[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"site-settings":3,"tag-posts-deepseek":48,"tag-projects-deepseek":170,"footer-friends":174,"sidebar-tags":187,"sidebar-donations":315,"ad-sidebar_top":322,"ad-sidebar_mid":324,"ad-sidebar_bottom":326},{"alipayQr":4,"beianNumber":5,"commentsRequireApproval":6,"contactEmail":7,"copyrightNotice":5,"donationEnabled":6,"emailCodeExpireMinutes":8,"enableRegistration":6,"followBilibiliUrl":9,"followGithubUrl":10,"followQqGroup":11,"followQqQr":12,"followWechatQr":13,"footerHtml":5,"gaTrackingId":5,"heroEnabled":6,"heroSearchPlaceholder":5,"heroSubtitle":14,"heroTitle":15,"homeCategoryTabsCount":16,"homePageSize":17,"homeProjectsCount":18,"homeSpecialsCount":19,"homeToolsCount":18,"icpNumber":20,"inviteDefaultQuota":21,"inviteRequired":22,"logoUrl":23,"mailPasswordChangedBody":24,"mailPasswordChangedSubject":25,"mailRegisterCodeBody":26,"mailRegisterCodeSubject":27,"mailResetCodeBody":28,"mailResetCodeSubject":29,"mailWelcomeBody":30,"mailWelcomeSubject":31,"miniappAppid":32,"miniappEnabled":6,"profileAvatar":33,"profileBio":34,"profileName":35,"profileWechatQr":36,"promoteEnabled":6,"promoteNotice":5,"promoteWechat":5,"requireEmailVerify":6,"sectionArticleEnabled":6,"sectionArticleTitle":37,"sectionProjectsEnabled":6,"sectionProjectsTitle":38,"sectionSpecialEnabled":6,"sectionSpecialTitle":39,"sectionToolsEnabled":6,"sectionToolsTitle":40,"seoAuthor":41,"seoBaiduTongjiId":5,"seoBaiduVerify":5,"seoCanonicalEnabled":6,"seoDescription":42,"seoGoogleVerify":5,"seoKeywords":5,"seoOgImage":23,"seoRobots":5,"seoSitemapEnabled":6,"seoTitle":43,"seoTitleTemplate":44,"showHeroStats":6,"showSidebarDonations":6,"showSidebarFeedback":6,"showSidebarFollowUs":6,"showSidebarProfile":6,"showSidebarTagCloud":6,"siteDescription":42,"siteFavicon":45,"siteName":41,"siteUrl":46,"wechatQr":47},"\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790628031878385634.png","","true","enghin110@qq.com","10","https:\u002F\u002Fspace.bilibili.com\u002F470616503","https:\u002F\u002Fgithub.com\u002Fitwuge","606262780","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790627647190853446.png","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790627638856258082.jpg","精选 AI 教程、开源项目与实用工具，助你从入门到精通","探索人工智能的无限可能","6","7","4","3","赣ICP备2023014108号-2","5","false","\u002Fimages\u002Flogo\u002Flogo.png","\u003C!DOCTYPE html>\n\u003Chtml lang=\"zh-CN\">\n\u003Chead>\u003Cmeta charset=\"UTF-8\">\u003Cmeta name=\"viewport\" content=\"width=device-width,initial-scale=1.0\">\u003C\u002Fhead>\n\u003Cbody style=\"margin:0;padding:24px 0;background:#f1f5f9;font-family:'Microsoft YaHei','PingFang SC',Helvetica,Arial,sans-serif;\">\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"background:#f1f5f9;\">\n    \u003Ctr>\n      \u003Ctd align=\"center\" style=\"padding:0 16px;\">\n        \u003Ctable role=\"presentation\" width=\"600\" cellpadding=\"0\" cellspacing=\"0\" style=\"max-width:600px;width:100%;\">\n          \u003C!-- 品牌头部 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#3b82f6;border-radius:12px 12px 0 0;padding:20px 28px;\">\n              \u003Cspan style=\"font-size:18px;font-weight:bold;color:#ffffff;\">\u003Ca href=\"{site_url}\" style=\"color:#ffffff;text-decoration:none;\">{site_name}\u003C\u002Fa>\u003C\u002Fspan>\n              \u003Cspan style=\"float:right;font-size:12px;color:#dbeafe;line-height:26px;\">{site_description}\u003C\u002Fspan>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 正文卡片 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#ffffff;padding:32px 28px;border-radius:0 0 12px 12px;box-shadow:0 2px 8px rgba(15,23,42,0.06);\">\n              \n  \u003Ch2 style=\"margin:0 0 16px;font-size:20px;color:#1e293b;\">🔒 账户密码修改成功\u003C\u002Fh2>\n  \u003Cp style=\"margin:0 0 16px;font-size:14px;line-height:1.8;color:#475569;\">\n    你好，\u003Cstrong style=\"color:#1e293b;\">{username}\u003C\u002Fstrong>，你的账户密码已于刚刚修改成功。\n  \u003C\u002Fp>\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"background:#f8fafc;border-radius:10px;margin:8px 0 4px;\">\n    \u003Ctr>\u003Ctd style=\"padding:14px 18px;font-size:13px;line-height:2;color:#475569;\">\n      账户用户名：\u003Cstrong style=\"color:#1e293b;\">{username}\u003C\u002Fstrong>\u003Cbr>\n      账户邮箱：\u003Cstrong style=\"color:#1e293b;\">{email}\u003C\u002Fstrong>\u003Cbr>\n      修改时间：\u003Cstrong style=\"color:#1e293b;\">{change_time}\u003C\u002Fstrong>\n    \u003C\u002Ftd>\u003C\u002Ftr>\n  \u003C\u002Ftable>\n  \u003Cp style=\"margin:16px 0 0;font-size:13px;line-height:1.8;color:#64748b;\">\n    如果这是你本人的操作，请忽略本邮件；\u003Cstrong style=\"color:#dc2626;\">如果不是你本人操作，说明账户密码可能已泄露\u003C\u002Fstrong>，\n    请立即使用「忘记密码」功能重置密码，并通过页脚联系邮箱告知站长。