{"id":70527,"date":"2026-02-02T00:57:29","date_gmt":"2026-02-01T16:57:29","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/70527.html"},"modified":"2026-02-02T00:57:29","modified_gmt":"2026-02-01T16:57:29","slug":"ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9aspark%e5%9f%ba%e4%ba%8epython%e9%9f%b3%e4%b9%90%e6%95%b0%e6%8d%ae%e5%8f%af%e8%a7%86%e5%8c%96%e5%88%86%e6%9e%90%e7%b3%bb%e7%bb%9f-%e8%b1%86%e7%93%a3%e9%9f%b3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/70527.html","title":{"rendered":"AI\u5927\u6a21\u578b\uff1aSpark\u57fa\u4e8epython\u97f3\u4e50\u6570\u636e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf \u8c46\u74e3\u97f3\u4e50\u6570\u636e \u722c\u866b \u6570\u636e\u5206\u6790 Flask\u6846\u67b6 \u5927\u6570\u636e\uff08\u5efa\u8bae\u6536\u85cf\uff09\u2705"},"content":{"rendered":"

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（2）\u7cfb\u7edf\u529f\u80fd：<\/p>\n

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（2）\u97f3\u4e50\u6570\u636e\u4e2d\u5fc3<\/p>\n

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（8）\u6b4c\u624b\u8bcd\u4e91\u56fe\u5206\u6790<\/p>\n

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（9）\u97f3\u4e50\u6570\u636e\u91c7\u96c6<\/p>\n

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（10）\u6ce8\u518c\u767b\u5f55<\/p>\n

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3\u3001\u9879\u76ee\u8bf4\u660e<\/h3>\n

（1）\u6280\u672f\u6808：<\/p>\n

\u540e\u7aef：Python\u8bed\u8a00，\u4f7f\u7528Flask\u6846\u67b6\u6784\u5efaRESTful API，\u5904\u7406\u6570\u636e\u8bf7\u6c42\u3001\u7528\u6237\u8ba4\u8bc1\u4e0e\u6388\u6743\u3002 \u524d\u7aef：HTML\/CSS\/JavaScript，\u7ed3\u5408Echarts\u5b9e\u73b0\u6570\u636e\u53ef\u89c6\u5316，\u63d0\u4f9b\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\u4ea4\u4e92\u3002 \u6570\u636e\u5e93：MySQL，\u5b58\u50a8\u8c46\u74e3\u97f3\u4e50\u6570\u636e\u3001\u7528\u6237\u4fe1\u606f\u3001\u5206\u6790\u7ed3\u679c\u7b49\u3002 \u6570\u636e\u6e90：\u901a\u8fc7\u722c\u866b\u6280\u672f\u4ece\u8c46\u74e3\u97f3\u4e50\u9875\u9762\u83b7\u53d6\u6570\u636e，\u6216\u5229\u7528\u8c46\u74e3API（\u5982\u679c\u53ef\u7528）\u8fdb\u884c\u6570\u636e\u6293\u53d6\u3002 \u6570\u636e\u5206\u6790：Python\u8fdb\u884c\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790，\u5305\u62ec\u7edf\u8ba1\u3001\u5206\u7c7b\u3001\u805a\u7c7b\u7b49\u7b97\u6cd5\u5e94\u7528\u3002<\/p>\n

