\n<h5 id=\"openai-\u63a5\u53e3\u5bf9\u63a5\u4e0e\u5355\u8f6e\u5bf9\u8bdd\">OpenAI \u63a5\u53e3\u5bf9\u63a5\u4e0e\u5355\u8f6e\u5bf9\u8bdd<\/h5>\n<p>\u76f4\u63a5\u590d\u7528\u4e4b\u524d\u9879\u76ee\u4e2d\u5df2\u7f16\u5199\u5b8c\u6210\u7684 OpenAI \u5ba2\u6237\u7aef\u521d\u59cb\u5316\u4ee3\u7801&#xff0c;\u65e0\u9700\u91cd\u590d\u7f16\u5199\u9274\u6743\u903b\u8f91\u3002\u5c06\u7cfb\u7edf\u63d0\u793a\u8bcd\u5355\u72ec\u5b9a\u4e49\u4e3a\u72ec\u7acb\u53d8\u91cf&#xff0c;\u540e\u7eed\u53ef\u76f4\u63a5\u4fee\u6539\u8be5\u53d8\u91cf\u5b9e\u73b0 AI \u4f34\u4fa3\u6027\u683c\u7684\u81ea\u5b9a\u4e49\u914d\u7f6e&#xff1b;\u7528\u6237\u63d0\u793a\u8bcd\u76f4\u63a5\u7ed1\u5b9a\u7528\u6237\u8f93\u5165\u5185\u5bb9\u3002\u4f7f\u7528 Python \u5185\u7f6e\u00a0print()\u00a0\u5c06\u5927\u6a21\u578b\u8fd4\u56de\u7ed3\u679c\u8f93\u51fa\u5230\u7ec8\u7aef&#xff0c;\u65b9\u4fbf\u6392\u67e5\u63a5\u53e3\u8c03\u7528\u5f02\u5e38\u3002\u8c03\u7528\u5927\u6a21\u578b\u65f6&#xff0c;\u5fc5\u987b\u5c06\u52a8\u6001\u83b7\u53d6\u7684\u7528\u6237\u8f93\u5165\u5185\u5bb9\u4f20\u5165\u00a0messages\u00a0\u53c2\u6570&#xff0c;\u4e0d\u80fd\u4f7f\u7528\u5199\u6b7b\u7684\u6d4b\u8bd5\u63d0\u793a\u8bcd\u3002<\/p>\n<h5 id=\"\u5f53\u524d\u6548\u679c\u4e0e\u9057\u7559\u95ee\u9898\">\u5f53\u524d\u6548\u679c\u4e0e\u9057\u7559\u95ee\u9898<\/h5>\n<p>\u8fd0\u884c\u9879\u76ee\u540e\u8f93\u5165\u95ee\u9898&#xff0c;\u53ef\u6b63\u5e38\u83b7\u53d6\u5927\u6a21\u578b\u8fd4\u56de\u7684\u54cd\u5e94\u5185\u5bb9&#xff0c;\u7528\u6237\u6d88\u606f\u4e0e AI \u6d88\u606f\u5206\u522b\u4ee5\u4e0d\u540c\u6c14\u6ce1\u6837\u5f0f\u5c55\u793a\u3002\u8fde\u7eed\u53d1\u9001\u591a\u6761\u6d88\u606f\u65f6&#xff0c;\u65e7\u7684\u5bf9\u8bdd\u5185\u5bb9\u4f1a\u88ab\u65b0\u5185\u5bb9\u8986\u76d6&#xff0c;\u65e0\u6cd5\u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd\u7684\u5386\u53f2\u6d88\u606f\u6eda\u52a8\u5c55\u793a\u2014\u2014\u8be5\u95ee\u9898\u4e0b\u8282\u8bfe\u8bb2\u89e3\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u5f00\u53d1\u987a\u5e8f&#xff1a;\u5148\u5b8c\u6210\u53f3\u4fa7\u6838\u5fc3\u5bf9\u8bdd\u533a\u5e03\u5c40&#xff0c;\u518d\u5904\u7406\u5de6\u4fa7\u4fa7\u8fb9\u680f\u4f1a\u8bdd\u7ba1\u7406\u3002<\/li>\n<li>\u9875\u9762\u914d\u7f6e\u4ee3\u7801\u5fc5\u987b\u7f6e\u4e8e\u6240\u6709\u7ec4\u4ef6\u4ee3\u7801\u6700\u9876\u90e8\u3002<\/li>\n<li>st.chat_input()\u00a0\u6240\u6709\u53c2\u6570\u5e26\u9ed8\u8ba4\u503c&#xff0c;\u4ec5\u4f20\u5360\u4f4d\u63d0\u793a\u6587\u672c\u5373\u53ef\u3002<\/li>\n<li>Python \u9690\u5f0f\u7c7b\u578b\u8f6c\u6362&#xff1a;\u5b57\u7b26\u4e32\u975e\u7a7a\u4e3a True\u3001\u7a7a\u4e3a False&#xff0c;\u53ef\u76f4\u63a5\u4f5c if \u5224\u65ad\u6761\u4ef6\u3002<\/li>\n<li>st.chat_message()\u00a0\u5fc5\u4f20\u00a0name&#xff0c;user\/assistant\u00a0\u5dee\u5f02\u5316\u5c55\u793a\u3002<\/li>\n<li>\u7cfb\u7edf\u63d0\u793a\u8bcd\u53d8\u91cf\u5316&#xff0c;\u4fbf\u4e8e\u5207\u6362 AI \u6027\u683c\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;\u53cc\u533a\u57df\u5e03\u5c40&#xff08;\u5de6\u4fa7 AI \u63a7\u5236\u9762\u677f &#043; \u53f3\u4fa7\u6838\u5fc3\u4ea4\u4e92\u533a&#xff09;&#xff1b;\u6c14\u6ce1\u5f0f\u6d88\u606f\u533a\u5206\u7528\u6237&#xff08;\u6a59\u5e95&#xff09;\u4e0e AI&#xff08;\u7ea2\u5e95&#xff09;&#xff1b;\u4ea4\u4e92\u5165\u53e3\u4e3a\u5e95\u90e8&#034;\u8bf7\u8f93\u5165\u60a8\u7684\u95ee\u9898&#8230;&#034;\u6587\u672c\u6846\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-18-\u8282--\u91cd\u6267\u884c\u673a\u5236\u4e0e\u72b6\u6001\u6301\u4e45\u5316\">\u7b2c 18 \u8282 \u00b7 \u91cd\u6267\u884c\u673a\u5236\u4e0e\u72b6\u6001\u6301\u4e45\u5316<\/h4>\n<h5 id=\"\u6d88\u606f\u8986\u76d6\u95ee\u9898\u73b0\u8c61\">\u6d88\u606f\u8986\u76d6\u95ee\u9898\u73b0\u8c61<\/h5>\n<p>\u5728\u5df2\u5b9e\u73b0\u57fa\u7840\u4ea4\u4e92\u7684\u9875\u9762\u4e2d&#xff0c;\u6bcf\u53d1\u9001\u4e00\u6761\u65b0\u63d0\u793a\u8bcd&#xff0c;\u9875\u9762\u539f\u6709\u804a\u5929\u8bb0\u5f55\u4f1a\u88ab\u5b8c\u5168\u8986\u76d6&#xff0c;\u4ec5\u4fdd\u7559\u6700\u65b0\u7684\u7528\u6237\u63d0\u95ee\u4e0e AI \u56de\u590d\u3002\u8fd9\u662f Streamlit \u5f00\u53d1\u804a\u5929\u5e94\u7528\u7684\u9ad8\u9891\u5178\u578b\u5751\u70b9\u3002\u9a8c\u8bc1\u65b9\u5f0f&#xff1a;\u5728 Python \u4ee3\u7801\u6587\u4ef6\u9876\u90e8\u6dfb\u52a0\u6253\u5370\u8bed\u53e5\u00a0print(&#034;\u91cd\u65b0\u6267\u884c\u6b64\u6587\u4ef6&#xff0c;\u6e32\u67d3\u5c55\u793a\u9875\u9762&#034;)&#xff0c;\u901a\u8fc7\u7ec8\u7aef\u8f93\u51fa\u53ef\u76f4\u89c2\u89c2\u6d4b\u9875\u9762\u6bcf\u6b21\u4ea4\u4e92\u540e\u662f\u5426\u53d1\u751f\u91cd\u6267\u884c\u3002<\/p>\n<h5 id=\"\u95ee\u9898\u6839\u56e0\u9875\u9762\u81ea\u52a8\u91cd\u6267\u884c\">\u95ee\u9898\u6839\u56e0&#xff1a;\u9875\u9762\u81ea\u52a8\u91cd\u6267\u884c<\/h5>\n<p>Streamlit \u7684\u9ed8\u8ba4\u884c\u4e3a\u4e3a\u2014\u2014\u8f93\u5165\u6846\u63d0\u4ea4\u5185\u5bb9\u3001\u70b9\u51fb\u53d1\u9001\u6309\u94ae\u3001\u9f20\u6807\u7126\u70b9\u79fb\u51fa\u8f93\u5165\u6846\u65f6&#xff0c;\u6574\u4e2a Python \u811a\u672c\u4f1a\u4ece\u4e0a\u5230\u4e0b\u91cd\u65b0\u6267\u884c\u4e00\u904d&#xff0c;\u89e6\u53d1\u9875\u9762\u5168\u91cf\u91cd\u65b0\u6e32\u67d3\u3002\u9875\u9762\u91cd\u6267\u884c\u65f6\u539f\u6709\u5185\u5b58\u4e2d\u7684\u4e34\u65f6\u53d8\u91cf\u4f1a\u88ab\u91cd\u7f6e&#xff0c;\u5bfc\u81f4\u4e4b\u524d\u7684\u804a\u5929\u6570\u636e\u5168\u90e8\u4e22\u5931&#xff0c;\u8fd9\u662f\u6d88\u606f\u88ab\u8986\u76d6\u7684\u6839\u672c\u539f\u56e0\u3002\u666e\u901a\u5c40\u90e8\/\u5168\u5c40\u53d8\u91cf\u4f1a\u968f\u9875\u9762\u91cd\u6267\u884c\u88ab\u91cd\u7f6e&#xff0c;\u65e0\u6cd5\u5b9e\u73b0\u8de8\u8fd0\u884c\u7684\u6570\u636e\u5171\u4eab\u3002<\/p>\n<h5 id=\"session-state-\u6838\u5fc3\u673a\u5236\">Session State \u6838\u5fc3\u673a\u5236<\/h5>\n<p>Streamlit \u5b98\u65b9\u63d0\u4f9b\u7684\u8de8\u8fd0\u884c\u5171\u4eab\u53d8\u91cf\u673a\u5236&#xff0c;\u4e13\u95e8\u7528\u4e8e\u89e3\u51b3\u591a\u6b21\u9875\u9762\u91cd\u6267\u884c\u4e4b\u95f4\u7684\u6570\u636e\u6301\u4e45\u5316\u4e0e\u5171\u4eab\u95ee\u9898&#xff0c;\u662f\u5f00\u53d1\u6709\u72b6\u6001\u5e94\u7528&#xff08;\u5982\u804a\u5929\u3001\u8868\u5355\u5206\u6b65\u63d0\u4ea4&#xff09;\u7684\u5fc5\u8003\u6838\u5fc3 API\u3002\u91c7\u7528\u952e\u503c\u5bf9 key-value \u7684\u5f62\u5f0f\u5b58\u50a8\u6570\u636e&#xff0c;\u652f\u6301\u81ea\u5b9a\u4e49\u4efb\u610f\u952e\u540d\u4e0e\u5bf9\u5e94\u503c\u3002<\/p>\n<h5 id=\"\u804a\u5929\u6d88\u606f\u521d\u59cb\u5316\u4e0e\u5b58\u50a8\u89c4\u5219\">\u804a\u5929\u6d88\u606f\u521d\u59cb\u5316\u4e0e\u5b58\u50a8\u89c4\u5219<\/h5>\n<p>\u5224\u65ad Session State \u4e2d\u662f\u5426\u5b58\u5728\u6307\u5b9a\u7684\u804a\u5929\u6d88\u606f\u952e&#xff0c;\u82e5\u4e0d\u5b58\u5728\u5219\u521d\u59cb\u5316\u4e3a\u7a7a\u5217\u8868&#xff0c;\u4f5c\u4e3a\u5b58\u50a8\u5168\u91cf\u804a\u5929\u8bb0\u5f55\u7684\u5bb9\u5668\u3002\u8be5\u4ee3\u7801\u9700\u653e\u7f6e\u5728\u9875\u9762\u811a\u672c\u9760\u524d\u4f4d\u7f6e&#xff0c;\u4fdd\u8bc1\u6bcf\u6b21\u9875\u9762\u91cd\u6267\u884c\u65f6\u5148\u5b8c\u6210\u72b6\u6001\u521d\u59cb\u5316\u3002<\/p>\n<p># \u521d\u59cb\u5316\u804a\u5929\u6d88\u606f\u5217\u8868&#xff08;\u7f6e\u4e8e\u811a\u672c\u9760\u524d\u4f4d\u7f6e&#xff09;<br \/>\nif &#034;messages&#034; not in st.session_state:<br \/>\n    st.session_state.messages &#061; []<\/p>\n<p>\u83b7\u53d6\u7528\u6237\u8f93\u5165\u7684\u63d0\u793a\u8bcd\u540e&#xff0c;\u4ee5\u00a0{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: \u7528\u6237\u8f93\u5165\u5185\u5bb9}\u00a0\u7684\u683c\u5f0f\u5c06\u6d88\u606f\u8ffd\u52a0\u5230\u00a0st.session_state.messages\u00a0\u5217\u8868\u4e2d\u3002\u5217\u8868\u4e2d\u6bcf\u4e00\u6761\u5143\u7d20\u90fd\u662f\u5b57\u5178\u7c7b\u578b&#xff0c;\u5305\u542b\u4e24\u4e2a\u56fa\u5b9a\u5b57\u6bb5&#xff1a;role\u00a0\u6807\u8bc6\u6d88\u606f\u89d2\u8272&#xff0c;content\u00a0\u6807\u8bc6\u6d88\u606f\u5177\u4f53\u5185\u5bb9\u3002role\u00a0\u5b57\u6bb5\u4ec5\u5141\u8bb8\u4e24\u4e2a\u53d6\u503c&#xff1a;user\u00a0\u4ee3\u8868\u7528\u6237\u53d1\u9001\u7684\u63d0\u793a\u8bcd&#xff0c;assistant\u00a0\u4ee3\u8868 AI \u5927\u6a21\u578b\u8fd4\u56de\u7684\u54cd\u5e94&#xff0c;\u8be5\u89c4\u8303\u662f\u540e\u7eed\u804a\u5929\u7ec4\u4ef6\u6b63\u786e\u6e32\u67d3\u7684\u524d\u63d0\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9-1\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u9875\u9762\u91cd\u6267\u884c\u673a\u5236&#xff08;\u8f93\u5165\u6846\u63d0\u4ea4\u3001\u7126\u70b9\u79fb\u51fa\u89e6\u53d1\u5168\u91cf\u91cd\u6267\u884c&#xff09;\u662f\u804a\u5929\u8bb0\u5f55\u88ab\u8986\u76d6\u7684\u6839\u672c\u539f\u56e0&#xff0c;\u6838\u5fc3\u8003\u70b9\u3002<\/li>\n<li>Session State \u662f\u5fc5\u8003\u6838\u5fc3 API&#xff0c;\u9700\u638c\u63e1\u952e\u503c\u5bf9\u5b58\u50a8\u4e0e\u8de8\u8fd0\u884c\u5171\u4eab\u7279\u6027\u3002<\/li>\n<li>\u804a\u5929\u6d88\u606f\u6570\u636e\u7ed3\u6784\u89c4\u8303&#xff1a;\u6bcf\u6761\u6d88\u606f\u5fc5\u987b\u662f\u542b\u00a0role\/content\u00a0\u5b57\u6bb5\u7684\u5b57\u5178&#xff0c;role\u00a0\u4ec5\u53ef\u53d6\u00a0user\/assistant&#xff0c;\u662f\u540e\u7eed\u7ec4\u4ef6\u6e32\u67d3\u524d\u63d0\u3002<\/li>\n<li>\u804a\u5929\u72b6\u6001\u521d\u59cb\u5316&#xff1a;\u5224\u65ad\u952e\u662f\u5426\u5b58\u5728&#xff0c;\u4e0d\u5b58\u5728\u5219\u521d\u59cb\u5316\u4e3a\u7a7a\u5217\u8868&#xff0c;\u4fdd\u8bc1\u5bb9\u5668\u4e0d\u88ab\u91cd\u590d\u6e05\u7a7a\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;Session State \u662f&#034;\u4e0d\u4f1a\u88ab\u9875\u9762\u91cd\u542f\u5220\u6389\u7684\u5b89\u5168\u50a8\u7269\u67dc&#034;&#xff0c;\u907f\u514d\u4e34\u65f6\u53d8\u91cf\u88ab\u4e00\u952e\u6e05\u7a7a\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-19-\u8282--\u6eda\u96ea\u7403\u62fc\u63a5\u4f1a\u8bdd\u8bb0\u5fc6\u5b9e\u73b0\">\u7b2c 19 \u8282 \u00b7 \u6eda\u96ea\u7403\u62fc\u63a5\u4f1a\u8bdd\u8bb0\u5fc6\u5b9e\u73b0<\/h4>\n<h5 id=\"\u5927\u6a21\u578b\u65e0\u72b6\u6001\u7279\u6027\">\u5927\u6a21\u578b\u65e0\u72b6\u6001\u7279\u6027<\/h5>\n<p>AI \u5927\u6a21\u578b\u672c\u8eab\u4e0d\u5177\u5907\u539f\u751f\u4f1a\u8bdd\u8bb0\u5fc6\u80fd\u529b&#xff0c;\u6bcf\u4e00\u6b21\u8bf7\u6c42\u548c\u54cd\u5e94\u90fd\u662f\u76f8\u4e92\u72ec\u7acb\u7684&#xff0c;\u65e0\u6cd5\u81ea\u52a8\u5173\u8054\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\u3002\u901a\u8fc7&#034;12\u4e2a\u82f9\u679c3\u4eba\u600e\u4e48\u5747\u5206&#034;\u540e\u8ffd\u95ee&#034;\u90a3\u4e24\u4e2a\u4eba\u5462&#034;\u7684\u6d4b\u8bd5&#xff0c;\u5927\u6a21\u578b\u4f1a\u53cd\u95ee\u7528\u6237\u5177\u4f53\u6307\u4ee3\u573a\u666f&#xff0c;\u5b8c\u5168\u504f\u79bb\u5747\u5206\u82f9\u679c\u7684\u63d0\u95ee\u521d\u8877\u3002\u6240\u6709\u4f1a\u8bdd\u8bb0\u5fc6\u5fc5\u987b\u5e94\u7528\u5c42\u81ea\u884c\u5b9e\u73b0\u3002<\/p>\n<p>\u793a\u4f8b\u8bf7\u6c42\u7ed3\u6784&#xff08;\u4e24\u6b21\u72ec\u7acb\u8bf7\u6c42&#xff09;&#xff1a;<\/p>\n<p># \u7b2c\u4e00\u6b21\u8bf7\u6c42<br \/>\n&#034;messages&#034;: [<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u540d\u53ef\u7231\u7684AI\u52a9\u624b&#xff0c;\u4f60\u7684\u540d\u5b57\u53eb\u5c0f\u751c\u751c&#xff0c;\u8bf7\u4ee5\u4eb2\u5207\u3001\u53ef\u7231\u8bed\u6c14\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898&#034; },<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;12\u4e2a\u82f9\u679c,3\u4e2a\u4eba\u600e\u4e48\u5747\u5206&#034; }<br \/>\n]<br \/>\n# \u7b2c\u4e8c\u6b21\u72ec\u7acb\u8bf7\u6c42<br \/>\n&#034;messages&#034;: [<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: &#034;\u4f60\u662f\u4e00\u540d\u53ef\u7231\u7684AI\u52a9\u624b&#xff0c;\u4f60\u7684\u540d\u5b57\u53eb\u5c0f\u751c\u751c&#xff0c;\u8bf7\u4ee5\u4eb2\u5207\u3001\u53ef\u7231\u8bed\u6c14\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898&#034; },<br \/>\n{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u90a32\u4e2a\u4eba\u5462?&#034; }<br \/>\n]<\/p>\n<h5 id=\"\u6eda\u96ea\u7403\u5f0f\u6d88\u606f\u62fc\u63a5\u65b9\u6848\">\u6eda\u96ea\u7403\u5f0f\u6d88\u606f\u62fc\u63a5\u65b9\u6848<\/h5>\n<p>\u6bcf\u4e00\u6b21\u53d1\u8d77\u65b0\u8bf7\u6c42\u65f6&#xff0c;\u628a\u4e4b\u524d\u6240\u6709\u8f6e\u6b21\u7684\u7528\u6237\u63d0\u95ee\u3001AI \u56de\u590d\u7684\u5386\u53f2\u6d88\u606f\u5168\u90e8\u643a\u5e26\u7ed9\u5927\u6a21\u578b&#xff0c;\u8ba9\u5927\u6a21\u578b\u57fa\u4e8e\u5b8c\u6574\u4e0a\u4e0b\u6587\u7406\u89e3\u65b0\u95ee\u9898\u3002\u8be5\u65b9\u6848\u79f0\u4e3a&#034;\u6eda\u96ea\u7403&#034;\u6a21\u5f0f&#xff0c;\u968f\u7740\u5bf9\u8bdd\u8f6e\u6b21\u589e\u52a0&#xff0c;\u643a\u5e26\u7684\u5386\u53f2\u6d88\u606f\u603b\u91cf\u4e0d\u65ad\u7d2f\u79ef&#xff0c;\u662f\u5b9e\u73b0\u8f7b\u91cf\u7ea7\u4f1a\u8bdd\u8bb0\u5fc6\u6700\u57fa\u7840\u3001\u6700\u901a\u7528\u7684\u65b9\u6848\u3002\u6d88\u606f\u5b58\u50a8\u4f9d\u6258\u4e4b\u524d\u5b9e\u73b0\u7684\u00a0st.session_state.messages\u00a0\u5217\u8868&#xff0c;\u6240\u6709\u7528\u6237\u548c AI \u7684\u4ea4\u4e92\u6d88\u606f\u90fd\u5df2\u9884\u5148\u5b58\u50a8&#xff0c;\u65e0\u9700\u989d\u5916\u5f00\u53d1\u5b58\u50a8\u903b\u8f91\u3002<\/p>\n<h5 id=\"\u4ee3\u7801\u5b9e\u73b0\u6838\u5fc3\u903b\u8f91\">\u4ee3\u7801\u5b9e\u73b0\u6838\u5fc3\u903b\u8f91<\/h5>\n<p>\u9884\u5148\u5b58\u50a8\u7684\u6d88\u606f\u5217\u8868\u4e2d&#xff0c;\u6bcf\u4e2a\u5143\u7d20\u90fd\u662f\u7b26\u5408\u5927\u6a21\u578b\u63a5\u53e3\u89c4\u8303\u7684\u00a0{&#034;role&#034;:xxx,&#034;content&#034;:xxx}\u00a0\u683c\u5f0f\u5b57\u5178&#xff0c;\u65e0\u9700\u989d\u5916\u505a\u683c\u5f0f\u8f6c\u6362\u3002\u4f7f\u7528 Python \u5217\u8868\u89e3\u5305\u8fd0\u7b97\u7b26\u00a0*&#xff0c;\u76f4\u63a5\u5c06\u00a0st.session_state.messages\u00a0\u5217\u8868\u4e2d\u7684\u6240\u6709\u5b57\u5178\u5143\u7d20\u9010\u4e2a\u5c55\u5f00&#xff0c;\u8ffd\u52a0\u5230\u8bf7\u6c42\u7684\u00a0messages\u00a0\u6570\u7ec4\u4e2d\u3002<\/p>\n<p># \u8c03\u7528\u5927\u6a21\u578b<br \/>\nurl &#061; &#034;https:\/\/open.bigmodel.cn\/api\/paas\/v4\/chat\/completions&#034;<br \/>\npayload &#061; {<br \/>\n&#034;model&#034;: &#034;glm-4-flash&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{<br \/>\n&#034;role&#034;: &#034;system&#034;,<br \/>\n&#034;content&#034;: system_prompt<br \/>\n},<br \/>\n# \u8bb0\u5fc6\u529f\u80fd&#xff1a;\u89e3\u5305\u5386\u53f2\u6d88\u606f\u5217\u8868<br \/>\n*st.session_state.messages<br \/>\n],<br \/>\n&#034;stream&#034;: False,<br \/>\n&#034;temperature&#034;: 1<br \/>\n}<\/p>\n<p>\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u901a\u8fc7\u00a0print\u00a0\u6253\u5370\u8bf7\u6c42\u7684\u5b8c\u6574\u00a0messages\u00a0\u5185\u5bb9&#xff0c;\u6821\u9a8c\u5386\u53f2\u6d88\u606f\u662f\u5426\u6b63\u786e\u62fc\u63a5&#xff0c;\u907f\u514d\u51fa\u73b0\u683c\u5f0f\u9519\u8bef\u5bfc\u81f4\u63a5\u53e3\u8c03\u7528\u5931\u8d25\u3002<\/p>\n<h5 id=\"\u529f\u80fd\u9a8c\u8bc1\">\u529f\u80fd\u9a8c\u8bc1<\/h5>\n<p>\u591a\u8f6e\u8fde\u7eed\u63d0\u95ee&#034;12\u4e2a\u82f9\u679c3\u4e2a\u4eba\u600e\u4e48\u5747\u5206&#034;\u3001&#034;6\u4e2a\u4eba\u5462&#034;\u3001&#034;\u4e24\u4e2a\u4eba\u5462&#034;&#xff0c;AI \u5747\u80fd\u57fa\u4e8e\u4e0a\u4e0b\u6587\u6b63\u786e\u8ba1\u7b97\u51fa\u6bcf\u4eba\u5206\u5230\u7684\u82f9\u679c\u6570\u91cf\u3002\u63a7\u5236\u53f0\u65e5\u5fd7\u53ef\u89c1 system \u63d0\u793a\u8bcd\u3001\u6bcf\u4e00\u8f6e\u7528\u6237\u63d0\u95ee\u3001\u6bcf\u4e00\u8f6e AI \u56de\u590d\u90fd\u6309\u987a\u5e8f\u5b8c\u6574\u62fc\u63a5\u5728\u8bf7\u6c42\u53c2\u6570\u4e2d\u3002\u540e\u7eed\u8bfe\u7a0b\u5c06\u8bb2\u89e3\u6301\u4e45\u5316\u4f1a\u8bdd\u7ba1\u7406\u3001\u65b0\u5efa\u4f1a\u8bdd\u7b49\u8fdb\u9636\u529f\u80fd&#xff0c;\u5b9e\u73b0\u8de8\u9875\u9762\u5237\u65b0\u7684\u4f1a\u8bdd\u7559\u5b58\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9-2\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u5927\u6a21\u578b\u65e0\u72b6\u6001\u7279\u6027&#xff1a;\u6bcf\u6b21\u8bf7\u6c42\u54cd\u5e94\u72ec\u7acb&#xff0c;\u539f\u751f\u4e0d\u539f\u751f\u652f\u6301\u4f1a\u8bdd\u8bb0\u5fc6&#xff0c;\u9762\u8bd5\u5b9e\u64cd\u5e38\u8003\u3002<\/li>\n<li>\u6eda\u96ea\u7403\u65b9\u6848&#xff1a;\u6bcf\u6b21\u65b0\u8bf7\u6c42\u643a\u5e26\u5168\u90e8\u5386\u53f2\u6d88\u606f&#xff0c;\u603b\u91cf\u968f\u8f6e\u6b21\u7d2f\u79ef\u3002<\/li>\n<li>*\u00a0\u5217\u8868\u89e3\u5305\u8fd0\u7b97\u7b26&#xff1a;\u5c06\u5386\u53f2\u6d88\u606f\u5217\u8868\u9010\u4e2a\u5c55\u5f00&#xff0c;\u662f\u4ee3\u7801\u5b9e\u73b0\u6838\u5fc3\u6280\u5de7\u3002<\/li>\n<li>\u524d\u7f6e\u6570\u636e\u7ed3\u6784\u8bbe\u8ba1\u91cd\u8981\u6027&#xff1a;\u6309\u63a5\u53e3\u89c4\u8303\u5b58\u6d88\u606f&#xff0c;\u907f\u514d\u540e\u7eed\u989d\u5916\u683c\u5f0f\u8f6c\u6362\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;\u6280\u672f\u539f\u7406\u4e3a\u6eda\u96ea\u7403\u5f0f\u4e0a\u4e0b\u6587\u7d2f\u79ef&#xff0c;\u6bcf\u6b21\u8bf7\u6c42\u5c06 system\/user\/assistant \u89d2\u8272\u5185\u5bb9\u5b8c\u6574\u4f20\u9012&#xff1b;session\/\u7528\u6237\/assistant \u4e09\u89d2\u8272\u7ed3\u6784&#xff08;system \u5b9a\u4e49\u8eab\u4efd\u3001user \u8f93\u5165\u3001assistant \u56de\u7b54&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-20-\u8282--\u6d41\u5f0f\u8f93\u51fa\u4e0e\u54cd\u5e94\u5305\u89e3\u6790\u4f18\u5316\">\u7b2c 20 \u8282 \u00b7 \u6d41\u5f0f\u8f93\u51fa\u4e0e\u54cd\u5e94\u5305\u89e3\u6790\u4f18\u5316<\/h4>\n<h5 id=\"\u975e\u6d41\u5f0f\u8f93\u51fa\u7684\u4f53\u9a8c\u75db\u70b9\">\u975e\u6d41\u5f0f\u8f93\u51fa\u7684\u4f53\u9a8c\u75db\u70b9<\/h5>\n<p>\u975e\u6d41\u5f0f\u8f93\u51fa\u9700\u8981\u7b49\u5f85\u5927\u6a21\u578b\u751f\u6210\u5b8c\u6240\u6709\u5185\u5bb9\u540e&#xff0c;\u4e00\u6b21\u6027\u5c06\u7ed3\u679c\u8fd4\u56de\u524d\u7aef\u5c55\u793a&#xff0c;\u5f53\u751f\u6210\u5185\u5bb9\u8f83\u957f\u65f6\u7528\u6237\u7b49\u5f85\u65f6\u95f4\u53ef\u8fbe\u6570\u5341\u79d2&#xff0c;\u4f53\u9a8c\u6781\u5dee\u3002\u5178\u578b\u573a\u666f&#xff1a;\u63d0\u95ee&#034;\u4ece\u653f\u6cbb\u3001\u7ecf\u6d4e\u3001\u6587\u5316\u4e09\u4e2a\u89d2\u5ea6\u8bba\u8ff0\u6cd5\u56fd\u5927\u9769\u547d\u7206\u53d1\u7684\u539f\u56e0&#xff08;1000\u5b57\u5de6\u53f3&#xff09;&#034;&#xff0c;\u7528\u6237\u9700\u957f\u65f6\u95f4\u7b49\u5f85\u65e0\u4efb\u4f55\u53cd\u9988\u3002\u975e\u6d41\u5f0f\u4ec5\u6ee1\u8db3\u57fa\u7840\u529f\u80fd&#xff0c;\u4e0d\u9002\u5408\u957f\u6587\u672c\u751f\u6210\u573a\u666f\u3002<\/p>\n<h5 id=\"\u6d41\u5f0f\u8f93\u51fa\u7684\u4ea4\u4e92\u4f18\u52bf\">\u6d41\u5f0f\u8f93\u51fa\u7684\u4ea4\u4e92\u4f18\u52bf<\/h5>\n<p>\u53c2\u8003\u4e3b\u6d41 AI \u4ea7\u54c1&#xff08;\u5982\u8c46\u5305\u3001ChatGPT&#xff09;\u7684\u903b\u8f91&#xff0c;\u5927\u6a21\u578b\u9010\u5b57\/\u9010\u8bcd\u6301\u7eed\u8f93\u51fa\u5185\u5bb9&#xff0c;\u7528\u6237\u5b9e\u65f6\u770b\u5230\u54cd\u5e94\u8fc7\u7a0b&#xff0c;\u611f\u77e5\u670d\u52a1\u6b63\u5728\u8fd0\u884c&#xff0c;\u5927\u5e45\u964d\u4f4e\u7b49\u5f85\u7126\u8651\u3002\u6d41\u5f0f\u8f93\u51fa\u662f\u5f53\u524d AI \u5bf9\u8bdd\u5e94\u7528\u7684\u6807\u51c6\u4ea4\u4e92\u65b9\u5f0f&#xff0c;\u662f\u9879\u76ee\u5f00\u53d1\u7684\u5fc5\u505a\u4f18\u5316\u9879\u3002<\/p>\n<h5 id=\"\u6d41\u5f0f\u8f93\u51fa\u57fa\u7840\u53c2\u6570\u914d\u7f6e\">\u6d41\u5f0f\u8f93\u51fa\u57fa\u7840\u53c2\u6570\u914d\u7f6e<\/h5>\n<p>\u8c03\u7528\u5927\u6a21\u578b\u5bf9\u8bdd\u63a5\u53e3\u65f6&#xff0c;\u4ec5\u9700\u5c06\u00a0stream\u00a0\u53c2\u6570\u4ece\u00a0False\u00a0\u4fee\u6539\u4e3a\u00a0True&#xff0c;\u5373\u53ef\u5f00\u542f\u6d41\u5f0f\u8f93\u51fa\u6a21\u5f0f\u3002\u4f46\u4ec5\u4fee\u6539\u00a0stream&#061;True\u00a0\u65e0\u6cd5\u76f4\u63a5\u8fd0\u884c&#xff0c;\u5fc5\u987b\u540c\u6b65\u4fee\u6539\u7ed3\u679c\u89e3\u6790\u903b\u8f91&#xff0c;\u5426\u5219\u7a0b\u5e8f\u76f4\u63a5\u62a5\u9519\u3002<\/p>\n<p>response &#061; client.chat.completions.create(<br \/>\nmodel&#061;&#034;deepseek-chat&#034;,<br \/>\nmessages&#061;[<br \/>\n{&#034;role&#034;: &#034;system&#034;, &#034;content&#034;: system_prompt},<br \/>\n*st.session_state.messages<br \/>\n],<br \/>\nstream&#061;True<br \/>\n)<\/p>\n<h5 id=\"\u6d41\u5f0f\u54cd\u5e94\u6570\u636e\u7ed3\u6784\u89e3\u6790\">\u6d41\u5f0f\u54cd\u5e94\u6570\u636e\u7ed3\u6784\u89e3\u6790<\/h5>\n<p>\u6d41\u5f0f\u8f93\u51fa\u4e0d\u4f1a\u4e00\u6b21\u6027\u8fd4\u56de\u5b8c\u6574\u7ed3\u679c&#xff0c;\u800c\u662f\u5c06\u5185\u5bb9\u62c6\u5206\u4e3a\u591a\u4e2a\u72ec\u7acb\u6570\u636e\u5305\u9010\u4e2a\u8fd4\u56de&#xff0c;\u6bcf\u4e2a\u6570\u636e\u5305\u4ec5\u5305\u542b\u4e00\u5c0f\u6bb5\u6587\u672c&#xff08;\u5355\u5b57\u3001\u8bcd\u8bed\u6216\u6807\u70b9&#xff09;\u3002\u5fc5\u987b\u901a\u8fc7\u8c03\u8bd5\u5de5\u5177&#xff08;\u5982 AXBOT&#xff09;\u63d0\u524d\u786e\u8ba4\u6d41\u5f0f\u54cd\u5e94\u7684\u5d4c\u5957\u7ed3\u6784&#xff0c;\u6309\u7167\u00a0choices[0].delta.content\u00a0\u7684\u5c42\u7ea7\u9010\u5c42\u63d0\u53d6\u5185\u5bb9&#xff0c;\u4e0d\u80fd\u6cbf\u7528\u975e\u6d41\u5f0f\u7684\u00a0choices[0].message.content\u00a0\u89e3\u6790\u8def\u5f84\u3002<\/p>\n<p>{<br \/>\n&#034;id&#034;: &#034;&#8230;&#034;,<br \/>\n&#034;object&#034;: &#034;chat.completion.chunk&#034;,<br \/>\n&#034;created&#034;: 1767870632,<br \/>\n&#034;model&#034;: &#034;deepseek-chat&#034;,<br \/>\n&#034;system_fingerprint&#034;: &#034;&#8230;&#034;,<br \/>\n&#034;choices&#034;: [<br \/>\n{<br \/>\n&#034;index&#034;: 0,<br \/>\n&#034;delta&#034;: {<br \/>\n&#034;content&#034;: &#034;\u563b\u563b&#034;<br \/>\n},<br \/>\n&#034;logprobs&#034;: null,<br \/>\n&#034;finish_reason&#034;: null<br \/>\n}<br \/>\n]<br \/>\n}<\/p>\n<h5 id=\"\u4ee3\u7801\u5b9e\u73b0\u4e0e\u5e38\u89c1\u9519\u8bef\u6392\u67e5\">\u4ee3\u7801\u5b9e\u73b0\u4e0e\u5e38\u89c1\u9519\u8bef\u6392\u67e5<\/h5>\n<p>\u57fa\u7840\u89e3\u6790\u903b\u8f91&#xff1a;\u904d\u5386\u6240\u6709\u54cd\u5e94\u6570\u636e\u5305&#xff0c;\u9010\u4e2a\u63d0\u53d6\u00a0delta.content\u00a0\u4e2d\u7684\u975e\u7a7a\u5185\u5bb9&#xff0c;\u62fc\u63a5\u4e3a\u5b8c\u6574\u8fd4\u56de\u7ed3\u679c\u3002\u9519\u8bef\u5199\u6cd5\u2014\u2014\u5728\u5faa\u73af\u4e2d\u53cd\u590d\u8c03\u7528\u00a0st.chat_message(&#034;assistant&#034;)\u00a0\u751f\u6210\u6d88\u606f\u6846&#xff0c;\u4f1a\u5bfc\u81f4\u5faa\u73af\u591a\u5c11\u6b21\u5c31\u751f\u6210\u591a\u5c11\u6761\u91cd\u590d\u6d88\u606f&#xff0c;\u5b8c\u5168\u4e0d\u7b26\u5408\u9884\u671f\u3002<\/p>\n<p>full_response &#061; &#034;&#034;<br \/>\nfor chunk in response:<br \/>\nif chunk.choices[0].delta.content is not None:<br \/>\ncontent &#061; chunk.choices[0].delta.content<br \/>\nfull_response &#043;&#061; content<br \/>\nst.chat_message(&#034;assistant&#034;).write(full_response)<\/p>\n<p>\u6b63\u786e\u5b9e\u73b0\u65b9\u6848&#xff1a;\u4f7f\u7528 Streamlit \u7684\u7a7a\u5bb9\u5668\u65b9\u6cd5\u00a0st.empty()&#xff0c;\u5728\u5faa\u73af\u5916\u9884\u5148\u521b\u5efa\u4e00\u4e2a\u7a7a\u7684\u6d88\u606f\u5360\u4f4d\u5bb9\u5668&#xff0c;\u5faa\u73af\u5185\u4ec5\u66f4\u65b0\u8be5\u5bb9\u5668\u7684\u5185\u5bb9&#xff0c;\u5168\u7a0b\u53ea\u751f\u6210\u4e00\u6761\u6d88\u606f&#xff0c;\u5b9e\u73b0\u9010\u5b57\u6d41\u5f0f\u8f93\u51fa\u7684\u6548\u679c\u3002<\/p>\n<h5 id=\"\u6548\u679c\u9a8c\u8bc1\">\u6548\u679c\u9a8c\u8bc1<\/h5>\n<p>\u5148\u540e\u53d1\u9001&#034;\u4f60\u597d&#034;\u3001&#034;12\u4e2a\u82f9\u679c\u4e24\u4e2a\u4eba\u600e\u4e48\u5206&#034;\u7b49\u6d4b\u8bd5\u95ee\u9898&#xff0c;\u9a8c\u8bc1\u5b9e\u73b0\u4e86\u5355\u6761\u6d88\u606f\u9010\u5b57\u8f93\u51fa\u7684\u6d41\u7545\u6548\u679c&#xff0c;\u65e0\u91cd\u590d\u6d88\u606f\u95ee\u9898&#xff0c;\u7528\u6237\u4f53\u9a8c\u8fbe\u5230\u4e3b\u6d41 AI \u4ea7\u54c1\u6807\u51c6\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9-3\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u4ec5\u4fee\u6539\u00a0stream&#061;True\u00a0\u65e0\u6cd5\u76f4\u63a5\u8fd0\u884c&#xff0c;\u5fc5\u987b\u540c\u6b65\u4fee\u6539\u7ed3\u679c\u89e3\u6790\u903b\u8f91&#xff0c;\u5426\u5219\u62a5\u9519\u3002<\/li>\n<li>\u6d41\u5f0f\u54cd\u5e94\u89e3\u6790\u8def\u5f84&#xff1a;chunk.choices[0].delta.content&#xff0c;\u4e0d\u80fd\u6cbf\u7528\u975e\u6d41\u5f0f\u00a0choices[0].message.content\u3002<\/li>\n<li>\u7981\u6b62\u5728\u5faa\u73af\u5185\u90e8\u53cd\u590d\u8c03\u7528\u00a0st.chat_message()&#xff0c;\u5426\u5219\u751f\u6210\u5927\u91cf\u91cd\u590d\u6d88\u606f\u3002<\/li>\n<li>\u975e\u6d41\u5f0f\u7528\u00a0response.choices[0].message.content\u00a0\u83b7\u53d6\u5b8c\u6574\u7ed3\u679c&#xff0c;\u9002\u7528\u77ed\u6587\u672c\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;\u6d41\u5f0f\u89e3\u6790\u6d41\u7a0b\u4e3a\u521d\u59cb\u5316\u00a0full_response\u00a0\u2192 \u904d\u5386\u00a0response\u00a0\u4e2d\u6bcf\u4e2a\u00a0chunk\u00a0\u2192 \u63d0\u53d6\u975e\u7a7a\u00a0chunk.choices[0].delta.content\u00a0\u2192 \u7d2f\u52a0\u5e76\u5b9e\u65f6\u66f4\u65b0 UI\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-21-\u8282--\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e0e\u4fa7\u8fb9\u680f\u5b9a\u5236\">\u7b2c 21 \u8282 \u00b7 \u7cfb\u7edf\u63d0\u793a\u8bcd\u4e0e\u4fa7\u8fb9\u680f\u5b9a\u5236<\/h4>\n<h5 id=\"\u6838\u5fc3\u529f\u80fd\u6982\u8ff0\">\u6838\u5fc3\u529f\u80fd\u6982\u8ff0<\/h5>\n<p>AI \u5e94\u7528\u7684\u5b9a\u5236\u529f\u80fd\u5206\u4e3a\u4e24\u5927\u5757&#xff1a;\u4e00\u662f\u4f1a\u8bdd\u7ba1\u7406\u529f\u80fd&#xff08;\u65b0\u5efa\u3001\u5220\u9664\u3001\u53d6\u6d88\u4f1a\u8bdd&#xff09;&#xff0c;\u4e8c\u662f AI \u667a\u80fd\u4f34\u4fa3\u7684\u6635\u79f0\u4e0e\u6027\u683c\u5b9a\u5236\u529f\u80fd\u3002\u7528\u6237\u8f93\u5165\u7684\u4f34\u4fa3\u6635\u79f0\u3001\u6027\u683c\u4fe1\u606f\u4f1a\u88ab\u7ec4\u88c5\u4e3a\u7cfb\u7edf\u63d0\u793a\u8bcd\u63d0\u4ea4\u7ed9\u5927\u6a21\u578b&#xff0c;\u5927\u6a21\u578b\u5c06\u4e25\u683c\u6309\u7167\u8bbe\u5b9a\u7684\u89d2\u8272\u89c4\u5219\u4e0e\u7528\u6237\u4ea4\u4e92\u3002\u7cfb\u7edf\u63d0\u793a\u8bcd\u662f\u5927\u6a21\u578b\u7406\u89e3\u89d2\u8272\u8bbe\u5b9a\u7684\u552f\u4e00\u4f9d\u636e&#xff0c;\u6240\u6709\u81ea\u5b9a\u4e49\u5c5e\u6027\u6700\u7ec8\u90fd\u8981\u901a\u8fc7\u5b83\u4f20\u9012\u7ed9\u5927\u6a21\u578b\u3002<\/p>\n<h5 id=\"ai-\u4f34\u4fa3\u7cfb\u7edf\u63d0\u793a\u8bcd\u8bbe\u8ba1\">AI \u4f34\u4fa3\u7cfb\u7edf\u63d0\u793a\u8bcd\u8bbe\u8ba1<\/h5>\n<p>\u63d0\u793a\u8bcd\u5305\u542b 7 \u9879\u6838\u5fc3\u89c4\u5219&#xff1a;\u6bcf\u6b21\u4ec5\u56de\u590d\u4e00\u6761\u6d88\u606f\u3001\u7981\u6b62\u573a\u666f\/\u72b6\u6001\u63cf\u8ff0\u3001\u5339\u914d\u7528\u6237\u804a\u5929\u4e60\u60ef\u3001\u56de\u590d\u8282\u594f\u8d34\u8fd1\u5fae\u4fe1\u65e5\u5e38\u804a\u5929\u3001\u53ef\u9002\u5f53\u4f7f\u7528\u8868\u60c5\u3001\u7b26\u5408\u6307\u5b9a\u6027\u683c\u3001\u5185\u5bb9\u5145\u5206\u4f53\u73b0\u6027\u683c\u7279\u5f81\u3002\u7cfb\u7edf\u63d0\u793a\u8bcd\u9700\u8981\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u6253\u78e8\u8c03\u8bd5&#xff0c;\u65e0\u6cd5\u4e00\u6b21\u6027\u7f16\u5199\u5b8c\u7f8e&#xff0c;\u9700\u6839\u636e\u5927\u6a21\u578b\u56de\u590d\u6548\u679c\u6301\u7eed\u4f18\u5316\u8c03\u6574&#xff0c;\u5e76\u9700\u660e\u786e\u6307\u5b9a\u4f34\u4fa3\u7684\u521d\u59cb\u6635\u79f0\u4e0e\u6027\u683c\u4f5c\u4e3a\u9ed8\u8ba4\u8fd0\u884c\u53c2\u6570\u3002<\/p>\n<h5 id=\"streamlit-\u4fa7\u8fb9\u680f\u4e24\u79cd\u5b9e\u73b0\u65b9\u5f0f\">Streamlit \u4fa7\u8fb9\u680f\u4e24\u79cd\u5b9e\u73b0\u65b9\u5f0f<\/h5>\n<p>\u5143\u7d20\u76f4\u63a5\u6307\u5b9a\u6cd5&#xff1a;\u901a\u8fc7\u00a0st.sidebar.\u5143\u7d20\u540d\u00a0\u7684\u5f62\u5f0f&#xff0c;\u76f4\u63a5\u5728\u4fa7\u8fb9\u680f\u4e2d\u6dfb\u52a0\u5404\u7c7b UI \u7ec4\u4ef6\u3002\u82e5\u8981\u5c06\u5143\u7d20\u6e32\u67d3\u5728\u4fa7\u8fb9\u680f\u4e2d&#xff0c;\u5fc5\u987b\u5728\u7ec4\u4ef6\u8c03\u7528\u524d\u52a0\u4e0a\u00a0st.sidebar.\u00a0\u524d\u7f00&#xff0c;\u5426\u5219\u5143\u7d20\u4f1a\u9ed8\u8ba4\u663e\u793a\u5728\u4e3b\u754c\u9762\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u6cd5&#xff1a;\u4f7f\u7528\u00a0with st.sidebar:\u00a0\u4e0a\u4e0b\u6587\u5757&#xff0c;\u5757\u5185\u6240\u6709\u7ec4\u4ef6\u65e0\u9700\u989d\u5916\u52a0\u524d\u7f00&#xff0c;\u4f1a\u81ea\u52a8\u6e32\u67d3\u5230\u4fa7\u8fb9\u680f&#xff0c;\u662f\u5b98\u65b9\u63a8\u8350\u7684\u66f4\u4fbf\u6377\u5199\u6cd5\u3002<\/p>\n<p># \u7b2c\u4e00\u79cd&#xff1a;st.sidebar. \u524d\u7f00<br \/>\nst.sidebar.title(&#034;\u4f34\u4fa3\u4fe1\u606f&#034;)<br \/>\nst.sidebar.text_input(&#034;\u6635\u79f0&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u4f34\u4fa3\u7684\u6635\u79f0&#034;)<br \/>\nst.sidebar.text_area(&#034;\u6027\u683c&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u4f34\u4fa3\u7684\u6027\u683c&#034;)<\/p>\n<p># \u7b2c\u4e8c\u79cd&#xff1a;\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668&#xff08;\u5b98\u65b9\u63a8\u8350&#xff09;<br \/>\nwith st.sidebar:<br \/>\n    st.title(&#034;\u4f34\u4fa3\u4fe1\u606f&#034;)<br \/>\n    st.text_input(&#034;\u6635\u79f0&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u4f34\u4fa3\u7684\u6635\u79f0&#034;)<br \/>\n    st.text_area(&#034;\u6027\u683c&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u4f34\u4fa3\u7684\u6027\u683c&#034;)<\/p>\n<h5 id=\"\u4f34\u4fa3\u4fe1\u606f\u7ec4\u4ef6\u4e0e\u53c2\u6570\">\u4f34\u4fa3\u4fe1\u606f\u7ec4\u4ef6\u4e0e\u53c2\u6570<\/h5>\n<p>\u57fa\u7840\u7ec4\u4ef6&#xff1a;\u5728\u4fa7\u8fb9\u680f\u6dfb\u52a0&#034;\u4f34\u4fa3\u4fe1\u606f&#034;\u6807\u9898&#xff0c;\u5206\u522b\u521b\u5efa\u5355\u884c\u6587\u672c\u8f93\u5165\u6846\u00a0st.text_input()\u00a0\u7528\u4e8e\u586b\u5199\u6635\u79f0\u3001\u591a\u884c\u6587\u672c\u57df\u00a0st.text_area()\u00a0\u7528\u4e8e\u586b\u5199\u6027\u683c\u63cf\u8ff0\u3002\u901a\u8fc7\u67e5\u770b\u6e90\u7801\u53c2\u6570\u8bf4\u660e&#xff0c;\u638c\u63e1\u00a0placeholder&#xff08;\u7a7a\u503c\u63d0\u793a&#xff09;\u548c\u00a0value&#xff08;\u9ed8\u8ba4\u503c&#xff09;\u4e24\u4e2a\u6838\u5fc3\u5c5e\u6027&#xff1a;placeholder\u00a0\u4ec5\u5728\u8f93\u5165\u6846\u4e3a\u7a7a\u65f6\u663e\u793a\u63d0\u793a\u6587\u5b57&#xff0c;\u4e0d\u4f1a\u4f5c\u4e3a\u771f\u5b9e\u503c\u63d0\u4ea4&#xff1b;value\u00a0\u7528\u4e8e\u8bbe\u7f6e\u8f93\u5165\u6846\u7684\u521d\u59cb\u586b\u5145\u5185\u5bb9\u3002<\/p>\n<h5 id=\"session-\u72b6\u6001\u6570\u636e\u5171\u4eab\">Session \u72b6\u6001\u6570\u636e\u5171\u4eab<\/h5>\n<p>\u9875\u9762\u5237\u65b0\u540e\u8f93\u5165\u6846\u6570\u636e\u4f1a\u4e22\u5931&#xff0c;\u9700\u8981\u5c06\u7528\u6237\u8f93\u5165\u7684\u6635\u79f0\u3001\u6027\u683c\u6570\u636e\u5b58\u50a8\u5230\u00a0st.session_state\u00a0\u4e2d&#xff0c;\u5b9e\u73b0\u591a\u6b21\u9875\u9762\u52a0\u8f7d\u95f4\u7684\u6570\u636e\u5171\u4eab\u3002\u521d\u59cb\u5316\u65f6\u4e3a Session \u4e2d\u7684\u6635\u79f0\u3001\u6027\u683c\u952e\u8bbe\u7f6e\u9ed8\u8ba4\u503c&#xff0c;\u5f53\u7528\u6237\u8f93\u5165\u65b0\u5185\u5bb9\u65f6\u5b9e\u65f6\u66f4\u65b0 Session \u4e2d\u5bf9\u5e94\u7684\u952e\u503c\u3002<\/p>\n<h5 id=\"\u52a8\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd\u751f\u6210\">\u52a8\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd\u751f\u6210<\/h5>\n<p>\u5c06\u56fa\u5b9a\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u6539\u9020\u4e3a\u5e26\u5360\u4f4d\u7b26\u7684\u6a21\u677f&#xff0c;\u4f7f\u7528\u00a0%s\u00a0\u6807\u8bb0\u9700\u8981\u52a8\u6001\u66ff\u6362\u7684\u6635\u79f0\u548c\u6027\u683c\u4f4d\u7f6e\u3002\u8c03\u7528\u5927\u6a21\u578b\u63a5\u53e3\u65f6&#xff0c;\u4ece Session \u4e2d\u8bfb\u53d6\u6700\u65b0\u7684\u6635\u79f0\u548c\u6027\u683c\u6570\u636e&#xff0c;\u66ff\u6362\u6a21\u677f\u4e2d\u7684\u5360\u4f4d\u7b26&#xff0c;\u751f\u6210\u6700\u7ec8\u7684\u4e2a\u6027\u5316\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002<\/p>\n<p># \u6a21\u677f\u5b57\u7b26\u4e32\u4f7f\u7528 %s \u6807\u8bb0\u6635\u79f0\u3001\u6027\u683c\u5360\u4f4d\u7b26<br \/>\n# \u8c03\u7528\u5927\u6a21\u578b\u63a5\u53e3\u65f6\u4ece Session \u8bfb\u53d6\u6700\u65b0\u6570\u636e&#xff0c;\u7528 % \u8fd0\u7b97\u7b26\u66ff\u6362\u5360\u4f4d\u7b26<br \/>\nsystem_prompt &#061; template % (st.session_state.name, st.session_state.nature)<\/p>\n<h5 id=\"\u5168\u6d41\u7a0b\u9a8c\u8bc1\">\u5168\u6d41\u7a0b\u9a8c\u8bc1<\/h5>\n<p>\u4fee\u6539\u4fa7\u8fb9\u680f\u4e2d\u7684\u6635\u79f0\u548c\u6027\u683c\u4e3a\u81ea\u5b9a\u4e49\u503c&#xff0c;\u5411\u5927\u6a21\u578b\u63d0\u95ee&#034;\u4f60\u53eb\u4ec0\u4e48\u540d\u5b57&#034;\u3001&#034;\u4f60\u662f\u54ea\u91cc\u4eba&#034;&#xff0c;\u9a8c\u8bc1\u5927\u6a21\u578b\u662f\u5426\u4e25\u683c\u6309\u7167\u81ea\u5b9a\u4e49\u8bbe\u5b9a\u56de\u590d\u3002\u9a8c\u8bc1\u73af\u8282\u662f\u786e\u4fdd\u52a8\u6001\u63d0\u793a\u8bcd\u6b63\u786e\u4f20\u9012\u3001\u5927\u6a21\u578b\u89d2\u8272\u751f\u6548\u7684\u5173\u952e\u6b65\u9aa4\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9-4\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u4fa7\u8fb9\u680f\u5143\u7d20\u6e32\u67d3\u89c4\u5219&#xff1a;\u5fc5\u987b\u52a0\u00a0st.sidebar.\u00a0\u524d\u7f00\u6216\u4f7f\u7528\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668&#xff0c;\u5426\u5219\u7ec4\u4ef6\u6e32\u67d3\u5230\u4e3b\u754c\u9762&#xff0c;\u9ad8\u9891\u6613\u9519\u70b9\u3002<\/li>\n<li>placeholder\u00a0\u4e0e\u00a0value\u00a0\u5dee\u5f02&#xff1a;placeholder\u00a0\u4ec5\u4e3a\u7a7a\u63d0\u793a\u4e0d\u53c2\u4e0e\u771f\u5b9e\u503c\u63d0\u4ea4&#xff1b;value\u00a0\u662f\u8f93\u5165\u6846\u771f\u5b9e\u521d\u59cb\u503c&#xff0c;\u5e38\u8003\u533a\u5206\u3002<\/li>\n<li>\u52a8\u6001\u63d0\u793a\u8bcd\u751f\u6210\u903b\u8f91&#xff1a;\u5fc5\u987b\u4ece Session \u8bfb\u53d6\u6700\u65b0\u7528\u6237\u81ea\u5b9a\u4e49\u6570\u636e&#xff0c;\u66ff\u6362\u6a21\u677f\u5360\u4f4d\u7b26&#xff0c;\u624d\u80fd\u8ba9\u5927\u6a21\u578b\u4f7f\u7528\u6700\u65b0\u89d2\u8272\u8bbe\u5b9a\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;\u4fa7\u8fb9\u680f\u542b AI \u63a7\u5236\u9762\u677f&#xff08;\u540d\u5b57\u3001\u6027\u683c\u3001\u5f53\u524d\u4f1a\u8bdd\u6807\u8bc6&#xff09;\u4e0e\u5386\u53f2\u4f1a\u8bdd\u7ba1\u7406\u4e24\u5927\u533a\u57df\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-22-\u8282--\u4f1a\u8bdd\u7ba1\u7406\u56db\u5927\u529f\u80fd\u4e0ejson\u6301\u4e45\u5316\">\u7b2c 22 \u8282 \u00b7 \u4f1a\u8bdd\u7ba1\u7406\u56db\u5927\u529f\u80fd\u4e0eJSON\u6301\u4e45\u5316<\/h4>\n<h5 id=\"\u4f1a\u8bdd\u7ba1\u7406\u529f\u80fd\u603b\u89c8\">\u4f1a\u8bdd\u7ba1\u7406\u529f\u80fd\u603b\u89c8<\/h5>\n<p>\u4f1a\u8bdd\u7ba1\u7406\u662f AI \u667a\u80fd\u4f34\u4fa3\u4fa7\u8fb9\u680f\u7684\u7b2c\u4e8c\u9636\u6bb5\u5f00\u53d1\u4efb\u52a1&#xff0c;\u5305\u542b\u65b0\u5efa\u4f1a\u8bdd\u3001\u4fdd\u5b58\u4f1a\u8bdd\u3001\u52a0\u8f7d\u5386\u53f2\u4f1a\u8bdd\u3001\u5220\u9664\u5386\u53f2\u4f1a\u8bdd\u56db\u9879\u529f\u80fd&#xff0c;\u5b8c\u5168\u5bf9\u9f50\u4e3b\u6d41 AI \u5bf9\u8bdd\u4ea7\u54c1\u7684\u4ea4\u4e92\u903b\u8f91\u3002\u70b9\u51fb\u65b0\u5efa\u4f1a\u8bdd\u6309\u94ae\u53ef\u5f00\u542f\u5168\u65b0\u5bf9\u8bdd&#xff0c;\u70b9\u51fb\u5386\u53f2\u4f1a\u8bdd\u6761\u76ee\u53ef\u6062\u590d\u5bf9\u5e94\u5bf9\u8bdd\u4e0a\u4e0b\u6587&#xff0c;\u70b9\u51fb\u6761\u76ee\u65c1\u7684\u53c9\u53f7\u6309\u94ae\u53ef\u5220\u9664\u6307\u5b9a\u5386\u53f2\u4f1a\u8bdd\u3002\u8fd9\u7c7b\u4ea7\u54c1\u7684\u4f1a\u8bdd\u6570\u636e\u4e0d\u4f1a\u56e0\u5e94\u7528\u5173\u95ed\u6216\u8bbe\u5907\u91cd\u542f\u4e22\u5931&#xff0c;\u662f\u529f\u80fd\u5b9e\u73b0\u7684\u6838\u5fc3\u53c2\u8003\u6807\u51c6\u3002<\/p>\n<h5 id=\"\u65b0\u5efa\u4f1a\u8bdd\u6267\u884c\u6d41\u7a0b\">\u65b0\u5efa\u4f1a\u8bdd\u6267\u884c\u6d41\u7a0b<\/h5>\n<p>\u70b9\u51fb\u65b0\u5efa\u4f1a\u8bdd\u6309\u94ae\u65f6&#xff0c;\u9996\u5148\u5c06\u5f53\u524d\u6b63\u5728\u8fdb\u884c\u7684\u4f1a\u8bdd\u6570\u636e\u5b8c\u6574\u4fdd\u5b58&#xff0c;\u4e4b\u540e\u521b\u5efa\u5168\u65b0\u7684\u7a7a\u767d\u4f1a\u8bdd\u5e76\u5b8c\u6210\u6301\u4e45\u5316\u5b58\u50a8\u3002\u7edd\u5bf9\u4e0d\u80fd\u76f4\u63a5\u6e05\u7a7a\u5f53\u524d\u4f1a\u8bdd\u6570\u636e&#xff0c;\u5fc5\u987b\u5148\u5b8c\u6210\u65e7\u4f1a\u8bdd\u7684\u6301\u4e45\u5316\u64cd\u4f5c&#xff0c;\u5426\u5219\u4f1a\u51fa\u73b0\u7528\u6237\u5bf9\u8bdd\u5185\u5bb9\u4e22\u5931\u7684\u95ee\u9898\u3002\u6d41\u7a0b\u4e3a&#xff1a;\u70b9\u51fb\u65b0\u5efa\u4f1a\u8bdd\u6309\u94ae \u2192 \u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd\u6570\u636e\u5230\u78c1\u76d8\u6587\u4ef6 \u2192 \u521b\u5efa\u65b0\u4f1a\u8bdd\u5e76\u4fdd\u5b58\u65b0\u4f1a\u8bdd\u6570\u636e\u5230\u78c1\u76d8\u6587\u4ef6\u3002<\/p>\n<h5 id=\"\u6301\u4e45\u5316\u65b9\u6848\u9009\u578b\">\u6301\u4e45\u5316\u65b9\u6848\u9009\u578b<\/h5>\n<p>\u5982\u679c\u5c06\u4f1a\u8bdd\u6570\u636e\u5b58\u50a8\u5728\u5185\u5b58\u7684 session \u4e2d&#xff0c;\u4e00\u65e6\u670d\u52a1\u91cd\u542f\u3001\u5e94\u7528\u5173\u95ed\u6216\u8bbe\u5907\u65ad\u7535&#xff0c;\u6240\u6709\u4f1a\u8bdd\u6570\u636e\u4f1a\u76f4\u63a5\u6c38\u4e45\u4e22\u5931&#xff0c;\u5b8c\u5168\u65e0\u6cd5\u6ee1\u8db3\u957f\u671f\u4fdd\u5b58\u9700\u6c42\u3002\u78c1\u76d8\u6587\u4ef6\u6301\u4e45\u5316\u65b9\u6848\u5c06\u4f1a\u8bdd\u6570\u636e\u5199\u5165\u78c1\u76d8\u6587\u4ef6\u8fdb\u884c\u6c38\u4e45\u5b58\u50a8&#xff0c;\u5f7b\u5e95\u89c4\u907f\u5185\u5b58\u6570\u636e\u6613\u5931\u95ee\u9898&#xff0c;\u5373\u4f7f\u5e94\u7528\u5173\u95ed\u3001\u8bbe\u5907\u91cd\u542f&#xff0c;\u4f9d\u7136\u53ef\u4ee5\u4ece\u78c1\u76d8\u6587\u4ef6\u8bfb\u53d6\u6062\u590d\u6240\u6709\u4f1a\u8bdd\u5185\u5bb9\u3002\u5185\u5b58\u4e2d\u5b58\u653e\u7684\u6570\u636e\u5728\u8ba1\u7b97\u673a\u5173\u673a\u540e\u5c31\u4f1a\u6d88\u5931&#xff0c;\u8981\u6c38\u4e45\u4fdd\u5b58\u6570\u636e&#xff0c;\u5c31\u9700\u8981\u5c06\u6570\u636e\u4fdd\u5b58\u5728\u6587\u4ef6\u4e2d\u3002<\/p>\n<h5 id=\"\u552f\u4e00\u6587\u4ef6\u540d\u751f\u6210\u89c4\u5219\">\u552f\u4e00\u6587\u4ef6\u540d\u751f\u6210\u89c4\u5219<\/h5>\n<p>\u91c7\u7528\u4f1a\u8bdd\u521b\u5efa\u7684\u65f6\u95f4\u6233\u4f5c\u4e3a\u78c1\u76d8\u6587\u4ef6\u7684\u540d\u79f0&#xff0c;\u683c\u5f0f\u4e3a\u5e74\u6708\u65e5_\u65f6\u5206\u79d2.json&#xff0c;\u4f8b\u5982\u00a020260109_160520.json&#xff0c;\u5929\u7136\u4fdd\u8bc1\u6587\u4ef6\u540d\u5168\u5c40\u552f\u4e00&#xff0c;\u540c\u65f6\u53ef\u4ee5\u76f4\u63a5\u4f5c\u4e3a\u4f1a\u8bdd\u7684\u552f\u4e00\u6807\u8bc6\u3002<\/p>\n<h5 id=\"\u4f1a\u8bdd\u6587\u4ef6\u6838\u5fc3\u6570\u636e\u9879\">\u4f1a\u8bdd\u6587\u4ef6\u6838\u5fc3\u6570\u636e\u9879<\/h5>\n<p>\u6bcf\u4e2a\u5386\u53f2\u4f1a\u8bdd\u7684 JSON \u6587\u4ef6\u4e2d\u5fc5\u987b\u4fdd\u5b58\u56db\u7c7b\u4fe1\u606f&#xff0c;\u7f3a\u4e00\u4e0d\u53ef&#xff1a;1. \u4ea4\u4e92\u6d88\u606f&#xff08;\u7528\u6237\u4e0e AI \u7684\u5168\u90e8\u5bf9\u8bdd\u8bb0\u5f55&#xff09;&#xff1b;2. \u4f34\u4fa3\u6635\u79f0&#xff1b;3. \u4f34\u4fa3\u6027\u683c\u8bbe\u5b9a&#xff1b;4. \u552f\u4e00\u4f1a\u8bdd\u6807\u8bc6\u3002\u4e0d\u540c\u4f1a\u8bdd\u53ef\u4ee5\u72ec\u7acb\u5b9a\u5236 AI \u4f34\u4fa3\u7684\u6635\u79f0\u548c\u6027\u683c&#xff0c;\u8fd9\u90e8\u5206\u4e2a\u6027\u5316\u914d\u7f6e\u5fc5\u987b\u4e0e\u4f1a\u8bdd\u5bf9\u8bdd\u6570\u636e\u7ed1\u5b9a\u5b58\u50a8&#xff0c;\u52a0\u8f7d\u5386\u53f2\u4f1a\u8bdd\u65f6\u624d\u80fd\u5b8c\u6574\u6062\u590d\u5f53\u65f6\u7684 AI \u89d2\u8272\u8bbe\u5b9a\u3002<\/p>\n<p>{<br \/>\n&#034;messages&#034;: [<br \/>\n{<br \/>\n&#034;role&#034;: &#034;user&#034;,<br \/>\n&#034;content&#034;: &#034;\u4f60\u597d&#034;<br \/>\n},<br \/>\n{<br \/>\n&#034;role&#034;: &#034;assistant&#034;,<br \/>\n&#034;content&#034;: &#034;\u54c8\u56c9~\u4eca\u5929\u904e\u5f97\u600e\u9ebc\u6a23\u5440? \u2764\ufe0f&#034;<br \/>\n}<br \/>\n],<br \/>\n&#034;nick_name&#034;: &#034;\u5c0f\u7f8e&#034;,<br \/>\n&#034;nature&#034;: &#034;\u6e29\u67d4\u53ef\u7231\u7684\u53f0\u6e7e\u8154\u59d1\u5a18&#034;,<br \/>\n&#034;current_session&#034;: &#034;2026-01-09_16-05-20&#034;<br \/>\n}<\/p>\n<h5 id=\"\u9009\u578b\u4f18\u52bf\u4e0e\u540e\u7eed\u89c4\u5212\">\u9009\u578b\u4f18\u52bf\u4e0e\u540e\u7eed\u89c4\u5212<\/h5>\n<p>JSON \u683c\u5f0f\u7ed3\u6784\u6e05\u6670\u76f4\u89c2\u3001\u53ef\u8bfb\u6027\u5f3a&#xff0c;\u975e\u5e38\u9002\u5408\u5b58\u50a8\u7ed3\u6784\u5316\u4f1a\u8bdd\u6570\u636e&#xff0c;Python \u4e5f\u63d0\u4f9b\u4e86\u6210\u719f\u7684\u6807\u51c6\u5e93\u5bf9 JSON \u6587\u4ef6\u8fdb\u884c\u8bfb\u5199\u64cd\u4f5c\u3002\u4e0b\u4e00\u5c0f\u8282\u5c06\u8bb2\u89e3 Python \u4e2d\u64cd\u4f5c JSON \u6587\u4ef6\u7684\u5177\u4f53\u5b9e\u73b0\u65b9\u6cd5&#xff0c;\u5305\u62ec\u5982\u4f55\u5c06\u4f1a\u8bdd\u6570\u636e\u5199\u5165\u78c1\u76d8\u6587\u4ef6\u3001\u5982\u4f55\u4ece\u78c1\u76d8\u6587\u4ef6\u8bfb\u53d6\u52a0\u8f7d\u5386\u53f2\u4f1a\u8bdd\u6570\u636e\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9-5\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u5185\u5b58\u5b58\u50a8\u81f4\u547d\u7f3a\u9677&#xff1a;session \u6570\u636e\u5728\u670d\u52a1\u91cd\u542f\u3001\u5e94\u7528\u5173\u95ed\u6216\u8bbe\u5907\u65ad\u7535\u540e\u6c38\u4e45\u4e22\u5931\u3002<\/li>\n<li>\u6301\u4e45\u5316\u6838\u5fc3\u8981\u6c42&#xff1a;\u5fc5\u987b\u5c06\u6570\u636e\u5199\u5165\u78c1\u76d8\u6587\u4ef6&#xff0c;\u89c4\u907f\u5185\u5b58\u6613\u5931\u6027\u3002<\/li>\n<li>\u4f1a\u8bdd\u6587\u4ef6\u5fc5\u586b\u5b57\u6bb5&#xff1a;\u4ea4\u4e92\u6d88\u606f\u3001\u4f34\u4fa3\u6635\u79f0\u3001\u4f34\u4fa3\u6027\u683c\u3001\u552f\u4e00\u4f1a\u8bdd\u6807\u8bc6&#xff0c;\u7f3a\u4e00\u4e0d\u53ef\u3002<\/li>\n<li>\u65b0\u5efa\u4f1a\u8bdd\u6267\u884c\u987a\u5e8f&#xff1a;\u5148\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd\u6570\u636e&#xff0c;\u518d\u521b\u5efa\u65b0\u4f1a\u8bdd&#xff0c;\u4e0d\u53ef\u98a0\u5012\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;\u4f1a\u8bdd\u7ba1\u7406\u673a\u5236\u4e3a\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd \u2192 \u751f\u6210 JSON \u6587\u4ef6&#xff1b;\u521b\u5efa\u65b0\u4f1a\u8bdd\u5e76\u4fdd\u5b58 \u2192 \u751f\u6210\u65b0 JSON \u6587\u4ef6&#xff1b;\u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u663e\u793a\u6240\u6709\u4fdd\u5b58\u7684\u6587\u4ef6&#xff1b;\u547d\u540d\u91c7\u7528 YYYYMMDD_HHMMSS.json \u65f6\u95f4\u6233\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-23-\u8282--python\u6587\u4ef6\u6253\u5f00\u8bfb\u5199\u5173\u95ed\u57fa\u7840\">\u7b2c 23 \u8282 \u00b7 Python\u6587\u4ef6\u6253\u5f00\u8bfb\u5199\u5173\u95ed\u57fa\u7840<\/h4>\n<h5 id=\"\u6587\u4ef6\u64cd\u4f5c\u901a\u7528\u4e09\u6b65\u903b\u8f91\">\u6587\u4ef6\u64cd\u4f5c\u901a\u7528\u4e09\u6b65\u903b\u8f91<\/h5>\n<p>\u624b\u52a8\u64cd\u4f5c\u78c1\u76d8\u6587\u4ef6\u65f6&#xff0c;\u65e0\u8bba\u8bfb\u8fd8\u662f\u5199&#xff0c;\u90fd\u9075\u5faa\u300c\u6253\u5f00\u6587\u4ef6 \u2192 \u6267\u884c\u8bfb\/\u5199\u64cd\u4f5c \u2192 \u5173\u95ed\u6587\u4ef6\u300d\u7684\u56fa\u5b9a\u6d41\u7a0b\u3002Python \u4e2d\u7684\u6587\u4ef6\u64cd\u4f5c\u5b8c\u5168\u590d\u7528\u8be5\u903b\u8f91&#xff1a;\u8bfb\u6587\u4ef6\u6d41\u7a0b\u4e3a\u6253\u5f00\u2192\u8bfb\u53d6\u2192\u5173\u95ed&#xff0c;\u5199\u6587\u4ef6\u6d41\u7a0b\u4e3a\u6253\u5f00\u2192\u5199\u5165\u2192\u5173\u95ed\u3002\u4e09\u6b65\u6d41\u7a0b\u662f\u6240\u6709\u6587\u4ef6\u8bfb\u5199\u4ee3\u7801\u7684\u57fa\u7840\u6846\u67b6&#xff0c;\u4e0d\u80fd\u7701\u7565\u4efb\u4f55\u4e00\u6b65\u3002<\/p>\n<h5 id=\"open-\u5185\u7f6e\u51fd\u6570\u8be6\u89e3\">open() \u5185\u7f6e\u51fd\u6570\u8be6\u89e3<\/h5>\n<p>open()\u00a0\u662f Python \u63d0\u4f9b\u7684\u5185\u7f6e\u6587\u4ef6\u6253\u5f00\u51fd\u6570&#xff0c;\u5e38\u7528\u4e09\u4e2a\u6838\u5fc3\u53c2\u6570&#xff1a;\u6587\u4ef6\u8def\u5f84&#xff08;\u6307\u5b9a\u76ee\u6807\u6587\u4ef6\u4f4d\u7f6e&#xff09;\u3001\u64cd\u4f5c\u6a21\u5f0f&#xff08;r\u00a0\u4ee3\u8868\u8bfb\u53d6 read&#xff0c;w\u00a0\u4ee3\u8868\u5199\u5165 write&#xff09;\u3001\u7f16\u7801\u683c\u5f0f&#xff08;\u6307\u5b9a\u6587\u4ef6\u5b57\u7b26\u7f16\u7801&#xff09;\u3002\u4f7f\u7528\u00a0w\u00a0\u6a21\u5f0f\u6253\u5f00\u6587\u4ef6\u65f6&#xff0c;\u5982\u679c\u76ee\u6807\u6587\u4ef6\u4e0d\u5b58\u5728&#xff0c;Python \u4f1a\u81ea\u52a8\u521b\u5efa\u8be5\u6587\u4ef6&#xff1b;\u5982\u679c\u6587\u4ef6\u5df2\u5b58\u5728&#xff0c;\u4f1a\u76f4\u63a5\u8986\u76d6\u539f\u6709\u5185\u5bb9&#xff0c;\u4e0d\u4f1a\u62a5\u9519\u3002<\/p>\n<p># \u8bfb\u6587\u4ef6\u6253\u5f00\u793a\u4f8b<br \/>\nf &#061; open(&#034;resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;)<br \/>\n# \u5199\u6587\u4ef6\u6253\u5f00\u793a\u4f8b<br \/>\nf &#061; open(&#034;resources\/\u9759\u591c\u601d.txt&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;)<\/p>\n<h5 id=\"\u5b57\u7b26\u7f16\u7801\u6838\u5fc3\u6982\u5ff5\">\u5b57\u7b26\u7f16\u7801\u6838\u5fc3\u6982\u5ff5<\/h5>\n<p>\u7f16\u7801\u662f\u5c06\u5b57\u7b26&#xff08;\u6587\u5b57\u3001\u6570\u5b57\u3001\u7b26\u53f7&#xff09;\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u53ef\u8bc6\u522b\u7684\u4e8c\u8fdb\u5236\u6570\u5b57\u4ee3\u7801\u7684\u89c4\u5219\u7cfb\u7edf\u3002\u5e38\u89c1\u7f16\u7801\u5bf9\u6bd4&#xff1a;ASCII \u4ec5\u652f\u6301\u6570\u5b57\u3001\u5b57\u6bcd\u548c\u57fa\u7840\u7b26\u53f7&#xff0c;\u65e0\u6cd5\u5904\u7406\u4e2d\u6587&#xff1b;GBK \u662f\u4e2d\u56fd\u6807\u51c6\u7f16\u7801&#xff0c;\u652f\u6301\u4e2d\u6587\u4f46\u4e0d\u517c\u5bb9\u97e9\u6587\u3001\u65e5\u6587\u7b49\u5176\u4ed6\u8bed\u8a00&#xff1b;UTF-8 \u5168\u7403\u901a\u7528\u7f16\u7801&#xff0c;\u517c\u5bb9\u6240\u6709\u8bed\u8a00\u5b57\u7b26\u5e76\u5411\u4e0b\u517c\u5bb9 ASCII&#xff0c;\u662f\u9879\u76ee\u5f00\u53d1\u9996\u9009\u3002\u64cd\u4f5c\u5305\u542b\u4e2d\u6587\u7684\u6587\u4ef6\u65f6&#xff0c;\u5fc5\u987b\u6307\u5b9a\u00a0encoding&#061;&#034;utf-8&#034;&#xff0c;\u5426\u5219\u6781\u6613\u51fa\u73b0\u4e71\u7801\u3002<\/p>\n<h5 id=\"\u6587\u4ef6\u8bfb\u53d6\u4e09\u79cd\u5e38\u7528\u65b9\u6cd5\">\u6587\u4ef6\u8bfb\u53d6\u4e09\u79cd\u5e38\u7528\u65b9\u6cd5<\/h5>\n<p>read()&#xff1a;\u65e0\u53c2\u6570\u8c03\u7528\u65f6\u4e00\u6b21\u6027\u8bfb\u53d6\u6587\u4ef6\u5168\u90e8\u5185\u5bb9&#xff0c;\u8fd4\u56de\u5b8c\u6574\u5b57\u7b26\u4e32\u3002readline()&#xff1a;\u9010\u884c\u8bfb\u53d6&#xff0c;\u6bcf\u6b21\u8c03\u7528\u8fd4\u56de\u4e00\u884c\u5b57\u7b26\u4e32\u3002readlines()&#xff1a;\u4e00\u6b21\u6027\u8bfb\u53d6\u6240\u6709\u884c&#xff0c;\u8fd4\u56de\u5217\u8868&#xff0c;\u6bcf\u4e2a\u5143\u7d20\u5bf9\u5e94\u6587\u4ef6\u7684\u4e00\u884c\u5b57\u7b26\u4e32\u3002\u4f7f\u7528\u00a0readlines()\u00a0\u8bfb\u53d6\u65f6&#xff0c;\u6bcf\u884c\u5b57\u7b26\u4e32\u672b\u5c3e\u4f1a\u81ea\u5e26\u539f\u59cb\u6587\u4ef6\u4e2d\u7684\u6362\u884c\u7b26\u00a0\\\\n&#xff0c;\u642d\u914d\u00a0print\u00a0\u81ea\u5e26\u7684\u6362\u884c\u6548\u679c\u4f1a\u51fa\u73b0\u591a\u4f59\u7a7a\u884c&#xff0c;\u53ef\u901a\u8fc7\u00a0strip()\u00a0\u65b9\u6cd5\u53bb\u9664\u5b57\u7b26\u4e32\u9996\u5c3e\u7684\u7a7a\u767d\u5b57\u7b26&#xff08;\u5305\u62ec\u6362\u884c\u7b26&#xff09;\u89e3\u51b3\u3002<\/p>\n<p># \u5b8c\u6574\u8bfb\u6587\u4ef6\u793a\u4f8b<br \/>\nf &#061; open(&#034;resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;)<br \/>\ncontent &#061; f.read()<br \/>\nprint(content)<br \/>\nf.close()<\/p>\n<h5 id=\"\u6587\u4ef6\u5199\u5165\u57fa\u7840\u64cd\u4f5c\">\u6587\u4ef6\u5199\u5165\u57fa\u7840\u64cd\u4f5c<\/h5>\n<p>\u901a\u8fc7\u6587\u4ef6\u5bf9\u8c61\u8c03\u7528\u00a0write()\u00a0\u65b9\u6cd5\u5411\u6587\u4ef6\u5199\u5165\u6307\u5b9a\u5b57\u7b26\u4e32&#xff0c;\u652f\u6301\u901a\u8fc7\u00a0\\\\n\u00a0\u5b9e\u73b0\u6362\u884c\u3002\u8fde\u7eed\u591a\u6b21\u8c03\u7528\u00a0write()\u00a0\u5373\u53ef\u5199\u5165\u591a\u884c\u5185\u5bb9&#xff0c;\u6dfb\u52a0\u4e24\u4e2a\u8fde\u7eed\u7684\u00a0\\\\n\u00a0\u53ef\u5728\u4e24\u884c\u5185\u5bb9\u4e4b\u95f4\u63d2\u5165\u4e00\u4e2a\u7a7a\u884c\u3002<\/p>\n<p># \u5b8c\u6574\u5199\u6587\u4ef6\u793a\u4f8b<br \/>\nf &#061; open(&#034;resources\/\u9759\u591c\u601d.txt&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;)<br \/>\nf.write(&#034;\u7a97\u524d\u660e\u6708\u5149,\\\\n&#034;)<br \/>\nf.write(&#034;\u7591\u662f\u5730\u4e0a\u971c\u3002\\\\n&#034;)<br \/>\nf.write(&#034;\u4e3e\u5934\u671b\u660e\u6708,\\\\n&#034;)<br \/>\nf.write(&#034;\u4f4e\u5934\u601d\u6545\u4e61\u3002\\\\n&#034;)<br \/>\nf.close()<\/p>\n<h5 id=\"\u6587\u4ef6\u5173\u95ed\u5fc5\u8981\u6027\">\u6587\u4ef6\u5173\u95ed\u5fc5\u8981\u6027<\/h5>\n<p>\u8c03\u7528\u6587\u4ef6\u5bf9\u8c61\u7684\u00a0close()\u00a0\u65b9\u6cd5\u53ef\u4ee5\u91ca\u653e Python \u5bf9\u8be5\u6587\u4ef6\u7684\u5360\u7528\u6743\u9650\u3002\u5982\u679c\u64cd\u4f5c\u5b8c\u6587\u4ef6\u540e\u672a\u8c03\u7528\u00a0close()\u00a0\u5173\u95ed&#xff0c;\u4e14\u7a0b\u5e8f\u4ecd\u5728\u8fd0\u884c&#xff0c;\u8be5\u6587\u4ef6\u4f1a\u4e00\u76f4\u88ab Python \u7a0b\u5e8f\u72ec\u5360&#xff0c;\u5176\u4ed6\u7a0b\u5e8f\u6216\u7528\u6237\u65e0\u6cd5\u5bf9\u5176\u8fdb\u884c\u4fee\u6539\u3001\u5220\u9664\u7b49\u4efb\u4f55\u64cd\u4f5c\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9-6\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u6587\u4ef6\u64cd\u4f5c\u4e09\u6b65\u6d41\u7a0b&#xff1a;\u6253\u5f00 \u2192 \u8bfb\/\u5199 \u2192 \u5173\u95ed&#xff0c;\u662f\u6587\u4ef6\u64cd\u4f5c\u9898\u57fa\u7840\u6846\u67b6\u3002<\/li>\n<li>w\u00a0\u6a21\u5f0f\u7279\u6027&#xff1a;\u6587\u4ef6\u4e0d\u5b58\u5728\u5219\u81ea\u52a8\u521b\u5efa&#xff0c;\u5df2\u5b58\u5728\u5219\u76f4\u63a5\u8986\u76d6\u539f\u6709\u5185\u5bb9\u3002<\/li>\n<li>UTF-8 \u5fc5\u8981\u6027&#xff1a;\u64cd\u4f5c\u542b\u4e2d\u6587\u6587\u4ef6\u5fc5\u987b\u6307\u5b9a\u00a0encoding&#061;&#034;utf-8&#034;&#xff0c;\u5426\u5219\u4e71\u7801\u3002<\/li>\n<li>readlines()\u00a0\u6362\u884c\u95ee\u9898&#xff1a;\u6bcf\u884c\u81ea\u5e26\u00a0\\\\n&#xff0c;\u642d\u914d\u00a0print\u00a0\u9ed8\u8ba4\u6362\u884c\u4ea7\u751f\u591a\u4f59\u7a7a\u884c&#xff0c;\u9700\u7528\u00a0strip()\u00a0\u5904\u7406\u3002<\/li>\n<li>close()\u00a0\u5fc5\u8981\u6027&#xff1a;\u4e0d\u8c03\u7528\u4f1a\u5bfc\u81f4\u6587\u4ef6\u88ab\u7a0b\u5e8f\u957f\u671f\u5360\u7528&#xff0c;\u5176\u4ed6\u7a0b\u5e8f\u65e0\u6cd5\u64cd\u4f5c\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;\u7f16\u7801\u662f\u5b57\u7b26\u5230\u4e8c\u8fdb\u5236 0\/1 \u7684\u8f6c\u6362\u89c4\u5219&#xff1b;\u6587\u4ef6\u4e09\u8981\u7d20\u4e3a\u00a0open()&#xff08;\u5efa\u7acb\u8fde\u63a5&#xff09;\u3001read()\/write()&#xff08;\u8bfb\u5199&#xff09;\u3001close()&#xff08;\u91ca\u653e\u8d44\u6e90&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4 id=\"\u7b2c-24-\u8282--try-finally\u4e0ewith\u8d44\u6e90\u7ba1\u7406\">\u7b2c 24 \u8282 \u00b7 try finally\u4e0ewith\u8d44\u6e90\u7ba1\u7406<\/h4>\n<h5 id=\"\u6587\u4ef6\u64cd\u4f5c\u5f02\u5e38\u98ce\u9669\u573a\u666f\">\u6587\u4ef6\u64cd\u4f5c\u5f02\u5e38\u98ce\u9669\u573a\u666f<\/h5>\n<p>\u5e38\u89c4\u4e09\u6b65\u5f0f\u6587\u4ef6\u64cd\u4f5c&#xff08;\u6253\u5f00-\u8bfb\u5199-\u5173\u95ed&#xff09;\u4e2d&#xff0c;\u82e5\u8bfb\u5199\u4ee3\u7801\u629b\u51fa\u5f02\u5e38&#xff0c;\u540e\u7eed\u7684\u00a0close()\u00a0\u8bed\u53e5\u5c06\u65e0\u6cd5\u6267\u884c&#xff0c;\u6587\u4ef6\u4f1a\u6301\u7eed\u88ab\u5360\u7528&#xff0c;\u5176\u4ed6\u7a0b\u5e8f\u65e0\u6cd5\u6b63\u5e38\u8bbf\u95ee\u8be5\u6587\u4ef6\u3002\u6587\u4ef6\u8d44\u6e90\u6cc4\u6f0f\u662f Python \u6587\u4ef6\u5f00\u53d1\u4e2d\u7684\u5178\u578b\u9690\u60a3&#xff0c;\u5fc5\u987b\u901a\u8fc7\u8bed\u6cd5\u673a\u5236\u4fdd\u969c\u5173\u95ed\u903b\u8f91 100% \u6267\u884c\u3002<\/p>\n<h5 id=\"\u65b9\u6848\u4e00tryfinally-\u624b\u52a8\u8d44\u6e90\u91ca\u653e\">\u65b9\u6848\u4e00&#xff1a;try&#8230;finally \u624b\u52a8\u8d44\u6e90\u91ca\u653e<\/h5>\n<p>\u5c06\u6587\u4ef6\u8bfb\u5199\u7684\u4e1a\u52a1\u4ee3\u7801\u653e\u5165\u00a0try\u00a0\u4ee3\u7801\u5757&#xff0c;\u628a\u6587\u4ef6\u5173\u95ed\u7684\u8d44\u6e90\u91ca\u653e\u4ee3\u7801\u653e\u5165\u00a0finally\u00a0\u4ee3\u7801\u5757&#xff0c;\u5229\u7528\u00a0finally\u00a0\u5757\u65e0\u8bba\u7a0b\u5e8f\u662f\u5426\u629b\u51fa\u5f02\u5e38\u90fd\u4f1a\u6267\u884c\u7684\u7279\u6027&#xff0c;\u4fdd\u969c\u6587\u4ef6\u4e00\u5b9a\u80fd\u88ab\u5173\u95ed\u3002try\u00a0\u4ee3\u7801\u5757\u4e0d\u80fd\u5355\u72ec\u4f7f\u7528&#xff0c;\u5fc5\u987b\u642d\u914d\u00a0except\u00a0\u6216\u00a0finally\u00a0\u5173\u952e\u5b57&#xff0c;\u6b64\u5904\u65e0\u9700\u989d\u5916\u6355\u83b7\u5f02\u5e38\u65f6\u53ef\u76f4\u63a5\u4f7f\u7528\u00a0try&#8230;finally\u00a0\u7ec4\u5408\u3002<\/p>\n<p># 1. \u6253\u5f00\u6587\u4ef6<br \/>\nf &#061; open(&#034;resources\/\u9759\u591c\u601d.txt&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;)<br \/>\ntry:<br \/>\n# 2. \u5199\u5165\u6587\u4ef6<br \/>\nf.write(&#034;\u9759\u591c\u601d(\u674e\u767d)\\\\n&#034;)<br \/>\nf.write(&#034;\u7a97\u524d\u660e\u6708\u5149, \\\\n&#034;)<br \/>\nf.write(&#034;\u7591\u662f\u5730\u4e0a\u971c\u3002\\\\n&#034;)<br \/>\nf.write(&#034;\u4e3e\u5934\u671b\u660e\u6708, \\\\n&#034;)<br \/>\nf.write(&#034;\u4f4e\u5934\u601d\u6545\u4e61\u3002\\\\n&#034;)<br \/>\nfinally:<br \/>\n# 3. \u5173\u95ed\u6587\u4ef6<br \/>\nf.close()<\/p>\n<p>\u8be5\u65b9\u6848\u903b\u8f91\u6e05\u6670\u4f46\u4ee3\u7801\u7ed3\u6784\u7e41\u7410&#xff0c;\u9700\u8981\u624b\u52a8\u7f16\u5199\u5173\u95ed\u903b\u8f91&#xff0c;\u5f00\u53d1\u6548\u7387\u8f83\u4f4e\u3002\u53ef\u4e3b\u52a8\u6784\u9020\u00a01\/0\u00a0\u8fd9\u7c7b\u8fd0\u884c\u65f6\u5f02\u5e38\u9a8c\u8bc1&#xff1a;\u5373\u4f7f\u7a0b\u5e8f\u62a5\u9519&#xff0c;finally\u00a0\u5757\u4e2d\u7684\u00a0f.close()\u00a0\u4f9d\u7136\u4f1a\u6b63\u5e38\u6267\u884c&#xff0c;\u6587\u4ef6\u8d44\u6e90\u4e0d\u4f1a\u6cc4\u6f0f\u3002<\/p>\n<h5 id=\"\u65b9\u6848\u4e8cwith-\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u63a8\u8350\u65b9\u6848\">\u65b9\u6848\u4e8c&#xff1a;with \u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u63a8\u8350\u65b9\u6848<\/h5>\n<p>with\u00a0\u662f Python \u5185\u7f6e\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668&#xff0c;\u6838\u5fc3\u4f5c\u7528\u662f\u786e\u4fdd\u8d44\u6e90\u603b\u662f\u88ab\u6b63\u786e\u83b7\u53d6\u548c\u91ca\u653e&#xff0c;\u4ee3\u7801\u5757\u6267\u884c\u5b8c\u6bd5\u540e\u4f1a\u81ea\u52a8\u5173\u95ed\u6587\u4ef6&#xff0c;\u5373\u4f7f\u4ee3\u7801\u5757\u5185\u51fa\u73b0\u5f02\u5e38\u4e5f\u80fd\u6b63\u5e38\u91ca\u653e\u8d44\u6e90\u3002with open()\u00a0\u662f Python \u9879\u76ee\u5f00\u53d1\u4e2d\u6587\u4ef6\u64cd\u4f5c\u8d44\u6e90\u91ca\u653e\u7684\u5b98\u65b9\u63a8\u8350\u6700\u4f73\u5b9e\u8df5&#xff0c;\u65e0\u9700\u624b\u52a8\u7f16\u5199\u00a0close()\u00a0\u548c\u5f02\u5e38\u5904\u7406\u4ee3\u7801\u3002<\/p>\n<p># \u5199\u6587\u4ef6<br \/>\n# 1. \u6253\u5f00\u6587\u4ef6<br \/>\nwith open(&#034;resources\/\u9759\u591c\u601d.txt&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n# 2. \u5199\u5165\u6587\u4ef6\u5185\u5bb9<br \/>\nf.write(&#034;\u9759\u591c\u601d(\u674e\u767d)\\\\n\\\\n&#034;)<br \/>\nf.write(&#034;\u7a97\u524d\u660e\u6708\u5149, \\\\n&#034;)<br \/>\nf.write(&#034;\u7591\u662f\u5730\u4e0a\u971c\u3002\\\\n&#034;)<br \/>\nf.write(&#034;\u4e3e\u5934\u671b\u660e\u6708, \\\\n&#034;)<br \/>\nf.write(&#034;\u4f4e\u5934\u601d\u6545\u4e61\u3002\\\\n&#034;)<\/p>\n<p>as f\u00a0\u5c06\u00a0open()\u00a0\u51fd\u6570\u8fd4\u56de\u7684\u6587\u4ef6\u5bf9\u8c61\u8d4b\u503c\u7ed9\u53d8\u91cf\u00a0f&#xff0c;\u540e\u7eed\u76f4\u63a5\u901a\u8fc7\u00a0f\u00a0\u5b8c\u6210\u8bfb\u5199\u64cd\u4f5c&#xff0c;\u4ee3\u7801\u7ed3\u6784\u7b80\u6d01\u6e05\u6670\u3002with \u65b9\u6848\u81ea\u52a8\u7ba1\u7406\u8d44\u6e90\u3001\u4ee3\u7801\u7b80\u6d01&#xff0c;\u5b8c\u5168\u907f\u514d\u624b\u52a8\u7f16\u5199\u8d44\u6e90\u91ca\u653e\u4ee3\u7801\u7684\u7e41\u7410\u3002<\/p>\n<h5 id=\"\u4e24\u79cd\u65b9\u6848\u5bf9\u6bd4\u4e0e\u603b\u7ed3\">\u4e24\u79cd\u65b9\u6848\u5bf9\u6bd4\u4e0e\u603b\u7ed3<\/h5>\n<p>try&#8230;finally\u00a0\u65b9\u6848\u903b\u8f91\u76f4\u89c2\u4f46\u4ee3\u7801\u5197\u4f59&#xff1b;with\u00a0\u65b9\u6848\u81ea\u52a8\u7ba1\u7406\u8d44\u6e90\u3001\u4ee3\u7801\u7b80\u6d01&#xff0c;\u51cf\u5c11\u5197\u4f59\u4ee3\u7801\u540c\u65f6\u964d\u4f4e\u51fa\u9519\u6982\u7387\u3002\u5b9e\u9645\u5f00\u53d1\u4f18\u5148\u9009\u62e9\u00a0with\u00a0\u8bed\u53e5\u5b9e\u73b0\u6587\u4ef6\u8d44\u6e90\u91ca\u653e\u3002\u6587\u4ef6\u8d44\u6e90\u91ca\u653e\u5171\u6709\u4e24\u79cd\u5b9e\u73b0\u65b9\u5f0f&#xff1a;try&#8230;finally\u00a0\u624b\u52a8\u4fdd\u969c\u5173\u95ed&#xff0c;\u4ee5\u53ca\u00a0with open()\u00a0\u81ea\u52a8\u7ba1\u7406\u8d44\u6e90&#xff0c;\u540e\u8005\u662f\u9879\u76ee\u5f00\u53d1\u63a8\u8350\u6700\u4f73\u5b9e\u8df5&#xff0c;\u5fc5\u987b\u7262\u8bb0\u907f\u514d\u6587\u4ef6\u53e5\u67c4\u6cc4\u6f0f\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9-7\">\u91cd\u70b9\u901f\u89c8\u4e0e\u62cd\u56fe\u8981\u70b9<\/h5>\n<ul>\n<li>\u6587\u4ef6\u5f02\u5e38\u8d44\u6e90\u6cc4\u6f0f&#xff1a;\u8bfb\u5199\u4ee3\u7801\u629b\u5f02\u5e38\u5bfc\u81f4\u00a0close()\u00a0\u65e0\u6cd5\u6267\u884c&#xff0c;\u6587\u4ef6\u53e5\u67c4\u6cc4\u6f0f\u3002<\/li>\n<li>try&#8230;finally\u00a0\u673a\u5236&#xff1a;\u5229\u7528\u00a0finally\u00a0\u5757\u65e0\u8bba\u662f\u5426\u5f02\u5e38\u90fd\u6267\u884c&#xff0c;\u4fdd\u969c\u5173\u95ed\u903b\u8f91 100% \u8fd0\u884c\u3002<\/li>\n<li>with\u00a0\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668&#xff1a;\u4ee3\u7801\u5757\u7ed3\u675f\u81ea\u52a8\u5173\u95ed\u6587\u4ef6&#xff0c;\u5f02\u5e38\u573a\u666f\u4e5f\u80fd\u6b63\u5e38\u91ca\u653e\u8d44\u6e90\u3002<\/li>\n<li>\u5f00\u53d1\u6700\u4f73\u5b9e\u8df5&#xff1a;\u5fc5\u987b\u4f18\u5148\u4f7f\u7528\u00a0with open()&#xff0c;\u907f\u514d\u624b\u52a8\u8d44\u6e90\u7ba1\u7406\u5197\u4f59\u4e0e\u51fa\u9519\u98ce\u9669\u3002<\/li>\n<li>\u62cd\u56fe\u603b\u7ed3&#xff1a;\u6838\u5fc3\u7ed3\u8bba\u4e3a\u00a0with open()\u00a0\u662f\u6700\u4f73\u5b9e\u8df5&#xff0c;\u786e\u4fdd\u8d44\u6e90\u4f7f\u7528\u540e\u603b\u88ab\u6b63\u786e\u91ca\u653e&#xff08;\u5373\u4f7f\u5f02\u5e38&#xff09;&#xff0c;\u4f18\u4e8e\u00a0try&#8230;finally\u00a0\u7e41\u7410\u5b9e\u73b0\u3002<\/li>\n<\/ul>\n<h4 id=\"\u7b2c-25-\u8282--json-\u6a21\u5757\u5e8f\u5217\u5316\u4e0e\u53cd\u5e8f\u5217\u5316\">\u7b2c 25 \u8282 \u00b7 JSON \u6a21\u5757\u5e8f\u5217\u5316\u4e0e\u53cd\u5e8f\u5217\u5316<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>AI \u667a\u80fd\u4f34\u4fa3\u4f1a\u8bdd\u5b58\u50a8\u9700\u6c42<\/p>\n<p>AI \u667a\u80fd\u4f34\u4fa3\u7684\u4f1a\u8bdd\u6587\u4ef6\u9700\u8981\u4fdd\u5b58\u56db\u7c7b\u6838\u5fc3\u4fe1\u606f&#xff1a;\u4ea4\u4e92\u6d88\u606f\u5217\u8868\u00a0messages\u3001\u4f34\u4fa3\u6635\u79f0\u00a0nick_name\u3001\u4f34\u4fa3\u6027\u683c\u00a0nature\u3001\u5f53\u524d\u4f1a\u8bdd\u6807\u8bc6\u00a0current_session\u3002\u4f7f\u7528 JSON \u683c\u5f0f\u5b58\u50a8\u53ef\u4ee5\u8ba9\u6587\u4ef6\u7ed3\u6784\u6e05\u6670&#xff0c;\u65b9\u4fbf\u540e\u7eed\u8bfb\u5199\u89e3\u6790\u3002JSON \u662f\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u901a\u7528\u7684\u6570\u636e\u4ea4\u6362\u683c\u5f0f&#xff0c;\u975e\u5e38\u9002\u5408\u7ed3\u6784\u5316\u5b58\u50a8\u8fd9\u7c7b\u952e\u503c\u5bf9\u5f62\u5f0f\u7684\u4f1a\u8bdd\u6570\u636e\u3002<\/p>\n<p>\u793a\u4f8b JSON \u7ed3\u6784&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;messages&#034;: [<br \/>\n    {&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u4f60\u597d&#034;},<br \/>\n    {&#034;role&#034;: &#034;assistant&#034;, &#034;content&#034;: &#034;\u54c8\u56c9~\u4eca\u5929\u904e\u5f97\u600e\u9ebc\u6a23\u5440? \u2764\ufe0f&#034;}<br \/>\n  ],<br \/>\n  &#034;nick_name&#034;: &#034;\u5c0f\u7f8e&#034;,<br \/>\n  &#034;nature&#034;: &#034;\u6e29\u67d4\u53ef\u7231\u7684\u53f0\u6e7e\u8154\u59d1\u5a18&#034;,<br \/>\n  &#034;current_session&#034;: &#034;2026-01-09_16-05-20&#034;<br \/>\n}<\/p>\n<p>Python json \u6a21\u5757\u6838\u5fc3\u6982\u5ff5<\/p>\n<p>Python \u6807\u51c6\u5e93\u5185\u7f6e\u4e86 json \u6a21\u5757&#xff0c;\u65e0\u9700\u989d\u5916\u5b89\u88c5&#xff0c;\u4e13\u95e8\u7528\u4e8e\u7b80\u5316 JSON \u683c\u5f0f\u6570\u636e\u7684\u5904\u7406\u64cd\u4f5c\u3002<\/p>\n<ul>\n<li>\u5e8f\u5217\u5316\u64cd\u4f5c&#xff1a;\u5c06 Python \u5bf9\u8c61&#xff08;\u5982\u5b57\u5178&#xff09;\u8f6c\u6362\u4e3a JSON \u683c\u5f0f\u5b57\u7b26\u4e32\u5e76\u5199\u5165\u6587\u4ef6&#xff0c;\u4f7f\u7528\u00a0json.dump()\u00a0\u51fd\u6570\u5b9e\u73b0\u3002<\/li>\n<li>\u53cd\u5e8f\u5217\u5316\u64cd\u4f5c&#xff1a;\u4ece JSON \u6587\u4ef6\u4e2d\u8bfb\u53d6\u6570\u636e&#xff0c;\u5c06 JSON \u683c\u5f0f\u5b57\u7b26\u4e32\u8fd8\u539f\u4e3a Python \u5bf9\u8c61&#xff0c;\u4f7f\u7528\u00a0json.load()\u00a0\u51fd\u6570\u5b9e\u73b0\u3002<\/li>\n<\/ul>\n<p>\u5e8f\u5217\u5316\u548c\u53cd\u5e8f\u5217\u5316\u662f json \u6a21\u5757\u6700\u6838\u5fc3\u7684\u4e24\u4e2a\u64cd\u4f5c&#xff0c;\u4e5f\u662f\u540e\u7eed\u9879\u76ee\u5f00\u53d1\u4e2d\u9ad8\u9891\u4f7f\u7528\u7684\u529f\u80fd\u3002<\/p>\n<p>\u5e8f\u5217\u5316\u5199\u5165 JSON \u6587\u4ef6\u7684\u57fa\u7840\u5b9e\u73b0<\/p>\n<p>\u57fa\u7840\u4ee3\u7801\u6d41\u7a0b&#xff1a;\u5bfc\u5165 json \u6a21\u5757&#xff0c;\u6784\u9020 Python \u5b57\u5178\u5bf9\u8c61&#xff0c;\u4f7f\u7528\u00a0with open()\u00a0\u4ee5\u5199\u5165\u6a21\u5f0f\u6253\u5f00\u6587\u4ef6&#xff0c;\u8c03\u7528\u00a0json.dump()\u00a0\u5c06\u5bf9\u8c61\u5199\u5165\u6587\u4ef6\u3002\u6253\u5f00\u6587\u4ef6\u65f6\u5fc5\u987b\u6307\u5b9a\u00a0encoding&#061;&#034;utf-8&#034;&#xff0c;\u907f\u514d\u4e2d\u6587\u5185\u5bb9\u51fa\u73b0\u4e71\u7801\u3002<\/p>\n<p>import json<br \/>\nobj &#061; {<br \/>\n  &#034;name&#034;: &#034;\u6d9b\u54e5&#034;,<br \/>\n  &#034;age&#034;: 18,<br \/>\n  &#034;gender&#034;: &#034;\u7537&#034;,<br \/>\n  &#034;hobbies&#034;: [&#034;reading&#034;, &#034;swimming&#034;]<br \/>\n}<br \/>\nwith open(&#034;resources\/session.json&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n  json.dump(obj, f)<\/p>\n<p>\u5e8f\u5217\u5316\u5173\u952e\u53c2\u6570\u8be6\u89e3<\/p>\n<ul>\n<li>ensure_ascii\u00a0\u53c2\u6570&#xff1a;\u9ed8\u8ba4\u503c\u4e3a\u00a0True&#xff0c;\u4f1a\u5bf9\u6240\u6709\u975e ASCII \u5b57\u7b26&#xff08;\u5982\u4e2d\u6587&#xff09;\u8fdb\u884c\u8f6c\u4e49\u5904\u7406&#xff0c;\u5bfc\u81f4\u6587\u4ef6\u4e2d\u4e2d\u6587\u663e\u793a\u4e3a Unicode \u7f16\u7801&#xff1b;\u5c06\u5176\u8bbe\u7f6e\u4e3a\u00a0False\u00a0\u5373\u53ef\u4fdd\u7559\u4e2d\u6587\u539f\u6837\u8f93\u51fa\u3002<\/li>\n<li>indent\u00a0\u53c2\u6570&#xff1a;\u7528\u4e8e\u6307\u5b9a JSON \u6570\u636e\u7684\u7f29\u8fdb\u7a7a\u683c\u6570&#xff0c;\u8bbe\u7f6e\u4e3a\u00a02\u00a0\u65f6\u4f1a\u8ba9\u6bcf\u4e2a\u952e\u503c\u5bf9\u5355\u72ec\u5360\u4e00\u884c\u5e76\u7f29\u8fdb 2 \u4e2a\u7a7a\u683c&#xff0c;\u5927\u5e45\u63d0\u5347 JSON \u6587\u4ef6\u7684\u53ef\u8bfb\u6027\u3002<\/li>\n<\/ul>\n<p>\u53ea\u8981 JSON \u6570\u636e\u4e2d\u5305\u542b\u4e2d\u6587&#xff0c;\u5c31\u5fc5\u987b\u624b\u52a8\u8bbe\u7f6e\u00a0ensure_ascii&#061;False&#xff0c;\u8fd9\u662f\u6700\u5e38\u89c1\u7684\u6613\u9519\u70b9\u3002<\/p>\n<p>import json<br \/>\nuser &#061; {<br \/>\n  &#034;name&#034;: &#034;\u6d9b\u54e5&#034;,<br \/>\n  &#034;age&#034;: 18,<br \/>\n  &#034;gender&#034;: &#034;\u7537&#034;,<br \/>\n  &#034;hobbies&#034;: [&#034;reading&#034;, &#034;swimming&#034;]<br \/>\n}<br \/>\nwith open(&#034;resources\/user.json&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n  json.dump(user, f, ensure_ascii&#061;False, indent&#061;2)<\/p>\n<p>\u53cd\u5e8f\u5217\u5316\u8bfb\u53d6 JSON \u6587\u4ef6<\/p>\n<p>\u4f7f\u7528\u00a0with open()\u00a0\u4ee5\u53ea\u8bfb\u6a21\u5f0f\u6253\u5f00 JSON \u6587\u4ef6&#xff0c;\u8c03\u7528\u00a0json.load()\u00a0\u76f4\u63a5\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9&#xff0c;\u81ea\u52a8\u5c06 JSON \u5b57\u7b26\u4e32\u8f6c\u6362\u4e3a Python \u5b57\u5178\u5bf9\u8c61\u3002json.load()\u00a0\u8fd4\u56de\u7684\u7ed3\u679c\u662f\u539f\u751f Python \u5b57\u5178&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u952e\u540d\u53d6\u503c&#xff0c;\u4e0d\u9700\u8981\u989d\u5916\u505a\u7c7b\u578b\u8f6c\u6362\u3002<\/p>\n<p>import json<br \/>\nwith open(&#034;resources\/session.json&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n  obj &#061; json.load(f)<br \/>\nprint(obj)<br \/>\nprint(type(obj))<\/p>\n<p>json \u6a21\u5757\u64cd\u4f5c\u5c0f\u7ed3<\/p>\n<ul>\n<li>\u5e8f\u5217\u5316&#xff1a;json.dump(\u5bf9\u8c61, \u6587\u4ef6\u53e5\u67c4, ensure_ascii&#061;False, indent&#061;2)&#xff0c;\u5b8c\u6210 Python \u5bf9\u8c61\u5230 JSON \u6587\u4ef6\u7684\u6301\u4e45\u5316\u5b58\u50a8\u3002<\/li>\n<li>\u53cd\u5e8f\u5217\u5316&#xff1a;json.load(\u6587\u4ef6\u53e5\u67c4)&#xff0c;\u5b8c\u6210 JSON \u6587\u4ef6\u6570\u636e\u5230 Python \u5b57\u5178\u7684\u8fd8\u539f\u8bfb\u53d6\u3002<\/li>\n<\/ul>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>ensure_ascii\u00a0\u53c2\u6570\u914d\u7f6e&#xff1a;\u5f53 JSON \u6570\u636e\u4e2d\u5305\u542b\u4e2d\u6587\u65f6&#xff0c;\u5fc5\u987b\u5c06\u00a0json.dump()\u00a0\u7684\u00a0ensure_ascii\u00a0\u53c2\u6570\u8bbe\u7f6e\u4e3a\u00a0False&#xff0c;\u5426\u5219\u4e2d\u6587\u4f1a\u88ab\u8f6c\u4e49\u4e3a Unicode \u7f16\u7801&#xff0c;\u65e0\u6cd5\u6b63\u5e38\u663e\u793a\u3002<\/li>\n<li>indent\u00a0\u53c2\u6570\u4f5c\u7528&#xff1a;\u8bbe\u7f6e\u00a0indent\u00a0\u53c2\u6570\u53ef\u4ee5\u683c\u5f0f\u5316 JSON \u6587\u4ef6&#xff0c;\u6dfb\u52a0\u6307\u5b9a\u6570\u91cf\u7684\u7f29\u8fdb\u7a7a\u683c&#xff0c;\u63d0\u5347\u6587\u4ef6\u53ef\u8bfb\u6027&#xff0c;\u662f\u65e5\u5e38\u5f00\u53d1\u4e2d\u5e38\u7528\u7684\u4f18\u5316\u914d\u7f6e\u3002<\/li>\n<li>\u53cd\u5e8f\u5217\u5316\u8fd4\u56de\u503c\u7c7b\u578b&#xff1a;json.load()\u00a0\u8bfb\u53d6 JSON \u6587\u4ef6\u540e\u8fd4\u56de\u7684\u662f Python \u539f\u751f\u5b57\u5178\u5bf9\u8c61&#xff0c;\u4e0d\u9700\u8981\u989d\u5916\u505a\u7c7b\u578b\u8f6c\u6362&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u952e\u540d\u53d6\u503c\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>\u5e8f\u5217\u5316&#xff1a;\u5c06 Python \u5bf9\u8c61\u8f6c\u6362\u4e3a JSON \u683c\u5f0f\u5b57\u7b26\u4e32\u5e76\u5199\u5165\u6587\u4ef6\u7684\u6301\u4e45\u5316\u8fc7\u7a0b\u3002<\/li>\n<li>\u53cd\u5e8f\u5217\u5316&#xff1a;\u4ece