\n  \u003C\u002Fp>\n  \n  \u003Cp style=\"text-align:center;margin:28px 0 8px;\">\n    \u003Ca href=\"{site_url}\" style=\"display:inline-block;padding:12px 36px;background:#3b82f6;color:#ffffff;font-size:15px;font-weight:bold;text-decoration:none;border-radius:8px;\">进入{site_name}\u003C\u002Fa>\n  \u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 页脚 -->\n          \u003Ctr>\n            \u003Ctd align=\"center\" style=\"padding:20px 16px 0;\">\n              \n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">联系邮箱：\u003Ca href=\"mailto:{contact_email}\" style=\"color:#64748b;text-decoration:none;\">{contact_email}\u003C\u002Fa>\u003C\u002Fp>\n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">此邮件由系统自动发送，请勿直接回复 · © {year} {site_name}\u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n        \u003C\u002Ftable>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n\u003C\u002Fbody>\n\u003C\u002Fhtml>","【{site_name}】你的账户密码已修改","\u003C!DOCTYPE html>\n\u003Chtml lang=\"zh-CN\">\n\u003Chead>\u003Cmeta charset=\"UTF-8\">\u003Cmeta name=\"viewport\" content=\"width=device-width,initial-scale=1.0\">\u003C\u002Fhead>\n\u003Cbody style=\"margin:0;padding:24px 0;background:#f1f5f9;font-family:'Microsoft YaHei','PingFang SC',Helvetica,Arial,sans-serif;\">\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"background:#f1f5f9;\">\n    \u003Ctr>\n      \u003Ctd align=\"center\" style=\"padding:0 16px;\">\n        \u003Ctable role=\"presentation\" width=\"600\" cellpadding=\"0\" cellspacing=\"0\" style=\"max-width:600px;width:100%;\">\n          \u003C!-- 品牌头部 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#3b82f6;border-radius:12px 12px 0 0;padding:20px 28px;\">\n              \u003Cspan style=\"font-size:18px;font-weight:bold;color:#ffffff;\">\u003Ca href=\"{site_url}\" style=\"color:#ffffff;text-decoration:none;\">{site_name}\u003C\u002Fa>\u003C\u002Fspan>\n              \u003Cspan style=\"float:right;font-size:12px;color:#dbeafe;line-height:26px;\">{site_description}\u003C\u002Fspan>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 正文卡片 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#ffffff;padding:32px 28px;border-radius:0 0 12px 12px;box-shadow:0 2px 8px rgba(15,23,42,0.06);\">\n              \n  \u003Ch2 style=\"margin:0 0 16px;font-size:20px;color:#1e293b;\">注册邮箱验证码\u003C\u002Fh2>\n  \u003Cp style=\"margin:0 0 16px;font-size:14px;line-height:1.8;color:#475569;\">欢迎注册 \u003Cstrong>{site_name}\u003C\u002Fstrong>！感谢你的加入，请使用下方验证码完成邮箱验证：\u003C\u002Fp>\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"margin:8px 0 4px;\">\n    \u003Ctr>\n      \u003Ctd align=\"center\" style=\"background:#f8fafc;border:1px dashed #cbd5e1;border-radius:10px;padding:22px 0;\">\n        \u003Cspan style=\"font-size:32px;font-weight:bold;letter-spacing:10px;color:#3b82f6;font-family:Consolas,Menlo,monospace;\">{code}\u003C\u002Fspan>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n  \u003Cp style=\"margin:12px 0 0;font-size:13px;color:#64748b;\">\n    验证码 \u003Cstrong style=\"color:#dc2626;\">{expire} 分钟\u003C\u002Fstrong> 内有效，为保障账户安全，请勿向他人泄露。\n  \u003C\u002Fp>\n  \u003Chr style=\"border:none;border-top:1px solid #e2e8f0;margin:24px 0;\">\n  \n  \u003Cp style=\"margin:0 0 12px;font-size:14px;line-height:1.8;color:#475569;\">\n    这里是 \u003Cstrong style=\"color:#1e293b;\">{site_name}\u003C\u002Fstrong>，{site_description}\n  \u003C\u002Fp>\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"margin:8px 0 4px;\">\n    \u003Ctr>\n      \u003Ctd width=\"33%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#eff6ff;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">📚\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#1e40af;margin-top:4px;\">精选教程\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">从入门到实战\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n      \u003Ctd width=\"33%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#ecfdf5;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">🚀\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#065f46;margin-top:4px;\">开源项目\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">精选可部署方案\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n      \u003Ctd width=\"34%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#fff7ed;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">🧰\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#9a3412;margin-top:4px;\">在线工具\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">即开即用提效\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n  \u003Cp style=\"margin:20px 0 0;font-size:12px;line-height:1.8;color:#94a3b8;\">\n    如果这不是你本人的操作，请忽略本邮件，你的账户安全不会受到影响。\n  \u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 页脚 -->\n          \u003Ctr>\n            \u003Ctd align=\"center\" style=\"padding:20px 16px 0;\">\n              \n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">联系邮箱：\u003Ca href=\"mailto:{contact_email}\" style=\"color:#64748b;text-decoration:none;\">{contact_email}\u003C\u002Fa>\u003C\u002Fp>\n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">此邮件由系统自动发送，请勿直接回复 · © {year} {site_name}\u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n        \u003C\u002Ftable>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n\u003C\u002Fbody>\n\u003C\u002Fhtml>","【{site_name}】注册验证码","\u003C!DOCTYPE html>\n\u003Chtml lang=\"zh-CN\">\n\u003Chead>\u003Cmeta charset=\"UTF-8\">\u003Cmeta name=\"viewport\" content=\"width=device-width,initial-scale=1.0\">\u003C\u002Fhead>\n\u003Cbody style=\"margin:0;padding:24px 0;background:#f1f5f9;font-family:'Microsoft YaHei','PingFang SC',Helvetica,Arial,sans-serif;\">\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"background:#f1f5f9;\">\n    \u003Ctr>\n      \u003Ctd align=\"center\" style=\"padding:0 16px;\">\n        \u003Ctable role=\"presentation\" width=\"600\" cellpadding=\"0\" cellspacing=\"0\" style=\"max-width:600px;width:100%;\">\n          \u003C!