{"id":117901,"date":"2026-10-25T20:49:04","date_gmt":"2026-10-25T12:49:04","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117901.html"},"modified":"2026-10-25T20:49:04","modified_gmt":"2026-10-25T12:49:04","slug":"%e3%80%902027%e5%8e%9f%e5%88%9b%e7%b2%be%e5%93%81%e6%af%95%e8%ae%be%e3%80%91%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e9%b8%9f%e7%b1%bb%e7%89%a9%e7%a7%8d%e5%9b%be%e5%83%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117901.html","title":{"rendered":"\u30102027\u539f\u521b\u7cbe\u54c1\u6bd5\u8bbe\u3011\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u9e1f\u7c7b\u7269\u79cd\u56fe\u50cf\u5206\u7c7b\u7814\u7a76\uff08\u9644\u6e90\u7801\u8d44\u6599\uff09\u589e\u5220\u6539\u67e5\uff0c\u8fd0\u884c\u90e8\u7f72\uff0c\u9009\u9898\u63a8\u8350_\u6df1\u5ea6\u5b66\u4e60_YPLO"},"content":{"rendered":"<p>&#x1f496;&#x1f496;\u4f5c\u8005&#xff1a;\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1\u6c5f\u633d 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decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124859-6addfabb98edd.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124900-6addfabc5d5ed.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124900-6addfabcd07aa.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124901-6addfabd56c50.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124901-6addfabdc45af.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124902-6addfabe34d26.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124902-6addfabe99f17.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261025124903-6addfabf0f25c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u9e1f\u7c7b\u7269\u79cd\u56fe\u50cf\u5206\u7c7b\u7814\u7a76\u4ee3\u7801\u5c55\u793a<\/h2>\n<p># <span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span> \u6838\u5fc3\u529f\u80fd<span class=\"token number\">1<\/span>&#xff1a;\u56fe\u7247\u8bc6\u522b <span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><br \/>\ndef <span class=\"token function\">handle_image_recognition<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> request<span class=\"token punctuation\">.<\/span>method <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;POST&#034;<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">400<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u6c42\u65b9\u5f0f\u4e0d\u6b63\u786e&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    user_id <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>session<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not user_id<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">401<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u5148\u767b\u5f55\u540e\u518d\u8fdb\u884c\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    image_file <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span><span class=\"token constant\">FILES<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;image&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not image_file<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">402<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u672a\u63a5\u6536\u5230\u4e0a\u4f20\u56fe\u7247&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> image_file<span class=\"token punctuation\">.<\/span>size <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">10<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1024<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1024<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">403<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u56fe\u7247\u5927\u5c0f\u8d85\u8fc7\u9650\u5236&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    allow_ext <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;.jpg&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.jpeg&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.png&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.bmp&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    file_ext <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">splitext<\/span><span class=\"token punctuation\">(<\/span>image_file<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">lower<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> file_ext not in allow_ext<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">404<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u56fe\u7247\u683c\u5f0f\u4e0d\u652f\u6301&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    save_dir <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>settings<span class=\"token punctuation\">.<\/span><span class=\"token constant\">MEDIA_ROOT<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;recognize&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;image&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">exists<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        os<span class=\"token punctuation\">.<\/span><span class=\"token function\">makedirs<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">)<\/span><br \/>\n    file_name <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span><span class=\"token function\">uuid4<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> file_ext<br \/>\n    save_path <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">,<\/span> file_name<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> <span class=\"token keyword\">open<\/span><span class=\"token punctuation\">(<\/span>save_path<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;wb&#043;&#034;<\/span><span class=\"token punctuation\">)<\/span> as f<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> chunk in image_file<span class=\"token punctuation\">.<\/span><span class=\"token function\">chunks<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n            f<span class=\"token punctuation\">.<\/span><span class=\"token function\">write<\/span><span class=\"token punctuation\">(<\/span>chunk<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token operator\">:<\/span><br \/>\n        image <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Image<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">open<\/span><span class=\"token punctuation\">(<\/span>save_path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">convert<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;RGB&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    except <span class=\"token class-name\">Exception<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">405<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u56fe\u7247\u8bfb\u53d6\u5931\u8d25&#xff0c;\u8bf7\u66f4\u6362\u56fe\u7247&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    input_tensor <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">preprocess_image<\/span><span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> <span class=\"token namespace\">torch<span class=\"token punctuation\">.