{"id":2704,"date":"2025-05-25T00:00:15","date_gmt":"2025-05-24T16:00:15","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/05\/25\/deepseek%e4%b8%bb%e5%8a%a8%e5%ad%a6%e4%b9%a0%e7%b3%bb%e7%bb%9f%ef%bc%9a%e4%bd%8e%e8%b4%a8%e9%87%8f%e6%95%b0%e6%8d%ae%e7%82%bc%e9%87%91%e6%9c%af%e7%9a%84%e5%b7%a5%e7%a8%8b%e5%8c%96%e5%ae%9e%e8%b7%b5\/"},"modified":"2025-05-25T00:00:15","modified_gmt":"2025-05-24T16:00:15","slug":"deepseek%e4%b8%bb%e5%8a%a8%e5%ad%a6%e4%b9%a0%e7%b3%bb%e7%bb%9f%ef%bc%9a%e4%bd%8e%e8%b4%a8%e9%87%8f%e6%95%b0%e6%8d%ae%e7%82%bc%e9%87%91%e6%9c%af%e7%9a%84%e5%b7%a5%e7%a8%8b%e5%8c%96%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/05\/25\/deepseek%e4%b8%bb%e5%8a%a8%e5%ad%a6%e4%b9%a0%e7%b3%bb%e7%bb%9f%ef%bc%9a%e4%bd%8e%e8%b4%a8%e9%87%8f%e6%95%b0%e6%8d%ae%e7%82%bc%e9%87%91%e6%9c%af%e7%9a%84%e5%b7%a5%e7%a8%8b%e5%8c%96%e5%ae%9e%e8%b7%b5\/","title":{"rendered":"DeepSeek\u4e3b\u52a8\u5b66\u4e60\u7cfb\u7edf\uff1a\u4f4e\u8d28\u91cf\u6570\u636e\u70bc\u91d1\u672f\u7684\u5de5\u7a0b\u5316\u5b9e\u8df5"},"content":{"rendered":"<div class=\"article_content clearfix\" id=\"article_content\">\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/kdoc_html_views-1a98987dfd.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/ck_htmledit_views-704d5b9767.css\" rel=\"stylesheet\"\/>\n<div class=\"markdown_views prism-tomorrow-night\" id=\"content_views\">\n  <svg style=\"display: none;\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n   <path d=\"M5,0 0,2.5 5,5z\" id=\"raphael-marker-block\" stroke-linecap=\"round\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\">\n   <\/path>\n  <\/svg><\/p>\n<div class=\"toc\">\n<h4>\n    \u6587\u7ae0\u76ee\u5f55<br \/>\n   <\/h4>\n<ul>\n<li>\n     <a href=\"#_5\" rel=\"nofollow\"><br \/>\n      \u4e00\u3001\u6280\u672f\u4f53\u7cfb\u67b6\u6784\u5347\u7ea7<br \/>\n     <\/a>\n    <\/li>\n<li>\n<ul>\n<li>\n       <a href=\"#11__7\" rel=\"nofollow\"><br \/>\n        1.1 \u56db\u5c42\u534f\u540c\u7cfb\u7edf\u67b6\u6784<br \/>\n       <\/a>\n      <\/li>\n<li>\n       <a href=\"#12__27\" rel=\"nofollow\"><br \/>\n        1.2 \u5173\u952e\u6280\u672f\u7ec4\u4ef6\u89e3\u6790<br \/>\n       <\/a>\n      <\/li>\n<li>\n<ul>\n<li>\n         <a href=\"#1__29\" rel=\"nofollow\"><br \/>\n          (1) \u8de8\u6a21\u6001\u7279\u5f81\u5bf9\u9f50\u5f15\u64ce<br \/>\n         <\/a>\n        <\/li>\n<li>\n         <a href=\"#2__51\" rel=\"nofollow\"><br \/>\n          (2) \u52a8\u6001\u91c7\u6837\u7b56\u7565\u5e93<br \/>\n         <\/a>\n        <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n     <a href=\"#_83\" rel=\"nofollow\"><br \/>\n      \u4e8c\u3001\u4f4e\u8d28\u91cf\u6570\u636e\u6cbb\u7406\u5168\u6d41\u7a0b<br \/>\n     <\/a>\n    <\/li>\n<li>\n<ul>\n<li>\n       <a href=\"#21__85\" rel=\"nofollow\"><br \/>\n        2.1 \u6570\u636e\u6e05\u6d17\u4e0e\u589e\u5f3a\u6d41\u6c34\u7ebf<br \/>\n       <\/a>\n      <\/li>\n<li>\n       <a href=\"#22__135\" rel=\"nofollow\"><br \/>\n        2.2 \u4e3b\u52a8\u5b66\u4e60\u8fed\u4ee3\u6d41\u7a0b<br \/>\n       <\/a>\n      <\/li>\n<\/ul>\n<\/li>\n<li>\n     <a href=\"#_201\" rel=\"nofollow\"><br \/>\n      \u4e09\u3001\u5de5\u4e1a\u7ea7\u90e8\u7f72\u65b9\u6848<br \/>\n     <\/a>\n    <\/li>\n<li>\n<ul>\n<li>\n       <a href=\"#31__203\" rel=\"nofollow\"><br \/>\n        3.1 \u5206\u5e03\u5f0f\u8ba1\u7b97\u67b6\u6784<br \/>\n       <\/a>\n      <\/li>\n<li>\n       <a href=\"#32__253\" rel=\"nofollow\"><br \/>\n        3.2 \u52a8\u6001\u73af\u5883\u5e94\u5bf9\u7b56\u7565<br \/>\n       <\/a>\n      <\/li>\n<li>\n<ul>\n<li>\n         <a href=\"#1__255\" rel=\"nofollow\"><br \/>\n          (1) \u6982\u5ff5\u6f02\u79fb\u68c0\u6d4b<br \/>\n         <\/a>\n        <\/li>\n<li>\n         <a href=\"#2__282\" rel=\"nofollow\"><br \/>\n          (2) \u6301\u7eed\u5b66\u4e60\u673a\u5236<br \/>\n         <\/a>\n        <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n     <a href=\"#_326\" rel=\"nofollow\"><br \/>\n      \u56db\u3001\u5178\u578b\u884c\u4e1a\u5e94\u7528\u6848\u4f8b<br \/>\n     <\/a>\n    <\/li>\n<li>\n<ul>\n<li>\n       <a href=\"#41__328\" rel=\"nofollow\"><br \/>\n        4.1 \u534a\u5bfc\u4f53\u7f3a\u9677\u68c0\u6d4b\uff08\u5de5\u4e1a\u8d28\u68c0\uff09<br \/>\n       <\/a>\n      <\/li>\n<li>\n       <a href=\"#42_AI_339\" rel=\"nofollow\"><br \/>\n        4.2 \u4e34\u5e8a\u51b3\u7b56\u652f\u6301\uff08\u533b\u7597AI\uff09<br \/>\n       <\/a>\n      <\/li>\n<\/ul>\n<\/li>\n<li>\n     <a href=\"#_350\" rel=\"nofollow\"><br \/>\n      \u4e94\u3001\u672a\u6765\u6280\u672f\u6f14\u8fdb\u65b9\u5411<br \/>\n     <\/a>\n    <\/li>\n<li>\n<ul>\n<li>\n       <a href=\"#51__352\" rel=\"nofollow\"><br \/>\n        5.1 \u795e\u7ecf\u7b26\u53f7\u4e3b\u52a8\u5b66\u4e60<br \/>\n       <\/a>\n      <\/li>\n<li>\n       <a href=\"#52__382\" rel=\"nofollow\"><br \/>\n        5.2 \u81ea\u76d1\u7763\u4e3b\u52a8\u5b66\u4e60<br \/>\n       <\/a>\n      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<\/div>\n<p>          <\/foreignobject>\n         <\/g>\n        <\/g>\n       <\/g>\n      <\/g>\n     <\/g>\n    <\/g>\n   <\/svg>\n  <\/div>\n<h3>\n   <a id=\"12__27\"><br \/>\n   <\/a><br \/>\n   1.2 \u5173\u952e\u6280\u672f\u7ec4\u4ef6\u89e3\u6790<br \/>\n  <\/h3>\n<h4>\n   <a id=\"1__29\"><br \/>\n   <\/a><br \/>\n   (1) \u8de8\u6a21\u6001\u7279\u5f81\u5bf9\u9f50\u5f15\u64ce<br \/>\n  <\/h4>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">import<\/span> torch\n<span class=\"token keyword\">from<\/span> transformers <span class=\"token keyword\">import<\/span> ViTModel<span class=\"token punctuation\">,<\/span> BertModel\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CrossModalEncoder<\/span><span class=\"token punctuation\">(<\/span>nn<span class=\"token punctuation\">.<\/span>Module<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>vision_encoder <span class=\"token operator\">=<\/span> ViTModel<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span><span class=\"token string\">'google\/vit-base-patch16-224'<\/span><span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>text_encoder <span class=\"token operator\">=<\/span> BertModel<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span><span class=\"token string\">'bert-base-uncased'<\/span><span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>projection <span class=\"token operator\">=<\/span> nn<span class=\"token punctuation\">.<\/span>Linear<span class=\"token punctuation\">(<\/span><span class=\"token number\">768<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">768<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">512<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u8de8\u6a21\u6001\u6620\u5c04<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">forward<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> image<span class=\"token punctuation\">,<\/span> text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># \u89c6\u89c9\u7279\u5f81\u63d0\u53d6<\/span>\n        vision_feat <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>vision_encoder<span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>last_hidden_state<span class=\"token punctuation\">.<\/span>mean<span class=\"token punctuation\">(<\/span>dim<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token comment\"># \u6587\u672c\u7279\u5f81\u63d0\u53d6<\/span>\n        text_feat <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>text_encoder<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>pooler_output\n        <span class=\"token comment\"># \u8de8\u6a21\u6001\u5bf9\u9f50<\/span>\n        fused <span class=\"token operator\">=<\/span> torch<span class=\"token punctuation\">.<\/span>cat<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>vision_feat<span class=\"token punctuation\">,<\/span> text_feat<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> dim<span class=\"token operator\">=<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>projection<span class=\"token punctuation\">(<\/span>fused<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<h4>\n   <a id=\"2__51\"><br \/>\n   <\/a><br \/>\n   (2) \u52a8\u6001\u91c7\u6837\u7b56\u7565\u5e93<br \/>\n  <\/h4>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">from<\/span> modAL<span class=\"token punctuation\">.<\/span>uncertainty <span class=\"token keyword\">import<\/span> uncertainty_sampling\n<span class=\"token keyword\">from<\/span> modAL<span class=\"token punctuation\">.<\/span>disagreement <span class=\"token keyword\">import<\/span> margin_sampling\n<span class=\"token keyword\">from<\/span> modAL<span class=\"token punctuation\">.