-- 品牌头部 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#3b82f6;border-radius:12px 12px 0 0;padding:20px 28px;\">\n              \u003Cspan style=\"font-size:18px;font-weight:bold;color:#ffffff;\">\u003Ca href=\"{site_url}\" style=\"color:#ffffff;text-decoration:none;\">{site_name}\u003C\u002Fa>\u003C\u002Fspan>\n              \u003Cspan style=\"float:right;font-size:12px;color:#dbeafe;line-height:26px;\">{site_description}\u003C\u002Fspan>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 正文卡片 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#ffffff;padding:32px 28px;border-radius:0 0 12px 12px;box-shadow:0 2px 8px rgba(15,23,42,0.06);\">\n              \n  \u003Ch2 style=\"margin:0 0 16px;font-size:20px;color:#1e293b;\">找回密码验证码\u003C\u002Fh2>\n  \u003Cp style=\"margin:0 0 16px;font-size:14px;line-height:1.8;color:#475569;\">你正在找回账户密码，请使用下方验证码完成重置操作：\u003C\u002Fp>\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"margin:8px 0 4px;\">\n    \u003Ctr>\n      \u003Ctd align=\"center\" style=\"background:#f8fafc;border:1px dashed #cbd5e1;border-radius:10px;padding:22px 0;\">\n        \u003Cspan style=\"font-size:32px;font-weight:bold;letter-spacing:10px;color:#3b82f6;font-family:Consolas,Menlo,monospace;\">{code}\u003C\u002Fspan>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n  \u003Cp style=\"margin:12px 0 0;font-size:13px;color:#64748b;\">\n    验证码 \u003Cstrong style=\"color:#dc2626;\">{expire} 分钟\u003C\u002Fstrong> 内有效，为保障账户安全，请勿向他人泄露。\n  \u003C\u002Fp>\n  \u003Chr style=\"border:none;border-top:1px solid #e2e8f0;margin:24px 0;\">\n  \n  \u003Cp style=\"margin:0 0 12px;font-size:14px;line-height:1.8;color:#475569;\">\n    这里是 \u003Cstrong style=\"color:#1e293b;\">{site_name}\u003C\u002Fstrong>，{site_description}\n  \u003C\u002Fp>\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"margin:8px 0 4px;\">\n    \u003Ctr>\n      \u003Ctd width=\"33%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#eff6ff;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">📚\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#1e40af;margin-top:4px;\">精选教程\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">从入门到实战\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n      \u003Ctd width=\"33%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#ecfdf5;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">🚀\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#065f46;margin-top:4px;\">开源项目\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">精选可部署方案\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n      \u003Ctd width=\"34%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#fff7ed;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">🧰\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#9a3412;margin-top:4px;\">在线工具\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">即开即用提效\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n  \u003Cp style=\"margin:20px 0 0;font-size:12px;line-height:1.8;color:#94a3b8;\">\n    如果这不是你本人的操作，请忽略本邮件，你的账户安全不会受到影响。\n  \u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 页脚 -->\n          \u003Ctr>\n            \u003Ctd align=\"center\" style=\"padding:20px 16px 0;\">\n              \n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">联系邮箱：\u003Ca href=\"mailto:{contact_email}\" style=\"color:#64748b;text-decoration:none;\">{contact_email}\u003C\u002Fa>\u003C\u002Fp>\n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">此邮件由系统自动发送，请勿直接回复 · © {year} {site_name}\u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n        \u003C\u002Ftable>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n\u003C\u002Fbody>\n\u003C\u002Fhtml>","【{site_name}】找回密码验证码","\u003C!DOCTYPE html>\n\u003Chtml lang=\"zh-CN\">\n\u003Chead>\u003Cmeta charset=\"UTF-8\">\u003Cmeta name=\"viewport\" content=\"width=device-width,initial-scale=1.0\">\u003C\u002Fhead>\n\u003Cbody style=\"margin:0;padding:24px 0;background:#f1f5f9;font-family:'Microsoft YaHei','PingFang SC',Helvetica,Arial,sans-serif;\">\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"background:#f1f5f9;\">\n    \u003Ctr>\n      \u003Ctd align=\"center\" style=\"padding:0 16px;\">\n        \u003Ctable role=\"presentation\" width=\"600\" cellpadding=\"0\" cellspacing=\"0\" style=\"max-width:600px;width:100%;\">\n          \u003C!-- 品牌头部 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#3b82f6;border-radius:12px 12px 0 0;padding:20px 28px;\">\n              \u003Cspan style=\"font-size:18px;font-weight:bold;color:#ffffff;\">\u003Ca href=\"{site_url}\" style=\"color:#ffffff;text-decoration:none;\">{site_name}\u003C\u002Fa>\u003C\u002Fspan>\n              \u003Cspan style=\"float:right;font-size:12px;color:#dbeafe;line-height:26px;\">{site_description}\u003C\u002Fspan>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 正文卡片 -->\n          \u003Ctr>\n            \u003Ctd style=\"background:#ffffff;padding:32px 28px;border-radius:0 0 12px 12px;box-shadow:0 2px 8px rgba(15,23,42,0.06);\">\n              \n  \u003Ch2 style=\"margin:0 0 4px;font-size:20px;color:#1e293b;\">🎉 欢迎加入 {site_name}！\u003Cspan style=\"display:inline-block;margin-left:8px;padding:2px 8px;background:#dcfce7;color:#15803d;font-size:12px;border-radius:10px;vertical-align:middle;\">邮箱已验证\u003C\u002Fspan>\u003C\u002Fh2>\n  \u003Cp style=\"margin:0 0 16px;font-size:14px;line-height:1.8;color:#475569;\">\n    你好，\u003Cstrong style=\"color:#1e293b;\">{username}\u003C\u002Fstrong>，你的账户已注册成功。