<\/span>no_grad<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        output <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">bird_model<\/span><span class=\"token punctuation\">(<\/span>input_tensor<span class=\"token punctuation\">)<\/span><br \/>\n        prob <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span><span class=\"token function\">softmax<\/span><span class=\"token punctuation\">(<\/span>output<span class=\"token punctuation\">,<\/span> dim<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        top_prob<span class=\"token punctuation\">,<\/span> top_index <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span><span class=\"token function\">topk<\/span><span class=\"token punctuation\">(<\/span>prob<span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    result_list <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i in <span class=\"token function\">range<\/span><span class=\"token punctuation\">(<\/span>top_index<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        species_name <span class=\"token operator\">&#061;<\/span> index_to_species<span class=\"token punctuation\">[<\/span><span class=\"token keyword\">int<\/span><span class=\"token punctuation\">(<\/span>top_index<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        result_list<span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;species&#034;<\/span><span class=\"token operator\">:<\/span> species_name<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;score&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">float<\/span><span class=\"token punctuation\">(<\/span>top_prob<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">RecognizeHistory<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>user_id <span class=\"token operator\">&#061;<\/span> user_id<br \/>\n    record<span class=\"token punctuation\">.<\/span>recognize_type <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;image&#034;<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>file_path <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;recognize\/image\/&#034;<\/span> <span class=\"token operator\">&#043;<\/span> file_name<br \/>\n    record<span class=\"token punctuation\">.<\/span>result_species <span class=\"token operator\">&#061;<\/span> result_list<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;species&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>result_score <span class=\"token operator\">&#061;<\/span> result_list<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;score&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>result_detail <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span><span class=\"token function\">dumps<\/span><span class=\"token punctuation\">(<\/span>result_list<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token class-name\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>create_time <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span><span class=\"token function\">save<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bc6\u522b\u6210\u529f&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;data&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;top1&#034;<\/span><span class=\"token operator\">:<\/span> result_list<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;top3&#034;<\/span><span class=\"token operator\">:<\/span> result_list<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n# <span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span> \u6838\u5fc3\u529f\u80fd<span class=\"token number\">2<\/span>&#xff1a;\u89c6\u9891\u8bc6\u522b <span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><br \/>\ndef <span class=\"token function\">handle_video_recognition<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> request<span class=\"token punctuation\">.<\/span>method <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;POST&#034;<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">400<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u6c42\u65b9\u5f0f\u4e0d\u6b63\u786e&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    user_id <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>session<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not user_id<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">401<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u5148\u767b\u5f55\u540e\u518d\u8fdb\u884c\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    video_file <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span><span class=\"token constant\">FILES<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;video&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not video_file<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">402<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u672a\u63a5\u6536\u5230\u4e0a\u4f20\u89c6\u9891&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> video_file<span class=\"token punctuation\">.<\/span>size <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">200<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1024<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1024<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">403<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u89c6\u9891\u5927\u5c0f\u8d85\u8fc7\u9650\u5236&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    allow_ext <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;.mp4&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.avi&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.mov&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;.mkv&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    file_ext <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">splitext<\/span><span class=\"token punctuation\">(<\/span>video_file<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">lower<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> file_ext not in allow_ext<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">404<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u89c6\u9891\u683c\u5f0f\u4e0d\u652f\u6301&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    save_dir <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>settings<span class=\"token punctuation\">.<\/span><span class=\"token constant\">MEDIA_ROOT<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;recognize&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;video&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">exists<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        os<span class=\"token punctuation\">.<\/span><span class=\"token function\">makedirs<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">)<\/span><br \/>\n    file_name <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span><span class=\"token function\">uuid4<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> file_ext<br \/>\n    save_path <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">,<\/span> file_name<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> <span class=\"token keyword\">open<\/span><span class=\"token punctuation\">(<\/span>save_path<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;wb&#043;&#034;<\/span><span class=\"token punctuation\">)<\/span> as f<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> chunk in video_file<span class=\"token punctuation\">.<\/span><span class=\"token function\">chunks<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n            f<span class=\"token punctuation\">.<\/span><span class=\"token function\">write<\/span><span class=\"token punctuation\">(<\/span>chunk<span class=\"token punctuation\">)<\/span><br \/>\n    cap <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\"><span class=\"token namespace\">cv2<span class=\"token punctuation\">.<\/span><\/span>VideoCapture<\/span><span class=\"token punctuation\">(<\/span>save_path<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not cap<span class=\"token punctuation\">.