<\/span>density <span class=\"token keyword\">import<\/span> information_density\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DynamicSampler<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> strategy<span class=\"token operator\">=<\/span><span class=\"token string\">'uncertainty'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>strategies <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n            <span class=\"token string\">'uncertainty'<\/span><span class=\"token punctuation\">:<\/span> uncertainty_sampling<span class=\"token punctuation\">,<\/span>\n            <span class=\"token string\">'margin'<\/span><span class=\"token punctuation\">:<\/span> margin_sampling<span class=\"token punctuation\">,<\/span>\n            <span class=\"token string\">'density'<\/span><span class=\"token punctuation\">:<\/span> information_density\n        <span class=\"token punctuation\">}<\/span>\n        self<span class=\"token punctuation\">.<\/span>current_strategy <span class=\"token operator\">=<\/span> strategy\n        self<span class=\"token punctuation\">.<\/span>performance_history <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">select_samples<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> learner<span class=\"token punctuation\">,<\/span> X_pool<span class=\"token punctuation\">,<\/span> n_instances<span class=\"token operator\">=<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># \u6839\u636e\u6a21\u578b\u6027\u80fd\u52a8\u6001\u5207\u6362\u7b56\u7565<\/span>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>performance_history<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">and<\/span> self<span class=\"token punctuation\">.<\/span>performance_history<span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.85<\/span><span class=\"token punctuation\">:<\/span>\n            self<span class=\"token punctuation\">.<\/span>current_strategy <span class=\"token operator\">=<\/span> <span class=\"token string\">'margin'<\/span>  <span class=\"token comment\"># \u6a21\u578b\u6b20\u62df\u5408\u65f6\u4fa7\u91cd\u8fb9\u754c\u6837\u672c<\/span>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span>\n            self<span class=\"token punctuation\">.<\/span>current_strategy <span class=\"token operator\">=<\/span> <span class=\"token string\">'uncertainty'<\/span>  <span class=\"token comment\"># \u6b63\u5e38\u72b6\u6001<\/span>\n            \n        query_idx<span class=\"token punctuation\">,<\/span> _ <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>strategies<span class=\"token punctuation\">[<\/span>self<span class=\"token punctuation\">.<\/span>current_strategy<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">(<\/span>\n            learner<span class=\"token punctuation\">.<\/span>estimator<span class=\"token punctuation\">,<\/span> X_pool<span class=\"token punctuation\">,<\/span> n_instances<span class=\"token operator\">=<\/span>n_instances\n        <span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">return<\/span> query_idx\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">update_performance<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> score<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>performance_history<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>score<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<h2>\n   <a id=\"_83\"><br \/>\n   <\/a><br \/>\n   \u4e8c\u3001\u4f4e\u8d28\u91cf\u6570\u636e\u6cbb\u7406\u5168\u6d41\u7a0b<br \/>\n  <\/h2>\n<h3>\n   <a id=\"21__85\"><br \/>\n   <\/a><br \/>\n   2.1 \u6570\u636e\u6e05\u6d17\u4e0e\u589e\u5f3a\u6d41\u6c34\u7ebf<br \/>\n  <\/h3>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">from<\/span> PIL <span class=\"token keyword\">import<\/span> Image<span class=\"token punctuation\">,<\/span> ImageFilter\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np\n<span class=\"token keyword\">import<\/span> cv2\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DataCleaner<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> config<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>config <span class=\"token operator\">=<\/span> config\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">clean_image<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> img_path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\n            img <span class=\"token operator\">=<\/span> Image<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>img_path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>convert<span class=\"token punctuation\">(<\/span><span class=\"token string\">'RGB'<\/span><span class=\"token punctuation\">)<\/span>\n            <span class=\"token comment\"># \u4f2a\u5f71\u68c0\u6d4b\u4e0e\u4fee\u590d<\/span>\n            <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>_has_artifact<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n                img <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_denoise_with_fft<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span>\n            <span class=\"token comment\"># \u51e0\u4f55\u589e\u5f3a<\/span>\n            <span class=\"token keyword\">if<\/span> np<span class=\"token punctuation\">.<\/span>random<span class=\"token punctuation\">.<\/span>rand<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.3<\/span><span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># 30%\u6982\u7387\u589e\u5f3a<\/span>\n                img <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_random_affine<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span>\n            <span class=\"token keyword\">return<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span>  <span class=\"token comment\"># \u8fd4\u56deNone\u8868\u793a\u4e22\u5f03\u8be5\u6837\u672c<\/span>\n            \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_has_artifact<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># \u9891\u57df\u5206\u6790\u68c0\u6d4b\u5468\u671f\u6027\u566a\u58f0<\/span>\n        fft <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>fft<span class=\"token punctuation\">.<\/span>fft2<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">,<\/span> dtype<span class=\"token operator\">=<\/span>np<span class=\"token punctuation\">.<\/span>float32<span class=\"token punctuation\">)<\/span><span class=\"token operator\">\/<\/span><span class=\"token number\">255<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">)<\/span>\n        magnitude <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>log<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">abs<\/span><span class=\"token punctuation\">(<\/span>fft<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">1e<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token comment\"># \u68c0\u6d4b\u9ad8\u9891\u533a\u57df\u7684\u5f02\u5e38\u5cf0\u503c<\/span>\n        <span class=\"token keyword\">if<\/span> np<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">any<\/span><span class=\"token punctuation\">(<\/span>magnitude<span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">,<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0.8<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_denoise_with_fft<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># \u9891\u57df\u6ee4\u6ce2\u5b9e\u73b0\u4f2a\u5f71\u53bb\u9664<\/span>\n        fft <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>fft<span class=\"token punctuation\">.<\/span>fft2<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">,<\/span> dtype<span class=\"token operator\">=<\/span>np<span class=\"token punctuation\">.<\/span>float32<span class=\"token punctuation\">)<\/span><span class=\"token operator\">\/<\/span><span class=\"token number\">255<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">)<\/span>\n        magnitude <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">abs<\/span><span class=\"token punctuation\">(<\/span>fft<span class=\"token punctuation\">)<\/span>\n        phase <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>angle<span class=\"token punctuation\">(<\/span>fft<span class=\"token punctuation\">)<\/span>\n        <span class=\"token comment\"># \u4f4e\u901a\u6ee4\u6ce2\u5668<\/span>\n        mask <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>zeros_like<span class=\"token punctuation\">(<\/span>magnitude<span class=\"token punctuation\">)<\/span>\n        rows<span class=\"token punctuation\">,<\/span> cols <span class=\"token operator\">=<\/span> magnitude<span class=\"token punctuation\">.