（2）\u7cfb\u7edf\u529f\u80fd：<\/p>\n

1\u3001\u9996\u9875 – \u6570\u636e\u6982\u51b5： \u5c55\u793a\u8c46\u74e3\u97f3\u4e50\u6570\u636e\u7684\u6574\u4f53\u6982\u51b5，\u5982\u70ed\u95e8\u97f3\u4e50\u3001\u9ad8\u8bc4\u5206\u97f3\u4e50\u3001\u6700\u65b0\u53d1\u5e03\u97f3\u4e50\u7b49\u3002 \u4f7f\u7528Echarts\u7ed8\u5236\u52a8\u6001\u56fe\u8868，\u5c55\u793a\u97f3\u4e50\u8bc4\u5206\u8d8b\u52bf\u3001\u70ed\u95e8\u6d41\u6d3e\u5206\u5e03\u7b49\u3002 2\u3001\u97f3\u4e50\u6570\u636e\u4e2d\u5fc3： \u63d0\u4f9b\u8be6\u7ec6\u7684\u97f3\u4e50\u6570\u636e\u5217\u8868，\u5305\u62ec\u97f3\u4e50\u540d\u79f0\u3001\u827a\u672f\u5bb6\u3001\u6d41\u6d3e\u3001\u7c7b\u578b\u3001\u8bc4\u5206\u3001\u53d1\u884c\u5e74\u4efd\u7b49\u3002 \u652f\u6301\u6309\u4e0d\u540c\u6761\u4ef6\u8fdb\u884c\u7b5b\u9009\u548c\u6392\u5e8f，\u5982\u6309\u8bc4\u5206\u9ad8\u4f4e\u3001\u53d1\u884c\u5e74\u4efd\u7b49\u3002 3\u3001\u97f3\u4e50\u6570\u636e\u641c\u7d22： \u5b9e\u73b0\u97f3\u4e50\u6570\u636e\u7684\u5feb\u901f\u641c\u7d22\u529f\u80fd，\u7528\u6237\u53ef\u8f93\u5165\u5173\u952e\u8bcd\u641c\u7d22\u97f3\u4e50\u540d\u79f0\u3001\u827a\u672f\u5bb6\u7b49\u3002 \u641c\u7d22\u7ed3\u679c\u4ee5\u5217\u8868\u5f62\u5f0f\u5c55\u793a，\u652f\u6301\u70b9\u51fb\u67e5\u770b\u8be6\u60c5\u3002 4\u3001\u97f3\u4e50\u6570\u636e\u661f\u7ea7\u5206\u5e03\u5206\u6790： \u5c55\u793a\u8c46\u74e3\u97f3\u4e50\u6570\u636e\u7684\u661f\u7ea7\u5206\u5e03\u60c5\u51b5，\u4f7f\u7528\u67f1\u72b6\u56fe\u6216\u997c\u56fe\u8868\u793a\u4e0d\u540c\u661f\u7ea7\u97f3\u4e50\u7684\u6bd4\u4f8b\u3002 \u5206\u6790\u7528\u6237\u5bf9\u97f3\u4e50\u7684\u8bc4\u5206\u504f\u597d，\u4e3a\u97f3\u4e50\u63a8\u8350\u63d0\u4f9b\u53c2\u8003\u3002 5\u3001\u97f3\u4e50\u53d1\u884c\u5e74\u4efd\u7edf\u8ba1\u5206\u6790： \u7edf\u8ba1\u4e0d\u540c\u5e74\u4efd\u53d1\u5e03\u7684\u97f3\u4e50\u6570\u91cf，\u5c55\u793a\u97f3\u4e50\u5e02\u573a\u7684\u5386\u53f2\u53d1\u5c55\u8d8b\u52bf\u3002 \u4f7f\u7528\u6298\u7ebf\u56fe\u6216\u67f1\u72b6\u56fe\u8868\u793a\u5404\u5e74\u4efd\u97f3\u4e50\u6570\u91cf\u7684\u53d8\u5316\u60c5\u51b5\u3002 6\u3001\u97f3\u4e50\u6d41\u6d3e\u8bc4\u5206\u6570\u636e\u5206\u6790： \u5206\u6790\u4e0d\u540c\u6d41\u6d3e\u97f3\u4e50\u7684\u8bc4\u5206\u60c5\u51b5，\u5c55\u793a\u6d41\u6d3e\u95f4\u7684\u8bc4\u5206\u5dee\u5f02\u3002 \u4f7f\u7528\u6563\u70b9\u56fe\u6216\u7bb1\u7ebf\u56fe\u8868\u793a\u5404\u6d41\u6d3e\u97f3\u4e50\u7684\u8bc4\u5206\u5206\u5e03\u3002 7\u3001\u97f3\u4e50\u7c7b\u578b\u8bc4\u5206\u5206\u6790： \u7c7b\u4f3c\u97f3\u4e50\u6d41\u6d3e\u8bc4\u5206\u5206\u6790，\u4f46\u9488\u5bf9\u97f3\u4e50\u7c7b\u578b\u8fdb\u884c\u8bc4\u5206\u5206\u6790\u3002 \u5c55\u793a\u4e0d\u540c\u7c7b\u578b\u97f3\u4e50\u7684\u8bc4\u5206\u8d8b\u52bf\u548c\u5206\u5e03\u60c5\u51b5\u3002 8\u3001\u6b4c\u624b\u8bcd\u4e91\u56fe\u5206\u6790： \u4f7f\u7528\u8bcd\u4e91\u56fe\u5c55\u793a\u70ed\u95e8\u6b4c\u624b\u7684\u59d3\u540d\u548c\u51fa\u73b0\u9891\u7387，\u53cd\u6620\u6b4c\u624b\u7684\u53d7\u6b22\u8fce\u7a0b\u5ea6\u3002 \u5206\u6790\u6b4c\u624b\u7684\u6d41\u884c\u5ea6\u548c\u5f71\u54cd\u529b，\u4e3a\u97f3\u4e50\u63a8\u5e7f\u63d0\u4f9b\u7b56\u7565\u652f\u6301\u3002 9\u3001\u97f3\u4e50\u6570\u636e\u91c7\u96c6： \u63d0\u4f9b\u97f3\u4e50\u6570\u636e\u7684\u91c7\u96c6\u529f\u80fd，\u901a\u8fc7\u722c\u866b\u6280\u672f\u4ece\u8c46\u74e3\u97f3\u4e50\u9875\u9762\u6293\u53d6\u6570\u636e\u3002 \u652f\u6301\u5b9a\u671f\u81ea\u52a8\u91c7\u96c6\u548c\u624b\u52a8\u89e6\u53d1\u91c7\u96c6，\u786e\u4fdd\u6570\u636e\u7684\u5b9e\u65f6\u6027\u548c\u51c6\u786e\u6027\u3002 10\u3001\u6ce8\u518c\u767b\u5f55： \u5b9e\u73b0\u7528\u6237\u6ce8\u518c\u548c\u767b\u5f55\u529f\u80fd，\u4fdd\u62a4\u7528\u6237\u6570\u636e\u548c\u7cfb\u7edf\u5b89\u5168\u3002 \u6ce8\u518c\u65f6\u8981\u6c42\u7528\u6237\u586b\u5199\u57fa\u672c\u4fe1\u606f，\u5982\u7528\u6237\u540d\u3001\u5bc6\u7801\u3001\u90ae\u7bb1\u7b49\u3002 \u767b\u5f55\u540e\u7528\u6237\u53ef\u8bbf\u95ee\u4e2a\u4eba\u6570\u636e\u3001\u4fee\u6539\u5bc6\u7801\u3001\u67e5\u770b\u5386\u53f2\u5206\u6790\u7b49\u3002<\/p>\n