<\/span><span class=\"token function\">isOpened<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">405<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u89c6\u9891\u65e0\u6cd5\u6253\u5f00&#xff0c;\u8bf7\u66f4\u6362\u89c6\u9891&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    frame_count <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">int<\/span><span class=\"token punctuation\">(<\/span>cap<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span>cv2<span class=\"token punctuation\">.<\/span><span class=\"token constant\">CAP_PROP_FRAME_COUNT<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    sample_step <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> frame_count <span class=\"token comment\">\/\/ 10) if frame_count &gt; 0 else 1<\/span><br \/>\n    frame_results <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    current_index <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n    <span class=\"token keyword\">while<\/span> <span class=\"token class-name\">True<\/span><span class=\"token operator\">:<\/span><br \/>\n        ret<span class=\"token punctuation\">,<\/span> frame <span class=\"token operator\">&#061;<\/span> cap<span class=\"token punctuation\">.<\/span><span class=\"token function\">read<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> not ret<span class=\"token operator\">:<\/span><br \/>\n            <span class=\"token keyword\">break<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> current_index <span class=\"token operator\">%<\/span> sample_step <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token operator\">:<\/span><br \/>\n            rgb_frame <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span><span class=\"token function\">cvtColor<\/span><span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> cv2<span class=\"token punctuation\">.<\/span><span class=\"token constant\">COLOR_BGR2RGB<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            image <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Image<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">fromarray<\/span><span class=\"token punctuation\">(<\/span>rgb_frame<span class=\"token punctuation\">)<\/span><br \/>\n            input_tensor <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">preprocess_image<\/span><span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">with<\/span> <span class=\"token namespace\">torch<span class=\"token punctuation\">.<\/span>no_grad<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n                output <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">bird_model<\/span><span class=\"token punctuation\">(<\/span>input_tensor<span class=\"token punctuation\">)<\/span><br \/>\n                prob <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span><span class=\"token function\">softmax<\/span><span class=\"token punctuation\">(<\/span>output<span class=\"token punctuation\">,<\/span> dim<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                top_prob<span class=\"token punctuation\">,<\/span> top_index <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span><span class=\"token function\">topk<\/span><span class=\"token punctuation\">(<\/span>prob<span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            species_name <span class=\"token operator\">&#061;<\/span> index_to_species<span class=\"token punctuation\">[<\/span><span class=\"token keyword\">int<\/span><span class=\"token punctuation\">(<\/span>top_index<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            frame_results<span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;frame&#034;<\/span><span class=\"token operator\">:<\/span> current_index<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;species&#034;<\/span><span class=\"token operator\">:<\/span> species_name<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;score&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">float<\/span><span class=\"token punctuation\">(<\/span>top_prob<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        current_index <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n    cap<span class=\"token punctuation\">.<\/span><span class=\"token function\">release<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not frame_results<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">406<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u89c6\u9891\u4e2d\u672a\u63d0\u53d6\u5230\u6709\u6548\u753b\u9762&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    species_counter <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> item in frame_results<span class=\"token operator\">:<\/span><br \/>\n        species_counter<span class=\"token punctuation\">[<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;species&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> species_counter<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;species&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><br \/>\n    main_species <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">max<\/span><span class=\"token punctuation\">(<\/span>species_counter<span class=\"token punctuation\">,<\/span> key<span class=\"token operator\">&#061;<\/span>species_counter<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">)<\/span><br \/>\n    main_score <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;score&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> item in frame_results <span class=\"token keyword\">if<\/span> item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;species&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> main_species<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">RecognizeHistory<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>user_id <span class=\"token operator\">&#061;<\/span> user_id<br \/>\n    record<span class=\"token punctuation\">.<\/span>recognize_type <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;video&#034;<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>file_path <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;recognize\/video\/&#034;<\/span> <span class=\"token operator\">&#043;<\/span> file_name<br \/>\n    record<span class=\"token punctuation\">.<\/span>result_species <span class=\"token operator\">&#061;<\/span> main_species<br \/>\n    record<span class=\"token punctuation\">.<\/span>result_score <span class=\"token operator\">&#061;<\/span> main_score<br \/>\n    record<span class=\"token punctuation\">.<\/span>result_detail <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span><span class=\"token function\">dumps<\/span><span class=\"token punctuation\">(<\/span>frame_results<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token class-name\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span>create_time <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    record<span class=\"token punctuation\">.