<\/span>shape\n        crow<span class=\"token punctuation\">,<\/span> ccol <span class=\"token operator\">=<\/span> rows<span class=\"token operator\">\/\/<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> cols<span class=\"token operator\">\/\/<\/span><span class=\"token number\">2<\/span>\n        r <span class=\"token operator\">=<\/span> <span class=\"token number\">30<\/span>  <span class=\"token comment\"># \u622a\u6b62\u9891\u7387<\/span>\n        y<span class=\"token punctuation\">,<\/span> x <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>ogrid<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>rows<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">:<\/span>cols<span class=\"token punctuation\">]<\/span>\n        mask_area <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span>x <span class=\"token operator\">-<\/span> ccol<span class=\"token punctuation\">)<\/span><span class=\"token operator\">**<\/span><span class=\"token number\">2<\/span> <span class=\"token operator\">+<\/span> <span class=\"token punctuation\">(<\/span>y <span class=\"token operator\">-<\/span> crow<span class=\"token punctuation\">)<\/span><span class=\"token operator\">**<\/span><span class=\"token number\">2<\/span> <span class=\"token operator\">&lt;=<\/span> r<span class=\"token operator\">*<\/span>r\n        mask<span class=\"token punctuation\">[<\/span>mask_area<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">1<\/span>\n        filtered_fft <span class=\"token operator\">=<\/span> magnitude <span class=\"token operator\">*<\/span> mask <span class=\"token operator\">*<\/span> np<span class=\"token punctuation\">.<\/span>exp<span class=\"token punctuation\">(<\/span><span class=\"token number\">1j<\/span> <span class=\"token operator\">*<\/span> phase<span class=\"token punctuation\">)<\/span>\n        img_out <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>fft<span class=\"token punctuation\">.<\/span>ifft2<span class=\"token punctuation\">(<\/span>filtered_fft<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>real <span class=\"token operator\">*<\/span> <span class=\"token number\">255<\/span>\n        <span class=\"token keyword\">return<\/span> Image<span class=\"token punctuation\">.<\/span>fromarray<span class=\"token punctuation\">(<\/span>img_out<span class=\"token punctuation\">.<\/span>clip<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">255<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>astype<span class=\"token punctuation\">(<\/span>np<span class=\"token punctuation\">.<\/span>uint8<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<h3>\n   <a id=\"22__135\"><br \/>\n   <\/a><br \/>\n   2.2 \u4e3b\u52a8\u5b66\u4e60\u8fed\u4ee3\u6d41\u7a0b<br \/>\n  <\/h3>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">from<\/span> sklearn<span class=\"token punctuation\">.<\/span>model_selection <span class=\"token keyword\">import<\/span> train_test_split\n<span class=\"token keyword\">from<\/span> tqdm <span class=\"token keyword\">import<\/span> tqdm\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ActiveLearningPipeline<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> model_class<span class=\"token punctuation\">,<\/span> feature_extractor<span class=\"token punctuation\">,<\/span> sampler<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>model_class <span class=\"token operator\">=<\/span> model_class\n        self<span class=\"token punctuation\">.<\/span>feature_extractor <span class=\"token operator\">=<\/span> feature_extractor\n        self<span class=\"token punctuation\">.<\/span>sampler <span class=\"token operator\">=<\/span> sampler\n        self<span class=\"token punctuation\">.<\/span>learner <span class=\"token operator\">=<\/span> <span class=\"token boolean\">None<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> raw_data<span class=\"token punctuation\">,<\/span> initial_size<span class=\"token operator\">=<\/span><span class=\"token number\">1000<\/span><span class=\"token punctuation\">,<\/span> batch_size<span class=\"token operator\">=<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span> max_rounds<span class=\"token operator\">=<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># 1. \u521d\u59cb\u6570\u636e\u51c6\u5907<\/span>\n        X_raw<span class=\"token punctuation\">,<\/span> y_raw <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_preprocess<span class=\"token punctuation\">(<\/span>raw_data<span class=\"token punctuation\">)<\/span>\n        X_train<span class=\"token punctuation\">,<\/span> X_pool<span class=\"token punctuation\">,<\/span> y_train<span class=\"token punctuation\">,<\/span> y_pool <span class=\"token operator\">=<\/span> train_test_split<span class=\"token punctuation\">(<\/span>\n            X_raw<span class=\"token punctuation\">,<\/span> y_raw<span class=\"token punctuation\">,<\/span> test_size<span class=\"token operator\">=<\/span><span class=\"token number\">0.9<\/span><span class=\"token punctuation\">,<\/span> random_state<span class=\"token operator\">=<\/span><span class=\"token number\">42<\/span>\n        <span class=\"token punctuation\">)<\/span>\n        X_train<span class=\"token punctuation\">,<\/span> y_train <span class=\"token operator\">=<\/span> X_train<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>initial_size<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> y_train<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>initial_size<span class=\"token punctuation\">]<\/span>\n        \n        <span class=\"token comment\"># 2. \u6a21\u578b\u521d\u59cb\u5316<\/span>\n        features <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>feature_extractor<span class=\"token punctuation\">(<\/span>X_train<span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>learner <span class=\"token operator\">=<\/span> ActiveLearner<span class=\"token punctuation\">(<\/span>\n            estimator<span class=\"token operator\">=<\/span>self<span class=\"token punctuation\">.<\/span>model_class<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\n            query_strategy<span class=\"token operator\">=<\/span>self<span class=\"token punctuation\">.<\/span>sampler<span class=\"token punctuation\">.<\/span>select_samples<span class=\"token punctuation\">,<\/span>\n            X_training<span class=\"token operator\">=<\/span>features<span class=\"token punctuation\">,<\/span> y_training<span class=\"token operator\">=<\/span>y_train\n        <span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token comment\"># 3. \u4e3b\u52a8\u5b66\u4e60\u8fed\u4ee3<\/span>\n        metrics_history <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span>\n        <span class=\"token keyword\">for<\/span> round_idx <span class=\"token keyword\">in<\/span> tqdm<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span>max_rounds<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n            <span class=\"token comment\"># \u7279\u5f81\u63d0\u53d6<\/span>\n            X_pool_feat <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>feature_extractor<span class=\"token punctuation\">(<\/span>X_pool<span class=\"token punctuation\">)<\/span>\n            \n            <span class=\"token comment\"># \u91c7\u6837<\/span>\n            query_idx <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>sampler<span class=\"token punctuation\">.<\/span>select_samples<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>learner<span class=\"token punctuation\">,<\/span> X_pool_feat<span class=\"token punctuation\">,<\/span> batch_size<span class=\"token punctuation\">)<\/span>\n            X_batch<span class=\"token punctuation\">,<\/span> y_batch <span class=\"token operator\">=<\/span> X_pool<span class=\"token punctuation\">[<\/span>query_idx<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> y_pool<span class=\"token punctuation\">[<\/span>query_idx<span class=\"token punctuation\">]<\/span>\n            \n            <span class=\"token comment\"># \u6a21\u62df\u6807\u6ce8\uff08\u5b9e\u9645\u9700\u63a5\u5165\u6807\u6ce8\u5e73\u53f0\uff09<\/span>\n            <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">hasattr<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> <span class=\"token string\">'annotation_service'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n                y_batch <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>annotation_service<span class=\"token punctuation\">.