11\u3001\u7cfb\u7edf\u4f18\u52bf： \u63d0\u4f9b\u5168\u9762\u7684\u8c46\u74e3\u97f3\u4e50\u6570\u636e\u5206\u6790\u529f\u80fd，\u5e2e\u52a9\u7528\u6237\u6df1\u5165\u4e86\u89e3\u97f3\u4e50\u5e02\u573a\u548c\u7528\u6237\u504f\u597d\u3002 \u7ed3\u5408Echarts\u5b9e\u73b0\u6570\u636e\u53ef\u89c6\u5316，\u63d0\u9ad8\u6570\u636e\u53ef\u8bfb\u6027\u548c\u7528\u6237\u4f53\u9a8c\u3002 \u652f\u6301\u7528\u6237\u6ce8\u518c\u548c\u767b\u5f55，\u4fdd\u62a4\u7528\u6237\u9690\u79c1\u548c\u6570\u636e\u5b89\u5168\u3002 \u91c7\u7528Flask\u6846\u67b6\u548cMySQL\u6570\u636e\u5e93，\u6784\u5efa\u9ad8\u6548\u3001\u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u7684\u7cfb\u7edf\u67b6\u6784\u3002<\/p>\n

4\u3001\u6838\u5fc3\u4ee3\u7801<\/h3>\n

@app.<\/span>route<\/span>(<\/span>'\/'<\/span>)<\/span>
\ndef<\/span> all<\/span>(<\/span>)<\/span>:<\/span>
\n return<\/span> render_template(<\/span>'login.html'<\/span>)<\/span><\/p>\n