\n  \u003C\u002Fp>\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"background:#f8fafc;border-radius:10px;margin:8px 0 4px;\">\n    \u003Ctr>\u003Ctd style=\"padding:14px 18px;font-size:13px;line-height:2;color:#475569;\">\n      账户用户名：\u003Cstrong style=\"color:#1e293b;\">{username}\u003C\u002Fstrong>\u003Cbr>\n      注册邮箱：\u003Cstrong style=\"color:#1e293b;\">{email}\u003C\u002Fstrong>\u003Cbr>\n      注册奖励：\u003Cstrong style=\"color:#dc2626;\">+{register_points} 积分\u003C\u002Fstrong>已发放\n    \u003C\u002Ftd>\u003C\u002Ftr>\n  \u003C\u002Ftable>\n  \u003Chr style=\"border:none;border-top:1px solid #e2e8f0;margin:24px 0;\">\n  \n  \u003Cp style=\"margin:0 0 12px;font-size:14px;line-height:1.8;color:#475569;\">\n    这里是 \u003Cstrong style=\"color:#1e293b;\">{site_name}\u003C\u002Fstrong>，{site_description}\n  \u003C\u002Fp>\n  \u003Ctable role=\"presentation\" width=\"100%\" cellpadding=\"0\" cellspacing=\"0\" style=\"margin:8px 0 4px;\">\n    \u003Ctr>\n      \u003Ctd width=\"33%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#eff6ff;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">📚\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#1e40af;margin-top:4px;\">精选教程\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">从入门到实战\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n      \u003Ctd width=\"33%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#ecfdf5;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">🚀\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#065f46;margin-top:4px;\">开源项目\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">精选可部署方案\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n      \u003Ctd width=\"34%\" valign=\"top\" style=\"padding:6px;\">\n        \u003Cdiv style=\"background:#fff7ed;border-radius:8px;padding:14px 10px;text-align:center;\">\n          \u003Cdiv style=\"font-size:15px;\">🧰\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:13px;font-weight:bold;color:#9a3412;margin-top:4px;\">在线工具\u003C\u002Fdiv>\n          \u003Cdiv style=\"font-size:12px;color:#64748b;margin-top:2px;\">即开即用提效\u003C\u002Fdiv>\n        \u003C\u002Fdiv>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n  \u003Cp style=\"margin:16px 0 0;font-size:14px;line-height:1.8;color:#475569;\">登录后你可以：\u003C\u002Fp>\n  \u003Cul style=\"margin:8px 0 0;padding-left:22px;font-size:14px;line-height:2;color:#475569;\">\n    \u003Cli>浏览、收藏优质内容与实用工具\u003C\u002Fli>\n    \u003Cli>投稿教程与项目，审核通过后获得积分奖励\u003C\u002Fli>\n    \u003Cli>参与评论、打分，与其他用户交流\u003C\u002Fli>\n    \u003Cli>通过签到、投稿、互动持续累积积分与等级\u003C\u002Fli>\n  \u003C\u002Ful>\n  \n  \u003Cp style=\"text-align:center;margin:28px 0 8px;\">\n    \u003Ca href=\"{site_url}\" style=\"display:inline-block;padding:12px 36px;background:#3b82f6;color:#ffffff;font-size:15px;font-weight:bold;text-decoration:none;border-radius:8px;\">进入{site_name}\u003C\u002Fa>\n  \u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n          \u003C!-- 页脚 -->\n          \u003Ctr>\n            \u003Ctd align=\"center\" style=\"padding:20px 16px 0;\">\n              \n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">联系邮箱：\u003Ca href=\"mailto:{contact_email}\" style=\"color:#64748b;text-decoration:none;\">{contact_email}\u003C\u002Fa>\u003C\u002Fp>\n              \u003Cp style=\"margin:6px 0 0;font-size:12px;color:#94a3b8;\">此邮件由系统自动发送，请勿直接回复 · © {year} {site_name}\u003C\u002Fp>\n            \u003C\u002Ftd>\n          \u003C\u002Ftr>\n        \u003C\u002Ftable>\n      \u003C\u002Ftd>\n    \u003C\u002Ftr>\n  \u003C\u002Ftable>\n\u003C\u002Fbody>\n\u003C\u002Fhtml>","【{site_name}】欢迎加入{site_name}，账户注册成功","7111479@qq.com","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790627623420492239.jpg","全栈开发者，专注 AI 应用与效率工具","武哥","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790629453503799753.png","热门爆款","精选项目","精选专题","精选工具","AI导航工具站","精选优质 AI 教程、AI 工具与开源项目，助力开发者快速上手人工智能","AI导航工具站 - AI 教程 · AI 项目 · AI 工具","%s - AI导航工具站","\u002Fimages\u002Flogo\u002Ffavicon.ico","https:\u002F\u002Fwuge.fun","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790628026196296604.png",{"items":49,"pagination":168},[50,101,138],{"id":51,"title":52,"slug":53,"summary":54,"content":55,"coverImage":56,"categoryId":57,"authorId":58,"viewCount":59,"likeCount":59,"commentCount":59,"isTop":59,"isRecommend":59,"status":58,"rejectReason":5,"publishedAt":60,"createdAt":61,"updatedAt":62,"category":63,"author":67,"tags":75},20,"用 Python 调用大模型 API：写一个命令行 AI 助手","ai-cli","毕业项目来了：用 100 行 Python 写一个命令行 AI 助手，支持流式输出、打字机效果、多轮对话记忆，最后打包成 exe 发给朋友用。","## 我们要做什么\n\n把前面几篇笔记学到的知识串起来，做一个真正能用的东西：\n\n```text\n$ python ai_chat.py\n🤖 AI 助手已启动（输入 \u002Fquit 退出，\u002Fclear 清空记忆）\n\n你 > 用一句话介绍 Python\nAI > Python 是一种简洁易读、生态丰富的通用编程语言。\n\n你 > 它适合做什么\nAI > （记得上文）Python 特别适合数据分析、AI 开发、自动化脚本……\n```\n\n功能清单：\n\n- 流式输出（打字机效果）\n- 多轮对话记忆\n- `\u002Fquit`、`\u002Fclear`、`\u002Fsave` 斜杠命令\n- 配置文件管理 API Key\n- 打包成 exe 双击即用\n\n## 第 1 步：基础对话循环\n\n```python\n# ai_chat.py\nimport os\nimport sys\n\nfrom openai import OpenAI\n\n# 从环境变量读 key，不要硬编码\nclient = OpenAI(\n    api_key=os.environ.get(\"DEEPSEEK_API_KEY\", \"sk-在这里填你的key\"),\n    base_url=\"https:\u002F\u002Fapi.deepseek.com\",\n)\nMODEL = \"deepseek-chat\"\n\n# 对话历史：system 人设 + 历轮问答\nhistory = [\n    {\"role\": \"system\", \"content\": \"你是简洁专业的 AI 助手，回答控制在 300 字以内\"}\n]\n\ndef chat(user_input: str) -> None:\n    \"\"\"发送消息并流式打印回复\"\"\"\n    history.append({\"role\": \"user\", \"content\": user_input})\n    stream = client.chat.completions.create(\n        model=MODEL, messages=history, stream=True\n    )\n    print(\"AI > \", end=\"\", flush=True)\n    full_reply = \"\"\n    for chunk in stream:\n        delta = chunk.choices[0].delta.content\n        if delta:\n            print(delta, end=\"\", flush=True)  # 逐块打印 = 打字机效果\n            full_reply += delta\n    print()\n    # 关键：把 AI 的回复存回历史，实现记忆\n    history.append({\"role\": \"assistant\", \"content\": full_reply})\n\ndef main() -> None:\n    print(\"🤖 AI 助手已启动（\u002Fquit 退出，\u002Fclear 清空记忆）\\n\")\n    while True:\n        try:\n            user_input = input(\"你 > \").strip()\n        except (KeyboardInterrupt, EOFError):  # Ctrl+C \u002F Ctrl+D 优雅退出\n            print(\"\\n再见！