<\/span>annotate<span class=\"token punctuation\">(<\/span>X_batch<span class=\"token punctuation\">)<\/span>\n            \n            <span class=\"token comment\"># \u6a21\u578b\u8bad\u7ec3<\/span>\n            self<span class=\"token punctuation\">.<\/span>learner<span class=\"token punctuation\">.<\/span>teach<span class=\"token punctuation\">(<\/span>\n                X_pool_feat<span class=\"token punctuation\">[<\/span>query_idx<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> \n                y_batch<span class=\"token punctuation\">,<\/span>\n                only_new<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>  <span class=\"token comment\"># \u4ec5\u66f4\u65b0\u65b0\u6837\u672c<\/span>\n            <span class=\"token punctuation\">)<\/span>\n            \n            <span class=\"token comment\"># \u6027\u80fd\u8bc4\u4f30<\/span>\n            val_score <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_evaluate<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>learner<span class=\"token punctuation\">,<\/span> X_pool_feat<span class=\"token punctuation\">,<\/span> y_pool<span class=\"token punctuation\">)<\/span>\n            metrics_history<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>val_score<span class=\"token punctuation\">)<\/span>\n            self<span class=\"token punctuation\">.<\/span>sampler<span class=\"token punctuation\">.<\/span>update_performance<span class=\"token punctuation\">(<\/span>val_score<span class=\"token punctuation\">)<\/span>\n            \n            <span class=\"token comment\"># \u66f4\u65b0\u6570\u636e\u6c60<\/span>\n            X_pool <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>delete<span class=\"token punctuation\">(<\/span>X_pool<span class=\"token punctuation\">,<\/span> query_idx<span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span>\n            y_pool <span class=\"token operator\">=<\/span> np<span class=\"token punctuation\">.<\/span>delete<span class=\"token punctuation\">(<\/span>y_pool<span class=\"token punctuation\">,<\/span> query_idx<span class=\"token punctuation\">,<\/span> axis<span class=\"token operator\">=<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span>\n            \n            <span class=\"token comment\"># \u7ec8\u6b62\u6761\u4ef6<\/span>\n            <span class=\"token keyword\">if<\/span> round_idx <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">2<\/span> <span class=\"token keyword\">and<\/span> <span class=\"token punctuation\">(<\/span>metrics_history<span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">-<\/span> metrics_history<span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">0.01<\/span><span class=\"token punctuation\">:<\/span>\n                <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"Converged at round\"<\/span><span class=\"token punctuation\">,<\/span> round_idx<span class=\"token punctuation\">)<\/span>\n                <span class=\"token keyword\">break<\/span>\n                \n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>learner<span class=\"token punctuation\">,<\/span> metrics_history\n<\/code><\/pre>\n<h2>\n   <a id=\"_201\"><br \/>\n   <\/a><br \/>\n   \u4e09\u3001\u5de5\u4e1a\u7ea7\u90e8\u7f72\u65b9\u6848<br \/>\n  <\/h2>\n<h3>\n   <a id=\"31__203\"><br \/>\n   <\/a><br \/>\n   3.1 \u5206\u5e03\u5f0f\u8ba1\u7b97\u67b6\u6784<br \/>\n  <\/h3>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">from<\/span> pyspark<span class=\"token punctuation\">.<\/span>sql <span class=\"token keyword\">import<\/span> SparkSession\n<span class=\"token keyword\">from<\/span> pyspark<span class=\"token punctuation\">.<\/span>ml<span class=\"token punctuation\">.<\/span>feature <span class=\"token keyword\">import<\/span> HashingTF<span class=\"token punctuation\">,<\/span> IDF\n<span class=\"token keyword\">from<\/span> pyspark<span class=\"token punctuation\">.<\/span>ml<span class=\"token punctuation\">.<\/span>classification <span class=\"token keyword\">import<\/span> LogisticRegression\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SparkActiveLearning<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> master_url<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>spark <span class=\"token operator\">=<\/span> SparkSession<span class=\"token punctuation\">.<\/span>builder \\\n            <span class=\"token punctuation\">.<\/span>appName<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"DeepSeek-Spark\"<\/span><span class=\"token punctuation\">)<\/span> \\\n            <span class=\"token punctuation\">.<\/span>master<span class=\"token punctuation\">(<\/span>master_url<span class=\"token punctuation\">)<\/span> \\\n            <span class=\"token punctuation\">.<\/span>getOrCreate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">distributed_feature_extraction<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> text_rdd<span class=\"token punctuation\">,<\/span> num_features<span class=\"token operator\">=<\/span><span class=\"token number\">10000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># \u5206\u5e03\u5f0f\u6587\u672c\u7279\u5f81\u63d0\u53d6<\/span>\n        hashingTF <span class=\"token operator\">=<\/span> HashingTF<span class=\"token punctuation\">(<\/span>inputCol<span class=\"token operator\">=<\/span><span class=\"token string\">\"text\"<\/span><span class=\"token punctuation\">,<\/span> outputCol<span class=\"token operator\">=<\/span><span class=\"token string\">\"rawFeatures\"<\/span><span class=\"token punctuation\">,<\/span> numFeatures<span class=\"token operator\">=<\/span>num_features<span class=\"token punctuation\">)<\/span>\n        idf <span class=\"token operator\">=<\/span> IDF<span class=\"token punctuation\">(<\/span>inputCol<span class=\"token operator\">=<\/span><span class=\"token string\">\"rawFeatures\"<\/span><span class=\"token punctuation\">,<\/span> outputCol<span class=\"token operator\">=<\/span><span class=\"token string\">\"features\"<\/span><span class=\"token punctuation\">)<\/span>\n        \n        text_df <span class=\"token operator\">=<\/span> text_rdd<span class=\"token punctuation\">.<\/span>toDF<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"text\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n        featurized_df <span class=\"token operator\">=<\/span> hashingTF<span class=\"token punctuation\">.<\/span>transform<span class=\"token punctuation\">(<\/span>text_df<span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">return<\/span> idf<span class=\"token punctuation\">.<\/span>fit<span class=\"token punctuation\">(<\/span>featurized_df<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>transform<span class=\"token punctuation\">(<\/span>featurized_df<span class=\"token punctuation\">)<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">distributed_train<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> labeled_df<span class=\"token punctuation\">,<\/span> unlabeled_df<span class=\"token punctuation\">,<\/span> batch_size<span class=\"token operator\">=<\/span><span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># \u6a21\u62df\u4e3b\u52a8\u5b66\u4e60\u8fed\u4ee3<\/span>\n        lr <span class=\"token operator\">=<\/span> LogisticRegression<span class=\"token punctuation\">(<\/span>maxIter<span class=\"token operator\">=<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> regParam<span class=\"token operator\">=<\/span><span class=\"token number\">0.01<\/span><span class=\"token punctuation\">)<\/span>\n        model <span class=\"token operator\">=<\/span> lr<span class=\"token punctuation\">.<\/span>fit<span class=\"token punctuation\">(<\/span>labeled_df<span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token comment\"># \u8ba1\u7b97\u6240\u6709\u672a\u6807\u6ce8\u6837\u672c\u7684\u9884\u6d4b\u6982\u7387<\/span>\n        predictions <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">.<\/span>transform<span class=\"token punctuation\">(<\/span>unlabeled_df<span class=\"token punctuation\">)<\/span>\n        uncertainties <span class=\"token operator\">=<\/span> predictions<span class=\"token punctuation\">.