@app.<\/span>get<\/span>(<\/span>"\/email\/captcha"<\/span>)<\/span>
\ndef<\/span> email_captcha<\/span>(<\/span>)<\/span>:<\/span>
\n email =<\/span> request.<\/span>args.<\/span>get(<\/span>"email"<\/span>)<\/span>
\n if<\/span> not<\/span> email:<\/span>
\n return<\/span> restful.<\/span>params_error(<\/span>message=<\/span>"\u8bf7\u5148\u4f20\u5165\u90ae\u7bb1！"<\/span>)<\/span>
\n source =<\/span> list<\/span>(<\/span>string.<\/span>digits)<\/span>
\n captcha =<\/span> ""<\/span>.<\/span>join(<\/span>random.<\/span>sample(<\/span>source,<\/span> 6<\/span>)<\/span>)<\/span>
\n message =<\/span> Message(<\/span>subject=<\/span>"\u3010\u97f3\u4e50Top\u6570\u636e\u53ef\u89c6\u5316\u7cfb\u7edf\u3011"<\/span>,<\/span> recipients=<\/span>[<\/span>email]<\/span>,<\/span>
\n body=<\/span>"\u9a8c\u8bc1\u7801\u4e3a：%s，\u60a8\u6b63\u5728\u6ce8\u518c，\u82e5\u975e\u672c\u4eba\u64cd\u4f5c，\u8bf7\u52ff\u6cc4\u6f0f"<\/span> %<\/span> captcha)<\/span>
\n try<\/span>:<\/span>
\n mail.<\/span>send(<\/span>message)<\/span>
\n except<\/span> Exception as<\/span> e:<\/span>
\n print<\/span>(<\/span>"\u90ae\u4ef6\u53d1\u9001\u5931\u8d25！"<\/span>)<\/span>
\n print<\/span>(<\/span>e)<\/span>
\n return<\/span> restful.<\/span>params_error(<\/span>message=<\/span>"\u90ae\u4ef6\u53d1\u9001\u5931\u8d25！"<\/span>)<\/span>
\n cache.<\/span>set<\/span>(<\/span>email,<\/span> captcha)<\/span>
\n print<\/span>(<\/span>cache.<\/span>get(<\/span>email)<\/span>)<\/span>
\n return<\/span> restful.<\/span>ok(<\/span>message=<\/span>"\u90ae\u4ef6\u53d1\u9001\u6210\u529f！"<\/span>)<\/span><\/p>\n

# @app.get("\/email\/captcha")<\/span>
\n# def email_captcha():<\/span>
\n# email = request.args.get('email')<\/span>
\n# if not email:<\/span>
\n# return restful.params_error(message="\u8bf7\u8f93\u5165\u90ae\u7bb1！")<\/span>
\n# source = list(string.digits)<\/span>
\n# captcha = "".join(random.sample(source, 6))<\/span>
\n# subject = "\u3010\u97f3\u4e50Top\u6570\u636e\u53ef\u89c6\u5316\u7cfb\u7edf\u3011"<\/span>
\n# body = "\u9a8c\u8bc1\u7801\u4e3a：%s，\u60a8\u6b63\u5728\u6ce8\u518c，\u82e5\u975e\u672c\u4eba\u64cd\u4f5c，\u8bf7\u52ff\u6cc4\u6f0f" % captcha<\/span>
\n# current_app.celery.send_task("send_mail",<\/span>
\n# (email, subject, body)) # \u542f\u52a8celery -A app.mycelery worker –loglevel=info -P gevent<\/span>
\n# cache.set(email, captcha)<\/span>
\n# print(cache.get(email))<\/span>
\n# return restful.ok(message="\u90ae\u4ef6\u53d1\u9001\u6210\u529f！")<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/login'<\/span>,<\/span> methods=<\/span>[<\/span>'GET'<\/span>,<\/span> 'POST'<\/span>]<\/span>)<\/span>
\ndef<\/span> login<\/span>(<\/span>)<\/span>:<\/span>
\n if<\/span> request.<\/span>method ==<\/span> 'GET'<\/span>:<\/span>
\n return<\/span> render_template(<\/span>'login.html'<\/span>)<\/span>
\n else<\/span>:<\/span>
\n form =<\/span> LoginForm(<\/span>request.<\/span>form)<\/span>
\n if<\/span> form.<\/span>validate(<\/span>)<\/span>:<\/span>
\n email =<\/span> form.<\/span>email.<\/span>data
\n password =<\/span> form.<\/span>password.<\/span>data
\n remember =<\/span> form.<\/span>remember.<\/span>data
\n user =<\/span> UserModel.<\/span>query.<\/span>filter_by(<\/span>email=<\/span>email)<\/span>.<\/span>first(<\/span>)<\/span>
\n if<\/span> not<\/span> user:<\/span>
\n return<\/span> restful.<\/span>params_error(<\/span>"\u90ae\u7bb1\u6216\u5bc6\u7801\u9519\u8bef！"<\/span>)<\/span>
\n if<\/span> not<\/span> user.<\/span>check_password(<\/span>password)<\/span>:<\/span>
\n return<\/span> restful.<\/span>params_error(<\/span>"\u90ae\u7bb1\u6216\u5bc6\u7801\u9519\u8bef！"<\/span>)<\/span>
\n session[<\/span>'user_id'<\/span>]<\/span> =<\/span> user.<\/span>id<\/span>
\n if<\/span> remember ==<\/span> 1<\/span>:<\/span>
\n session.<\/span>permanent =<\/span> True<\/span>
\n session[<\/span>'email'<\/span>]<\/span> =<\/span> request.<\/span>form[<\/span>'email'<\/span>]<\/span>
\n return<\/span> restful.<\/span>ok(<\/span>)<\/span><\/p>\n