<\/span><span class=\"token function\">save<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bc6\u522b\u6210\u529f&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;data&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;main_species&#034;<\/span><span class=\"token operator\">:<\/span> main_species<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;main_score&#034;<\/span><span class=\"token operator\">:<\/span> main_score<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;frames&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">len<\/span><span class=\"token punctuation\">(<\/span>frame_results<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n# <span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span> \u6838\u5fc3\u529f\u80fd<span class=\"token number\">3<\/span>&#xff1a;\u6444\u50cf\u5934\u8bc6\u522b <span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token operator\">&#061;&#061;<\/span><br \/>\ndef <span class=\"token function\">handle_camera_recognition<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> request<span class=\"token punctuation\">.<\/span>method <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;POST&#034;<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">400<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u6c42\u65b9\u5f0f\u4e0d\u6b63\u786e&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    user_id <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>session<span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not user_id<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">401<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u5148\u767b\u5f55\u540e\u518d\u8fdb\u884c\u8bc6\u522b&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    frame_data <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span><span class=\"token constant\">POST<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;frame_data&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not frame_data<span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">402<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u672a\u63a5\u6536\u5230\u6444\u50cf\u5934\u753b\u9762&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> frame_data<span class=\"token punctuation\">.<\/span><span class=\"token function\">startswith<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;data:image&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        frame_data <span class=\"token operator\">&#061;<\/span> frame_data<span class=\"token punctuation\">.<\/span><span class=\"token function\">split<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;,&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">try<\/span><span class=\"token operator\">:<\/span><br \/>\n        image_bytes <span class=\"token operator\">&#061;<\/span> base64<span class=\"token punctuation\">.<\/span><span class=\"token function\">b64decode<\/span><span class=\"token punctuation\">(<\/span>frame_data<span class=\"token punctuation\">)<\/span><br \/>\n        image <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Image<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\"><span class=\"token namespace\">io<span class=\"token punctuation\">.<\/span><\/span>BytesIO<\/span><span class=\"token punctuation\">(<\/span>image_bytes<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">convert<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;RGB&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    except <span class=\"token class-name\">Exception<\/span><span class=\"token operator\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">JsonResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;code&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">403<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u753b\u9762\u89e3\u6790\u5931\u8d25&#xff0c;\u8bf7\u91cd\u8bd5&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    save_dir <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>settings<span class=\"token punctuation\">.<\/span><span class=\"token constant\">MEDIA_ROOT<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;recognize&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;camera&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> not os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">exists<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        os<span class=\"token punctuation\">.<\/span><span class=\"token function\">makedirs<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">)<\/span><br \/>\n    file_name <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span><span class=\"token function\">uuid4<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;.jpg&#034;<\/span><br \/>\n    save_path <span class=\"token operator\">&#061;<\/span> os<span class=\"token punctuation\">.<\/span>path<span class=\"token punctuation\">.<\/span><span class=\"token function\">join<\/span><span class=\"token punctuation\">(<\/span>save_dir<span class=\"token punctuation\">,<\/span> file_name<span class=\"token punctuation\">)<\/span><br \/>\n    image<span class=\"token punctuation\">.<\/span><span class=\"token function\">save<\/span><span class=\"token punctuation\">(<\/span>save_path<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;JPEG&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    input_tensor <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">preprocess_image<\/span><span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> <span class=\"token namespace\">torch<span class=\"token punctuation\">.<\/span>no_grad<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        output <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">bird_model<\/span><span class=\"token punctuation\">(<\/span>input_tensor<span class=\"token punctuation\">)<\/span><br \/>\n        prob <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span><span class=\"token function\">softmax<\/span><span class=\"token punctuation\">(<\/span>output<span class=\"token punctuation\">,<\/span> dim<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        top_prob<span class=\"token punctuation\">,<\/span> top_index <span class=\"token operator\">&#061;<\/span> torch<span class=\"token punctuation\">.<\/span><span class=\"token function\">topk<\/span><span class=\"token punctuation\">(<\/span>prob<span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    result_list <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i in <span class=\"token function\">range<\/span><span class=\"token punctuation\">(<\/span>top_index<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">:<\/span><br \/>\n        species_name <span class=\"token operator\">&#061;<\/span> index_to_species<span class=\"token punctuation\">[<\/span><span class=\"token keyword\">int<\/span><span class=\"token punctuation\">(<\/span>top_index<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        result_list<span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;species&#034;<\/span><span class=\"token operator\">:<\/span> species_name<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;score&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">float<\/span><span class=\"token punctuation\">(<\/span>top_prob<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    spark <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">SparkSession<\/span><span class=\"token punctuation\">.<\/span>builder<span class=\"token punctuation\">.<\/span><span class=\"token function\">appName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;BirdRecognizeStat&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">master<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;local[*]&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getOrCreate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token 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