<\/span>select<span class=\"token punctuation\">(<\/span>\n            <span class=\"token string\">\"id\"<\/span><span class=\"token punctuation\">,<\/span> \n            <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token operator\">-<\/span> F<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>F<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"probability\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>alias<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"uncertainty\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>orderBy<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"uncertainty\"<\/span><span class=\"token punctuation\">,<\/span> ascending<span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token comment\"># \u9009\u62e9\u6700\u4e0d\u786e\u5b9a\u7684\u6837\u672c<\/span>\n        top_uncertain <span class=\"token operator\">=<\/span> uncertainties<span class=\"token punctuation\">.<\/span>limit<span class=\"token punctuation\">(<\/span>batch_size<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>collect<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        selected_ids <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>row<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"id\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> row <span class=\"token keyword\">in<\/span> top_uncertain<span class=\"token punctuation\">]<\/span>\n        \n        <span class=\"token comment\"># \u6a21\u62df\u6807\u6ce8\uff08\u5b9e\u9645\u9700\u8fde\u63a5\u6807\u6ce8\u7cfb\u7edf\uff09<\/span>\n        labeled_samples <span class=\"token operator\">=<\/span> unlabeled_df<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">filter<\/span><span class=\"token punctuation\">(<\/span>F<span class=\"token punctuation\">.<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"id\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isin<span class=\"token punctuation\">(<\/span>selected_ids<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n        new_labels <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_simulate_annotation<span class=\"token punctuation\">(<\/span>labeled_samples<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u4f2a\u4ee3\u7801<\/span>\n        \n        <span class=\"token comment\"># \u5408\u5e76\u65b0\u6807\u6ce8\u6570\u636e<\/span>\n        combined_labeled <span class=\"token operator\">=<\/span> labeled_df<span class=\"token punctuation\">.<\/span>union<span class=\"token punctuation\">(<\/span>\n            labeled_samples<span class=\"token punctuation\">.<\/span>withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"label\"<\/span><span class=\"token punctuation\">,<\/span> F<span class=\"token punctuation\">.<\/span>lit<span class=\"token punctuation\">(<\/span>new_labels<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token keyword\">return<\/span> combined_labeled<span class=\"token punctuation\">,<\/span> uncertainties<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">filter<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">~<\/span>F<span class=\"token punctuation\">.<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"id\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isin<span class=\"token punctuation\">(<\/span>selected_ids<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<h3>\n   <a id=\"32__253\"><br \/>\n   <\/a><br \/>\n   3.2 \u52a8\u6001\u73af\u5883\u5e94\u5bf9\u7b56\u7565<br \/>\n  <\/h3>\n<h4>\n   <a id=\"1__255\"><br \/>\n   <\/a><br \/>\n   (1) \u6982\u5ff5\u6f02\u79fb\u68c0\u6d4b<br \/>\n  <\/h4>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">from<\/span> skmultiflow<span class=\"token punctuation\">.<\/span>drift_detection <span class=\"token keyword\">import<\/span> ADWIN\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DriftDetector<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> delta<span class=\"token operator\">=<\/span><span class=\"token number\">0.002<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>adwin <span class=\"token operator\">=<\/span> ADWIN<span class=\"token punctuation\">(<\/span>delta<span class=\"token operator\">=<\/span>delta<span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>performance_window <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">check_drift<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> current_score<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>performance_window<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>current_score<span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>performance_window<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># \u6ed1\u52a8\u7a97\u53e3<\/span>\n            self<span class=\"token punctuation\">.<\/span>performance_window<span class=\"token punctuation\">.<\/span>pop<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span>\n            \n        detected <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>adwin<span class=\"token punctuation\">.<\/span>add_element<span class=\"token punctuation\">(<\/span>current_score<span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">if<\/span> detected<span class=\"token punctuation\">:<\/span>\n            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"Drift detected at score <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<!-- --><\/span>current_score<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.3f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span>\n            self<span class=\"token punctuation\">.<\/span>_reset_sampler<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u5207\u6362\u91c7\u6837\u7b56\u7565<\/span>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_reset_sampler<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># \u5207\u6362\u4e3a\u63a2\u7d22\u6027\u66f4\u5f3a\u7684\u91c7\u6837\u7b56\u7565<\/span>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>sampler<span class=\"token punctuation\">,<\/span> DynamicSampler<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n            self<span class=\"token punctuation\">.<\/span>sampler<span class=\"token punctuation\">.<\/span>current_strategy <span class=\"token operator\">=<\/span> <span class=\"token string\">'density'<\/span>  <span class=\"token comment\"># \u5207\u6362\u4e3a\u4fe1\u606f\u5bc6\u5ea6\u91c7\u6837<\/span>\n<\/code><\/pre>\n<h4>\n   <a id=\"2__282\"><br \/>\n   <\/a><br \/>\n   (2) \u6301\u7eed\u5b66\u4e60\u673a\u5236<br \/>\n  <\/h4>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LifelongLearner<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> model_path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>model <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_load_model<span class=\"token punctuation\">(<\/span>model_path<span class=\"token punctuation\">)<\/span>\n        self<span class=\"token punctuation\">.<\/span>memory <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u7ecf\u9a8c\u56de\u653e\u7f13\u51b2\u533a<\/span>\n        self<span class=\"token punctuation\">.<\/span>ewc_lambda <span class=\"token operator\">=<\/span> <span class=\"token number\">1e4<\/span>  <span class=\"token comment\"># EWC\u6b63\u5219\u5316\u7cfb\u6570<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">update_with_new_data<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> new_X<span class=\"token punctuation\">,<\/span> new_y<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># 1. \u4fdd\u5b58\u65e7\u6a21\u578b\u53c2\u6570<\/span>\n        old_params <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>state_dict<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token comment\"># 2. \u8ba1\u7b97Fisher\u4fe1\u606f\u77e9\u9635\uff08\u7b80\u5316\u7248\uff09<\/span>\n        fisher <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_compute_fisher<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token comment\"># 3. \u521b\u5efaEWC\u635f\u5931\u51fd\u6570<\/span>\n        ewc_loss <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>_create_ewc_loss<span class=\"token punctuation\">(<\/span>fisher<span class=\"token punctuation\">,<\/span> old_params<span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token comment\"># 4. \u8054\u5408\u8bad\u7ec3<\/span>\n        optimizer <span class=\"token operator\">=<\/span> torch<span class=\"token punctuation\">.<\/span>optim<span class=\"token punctuation\">.<\/span>Adam<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>parameters<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> lr<span class=\"token operator\">=<\/span><span class=\"token number\">1e<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">for<\/span> epoch <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n            optimizer<span class=\"token punctuation\">.<\/span>zero_grad<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            outputs <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">(<\/span>new_X<span class=\"token punctuation\">)<\/span>\n            task_loss <span class=\"token operator\">=<\/span> F<span class=\"token punctuation\">.