else<\/span>:<\/span>
\n return<\/span> restful.<\/span>params_error(<\/span>message=<\/span>form.<\/span>message[<\/span>0<\/span>]<\/span>)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/loginOut'<\/span>)<\/span>
\ndef<\/span> loginOut<\/span>(<\/span>)<\/span>:<\/span>
\n session.<\/span>clear(<\/span>)<\/span>
\n return<\/span> redirect(<\/span>'\/login'<\/span>)<\/span><\/p>\n

@app.<\/span>before_request<\/span>
\ndef<\/span> before_request<\/span>(<\/span>)<\/span>:<\/span>
\n pat =<\/span> re.<\/span>compile<\/span>(<\/span>r'static'<\/span>)<\/span>
\n if<\/span> re.<\/span>search(<\/span>pat,<\/span> request.<\/span>path)<\/span>:<\/span>
\n return<\/span>
\n if<\/span> request.<\/span>path in<\/span> [<\/span>"\/login"<\/span>,<\/span> "\/register"<\/span>,<\/span> "\/email\/captcha"<\/span>]<\/span>:<\/span>
\n return<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n if<\/span> email:<\/span>
\n return<\/span> None<\/span>
\n return<\/span> redirect(<\/span>'\/login'<\/span>)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/register'<\/span>,<\/span> methods=<\/span>[<\/span>'GET'<\/span>,<\/span> 'POST'<\/span>]<\/span>)<\/span>
\ndef<\/span> register<\/span>(<\/span>)<\/span>:<\/span>
\n if<\/span> request.<\/span>method ==<\/span> 'GET'<\/span>:<\/span>
\n return<\/span> render_template(<\/span>'register.html'<\/span>)<\/span>
\n else<\/span>:<\/span>
\n form =<\/span> RegisterForm(<\/span>request.<\/span>form)<\/span>
\n if<\/span> form.<\/span>validate(<\/span>)<\/span>:<\/span>
\n email =<\/span> form.<\/span>email.<\/span>data
\n password =<\/span> form.<\/span>password.<\/span>data
\n user =<\/span> UserModel(<\/span>email=<\/span>email,<\/span> password=<\/span>password)<\/span>
\n db.<\/span>session.<\/span>add(<\/span>user)<\/span>
\n db.<\/span>session.<\/span>commit(<\/span>)<\/span>
\n return<\/span> restful.<\/span>ok(<\/span>)<\/span>
\n else<\/span>:<\/span>
\n message =<\/span> form.<\/span>message[<\/span>0<\/span>]<\/span>
\n return<\/span> restful.<\/span>params_error(<\/span>message=<\/span>message)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/index'<\/span>)<\/span>
\ndef<\/span> index<\/span>(<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n music,<\/span> maxRate,<\/span> highest_rated_music_title,<\/span> max_author,<\/span> max_author_count,<\/span> types_count =<\/span> getIndexData(<\/span>)<\/span>
\n row,<\/span> columns =<\/span> getRateEchartData(<\/span>)<\/span>
\n genreEchartData =<\/span> getGenreData(<\/span>)<\/span>
\n authors,<\/span> author_counts =<\/span> getAuthorEchartData(<\/span>)<\/span>
\n typeEchartData =<\/span> getTypeData(<\/span>)<\/span>
\n return<\/span> render_template(<\/span>'index.html'<\/span>,<\/span> email=<\/span>email,<\/span> music=<\/span>music,<\/span>
\n maxRate=<\/span>maxRate,<\/span> highest_rated_music_title=<\/span>highest_rated_music_title,<\/span>
\n max_author=<\/span>max_author,<\/span> max_author_count=<\/span>max_author_count,<\/span> types_count=<\/span>types_count,<\/span> row=<\/span>row,<\/span>
\n columns=<\/span>columns,<\/span> genreEchartData=<\/span>genreEchartData,<\/span> authors=<\/span>authors,<\/span>
\n author_counts=<\/span>author_counts,<\/span> typeEchartData=<\/span>typeEchartData)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/tables'<\/span>)<\/span>
\ndef<\/span> tables<\/span>(<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n # \u83b7\u53d6\u6240\u6709\u6570\u636e<\/span>
\n all_data =<\/span> getTableData(<\/span>)<\/span>
\n # \u5206\u9875\u8bbe\u7f6e<\/span>