JSON \u6587\u4ef6\u4e2d\u8bfb\u53d6\u6570\u636e&#xff0c;\u5c06 JSON \u5b57\u7b26\u4e32\u8fd8\u539f\u4e3a Python \u5bf9\u8c61\u7684\u8fc7\u7a0b\u3002<\/li>\n<li>json.dump()&#xff1a;Python \u6807\u51c6\u5e93 json \u6a21\u5757\u63d0\u4f9b\u7684\u5e8f\u5217\u5316\u51fd\u6570&#xff0c;\u63a5\u6536 Python \u5bf9\u8c61\u548c\u6587\u4ef6\u53e5\u67c4\u4f5c\u4e3a\u5fc5\u586b\u53c2\u6570\u3002<\/li>\n<li>json.load()&#xff1a;Python \u6807\u51c6\u5e93 json \u6a21\u5757\u63d0\u4f9b\u7684\u53cd\u5e8f\u5217\u5316\u51fd\u6570&#xff0c;\u63a5\u6536\u5df2\u6253\u5f00\u7684 JSON \u6587\u4ef6\u53e5\u67c4\u4f5c\u4e3a\u53c2\u6570\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>AI \u667a\u80fd\u4f34\u4fa3-\u4f1a\u8bdd\u7ba1\u7406\u5e94\u7528\u573a\u666f&#xff1a;\u652f\u6301\u65b0\u5efa\u4f1a\u8bdd\u3001\u5386\u53f2\u4f1a\u8bdd\u7ba1\u7406&#xff08;\u542b\u5220\u9664\u64cd\u4f5c&#xff09;\u53ca\u4e2a\u6027\u5316\u8bbe\u7f6e&#xff08;\u5982\u540d\u79f0\u201c\u5c0f\u7f8e\u201d\u3001\u6027\u683c\u201c\u6e29\u67d4\u53ef\u7231\u7684\u53f0\u6e7e\u8154\u59d1\u5a18\u201d&#xff09;\u3002\u4f1a\u8bdd\u6570\u636e\u4ee5 JSON \u6587\u4ef6\u5f62\u5f0f\u4fdd\u5b58&#xff0c;\u5305\u542b\u6d88\u606f\u5217\u8868\u00a0messages\u3001\u7528\u6237\u6635\u79f0\u00a0nick_name\u3001\u6027\u683c\u63cf\u8ff0\u00a0nature\u00a0\u53ca\u5f53\u524d\u4f1a\u8bdd\u6807\u8bc6\u00a0current_session\u3002<\/p>\n<p>Python \u8bfb\u5199 JSON \u6587\u4ef6\u5b9e\u6218<\/p>\n<p>\u5199\u5165 JSON \u6587\u4ef6&#xff08;\u5e8f\u5217\u5316&#xff09;&#xff1a;<\/p>\n<p>import json<br \/>\nuser &#061; {<br \/>\n  &#034;name&#034;: &#034;\u5f20\u4e09&#034;,<br \/>\n  &#034;age&#034;: 18,<br \/>\n  &#034;gender&#034;: &#034;\u7537&#034;,<br \/>\n  &#034;hobbies&#034;: [&#034;reading&#034;, &#034;swimming&#034;]<br \/>\n}<br \/>\nwith open(&#034;resources\/session.json&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n  json.dump(user, f, ensure_ascii&#061;False, indent&#061;2)  # ensure_ascii&#061;False\u4fdd\u7559\u4e2d\u6587&#xff0c;indent&#061;2\u683c\u5f0f\u5316\u7f29\u8fdb<\/p>\n<p>\u8bfb\u53d6 JSON \u6587\u4ef6&#xff08;\u53cd\u5e8f\u5217\u5316&#xff09;&#xff1a;<\/p>\n<p>import json<br \/>\nwith open(&#034;resources\/session.json&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n  obj &#061; json.load(f)  # \u89e3\u6790JSON\u6587\u4ef6\u5185\u5bb9\u4e3aPython\u5b57\u5178<br \/>\nprint(obj)  # \u8f93\u51fa&#xff1a;{&#039;name&#039;: &#039;\u5f20\u4e09&#039;, &#039;age&#039;: 18, &#039;gender&#039;: &#039;\u7537&#039;, &#039;hobbies&#039;: [&#039;reading&#039;, &#039;swimming&#039;]}<\/p>\n<p>\u5173\u952e\u65b9\u6cd5\u603b\u7ed3<\/p>\n<table>\n<tr>\u65b9\u6cd5\u4f5c\u7528\u5e94\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>json.dump()<\/td>\n<td>\u5c06 Python \u5bf9\u8c61\u5e8f\u5217\u5316\u5e76\u5199\u5165 JSON \u6587\u4ef6<\/td>\n<td>\u4fdd\u5b58 AI \u4f1a\u8bdd\u6570\u636e\u5230\u672c\u5730\u6587\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>json.load()<\/td>\n<td>\u4ece JSON \u6587\u4ef6\u8bfb\u53d6\u6570\u636e\u5e76\u53cd\u5e8f\u5217\u5316\u4e3a Python \u5bf9\u8c61<\/td>\n<td>\u52a0\u8f7d\u5386\u53f2\u4f1a\u8bdd\u8bb0\u5f55\u5230\u5e94\u7528\u7a0b\u5e8f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4 id=\"\u7b2c-26-\u8282--\u4f1a\u8bdd\u6807\u8bc6\u751f\u6210\u4e0e\u6309\u94ae\u7ec4\u4ef6\">\u7b2c 26 \u8282 \u00b7 \u4f1a\u8bdd\u6807\u8bc6\u751f\u6210\u4e0e\u6309\u94ae\u7ec4\u4ef6<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2-1\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>AI \u667a\u80fd\u4f34\u4fa3\u4f1a\u8bdd\u7ba1\u7406\u6838\u5fc3\u9700\u6c42\u56de\u987e<\/p>\n<p>\u4f1a\u8bdd\u7ba1\u7406\u6838\u5fc3\u6d41\u7a0b&#xff1a;\u70b9\u51fb\u65b0\u5efa\u4f1a\u8bdd\u65f6&#xff0c;\u9996\u5148\u6301\u4e45\u5316\u4fdd\u5b58\u5f53\u524d\u6b63\u5728\u8fdb\u884c\u7684\u4f1a\u8bdd\u6570\u636e&#xff0c;\u518d\u521d\u59cb\u5316\u4e00\u4e2a\u5168\u65b0\u7684\u7a7a\u767d\u4f1a\u8bdd&#xff0c;\u4fdd\u8bc1\u5386\u53f2\u4ea4\u4e92\u4fe1\u606f\u4e0d\u4e22\u5931\u3002<\/p>\n<p>\u4f1a\u8bdd\u6301\u4e45\u5316\u5b58\u50a8\u65b9\u6848&#xff1a;\u91c7\u7528 JSON \u683c\u5f0f\u5b58\u50a8\u4f1a\u8bdd\u6570\u636e&#xff0c;\u4f18\u52bf\u4e3a\u8bed\u6cd5\u7b80\u6d01\u3001\u7ed3\u6784\u6e05\u6670&#xff0c;\u4fbf\u4e8e\u540e\u7eed\u7a0b\u5e8f\u8bfb\u5199\u64cd\u4f5c\u3002\u9700\u8981\u6301\u4e45\u5316\u7684\u6838\u5fc3\u6570\u636e\u5305\u542b&#xff1a;\u4e0e AI \u5927\u6a21\u578b\u7684\u4ea4\u4e92\u6d88\u606f\u5217\u8868\u3001AI \u667a\u80fd\u4f34\u4fa3\u7684\u81ea\u5b9a\u4e49\u6635\u79f0\u3001AI \u667a\u80fd\u4f34\u4fa3\u7684\u6027\u683c\u8bbe\u5b9a\u3001\u552f\u4e00\u4f1a\u8bdd\u6807\u8bc6\u3002\u4f1a\u8bdd\u6807\u8bc6\u5fc5\u987b\u4fdd\u8bc1\u5168\u5c40\u552f\u4e00&#xff0c;\u8bfe\u7a0b\u4e2d\u91c7\u7528\u4f1a\u8bdd\u521b\u5efa\u7684\u65f6\u95f4\u4f5c\u4e3a\u6807\u8bc6&#xff0c;\u907f\u514d\u51fa\u73b0\u4f1a\u8bdd\u6587\u4ef6\u91cd\u540d\u8986\u76d6\u7684\u95ee\u9898\u3002<\/p>\n<p>Streamlit Session State \u4f1a\u8bdd\u72b6\u6001\u5171\u4eab\u673a\u5236<\/p>\n<p>\u6838\u5fc3\u4f5c\u7528&#xff1a;Streamlit \u9875\u9762\u6bcf\u6b21\u4ea4\u4e92\u540e\u4f1a\u81ea\u52a8\u91cd\u65b0\u8fd0\u884c\u5168\u91cf\u4ee3\u7801&#xff0c;\u5b58\u50a8\u5728\u00a0session_state\u00a0\u4e2d\u7684\u6570\u636e\u53ef\u4ee5\u5728\u591a\u6b21\u9875\u9762\u91cd\u8fd0\u884c\u4e4b\u95f4\u5b9e\u73b0\u8de8\u8f6e\u6b21\u5171\u4eab&#xff0c;\u4e0d\u4f1a\u88ab\u91cd\u7f6e\u6e05\u7a7a\u3002<\/p>\n<p>\u4f1a\u8bdd\u6807\u8bc6\u521d\u59cb\u5316\u903b\u8f91&#xff1a;\u9875\u9762\u52a0\u8f7d\u65f6\u5148\u5224\u65ad\u00a0session_state\u00a0\u4e2d\u662f\u5426\u5df2\u5b58\u5728\u5f53\u524d\u4f1a\u8bdd\u6807\u8bc6&#xff0c;\u82e5\u4e0d\u5b58\u5728\u5219\u81ea\u52a8\u751f\u6210\u65b0\u7684\u552f\u4e00\u4f1a\u8bdd\u6807\u8bc6\u5e76\u5b58\u5165\u00a0session_state\u00a0\u4e2d\u3002<\/p>\n<p>Python datetime \u6a21\u5757\u65f6\u95f4\u83b7\u53d6\u4e0e\u683c\u5f0f\u5316<\/p>\n<p>\u6a21\u5757\u5bfc\u5165\u4e24\u79cd\u5199\u6cd5&#xff1a;\u7b2c\u4e00\u79cd\u662f\u76f4\u63a5\u5bfc\u5165\u5b8c\u6574 datetime \u6a21\u5757&#xff0c;\u7b2c\u4e8c\u79cd\u662f\u4ece datetime \u6a21\u5757\u4e2d\u5355\u72ec\u5bfc\u5165 datetime \u7c7b&#xff0c;\u7b80\u5316\u540e\u7eed\u4ee3\u7801\u4e66\u5199\u3002<\/p>\n<p>\u65f6\u95f4\u683c\u5f0f\u5316\u89c4\u5219&#xff1a;\u901a\u8fc7\u00a0strftime()\u00a0\u65b9\u6cd5\u5c06 datetime \u5bf9\u8c61\u8f6c\u6362\u4e3a\u81ea\u5b9a\u4e49\u683c\u5f0f\u7684\u5b57\u7b26\u4e32&#xff0c;\u4e0d\u540c\u5360\u4f4d\u7b26\u5bf9\u5e94\u4e0d\u540c\u65f6\u95f4\u7ef4\u5ea6\u3002\u5fc5\u987b\u7262\u8bb0\u5e38\u7528\u683c\u5f0f\u5316\u5360\u4f4d\u7b26\u542b\u4e49&#xff0c;\u907f\u514d\u65f6\u95f4\u683c\u5f0f\u914d\u7f6e\u9519\u8bef\u5bfc\u81f4\u4f1a\u8bdd\u6807\u8bc6\u91cd\u590d\u3002<\/p>\n<p>from datetime import datetime<br \/>\nprint(datetime.now().strftime(&#034;%Y-%m-%d %H:%M:%S&#034;))<\/p>\n<p>\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801\u540e\u63a7\u5236\u53f0\u5c06\u8f93\u51fa\u5f62\u5982\u00a02026-01-11 17:29:34\u00a0\u7684\u6807\u51c6\u683c\u5f0f\u5316\u65f6\u95f4\u5b57\u7b26\u4e32&#xff0c;\u81ea\u52a8\u7701\u7565\u9ed8\u8ba4 datetime \u5bf9\u8c61\u81ea\u5e26\u7684\u6beb\u79d2\u90e8\u5206\u3002<\/p>\n<p>Streamlit st.button \u6309\u94ae\u7ec4\u4ef6\u5f00\u53d1<\/p>\n<ul>\n<li>\u57fa\u7840\u8c03\u7528\u89c4\u5219&#xff1a;st.button()\u00a0\u552f\u4e00\u5fc5\u586b\u53c2\u6570\u4e3a\u6309\u94ae\u663e\u793a\u7684\u6587\u672c\u5185\u5bb9&#xff0c;\u652f\u6301\u914d\u7f6e\u56fe\u6807\u3001\u5bbd\u5ea6\u7b49\u53ef\u9009\u53c2\u6570\u3002<\/li>\n<li>\u8fd4\u56de\u503c\u7279\u6027&#xff1a;st.button()\u00a0\u8fd4\u56de\u5e03\u5c14\u503c&#xff0c;\u6309\u94ae\u88ab\u70b9\u51fb\u65f6\u8fd4\u56de\u00a0True&#xff0c;\u672a\u88ab\u70b9\u51fb\u65f6\u8fd4\u56de\u00a0False&#xff0c;\u53ef\u901a\u8fc7\u00a0if\u00a0\u6761\u4ef6\u5206\u652f\u7ed1\u5b9a\u70b9\u51fb\u540e\u7684\u6267\u884c\u903b\u8f91\u3002<\/li>\n<li>\u6309\u94ae\u6837\u5f0f\u4f18\u5316&#xff1a;\u901a\u8fc7\u8bbe\u7f6e\u00a0use_container_width&#061;True\u00a0\u53c2\u6570&#xff0c;\u8ba9\u6309\u94ae\u5bbd\u5ea6\u81ea\u52a8\u94fa\u6ee1\u7236\u5bb9\u5668&#xff08;\u4fa7\u8fb9\u680f&#xff09;&#xff0c;\u5b9e\u73b0\u66f4\u7f8e\u89c2\u7684\u9875\u9762\u5e03\u5c40\u6548\u679c\u3002<\/li>\n<\/ul>\n<p>\u6309\u94ae\u70b9\u51fb\u89e6\u53d1\u7684\u903b\u8f91\u4ec5\u5728\u672c\u6b21\u9875\u9762\u91cd\u8fd0\u884c\u4e2d\u751f\u6548&#xff0c;\u540e\u7eed\u9875\u9762\u5237\u65b0\u540e\u8fd4\u56de\u503c\u4f1a\u81ea\u52a8\u91cd\u7f6e\u4e3a\u00a0False&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u4f9d\u8d56\u6309\u94ae\u8fd4\u56de\u503c\u505a\u8de8\u8f6e\u6b21\u72b6\u6001\u6301\u4e45\u5316\u3002<\/p>\n<p>\u4f1a\u8bdd\u6570\u636e\u6301\u4e45\u5316\u5b58\u50a8\u5b9e\u73b0<\/p>\n<p>\u4f1a\u8bdd\u6570\u636e\u5c01\u88c5&#xff1a;\u5c06\u00a0session_state\u00a0\u4e2d\u5b58\u50a8\u7684\u4ea4\u4e92\u6d88\u606f\u3001\u6635\u79f0\u3001\u6027\u683c\u3001\u4f1a\u8bdd\u6807\u8bc6\u5168\u90e8\u63d0\u53d6\u51fa\u6765&#xff0c;\u5c01\u88c5\u4e3a Python \u5b57\u5178\u5bf9\u8c61&#xff0c;\u4f5c\u4e3a\u5f85\u6301\u4e45\u5316\u7684\u4f1a\u8bdd\u6570\u636e\u8f7d\u4f53\u3002<\/p>\n<p>\u4f1a\u8bdd\u5b58\u50a8\u76ee\u5f55\u521b\u5efa&#xff1a;\u4f7f\u7528 os \u6a21\u5757\u7684\u00a0path.exists()\u00a0\u5224\u65ad\u5b58\u50a8\u4f1a\u8bdd\u6587\u4ef6\u7684\u00a0session\u00a0\u76ee\u5f55\u662f\u5426\u5b58\u5728&#xff0c;\u82e5\u4e0d\u5b58\u5728\u5219\u81ea\u52a8\u521b\u5efa\u8be5\u76ee\u5f55&#xff0c;\u907f\u514d\u540e\u7eed\u5199\u5165\u6587\u4ef6\u65f6\u51fa\u73b0\u8def\u5f84\u4e0d\u5b58\u5728\u7684\u62a5\u9519\u3002\u5fc5\u987b\u63d0\u524d\u505a\u76ee\u5f55\u5b58\u5728\u6027\u5224\u65ad&#xff0c;\u5426\u5219\u7a0b\u5e8f\u8fd0\u884c\u65f6\u4f1a\u629b\u51fa\u00a0FileNotFoundError\u00a0\u5f02\u5e38\u3002<\/p>\n<p>JSON \u6587\u4ef6\u5199\u5165\u64cd\u4f5c&#xff1a;\u4f7f\u7528 Python \u5185\u7f6e json \u6a21\u5757\u7684\u00a0dump()\u00a0\u65b9\u6cd5&#xff0c;\u5c06\u5c01\u88c5\u597d\u7684\u4f1a\u8bdd\u5b57\u5178\u5199\u5165\u4ee5\u4f1a\u8bdd\u6807\u8bc6\u547d\u540d\u7684\u00a0.json\u00a0\u6587\u4ef6\u4e2d&#xff0c;\u6307\u5b9a utf-8 \u5b57\u7b26\u96c6\u907f\u514d\u4e2d\u6587\u4e71\u7801&#xff0c;\u540c\u65f6\u914d\u7f6e\u00a0indent\u00a0\u53c2\u6570\u5b9e\u73b0 JSON \u6587\u4ef6\u683c\u5f0f\u5316\u7f29\u8fdb&#xff0c;\u63d0\u5347\u6587\u4ef6\u53ef\u8bfb\u6027\u3002<\/p>\n<p>\u901a\u7528\u4fdd\u5b58\u4f1a\u8bdd\u51fd\u6570\u5c01\u88c5<\/p>\n<p>\u5c06\u4fdd\u5b58\u4f1a\u8bdd\u7684\u5b8c\u6574\u903b\u8f91\u62bd\u53d6\u4e3a\u72ec\u7acb\u7684\u00a0save_session()\u00a0\u51fd\u6570&#xff0c;\u5b9e\u73b0\u4ee3\u7801\u590d\u7528&#xff0c;\u540e\u7eed\u9879\u76ee\u4e2d\u4efb\u610f\u4f4d\u7f6e\u9700\u8981\u4fdd\u5b58\u4f1a\u8bdd\u6570\u636e\u65f6&#xff0c;\u76f4\u63a5\u8c03\u7528\u8be5\u51fd\u6570\u5373\u53ef&#xff0c;\u907f\u514d\u91cd\u590d\u7f16\u5199\u5197\u4f59\u4ee3\u7801&#xff0c;\u540c\u65f6\u4fdd\u8bc1\u4fa7\u8fb9\u680f\u9875\u9762\u4ee3\u7801\u7ed3\u6784\u6e05\u6670&#xff0c;\u4e0d\u4f1a\u88ab\u5b58\u50a8\u903b\u8f91\u6253\u65ad\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8-1\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>Streamlit\u00a0session_state\u00a0\u7279\u6027&#xff1a;\u8de8\u9875\u9762\u91cd\u8fd0\u884c\u6570\u636e\u5171\u4eab&#xff0c;\u662f\u5b9e\u73b0\u591a\u8f6e\u540c\u4e00\u4f1a\u8bdd\u7684\u6838\u5fc3\u57fa\u7840\u3002<\/li>\n<li>strftime\u00a0\u683c\u5f0f\u5316\u5360\u4f4d\u7b26&#xff1a;\u5fc5\u987b\u7262\u8bb0\u00a0%Y\u3001%m\u3001%d\u3001%H\u3001%M\u3001%S\u00a0\u7684\u5bf9\u5e94\u542b\u4e49&#xff0c;\u662f Python \u65f6\u95f4\u5904\u7406\u7684\u57fa\u7840\u8003\u70b9\u3002<\/li>\n<li>st.button\u00a0\u8fd4\u56de\u503c\u7279\u6027&#xff1a;\u6309\u94ae\u70b9\u51fb\u4ec5\u5728\u672c\u6b21\u91cd\u8fd0\u884c\u8fd4\u56de\u00a0True&#xff0c;\u5237\u65b0\u540e\u81ea\u52a8\u91cd\u7f6e&#xff0c;\u662f Streamlit \u4ea4\u4e92\u5f00\u53d1\u7684\u5e38\u89c1\u6613\u9519\u70b9\u3002<\/li>\n<li>\u76ee\u5f55\u5b58\u5728\u6027\u5224\u65ad&#xff1a;\u5199\u5165\u6587\u4ef6\u524d\u5fc5\u987b\u5148\u5224\u65ad\u5b58\u50a8\u76ee\u5f55\u662f\u5426\u5b58\u5728&#xff0c;\u5426\u5219\u4f1a\u629b\u51fa\u00a0FileNotFoundError\u00a0\u5f02\u5e38&#xff0c;\u662f\u6587\u4ef6\u64cd\u4f5c\u7684\u9ad8\u9891\u5751\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>\u4f1a\u8bdd\u6807\u8bc6&#xff1a;\u4f7f\u7528\u683c\u5f0f\u5316\u540e\u7684\u5f53\u524d\u65f6\u95f4\u4f5c\u4e3a\u552f\u4e00\u6807\u8bc6&#xff0c;\u4fdd\u8bc1\u6bcf\u4e2a\u4f1a\u8bdd\u5bf9\u5e94\u552f\u4e00\u7684\u5b58\u50a8\u6587\u4ef6&#xff0c;\u907f\u514d\u6587\u4ef6\u91cd\u540d\u8986\u76d6\u3002<\/li>\n<li>JSON \u6301\u4e45\u5316&#xff1a;\u5c06\u4f1a\u8bdd\u5b57\u5178\u901a\u8fc7\u00a0json.dump()\u00a0\u5199\u5165\u6587\u4ef6&#xff0c;\u517c\u987e\u53ef\u8bfb\u6027\u4e0e\u7a0b\u5e8f\u89e3\u6790\u4fbf\u6377\u6027&#xff0c;\u662f\u672c\u9879\u76ee\u7684\u6838\u5fc3\u5b58\u50a8\u65b9\u6848\u3002<\/li>\n<li>\u901a\u7528\u00a0save_session\u00a0\u51fd\u6570&#xff1a;\u5c01\u88c5\u5b8c\u6574\u7684\u4f1a\u8bdd\u4fdd\u5b58\u903b\u8f91&#xff0c;\u5b9e\u73b0\u4ee3\u7801\u590d\u7528&#xff0c;\u964d\u4f4e\u9879\u76ee\u5197\u4f59\u5ea6&#xff0c;\u63d0\u5347\u4ee3\u7801\u53ef\u7ef4\u62a4\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u65f6\u95f4\u683c\u5f0f\u5316\u6838\u5fc3\u4ee3\u7801&#xff1a;<\/p>\n<p>from datetime import datetime<br \/>\ndatetime.now().strftime(&#034;%Y-%m-%d_%H-%M-%S&#034;)<\/p>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3-1\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>Python \u65e5\u671f\u65f6\u95f4\u5904\u7406\u57fa\u7840&#xff1a;\u901a\u8fc7 datetime \u6a21\u5757\u83b7\u53d6\u5e76\u683c\u5f0f\u5316\u5f53\u524d\u65f6\u95f4\u3002\u4f7f\u7528\u00a0from datetime import datetime\u00a0\u8bed\u53e5\u5bfc\u5165 datetime \u7c7b\u3002<\/p>\n<p># \u83b7\u53d6\u5f53\u524d\u65f6\u95f4\u5e76\u683c\u5f0f\u5316\u8f93\u51fa<br \/>\nprint(datetime.now().strftime(&#034;%Y-%m-%d %H:%M:%S&#034;))<\/p>\n<p>datetime.now()&#xff1a;\u8fd4\u56de\u5f53\u524d\u672c\u5730\u65f6\u95f4\u7684 datetime \u5bf9\u8c61\u3002strftime(format)&#xff1a;\u5c06 datetime \u5bf9\u8c61\u6309\u6307\u5b9a\u683c\u5f0f\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32&#xff0c;\u5e38\u7528\u683c\u5f0f\u7b26&#xff1a;%Y\u00a04 \u4f4d\u5e74\u4efd\u3001%m\u00a02 \u4f4d\u6708\u4efd\u3001%d\u00a02 \u4f4d\u65e5\u671f\u3001%H\u00a024 \u5c0f\u65f6\u5236\u5c0f\u65f6\u3001%M\u00a0\u5206\u949f\u3001%S\u00a0\u79d2\u3002\u6267\u884c\u4ee3\u7801\u540e\u63a7\u5236\u53f0\u8f93\u51fa&#xff1a;2026-01-11 17:29:34&#xff08;\u683c\u5f0f\u4e3a\u5e74-\u6708-\u65e5 \u65f6:\u5206:\u79d2&#xff09;\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-27-\u8282--\u65b0\u5efa\u4f1a\u8bdd\u529f\u80fd\u5b9e\u73b0\">\u7b2c 27 \u8282 \u00b7 \u65b0\u5efa\u4f1a\u8bdd\u529f\u80fd\u5b9e\u73b0<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2-2\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>\u65b0\u5efa\u4f1a\u8bdd\u529f\u80fd\u7684\u6838\u5fc3\u8bbe\u8ba1\u601d\u8def<\/p>\n<p>\u4f1a\u8bdd\u6570\u636e\u5b58\u50a8\u57fa\u7840&#xff1a;\u5f53\u524d\u6240\u6709\u7ed8\u753b\u4ea4\u4e92\u6570\u636e\u3001\u4f34\u4fa3\u6635\u79f0\u6027\u683c\u3001\u4f1a\u8bdd\u540d\u79f0\u5747\u5b58\u50a8\u5728\u00a0session_state\u00a0\u4e2d&#xff0c;\u65b0\u5efa\u4f1a\u8bdd\u65f6\u9700\u8981\u9488\u5bf9\u6027\u91cd\u7f6e\u76f8\u5173\u6570\u636e\u3002<\/p>\n<p>\u65b0\u5efa\u4f1a\u8bdd\u7684\u6838\u5fc3\u4e24\u6b65\u903b\u8f91&#xff1a;\u7b2c\u4e00\u6b65\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd\u6570\u636e&#xff0c;\u7b2c\u4e8c\u6b65\u521b\u5efa\u5168\u65b0\u4f1a\u8bdd&#xff0c;\u4e8c\u8005\u7f3a\u4e00\u4e0d\u53ef\u3002<\/p>\n<p>\u65b0\u5efa\u4f1a\u8bdd\u7684\u5b57\u6bb5\u91cd\u7f6e\u89c4\u5219&#xff1a;<\/p>\n<ul>\n<li>\u5fc5\u987b\u5c06\u00a0session_state\u00a0\u4e2d\u7684\u00a0message\u00a0\u6d88\u606f\u5217\u8868\u91cd\u7f6e\u4e3a\u7a7a\u5217\u8868&#xff0c;\u907f\u514d\u65b0\u4f1a\u8bdd\u7ee7\u627f\u4e0a\u4e00\u6b21\u7684\u4ea4\u4e92\u8bb0\u5f55\u3002<\/li>\n<li>\u4f34\u4fa3\u6635\u79f0\u548c\u6027\u683c\u5b57\u6bb5\u65e0\u9700\u5f3a\u5236\u91cd\u7f6e&#xff0c;\u53ef\u6cbf\u7528\u4e4b\u524d\u7684\u914d\u7f6e\u3002<\/li>\n<li>\u5fc5\u987b\u751f\u6210\u5168\u65b0\u7684\u4f1a\u8bdd\u6807\u8bc6&#xff0c;\u57fa\u4e8e\u70b9\u51fb\u65b0\u5efa\u6309\u94ae\u7684\u5f53\u524d\u7cfb\u7edf\u65f6\u95f4\u6784\u5efa\u4f1a\u8bdd\u540d\u79f0\u3002<\/li>\n<\/ul>\n<p>\u4ee3\u7801\u91cd\u6784\u4f18\u5316&#xff1a;\u62bd\u53d6\u516c\u5171\u51fd\u6570<\/p>\n<p>\u5c06\u91cd\u590d\u7684\u65f6\u95f4\u683c\u5f0f\u5316\u751f\u6210\u4f1a\u8bdd\u540d\u7684\u4ee3\u7801\u62bd\u53d6\u4e3a\u72ec\u7acb\u51fd\u6570\u00a0generate_session&#xff0c;\u4e24\u5904\u8c03\u7528\u70b9\u76f4\u63a5\u590d\u7528\u8be5\u51fd\u6570&#xff0c;\u6d88\u9664\u4ee3\u7801\u5197\u4f59\u3002\u8be5\u51fd\u6570\u8bbe\u7f6e\u8fd4\u56de\u503c&#xff0c;\u5c06\u683c\u5f0f\u5316\u540e\u7684\u65f6\u95f4\u5b57\u7b26\u4e32\u76f4\u63a5\u8fd4\u56de&#xff0c;\u4f9b\u4e24\u5904\u9700\u8981\u751f\u6210\u4f1a\u8bdd\u6807\u8bc6\u7684\u4ee3\u7801\u4f4d\u7f6e\u76f4\u63a5\u8c03\u7528\u3002<\/p>\n<p>\u4f1a\u8bdd\u6570\u636e\u6301\u4e45\u5316\u5b9e\u73b0<\/p>\n<p>\u81ea\u52a8\u521b\u5efa\u4f1a\u8bdd\u76ee\u5f55&#xff1a;\u4ee3\u7801\u4e2d\u52a0\u5165\u76ee\u5f55\u5224\u65ad\u903b\u8f91&#xff0c;\u5f53\u00a0sessions\u00a0\u76ee\u5f55\u4e0d\u5b58\u5728\u65f6\u4f1a\u81ea\u52a8\u521b\u5efa&#xff0c;\u65e0\u9700\u5f00\u53d1\u8005\u624b\u52a8\u63d0\u524d\u5efa\u7acb\u76ee\u5f55\u3002<\/p>\n<p>\u65b0\u5efa\u4f1a\u8bdd\u7684\u6301\u4e45\u5316\u903b\u8f91&#xff1a;\u5b8c\u6210\u65b0\u4f1a\u8bdd\u7684\u5b57\u6bb5\u91cd\u7f6e\u540e&#xff0c;\u8c03\u7528\u4fdd\u5b58\u4f1a\u8bdd\u7684\u65b9\u6cd5&#xff0c;\u5c06\u7a7a\u6d88\u606f\u5217\u8868\u7684\u65b0\u4f1a\u8bdd\u5bf9\u8c61\u5199\u5165\u72ec\u7acb\u7684\u6301\u4e45\u5316\u6587\u4ef6\u4e2d\u3002\u70b9\u51fb\u4e00\u6b21\u65b0\u5efa\u4f1a\u8bdd\u6309\u94ae&#xff0c;\u6700\u7ec8\u4f1a\u5728\u00a0sessions\u00a0\u76ee\u5f55\u4e0b\u751f\u6210\u4e24\u4efd\u6301\u4e45\u5316\u6587\u4ef6&#xff1a;\u4e00\u4efd\u662f\u4e4b\u524d\u4ea4\u4e92\u5b8c\u6210\u7684\u65e7\u4f1a\u8bdd\u6587\u4ef6&#xff0c;\u4e00\u4efd\u662f\u521a\u521b\u5efa\u7684\u7a7a\u65b0\u4f1a\u8bdd\u6587\u4ef6\u3002<\/p>\n<p>\u9875\u9762\u6e32\u67d3\u5f02\u5e38\u95ee\u9898\u6392\u67e5\u4e0e\u89e3\u51b3<\/p>\n<p>\u9875\u9762\u6267\u884c\u987a\u5e8f\u7684\u6838\u5fc3\u7279\u6027&#xff1a;Streamlit \u6846\u67b6\u4e2d\u70b9\u51fb\u6309\u94ae\u540e&#xff0c;\u4f1a\u5148\u5b8c\u6574\u91cd\u65b0\u6e32\u67d3\u6574\u4e2a\u9875\u9762\u811a\u672c&#xff0c;\u6267\u884c\u5b8c\u6240\u6709\u9875\u9762\u6e32\u67d3\u903b\u8f91\u540e&#xff0c;\u624d\u4f1a\u6267\u884c\u6309\u94ae\u7ed1\u5b9a\u7684\u81ea\u5b9a\u4e49\u5904\u7406\u903b\u8f91\u3002\u8fd9\u662f\u6700\u5bb9\u6613\u8e29\u5751\u7684\u6267\u884c\u987a\u5e8f&#xff0c;\u76f4\u63a5\u5bfc\u81f4\u6d88\u606f\u5217\u8868\u6e05\u7a7a\u540e\u9875\u9762\u65e0\u6cd5\u540c\u6b65\u5237\u65b0\u3002<\/p>\n<p>\u624b\u52a8\u89e6\u53d1\u9875\u9762\u91cd\u8fd0\u884c\u65b9\u6848&#xff1a;\u8c03\u7528 Streamlit \u63d0\u4f9b\u7684\u00a0st.rerun()\u00a0\u65b9\u6cd5&#xff0c;\u624b\u52a8\u8ba9\u9875\u9762\u91cd\u65b0\u6267\u884c\u4e00\u6b21&#xff0c;\u6b64\u65f6\u5df2\u7ecf\u88ab\u7f6e\u7a7a\u7684\u6d88\u606f\u5217\u8868\u5c31\u4f1a\u88ab\u6b63\u786e\u6e32\u67d3\u5230\u9875\u9762\u4e0a&#xff0c;\u5c55\u793a\u5168\u65b0\u7684\u7a7a\u767d\u4f1a\u8bdd\u754c\u9762\u3002<\/p>\n<p>\u7a7a\u4f1a\u8bdd\u9632\u91cd\u590d\u521b\u5efa\u4f18\u5316<\/p>\n<p>\u5f02\u5e38\u73b0\u8c61\u8bc6\u522b&#xff1a;\u672a\u4f18\u5316\u524d\u8fde\u7eed\u591a\u6b21\u70b9\u51fb\u65b0\u5efa\u4f1a\u8bdd\u6309\u94ae&#xff0c;\u4f1a\u751f\u6210\u5927\u91cf\u65e0\u4efb\u4f55\u4ea4\u4e92\u6570\u636e\u7684\u7a7a\u4f1a\u8bdd\u6587\u4ef6&#xff0c;\u8fd9\u4e0d\u7b26\u5408\u4e3b\u6d41 AI \u5bf9\u8bdd\u4ea7\u54c1\u7684\u4ea4\u4e92\u903b\u8f91\u3002<\/p>\n<p>\u7a7a\u4f1a\u8bdd\u62e6\u622a\u5224\u65ad\u903b\u8f91&#xff1a;\u5728\u65b0\u5efa\u4f1a\u8bdd\u7684\u6838\u5fc3\u903b\u8f91\u5916\u5c42\u589e\u52a0\u6761\u4ef6\u5224\u65ad&#xff0c;\u4ec5\u5f53\u5f53\u524d\u4f1a\u8bdd\u7684\u00a0message\u00a0\u6d88\u606f\u5217\u8868\u975e\u7a7a\u65f6&#xff0c;\u624d\u6267\u884c\u4fdd\u5b58\u65e7\u4f1a\u8bdd\u3001\u521b\u5efa\u65b0\u4f1a\u8bdd\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n<p>Python \u4e2d\u7a7a\u5217\u8868\u4f1a\u81ea\u52a8\u8f6c\u6362\u4e3a\u5e03\u5c14\u503c\u00a0False&#xff0c;\u975e\u7a7a\u5217\u8868\u8f6c\u6362\u4e3a\u00a0True&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u4f5c\u4e3a\u5224\u65ad\u6761\u4ef6&#xff0c;\u7b80\u5316\u4ee3\u7801\u5199\u6cd5\u3002\u4f8b\u5982\u76f4\u63a5\u7f16\u5199\u00a0if st.session_state.messages:\u00a0\u5373\u53ef\u4f5c\u4e3a\u5224\u65ad\u6761\u4ef6\u3002<\/p>\n<p>\u529f\u80fd\u6700\u7ec8\u9a8c\u8bc1\u4e0e\u540e\u7eed\u89c4\u5212<\/p>\n<p>\u4f18\u5316\u540e&#xff0c;\u5728\u7a7a\u767d\u4f1a\u8bdd\u72b6\u6001\u4e0b\u91cd\u590d\u70b9\u51fb\u65b0\u5efa\u6309\u94ae&#xff0c;\u4e0d\u4f1a\u751f\u6210\u591a\u4f59\u7684\u7a7a\u4f1a\u8bdd\u6587\u4ef6&#xff0c;\u4ec5\u5f53\u5b58\u5728\u6709\u6548\u4ea4\u4e92\u8bb0\u5f55\u65f6\u624d\u4f1a\u521b\u5efa\u65b0\u4f1a\u8bdd&#xff0c;\u5b8c\u5168\u7b26\u5408\u9884\u671f\u4ea4\u4e92\u6548\u679c\u3002\u4e0b\u4e00\u5c0f\u8282\u5c06\u5b9e\u73b0\u5386\u53f2\u4f1a\u8bdd\u4fe1\u606f\u7684\u5217\u8868\u5c55\u793a\u529f\u80fd\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8-2\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>\u65b0\u5efa\u4f1a\u8bdd\u4e24\u6b65\u6838\u5fc3\u903b\u8f91&#xff1a;\u70b9\u51fb\u4e00\u6b21\u65b0\u5efa\u6309\u94ae&#xff0c;\u5fc5\u987b\u5148\u4fdd\u5b58\u5f53\u524d\u65e7\u4f1a\u8bdd&#xff0c;\u518d\u521b\u5efa\u65b0\u4f1a\u8bdd&#xff0c;\u6700\u7ec8\u751f\u6210\u4e24\u4efd\u6301\u4e45\u5316\u6587\u4ef6\u3002<\/li>\n<li>Streamlit \u6309\u94ae\u6267\u884c\u987a\u5e8f&#xff1a;\u70b9\u51fb\u6309\u94ae\u540e\u5148\u5b8c\u6574\u6e32\u67d3\u6574\u4e2a\u9875\u9762&#xff0c;\u518d\u6267\u884c\u6309\u94ae\u7ed1\u5b9a\u7684\u81ea\u5b9a\u4e49\u903b\u8f91&#xff0c;\u8fd9\u662f\u9875\u9762\u4e0d\u5237\u65b0\u95ee\u9898\u7684\u6838\u5fc3\u6839\u6e90\u3002<\/li>\n<li>\u7a7a\u5217\u8868\u5e03\u5c14\u7279\u6027&#xff1a;Python \u4e2d\u7a7a\u5217\u8868\u81ea\u52a8\u8f6c\u6362\u4e3a\u00a0False&#xff0c;\u975e\u7a7a\u5217\u8868\u8f6c\u6362\u4e3a\u00a0True&#xff0c;\u53ef\u4ee5\u76f4\u63a5\u4f5c\u4e3a\u5224\u65ad\u6761\u4ef6\u7b80\u5316\u4ee3\u7801\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>\u4f1a\u8bdd\u6301\u4e45\u5316&#xff1a;\u5c06\u4f1a\u8bdd\u7684\u6240\u6709\u4ea4\u4e92\u6570\u636e\u4ee5\u6587\u4ef6\u5f62\u5f0f\u4fdd\u5b58\u5728\u672c\u5730\u00a0sessions\u00a0\u76ee\u5f55\u4e0b&#xff0c;\u5b9e\u73b0\u8de8\u9875\u9762\u91cd\u542f\u7684\u6570\u636e\u7559\u5b58\u3002<\/li>\n<li>Streamlit \u91cd\u8fd0\u884c\u673a\u5236&#xff1a;\u8c03\u7528\u00a0st.rerun()\u00a0\u65b9\u6cd5\u53ef\u4ee5\u624b\u52a8\u89e6\u53d1\u9875\u9762\u91cd\u65b0\u6267\u884c&#xff0c;\u5c06\u6700\u65b0\u7684\u72b6\u6001\u6570\u636e\u540c\u6b65\u6e32\u67d3\u5230\u9875\u9762\u4e0a\u3002<\/li>\n<li>\u7a7a\u4f1a\u8bdd\u62e6\u622a&#xff1a;\u901a\u8fc7\u5224\u65ad\u6d88\u606f\u5217\u8868\u662f\u5426\u4e3a\u7a7a&#xff0c;\u907f\u514d\u5728\u7a7a\u767d\u4f1a\u8bdd\u72b6\u6001\u4e0b\u91cd\u590d\u751f\u6210\u65e0\u610f\u4e49\u7684\u7a7a\u4f1a\u8bdd\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3-2\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>\u65b0\u5efa\u4f1a\u8bdd\u529f\u80fd\u6838\u5fc3&#xff1a;\u4f1a\u8bdd\u5b57\u6bb5\u91cd\u7f6e\u89c4\u5219&#xff08;\u6d88\u606f\u5217\u8868\u7f6e\u7a7a\u3001\u6635\u79f0\u6027\u683c\u53ef\u9009\u4fdd\u7559\u3001\u751f\u6210\u5168\u65b0\u4f1a\u8bdd\u6807\u8bc6&#xff09;\u3001\u9875\u9762\u91cd\u8fd0\u884c\u65b9\u6cd5&#xff08;st.rerun()&#xff09;\u3001\u7a7a\u4f1a\u8bdd\u62e6\u622a\u5224\u65ad\u903b\u8f91&#xff08;\u5229\u7528\u7a7a\u5217\u8868\u5e03\u5c14\u7279\u6027&#xff09;\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-28-\u8282--\u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u5c55\u793a\">\u7b2c 28 \u8282 \u00b7 \u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u5c55\u793a<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2-3\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>\u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u529f\u80fd\u6574\u4f53\u9700\u6c42\u68b3\u7406<\/p>\n<p>\u4e09\u5927\u6838\u5fc3\u529f\u80fd\u5b9a\u4e49&#xff1a;\u5386\u53f2\u4f1a\u8bdd\u6a21\u5757\u5171\u5305\u542b 3 \u9879\u529f\u80fd&#xff0c;\u5206\u522b\u662f\u5c55\u793a\u5168\u90e8\u5386\u53f2\u4f1a\u8bdd\u6761\u76ee\u3001\u70b9\u51fb\u6307\u5b9a\u6761\u76ee\u52a0\u8f7d\u5bf9\u5e94\u4f1a\u8bdd\u5185\u5bb9\u3001\u70b9\u51fb\u5220\u9664\u6309\u94ae\u79fb\u9664\u6307\u5b9a\u5386\u53f2\u4f1a\u8bdd\u3002<\/p>\n<p>\u6761\u76ee\u6570\u91cf\u89c4\u5219&#xff1a;\u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u7684\u6761\u76ee\u6570\u91cf\u5b8c\u5168\u7531\u00a0sessions\u00a0\u76ee\u5f55\u4e0b\u7684 JSON \u4f1a\u8bdd\u6587\u4ef6\u6570\u91cf\u51b3\u5b9a&#xff0c;\u6bcf\u4e00\u4e2a\u6587\u4ef6\u5bf9\u5e94\u5217\u8868\u4e2d\u7684\u4e00\u4e2a\u53ef\u4ea4\u4e92\u6761\u76ee\u3002<\/p>\n<p>load_sessions \u51fd\u6570\u6838\u5fc3\u5b9e\u73b0<\/p>\n<p>\u8be5\u51fd\u6570\u7528\u4e8e\u626b\u63cf\u6307\u5b9a\u76ee\u5f55&#xff0c;\u63d0\u53d6\u6240\u6709\u5408\u6cd5\u7684\u5386\u53f2\u4f1a\u8bdd\u540d\u79f0\u5e76\u8fd4\u56de\u5217\u8868\u3002\u5fc5\u987b\u5148\u5224\u65ad\u76ee\u5f55\u662f\u5426\u5b58\u5728&#xff0c;\u907f\u514d\u56e0\u76ee\u5f55\u7f3a\u5931\u89e6\u53d1\u7a0b\u5e8f\u5f02\u5e38&#xff0c;\u8fd9\u662f\u4ee3\u7801\u5065\u58ee\u6027\u7684\u57fa\u7840\u4fdd\u969c\u3002<\/p>\n<p># \u52a0\u8f7d\u6240\u6709\u7684\u4f1a\u8bdd\u5217\u8868\u4fe1\u606f<br \/>\ndef load_sessions():<br \/>\n    session_list &#061; []<br \/>\n    # \u52a0\u8f7dsessions\u76ee\u5f55\u4e0b\u7684\u6587\u4ef6<br \/>\n    if os.path.exists(&#034;sessions&#034;):<br \/>\n        file_list &#061; os.listdir(&#034;sessions&#034;)<br \/>\n        for filename in file_list:<br \/>\n            if filename.endswith(&#034;.json&#034;):<br \/>\n                session_list.append(filename[:-5])<br \/>\n    return session_list<\/p>\n<p>\u5229\u7528\u5b57\u7b26\u4e32\u5207\u7247\u00a0filename[:-5]\u00a0\u76f4\u63a5\u622a\u53d6\u6587\u4ef6\u540d&#xff0c;\u81ea\u52a8\u53bb\u6389\u672b\u5c3e 5 \u4f4d\u7684\u00a0.json\u00a0\u540e\u7f00&#xff0c;\u5f97\u5230\u7eaf\u51c0\u7684\u4f1a\u8bdd\u540d\u79f0\u3002\u65e0\u8bba\u00a0sessions\u00a0\u76ee\u5f55\u662f\u5426\u5b58\u5728&#xff0c;\u51fd\u6570\u90fd\u5fc5\u987b\u8fd4\u56de\u5217\u8868&#xff1b;\u5982\u679c\u76ee\u5f55\u4e0d\u5b58\u5728&#xff0c;\u76f4\u63a5\u8fd4\u56de\u7a7a\u5217\u8868\u5373\u53ef&#xff0c;\u4fdd\u8bc1\u51fd\u6570\u8fd4\u56de\u503c\u7c7b\u578b\u7edf\u4e00\u3002<\/p>\n<p>IDE AI \u8f85\u52a9\u7f16\u7801\u5f00\u5173\u914d\u7f6e<\/p>\n<p>\u53ef\u4ee5\u901a\u8fc7\u5173\u95ed\u53f3\u4e0b\u89d2\u7684\u201c\u4e91\u7aef\u6a21\u578b\u81ea\u52a8\u89e6\u53d1\u201d\u5f00\u5173&#xff0c;\u7981\u7528\u4ee3\u7801\u81ea\u52a8\u63d0\u793a&#xff0c;\u624b\u52a8\u7ec3\u4e60 API \u7f16\u5199&#xff1b;\u9700\u8981\u63d0\u793a\u65f6\u6309\u4e0b\u5feb\u6377\u952e\u00a0Alt &#043; P\u00a0\u5373\u53ef\u624b\u52a8\u5524\u8d77 AI \u4ee3\u7801\u8865\u5168\u3002<\/p>\n<p>Streamlit \u591a\u5217\u5e03\u5c40 st.columns<\/p>\n<p>\u5e03\u5c40\u65b9\u6cd5\u4f5c\u7528&#xff1a;\u5c06\u9875\u9762\u7684\u4e00\u884c\u7a7a\u95f4\u62c6\u5206\u4e3a\u591a\u4e2a\u7b49\u5bbd\u6216\u6309\u6bd4\u4f8b\u5206\u914d\u7684\u5217&#xff0c;\u5b9e\u73b0\u591a\u4e2a\u7ec4\u4ef6\u5728\u540c\u4e00\u884c\u5e76\u6392\u5c55\u793a\u3002<\/p>\n<p>\u4f20\u5165\u6574\u6570\u53c2\u6570\u4ee3\u8868\u5c06\u884c\u5e73\u5747\u5206\u4e3a N \u5217&#xff1b;\u4f20\u5165\u5217\u8868\u53c2\u6570\u5219\u6309\u5217\u8868\u6570\u503c\u7684\u6bd4\u4f8b\u5206\u914d\u5bbd\u5ea6&#xff0c;\u4f8b\u5982\u00a0[4,1]\u00a0\u4ee3\u8868\u5c06\u884c\u7a7a\u95f4\u6309 4:1 \u7684\u6bd4\u4f8b\u62c6\u5206\u4e3a\u4e24\u5217\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u7528\u6cd5&#xff1a;\u901a\u8fc7\u89e3\u5305\u53d8\u91cf\u63a5\u6536\u5217\u5bf9\u8c61&#xff0c;\u5728\u5bf9\u5e94\u5217\u7684\u4e0a\u4e0b\u6587\u4ee3\u7801\u5757\u4e2d\u7f16\u5199\u7ec4\u4ef6&#xff0c;\u5373\u53ef\u5c06\u7ec4\u4ef6\u6e32\u67d3\u5230\u6307\u5b9a\u5217\u4e2d\u3002\u4f8b\u5982\u00a0col1, col2 &#061; st.columns([4,1])\u3002<\/p>\n<p>Streamlit \u7ec4\u4ef6\u552f\u4e00\u6807\u8bc6 Key \u673a\u5236<\/p>\n<p>\u62a5\u9519\u539f\u56e0\u89e3\u6790&#xff1a;\u5faa\u73af\u751f\u6210\u591a\u4e2a\u7ec4\u4ef6\u65f6&#xff0c;\u5982\u679c\u6ca1\u6709\u624b\u52a8\u6307\u5b9a\u552f\u4e00\u7684\u00a0key\u00a0\u53c2\u6570&#xff0c;Streamlit \u4f1a\u9ed8\u8ba4\u4f7f\u7528\u7ec4\u4ef6\u7684 label \u4f5c\u4e3a\u552f\u4e00\u6807\u8bc6&#xff1b;\u5982\u679c\u591a\u4e2a\u7ec4\u4ef6\u7684 label \u5b8c\u5168\u76f8\u540c&#xff0c;\u5c31\u4f1a\u89e6\u53d1\u201c\u91cd\u590d\u5143\u7d20 ID\u201d\u7684\u62a5\u9519\u3002<\/p>\n<p>\u52a8\u6001\u751f\u6210\u7684\u6279\u91cf\u7ec4\u4ef6\u5fc5\u987b\u624b\u52a8\u4f20\u5165\u4e92\u4e0d\u91cd\u590d\u7684\u00a0key\u00a0\u53c2\u6570&#xff0c;\u6bd4\u5982\u4f7f\u7528\u4f1a\u8bdd\u540d\u79f0\u4f5c\u4e3a\u00a0key&#xff0c;\u5373\u53ef\u4fdd\u8bc1\u6240\u6709\u7ec4\u4ef6\u6807\u8bc6\u552f\u4e00\u3002\u4e3a\u5faa\u73af\u751f\u6210\u7684\u5220\u9664\u6309\u94ae\u4f20\u5165\u57fa\u4e8e\u4f1a\u8bdd\u540d\u79f0\u751f\u6210\u7684\u552f\u4e00\u00a0key&#xff0c;\u53ef\u5f7b\u5e95\u89e3\u51b3\u6807\u8bc6\u51b2\u7a81\u95ee\u9898\u3002<\/p>\n<p>AI \u8f85\u52a9\u8c03\u8bd5\u5b9e\u6218\u6280\u5de7<\/p>\n<p>\u9047\u5230\u62a5\u9519\u65f6&#xff0c;\u5c06\u62a5\u9519\u622a\u56fe\u3001\u9519\u8bef\u4fe1\u606f\u548c\u5f53\u524d\u9879\u76ee\u6587\u4ef6\u4e0a\u4e0b\u6587\u4e00\u8d77\u63d0\u4ea4\u7ed9 AI \u52a9\u624b&#xff0c;\u8ba9 AI \u7ed3\u5408\u9879\u76ee\u4ee3\u7801\u5b9a\u4f4d\u95ee\u9898&#xff0c;\u5feb\u901f\u751f\u6210\u539f\u56e0\u5206\u6790\u548c\u4fee\u590d\u65b9\u6848&#xff0c;\u5927\u5e45\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8-3\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>\u76ee\u5f55\u5b58\u5728\u6027\u5224\u65ad&#xff1a;\u8bfb\u53d6\u76ee\u5f55\u6587\u4ef6\u524d\u5fc5\u987b\u5148\u5224\u65ad\u76ee\u5f55\u662f\u5426\u5b58\u5728&#xff0c;\u662f\u4ee3\u7801\u5065\u58ee\u6027\u7684\u57fa\u7840\u8981\u6c42&#xff0c;\u907f\u514d\u7a0b\u5e8f\u610f\u5916\u5d29\u6e83\u3002<\/li>\n<li>\u5b57\u7b26\u4e32\u5207\u7247\u622a\u53d6\u6587\u4ef6\u540d&#xff1a;\u4f7f\u7528\u00a0filename[:-5]\u00a0\u5feb\u901f\u53bb\u6389\u00a0.json\u00a0\u540e\u7f00&#xff0c;\u662f Python \u5b57\u7b26\u4e32\u5904\u7406\u7684\u9ad8\u9891\u8003\u70b9\u3002<\/li>\n<li>st.columns\u00a0\u5e03\u5c40\u53c2\u6570\u89c4\u5219&#xff1a;\u6574\u6570\u53c2\u6570\u4ee3\u8868\u5e73\u5747\u62c6\u5206&#xff0c;\u5217\u8868\u53c2\u6570\u4ee3\u8868\u6309\u6bd4\u4f8b\u5206\u914d\u5bbd\u5ea6&#xff0c;\u662f Streamlit \u5e03\u5c40\u7684\u6838\u5fc3\u8003\u70b9\u3002<\/li>\n<li>\u7ec4\u4ef6\u552f\u4e00 Key \u673a\u5236&#xff1a;\u52a8\u6001\u6279\u91cf\u751f\u6210\u7ec4\u4ef6\u65f6\u5fc5\u987b\u624b\u52a8\u4f20\u5165\u552f\u4e00\u00a0key&#xff0c;\u5426\u5219\u4f1a\u89e6\u53d1\u91cd\u590d ID \u62a5\u9519&#xff0c;\u662f Streamlit \u5f00\u53d1\u7684\u9ad8\u9891\u6613\u9519\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>load_sessions\u00a0\u51fd\u6570&#xff1a;\u626b\u63cf\u00a0sessions\u00a0\u76ee\u5f55&#xff0c;\u7b5b\u9009\u6240\u6709 JSON \u4f1a\u8bdd\u6587\u4ef6&#xff0c;\u63d0\u53d6\u4f1a\u8bdd\u540d\u79f0\u5e76\u8fd4\u56de\u5217\u8868\u7684\u5de5\u5177\u51fd\u6570\u3002<\/li>\n<li>st.columns\u00a0\u5e03\u5c40\u65b9\u6cd5&#xff1a;Streamlit \u63d0\u4f9b\u7684\u591a\u5217\u5e03\u5c40\u5bb9\u5668&#xff0c;\u652f\u6301\u5c06\u9875\u9762\u4e00\u884c\u62c6\u5206\u4e3a\u591a\u4e2a\u6309\u6bd4\u4f8b\u5206\u914d\u7684\u5217&#xff0c;\u5b9e\u73b0\u7ec4\u4ef6\u5e76\u6392\u5c55\u793a\u3002<\/li>\n<li>\u7ec4\u4ef6\u552f\u4e00 Key&#xff1a;Streamlit \u4e2d\u7528\u4e8e\u533a\u5206\u4e0d\u540c\u7ec4\u4ef6\u7684\u552f\u4e00\u6807\u8bc6&#xff0c;\u672a\u624b\u52a8\u6307\u5b9a\u65f6\u9ed8\u8ba4\u4f7f\u7528\u7ec4\u4ef6\u7684 label \u5c5e\u6027\u4f5c\u4e3a\u6807\u8bc6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3-3\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>\u4f1a\u8bdd\u6570\u636e\u5b58\u50a8&#xff08;JSON \u6587\u4ef6&#xff09;&#xff1a;\u4f7f\u7528\u00a0json.dump()\u00a0\u5c06\u4f1a\u8bdd\u6570\u636e\u5199\u5165\u6587\u4ef6&#xff0c;\u8bbe\u7f6e\u00a0ensure_ascii&#061;False\u00a0\u4fdd\u7559\u975e ASCII \u5b57\u7b26&#xff0c;indent\u00a0\u53c2\u6570\u7f8e\u5316\u683c\u5f0f\u3002<\/p>\n<p>with open(f&#034;sessions\/{st.session_state.current_session}.json&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n    json.dump(session_data, f, ensure_ascii&#061;False, indent&#061;4)<\/p>\n<p>\u4f1a\u8bdd\u5217\u8868\u52a0\u8f7d\u51fd\u6570&#xff08;load_sessions()&#xff09;&#xff1a;\u521d\u59cb\u5316\u7a7a\u5217\u8868\u00a0session_list&#xff1b;\u901a\u8fc7\u00a0os.path.exists(&#034;sessions&#034;)\u00a0\u5224\u65ad\u76ee\u5f55\u662f\u5426\u5b58\u5728&#xff1b;\u4f7f\u7528\u00a0os.listdir(&#034;sessions&#034;)\u00a0\u83b7\u53d6\u6587\u4ef6&#xff0c;\u904d\u5386\u5e76\u7528\u00a0filename.endswith(&#034;.json&#034;)\u00a0\u7b5b\u9009&#xff0c;\u63d0\u53d6\u6587\u4ef6\u540d\u00a0filename[:-5]&#xff1b;\u8fd4\u56de\u4f1a\u8bdd\u540d\u79f0\u5217\u8868\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-29-\u8282--\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u4e0e\u9ad8\u4eae\">\u7b2c 29 \u8282 \u00b7 \u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u4e0e\u9ad8\u4eae<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2-4\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>AI \u667a\u80fd\u4f34\u4fa3\u4f1a\u8bdd\u7ba1\u7406\u6a21\u5757\u603b\u89c8<\/p>\n<p>\u4e09\u5927\u6838\u5fc3\u529f\u80fd&#xff1a;AI \u667a\u80fd\u4f34\u4fa3\u7684\u4f1a\u8bdd\u7ba1\u7406\u5305\u542b 3 \u4e2a\u6838\u5fc3\u80fd\u529b&#xff1a;\u5c55\u793a\u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u3001\u52a0\u8f7d\u6307\u5b9a\u5386\u53f2\u4f1a\u8bdd\u3001\u5220\u9664\u6307\u5b9a\u5386\u53f2\u4f1a\u8bdd&#xff0c;\u6240\u6709\u4f1a\u8bdd\u6570\u636e\u4ee5\u72ec\u7acb JSON \u6587\u4ef6\u7684\u5f62\u5f0f\u5b58\u50a8\u5728\u00a0sessions\u00a0\u76ee\u5f55\u4e0b\u3002\u4e09\u4e2a\u529f\u80fd\u662f\u4f1a\u8bdd\u7ba1\u7406\u7684\u5b8c\u6574\u95ed\u73af&#xff0c;\u5f00\u53d1\u65f6\u8981\u6ce8\u610f\u529f\u80fd\u4e4b\u95f4\u7684\u6570\u636e\u8054\u52a8\u3002<\/p>\n<p>\u76ee\u5f55\u7ed3\u6784\u793a\u4f8b&#xff1a;<\/p>\n<p>sessions\/<br \/>\n\u251c\u2500 2026-01-11_18-00-05.json<br \/>\n\u251c\u2500 2026-01-11_18-04-42.json<br \/>\n\u251c\u2500 2026-01-11_18-08-56.json<br \/>\n\u251c\u2500 2026-01-11_18-14-25.json<br \/>\n\u2514\u2500 2026-01-11_18-45-08.json<\/p>\n<p>\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u7684\u51fd\u6570\u5c01\u88c5<\/p>\n<p>\u5c06\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u7684\u903b\u8f91\u72ec\u7acb\u5c01\u88c5\u4e3a\u00a0load_session(session_name)\u00a0\u51fd\u6570&#xff0c;\u8ba9\u4e3b\u4e1a\u52a1\u4ee3\u7801\u66f4\u805a\u7126\u9875\u9762\u6e32\u67d3&#xff0c;\u63d0\u5347\u4ee3\u7801\u53ef\u8bfb\u6027\u4e0e\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<p>\u4f7f\u7528\u00a0os.path.exists()\u00a0\u5224\u65ad\u76ee\u6807\u4f1a\u8bdd JSON \u6587\u4ef6\u662f\u5426\u5b58\u5728&#xff0c;\u907f\u514d\u76f4\u63a5\u8bfb\u53d6\u4e0d\u5b58\u5728\u7684\u6587\u4ef6\u629b\u51fa\u5f02\u5e38\u3002\u6587\u4ef6\u8def\u5f84\u62fc\u63a5\u65f6\u8981\u6ce8\u610f\u76ee\u5f55\u00a0sessions\u3001\u4f1a\u8bdd\u540d\u00a0session_name\u00a0\u548c\u540e\u7f00\u00a0.json\u00a0\u7684\u5b8c\u6574\u7ec4\u5408&#xff0c;\u4e0d\u8981\u9057\u6f0f\u4efb\u610f\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u901a\u8fc7\u00a0json.load()\u00a0\u5c06 JSON \u6587\u4ef6\u5185\u5bb9\u76f4\u63a5\u8f6c\u6362\u4e3a Python \u5bf9\u8c61&#xff0c;\u5feb\u901f\u83b7\u53d6\u4f1a\u8bdd\u7684\u6240\u6709\u5c5e\u6027\u3002<\/p>\n<p>def load_session(session_name):<br \/>\n    session_file_path &#061; f&#034;sessions\/{session_name}.json&#034;<br \/>\n    if os.path.exists(session_file_path):<br \/>\n        with open(session_file_path, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n            session_obj &#061; json.load(f)<br \/>\n            # \u5c06\u8bfb\u53d6\u5230\u7684\u6570\u636e\u8d4b\u503c\u7ed9streamlit\u7684\u4f1a\u8bdd\u72b6\u6001<br \/>\n            st.session_state.messages &#061; session_obj[&#034;messages&#034;]<br \/>\n            st.session_state.make_name &#061; session_obj[&#034;name&#034;]<br \/>\n            st.session_state.nature &#061; session_obj[&#034;meta&#034;]<br \/>\n            st.session_state.current_session &#061; session_obj<\/p>\n<p>\u5f02\u5e38\u5904\u7406\u4e0e\u7528\u6237\u63d0\u793a<\/p>\n<p>\u4f7f\u7528\u00a0try-except\u00a0\u5305\u88f9\u6587\u4ef6\u8bfb\u53d6\u4e0e\u4f1a\u8bdd\u72b6\u6001\u8d4b\u503c\u7684\u903b\u8f91&#xff0c;\u6355\u83b7\u8fd0\u884c\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u5404\u7c7b\u5f02\u5e38\u3002\u4f7f\u7528 Streamlit \u5185\u7f6e\u7684\u00a0st.error()\u00a0\u7ec4\u4ef6\u5411\u7528\u6237\u5c55\u793a\u53cb\u597d\u7684\u9519\u8bef\u63d0\u793a&#xff0c;\u907f\u514d\u76f4\u63a5\u8f93\u51fa\u539f\u59cb\u5f02\u5e38\u4fe1\u606f\u5bfc\u81f4\u7528\u6237\u65e0\u6cd5\u7406\u89e3\u3002\u4e0d\u8981\u76f4\u63a5\u4f7f\u7528\u00a0s.exception()\u00a0\u5c55\u793a\u539f\u59cb\u5f02\u5e38&#xff0c;\u9762\u5411\u666e\u901a\u7528\u6237\u7684\u7cfb\u7edf\u5fc5\u987b\u63d0\u4f9b\u6613\u61c2\u7684\u4e1a\u52a1\u9519\u8bef\u63d0\u793a\u3002<\/p>\n<p>def load_session(session_name):<br \/>\n    session_file_path &#061; f&#034;sessions\/{session_name}.json&#034;<br \/>\n    if os.path.exists(session_file_path):<br \/>\n        try:<br \/>\n            with open(session_file_path, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n                session_obj &#061; json.load(f)<br \/>\n                st.session_state.messages &#061; session_obj[&#034;messages&#034;]<br \/>\n                st.session_state.make_name &#061; session_obj[&#034;name&#034;]<br \/>\n                st.session_state.nature &#061; session_obj[&#034;meta&#034;]<br \/>\n                st.session_state.current_session &#061; session_obj<br \/>\n                st.success(&#034;\u4f1a\u8bdd\u52a0\u8f7d\u6210\u529f&#034;)<br \/>\n        except Exception as e:<br \/>\n            st.error(&#034;\u52a0\u8f7d\u4f1a\u8bdd\u5931\u8d25&#034;)<\/p>\n<p>\u4f1a\u8bdd\u6570\u636e\u6301\u4e45\u5316 Bug \u4fee\u590d<\/p>\n<p>\u95ee\u9898\u5b9a\u4f4d&#xff1a;\u539f\u4ee3\u7801\u4ec5\u5728\u70b9\u51fb\u201c\u65b0\u5efa\u4f1a\u8bdd\u201d\u6309\u94ae\u65f6\u624d\u4fdd\u5b58\u4f1a\u8bdd\u6570\u636e&#xff0c;\u7528\u6237\u76f4\u63a5\u5207\u6362\u5386\u53f2\u4f1a\u8bdd\u65f6&#xff0c;\u5f53\u524d\u6b63\u5728\u4ea4\u4e92\u7684\u65b0\u4f1a\u8bdd\u6570\u636e\u6ca1\u6709\u88ab\u6301\u4e45\u5316\u5230\u6587\u4ef6\u4e2d&#xff0c;\u5bfc\u81f4\u6570\u636e\u4e22\u5931\u3002<\/p>\n<p>\u4fee\u590d\u65b9\u6848&#xff1a;\u5728 AI \u5927\u6a21\u578b\u5b8c\u6210\u54cd\u5e94\u3001\u8fd4\u56de\u7ed3\u679c\u4e4b\u540e&#xff0c;\u7acb\u523b\u8c03\u7528\u4e4b\u524d\u5c01\u88c5\u597d\u7684\u00a0save_session()\u00a0\u51fd\u6570&#xff0c;\u5b9e\u65f6\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd\u7684\u6240\u6709\u6570\u636e\u3002AI \u54cd\u5e94\u5b8c\u6210\u540e\u7acb\u5373\u4fdd\u5b58\u662f\u5173\u952e&#xff0c;\u4e0d\u8981\u4f9d\u8d56\u7528\u6237\u624b\u52a8\u70b9\u51fb\u65b0\u5efa\u4f1a\u8bdd\u6765\u89e6\u53d1\u4fdd\u5b58&#xff0c;\u5426\u5219\u4f1a\u51fa\u73b0\u5927\u91cf\u6570\u636e\u4e22\u5931\u7684\u60c5\u51b5\u3002<\/p>\n<p>\u4f1a\u8bdd\u6309\u94ae\u9ad8\u4eae\u4ea4\u4e92\u5b9e\u73b0<\/p>\n<p>Streamlit \u6309\u94ae\u00a0type\u00a0\u5c5e\u6027&#xff1a;Streamlit \u7684\u6309\u94ae\u7ec4\u4ef6\u652f\u6301\u4e09\u79cd\u00a0type\u00a0\u5c5e\u6027\u503c&#xff1a;primary&#xff08;\u9ad8\u4eae\u7ea2\u8272&#xff09;\u3001secondary&#xff08;\u9ed8\u8ba4\u65e0\u9ad8\u4eae&#xff09;\u3001tertiary&#xff0c;\u901a\u8fc7\u4fee\u6539\u8be5\u5c5e\u6027\u53ef\u4ee5\u63a7\u5236\u6309\u94ae\u7684\u89c6\u89c9\u6837\u5f0f\u3002<\/p>\n<p>\u9009\u4e2d\u72b6\u6001\u5224\u65ad\u903b\u8f91&#xff1a;\u904d\u5386\u5386\u53f2\u4f1a\u8bdd\u5217\u8868\u65f6&#xff0c;\u5224\u65ad\u5f53\u524d\u904d\u5386\u7684\u4f1a\u8bdd\u540d\u662f\u5426\u7b49\u4e8e\u00a0st.session_state.current_session\u00a0\u7684\u4f1a\u8bdd\u6807\u8bc6&#xff0c;\u5339\u914d\u5219\u8bbe\u7f6e\u6309\u94ae\u4e3a\u9ad8\u4eae\u6837\u5f0f&#xff0c;\u5426\u5219\u4fdd\u6301\u9ed8\u8ba4\u6837\u5f0f\u3002<\/p>\n<p>Python \u4e09\u5143\u8fd0\u7b97\u7b26\u8bed\u6cd5<\/p>\n<p>\u6807\u51c6\u5199\u6cd5\u4e3a\u00a0&lt;true_value&gt; if \u6761\u4ef6\u8868\u8fbe\u5f0f else &lt;false_value&gt;&#xff0c;\u6267\u884c\u65f6\u5148\u5224\u65ad\u6761\u4ef6\u8868\u8fbe\u5f0f&#xff0c;\u6761\u4ef6\u4e3a\u771f\u8fd4\u56de\u00a0true_value&#xff0c;\u6761\u4ef6\u4e3a\u5047\u8fd4\u56de\u00a0false_value\u3002\u4e09\u5143\u8fd0\u7b97\u7b26\u53ef\u4ee5\u7b80\u5316\u7b80\u5355\u7684\u4e8c\u5206\u652f\u6761\u4ef6\u5224\u65ad\u4ee3\u7801&#xff0c;\u4e0d\u9700\u8981\u5199\u5b8c\u6574\u7684\u591a\u884c if-else \u7ed3\u6784\u3002<\/p>\n<p># \u63a7\u5236\u4f1a\u8bdd\u6309\u94ae\u7684\u9ad8\u4eae\u6837\u5f0f<br \/>\nbtn_type &#061; &#034;primary&#034; if session &#061;&#061; st.session_state.current_session else &#034;secondary&#034;<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8-4\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>\u6587\u4ef6\u8def\u5f84\u62fc\u63a5\u6821\u9a8c&#xff1a;\u52a0\u8f7d\u4f1a\u8bdd\u524d\u5fc5\u987b\u6b63\u786e\u62fc\u63a5\u00a0sessions\u00a0\u76ee\u5f55\u3001\u4f1a\u8bdd\u540d\u548c\u00a0.json\u00a0\u540e\u7f00&#xff0c;\u4f7f\u7528\u00a0os.path.exists()\u00a0\u505a\u5b58\u5728\u6027\u5224\u65ad&#xff0c;\u907f\u514d\u8bfb\u53d6\u5f02\u5e38\u3002<\/li>\n<li>\u7528\u6237\u53cb\u597d\u5f02\u5e38\u63d0\u793a&#xff1a;\u9762\u5411\u666e\u901a\u7528\u6237\u7684\u7cfb\u7edf\u7981\u6b62\u76f4\u63a5\u8f93\u51fa\u539f\u59cb\u5f02\u5e38&#xff0c;\u5fc5\u987b\u4f7f\u7528\u00a0st.error()\u00a0\u5c55\u793a\u6613\u61c2\u7684\u4e1a\u52a1\u9519\u8bef\u63d0\u793a\u3002<\/li>\n<li>\u4f1a\u8bdd\u6570\u636e\u4fdd\u5b58\u65f6\u673a&#xff1a;AI \u5927\u6a21\u578b\u5b8c\u6210\u54cd\u5e94\u540e\u5fc5\u987b\u7acb\u523b\u8c03\u7528\u00a0save_session()\u00a0\u4fdd\u5b58\u6570\u636e&#xff0c;\u4e0d\u80fd\u4f9d\u8d56\u7528\u6237\u624b\u52a8\u70b9\u51fb\u65b0\u5efa\u4f1a\u8bdd\u89e6\u53d1\u4fdd\u5b58&#xff0c;\u5426\u5219\u4f1a\u51fa\u73b0\u6570\u636e\u4e22\u5931\u3002<\/li>\n<li>\u4e09\u5143\u8fd0\u7b97\u7b26\u8bed\u6cd5&#xff1a;\u7262\u8bb0 Python \u4e09\u5143\u8fd0\u7b97\u7b26\u7684\u987a\u5e8f\u662f\u201c\u771f\u503c\u5728\u524d&#xff0c;\u6761\u4ef6\u5728\u4e2d&#xff0c;\u5047\u503c\u5728\u540e\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u51fd\u6570&#xff1a;\u5c01\u88c5\u4e3a\u00a0load_session(session_name)&#xff0c;\u4f20\u5165\u4f1a\u8bdd\u540d\u5373\u53ef\u5b8c\u6210\u5bf9\u5e94\u4f1a\u8bdd\u6570\u636e\u7684\u8bfb\u53d6\u4e0e\u4f1a\u8bdd\u72b6\u6001\u8d4b\u503c\u3002<\/li>\n<li>\u4e09\u5143\u8fd0\u7b97\u7b26\u8bed\u6cd5&#xff1a;\u6807\u51c6\u5199\u6cd5\u4e3a\u00a0&lt;true_value&gt; if \u6761\u4ef6\u8868\u8fbe\u5f0f else &lt;false_value&gt;\u3002<\/li>\n<li>\u4f1a\u8bdd\u72b6\u6001\u53d8\u91cf&#xff1a;Streamlit \u7684\u00a0st.session_state\u00a0\u7528\u4e8e\u5168\u5c40\u4fdd\u5b58\u9875\u9762\u7684\u4f1a\u8bdd\u6570\u636e&#xff0c;\u4fee\u6539\u540e\u8c03\u7528\u00a0st.rerun()\u00a0\u5373\u53ef\u89e6\u53d1\u9875\u9762\u91cd\u65b0\u6e32\u67d3\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3-4\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>Python \u4e09\u5143\u8fd0\u7b97\u7b26\u8bed\u6cd5&#xff1a;&lt;true_value&gt; if &lt;\u6761\u4ef6\u8868\u8fbe\u5f0f&gt; else &lt;false_value&gt;\u3002\u5f53\u6761\u4ef6\u8868\u8fbe\u5f0f\u4e3a\u00a0True\u00a0\u65f6\u8fd4\u56de\u00a0true_value&#xff0c;\u4e3a\u00a0False\u00a0\u65f6\u8fd4\u56de\u00a0false_value&#xff0c;\u9002\u7528\u4e8e\u7b80\u5355\u6761\u4ef6\u5224\u65ad&#xff0c;\u53ef\u66ff\u4ee3\u57fa\u7840 if-else \u8bed\u53e5&#xff0c;\u7b80\u5316\u4ee3\u7801\u7ed3\u6784\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-30-\u8282--\u5220\u9664\u6307\u5b9a\u4f1a\u8bdd\u529f\u80fd\">\u7b2c 30 \u8282 \u00b7 \u5220\u9664\u6307\u5b9a\u4f1a\u8bdd\u529f\u80fd<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2-5\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>\u5220\u9664\u4f1a\u8bdd\u529f\u80fd\u7684\u6838\u5fc3\u9700\u6c42\u5206\u6790<\/p>\n<p>\u529f\u80fd\u672c\u8d28\u62c6\u89e3&#xff1a;\u6bcf\u4e00\u6761\u4f1a\u8bdd\u5bf9\u5e94\u78c1\u76d8\u4e0a\u4e00\u4e2a\u72ec\u7acb\u7684 JSON \u5b58\u50a8\u6587\u4ef6&#xff0c;\u5220\u9664\u4f1a\u8bdd\u7684\u6838\u5fc3\u64cd\u4f5c\u5c31\u662f\u5220\u9664\u8be5\u4f1a\u8bdd\u5bf9\u5e94\u7684 JSON \u6587\u4ef6&#xff0c;\u800c\u975e\u4ec5\u4fee\u6539\u524d\u7aef\u5c55\u793a\u6570\u636e\u3002<\/p>\n<p>\u4ea4\u4e92\u903b\u8f91\u8981\u6c42&#xff1a;\u70b9\u51fb\u4efb\u610f\u4f1a\u8bdd\u6761\u76ee\u540e\u7684\u5220\u9664\u6309\u94ae&#xff0c;\u7cbe\u51c6\u5220\u9664\u8be5\u6761\u76ee\u5bf9\u5e94\u7684\u4f1a\u8bdd\u8d44\u6e90&#xff0c;\u5220\u9664\u5b8c\u6210\u540e\u9700\u8981\u91cd\u65b0\u52a0\u8f7d\u4f1a\u8bdd\u5217\u8868\u5b8c\u6210\u754c\u9762\u5237\u65b0\u3002\u4e0d\u80fd\u4ec5\u505a\u524d\u7aef\u9690\u85cf&#xff0c;\u5fc5\u987b\u540c\u6b65\u5220\u9664\u78c1\u76d8\u4e0a\u7684\u6301\u4e45\u5316\u6587\u4ef6&#xff0c;\u5426\u5219\u5237\u65b0\u9875\u9762\u540e\u5df2\u5220\u9664\u7684\u4f1a\u8bdd\u4f1a\u91cd\u65b0\u51fa\u73b0\u3002<\/p>\n<p>delete_session \u51fd\u6570\u57fa\u7840\u6846\u67b6\u5b9e\u73b0<\/p>\n<p>\u5b9a\u4e49\u63a5\u6536\u4f1a\u8bdd\u540d\u79f0\u4f5c\u4e3a\u5165\u53c2\u7684\u5220\u9664\u51fd\u6570&#xff0c;\u4f7f\u7528\u5f02\u5e38\u6355\u83b7\u673a\u5236\u5904\u7406\u6587\u4ef6\u64cd\u4f5c\u4e2d\u7684\u5404\u7c7b\u9519\u8bef\u3002\u4ee3\u7801\u5148\u901a\u8fc7\u00a0os.path.exists()\u00a0\u5224\u65ad\u76ee\u6807\u4f1a\u8bdd\u6587\u4ef6\u662f\u5426\u771f\u5b9e\u5b58\u5728&#xff0c;\u907f\u514d\u76f4\u63a5\u5220\u9664\u4e0d\u5b58\u5728\u7684\u6587\u4ef6\u629b\u51fa\u7cfb\u7edf\u5f02\u5e38\u3002<\/p>\n<p># \u5220\u9664\u4f1a\u8bdd\u4fe1\u606f\u51fd\u6570<br \/>\ndef delete_session(session_name):<br \/>\n    try:<br \/>\n        if os.path.exists(f&#034;sessions\/{session_name}.json&#034;):<br \/>\n            os.remove(f&#034;sessions\/{session_name}.json&#034;) # \u5220\u9664\u6587\u4ef6<br \/>\n    except Exception:<br \/>\n        st.error(&#034;\u5220\u9664\u4f1a\u8bdd\u5931\u8d25&#xff01;&#034;)<\/p>\n<p>\u5220\u9664\u529f\u80fd\u7684\u521d\u6d4b\u95ee\u9898\u6392\u67e5<\/p>\n<p>\u521d\u6d4b\u73b0\u8c61&#xff1a;\u6267\u884c\u57fa\u7840\u5220\u9664\u903b\u8f91\u540e&#xff0c;\u78c1\u76d8\u4e0a\u7684\u4f1a\u8bdd\u6587\u4ef6\u5df2\u88ab\u6210\u529f\u5220\u9664&#xff0c;\u5de6\u4fa7\u4f1a\u8bdd\u5217\u8868\u4e5f\u540c\u6b65\u66f4\u65b0&#xff0c;\u4f46\u53f3\u4fa7\u5f53\u524d\u6253\u5f00\u7684\u4f1a\u8bdd\u6d88\u606f\u5217\u8868\u6ca1\u6709\u540c\u6b65\u6e05\u7a7a&#xff0c;\u51fa\u73b0\u6570\u636e\u5c55\u793a\u4e0d\u4e00\u81f4\u7684\u95ee\u9898\u3002<\/p>\n<p>\u6839\u56e0\u5b9a\u4f4d&#xff1a;\u672a\u533a\u5206\u300c\u5220\u9664\u5f53\u524d\u6b63\u5728\u4f7f\u7528\u7684\u4f1a\u8bdd\u300d\u548c\u300c\u5220\u9664\u5176\u4ed6\u672a\u6fc0\u6d3b\u4f1a\u8bdd\u300d\u4e24\u79cd\u573a\u666f&#xff0c;\u6ca1\u6709\u9488\u5bf9\u4e0d\u540c\u573a\u666f\u505a\u5dee\u5f02\u5316\u7684\u754c\u9762\u72b6\u6001\u66f4\u65b0\u3002<\/p>\n<p>\u5220\u9664\u4f1a\u8bdd\u7684\u8fb9\u754c\u573a\u666f\u5224\u65ad\u903b\u8f91<\/p>\n<ul>\n<li>\u573a\u666f 1&#xff1a;\u5220\u9664\u975e\u5f53\u524d\u6fc0\u6d3b\u4f1a\u8bdd&#xff1a;\u4ec5\u9700\u5220\u9664\u5bf9\u5e94\u78c1\u76d8\u6587\u4ef6\u3001\u5237\u65b0\u5de6\u4fa7\u4f1a\u8bdd\u5217\u8868&#xff0c;\u53f3\u4fa7\u5f53\u524d\u4f1a\u8bdd\u7684\u6d88\u606f\u5c55\u793a\u5b8c\u5168\u4e0d\u53d7\u5f71\u54cd&#xff0c;\u4fdd\u6301\u539f\u6709\u4ea4\u4e92\u72b6\u6001\u3002<\/li>\n<li>\u573a\u666f 2&#xff1a;\u5220\u9664\u5f53\u524d\u6b63\u5728\u4f7f\u7528\u7684\u4f1a\u8bdd&#xff1a;\u9664\u4e86\u5220\u9664\u78c1\u76d8\u6587\u4ef6\u4e4b\u5916&#xff0c;\u5fc5\u987b\u989d\u5916\u6267\u884c\u4e24\u6b65\u64cd\u4f5c&#xff1a;\u6e05\u7a7a\u53f3\u4fa7\u7684\u6d88\u606f\u5217\u8868\u3001\u81ea\u52a8\u751f\u6210\u4e00\u4e2a\u5168\u65b0\u7684\u7a7a\u767d\u4f1a\u8bdd&#xff0c;\u8ba9\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u5f00\u542f\u65b0\u4e00\u8f6e\u5bf9\u8bdd\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u662f\u672c\u529f\u80fd\u6700\u5bb9\u6613\u9057\u6f0f\u7684\u8fb9\u754c\u5904\u7406&#xff0c;\u4e5f\u662f\u9879\u76ee\u5f00\u53d1\u4e2d\u7684\u9ad8\u9891\u6613\u9519\u70b9&#xff0c;\u4e0d\u505a\u8be5\u5224\u65ad\u4f1a\u5bfc\u81f4\u5df2\u5220\u9664\u4f1a\u8bdd\u7684\u6b8b\u7559\u6570\u636e\u7ee7\u7eed\u5c55\u793a&#xff0c;\u5f15\u53d1\u903b\u8f91\u6df7\u4e71\u3002<\/p>\n<p>\u5b8c\u6574\u529f\u80fd\u7684\u6548\u679c\u9a8c\u8bc1<\/p>\n<ul>\n<li>\u975e\u5f53\u524d\u4f1a\u8bdd\u5220\u9664\u6d4b\u8bd5&#xff1a;\u6253\u5f00\u4f1a\u8bdd A&#xff0c;\u70b9\u51fb\u4f1a\u8bdd B \u540e\u7684\u5220\u9664\u6309\u94ae&#xff0c;\u4f1a\u8bdd B \u88ab\u6210\u529f\u79fb\u9664&#xff0c;\u4f1a\u8bdd A \u7684\u6d88\u606f\u5185\u5bb9\u5b8c\u6574\u4fdd\u7559&#xff0c;\u4ea4\u4e92\u4e0d\u53d7\u5e72\u6270\u3002<\/li>\n<li>\u5f53\u524d\u4f1a\u8bdd\u5220\u9664\u6d4b\u8bd5&#xff1a;\u6253\u5f00\u4f1a\u8bdd A&#xff0c;\u70b9\u51fb\u4f1a\u8bdd A \u540e\u7684\u5220\u9664\u6309\u94ae&#xff0c;\u4f1a\u8bdd A \u88ab\u79fb\u9664&#xff0c;\u53f3\u4fa7\u81ea\u52a8\u5207\u6362\u4e3a\u7a7a\u767d\u6d88\u606f\u754c\u9762&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u521b\u5efa\u65b0\u4f1a\u8bdd&#xff0c;\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u53d1\u8d77\u65b0\u5bf9\u8bdd&#xff0c;\u529f\u80fd\u95ed\u73af\u5b8c\u6210\u3002<\/li>\n<\/ul>\n<p>\u4f1a\u8bdd\u7ba1\u7406\u6a21\u5757\u6536\u5c3e\u8bf4\u660e<\/p>\n<p>\u672c\u6b21\u5220\u9664\u4f1a\u8bdd\u529f\u80fd\u5f00\u53d1\u5b8c\u6210\u540e&#xff0c;\u65b0\u5efa\u4f1a\u8bdd\u3001\u52a0\u8f7d\u4f1a\u8bdd\u5217\u8868\u3001\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u3001\u5220\u9664\u6307\u5b9a\u4f1a\u8bdd\u8fd9\u56db\u9879\u6838\u5fc3\u4f1a\u8bdd\u7ba1\u7406\u529f\u80fd\u5168\u90e8\u5f00\u53d1\u5b8c\u6bd5\u3002\u5f53\u524d\u9879\u76ee\u4ecd\u5b58\u5728\u5c11\u91cf\u5f85\u4fee\u590d\u7684\u7ec6\u8282 Bug&#xff0c;\u540e\u7eed\u8bfe\u7a0b\u5c06\u7edf\u4e00\u8fdb\u884c\u95ee\u9898\u6392\u67e5\u4e0e\u4f18\u5316\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8-5\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>\u5220\u9664\u524d\u7684\u6587\u4ef6\u5b58\u5728\u6027\u5224\u65ad&#xff1a;\u5fc5\u987b\u5148\u5224\u65ad\u76ee\u6807\u6587\u4ef6\u662f\u5426\u5b58\u5728\u518d\u6267\u884c\u5220\u9664&#xff0c;\u907f\u514d\u629b\u51fa\u672a\u5904\u7406\u7684\u7cfb\u7edf\u5f02\u5e38&#xff0c;\u662f Python \u6587\u4ef6\u64cd\u4f5c\u7684\u5e38\u89c4\u8003\u70b9\u3002<\/li>\n<li>\u5220\u9664\u4f1a\u8bdd\u7684\u53cc\u573a\u666f\u5224\u65ad&#xff1a;\u533a\u5206\u5220\u9664\u5f53\u524d\u6fc0\u6d3b\u4f1a\u8bdd\u548c\u5220\u9664\u975e\u5f53\u524d\u4f1a\u8bdd\u7684\u4e0d\u540c\u5904\u7406\u903b\u8f91&#xff0c;\u662f\u672c\u529f\u80fd\u6700\u6838\u5fc3\u7684\u6613\u9519\u8003\u70b9&#xff0c;\u9057\u6f0f\u8be5\u5224\u65ad\u4f1a\u5bfc\u81f4\u4e25\u91cd\u7684\u5c55\u793a\u903b\u8f91\u9519\u8bef\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>\u4f1a\u8bdd\u6301\u4e45\u5316\u673a\u5236&#xff1a;\u6bcf\u4e00\u6761\u4f1a\u8bdd\u5bf9\u5e94\u78c1\u76d8\u4e0a\u72ec\u7acb\u7684\u00a0{session_name}.json\u00a0\u6587\u4ef6&#xff0c;\u4f1a\u8bdd\u7684\u589e\u5220\u6539\u67e5\u90fd\u57fa\u4e8e\u8be5\u6587\u4ef6\u5b8c\u6210&#xff0c;\u65e0\u9700\u4f9d\u8d56\u91cd\u578b\u6570\u636e\u5e93\u3002<\/li>\n<li>delete_session\u00a0\u51fd\u6570\u6838\u5fc3\u4ee3\u7801&#xff1a;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>def delete_session(session_name):<br \/>\n    try:<br \/>\n        if os.path.exists(f&#034;sessions\/{session_name}.json&#034;):<br \/>\n            os.remove(f&#034;sessions\/{session_name}.json&#034;)<br \/>\n    except Exception:<br \/>\n        st.error(&#034;\u5220\u9664\u4f1a\u8bdd\u5931\u8d25&#xff01;&#034;)<\/p>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3-5\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>\u5220\u9664\u4f1a\u8bdd\u51fd\u6570&#xff1a;\u5b9a\u4e49\u00a0delete_session(session_name)\u00a0\u51fd\u6570&#xff0c;\u901a\u8fc7\u00a0os.path.exists()\u00a0\u68c0\u67e5\u4f1a\u8bdd\u6587\u4ef6\u662f\u5426\u5b58\u5728&#xff0c;\u82e5\u5b58\u5728\u5219\u8c03\u7528\u00a0os.remove()\u00a0\u5220\u9664\u6307\u5b9a JSON \u6587\u4ef6&#xff08;\u8def\u5f84\u683c\u5f0f&#xff1a;&#034;sessions\/{session_name}.json&#034;&#xff09;&#xff0c;\u5f02\u5e38\u65f6\u901a\u8fc7\u00a0st.error(&#034;\u5220\u9664\u4f1a\u8bdd\u5931\u8d25!&#034;)\u00a0\u63d0\u793a\u3002\u754c\u9762\u914d\u7f6e\u5305\u62ec\u00a0st.title(&#034;AI\u667a\u80fd\u4f34\u4fa3&#034;)\u00a0\u548c\u00a0st.logo(&#034;resources\/logo.png&#034;)\u3002<\/p>\n<hr \/>\n<h4 id=\"\u7b2c-31-\u8282--\u5168\u6d41\u7a0b\u6d4b\u8bd5\u4e0e\u6280\u672f\u6808\u590d\u76d8\">\u7b2c 31 \u8282 \u00b7 \u5168\u6d41\u7a0b\u6d4b\u8bd5\u4e0e\u6280\u672f\u6808\u590d\u76d8<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2-6\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>\u9879\u76ee\u8fd0\u884c\u4e0e\u57fa\u7840\u529f\u80fd\u6d4b\u8bd5<\/p>\n<p>\u9879\u76ee\u542f\u52a8\u65b9\u5f0f&#xff1a;\u5728\u7ec8\u7aef\u4e2d\u8fdb\u5165\u5bf9\u5e94\u76ee\u5f55&#xff0c;\u6267\u884c\u547d\u4ee4\u00a0streamlit run 08.py\u00a0\u5373\u53ef\u542f\u52a8 Streamlit \u5f00\u53d1\u7684 AI \u5e94\u7528&#xff0c;\u8f93\u5165\u6587\u4ef6\u540d\u65f6\u53ef\u6309 Tab \u952e\u81ea\u52a8\u8865\u5168\u63d0\u5347\u6548\u7387\u3002<\/p>\n<p>\u6838\u5fc3\u529f\u80fd\u9a8c\u8bc1&#xff1a;\u4f9d\u6b21\u6d4b\u8bd5\u5927\u6a21\u578b\u5bf9\u8bdd\u4ea4\u4e92\u3001\u4f1a\u8bdd\u5386\u53f2\u6301\u4e45\u5316\u3001\u65b0\u5efa\u591a\u4f1a\u8bdd\u3001\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u3001\u81ea\u5b9a\u4e49\u4f34\u4fa3\u4eba\u8bbe\u3001\u5220\u9664\u4f1a\u8bdd\u7b49\u529f\u80fd&#xff0c;\u786e\u8ba4\u5168\u90e8\u529f\u80fd\u8fd0\u884c\u6b63\u5e38\u3002\u81ea\u5b9a\u4e49\u6635\u79f0\u548c\u6027\u683c\u540e&#xff0c;AI \u5927\u6a21\u578b\u7684\u56de\u590d\u4f1a\u4e25\u683c\u8d34\u5408\u9884\u8bbe\u4eba\u8bbe&#xff0c;\u9a8c\u8bc1\u4e86\u7cfb\u7edf\u63d0\u793a\u8bcd\u6ce8\u5165\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u4f1a\u8bdd\u5217\u8868\u6392\u5e8f\u903b\u8f91\u4f18\u5316<\/p>\n<p>\u4f18\u5316\u9700\u6c42&#xff1a;\u5c06\u9ed8\u8ba4\u7684\u4f1a\u8bdd\u65f6\u95f4\u6b63\u5e8f\u6392\u5e8f&#xff0c;\u8c03\u6574\u4e3a\u6700\u65b0\u521b\u5efa\u7684\u4f1a\u8bdd\u663e\u793a\u5728\u6700\u9876\u90e8&#xff0c;\u63d0\u5347\u7528\u6237\u64cd\u4f5c\u4f53\u9a8c\u3002<\/p>\n<p>\u5b9e\u73b0\u65b9\u6848&#xff1a;\u5728\u00a0load_sessions\u00a0\u51fd\u6570\u83b7\u53d6\u4f1a\u8bdd\u5217\u8868\u540e&#xff0c;\u8c03\u7528\u5217\u8868\u5185\u7f6e\u7684\u00a0sort()\u00a0\u65b9\u6cd5&#xff0c;\u8bbe\u7f6e\u00a0reverse&#061;True\u00a0\u5b9e\u73b0\u964d\u5e8f\u5012\u5e8f\u6392\u5e8f\u3002<\/p>\n<p>\u5217\u8868\u7684\u00a0sort()\u00a0\u65b9\u6cd5\u5c5e\u4e8e\u539f\u5730\u6392\u5e8f&#xff0c;\u8fd4\u56de\u503c\u4e3a\u00a0None&#xff0c;\u5fc5\u987b\u5148\u5b8c\u6210\u6392\u5e8f\u64cd\u4f5c&#xff0c;\u518d\u5c06\u6392\u5e8f\u540e\u7684\u5217\u8868\u8fd4\u56de&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u5199\u00a0return session_list.sort(reverse&#061;True)&#xff0c;\u5426\u5219\u4f1a\u8fd4\u56de\u7a7a\u503c\u3002<\/p>\n<p>def load_sessions():<br \/>\n    session_list &#061; []<br \/>\n    if os.path.exists(&#034;sessions&#034;):<br \/>\n        file_list &#061; os.listdir(&#034;sessions&#034;)<br \/>\n        for filename in file_list:<br \/>\n            if filename.endswith(&#034;.json&#034;):<br \/>\n                session_list.append(filename[:-5])<br \/>\n        session_list.sort(reverse&#061;True)<br \/>\n    return session_list<\/p>\n<p>\u4fa7\u8fb9\u680f\u5e03\u5c40\u7ec6\u8282\u4f18\u5316<\/p>\n<p>\u5728\u4fa7\u8fb9\u680f\u7684\u4f1a\u8bdd\u7ba1\u7406\u533a\u57df\u548c\u4f34\u4fa3\u4fe1\u606f\u5b9a\u5236\u533a\u57df\u4e4b\u95f4\u6dfb\u52a0\u5206\u9694\u7ebf&#xff0c;\u8ba9\u529f\u80fd\u5206\u533a\u66f4\u6e05\u6670&#xff0c;\u907f\u514d\u7528\u6237\u6df7\u6dc6\u64cd\u4f5c\u533a\u57df\u3002\u76f4\u63a5\u8c03\u7528 Streamlit \u5185\u7f6e\u7684\u00a0st.divider()\u00a0\u65b9\u6cd5\u5373\u53ef\u5feb\u901f\u751f\u6210\u5206\u9694\u7ebf&#xff0c;\u65e0\u9700\u989d\u5916\u81ea\u5b9a\u4e49\u6837\u5f0f\u3002<\/p>\n<p>with st.sidebar:<br \/>\n    st.subheader(&#034;AI\u63a7\u5236\u9762\u677f&#034;)<br \/>\n    # \u4f1a\u8bdd\u7ba1\u7406\u76f8\u5173\u4ee3\u7801\u7701\u7565<br \/>\n    st.divider()  # \u63d2\u5165\u529f\u80fd\u5206\u9694\u7ebf<br \/>\n    # \u4f34\u4fa3\u6635\u79f0\u3001\u6027\u683c\u5b9a\u5236\u76f8\u5173\u4ee3\u7801\u7701\u7565<\/p>\n<p>\u9879\u76ee\u56db\u5927\u6838\u5fc3\u529f\u80fd\u68b3\u7406<\/p>\n<li>\u5927\u6a21\u578b\u57fa\u7840\u5bf9\u8bdd\u4ea4\u4e92&#xff1a;\u901a\u8fc7\u8c03\u7528\u5927\u6a21\u578b\u5f00\u653e API&#xff0c;\u5b9e\u73b0\u7528\u6237\u4e0e AI \u7684\u5b9e\u65f6\u5bf9\u8bdd\u54cd\u5e94\u3002<\/li>\n<li>\u5927\u6a21\u578b\u4f1a\u8bdd\u8bb0\u5fc6\u5b9e\u73b0&#xff1a;\u901a\u8fc7\u4ee3\u7801\u4fa7\u7ef4\u62a4\u5bf9\u8bdd\u5386\u53f2\u5217\u8868&#xff0c;\u89e3\u51b3\u5927\u6a21\u578b\u672c\u8eab\u4e0d\u5177\u5907\u8bb0\u5fc6\u80fd\u529b\u7684\u95ee\u9898&#xff0c;\u8ba9 AI \u53ef\u4ee5\u8bb0\u4f4f\u4e0a\u4e0b\u6587\u5bf9\u8bdd\u5185\u5bb9\u3002<\/li>\n<li>\u4f34\u4fa3\u4eba\u8bbe\u5b9a\u5236&#xff1a;\u5c06\u7528\u6237\u81ea\u5b9a\u4e49\u7684\u6635\u79f0\u3001\u6027\u683c\u4fe1\u606f\u6ce8\u5165\u5230\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d&#xff0c;\u4f20\u9012\u7ed9\u5927\u6a21\u578b&#xff0c;\u8ba9 AI \u5b8c\u5168\u6309\u7167\u9884\u8bbe\u4eba\u8bbe\u8fdb\u884c\u56de\u590d\u3002<\/li>\n<li>\u5168\u91cf\u4f1a\u8bdd\u7ba1\u7406&#xff1a;\u8986\u76d6\u65b0\u5efa\u4f1a\u8bdd\u3001\u81ea\u52a8\u4fdd\u5b58\u4f1a\u8bdd\u3001\u67e5\u8be2\u5386\u53f2\u4f1a\u8bdd\u3001\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd\u3001\u5220\u9664\u4f1a\u8bdd\u7b49\u5b8c\u6574\u7684\u4f1a\u8bdd\u751f\u547d\u5468\u671f\u64cd\u4f5c\u3002<\/li>\n<p>\u9879\u76ee\u5168\u91cf\u6280\u672f\u6808\u68b3\u7406<\/p>\n<ul>\n<li>\u5927\u6a21\u578b\u90e8\u7f72\u65b9\u6848&#xff1a;\u5305\u542b\u672c\u5730\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b\u3001\u8c03\u7528\u5b98\u65b9\u5f00\u653e API \u4e24\u79cd\u65b9\u6848&#xff0c;\u672c\u9879\u76ee\u9009\u62e9\u8c03\u7528\u5b98\u65b9 API \u7684\u65b9\u5f0f&#xff0c;\u89c4\u907f\u672c\u5730\u786c\u4ef6\u6027\u80fd\u4e0d\u8db3\u7684\u9650\u5236\u3002<\/li>\n<li>HTTP \u534f\u8bae\u89c4\u8303&#xff1a;\u4e86\u89e3 HTTP \u8bf7\u6c42\u3001\u54cd\u5e94\u7684\u6570\u636e\u683c\u5f0f&#xff0c;\u4ee5\u53ca\u5e38\u89c1\u54cd\u5e94\u72b6\u6001\u7801\u7684\u542b\u4e49&#xff0c;\u4e3a\u8c03\u7528\u5927\u6a21\u578b API \u6253\u4e0b\u57fa\u7840\u3002<\/li>\n<li>\u5927\u6a21\u578b\u4ea4\u4e92\u65b9\u6848&#xff1a;\u53ef\u901a\u8fc7\u63a5\u53e3\u6d4b\u8bd5\u5de5\u5177\u8c03\u8bd5 API&#xff0c;\u4e5f\u53ef\u57fa\u4e8e OpenAI \u517c\u5bb9\u7684 Python SDK \u5728\u4ee3\u7801\u4e2d\u5b8c\u6210\u4ea4\u4e92\u3002<\/li>\n<li>Streamlit \u6846\u67b6\u4f7f\u7528&#xff1a;\u5feb\u901f\u642d\u5efa Web \u5e94\u7528\u9875\u9762&#xff0c;\u65e0\u9700\u590d\u6742\u7684\u524d\u7aef\u5f00\u53d1&#xff0c;\u76f8\u5173 API \u65e0\u9700\u6b7b\u8bb0\u786c\u80cc&#xff0c;\u5f00\u53d1\u65f6\u67e5\u9605\u5b98\u65b9\u6587\u6863\u6309\u9700\u8c03\u7528\u5373\u53ef\u3002<\/li>\n<li>Python \u6587\u4ef6\u64cd\u4f5c&#xff1a;\u4f7f\u7528\u6807\u51c6\u5e93 os \u5b8c\u6210\u6587\u4ef6\/\u6587\u4ef6\u5939\u7684\u521b\u5efa\u3001\u5224\u65ad\u5b58\u5728\u3001\u5220\u9664\u7b49\u64cd\u4f5c&#xff0c;\u4f7f\u7528 json \u5e93\u5b8c\u6210 Python \u5bf9\u8c61\u4e0e JSON \u683c\u5f0f\u5b57\u7b26\u4e32\u7684\u4e92\u76f8\u8f6c\u6362&#xff0c;\u5b9e\u73b0\u4f1a\u8bdd\u6570\u636e\u7684\u6301\u4e45\u5316\u5b58\u50a8\u3002<\/li>\n<li>\u65f6\u95f4\u5904\u7406\u6a21\u5757&#xff1a;\u4f7f\u7528 datetime \u6a21\u5757\u751f\u6210\u5e26\u65f6\u95f4\u6233\u7684\u4f1a\u8bdd\u540d\u79f0&#xff0c;\u7cbe\u51c6\u6807\u8bc6\u6bcf\u4e00\u4e2a\u4f1a\u8bdd\u7684\u521b\u5efa\u65f6\u95f4\u3002<\/li>\n<\/ul>\n<p>\u9879\u76ee\u6574\u4f53\u4ef7\u503c\u603b\u7ed3<\/p>\n<p>AI \u667a\u80fd\u4f34\u4fa3\u662f\u4e00\u4e2a\u7efc\u5408\u6027 Python \u5b9e\u6218\u9879\u76ee&#xff0c;\u5c06\u524d\u671f\u5b66\u4e60\u7684 Python \u57fa\u7840\u8bed\u6cd5\u3001\u7b2c\u4e09\u65b9\u5e93\u4f7f\u7528\u3001Web \u5e94\u7528\u5f00\u53d1\u3001\u5927\u6a21\u578b\u5bf9\u63a5\u7b49\u77e5\u8bc6\u70b9\u8fdb\u884c\u6574\u5408&#xff0c;\u5b9e\u73b0\u77e5\u8bc6\u7684\u5de9\u56fa\u3001\u5e94\u7528\u4e0e\u62d3\u5c55\u3002<\/p>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8-6\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>\u5217\u8868\u00a0sort\u00a0\u65b9\u6cd5\u7684\u8fd4\u56de\u503c\u6613\u9519\u70b9&#xff1a;Python \u5217\u8868\u7684\u00a0sort()\u00a0\u662f\u539f\u5730\u6392\u5e8f&#xff0c;\u8fd4\u56de\u503c\u4e3a\u00a0None&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u5c06\u00a0list.sort()\u00a0\u4f5c\u4e3a\u51fd\u6570\u8fd4\u56de\u503c&#xff0c;\u5426\u5219\u4f1a\u8fd4\u56de\u7a7a\u503c\u5bfc\u81f4\u7a0b\u5e8f\u62a5\u9519\u3002<\/li>\n<li>\u4eba\u8bbe\u6ce8\u5165\u7684\u5b9e\u73b0\u903b\u8f91&#xff1a;\u81ea\u5b9a\u4e49\u7684\u6635\u79f0\u548c\u6027\u683c\u4fe1\u606f\u9700\u8981\u901a\u8fc7\u5b57\u7b26\u4e32\u683c\u5f0f\u5316\u6ce8\u5165\u5230\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d&#xff0c;\u518d\u4f20\u9012\u7ed9\u5927\u6a21\u578b&#xff0c;\u624d\u80fd\u8ba9 AI \u4e25\u683c\u6309\u7167\u9884\u8bbe\u4eba\u8bbe\u56de\u590d\u3002<\/li>\n<li>\u5220\u9664\u5f53\u524d\u4f1a\u8bdd\u7684\u8fb9\u754c\u5904\u7406&#xff1a;\u5220\u9664\u6b63\u5728\u4f7f\u7528\u7684\u4f1a\u8bdd\u65f6&#xff0c;\u4e0d\u80fd\u76f4\u63a5\u6e05\u7a7a\u9875\u9762&#xff0c;\u9700\u8981\u81ea\u52a8\u751f\u6210\u4e00\u4e2a\u65b0\u7684\u7a7a\u767d\u4f1a\u8bdd&#xff0c;\u4fdd\u8bc1\u5e94\u7528\u53ef\u4ee5\u7ee7\u7eed\u6b63\u5e38\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>\u5927\u6a21\u578b\u4f1a\u8bdd\u8bb0\u5fc6&#xff1a;\u5927\u6a21\u578b\u672c\u8eab\u65e0\u72b6\u6001\u4e0d\u5177\u5907\u8bb0\u5fc6\u80fd\u529b&#xff0c;\u901a\u8fc7\u5728\u8bf7\u6c42\u4e2d\u6301\u7eed\u4f20\u5165\u5168\u90e8\u5386\u53f2\u5bf9\u8bdd\u5185\u5bb9&#xff0c;\u8ba9\u5927\u6a21\u578b\u83b7\u53d6\u5b8c\u6574\u4e0a\u4e0b\u6587&#xff0c;\u5b9e\u73b0\u8bb0\u5fc6\u6548\u679c\u3002<\/li>\n<li>Streamlit \u6846\u67b6&#xff1a;\u9762\u5411\u6570\u636e\u4e0e AI \u5e94\u7528\u7684\u5feb\u901f Web \u5f00\u53d1\u6846\u67b6&#xff0c;\u5c01\u88c5\u4e86\u4e30\u5bcc\u7684 UI \u7ec4\u4ef6&#xff0c;\u65e0\u9700\u590d\u6742\u524d\u7aef\u5f00\u53d1\u5373\u53ef\u5feb\u901f\u642d\u5efa\u53ef\u7528\u7684 Web \u5e94\u7528\u3002<\/li>\n<li>JSON \u5e8f\u5217\u5316\u4e0e\u53cd\u5e8f\u5217\u5316&#xff1a;\u901a\u8fc7 Python \u7684 json \u5e93&#xff0c;\u5c06\u5185\u5b58\u4e2d\u7684 Python \u5b57\u5178\/\u5217\u8868\u5bf9\u8c61\u8f6c\u6362\u4e3a JSON \u5b57\u7b26\u4e32\u5199\u5165\u6587\u4ef6&#xff0c;\u4e5f\u53ef\u4ee5\u4ece\u6587\u4ef6\u4e2d\u8bfb\u53d6 JSON \u5b57\u7b26\u4e32\u8fd8\u539f\u4e3a Python \u5bf9\u8c61&#xff0c;\u5b9e\u73b0\u6570\u636e\u6301\u4e45\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u4f1a\u8bdd\u5012\u5e8f\u6392\u5e8f\u6838\u5fc3\u4ee3\u7801&#xff1a;<\/p>\n<p>session_list.sort(reverse&#061;True)<br \/>\nreturn session_list<\/p>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3-6\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>AI \u667a\u80fd\u4f34\u4fa3\u9879\u76ee\u6982\u8ff0&#xff1a;\u5f00\u53d1\u4e00\u4e2a\u5177\u6709\u4e2a\u6027\u5316\u4ea4\u4e92\u80fd\u529b\u7684 AI \u804a\u5929\u5e94\u7528&#xff0c;\u652f\u6301\u4f1a\u8bdd\u7ba1\u7406\u3001\u89d2\u8272\u5b9a\u5236\u548c\u5927\u6a21\u578b\u96c6\u6210\u3002\u6838\u5fc3\u529f\u80fd\u5305\u62ec\u4f1a\u8bdd\u521b\u5efa\/\u52a0\u8f7d\/\u5220\u9664\u3001\u4f34\u4fa3\u6027\u683c\u8bbe\u5b9a\u3001\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3001\u5b9e\u65f6\u6d88\u606f\u4ea4\u4e92\u3002\u6280\u672f\u6808&#xff1a;Python\u3001Streamlit\u3001JSON\u3001datetime\u3001os\u3001requests \u5e93\u3002<\/p>\n<p>\u6838\u5fc3\u6280\u672f\u6a21\u5757<\/p>\n<table>\n<tr>\u6a21\u5757\u529f\u80fd\u5173\u952e\u5b9e\u73b0\u4ee3\u7801<\/tr>\n<tbody>\n<tr>\n<td>\u9875\u9762\u914d\u7f6e<\/td>\n<td>st.set_page_config(page_title&#061;&#034;AI\u667a\u80fd\u4f34\u4fa3&#034;, layout&#061;&#034;wide&#034;, initial_sidebar_state&#061;&#034;expanded&#034;)<\/td>\n<\/tr>\n<tr>\n<td>\u4f1a\u8bdd\u6807\u8bc6\u751f\u6210<\/td>\n<td>datetime.now().strftime(&#034;%Y%m%d_%H%M%S&#034;)<\/td>\n<\/tr>\n<tr>\n<td>\u4f1a\u8bdd\u5b58\u50a8<\/td>\n<td>json.dump(session_data, f, ensure_ascii&#061;False, indent&#061;2)<\/td>\n<\/tr>\n<tr>\n<td>\u5927\u6a21\u578b\u8c03\u7528<\/td>\n<td>requests.post(url, json&#061;payload, headers&#061;headers)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6838\u5fc3\u51fd\u6570&#xff1a;save_session()\u3001load_session(session_name)\u3001delete_session(session_name)\u3002<\/p>\n<hr \/>\n<h3 id=\"\u4e94\u77e5\u8bc6\u6269\u5c55python-\u6587\u4ef6\u64cd\u4f5c\u7684\u8def\u5f84\u4e0e\u6a21\u5f0f\u7b2c-32-\u8282\">\u4e94\u3001\u77e5\u8bc6\u6269\u5c55&#xff1a;Python \u6587\u4ef6\u64cd\u4f5c\u7684\u8def\u5f84\u4e0e\u6a21\u5f0f&#xff08;\u7b2c 32 \u8282&#xff09;<\/h3>\n<h4 id=\"\u7b2c-32-\u8282--\u6587\u4ef6\u8def\u5f84\u5199\u6cd5\u4e0e-rwa-\u6a21\u5f0f\">\u7b2c 32 \u8282 \u00b7 \u6587\u4ef6\u8def\u5f84\u5199\u6cd5\u4e0e r\/w\/a \u6a21\u5f0f<\/h4>\n<h5 id=\"\u77e5\u8bc6\u7cbe\u8bb2-7\">\u77e5\u8bc6\u7cbe\u8bb2<\/h5>\n<p>\u6587\u4ef6\u64cd\u4f5c\u524d\u7f6e\u77e5\u8bc6\u56de\u987e<\/p>\n<p>\u6587\u4ef6\u64cd\u4f5c\u57fa\u7840\u4e09\u6b65\u6cd5&#xff1a;Python \u5e38\u89c4\u6587\u4ef6\u64cd\u4f5c\u5206\u4e3a\u6253\u5f00\u6587\u4ef6\u3001\u8bfb\u5199\u6587\u4ef6\u3001\u5173\u95ed\u6587\u4ef6\u4e09\u4e2a\u6838\u5fc3\u6b65\u9aa4&#xff0c;\u4f01\u4e1a\u7ea7\u5f00\u53d1\u63a8\u8350\u4f7f\u7528\u00a0with\u00a0\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u81ea\u52a8\u7ba1\u7406\u8d44\u6e90\u91ca\u653e&#xff0c;\u65e0\u9700\u624b\u52a8\u8c03\u7528\u00a0close()\u00a0\u65b9\u6cd5\u3002<\/p>\n<p>with\u00a0\u8bed\u53e5\u53ef\u4ee5\u81ea\u52a8\u5904\u7406\u6587\u4ef6\u5173\u95ed\u903b\u8f91&#xff0c;\u907f\u514d\u56e0\u4ee3\u7801\u5f02\u5e38\u5bfc\u81f4\u6587\u4ef6\u8d44\u6e90\u6cc4\u6f0f&#xff0c;\u662f\u5de5\u4e1a\u754c\u7684\u6807\u51c6\u5199\u6cd5\u3002<\/p>\n<p>with open(&#034;\u6587\u4ef6\u8def\u5f84&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n    content &#061; f.read()<\/p>\n<p>\u76f8\u5bf9\u8def\u5f84\u7684\u5b9a\u4e49\u4e0e\u89c4\u5219<\/p>\n<p>\u76f8\u5bf9\u8def\u5f84\u6838\u5fc3\u903b\u8f91&#xff1a;\u76f8\u5bf9\u8def\u5f84\u662f\u4ece\u5f53\u524d\u8fd0\u884c\u6587\u4ef6\u6240\u5728\u76ee\u5f55\u5f00\u59cb\u67e5\u627e\u76ee\u6807\u6587\u4ef6\u7684\u8def\u5f84\u5199\u6cd5&#xff0c;\u65e0\u9700\u6307\u5b9a\u5b8c\u6574\u7684\u78c1\u76d8\u6839\u76ee\u5f55\u3002<\/p>\n<p>.