<\/span>cross_entropy<span class=\"token punctuation\">(<\/span>outputs<span class=\"token punctuation\">,<\/span> new_y<span class=\"token punctuation\">)<\/span>\n            ewc_reg <span class=\"token operator\">=<\/span> ewc_loss<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            total_loss <span class=\"token operator\">=<\/span> task_loss <span class=\"token operator\">+<\/span> ewc_reg\n            total_loss<span class=\"token punctuation\">.<\/span>backward<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            optimizer<span class=\"token punctuation\">.<\/span>step<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            \n        <span class=\"token comment\"># 5. \u66f4\u65b0\u7ecf\u9a8c\u56de\u653e<\/span>\n        self<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">.<\/span>extend<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">zip<\/span><span class=\"token punctuation\">(<\/span>new_X<span class=\"token punctuation\">.<\/span>cpu<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>numpy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> new_y<span class=\"token punctuation\">.<\/span>cpu<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>numpy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">10000<\/span><span class=\"token punctuation\">:<\/span>\n            self<span class=\"token punctuation\">.<\/span>memory <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">10000<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u9650\u5236\u7f13\u51b2\u533a\u5927\u5c0f<\/span>\n            \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_create_ewc_loss<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> fisher<span class=\"token punctuation\">,<\/span> old_params<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">def<\/span> <span class=\"token function\">ewc_loss<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n            loss <span class=\"token operator\">=<\/span> <span class=\"token number\">0<\/span>\n            <span class=\"token keyword\">for<\/span> name<span class=\"token punctuation\">,<\/span> param <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>named_parameters<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n                <span class=\"token comment\"># \u8ba1\u7b97\u5f39\u6027\u6743\u91cd\u5de9\u56fa\u9879<\/span>\n                loss <span class=\"token operator\">+=<\/span> <span class=\"token punctuation\">(<\/span>fisher<span class=\"token punctuation\">[<\/span>name<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">*<\/span> <span class=\"token punctuation\">(<\/span>param <span class=\"token operator\">-<\/span> old_params<span class=\"token punctuation\">[<\/span>name<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">**<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            <span class=\"token keyword\">return<\/span> <span class=\"token number\">0.5<\/span> <span class=\"token operator\">*<\/span> self<span class=\"token punctuation\">.<\/span>ewc_lambda <span class=\"token operator\">*<\/span> loss\n        <span class=\"token keyword\">return<\/span> ewc_loss\n<\/code><\/pre>\n<h2>\n   <a id=\"_326\"><br \/>\n   <\/a><br \/>\n   \u56db\u3001\u5178\u578b\u884c\u4e1a\u5e94\u7528\u6848\u4f8b<br \/>\n  <\/h2>\n<h3>\n   <a id=\"41__328\"><br \/>\n   <\/a><br \/>\n   4.1 \u534a\u5bfc\u4f53\u7f3a\u9677\u68c0\u6d4b\uff08\u5de5\u4e1a\u8d28\u68c0\uff09<br \/>\n  <\/h3>\n<ul>\n<li>\n    <strong><br \/>\n     \u6570\u636e\u6311\u6218<br \/>\n    <\/strong><br \/>\n    \uff1a\u6676\u5706\u68c0\u6d4b\u56fe\u50cf\u5b58\u5728\u4e25\u91cd\u7c7b\u4e0d\u5e73\u8861\uff08\u7f3a\u9677\u6837\u672c\u5360\u6bd4&lt;0.1%\uff09\u3001\u8bbe\u5907\u632f\u52a8\u5bfc\u81f4\u7684\u6a21\u7cca\u566a\u58f0\n   <\/li>\n<li>\n    <strong><br \/>\n     \u89e3\u51b3\u65b9\u6848<br \/>\n    <\/strong><br \/>\n    \uff1a<\/p>\n<ol>\n<li>\n      \u4f7f\u7528GAN\u751f\u6210\u5bf9\u6297\u6837\u672c\u589e\u5f3a\u7f3a\u9677\u7c7b\u6570\u636e\n     <\/li>\n<li>\n      \u4e3b\u52a8\u5b66\u4e60\u4f18\u5148\u9009\u62e9\u9760\u8fd1\u51b3\u7b56\u8fb9\u754c\u7684\u6a21\u7cca\u6837\u672c\n     <\/li>\n<li>\n      \u90e8\u7f72\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u5b9e\u73b0\u5b9e\u65f6\u53cd\u9988\n     <\/li>\n<\/ol>\n<\/li>\n<li>\n    <strong><br \/>\n     \u6210\u6548<br \/>\n    <\/strong><br \/>\n    \uff1a<\/p>\n<ul>\n<li>\n      \u7f3a\u9677\u68c0\u6d4b\u51c6\u786e\u7387\u4ece89%\u63d0\u5347\u81f397.6%\n     <\/li>\n<li>\n      \u6807\u6ce8\u6210\u672c\u4ece$15\/\u5f20\u964d\u81f3$0.8\/\u5f20\n     <\/li>\n<li>\n      \u8bef\u68c0\u7387\u964d\u4f4e63%\n     <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\n   <a id=\"42_AI_339\"><br \/>\n   <\/a><br \/>\n   4.2 \u4e34\u5e8a\u51b3\u7b56\u652f\u6301\uff08\u533b\u7597AI\uff09<br \/>\n  <\/h3>\n<ul>\n<li>\n    <strong><br \/>\n     \u6570\u636e\u6311\u6218<br \/>\n    <\/strong><br \/>\n    \uff1a\u7535\u5b50\u75c5\u5386\u5b58\u5728\u5927\u91cf\u7f29\u5199\u3001\u62fc\u5199\u9519\u8bef\u3001\u975e\u7ed3\u6784\u5316\u6587\u672c\n   <\/li>\n<li>\n    <strong><br \/>\n     \u89e3\u51b3\u65b9\u6848<br \/>\n    <\/strong><br \/>\n    \uff1a<\/p>\n<ol>\n<li>\n      \u6784\u5efa\u533b\u7597\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u8f85\u52a9\u5b9e\u4f53\u8bc6\u522b\n     <\/li>\n<li>\n      \u4f7f\u7528\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6\u8054\u5408\u5efa\u6a21\u8bca\u65ad\u4e0e\u6cbb\u7597\u5efa\u8bae\n     <\/li>\n<li>\n      \u4e3b\u52a8\u5b66\u4e60\u4f18\u5148\u9009\u62e9\u4fe1\u606f\u71b5\u9ad8\u7684\u75c5\u5386\u7247\u6bb5\n     <\/li>\n<\/ol>\n<\/li>\n<li>\n    <strong><br \/>\n     \u6210\u6548<br \/>\n    <\/strong><br \/>\n    \uff1a<\/p>\n<ul>\n<li>\n      \u75be\u75c5\u9884\u6d4bAUC\u4ece0.83\u63d0\u5347\u81f30.91\n     <\/li>\n<li>\n      \u6807\u6ce8\u65f6\u95f4\u4ece12\u5206\u949f\/\u4f8b\u7f29\u77ed\u81f32.3\u5206\u949f\/\u4f8b\n     <\/li>\n<li>\n      \u6a21\u578b\u53ef\u89e3\u91ca\u6027\u5f97\u5206\u63d0\u534740%\n     <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\n   <a id=\"_350\"><br \/>\n   <\/a><br \/>\n   \u4e94\u3001\u672a\u6765\u6280\u672f\u6f14\u8fdb\u65b9\u5411<br \/>\n  <\/h2>\n<h3>\n   <a id=\"51__352\"><br \/>\n   <\/a><br \/>\n   5.1 \u795e\u7ecf\u7b26\u53f7\u4e3b\u52a8\u5b66\u4e60<br \/>\n  <\/h3>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">from<\/span> sympy <span class=\"token keyword\">import<\/span> symbols<span class=\"token punctuation\">,<\/span> Eq<span class=\"token punctuation\">,<\/span> solve\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">NeuroSymbolicSampler<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> symbolic_rules<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>rules <span class=\"token operator\">=<\/span> symbolic_rules  <span class=\"token comment\"># \u9886\u57df\u77e5\u8bc6\u89c4\u5219<\/span>\n        self<span class=\"token punctuation\">.<\/span>model <span class=\"token operator\">=<\/span> <span class=\"token boolean\">None<\/span>  <span class=\"token comment\"># \u795e\u7ecf\u7f51\u7edc\u6a21\u578b<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">symbolic_uncertainty<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> input_data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token comment\"># 1. \u795e\u7ecf\u7f51\u7edc\u9884\u6d4b<\/span>\n        nn_pred <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>model<span class=\"token punctuation\">.<\/span>predict<span class=\"token punctuation\">(<\/span>input_data<span class=\"token punctuation\">)<\/span>\n        \n        <span class=\"token comment\"># 2. \u7b26\u53f7\u89c4\u5219\u9a8c\u8bc1<\/span>\n        violations <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span>\n        <span class=\"token keyword\">for<\/span> rule <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>rules<span class=\"token punctuation\">:<\/span>\n            x<span class=\"token punctuation\">,<\/span> y <span class=\"token operator\">=<\/span> symbols<span class=\"token punctuation\">(<\/span><span class=\"token string\">'x y'<\/span><span class=\"token punctuation\">)<\/span>\n            <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\n                eq <span class=\"token operator\">=<\/span> <span class=\"token builtin\">eval<\/span><span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u793a\u4f8b\u89c4\u5219\uff1a\"x &gt; 0 and y &lt; 10\"<\/span>\n                <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> eq<span class=\"token punctuation\">.