\n page =<\/span> request.<\/span>args.<\/span>get(<\/span>'page'<\/span>,<\/span> 1<\/span>,<\/span> type<\/span>=<\/span>int<\/span>)<\/span> # \u83b7\u53d6\u5f53\u524d\u9875\u7801，\u9ed8\u8ba4\u4e3a1<\/span>
\n per_page =<\/span> 24<\/span> # \u6bcf\u9875\u663e\u793a\u6761\u6570<\/span>
\n total =<\/span> len<\/span>(<\/span>all_data)<\/span> # \u6570\u636e\u603b\u6570<\/span>
\n start =<\/span> (<\/span>page –<\/span> 1<\/span>)<\/span> *<\/span> per_page
\n end =<\/span> start +<\/span> per_page
\n # \u83b7\u53d6\u5f53\u524d\u9875\u7684\u6570\u636e<\/span>
\n tableData =<\/span> all_data[<\/span>start:<\/span>end]<\/span>
\n # \u8ba1\u7b97\u603b\u9875\u6570<\/span>
\n total_pages =<\/span> (<\/span>total +<\/span> per_page –<\/span> 1<\/span>)<\/span> \/\/<\/span> per_page
\n return<\/span> render_template(<\/span>'tables.html'<\/span>,<\/span> tableData=<\/span>tableData,<\/span> page=<\/span>page,<\/span> total_pages=<\/span>total_pages,<\/span> email=<\/span>email)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/search'<\/span>,<\/span> methods=<\/span>[<\/span>'GET'<\/span>,<\/span> 'POST'<\/span>]<\/span>)<\/span>
\ndef<\/span> search<\/span>(<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n resultData =<\/span> None<\/span>
\n if<\/span> request.<\/span>method ==<\/span> 'POST'<\/span>:<\/span>
\n searchWord =<\/span> request.<\/span>form.<\/span>get(<\/span>'searchWord'<\/span>,<\/span> ''<\/span>)<\/span>
\n resultData =<\/span> getMusicDetailBySearchWord(<\/span>searchWord)<\/span>
\n return<\/span> render_template(<\/span>'search.html'<\/span>,<\/span> resultData=<\/span>resultData,<\/span> email=<\/span>email)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/time_t'<\/span>)<\/span>
\ndef<\/span> time_t<\/span>(<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n row,<\/span> cloumns =<\/span> getYearEchartData(<\/span>)<\/span>
\n return<\/span> render_template(<\/span>'time_t.html'<\/span>,<\/span> email=<\/span>email,<\/span> row=<\/span>row,<\/span> cloumns=<\/span>cloumns)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/rate1_t\/<type>'<\/span>,<\/span> methods=<\/span>[<\/span>'GET'<\/span>,<\/span> 'POST'<\/span>]<\/span>)<\/span>
\ndef<\/span> rate1_t<\/span>(<\/span>type<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n typeList_1 =<\/span> getAllTypes(<\/span>)<\/span>
\n row,<\/span> columns =<\/span> getAllRateDataByType(<\/span>type<\/span>)<\/span>
\n row2,<\/span> columns2 =<\/span> getavgData(<\/span>)<\/span>
\n return<\/span> render_template(<\/span>'rate1_t.html'<\/span>,<\/span> type<\/span>=<\/span>type<\/span>,<\/span> email=<\/span>email,<\/span> typeList_1=<\/span>typeList_1,<\/span>
\n row=<\/span>row,<\/span> columns=<\/span>columns,<\/span> row2=<\/span>row2,<\/span> columns2=<\/span>columns2)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/rate2_t\/<type>'<\/span>,<\/span> methods=<\/span>[<\/span>'GET'<\/span>,<\/span> 'POST'<\/span>]<\/span>)<\/span>
\ndef<\/span> rate2_t<\/span>(<\/span>type<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n typeList_2 =<\/span> getAll1Types(<\/span>)<\/span>
\n row3,<\/span> columns3 =<\/span> getavgData2(<\/span>)<\/span>
\n row,<\/span> columns =<\/span> getAllRate1DataByType(<\/span>type<\/span>)<\/span>
\n return<\/span> render_template(<\/span>'rate2_t.html'<\/span>,<\/span> type<\/span>=<\/span>type<\/span>,<\/span> email=<\/span>email,<\/span> typeList_2=<\/span>typeList_2,<\/span>
\n row=<\/span>row,<\/span> columns=<\/span>columns,<\/span> row3=<\/span>row3,<\/span> columns3=<\/span>columns3)<\/span><\/p>\n