\")\n            break\n        if not user_input:\n            continue\n        if user_input == \"\u002Fquit\":\n            print(\"再见！\")\n            break\n        if user_input == \"\u002Fclear\":\n            history[:] = history[:1]  # 只保留 system 人设\n            print(\"（记忆已清空）\\n\")\n            continue\n        try:\n            chat(user_input)\n        except Exception as e:\n            print(f\"出错了：{e}\\n\")  # 网络错误不退出，下次还能用\n        print()\n\nif __name__ == \"__main__\":\n    main()\n```\n\n到这里已经是一个能用的 AI 助手了：流式输出、有记忆、能清空、出错不崩。\n\n## 第 2 步：控制记忆长度\n\n对话历史无限增长会撞上两个天花板：模型的上下文窗口、以及你的余额（历史每轮都重新计费）。加一个滑动窗口：\n\n```python\nMAX_HISTORY = 20  # 最多保留最近 20 条消息\n\ndef trim_history() -> None:\n    \"\"\"保留 system + 最近的对话，超出的最旧记录删掉\"\"\"\n    if len(history) > MAX_HISTORY + 1:\n        del history[1 : len(history) - MAX_HISTORY]\n```\n\n在 `chat()` 开头调用一次 `trim_history()` 即可。更精细的方案是按 token 数裁剪，但按条数对日常使用已足够。\n\n## 第 3 步：保存对话记录\n\n`\u002Fsave` 命令把当前会话存成 Markdown 文件：\n\n```python\nfrom datetime import datetime\n\ndef save_history() -> str:\n    \"\"\"导出对话到 Markdown 文件，返回文件名\"\"\"\n    lines = [f\"# AI 对话记录 {datetime.now():%Y-%m-%d %H:%M}\\n\"]\n    for msg in history[1:]:  # 跳过 system\n        role = \"**你**\" if msg[\"role\"] == \"user\" else \"**AI**\"\n        lines.append(f\"{role}：{msg['content']}\\n\")\n    filename = f\"chat_{datetime.now():%Y%m%d_%H%M%S}.md\"\n    with open(filename, \"w\", encoding=\"utf-8\") as f:\n        f.write(\"\\n\".join(lines))\n    return filename\n```\n\n在主循环里加分支：\n\n```python\n        if user_input == \"\u002Fsave\":\n            print(f\"（已保存到 {save_history()}）\\n\")\n            continue\n```\n\n## 第 4 步：配置文件管理 Key\n\nKey 写死在代码里既危险又不方便分享，改用配置文件：\n\n```python\n# config.py\nimport json\nfrom pathlib import Path\n\nCONFIG_PATH = Path.home() \u002F \".ai_chat_config.json\"\n\ndef load_config() -> dict:\n    \"\"\"读取配置，没有则引导用户创建\"\"\"\n    if not CONFIG_PATH.exists():\n        key = input(\"首次使用，请输入你的 API Key：\").strip()\n        CONFIG_PATH.write_text(\n            json.dumps({\"api_key\": key, \"model\": \"deepseek-chat\"}, ensure_ascii=False, indent=2),\n            encoding=\"utf-8\",\n        )\n        print(f\"配置已保存到 {CONFIG_PATH}\\n\")\n    return json.loads(CONFIG_PATH.read_text(encoding=\"utf-8\"))\n```\n\n主程序里：\n\n```python\nconfig = load_config()\nclient = OpenAI(api_key=config[\"api_key\"], base_url=\"https:\u002F\u002Fapi.deepseek.com\")\nMODEL = config[\"model\"]\n```\n\n配置文件放在用户主目录，既不用每次输入，也不会误提交进 Git。\n\n## 第 5 步：打包成 exe\n\n让没有 Python 环境的朋友也能用：\n\n```bash\npip install pyinstaller\npyinstaller --onefile --name ai-chat ai_chat.py\n```\n\n产物在 `dist\u002Fai-chat.exe`，双击即用，体积约 15MB（含 Python 运行时）。\n\n几个实用参数：\n\n```bash\npyinstaller --onefile --name ai-chat --clean ai_chat.py\n# --onefile  打成单个 exe\n# --clean    清掉上次构建缓存，改代码后重新打包建议加上\n```\n\n## 完整效果与扩展方向\n\n最终成品是一个 100 行左右的单文件工具。跑通之后，可以按需扩展：\n\n**加「温度」调节**：`\u002Ftemp 0.3` 命令动态调整创造性参数。\n\n**加预设角色**：`\u002Frole 翻译` 切换 system 人设，一个工具当多个助手用。\n\n**统计用量**：从响应里取 `usage` 字段，显示本次消耗了多少 token、约合多少钱：\n\n```python\n# 非流式响应可直接读 usage；流式需设置 stream_options={\"include_usage\": True}\nstream = client.chat.completions.create(\n    model=MODEL, messages=history, stream=True,\n    stream_options={\"include_usage\": True},\n)\n# 最后一个 chunk 里有 usage 信息\n```\n\n**接入本地模型**：把 `base_url` 换成 `http:\u002F\u002Flocalhost:11434\u002Fv1`（Ollama），这个工具就变成了离线版 AI 助手——代码一行都不用改，这就是 OpenAI 兼容接口的妙处。\n\n## 回顾：这个项目用到了什么\n\n| 知识点 | 出处 |\n|--------|------|\n| 虚拟环境管理依赖 | 笔记 1 |\n| 第三方库调用网络 API | 笔记 2 |\n| 异常处理与优雅退出 | 笔记 6 |\n| 配置文件与文件读写 | 笔记 6\u002F7 |\n| 字符串处理 | 笔记 9 |\n\n这就是我们 Python 专题的初衷：**学语法的最好方式是做东西**。这个命令行助手可能就是你以后每天用 AI 的方式之一——自己动手做的工具，用起来总是格外顺手。\n","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790636138763089017.png",8,1,0,"2026-09-29T06:56:29.738842766+08:00","2026-09-29T06:55:38.763211716+08:00","2026-09-29T06:56:29.738903836+08:00",{"id":57,"name":64,"slug":65,"description":64,"icon":5,"sortOrder":59,"postCount":59,"parentId":59,"createdAt":66,"updatedAt":66},"Python专题","Python","2026-09-29T06:55:05.938571812+08:00",{"id":58,"username":68,"email":32,"phone":5,"nickname":69,"avatarUrl":70,"bio":5,"role":58,"status":58,"points":59,"lastLoginAt":71,"loginCount":72,"createdAt":73,"updatedAt":74},"wuge","站长","\u002Fstatic\u002Fuploads\u002Favatars\u002F2026\u002F09\u002F29\u002F1790630804049538805.jpg","2026-09-29T05:22:12.192245111+08:00",3,"2026-09-29T04:25:29.170055083+08:00","2026-09-29T05:26:46.960829427+08:00",[76,81,86,91,96],{"id":77,"name":65,"slug":78,"color":79,"postCount":59,"createdAt":80},6,"python","#e2e8f0","2026-09-29T04:25:30.347030306+08:00",{"id":82,"name":83,"slug":84,"color":79,"postCount":59,"createdAt":85},89,"DeepSeek","deepseek","2026-09-29T06:46:13.756746391+08:00",{"id":87,"name":88,"slug":89,"color":79,"postCount":59,"createdAt":90},150,"AI","ai","2026-09-29T06:55:38.743861502+08:00",{"id":92,"name":93,"slug":94,"color":79,"postCount":59,"createdAt":95},151,"命令行工具","ming-ling-xing-gong-ju","2026-09-29T06:55:38.751023469+08:00",{"id":97,"name":98,"slug":99,"color":79,"postCount":59,"createdAt":100},152,"项目实战","xiang-mu-shi-zhan","2026-09-29T06:55:38.757712461+08:00",{"id":72,"title":102,"slug":103,"summary":104,"content":105,"coverImage":106,"categoryId":58,"authorId":58,"viewCount":59,"likeCount":59,"commentCount":59,"isTop":59,"isRecommend":59,"status":58,"rejectReason":5,"publishedAt":107,"createdAt":108,"updatedAt":109,"category":110,"author":115,"tags":116},"用 ChatGPT 辅助编程：代码生成、调试与重构全攻略","ai-coding","程序员用 AI 的正确姿势：从写代码、改 Bug、写测试到代码重构，附 6 个开箱即用的提示词模板和 3 个避坑指南。","## AI 编程的真实水平\n\n先说结论：**AI 已经能承担程序员 60% 的「体力活」，但替代不了「脑力活」**。