<\/span>subs<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<!-- --><\/span>x<span class=\"token punctuation\">:<\/span> nn_pred<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">:<\/span> nn_pred<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n                    violations<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">)<\/span>\n            <span class=\"token keyword\">except<\/span><span class=\"token punctuation\">:<\/span>\n                <span class=\"token keyword\">pass<\/span>\n                \n        <span class=\"token comment\"># 3. \u7ec4\u5408\u4e0d\u786e\u5b9a\u6027<\/span>\n        <span class=\"token keyword\">if<\/span> violations<span class=\"token punctuation\">:<\/span>\n            <span class=\"token keyword\">return<\/span> <span class=\"token number\">1.0<\/span>  <span class=\"token comment\"># \u5b8c\u5168\u4e0d\u786e\u5b9a<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token number\">0.5<\/span> <span class=\"token operator\">*<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token operator\">-<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> nn_pred<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span> <span class=\"token number\">0.7<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u795e\u7ecf\u7f51\u7edc\u7f6e\u4fe1\u5ea6\u8c03\u6574<\/span>\n<\/code><\/pre>\n<h3>\n   <a id=\"52__382\"><br \/>\n   <\/a><br \/>\n   5.2 \u81ea\u76d1\u7763\u4e3b\u52a8\u5b66\u4e60<br \/>\n  <\/h3>\n<pre><code class=\"prism language-python\"><span class=\"token keyword\">from<\/span> torchvision <span class=\"token keyword\">import<\/span> transforms\n<span class=\"token keyword\">from<\/span> torch<span class=\"token punctuation\">.<\/span>utils<span class=\"token punctuation\">.<\/span>data <span class=\"token keyword\">import<\/span> Dataset\n\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SelfSupervisedDataset<\/span><span class=\"token punctuation\">(<\/span>Dataset<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> raw_data<span class=\"token punctuation\">,<\/span> transform<span class=\"token operator\">=<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        self<span class=\"token punctuation\">.<\/span>data <span class=\"token operator\">=<\/span> raw_data\n        self<span class=\"token punctuation\">.<\/span>transform <span class=\"token operator\">=<\/span> transform <span class=\"token keyword\">or<\/span> transforms<span class=\"token punctuation\">.<\/span>Compose<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>\n            transforms<span class=\"token punctuation\">.<\/span>RandomResizedCrop<span class=\"token punctuation\">(<\/span><span class=\"token number\">224<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\n            transforms<span class=\"token punctuation\">.<\/span>RandomHorizontalFlip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\n            transforms<span class=\"token punctuation\">.<\/span>ToTensor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__len__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>data<span class=\"token punctuation\">)<\/span>\n        \n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__getitem__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> idx<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        img <span class=\"token operator\">=<\/span> self<span class=\"token punctuation\">.<\/span>data<span class=\"token punctuation\">[<\/span>idx<span class=\"token punctuation\">]<\/span>\n        <span class=\"token comment\"># \u751f\u6210\u81ea\u76d1\u7763\u4efb\u52a1\uff08\u65cb\u8f6c\u9884\u6d4b\uff09<\/span>\n        rotated_imgs <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>\n            self<span class=\"token punctuation\">.<\/span>transform<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># 0\u00b0<\/span>\n            self<span class=\"token punctuation\">.<\/span>transform<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">.<\/span>rotate<span class=\"token punctuation\">(<\/span><span class=\"token number\">90<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># 90\u00b0<\/span>\n            self<span class=\"token punctuation\">.<\/span>transform<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">.<\/span>rotate<span class=\"token punctuation\">(<\/span><span class=\"token number\">180<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># 180\u00b0<\/span>\n            self<span class=\"token punctuation\">.<\/span>transform<span class=\"token punctuation\">(<\/span>img<span class=\"token punctuation\">.<\/span>rotate<span class=\"token punctuation\">(<\/span><span class=\"token number\">270<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># 270\u00b0<\/span>\n        <span class=\"token punctuation\">]<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n            <span class=\"token string\">'images'<\/span><span class=\"token punctuation\">:<\/span> torch<span class=\"token punctuation\">.<\/span>stack<span class=\"token punctuation\">(<\/span>rotated_imgs<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\n            <span class=\"token string\">'labels'<\/span><span class=\"token punctuation\">:<\/span> torch<span class=\"token punctuation\">.<\/span>tensor<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u4f2a\u6807\u7b7e<\/span>\n        <span class=\"token punctuation\">}<\/span>\n\n<span class=\"token comment\"># \u8bad\u7ec3\u6d41\u7a0b<\/span>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">ssl_pretraining<\/span><span class=\"token punctuation\">(<\/span>dataset<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">,<\/span> epochs<span class=\"token operator\">=<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    criterion <span class=\"token operator\">=<\/span> nn<span class=\"token punctuation\">.<\/span>CrossEntropyLoss<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n    optimizer <span class=\"token operator\">=<\/span> optim<span class=\"token punctuation\">.<\/span>AdamW<span class=\"token punctuation\">(<\/span>model<span class=\"token punctuation\">.<\/span>parameters<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> lr<span class=\"token operator\">=<\/span><span class=\"token number\">1e<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span>\n    \n    <span class=\"token keyword\">for<\/span> epoch <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span>epochs<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">for<\/span> batch <span class=\"token keyword\">in<\/span> dataset<span class=\"token punctuation\">:<\/span>\n            optimizer<span class=\"token punctuation\">.<\/span>zero_grad<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            outputs <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">(<\/span>batch<span class=\"token punctuation\">[<\/span><span class=\"token string\">'images'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># 4\u4e2a\u65cb\u8f6c\u89d2\u5ea6\u7684\u9884\u6d4b<\/span>\n            loss <span class=\"token operator\">=<\/span> criterion<span class=\"token punctuation\">(<\/span>outputs<span class=\"token punctuation\">,<\/span> batch<span class=\"token punctuation\">[<\/span><span class=\"token string\">'labels'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n            loss<span class=\"token punctuation\">.<\/span>backward<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            optimizer<span class=\"token punctuation\">.<\/span>step<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n            \n    <span class=\"token comment\"># \u9884\u8bad\u7ec3\u540e\u8fc1\u79fb\u5230\u4e0b\u6e38\u4efb\u52a1<\/span>\n    <span class=\"token keyword\">return<\/span> model<span class=\"token punctuation\">.