class<\/span> SearchForm1<\/span>(<\/span>FlaskForm)<\/span>:<\/span>
\n searchIpt =<\/span> StringField(<\/span>'Search'<\/span>,<\/span> render_kw=<\/span>{<\/span>'placeholder'<\/span>:<\/span> '\u8bf7\u8f93\u5165\u97f3\u4e50\u5173\u952e\u5b57'<\/span>}<\/span>)<\/span>
\n submit =<\/span> SubmitField(<\/span>'\u641c\u7d22'<\/span>)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/star'<\/span>,<\/span> methods=<\/span>[<\/span>'GET'<\/span>,<\/span> 'POST'<\/span>]<\/span>)<\/span>
\ndef<\/span> star<\/span>(<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n form =<\/span> SearchForm1(<\/span>)<\/span><\/p>\n

if<\/span> form.<\/span>validate_on_submit(<\/span>)<\/span>:<\/span>
\n starData,<\/span> searchName =<\/span> getStar(<\/span>form.<\/span>searchIpt.<\/span>data)<\/span>
\n else<\/span>:<\/span>
\n starData,<\/span> searchName =<\/span> getStar(<\/span>"\u7ec5\u58eb"<\/span>)<\/span><\/p>\n

return<\/span> render_template(<\/span>'star.html'<\/span>,<\/span> email=<\/span>email,<\/span> starData=<\/span>starData,<\/span> searchName=<\/span>searchName,<\/span> form=<\/span>form)<\/span><\/p>\n

@app.<\/span>route<\/span>(<\/span>'\/authorword'<\/span>)<\/span>
\ndef<\/span> authorword<\/span>(<\/span>)<\/span>:<\/span>
\n email =<\/span> session.<\/span>get(<\/span>'email'<\/span>)<\/span>
\n authorList =<\/span> getAuthorWordCloudData(<\/span>)<\/span> # Assume this returns a list of author names<\/span>
\n text =<\/span> ' '<\/span>.<\/span>join(<\/span>authorList)<\/span> # Join the list into a single string<\/span>
\n # \u6307\u5b9a\u4e2d\u6587\u5b57\u4f53\u8def\u5f84<\/span>
\n font_path =<\/span> os.<\/span>path.<\/span>join(<\/span>'static\/fonts'<\/span>,<\/span> 'MaoKenWangXingYuan-2.ttf'<\/span>)<\/span> # \u6839\u636e\u5b9e\u9645\u5b57\u4f53\u6587\u4ef6\u8bbe\u7f6e\u8def\u5f84<\/span>
\n # Generate the word cloud image<\/span>
\n wordcloud =<\/span> WordCloud(<\/span>
\n width=<\/span>1000<\/span>,<\/span>
\n height=<\/span>400<\/span>,<\/span>
\n background_color=<\/span>'white'<\/span>,<\/span>
\n font_path=<\/span>font_path # \u4f7f\u7528\u4e2d\u6587\u5b57\u4f53<\/span>
\n )<\/span>.<\/span>generate(<\/span>text)<\/span>
\n image_path =<\/span> os.<\/span>path.<\/span>join(<\/span>'static'<\/span>,<\/span> 'img'<\/span>,<\/span> 'wordcloud.png'<\/span>)<\/span>
\n wordcloud.<\/span>to_file(<\/span>image_path)<\/span> # Save the word cloud image<\/span>
\n return<\/span> render_template(<\/span>'authorword.html'<\/span>,<\/span> email=<\/span>email,<\/span> image_path=<\/span>image_path)<\/span><\/p>\n