\n\n它擅长的：\n\n- 写常规业务代码（CRUD、接口调用、数据转换）\n- 解释报错信息、定位 Bug 方向\n- 生成单元测试、写注释和文档\n- 语言\u002F框架的语法咨询（\"Python 怎么读 JSON 文件\"）\n- 代码翻译（把 Python 脚本改成 Go）\n\n它不擅长的：\n\n- 系统架构设计（该拆几个服务、用什么中间件）\n- 复杂业务逻辑的边界情况\n- 需要理解整个项目上下文的改动\n- 最新框架的 API（训练数据截止日期之后的）\n\n正确的使用姿势是：**你负责设计和判断，AI 负责打字和查资料**。\n\n## 场景一：从零生成代码\n\n**关键：描述清楚输入、处理、输出三要素。**\n\n```text\n用 Python 写一个函数：\n\n输入：一个 Excel 文件路径，文件包含「姓名」「部门」「工资」三列\n处理：按部门分组，计算每个部门的平均工资和人数\n输出：打印一个按平均工资降序排列的表格\n\n要求：\n- 使用 pandas\n- 文件不存在时抛出友好的中文错误\n- 附上调用示例\n```\n\nAI 会返回可直接运行的代码。注意提示词里的每个要素都不能少——少了「文件不存在时怎么办」，它就默认文件永远存在，运行时才会暴雷。\n\n**进阶技巧：先让它出方案，再让它写代码。**\n\n```text\n我要做一个「爬取某网站新闻标题并保存到数据库」的脚本。\n先不要写代码，列出实现方案：需要哪些库、分几个函数、\n可能遇到什么坑。我确认后再写代码。\n```\n\n这一步能避免 AI 一上来就给你 200 行跑偏的代码。\n\n## 场景二：调试报错（最高频用法）\n\n遇到报错，**把三样东西一起发给 AI**：报错信息、相关代码、你做过什么。\n\n```text\n这段代码报错了：\n\n【代码】\nimport pandas as pd\ndf = pd.read_csv(\"data.csv\")\nprint(df.groupby(\"city\")[\"sales\"].mean())\n\n【报错】\nKeyError: 'city'\n\n【背景】\ndata.csv 是我从系统导出的销售数据，第一行是表头。\n```\n\nAI 大概率会告诉你：CSV 里的列名可能是「City」（大小写问题）或者列名带了空格，让你先 `print(df.columns.tolist())` 确认。\n\n**反例**：只发一句「KeyError 怎么解决」——AI 只能给你泛泛而谈的所有可能原因，你还得自己挨个试。\n\n## 场景三：代码重构\n\n把能跑但写得丑的代码扔给 AI，指定重构方向：\n\n```text\n下面这段代码能运行，但很难维护，请重构：\n\n【代码】\ndef process(data):\n    result = []\n    for item in data:\n        if item[\"type\"] == \"A\":\n            result.append(item[\"value\"] * 1.1)\n        elif item[\"type\"] == \"B\":\n            result.append(item[\"value\"] * 0.9)\n        elif item[\"type\"] == \"C\":\n            if item[\"value\"] > 100:\n                result.append(item[\"value\"] * 0.8)\n            else:\n                result.append(item[\"value\"] * 0.95)\n    return result\n\n重构要求：\n1. 消除嵌套 if-else，用策略模式或字典映射\n2. 每个调整系数定义为常量并注释业务含义\n3. 保持函数签名不变，调用方不用改代码\n```\n\n**要点**：一定要说「保持函数签名不变」这类约束，否则 AI 可能顺手改了接口，调用方全部报错。\n\n## 场景四：写单元测试\n\nAI 写测试的质量比写业务代码还高，因为测试代码模式非常固定：\n\n```text\n为下面的函数写 pytest 单元测试：\n\ndef divide(a: float, b: float) -> float:\n    if b == 0:\n        raise ValueError(\"除数不能为0\")\n    return a \u002F b\n\n要求覆盖：\n- 正常除法（含浮点数精度处理）\n- 除数为 0 抛异常\n- 负数相除\n- 边界值：0 除以任何数\n```\n\n## 场景五：读别人的代码\n\n接手老项目时，AI 是最好的「翻译官」：\n\n```text\n请解释这段正则表达式，逐部分说明含义：\n^(?=.*[a-z])(?=.*[A-Z])(?=.*\\d)[a-zA-Z\\d]{8,20}$\n```\n\n```text\n这是项目里的一段 SQL，请用中文解释它在做什么，\n并指出有没有性能问题：\n【贴 SQL】\n```\n\n## 场景六：代码审查\n\n提交代码前让 AI 当一次 reviewer：\n\n```text\n请以资深后端工程师的视角审查这段代码，按严重程度列出问题：\n1. 安全漏洞（SQL注入、XSS等）\n2. 性能问题（N+1查询、不必要的大数据拷贝）\n3. 可维护性问题\n4. 代码风格问题（仅提示）\n\n【贴代码】\n```\n\n按严重程度排序能避免被「变量命名不够优雅」这类意见淹没重点。\n\n## 三个避坑指南\n\n**1. 永远运行一遍再提交**\n\nAI 写的代码可能有：不存在的库函数、编造的 API 参数、逻辑上差一位的边界。它写得越自信，越要警惕。**编译\u002F运行\u002F测试，三步缺一不可**。\n\n**2. 别发公司机密代码**\n\n粘贴代码前做脱敏：删掉真实的密钥、密码、内网地址、数据库连接串。涉及核心业务逻辑的代码，先确认公司是否允许使用外部 AI 工具。可以选择本地化部署的开源模型（DeepSeek、Qwen）处理敏感代码。\n\n**3. 大改动要分批喂**\n\n一次扔 500 行代码让它「优化一下」，输出质量会很差。正确做法是按函数\u002F类拆分，一次处理一个模块，改完确认没问题再处理下一个。\n\n## 工具选择建议\n\n| 工具 | 形态 | 特点 |\n|------|------|------|\n| ChatGPT\u002FDeepSeek 网页版 | 对话 | 适合问答、调试、代码审查 |\n| Cursor | AI 编辑器 | 深度集成代码库上下文，适合大项目 |\n| GitHub Copilot | IDE 插件 | 实时代码补全，写 boilerplate 极快 |\n| Trae | AI 编辑器 | 国产免费，中文体验好 |\n\n**推荐组合**：日常补全用 IDE 插件，复杂问题用网页版对话，大项目重构用 AI 编辑器。\n\n## 写在最后\n\nAI 编程的本质是**把「搜索引擎 + Stack Overflow + 文档」整合成了一个对话框**。以前花 20 分钟查资料的事，现在 2 分钟解决。省下来的时间，投入到真正需要人类思考的地方：理解业务、设计架构、和 AI 说不清楚的那 40%。\n","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790635573777996286.png","2026-09-29T06:46:42.43583397+08:00","2026-09-29T06:46:13.778131721+08:00","2026-09-29T06:46:42.435887959+08:00",{"id":58,"name":111,"slug":112,"description":5,"icon":113,"sortOrder":58,"postCount":59,"parentId":59,"createdAt":114,"updatedAt":114},"AI 教程","ai-tutorials","i-ri-book-open-line","2026-09-29T04:25:29.669355545+08:00",{"id":58,"username":68,"email":32,"phone":5,"nickname":69,"avatarUrl":70,"bio":5,"role":58,"status":58,"points":59,"lastLoginAt":71,"loginCount":72,"createdAt":73,"updatedAt":74},[117,122,127,128,133],{"id":118,"name":119,"slug":120,"color":79,"postCount":59,"createdAt":121},82,"ChatGPT","chatgpt","2026-09-29T06:46:13.65246271+08:00",{"id":123,"name":124,"slug":125,"color":79,"postCount":59,"createdAt":126},88,"AI编程","ai-bian-cheng","2026-09-29T06:46:13.748934007+08:00",{"id":82,"name":83,"slug":84,"color":79,"postCount":59,"createdAt":85},{"id":129,"name":130,"slug":131,"color":79,"postCount":59,"createdAt":132},90,"代码生成","dai-ma-sheng-cheng","2026-09-29T06:46:13.763651183+08:00",{"id":134,"name":135,"slug":136,"color":79,"postCount":59,"createdAt":137},91,"效率工具","xiao-lv-gong-ju","2026-09-29T06:46:13.770996381+08:00",{"id":139,"title":140,"slug":141,"summary":142,"content":143,"coverImage":144,"categoryId":58,"authorId":58,"viewCount":59,"likeCount":59,"commentCount":59,"isTop":59,"isRecommend":59,"status":58,"rejectReason":5,"publishedAt":145,"createdAt":146,"updatedAt":147,"category":148,"author":149,"tags":150},7,"大模型 API 调用入门：OpenAI、DeepSeek、通义千问全对比","llm-api-compare","想把 AI 能力接进自己的程序？