\u00a0\u4ee3\u8868\u5f53\u524d\u76ee\u5f55&#xff0c;.\/\u00a0\u524d\u7f00\u53ef\u4ee5\u7701\u7565&#xff1b;..\u00a0\u4ee3\u8868\u4e0a\u4e00\u7ea7\u76ee\u5f55&#xff0c;\u8fde\u7eed\u5199\u591a\u4e2a\u00a0..\u00a0\u53ef\u4ee5\u5411\u4e0a\u56de\u6eaf\u591a\u7ea7\u7236\u76ee\u5f55\u3002<\/p>\n<p>\u793a\u4f8b&#xff1a;..\/\u7b2c2\u7ae0\/file\/\u5bfb\u9690\u8005\u4e0d\u9047.txt\u00a0\u8868\u793a\u4ece\u5f53\u524d\u76ee\u5f55\u9000\u56de\u4e0a\u4e00\u7ea7&#xff0c;\u518d\u8fdb\u5165\u7b2c 2 \u7ae0\u76ee\u5f55\u4e0b\u7684 file \u6587\u4ef6\u5939\u8bfb\u53d6\u76ee\u6807\u6587\u4ef6\u3002\u76f8\u5bf9\u8def\u5f84\u5199\u6cd5\u793a\u4f8b\u4e3a\u00a0.\/resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt&#xff0c;\u5176\u4e2d\u00a0.\/\u00a0\u53ef\u76f4\u63a5\u7701\u7565\u4e3a\u00a0resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt\u3002<\/p>\n<p>\u7edd\u5bf9\u8def\u5f84\u7684\u5b9a\u4e49\u4e0e\u8f6c\u4e49\u89c4\u5219<\/p>\n<p>\u7edd\u5bf9\u8def\u5f84\u6838\u5fc3\u903b\u8f91&#xff1a;\u7edd\u5bf9\u8def\u5f84\u662f\u4ece\u6587\u4ef6\u7cfb\u7edf\u6839\u76ee\u5f55\u5f00\u59cb\u7684\u5b8c\u6574\u6587\u4ef6\u4f4d\u7f6e\u8def\u5f84&#xff0c;Windows \u7cfb\u7edf\u4ece\u76d8\u7b26&#xff08;C \u76d8\/D \u76d8&#xff09;\u5f00\u59cb&#xff0c;Linux\/Unix \u7cfb\u7edf\u4ece\u00a0\/\u00a0\u6839\u76ee\u5f55\u5f00\u59cb\u3002<\/p>\n<p>Windows \u8def\u5f84\u4e2d\u7684\u53cd\u659c\u6760\u00a0\\\\\u00a0\u5728 Python \u5b57\u7b26\u4e32\u4e2d\u662f\u8f6c\u4e49\u5b57\u7b26&#xff0c;\u76f4\u63a5\u5199\u4f1a\u88ab\u8bc6\u522b\u4e3a\u7279\u6b8a\u8f6c\u4e49\u5e8f\u5217&#xff08;\u5982\u00a0\\\\n\u00a0\u6362\u884c\u3001\\\\t\u00a0\u5236\u8868\u7b26&#xff09;&#xff0c;\u5fc5\u987b\u505a\u8f6c\u4e49\u5904\u7406\u3002<\/p>\n<p>\u4e24\u79cd\u5408\u6cd5\u5199\u6cd5&#xff1a;<\/p>\n<ul>\n<li>\u4f7f\u7528\u53cc\u53cd\u659c\u6760\u8f6c\u4e49&#xff1a;D:\\\\\\\\Python-Project\\\\\\\\py_project01\\\\\\\\\u7b2c3\u7ae0\\\\\\\\resources\\\\\\\\\u671b\u5e90\u5c71\u7011\u5e03.txt<\/li>\n<li>\u76f4\u63a5\u4f7f\u7528\u6b63\u659c\u6760&#xff1a;D:\/Python-Project\/py_project01\/\u7b2c3\u7ae0\/resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt<\/li>\n<\/ul>\n<p>\u53ef\u901a\u8fc7\u53f3\u952e\u6587\u4ef6-\u5c5e\u6027-\u5b89\u5168\u9009\u9879\u5361\u67e5\u770b\u5bf9\u8c61\u5b8c\u6574\u540d\u79f0&#xff0c;\u5feb\u901f\u83b7\u53d6\u6587\u4ef6\u7684\u7edd\u5bf9\u8def\u5f84\u3002<\/p>\n<p>\u9879\u76ee\u5f00\u53d1\u8def\u5f84\u9009\u578b\u6700\u4f73\u5b9e\u8df5<\/p>\n<p>\u76f8\u5bf9\u8def\u5f84\u7684\u4f18\u52bf&#xff1a;\u76f8\u5bf9\u8def\u5f84\u7684\u53ef\u79fb\u690d\u6027\u6781\u5f3a&#xff0c;\u5c06\u6574\u4e2a\u9879\u76ee\u6587\u4ef6\u5939\u5206\u4eab\u7ed9\u4ed6\u4eba\u65f6&#xff0c;\u65e0\u9700\u4fee\u6539\u4efb\u4f55\u8def\u5f84\u4ee3\u7801\u5373\u53ef\u76f4\u63a5\u8fd0\u884c&#xff0c;\u8def\u5f84\u5199\u6cd5\u7b80\u6d01\u6e05\u6670&#xff0c;\u4fbf\u4e8e\u56e2\u961f\u534f\u4f5c\u9605\u8bfb\u3002<\/p>\n<p>\u7edd\u5bf9\u8def\u5f84\u7684\u5f0a\u7aef&#xff1a;\u7edd\u5bf9\u8def\u5f84\u7ed1\u5b9a\u4e86\u5f53\u524d\u8bbe\u5907\u7684\u78c1\u76d8\u76ee\u5f55\u7ed3\u6784&#xff0c;\u66f4\u6362\u8bbe\u5907\u540e\u51e0\u4e4e\u5fc5\u7136\u51fa\u73b0\u8def\u5f84\u627e\u4e0d\u5230\u6587\u4ef6\u7684\u9519\u8bef&#xff0c;\u9700\u8981\u9010\u884c\u4fee\u6539\u8def\u5f84\u9002\u914d\u65b0\u73af\u5883&#xff0c;\u7ef4\u62a4\u6210\u672c\u6781\u9ad8\u3002<\/p>\n<p>\u5de5\u4e1a\u7ea7\u9879\u76ee\u5f00\u53d1\u4e2d\u5f3a\u5236\u63a8\u8350\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84&#xff0c;\u907f\u514d\u786c\u7f16\u7801\u7edd\u5bf9\u8def\u5f84\u3002<\/p>\n<p>\u6587\u4ef6\u64cd\u4f5c\u6a21\u5f0f\u8be6\u89e3<\/p>\n<ul>\n<li>r \u53ea\u8bfb\u6a21\u5f0f&#xff1a;\u4ee5\u53ea\u8bfb\u65b9\u5f0f\u6253\u5f00\u6587\u4ef6&#xff0c;\u6587\u4ef6\u6307\u9488\u5b9a\u4f4d\u5728\u6587\u4ef6\u5f00\u5934&#xff0c;\u53ea\u80fd\u6267\u884c\u8bfb\u53d6\u64cd\u4f5c&#xff0c;\u65e0\u6cd5\u5199\u5165\u5185\u5bb9\u3002<\/li>\n<li>w \u5199\u5165\u6a21\u5f0f&#xff1a;\u53ea\u5199\u6a21\u5f0f&#xff0c;\u4ece\u5934\u7f16\u8f91\u6587\u4ef6&#xff0c;\u5982\u679c\u76ee\u6807\u6587\u4ef6\u5df2\u5b58\u5728&#xff0c;\u4f1a\u76f4\u63a5\u5220\u9664\u539f\u6709\u5168\u90e8\u5185\u5bb9\u518d\u4ece\u5934\u5199\u5165&#xff1b;\u5982\u679c\u6587\u4ef6\u4e0d\u5b58\u5728&#xff0c;\u4f1a\u81ea\u52a8\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u7a7a\u6587\u4ef6\u3002<\/li>\n<li>a \u8ffd\u52a0\u6a21\u5f0f&#xff1a;\u8ffd\u52a0\u5199\u5165\u6a21\u5f0f&#xff0c;\u65b0\u5199\u5165\u7684\u5185\u5bb9\u4f1a\u81ea\u52a8\u8ffd\u52a0\u5230\u539f\u6709\u5185\u5bb9\u7684\u672b\u5c3e&#xff0c;\u4e0d\u4f1a\u8986\u76d6\u539f\u6709\u6587\u4ef6\u5185\u5bb9&#xff1b;\u5982\u679c\u6587\u4ef6\u4e0d\u5b58\u5728&#xff0c;\u540c\u6837\u4f1a\u81ea\u52a8\u521b\u5efa\u65b0\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u4f7f\u7528\u00a0w\u00a0\u6a21\u5f0f\u524d\u5fc5\u987b\u786e\u8ba4\u662f\u5426\u9700\u8981\u4fdd\u7559\u539f\u6709\u6587\u4ef6\u5185\u5bb9&#xff0c;\u907f\u514d\u8bef\u64cd\u4f5c\u6e05\u7a7a\u91cd\u8981\u6570\u636e\u3002<\/p>\n<p># \u8ffd\u52a0\u5199\u5165\u53e4\u8bd7\u793a\u4f8b<br \/>\nwith open(&#034;resources\/\u9759\u591c\u601d.txt&#034;, &#034;a&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n    f.write(&#034;\u9759\u591c\u601d(\u674e\u767d)\\\\n\\\\n&#034;)<br \/>\n    f.write(&#034;\u7a97\u524d\u660e\u6708\u5149&#xff0c;\\\\n&#034;)<br \/>\n    f.write(&#034;\u7591\u662f\u5730\u4e0a\u971c\u3002\\\\n&#034;)<br \/>\n    f.write(&#034;\u4e3e\u5934\u671b\u660e\u6708&#xff0c;\\\\n&#034;)<br \/>\n    f.write(&#034;\u4f4e\u5934\u601d\u6545\u4e61\u3002\\\\n&#034;)<\/p>\n<p>\u4ee3\u7801\u6f14\u793a\u5b9e\u64cd\u9a8c\u8bc1<\/p>\n<ul>\n<li>\u76f8\u5bf9\u8def\u5f84\u56de\u6eaf\u6f14\u793a&#xff1a;\u5728\u7b2c 3 \u7ae0\u76ee\u5f55\u4e0b\u7684\u4ee3\u7801\u6587\u4ef6\u4e2d&#xff0c;\u901a\u8fc7\u00a0..\/\u00a0\u56de\u6eaf\u5230\u4e0a\u4e00\u7ea7\u76ee\u5f55&#xff0c;\u6210\u529f\u8bfb\u53d6\u7b2c 2 \u7ae0\u76ee\u5f55\u4e0b\u7684\u76ee\u6807\u6587\u672c\u6587\u4ef6&#xff0c;\u9a8c\u8bc1\u4e86\u591a\u7ea7\u76f8\u5bf9\u8def\u5f84\u7684\u6b63\u786e\u6027\u3002<\/li>\n<li>\u7edd\u5bf9\u8def\u5f84\u8f6c\u4e49\u6f14\u793a&#xff1a;\u6f14\u793a\u4e86\u76f4\u63a5\u4f7f\u7528\u5355\u53cd\u659c\u6760\u8def\u5f84\u62a5\u9519\u7684\u573a\u666f&#xff0c;\u901a\u8fc7\u53cc\u53cd\u659c\u6760\u8f6c\u4e49\u6216\u66ff\u6362\u4e3a\u6b63\u659c\u6760&#xff0c;\u6210\u529f\u89e3\u51b3\u8f6c\u4e49\u5b57\u7b26\u51b2\u7a81\u95ee\u9898\u3002<\/li>\n<li>a \u6a21\u5f0f\u8ffd\u52a0\u6548\u679c\u6f14\u793a&#xff1a;\u591a\u6b21\u8fd0\u884c\u8ffd\u52a0\u5199\u5165\u4ee3\u7801&#xff0c;\u76ee\u6807\u6587\u4ef6\u4e2d\u4f1a\u4e0d\u65ad\u65b0\u589e\u5199\u5165\u7684\u53e4\u8bd7\u5185\u5bb9&#xff0c;\u4e0d\u4f1a\u6e05\u7a7a\u539f\u6709\u6570\u636e&#xff0c;\u76f4\u89c2\u5c55\u793a\u4e86\u8ffd\u52a0\u6a21\u5f0f\u548c\u8986\u76d6\u6a21\u5f0f\u7684\u6838\u5fc3\u5dee\u5f02\u3002<\/li>\n<\/ul>\n<h5 id=\"\u91cd\u70b9\u901f\u89c8-7\">\u91cd\u70b9\u901f\u89c8<\/h5>\n<ul>\n<li>\u8003\u70b9\u91cd\u70b9\n<ul>\n<li>\u76f8\u5bf9\u8def\u5f84\u7b26\u53f7\u89c4\u5219&#xff1a;.\u00a0\u4ee3\u8868\u5f53\u524d\u76ee\u5f55&#xff0c;..\u00a0\u4ee3\u8868\u4e0a\u4e00\u7ea7\u76ee\u5f55&#xff0c;.\/\u00a0\u53ef\u4ee5\u7701\u7565&#xff0c;\u662f\u8003\u8bd5\u4e2d\u8def\u5f84\u7f16\u5199\u9898\u7684\u6838\u5fc3\u8003\u70b9\u3002<\/li>\n<li>\u7edd\u5bf9\u8def\u5f84\u8f6c\u4e49\u89c4\u5219&#xff1a;Windows \u8def\u5f84\u4e2d\u7684\u5355\u53cd\u659c\u6760\u5fc5\u987b\u8f6c\u4e49&#xff0c;\u5426\u5219\u4f1a\u88ab\u8bc6\u522b\u4e3a\u8f6c\u4e49\u5b57\u7b26\u5bfc\u81f4\u62a5\u9519&#xff0c;\u662f\u9ad8\u9891\u6613\u9519\u8003\u70b9\u3002<\/li>\n<li>\u9879\u76ee\u5f00\u53d1\u8def\u5f84\u9009\u578b&#xff1a;\u5de5\u4e1a\u7ea7\u9879\u76ee\u5fc5\u987b\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84&#xff0c;\u53ef\u79fb\u690d\u6027\u66f4\u5f3a&#xff0c;\u662f\u5b9e\u64cd\u7c7b\u9898\u76ee\u7684\u6807\u51c6\u8981\u6c42\u3002<\/li>\n<li>\u5199\u5165\u6a21\u5f0f\u5dee\u5f02&#xff1a;w\u00a0\u6a21\u5f0f\u4f1a\u6e05\u7a7a\u539f\u6709\u6587\u4ef6\u5185\u5bb9&#xff0c;a\u00a0\u6a21\u5f0f\u4ec5\u5728\u672b\u5c3e\u8ffd\u52a0&#xff0c;\u4f7f\u7528\u00a0w\u00a0\u6a21\u5f0f\u524d\u5fc5\u987b\u786e\u8ba4\u662f\u5426\u9700\u8981\u4fdd\u7559\u539f\u6587\u4ef6&#xff0c;\u662f\u5b9e\u64cd\u4e2d\u6700\u5bb9\u6613\u8e29\u5751\u7684\u8003\u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6838\u5fc3\u6982\u5ff5\n<ul>\n<li>\u76f8\u5bf9\u8def\u5f84&#xff1a;\u4ece\u5f53\u524d\u8fd0\u884c\u6587\u4ef6\u6240\u5728\u76ee\u5f55\u5f00\u59cb\u67e5\u627e\u76ee\u6807\u6587\u4ef6\u7684\u8def\u5f84&#xff0c;\u65e0\u9700\u6307\u5b9a\u78c1\u76d8\u6839\u76ee\u5f55&#xff0c;\u53ef\u79fb\u690d\u6027\u5f3a\u3002<\/li>\n<li>\u7edd\u5bf9\u8def\u5f84&#xff1a;\u4ece\u6587\u4ef6\u7cfb\u7edf\u6839\u76ee\u5f55\u5f00\u59cb\u7684\u5b8c\u6574\u6587\u4ef6\u4f4d\u7f6e\u8def\u5f84&#xff0c;\u7ed1\u5b9a\u5f53\u524d\u8bbe\u5907\u7684\u78c1\u76d8\u76ee\u5f55\u7ed3\u6784&#xff0c;\u53ef\u79fb\u690d\u6027\u5dee\u3002<\/li>\n<li>\u6587\u4ef6\u64cd\u4f5c\u6a21\u5f0f&#xff1a;r \u53ea\u8bfb\u3001w \u8986\u76d6\u5199\u5165\u3001a \u8ffd\u52a0\u5199\u5165&#xff0c;\u4e09\u79cd\u6a21\u5f0f\u7684\u7279\u6027\u662f\u6587\u4ef6\u64cd\u4f5c\u7684\u6838\u5fc3\u57fa\u7840\u3002<\/li>\n<li>with\u00a0\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668&#xff1a;Python \u4e2d\u7ba1\u7406\u6587\u4ef6\u8d44\u6e90\u7684\u6807\u51c6\u5199\u6cd5&#xff0c;\u81ea\u52a8\u5904\u7406\u6587\u4ef6\u5173\u95ed\u903b\u8f91&#xff0c;\u907f\u514d\u8d44\u6e90\u6cc4\u6f0f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h5 id=\"\u62cd\u56fe\u603b\u7ed3-7\">\u62cd\u56fe\u603b\u7ed3<\/h5>\n<p>Python \u6587\u4ef6\u64cd\u4f5c\u57fa\u7840&#xff1a;\u4f7f\u7528\u00a0with open(\u8def\u5f84, \u6a21\u5f0f, encoding&#061;&#034;utf-8&#034;) as f:\u00a0\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668&#xff0c;\u81ea\u52a8\u5904\u7406\u6587\u4ef6\u5173\u95ed&#xff0c;\u907f\u514d\u8d44\u6e90\u6cc4\u9732\u3002<\/p>\n<p>\u6587\u4ef6\u8def\u5f84\u5199\u6cd5<\/p>\n<table>\n<tr>\u8def\u5f84\u7c7b\u578b\u5b9a\u4e49\u8bed\u6cd5\u793a\u4f8b\u7279\u70b9<\/tr>\n<tbody>\n<tr>\n<td>\u76f8\u5bf9\u8def\u5f84<\/td>\n<td>\u4ece\u5f53\u524d\u6587\u4ef6\u6240\u5728\u76ee\u5f55\u5f00\u59cb\u67e5\u627e<\/td>\n<td>.\/resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt&#xff08;.\/\u00a0\u53ef\u7701\u7565&#xff09;<\/td>\n<td>\u63a8\u8350\u4f7f\u7528&#xff0c;\u53ef\u79fb\u690d\u6027\u5f3a\u3001\u8def\u5f84\u7b80\u6d01<\/td>\n<\/tr>\n<tr>\n<td>\u76f8\u5bf9\u8def\u5f84<\/td>\n<td>..\u00a0\u8868\u793a\u4e0a\u4e00\u7ea7\u76ee\u5f55<\/td>\n<td>..\/\u7b2c2\u7ae0\/file\/\u5bfb\u9690\u8005\u4e0d\u9047.txt<\/td>\n<td>..\u00a0\u8868\u793a\u4e0a\u4e00\u7ea7\u76ee\u5f55<\/td>\n<\/tr>\n<tr>\n<td>\u7edd\u5bf9\u8def\u5f84<\/td>\n<td>\u4ece\u6587\u4ef6\u7cfb\u7edf\u6839\u76ee\u5f55\u5f00\u59cb\u7684\u5b8c\u6574\u8def\u5f84<\/td>\n<td>D:\\\\\\\\Python-Project\\\\\\\\py_project01\\\\\\\\\u7b2c3\u7ae0\\\\\\\\resources\\\\\\\\\u671b\u5e90\u5c71\u7011\u5e03.txt<\/td>\n<td>\u5305\u542b\u5b8c\u6574\u4f4d\u7f6e\u4fe1\u606f&#xff0c;\u79fb\u690d\u6027\u5dee<\/td>\n<\/tr>\n<tr>\n<td>\u7edd\u5bf9\u8def\u5f84<\/td>\n<td>\u659c\u6760\u00a0\/\u00a0\u9700\u8f6c\u4e49\u4e3a\u00a0\\\\\\\\\u00a0\u6216\u76f4\u63a5\u4f7f\u7528\u00a0\/<\/td>\n<td>D:\/Python-Project\/py_project01\/\u7b2c3\u7ae0\/resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt<\/td>\n<td>\u659c\u6760\u00a0\/\u00a0\u65e0\u9700\u8f6c\u4e49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6587\u4ef6\u64cd\u4f5c\u6a21\u5f0f<\/p>\n<ul>\n<li>r&#xff08;\u53ea\u8bfb\u6a21\u5f0f&#xff09;&#xff1a;\u9ed8\u8ba4\u6a21\u5f0f&#xff0c;\u6587\u4ef6\u6307\u9488\u4f4d\u4e8e\u5f00\u5934&#xff0c;\u6587\u4ef6\u4e0d\u5b58\u5728\u5219\u62a5\u9519\u3002<\/li>\n<\/ul>\n<p>with open(&#034;resources\/\u671b\u5e90\u5c71\u7011\u5e03.txt&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n    content &#061; f.read()  # \u8bfb\u53d6\u5168\u90e8\u5185\u5bb9<br \/>\n    print(content)<\/p>\n<ul>\n<li>w&#xff08;\u5199\u5165\u6a21\u5f0f&#xff09;&#xff1a;\u8986\u76d6\u539f\u6709\u5185\u5bb9&#xff0c;\u6587\u4ef6\u4e0d\u5b58\u5728\u5219\u521b\u5efa\u3002<\/li>\n<li>a&#xff08;\u8ffd\u52a0\u6a21\u5f0f&#xff09;&#xff1a;\u5728\u6587\u4ef6\u672b\u5c3e\u6dfb\u52a0\u5185\u5bb9&#xff0c;\u6587\u4ef6\u4e0d\u5b58\u5728\u5219\u521b\u5efa\u3002<\/li>\n<\/ul>\n<p>with open(&#034;resources\/\u9759\u591c\u601d.txt&#034;, &#034;a&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\n    f.write(&#034;\u9759\u591c\u601d(\u674e\u767d)\\\\n\\\\n&#034;)<br \/>\n    f.write(&#034;\u7a97\u524d\u660e\u6708\u5149&#xff0c;\\\\n\u7591\u662f\u5730\u4e0a\u971c\u3002\\\\n\u4e3e\u5934\u671b\u660e\u6708&#xff0c;\\\\n\u4f4e\u5934\u601d\u6545\u4e61\u3002\\\\n&#034;)<\/p>\n<p>\u5f00\u53d1\u63d0\u793a&#xff1a;\u9879\u76ee\u4e2d\u4f18\u5148\u4f7f\u7528\u76f8\u5bf9\u8def\u5f84&#xff0c;\u53ef\u907f\u514d\u56e0\u73af\u5883\u53d8\u5316\u5bfc\u81f4\u8def\u5f84\u9519\u8bef&#xff1b;\u64cd\u4f5c\u6587\u672c\u6587\u4ef6\u65f6\u9700\u6307\u5b9a\u00a0encoding&#061;&#034;utf-8&#034;&#xff0c;\u9632\u6b62\u4e2d\u6587\u4e71\u7801\u3002<\/p>\n<h3 id=\"\u516d\u9879\u76ee\u5b8c\u6574\u4ee3\u7801\u4e24\u4e2a\u7248\u672c\">\u516d\u3001\u9879\u76ee\u5b8c\u6574\u4ee3\u7801&#xff08;\u4e24\u4e2a\u7248\u672c&#xff09;<\/h3>\n<p>\u4ee5\u4e0b\u4e24\u4efd\u4ee3\u7801\u5747\u6309\u8bfe\u5802\u539f\u6587\u6574\u7406&#xff0c;API Key \u5df2\u66ff\u6362\u4e3a\u5360\u4f4d\u7b26&#xff0c;\u8fd0\u884c\u524d\u66ff\u6362\u6210\u81ea\u5df1\u7684 Key \u5373\u53ef&#xff1b;.\/resources\/logo.png\u00a0\u9700\u81ea\u5907\u3002<\/p>\n<h4 id=\"\u7248\u672c\u4e00ai-\u667a\u80fd\u4f34\u4fa3\u6700\u7ec8\u4ee3\u7801\u8fc7\u7a0b\u5f0f\u5199\u6cd5\">\u7248\u672c\u4e00&#xff1a;AI \u667a\u80fd\u4f34\u4fa3\u6700\u7ec8\u4ee3\u7801&#xff08;\u8fc7\u7a0b\u5f0f\u5199\u6cd5&#xff09;<\/h4>\n<p>\u7279\u70b9&#xff1a;\u4ece\u4e0a\u5230\u4e0b\u4e00\u6c14\u5475\u6210&#xff0c;\u9875\u9762\u914d\u7f6e\u3001\u51fd\u6570\u5b9a\u4e49\u3001\u72b6\u6001\u521d\u59cb\u5316\u3001\u4fa7\u8fb9\u680f\u3001\u804a\u5929\u533a\u5168\u90e8\u5199\u5728\u6a21\u5757\u5c42\u7ea7&#xff0c;\u8ddf\u7740\u5199\u6700\u5bb9\u6613\u7406\u89e3&#xff0c;\u6539\u52a8\u4e5f\u65b9\u4fbf\u3002<\/p>\n<p>import streamlit as st<br \/>\nimport requests<br \/>\nimport os<br \/>\nimport json<br \/>\nfrom datetime import datetime<br \/>\n# \u8bbe\u7f6e\u9875\u9762\u914d\u7f6e<br \/>\nst.set_page_config(<br \/>\npage_title&#061;&#034;AI\u667a\u80fd\u4f34\u4fa3&#034;,<br \/>\npage_icon&#061;&#034;&#x1f916;&#034;,<br \/>\n# \u8bbe\u7f6e\u9875\u9762\u5e03\u5c40\u4e3a\u5bbd\u5c4f<br \/>\nlayout&#061;&#034;wide&#034;,<br \/>\n# \u8bbe\u7f6e\u4fa7\u8fb9\u680f\u9ed8\u8ba4\u72b6\u6001\u4e3a\u5c55\u5f00<br \/>\ninitial_sidebar_state&#061;&#034;expanded&#034;,<br \/>\nmenu_items&#061;{<br \/>\n}<br \/>\n)<br \/>\ndef generate_session_name():<br \/>\nreturn datetime.now().strftime(&#034;%Y%m%d_%H%M%S&#034;)<br \/>\n# \u4fdd\u5b58\u4f1a\u8bdd\u4fe1\u606f\u51fd\u6570<br \/>\ndef save_session():<br \/>\nif st.session_state.current_session:<br \/>\n# \u6784\u5efa\u65b0\u7684\u4f1a\u8bdd\u5bf9\u8c61<br \/>\nsession_data &#061; {<br \/>\n&#034;current_session&#034;: st.session_state.current_session,<br \/>\n&#034;nick_name&#034;: st.session_state.nick_name,<br \/>\n&#034;nature&#034;: st.session_state.nature,<br \/>\n&#034;messages&#034;: st.session_state.messages<br \/>\n}<br \/>\n# \u4fdd\u5b58\u5230\u6587\u4ef6<br \/>\nif not os.path.exists(&#034;sessions&#034;):<br \/>\nos.makedirs(&#034;sessions&#034;)<br \/>\nwith open(f&#034;sessions\/{st.session_state.current_session}.json&#034;, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\njson.dump(session_data, f, ensure_ascii&#061;False, indent&#061;2)<br \/>\ndef new_session():<br \/>\n# st.session_state.nick_name &#061; &#034;\u5c0f\u751c\u751c&#034;<br \/>\n# st.session_state.nature &#061; &#034;\u6d3b\u6cfc\u5f00\u6717\u7684\u4e1c\u5317\u59d1\u5a18&#034;<br \/>\nif st.session_state.messages:<br \/>\nst.session_state.messages &#061; []<br \/>\nst.session_state.current_session &#061; generate_session_name()<br \/>\nsave_session()<br \/>\nst.rerun()<br \/>\ndef load_sessions():<br \/>\nsession_list &#061; []<br \/>\nif os.path.exists(&#034;sessions&#034;):<br \/>\nfile_list &#061; os.listdir(&#034;sessions&#034;)<br \/>\nfor filename in file_list:<br \/>\nif filename.endswith(&#034;.json&#034;):<br \/>\nsession_list.append(filename[:-5])<br \/>\nsession_list.sort(reverse&#061;True)<br \/>\nreturn session_list<br \/>\ndef load_session(session_name):<br \/>\ntry:<br \/>\nif os.path.exists(f&#034;sessions\/{session_name}.json&#034;):<br \/>\nwith open(f&#034;sessions\/{session_name}.json&#034;, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\nsession_data &#061; json.load(f)<br \/>\nst.session_state.current_session &#061; session_data[&#034;current_session&#034;]<br \/>\nst.session_state.nick_name &#061; session_data[&#034;nick_name&#034;]<br \/>\nst.session_state.nature &#061; session_data[&#034;nature&#034;]<br \/>\nst.session_state.messages &#061; session_data[&#034;messages&#034;]<br \/>\nexcept Exception as e:<br \/>\nst.error(f&#034;\u52a0\u8f7d\u4f1a\u8bdd\u5931\u8d25: {e}&#034;)<br \/>\ndef delete_session(session_name):<br \/>\ntry:<br \/>\nif os.path.exists(f&#034;sessions\/{session_name}.json&#034;):<br \/>\nos.remove(f&#034;sessions\/{session_name}.json&#034;)<br \/>\n# \u5982\u679c\u5220\u9664\u7684\u662f\u5f53\u524d\u4f1a\u8bdd&#xff0c;\u9700\u8981\u66f4\u65b0\u6d88\u606f\u5217\u8868<br \/>\nif session_name &#061;&#061; st.session_state.current_session:<br \/>\nst.session_state.messages &#061; []<br \/>\nst.session_state.current_session &#061; generate_session_name()<br \/>\nexcept Exception as e:<br \/>\nst.error(f&#034;\u5220\u9664\u4f1a\u8bdd\u5931\u8d25: {e}&#034;)<br \/>\n# \u8bbe\u7f6e\u9875\u9762\u6807\u9898<br \/>\nst.title(&#034;AI\u667a\u80fd\u4f34\u4fa3&#034;)<br \/>\n#\u8bbe\u7f6elogo<br \/>\nst.logo(&#034;.\/resources\/logo.png&#034;)<br \/>\n# \u8bbe\u7f6e\u63d0\u793a\u8bcd<br \/>\nsystem_prompt &#061; &#034;&#034;&#034;<br \/>\n\u4f60\u53eb%s&#xff0c;\u73b0\u5728\u662f\u7528\u6237\u7684\u771f\u5b9e\u4f34\u4fa3&#xff0c;\u8bf7\u5b8c\u5168\u4ee3\u5165\u4f34\u4fa3\u89d2\u8272\u3002&#xff1a;<br \/>\n\u89c4\u5219&#xff1a;<br \/>\n1.\u6bcf\u6b21\u53ea\u56de1\u6761\u6d88\u606f<br \/>\n2.\u7981\u6b62\u4efb\u4f55\u573a\u666f\u6216\u72b6\u6001\u63cf\u8ff0\u6027\u6587\u5b57<br \/>\n3.\u5339\u914d\u7528\u6237\u7684\u8bed\u8a00<br \/>\n4.\u56de\u590d\u7b80\u77ed&#xff0c;\u50cf\u5fae\u4fe1\u804a\u5929\u4e00\u6837<br \/>\n5.\u6709\u9700\u8981\u7684\u8bdd\u53ef\u4ee5\u7528\u2764\ufe0f&#x1f338;\u7b49emoji\u8868\u60c5<br \/>\n6.\u7528\u7b26\u5408\u4f34\u4fa3\u6027\u683c\u7684\u65b9\u5f0f\u5bf9\u8bdd<br \/>\n7.