if<\/span> __name__ ==<\/span> '__main__'<\/span>:<\/span>
\n app.<\/span>run(<\/span>)<\/span><\/p>\n

5\u3001\u6e90\u7801\u83b7\u53d6\u65b9\u5f0f<\/h3>\n

🍅\u7531\u4e8e\u7bc7\u5e45\u9650\u5236，\u83b7\u53d6\u5b8c\u6574\u6587\u7ae0\u6216\u6e90\u7801\u3001\u4ee3\u505a\u9879\u76ee\u7684，\u67e5\u770b\u3010\u7528\u6237\u540d\u3011\u3001\u3010\u4e13\u680f\u540d\u79f0\u3011\u5c31\u53ef\u4ee5\u627e\u5230\u6211\u5566🍅<\/p>\n

\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u5148\u6536\u85cf\u8d77\u6765，\u70b9\u8d5e\u3001\u5173\u6ce8\u4e0d\u8ff7\u8def，\u4e0b\u65b9\u67e5\u770b👇🏻\u83b7\u53d6\u8054\u7cfb\u65b9\u5f0f👇🏻<\/p>\n","protected":false},"excerpt":{"rendered":"

\u535a\u4e3b\u4ecb\u7ecd：\u270c\u5168\u7f51\u7c89\u4e1d10W,\u524d\u4e92\u8054\u7f51\u5927\u5382\u8f6f\u4ef6\u7814\u53d1\u3001\u96c6\u7ed3\u7855\u535a\u82f1\u8c6a\u6210\u7acb\u5de5\u4f5c\u5ba4\u3002\u4e13\u6ce8\u4e8e\u8ba1\u7b97\u673a\u76f8\u5173\u4e13\u4e1a\u9879\u76ee\u5b9e\u62186\u5e74\u4e4b\u4e45，\u9009\u62e9\u6211\u4eec\u5c31\u662f\u9009\u62e9\u653e\u5fc3\u3001\u9009\u62e9\u5b89\u5fc3\u6bd5\u4e1a\u270c > 🍅\u60f3\u8981\u83b7\u53d6\u5b8c\u6574\u6587\u7ae0\u6216\u8005\u6e90\u7801，\u6216\u8005\u4ee3\u505a，\u62c9\u5230\u6587\u7ae0\u5e95\u90e8\u5373\u53ef\u4e0e\u6211\u8054\u7cfb\u4e86\u3002🍅 \u70b9\u51fb\u67e5\u770b\u4f5c\u8005\u4e3b\u9875，\u4e86\u89e3\u66f4\u591a\u9879\u76ee！ 🍅\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u5148\u6536\u85cf\u8d77\u6765，\u70b9\u8d5e\u3001\u5173\u6ce8\u4e0d\u8ff7\u8def，\u5927\u5bb6\u5728\u6bd5\u8bbe\u9009\u9898&#<\/p>\n","protected":false},"author":2,"featured_media":70517,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,365,50,323,801,207,1908],"topic":[],"class_list":["post-70527","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-spark","tag-50","tag-323","tag-801","tag-207","tag-1908"],"yoast_head":"\nAI\u5927\u6a21\u578b\uff1aSpark\u57fa\u4e8epython\u97f3\u4e50\u6570\u636e\u53ef\u89c6\u5316\u5206\u6790\u7cfb\u7edf \u8c46\u74e3\u97f3\u4e50\u6570\u636e \u722c\u866b \u6570\u636e\u5206\u6790 Flask\u6846\u67b6 \u5927\u6570\u636e\uff08\u5efa\u8bae\u6536\u85cf\uff09\u2705 - 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