一文讲清三大主流大模型 API 的申请、价格对比、Python 调用示例和流式输出实现，附省钱技巧。","## 为什么要用 API 而不是网页版\n\n网页版 AI 是给人用的，API 是给程序用的。当你想实现这些功能时，就必须用 API：\n\n- 给自己的网站\u002FApp 加上 AI 对话功能\n- 批量处理数据（比如给 1000 篇文章自动打标签）\n- 搭建自动化工作流（收到邮件 → AI 总结 → 推送到微信）\n- 开发自己的 AI 应用\n\n好消息是：**主流大模型厂商都兼容 OpenAI 的接口格式**，学会一个等于学会全部。\n\n## 三大平台申请与价格对比\n\n| 平台 | 申请地址 | 代表模型 | 价格（输入\u002F输出，每百万 token） | 特点 |\n|------|---------|---------|------------------------------|------|\n| DeepSeek | platform.deepseek.com | deepseek-chat | ¥2 \u002F ¥8（缓存命中仅 ¥0.5） | 性价比之王，推理能力强 |\n| 通义千问 | bailian.console.aliyun.com | qwen-plus | ¥0.8 \u002F ¥2（qwen-turbo 更便宜） | 阿里生态，新用户送额度 |\n| OpenAI | platform.openai.com | gpt-4o-mini | $0.15 \u002F $0.6 | 生态最成熟，需海外支付 |\n\n> 价格为公开刊例价，各平台经常调价和促销，以官网为准。日常测试用 DeepSeek 或 qwen-turbo，一天几分钱。\n\n**token 怎么理解**：1 个中文字约等于 1-2 个 token。一次普通问答（问 100 字 + 答 500 字）大约消耗 1000 token，成本不到 1 分钱。\n\n## 通用调用模板（三平台共用）\n\n因为都兼容 OpenAI 格式，所以代码几乎一样，只需改三个东西：`api_key`、`base_url`、`model`。\n\n```python\nfrom openai import OpenAI\n\n# —— 配置区：三选一，取消对应注释即可 ——\n\n# DeepSeek\nclient = OpenAI(api_key=\"sk-xxx\", base_url=\"https:\u002F\u002Fapi.deepseek.com\")\nMODEL = \"deepseek-chat\"\n\n# 通义千问（阿里云百炼）\n# client = OpenAI(api_key=\"sk-xxx\",\n#                 base_url=\"https:\u002F\u002Fdashscope.aliyuncs.com\u002Fcompatible-mode\u002Fv1\")\n# MODEL = \"qwen-plus\"\n\n# OpenAI\n# client = OpenAI(api_key=\"sk-xxx\")  # 默认 base_url 即官方地址\n# MODEL = \"gpt-4o-mini\"\n\n# —— 调用区：完全相同的代码 ——\nresp = client.chat.completions.create(\n    model=MODEL,\n    messages=[\n        {\"role\": \"system\", \"content\": \"你是一位简洁专业的技术助手\"},\n        {\"role\": \"user\", \"content\": \"用一句话解释什么是 API\"},\n    ],\n    temperature=0.7,\n)\nprint(resp.choices[0].message.content)\n```\n\n## 必须理解的 4 个概念\n\n**1. messages 的角色体系**\n\n- `system`：给 AI 定人设和规则，优先级最高，用户看不到\n- `user`：用户说的话\n- `assistant`：AI 之前的回复（多轮对话时要把历史一起传）\n\n**API 是无状态的**——它不记得你上次说过什么。多轮对话需要你自己把历史消息全部带上：\n\n```python\nhistory = [{\"role\": \"system\", \"content\": \"你是翻译助手\"}]\n\nwhile True:\n    user_input = input(\"你：\")\n    history.append({\"role\": \"user\", \"content\": user_input})\n    resp = client.chat.completions.create(model=MODEL, messages=history)\n    reply = resp.choices[0].message.content\n    history.append({\"role\": \"assistant\", \"content\": reply})  # 关键：存下 AI 的回复\n    print(\"AI：\", reply)\n```\n\n**2. temperature（创造性）**\n\n0~2 之间，越低越保守确定，越高越发散。写代码、翻译用 0~0.3；头脑风暴、写文案用 0.7~1.0。\n\n**3. max_tokens（输出长度上限）**\n\n不设的话默认拉满，可能产生意料外的费用。生产环境建议显式设置。\n\n**4. 流式输出（Streaming）**\n\n网页版 AI「一个字一个字蹦出来」的效果就是流式输出。长回答时体验天差地别：\n\n```python\nstream = client.chat.completions.create(\n    model=MODEL,\n    messages=[{\"role\": \"user\", \"content\": \"写一篇 500 字的短文，介绍成都\"}],\n    stream=True,  # 开启流式\n)\nfor chunk in stream:\n    delta = chunk.choices[0].delta.content\n    if delta:\n        print(delta, end=\"\", flush=True)  # 逐块打印，模拟打字机\n```\n\n## 实战：给 100 篇文章自动打标签\n\n学了就要用，这个例子把 API 用进真实工作：\n\n```python\nimport json\nimport time\nfrom openai import OpenAI\n\nclient = OpenAI(api_key=\"sk-xxx\", base_url=\"https:\u002F\u002Fapi.deepseek.com\")\n\ndef tag_article(title: str, content: str) -> dict:\n    \"\"\"调用大模型为文章打标签，返回结构化结果\"\"\"\n    resp = client.chat.completions.create(\n        model=\"deepseek-chat\",\n        messages=[{\n            \"role\": \"user\",\n            \"content\": f\"\"\"为下面的文章分类并打标签。\n\n标题：{title}\n正文：{content[:2000]}\n\n要求：\n1. category 从 [AI教程, 机器学习, 深度学习, 自然语言处理, 计算机视觉] 中选一个\n2. tags 提取 3-5 个关键词\n3. 严格输出 JSON，不要输出任何其他内容\n\n格式：{{\"category\": \"...\", \"tags\": [\"...\", \"...\"]}}\"\"\",\n        }],\n        temperature=0,  # 分类任务要确定性\n    )\n    return json.loads(resp.choices[0].message.content)\n\n# 批量处理\narticles = [\n    {\"title\": \"卷积神经网络入门\", \"content\": \"CNN 是一种……\"},\n    # ... 更多文章\n]\nfor art in articles:\n    result = tag_article(art[\"title\"], art[\"content\"])\n    print(art[\"title\"], \"->\", result)\n    time.sleep(0.5)  # 控制频率，避免触发限流\n```\n\n## 省钱与稳定性技巧\n\n**1. 能短的别长**：输入输出都计费。让 AI「用 100 字以内回答」，提示词里别贴无关内容。\n\n**2. 善用缓存**：DeepSeek 的上下文缓存命中后输入价打 1 折。把不变的系统提示词放前面，变动的内容放后面，命中率更高。\n\n**3. 加重试和降级**：API 会抖动，生产代码必须容错：\n\n```python\nfrom tenacity import retry, stop_after_attempt, wait_exponential\n\n@retry(stop=stop_after_attempt(3), wait=wait_exponential(min=2, max=10))\ndef chat_with_retry(messages):\n    return client.chat.completions.create(model=MODEL, messages=messages)\n```\n\n**4. 密钥别硬编码**：用环境变量 `os.environ[\"DEEPSEEK_API_KEY\"]`，别把 key 提交进 Git——GitHub 上有专门的扫描器盯着泄露的 key，几小时内就会被盗刷。\n\n**5. 监控用量**：各平台控制台都有用量统计，建议设消费上限告警，防止程序 bug 导致刷爆余额。\n\n## 下一步\n\n掌握了基础调用，可以继续探索：\n\n- **Function Calling**：让 AI 调用你的函数（查天气、查数据库），这是做 Agent 的基础\n- **结构化输出**：强制 AI 返回符合 JSON Schema 的数据\n- **批量接口**：OpenAI 的 Batch API 价格打 5 折，适合离线大批量任务\n\n先用本文的代码跑通第一个请求——看到自己程序里蹦出 AI 的回复，那种感觉和用网页版完全不同。