\u56de\u590d\u7684\u5185\u5bb9&#xff0c;\u8981\u5145\u5206\u4f53\u73b0\u4f34\u4fa3\u7684\u6027\u683c\u7279\u5f81<br \/>\n\u4f34\u4fa3\u6027\u683c&#xff1a;<br \/>\n%s<br \/>\n\u4f60\u5fc5\u987b\u4e25\u683c\u9075\u5b88\u4e0a\u8ff0\u89c4\u5219\u6765\u56de\u590d\u7528\u6237\u3002<br \/>\n&#034;&#034;&#034;<br \/>\n# \u521d\u59cb\u5316\u804a\u5929\u4fe1\u606f<br \/>\nif &#039;messages&#039; not in st.session_state:<br \/>\nst.session_state.messages &#061; []<br \/>\nif &#039;nick_name&#039; not in st.session_state:<br \/>\nst.session_state.nick_name &#061; &#034;\u5c0f\u751c\u751c&#034;<br \/>\nif &#039;nature&#039; not in st.session_state:<br \/>\nst.session_state.nature &#061; &#034;\u6d3b\u6cfc\u5f00\u6717\u7684\u4e1c\u5317\u59d1\u5a18&#034;<br \/>\n# \u4f1a\u8bdd\u6807\u8bc6<br \/>\nif &#039;current_session&#039; not in st.session_state:<br \/>\nst.session_state.current_session &#061; generate_session_name()<br \/>\n# \u4fa7\u8fb9\u680f<br \/>\nwith st.sidebar:<br \/>\nst.subheader(&#034;AI\u63a7\u5236\u9762\u677f&#034;)<br \/>\n# \u65b0\u5efa\u4f1a\u8bdd<br \/>\nif st.button(&#034;\u65b0\u5efa\u4f1a\u8bdd&#034;, width&#061;&#034;stretch&#034;, icon&#061;&#034;\u270f\ufe0f&#034;):<br \/>\n# 1.\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd<br \/>\nsave_session()<br \/>\nload_sessions()<br \/>\n# 2.\u65b0\u5efa\u4f1a\u8bdd<br \/>\nnew_session()<br \/>\n# \u5386\u53f2\u4f1a\u8bdd<br \/>\nst.text(&#034;\u5386\u53f2\u4f1a\u8bdd&#034;)<br \/>\nsession_list &#061; load_sessions()<br \/>\nfor session in session_list:<br \/>\ncol1, col2 &#061; st.columns([4,1])<br \/>\nwith col1:<br \/>\nif st.button(session, width&#061;&#034;stretch&#034;, icon&#061;&#034;&#x1f4dd;&#034;, key&#061;f&#034;{session}_load&#034;,<br \/>\ntype&#061;&#034;primary&#034; if session &#061;&#061; st.session_state.current_session else &#034;secondary&#034;):<br \/>\nload_session(session)<br \/>\nst.rerun()<br \/>\nwith col2:<br \/>\nif st.button(&#034;&#034;, width&#061;&#034;stretch&#034;,icon&#061;&#034;\u274c\ufe0f&#034;, key&#061;f&#034;{session}_delete&#034;):<br \/>\ndelete_session(session)<br \/>\nst.rerun()<br \/>\nst.divider()<br \/>\n# \u6635\u79f0<br \/>\nnick_name &#061; st.text_input(&#034;\u6635\u79f0&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u6635\u79f0&#034;, value&#061;st.session_state.nick_name)<br \/>\nnature &#061; st.text_area(&#034;\u6027\u683c&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u6027\u683c&#034;, value&#061;st.session_state.nature)<br \/>\nst.session_state.nick_name &#061; nick_name<br \/>\nst.session_state.nature &#061; nature<br \/>\n# \u5c55\u793a\u804a\u5929\u4fe1\u606f<br \/>\nst.text(&#034;\u5f53\u524d\u4f1a\u8bdd&#xff1a;&#034; &#043; st.session_state.current_session)<br \/>\nfor message in st.session_state.messages:<br \/>\n# if message[&#034;role&#034;] &#061;&#061; &#034;user&#034;:<br \/>\n#     st.chat_message(&#034;user&#034;).write(message[&#034;content&#034;])<br \/>\n# else:<br \/>\n#     st.chat_message(&#034;assistant&#034;).write(message[&#034;content&#034;])<br \/>\nst.chat_message(message[&#034;role&#034;]).write(message[&#034;content&#034;])<br \/>\n# \u6d88\u606f\u8f93\u5165\u6846<br \/>\nprompt &#061; st.chat_input(&#034;\u8bf7\u8f93\u5165\u60a8\u8981\u95ee\u7684\u95ee\u9898&#034;)<br \/>\nif prompt:<br \/>\nst.chat_message(&#034;user&#034;).write(prompt)<br \/>\nprint(&#034;&#8212;&#8212;&#8212;-&gt; \u8c03\u7528\u5927\u6a21\u578b&#xff0c;\u63d0\u793a\u8bcd&#xff1a;&#034;, prompt)<br \/>\nst.session_state.messages.append({&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: prompt})<br \/>\n# \u8c03\u7528\u5927\u6a21\u578b<br \/>\nurl &#061; &#034;https:\/\/open.bigmodel.cn\/api\/paas\/v4\/chat\/completions&#034;<br \/>\npayload &#061; {<br \/>\n&#034;model&#034;: &#034;glm-4-flash&#034;,<br \/>\n&#034;messages&#034;: [<br \/>\n{<br \/>\n&#034;role&#034;: &#034;system&#034;,<br \/>\n&#034;content&#034;: system_prompt % (nick_name, nature)<br \/>\n},<br \/>\n# \u8bb0\u5fc6\u529f\u80fd<br \/>\n*st.session_state.messages<br \/>\n# {<br \/>\n#     &#034;role&#034;: &#034;user&#034;,<br \/>\n#     &#034;content&#034;: prompt<br \/>\n# }<br \/>\n],<br \/>\n&#034;stream&#034;: False,<br \/>\n&#034;temperature&#034;: 1<br \/>\n}<br \/>\nheaders &#061; {<br \/>\n&#034;Authorization&#034;: &#034;Bearer \u4f60\u7684API Key&#034;,<br \/>\n&#034;Content-Type&#034;: &#034;application\/json&#034;<br \/>\n}<br \/>\n# # \u975e\u6d41\u5f0f\u8f93\u51fa<br \/>\n# response &#061; requests.post(url, json&#061;payload, headers&#061;headers)<br \/>\n# data &#061; response.json()<br \/>\n# content &#061; data[&#034;choices&#034;][0][&#034;message&#034;][&#034;content&#034;]<br \/>\n# st.session_state.messages.append({&#034;role&#034;: &#034;assistant&#034;, &#034;content&#034;: content})<br \/>\n# st.chat_message(&#034;assistant&#034;).write(content)<br \/>\n# \u6d41\u5f0f\u8f93\u51fa<br \/>\npayload[&#034;stream&#034;] &#061; True  # 1. \u8bf7\u6c42\u53c2\u6570\u5f00\u542f\u6d41\u5f0f<br \/>\nresponse &#061; requests.post(url, json&#061;payload, headers&#061;headers, stream&#061;True)  # 2. \u8fb9\u6536\u8fb9\u8bfb<br \/>\ncontent &#061; &#034;&#034;<br \/>\nplaceholder &#061; st.chat_message(&#034;assistant&#034;).empty()  # 3. \u5360\u4f4d\u5bb9\u5668&#xff0c;\u7528\u4e8e\u9010\u5b57\u5237\u65b0<br \/>\nfor line in response.iter_lines():<br \/>\nif not line:  # \u8df3\u8fc7\u7a7a\u884c&#xff08;SSE \u7528\u7a7a\u884c\u5206\u9694\u6bcf\u4e00\u5e27&#xff09;<br \/>\ncontinue<br \/>\nline &#061; line.decode(&#034;utf-8&#034;)<br \/>\nif not line.startswith(&#034;data:&#034;):  # \u53ea\u5904\u7406 data: \u5f00\u5934\u7684\u884c<br \/>\ncontinue<br \/>\ndata_str &#061; line[len(&#034;data:&#034;):].strip()<br \/>\nif data_str &#061;&#061; &#034;[DONE]&#034;:  # 4. \u6d41\u7ed3\u675f\u6807\u5fd7<br \/>\nbreak<br \/>\ndelta &#061; json.loads(data_str)[&#034;choices&#034;][0][&#034;delta&#034;]<br \/>\nif delta.get(&#034;content&#034;):<br \/>\ncontent &#043;&#061; delta[&#034;content&#034;]<br \/>\nplaceholder.write(content)  # 5. \u6bcf\u6765\u4e00\u5757\u5c31\u91cd\u7ed8&#xff0c;\u5f62\u6210\u6253\u5b57\u673a\u6548\u679c<br \/>\nst.session_state.messages.append({&#034;role&#034;: &#034;assistant&#034;, &#034;content&#034;: content})<br \/>\n# \u4fdd\u5b58\u4f1a\u8bdd<br \/>\nsave_session()<\/p>\n<h4 id=\"\u7248\u672c\u4e8cai-\u91cd\u6784\u4e4b\u540e\u5b8c\u6574\u4ee3\u7801\u51fd\u6570\u5316\u62c6\u5206\">\u7248\u672c\u4e8c&#xff1a;AI \u91cd\u6784\u4e4b\u540e\u5b8c\u6574\u4ee3\u7801&#xff08;\u51fd\u6570\u5316\u62c6\u5206&#xff09;<\/h4>\n<p>\u7279\u70b9&#xff1a;\u5e38\u91cf\u96c6\u4e2d\u914d\u7f6e\u3001\u6309\u804c\u8d23\u62c6\u5206\u4e3a\u5de5\u5177\u51fd\u6570\u3001\u4f1a\u8bdd\u7ba1\u7406\u3001API \u8c03\u7528\u3001UI \u6e32\u67d3\u3001\u4e3b\u51fd\u6570\u516d\u5757&#xff0c;\u6bcf\u4e2a\u51fd\u6570\u5e26\u7c7b\u578b\u6807\u6ce8\u4e0e\u6587\u6863\u5b57\u7b26\u4e32&#xff0c;\u53ef\u8bfb\u6027\u3001\u53ef\u7ef4\u62a4\u6027\u3001\u53ef\u6d4b\u8bd5\u6027\u90fd\u66f4\u597d\u3002<\/p>\n<p>import streamlit as st<br \/>\nimport requests<br \/>\nimport os<br \/>\nimport json<br \/>\nfrom datetime import datetime<br \/>\n# &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u5e38\u91cf\u914d\u7f6e &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\nPAGE_TITLE &#061; &#034;AI\u667a\u80fd\u4f34\u4fa3&#034;<br \/>\nPAGE_ICON &#061; &#034;&#x1f916;&#034;<br \/>\nSESSIONS_DIR &#061; &#034;sessions&#034;<br \/>\nLOGO_PATH &#061; &#034;.\/resources\/logo.png&#034;<br \/>\nAPI_URL &#061; &#034;https:\/\/open.bigmodel.cn\/api\/paas\/v4\/chat\/completions&#034;<br \/>\nAPI_KEY &#061; &#034;Bearer \u4f60\u7684API Key&#034;<br \/>\nMODEL_NAME &#061; &#034;glm-4-flash&#034;<br \/>\nSYSTEM_PROMPT &#061; &#034;&#034;&#034;\u4f60\u53eb%s&#xff0c;\u73b0\u5728\u662f\u7528\u6237\u7684\u771f\u5b9e\u4f34\u4fa3&#xff0c;\u8bf7\u5b8c\u5168\u4ee3\u5165\u4f34\u4fa3\u89d2\u8272\u3002&#xff1a;<br \/>\n\u89c4\u5219&#xff1a;<br \/>\n1.\u6bcf\u6b21\u53ea\u56de1\u6761\u6d88\u606f<br \/>\n2.\u7981\u6b62\u4efb\u4f55\u573a\u666f\u6216\u72b6\u6001\u63cf\u8ff0\u6027\u6587\u5b57<br \/>\n3.\u5339\u914d\u7528\u6237\u7684\u8bed\u8a00<br \/>\n4.\u56de\u590d\u7b80\u77ed&#xff0c;\u50cf\u5fae\u4fe1\u804a\u5929\u4e00\u6837<br \/>\n5.\u6709\u9700\u8981\u7684\u8bdd\u53ef\u4ee5\u7528\u2764\ufe0f&#x1f338;\u7b49emoji\u8868\u60c5<br \/>\n6.\u7528\u7b26\u5408\u4f34\u4fa3\u6027\u683c\u7684\u65b9\u5f0f\u5bf9\u8bdd<br \/>\n7.\u56de\u590d\u7684\u5185\u5bb9&#xff0c;\u8981\u5145\u5206\u4f53\u73b0\u4f34\u4fa3\u7684\u6027\u683c\u7279\u5f81<br \/>\n\u4f34\u4fa3\u6027\u683c&#xff1a;<br \/>\n%s<br \/>\n\u4f60\u5fc5\u987b\u4e25\u683c\u9075\u5b88\u4e0a\u8ff0\u89c4\u5219\u6765\u56de\u590d\u7528\u6237\u3002<br \/>\n&#034;&#034;&#034;<br \/>\n# &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u5de5\u5177\u51fd\u6570 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\ndef generate_session_name() -&gt; str:<br \/>\n&#034;&#034;&#034;\u751f\u6210\u57fa\u4e8e\u65f6\u95f4\u6233\u7684\u4f1a\u8bdd\u540d&#034;&#034;&#034;<br \/>\nreturn datetime.now().strftime(&#034;%Y%m%d_%H%M%S&#034;)<br \/>\ndef ensure_sessions_dir():<br \/>\n&#034;&#034;&#034;\u786e\u4fdd\u4f1a\u8bdd\u76ee\u5f55\u5b58\u5728&#034;&#034;&#034;<br \/>\nif not os.path.exists(SESSIONS_DIR):<br \/>\nos.makedirs(SESSIONS_DIR)<br \/>\ndef get_session_filepath(session_name: str) -&gt; str:<br \/>\n&#034;&#034;&#034;\u83b7\u53d6\u4f1a\u8bdd\u6587\u4ef6\u8def\u5f84&#034;&#034;&#034;<br \/>\nreturn os.path.join(SESSIONS_DIR, f&#034;{session_name}.json&#034;)<br \/>\n# &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u4f1a\u8bdd\u7ba1\u7406 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\ndef save_session():<br \/>\n&#034;&#034;&#034;\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd\u5230\u6587\u4ef6&#034;&#034;&#034;<br \/>\nif not st.session_state.current_session:<br \/>\nreturn<br \/>\nensure_sessions_dir()<br \/>\nsession_data &#061; {<br \/>\n&#034;current_session&#034;: st.session_state.current_session,<br \/>\n&#034;nick_name&#034;: st.session_state.nick_name,<br \/>\n&#034;nature&#034;: st.session_state.nature,<br \/>\n&#034;messages&#034;: st.session_state.messages,<br \/>\n}<br \/>\nfilepath &#061; get_session_filepath(st.session_state.current_session)<br \/>\nwith open(filepath, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\njson.dump(session_data, f, ensure_ascii&#061;False, indent&#061;2)<br \/>\ndef load_sessions() -&gt; list:<br \/>\n&#034;&#034;&#034;\u52a0\u8f7d\u6240\u6709\u5386\u53f2\u4f1a\u8bdd\u540d&#xff0c;\u6309\u65f6\u95f4\u5012\u5e8f&#034;&#034;&#034;<br \/>\nif not os.path.exists(SESSIONS_DIR):<br \/>\nreturn []<br \/>\nsession_list &#061; [<br \/>\nf[:-5] for f in os.listdir(SESSIONS_DIR)<br \/>\nif f.endswith(&#034;.json&#034;)<br \/>\n]<br \/>\nsession_list.sort(reverse&#061;True)<br \/>\nreturn session_list<br \/>\ndef load_session(session_name: str):<br \/>\n&#034;&#034;&#034;\u4ece\u6587\u4ef6\u52a0\u8f7d\u6307\u5b9a\u4f1a\u8bdd&#034;&#034;&#034;<br \/>\ntry:<br \/>\nfilepath &#061; get_session_filepath(session_name)<br \/>\nif not os.path.exists(filepath):<br \/>\nreturn<br \/>\nwith open(filepath, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as f:<br \/>\ndata &#061; json.load(f)<br \/>\nst.session_state.current_session &#061; data[&#034;current_session&#034;]<br \/>\nst.session_state.nick_name &#061; data[&#034;nick_name&#034;]<br \/>\nst.session_state.nature &#061; data[&#034;nature&#034;]<br \/>\nst.session_state.messages &#061; data[&#034;messages&#034;]<br \/>\nexcept Exception as e:<br \/>\nst.error(f&#034;\u52a0\u8f7d\u4f1a\u8bdd\u5931\u8d25: {e}&#034;)<br \/>\ndef delete_session(session_name: str):<br \/>\n&#034;&#034;&#034;\u5220\u9664\u6307\u5b9a\u4f1a\u8bdd&#034;&#034;&#034;<br \/>\ntry:<br \/>\nfilepath &#061; get_session_filepath(session_name)<br \/>\nif os.path.exists(filepath):<br \/>\nos.remove(filepath)<br \/>\n# \u5982\u679c\u5220\u9664\u7684\u662f\u5f53\u524d\u4f1a\u8bdd&#xff0c;\u91cd\u7f6e\u72b6\u6001<br \/>\nif session_name &#061;&#061; st.session_state.current_session:<br \/>\nst.session_state.messages &#061; []<br \/>\nst.session_state.current_session &#061; generate_session_name()<br \/>\nexcept Exception as e:<br \/>\nst.error(f&#034;\u5220\u9664\u4f1a\u8bdd\u5931\u8d25: {e}&#034;)<br \/>\ndef create_new_session():<br \/>\n&#034;&#034;&#034;\u521b\u5efa\u65b0\u4f1a\u8bdd&#034;&#034;&#034;<br \/>\nsave_session()  # \u5148\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd<br \/>\nst.session_state.messages &#061; []<br \/>\nst.session_state.current_session &#061; generate_session_name()<br \/>\n# \u91cd\u7f6e\u4e3a\u9ed8\u8ba4\u503c<br \/>\nst.session_state.nick_name &#061; &#034;\u5c0f\u751c\u751c&#034;<br \/>\nst.session_state.nature &#061; &#034;\u6d3b\u6cfc\u5f00\u6717\u7684\u4e1c\u5317\u59d1\u5a18&#034;<br \/>\nsave_session()<br \/>\nst.rerun()<br \/>\n# &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; API \u8c03\u7528 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\ndef call_llm_stream(messages: list) -&gt; str:<br \/>\n&#034;&#034;&#034;\u8c03\u7528\u5927\u6a21\u578b&#xff08;\u6d41\u5f0f&#xff09;&#xff0c;\u8fd4\u56de\u5b8c\u6574\u56de\u590d\u5185\u5bb9&#034;&#034;&#034;<br \/>\npayload &#061; {<br \/>\n&#034;model&#034;: MODEL_NAME,<br \/>\n&#034;messages&#034;: messages,<br \/>\n&#034;stream&#034;: True,<br \/>\n&#034;temperature&#034;: 1,<br \/>\n}<br \/>\nheaders &#061; {<br \/>\n&#034;Authorization&#034;: API_KEY,<br \/>\n&#034;Content-Type&#034;: &#034;application\/json&#034;,<br \/>\n}<br \/>\nresponse &#061; requests.post(API_URL, json&#061;payload, headers&#061;headers, stream&#061;True)<br \/>\ncontent &#061; &#034;&#034;<br \/>\nplaceholder &#061; st.chat_message(&#034;assistant&#034;).empty()<br \/>\nfor line in response.iter_lines():<br \/>\nif not line:<br \/>\ncontinue<br \/>\nline &#061; line.decode(&#034;utf-8&#034;)<br \/>\nif not line.startswith(&#034;data:&#034;):<br \/>\ncontinue<br \/>\ndata_str &#061; line[len(&#034;data:&#034;):].strip()<br \/>\nif data_str &#061;&#061; &#034;[DONE]&#034;:<br \/>\nbreak<br \/>\ntry:<br \/>\ndelta &#061; json.loads(data_str)[&#034;choices&#034;][0][&#034;delta&#034;]<br \/>\nif delta.get(&#034;content&#034;):<br \/>\ncontent &#043;&#061; delta[&#034;content&#034;]<br \/>\nplaceholder.write(content)<br \/>\nexcept (json.JSONDecodeError, KeyError):<br \/>\ncontinue<br \/>\nreturn content<br \/>\n# &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u9875\u9762\u521d\u59cb\u5316 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\ndef init_session_state():<br \/>\n&#034;&#034;&#034;\u521d\u59cb\u5316 session_state \u9ed8\u8ba4\u503c&#034;&#034;&#034;<br \/>\ndefaults &#061; {<br \/>\n&#034;messages&#034;: [],<br \/>\n&#034;nick_name&#034;: &#034;\u5c0f\u751c\u751c&#034;,<br \/>\n&#034;nature&#034;: &#034;\u6d3b\u6cfc\u5f00\u6717\u7684\u4e1c\u5317\u59d1\u5a18&#034;,<br \/>\n&#034;current_session&#034;: generate_session_name(),<br \/>\n}<br \/>\nfor key, value in defaults.items():<br \/>\nif key not in st.session_state:<br \/>\nst.session_state[key] &#061; value<br \/>\n# &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; UI \u6e32\u67d3 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\ndef render_sidebar():<br \/>\n&#034;&#034;&#034;\u6e32\u67d3\u4fa7\u8fb9\u680f&#034;&#034;&#034;<br \/>\nwith st.sidebar:<br \/>\nst.subheader(&#034;AI\u63a7\u5236\u9762\u677f&#034;)<br \/>\n# \u65b0\u5efa\u4f1a\u8bdd\u6309\u94ae<br \/>\nif st.button(&#034;\u65b0\u5efa\u4f1a\u8bdd&#034;, width&#061;&#034;stretch&#034;, icon&#061;&#034;\u270f\ufe0f&#034;):<br \/>\ncreate_new_session()<br \/>\n# \u5386\u53f2\u4f1a\u8bdd\u5217\u8868<br \/>\nst.text(&#034;\u5386\u53f2\u4f1a\u8bdd&#034;)<br \/>\nsession_list &#061; load_sessions()<br \/>\nfor session in session_list:<br \/>\ncol1, col2 &#061; st.columns([4, 1])<br \/>\nwith col1:<br \/>\nis_current &#061; (session &#061;&#061; st.session_state.current_session)<br \/>\nif st.button(<br \/>\nsession,<br \/>\nwidth&#061;&#034;stretch&#034;,<br \/>\nicon&#061;&#034;&#x1f4dd;&#034;,<br \/>\nkey&#061;f&#034;{session}_load&#034;,<br \/>\ntype&#061;&#034;primary&#034; if is_current else &#034;secondary&#034;,<br \/>\n):<br \/>\nload_session(session)<br \/>\nst.rerun()<br \/>\nwith col2:<br \/>\nif st.button(&#034;&#034;, width&#061;&#034;stretch&#034;, icon&#061;&#034;\u274c\ufe0f&#034;, key&#061;f&#034;{session}_delete&#034;):<br \/>\ndelete_session(session)<br \/>\nst.rerun()<br \/>\nst.divider()<br \/>\n# \u4f34\u4fa3\u8bbe\u7f6e<br \/>\nst.session_state.nick_name &#061; st.text_input(<br \/>\n&#034;\u6635\u79f0&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u6635\u79f0&#034;, value&#061;st.session_state.nick_name<br \/>\n)<br \/>\nst.session_state.nature &#061; st.text_area(<br \/>\n&#034;\u6027\u683c&#034;, placeholder&#061;&#034;\u8bf7\u8f93\u5165\u6027\u683c&#034;, value&#061;st.session_state.nature<br \/>\n)<br \/>\ndef render_chat_history():<br \/>\n&#034;&#034;&#034;\u6e32\u67d3\u804a\u5929\u5386\u53f2&#034;&#034;&#034;<br \/>\nfor message in st.session_state.messages:<br \/>\nst.chat_message(message[&#034;role&#034;]).write(message[&#034;content&#034;])<br \/>\ndef render_chat_input():<br \/>\n&#034;&#034;&#034;\u5904\u7406\u7528\u6237\u8f93\u5165&#034;&#034;&#034;<br \/>\nprompt &#061; st.chat_input(&#034;\u8bf7\u8f93\u5165\u60a8\u8981\u95ee\u7684\u95ee\u9898&#034;)<br \/>\nif not prompt:<br \/>\nreturn<br \/>\n# \u663e\u793a\u7528\u6237\u6d88\u606f<br \/>\nst.chat_message(&#034;user&#034;).write(prompt)<br \/>\nst.session_state.messages.append({&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: prompt})<br \/>\n# \u6784\u5efa\u6d88\u606f\u5217\u8868<br \/>\nmessages &#061; [<br \/>\n{<br \/>\n&#034;role&#034;: &#034;system&#034;,<br \/>\n&#034;content&#034;: SYSTEM_PROMPT % (st.session_state.nick_name, st.session_state.nature),<br \/>\n},<br \/>\n*st.session_state.messages,<br \/>\n]<br \/>\n# \u8c03\u7528\u5927\u6a21\u578b\u5e76\u6d41\u5f0f\u8f93\u51fa<br \/>\ncontent &#061; call_llm_stream(messages)<br \/>\n# \u4fdd\u5b58\u52a9\u624b\u56de\u590d<br \/>\nst.session_state.messages.append({&#034;role&#034;: &#034;assistant&#034;, &#034;content&#034;: content})<br \/>\nsave_session()<br \/>\n# &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061; \u4e3b\u51fd\u6570 &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<br \/>\ndef main():<br \/>\n# \u9875\u9762\u914d\u7f6e<br \/>\nst.set_page_config(<br \/>\npage_title&#061;PAGE_TITLE,<br \/>\npage_icon&#061;PAGE_ICON,<br \/>\nlayout&#061;&#034;wide&#034;,<br \/>\ninitial_sidebar_state&#061;&#034;expanded&#034;,<br \/>\n)<br \/>\n# \u521d\u59cb\u5316<br \/>\ninit_session_state()<br \/>\n# \u9875\u9762\u6807\u9898\u548c Logo<br \/>\nst.title(PAGE_TITLE)<br \/>\nif os.path.exists(LOGO_PATH):<br \/>\nst.logo(LOGO_PATH)<br \/>\n# \u663e\u793a\u5f53\u524d\u4f1a\u8bdd\u6807\u8bc6<br \/>\nst.text(f&#034;\u5f53\u524d\u4f1a\u8bdd&#xff1a;{st.session_state.current_session}&#034;)<br \/>\n# \u6e32\u67d3\u4fa7\u8fb9\u680f<br \/>\nrender_sidebar()<br \/>\n# \u6e32\u67d3\u804a\u5929\u533a\u57df<br \/>\nrender_chat_history()<br \/>\nrender_chat_input()<br \/>\nif __name__ &#061;&#061; &#034;__main__&#034;:<br \/>\nmain()<\/p>\n<h3 id=\"\u603b\u7ed3\">\u603b\u7ed3<\/h3>\n<p>\u6574\u7ae0\u8d70\u4e0b\u6765&#xff0c;\u4e3b\u7ebf\u5176\u5b9e\u53ea\u6709\u56db\u6761&#xff1a;<\/p>\n<li>\u5927\u6a21\u578b\u662f&#034;\u65e0\u72b6\u6001&#034;\u7684\u3002\u6bcf\u4e00\u6b21 API \u8bf7\u6c42\u76f8\u4e92\u72ec\u7acb&#xff0c;\u6a21\u578b\u4e0d\u4f1a\u8bb0\u4f4f\u4e0a\u4e00\u8f6e\u8bf4\u8fc7\u4ec0\u4e48\u3002\u6240\u8c13\u4f1a\u8bdd\u8bb0\u5fc6&#xff0c;\u662f\u5f00\u53d1\u8005\u5728\u4ee3\u7801\u4fa7\u628a\u5386\u53f2\u6d88\u606f\u4e0d\u65ad\u8ffd\u52a0\u8fdb\u00a0messages\u00a0\u6570\u7ec4\u3001\u50cf\u6eda\u96ea\u7403\u4e00\u6837\u8d8a\u6eda\u8d8a\u957f\u6362\u6765\u7684&#xff0c;\u4e0d\u662f\u6a21\u578b\u81ea\u5e26\u7684\u80fd\u529b\u3002<\/li>\n<li>Streamlit 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\u5b57\u7b26\u4e32\u7684\u4e92\u76f8\u8f6c\u6362&#xff0c;datetime\u00a0\u8d1f\u8d23\u751f\u6210\u5e26\u65f6\u95f4\u6233\u7684\u552f\u4e00\u4f1a\u8bdd\u540d\u2014\u2014\u4e09\u8005\u914d\u5408&#xff0c;\u5c31\u5b9e\u73b0\u4e86\u65b0\u5efa\u3001\u4fdd\u5b58\u3001\u67e5\u8be2\u3001\u52a0\u8f7d\u3001\u5220\u9664\u4e00\u6574\u5957\u4f1a\u8bdd\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002<\/li>\n<li>\u63d0\u793a\u8bcd\u51b3\u5b9a AI \u7684&#034;\u4eba\u683c&#034;\u3002\u628a\u6635\u79f0\u548c\u6027\u683c\u7528\u5b57\u7b26\u4e32\u683c\u5f0f\u5316\u6ce8\u5165 system \u63d0\u793a\u8bcd&#xff0c;\u518d\u8fde\u540c\u5386\u53f2\u6d88\u606f\u4e00\u8d77\u53d1\u7ed9\u6a21\u578b&#xff0c;AI \u624d\u4f1a\u7a33\u5b9a\u5730\u6309\u9884\u8bbe\u4eba\u8bbe\u56de\u590d&#xff1b;\u63d0\u793a\u8bcd\u7684\u5199\u6cd5\u53ef\u4ee5\u5f52\u7eb3\u4e3a&#034;\u5b9a\u89d2\u8272\u3001\u7ed9\u4efb\u52a1\u3001\u63d0\u8981\u6c42&#034;\u3002<\/li>\n<p>\u6700\u540e\u843d\u5230\u9879\u76ee\u4e0a&#xff0c;AI \u667a\u80fd\u4f34\u4fa3\u8986\u76d6\u4e86\u56db\u5927\u6838\u5fc3\u529f\u80fd&#xff1a;\u5927\u6a21\u578b\u57fa\u7840\u5bf9\u8bdd\u4ea4\u4e92\u3001\u4f1a\u8bdd\u8bb0\u5fc6\u3001\u4f34\u4fa3\u4eba\u8bbe\u5b9a\u5236\u3001\u5168\u91cf\u4f1a\u8bdd\u7ba1\u7406\u3002\u6280\u672f\u6808\u6a2a\u8de8\u5927\u6a21\u578b\u90e8\u7f72\u65b9\u6848\u3001HTTP \u534f\u8bae\u3001\u63a5\u53e3\u8c03\u8bd5\u4e0e SDK \u8c03\u7528\u3001Streamlit\u3001Python \u6587\u4ef6\u64cd\u4f5c\u4e0e\u65f6\u95f4\u5904\u7406\u2014\u2014\u5b83\u662f\u4e00\u4e2a\u628a Python \u57fa\u7840\u8bed\u6cd5\u771f\u6b63\u4e32\u8d77\u6765\u7684\u7efc\u5408\u6027\u5b9e\u6218\u9879\u76ee\u3002<\/p>\n<h3 id=\"\u5173\u4e8e\u6211\">\u5173\u4e8e\u6211<\/h3>\n<p>13 \u5e74 IT \u5168\u6808&#xff0c;.NET\u3001VSTO\u3001Python 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