\n","\u002Fstatic\u002Fuploads\u002Fimages\u002F2026\u002F09\u002F29\u002F1790635573979484250.png","2026-09-29T06:46:34.779822889+08:00","2026-09-29T06:46:13.979605838+08:00","2026-09-29T06:46:34.779879782+08:00",{"id":58,"name":111,"slug":112,"description":5,"icon":113,"sortOrder":58,"postCount":59,"parentId":59,"createdAt":114,"updatedAt":114},{"id":58,"username":68,"email":32,"phone":5,"nickname":69,"avatarUrl":70,"bio":5,"role":58,"status":58,"points":59,"lastLoginAt":71,"loginCount":72,"createdAt":73,"updatedAt":74},[151,152,157,158,163],{"id":77,"name":65,"slug":78,"color":79,"postCount":59,"createdAt":80},{"id":153,"name":154,"slug":155,"color":79,"postCount":59,"createdAt":156},74,"OpenAI","openai","2026-09-29T04:25:30.853760595+08:00",{"id":82,"name":83,"slug":84,"color":79,"postCount":59,"createdAt":85},{"id":159,"name":160,"slug":161,"color":79,"postCount":59,"createdAt":162},104,"API","api","2026-09-29T06:46:13.964167454+08:00",{"id":164,"name":165,"slug":166,"color":79,"postCount":59,"createdAt":167},105,"通义千问","tong-yi-qian-wen","2026-09-29T06:46:13.971569076+08:00",{"page":58,"pageSize":169,"total":72,"totalPages":58},12,{"items":171,"pagination":172,"tag":173},[],{"page":58,"pageSize":169,"total":59,"totalPages":58},{"id":82,"name":83,"slug":84,"color":79,"postCount":59,"createdAt":85},[175,182],{"id":176,"name":177,"url":178,"logo":179,"description":177,"sortOrder":59,"status":58,"createdAt":180,"updatedAt":181},2,"哔哩哔哩","https:\u002F\u002Fwww.bilibili.com\u002F","\\images\\social\\bilibili.png","0001-01-01T00:00:00Z","2026-09-29T04:44:41.867019475+08:00",{"id":58,"name":183,"url":184,"logo":185,"description":183,"sortOrder":59,"status":58,"createdAt":186,"updatedAt":186},"GitHub","https:\u002F\u002Fgithub.com","\\images\\social\\github.png","2026-09-29T04:32:39.65740234+08:00",[188,189,194,199,204,209,214,219,224,225,226,231,236,241,246,251,255,256,261,266,267,272,277,282,287,292,296,301,305,310],{"id":87,"name":88,"slug":89,"color":79,"postCount":59,"createdAt":90},{"id":190,"name":191,"slug":192,"color":79,"postCount":59,"createdAt":193},53,"AI 绘画","ai-hui-hua","2026-09-29T04:25:30.70107663+08:00",{"id":195,"name":196,"slug":197,"color":79,"postCount":59,"createdAt":198},94,"AIGC","aigc","2026-09-29T06:46:13.817043541+08:00",{"id":200,"name":201,"slug":202,"color":79,"postCount":59,"createdAt":203},81,"AI入门","ai-ru-men","2026-09-29T06:46:13.646321088+08:00",{"id":205,"name":206,"slug":207,"color":79,"postCount":59,"createdAt":208},113,"AI写作","ai-xie-zuo","2026-09-29T06:46:14.098797917+08:00",{"id":210,"name":211,"slug":212,"color":79,"postCount":59,"createdAt":213},95,"AI工具","ai-gong-ju","2026-09-29T06:46:13.849105815+08:00",{"id":215,"name":216,"slug":217,"color":79,"postCount":59,"createdAt":218},87,"AI技巧","ai-ji-qiao","2026-09-29T06:46:13.717351439+08:00",{"id":220,"name":221,"slug":222,"color":79,"postCount":59,"createdAt":223},92,"AI绘画","ai-hui-hua-2","2026-09-29T06:46:13.800506851+08:00",{"id":123,"name":124,"slug":125,"color":79,"postCount":59,"createdAt":126},{"id":159,"name":160,"slug":161,"color":79,"postCount":59,"createdAt":162},{"id":227,"name":228,"slug":229,"color":79,"postCount":59,"createdAt":230},24,"Agent","agent","2026-09-29T04:25:30.481917452+08:00",{"id":232,"name":233,"slug":234,"color":79,"postCount":59,"createdAt":235},15,"Apache-2.0","apache-2-0","2026-09-29T04:25:30.413130076+08:00",{"id":237,"name":238,"slug":239,"color":79,"postCount":59,"createdAt":240},124,"BeautifulSoup","beautifulsoup","2026-09-29T06:55:38.372320794+08:00",{"id":242,"name":243,"slug":244,"color":79,"postCount":59,"createdAt":245},71,"C++","c","2026-09-29T04:25:30.832723566+08:00",{"id":247,"name":248,"slug":249,"color":79,"postCount":59,"createdAt":250},9,"C\u002FC++","c-c","2026-09-29T04:25:30.367438818+08:00",{"id":57,"name":252,"slug":253,"color":79,"postCount":59,"createdAt":254},"CPU 推理","cpu-tui-li","2026-09-29T04:25:30.360161464+08:00",{"id":118,"name":119,"slug":120,"color":79,"postCount":59,"createdAt":121},{"id":257,"name":258,"slug":259,"color":79,"postCount":59,"createdAt":260},43,"ChatGPT 界面","chatgpt-jie-mian","2026-09-29T04:25:30.631791206+08:00",{"id":262,"name":263,"slug":264,"color":79,"postCount":59,"createdAt":265},109,"Coze","coze","2026-09-29T06:46:14.04772698+08:00",{"id":82,"name":83,"slug":84,"color":79,"postCount":59,"createdAt":85},{"id":268,"name":269,"slug":270,"color":79,"postCount":59,"createdAt":271},103,"Embedding","embedding","2026-09-29T06:46:13.931530378+08:00",{"id":273,"name":274,"slug":275,"color":79,"postCount":59,"createdAt":276},139,"Excel","excel","2026-09-29T06:55:38.596869557+08:00",{"id":278,"name":279,"slug":280,"color":79,"postCount":59,"createdAt":281},132,"FastAPI","fastapi","2026-09-29T06:55:38.496902061+08:00",{"id":283,"name":284,"slug":285,"color":79,"postCount":59,"createdAt":286},107,"Fine-tuning","fine-tuning","2026-09-29T06:46:14.010861283+08:00",{"id":288,"name":289,"slug":290,"color":79,"postCount":59,"createdAt":291},97,"Gamma","gamma","2026-09-29T06:46:13.863615311+08:00",{"id":72,"name":293,"slug":294,"color":79,"postCount":59,"createdAt":295},"Go","go","2026-09-29T04:25:30.324360969+08:00",{"id":297,"name":298,"slug":299,"color":79,"postCount":59,"createdAt":300},98,"Kimi","kimi","2026-09-29T06:46:13.871065157+08:00",{"id":139,"name":302,"slug":303,"color":79,"postCount":59,"createdAt":304},"LLM","llm","2026-09-29T04:25:30.353458642+08:00",{"id":306,"name":307,"slug":308,"color":79,"postCount":59,"createdAt":309},31,"LLMOps","llmops","2026-09-29T04:25:30.534990482+08:00",{"id":311,"name":312,"slug":313,"color":79,"postCount":59,"createdAt":314},101,"LangChain","langchain","2026-09-29T06:46:13.916898801+08:00",[316],{"id":58,"userId":317,"donorName":35,"amount":318,"message":319,"paymentMethod":320,"isAnonymous":59,"status":58,"createdAt":321},null,128,"加油","wechat","2026-09-29T04:45:44+08:00",{"materials":323},[],{"materials":325},[],{"materials":327},[]]