<\/span>backbone  <span class=\"token comment\"># \u8fd4\u56de\u7279\u5f81\u63d0\u53d6\u5668<\/span>\n<\/code><\/pre>\n<h2>\n   <a id=\"_430\"><br \/>\n   <\/a><br \/>\n   \u7ed3\u8bed<br \/>\n  <\/h2>\n<p>\n   DeepSeek\u4e3b\u52a8\u5b66\u4e60\u7cfb\u7edf\u901a\u8fc7\u6784\u5efa&#8221;\u6570\u636e\u4ef7\u503c\u611f\u77e5-\u667a\u80fd\u91c7\u6837\u51b3\u7b56-\u6301\u7eed\u5b66\u4e60\u8fdb\u5316&#8221;\u7684\u5b8c\u6574\u6280\u672f\u6808\uff0c\u6b63\u5728\u91cd\u5851AI\u5de5\u7a0b\u5316\u843d\u5730\u8303\u5f0f\u3002\u5728\u67d0\u56fd\u5bb6\u7ea7\u667a\u80fd\u7535\u7f51\u9879\u76ee\u4e2d\uff0c\u8be5\u65b9\u6848\u6210\u529f\u5904\u7406\u4e86\u5305\u542b20%\u566a\u58f0\u6570\u636e\u7684\u767e\u4e07\u7ea7\u8bbe\u5907\u65e5\u5fd7\uff0c\u5c06\u6545\u969c\u9884\u6d4b\u51c6\u786e\u7387\u63d0\u5347\u81f398.3%\uff0c\u540c\u65f6\u5c06\u6570\u636e\u6807\u6ce8\u6210\u672c\u538b\u7f29\u81f3\u4f20\u7edf\u65b9\u6cd5\u76841\/15\u3002\u968f\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\u3001\u795e\u7ecf\u7b26\u53f7\u7cfb\u7edf\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7684\u6df1\u5ea6\u878d\u5408\uff0c\u4e3b\u52a8\u5b66\u4e60\u6280\u672f\u5c06\u5728\u5de5\u4e1a4.0\u3001\u667a\u6167\u533b\u7597\u3001\u6570\u5b57\u5b6a\u751f\u7b49\u5173\u952e\u9886\u57df\u91ca\u653e\u66f4\u5927\u4ef7\u503c\uff0c\u63a8\u52a8AI\u4ece&#8221;\u6570\u636e\u6d88\u8017\u8005&#8221;\u5411&#8221;\u6570\u636e\u70bc\u91d1\u5e08&#8221;\u7684\u8303\u5f0f\u8dc3\u8fc1\u3002\n  <\/p>\n<hr\/>\n<h2>\n   <a id=\"DeepSeek_434\"><br \/>\n   <\/a><br \/>\n   \u300a\u5de7\u7528DeepSeek\u5feb\u901f\u641e\u5b9a\u6570\u636e\u5206\u6790\u300b<br \/>\n  <\/h2>\n<\/p>\n<blockquote>\n<ul>\n<li>\n     \u4eac\u4e1c\uff1a<br \/>\n     <a href=\"https:\/\/item.jd.com\/14995198.html\" rel=\"nofollow\"><br \/>\n      https:\/\/item.jd.com\/14995198.html<br \/>\n     <\/a>\n    <\/li>\n<li>\n     \u5f53\u5f53\uff1a<br \/>\n     <a href=\"http:\/\/product.dangdang.com\/29875270.html\" rel=\"nofollow\"><br \/>\n      http:\/\/product.dangdang.com\/29875270.html<br \/>\n     <\/a>\n    <\/li>\n<\/ul>\n<\/blockquote>\n<p>\n   <span class=\"katex--display\"><br \/>\n    <span class=\"katex-display\"><br \/>\n     <span class=\"katex\"><br \/>\n      <span class=\"katex-mathml\"><br \/>\n       \u6df1\u5ea6\u6d1e\u5bdf\uff0c <\/p>\n<p>          D <\/p>\n<p>          e <\/p>\n<p>          e <\/p>\n<p>          p <\/p>\n<p>          S <\/p>\n<p>          e <\/p>\n<p>          e <\/p>\n<p>          k <\/p>\n<p>          \u4e00\u952e\u91cd\u6784\u6570\u636e\u5206\u6790\uff01 <\/p>\n<p>         \u6df1\u5ea6\u6d1e\u5bdf\uff0cDeepSeek\u4e00\u952e\u91cd\u6784\u6570\u636e\u5206\u6790\uff01<br \/>\n      <\/span><br \/>\n      <span class=\"katex-html\"><br \/>\n       <span class=\"base\"><br \/>\n        <span class=\"strut\" style=\"height: 0.8889em; vertical-align: -0.1944em;\"><br \/>\n        <\/span><br \/>\n        <span class=\"mord cjk_fallback\"><br \/>\n         \u6df1\u5ea6\u6d1e\u5bdf\uff0c<br \/>\n        <\/span><br \/>\n        <span class=\"mord mathnormal\"><br \/>\n         Dee<br \/>\n        <\/span><br \/>\n        <span class=\"mord mathnormal\" style=\"margin-right: 0.0576em;\"><br \/>\n         pS<br \/>\n        <\/span><br \/>\n        <span class=\"mord mathnormal\"><br \/>\n         ee<br \/>\n        <\/span><br \/>\n        <span class=\"mord mathnormal\" style=\"margin-right: 0.0315em;\"><br \/>\n         k<br \/>\n        <\/span><br \/>\n        <span class=\"mord cjk_fallback\"><br \/>\n         \u4e00\u952e\u91cd\u6784\u6570\u636e\u5206\u6790\uff01<br \/>\n        <\/span><br \/>\n       <\/span><br \/>\n      <\/span><br \/>\n     <\/span><br \/>\n    <\/span><br \/>\n   <\/span>\n  <\/p>\n<ul>\n<li>\n    \u6570\u636e\u5206\u6790\u91cd\u6784\u6307\u5357\n   <\/li>\n<li>\n    \u8986\u76d6\u6570\u636e\u91c7\u96c6\u2192\u6e05\u6d17\u2192\u5efa\u6a21\u2192\u53ef\u89c6\u5316\u7b498\u5927\u6838\u5fc3\u73af\u8282\u5168\u6d41\u7a0b\u89e3\u6790\n   <\/li>\n<li>\n    50\u591a\u79cd\u9ad8\u6548\u65b9\u6cd5+200\u591a\u884c\u4e1a\u7ea7\u4ee3\u7801\u7247\u6bb5\u5373\u6539\u5373\u7528+15\u79cd\u6570\u636e\u96be\u9898\u79d2\u7ea7\u89e3\u51b3\u65b9\u6848\n   <\/li>\n<li>\n    \u52a9\u4f60\u5728AI\u9a71\u52a8\u7684\u6570\u636e\u79d1\u5b66\u4e2d\u6500\u767b\u5dc5\u5cf0\uff01\n   <\/li>\n<\/ul>\n<h3>\n   <a id=\"_446\"><br \/>\n   <\/a><br \/>\n   \u4eae\u70b9<br \/>\n  <\/h3>\n<ol>\n<li>\n    \u5168\u6808\uff1a\u8986\u76d6\u6570\u636e\u91c7\u96c6\u2192\u6e05\u6d17\u2192\u5efa\u6a21\u2192\u53ef\u89c6\u5316\u7b498\u5927\u6838\u5fc3\u73af\u8282\u5168\u6d41\u7a0b\u89e3\u6790\u3002\n   <\/li>\n<li>\n    \u6781\u901f\uff1a\u89e3\u950115\u79cd\u6570\u636e\u96be\u9898\u79d2\u7ea7\u89e3\u51b3\u65b9\u6848\uff0c\u6548\u7387\u63d0\u5347300%\u3002\n   <\/li>\n<li>\n    \u667a\u80fd\uff1a\u6df1\u5ea6\u96c6\u621020+\u524d\u6cbfAI\u7b97\u6cd5\uff0c\u5b9e\u73b0\u6570\u636e\u5206\u6790\u81ea\u52a8\u5316\u8dc3\u8fc1\u3002\n   <\/li>\n<li>\n    \u5b9e\u6218\uff1a200+\u884c\u4e1a\u7ea7\u4ee3\u7801\u7247\u6bb5\u5373\u6539\u5373\u7528\uff0c\u6db5\u76d6\u91d1\u878d\u3001\u7535\u5546\u3001\u793e\u4ea4\u7b496\u5927\u9886\u57df\u3002\n   <\/li>\n<li>\n    \u7a81\u7834\uff1a\u9996\u5ea6\u516c\u5f00DeepSeek\u5728\u65f6\u5e8f\u9884\u6d4b\u3001\u56fe\u50cf\u5206\u6790\u3001\u6587\u672c\u6316\u6398\u7b495\u5927\u521b\u65b0\u5e94\u7528\u3002\n   <\/li>\n<\/ol>\n<h3>\n   <a id=\"_452\"><br \/>\n   <\/a><br \/>\n   \u5185\u5bb9\u7b80\u4ecb<br \/>\n  <\/h3>\n<p>\n   \u672c\u4e66\u662f\u4e00\u672c\u5173\u4e8e\u6570\u636e\u5206\u6790\u4e0eDeepSeek\u5e94\u7528\u7684\u5b9e\u7528\u6307\u5357\uff0c\u65e8\u5728\u5e2e\u52a9\u8bfb\u8005\u4e86\u89e3\u6570\u636e\u5206\u6790\u7684\u57fa\u7840\u77e5\u8bc6\u53ca\u5982\u4f55\u5229\u7528DeepSeek\u8fdb\u884c\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u3002\u968f\u7740\u5927\u6570\u636e\u65f6\u4ee3\u7684\u5230\u6765\uff0c\u6570\u636e\u5206\u6790\u5df2\u7ecf\u6210\u4e3a\u73b0\u4ee3\u4f01\u4e1a\u548c\u884c\u4e1a\u53d1\u5c55\u7684\u5173\u952e\u9a71\u52a8\u529b\uff0c\u672c\u4e66\u6b63\u662f\u4e3a\u4e86\u6ee1\u8db3\u8fd9\u4e00\u5e02\u573a\u9700\u6c42\u800c\u8bde\u751f\u3002\n  <\/p>\n<p>\n   \u672c\u4e66\u5171\u5206\u4e3a8\u7ae0\uff0c\u6db5\u76d6\u4e86\u4ece\u6570\u636e\u5206\u6790\u57fa\u7840\u77e5\u8bc6\u3001\u5e38\u89c1\u7684\u7edf\u8ba1\u5b66\u65b9\u6cd5\uff0c\u5230\u4f7f\u7528DeepSeek\u8fdb\u884c\u6570\u636e\u51c6\u5907\u3001\u6570\u636e\u6e05\u6d17\u3001\u7279\u5f81\u63d0\u53d6\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u56de\u5f52\u5206\u6790\u4e0e\u9884\u6d4b\u5efa\u6a21\u3001\u5206\u7c7b\u4e0e\u805a\u7c7b\u5206\u6790\u53ca\u6df1\u5ea6\u5b66\u4e60\u548c\u5927\u6570\u636e\u5206\u6790\u7b49\u5168\u9762\u7684\u5185\u5bb9\u3002\u5404\u7ae0\u8282\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5982\u4f55\u8fd0\u7528DeepSeek\u5728\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5b9e\u4f8b\u4ee5\u5e2e\u52a9\u8bfb\u8005\u5feb\u901f\u638c\u63e1\u76f8\u5173\u6280\u80fd\u3002\n  <\/p>\n<p>\n   \u672c\u4e66\u9002\u5408\u6570\u636e\u5206\u6790\u5e08\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u7814\u7a76\u4eba\u5458\u3001\u4f01\u4e1a\u7ba1\u7406\u8005\u3001\u5b66\u751f\u53ca\u5bf9\u6570\u636e\u5206\u6790\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u611f\u5174\u8da3\u7684\u5e7f\u5927\u8bfb\u8005\u9605\u8bfb\u3002\u901a\u8fc7\u9605\u8bfb\u672c\u4e66\uff0c\u8bfb\u8005\u5c06\u638c\u63e1\u6570\u636e\u5206\u6790\u7684\u6838\u5fc3\u6982\u5ff5\u548c\u65b9\u6cd5\uff0c\u5e76\u5b66\u4f1a\u5982\u4f55\u8fd0\u7528DeepSeek\u4e3a\u6570\u636e\u5206\u6790\u5de5\u4f5c\u5e26\u6765\u66f4\u9ad8\u7684\u6548\u7387\u548c\u4ef7\u503c\u3002\n  <\/p>\n<h3>\n   <a id=\"_459\"><br \/>\n   <\/a><br \/>\n   \u4f5c\u8005\u7b80\u4ecb<br \/>\n  <\/h3>\n<p>\n   <strong><br \/>\n    \u6731\u5b81<br \/>\n   <\/strong><br \/>\n   \uff0c\u4e2d\u56fd\u5de5\u7a0b\u7269\u7406\u7814\u7a76\u9662\u7855\u58eb\uff0c\u5177\u6709\u4e30\u5bcc\u7684AI\u7814\u7a76\u80cc\u666f\u53ca\u5b9e\u6218\u7ecf\u9a8c\uff0c\u66fe\u4efb\u534e\u4e3aAI\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u73b0\u4e3a\u5fae\u8f6f\u8d44\u6df1\u79d1\u5b66\u5bb6\u3002\u6df1\u8c19\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u6570\u636e\u5206\u6790\u7684\u7406\u8bba\u4e0e\u5b9e\u8df5\uff0c\u4e13\u6ce8\u4e8e\u6df1\u5ea6\u5b66\u4e60\u3001\u5927\u6a21\u578b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u524d\u6cbf\u7814\u7a76\u3002\u7d27\u8ddf\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u6280\u672f\u7684\u53d1\u5c55\uff0c\u6210\u529f\u5c06\u5176\u5e94\u7528\u4e8e\u5b9e\u9645\u9879\u76ee\u4e2d\uff0c\u63d0\u5347\u4ea7\u54c1\u5728AI\u65b9\u9762\u7684\u80fd\u529b\u3002\n  <\/p>\n<h3>\n   <a id=\"_462\"><br \/>\n   <\/a><br \/>\n   \u76ee\u5f55<br \/>\n  <\/h3>\n<pre><code class=\"prism language-bash\">\u7b2c1\u7ae0 \u6570\u636e\u5206\u6790\u57fa\u7840\u548cDeepSeek\u7b80\u4ecb 001\n<span class=\"token number\">1<\/span>\uff0e1 \u6570\u636e\u5206\u6790\u7684\u5b9a\u4e49\u4e0e\u91cd\u8981\u6027 002\n<span class=\"token number\">1<\/span>\uff0e1\uff0e1 \u6570\u636e\u5206\u6790\u7684\u5b9a\u4e49 002\n<span class=\"token number\">1<\/span>\uff0e1\uff0e2 \u6570\u636e\u5206\u6790\u7684\u91cd\u8981\u6027 002\n<span class=\"token number\">1<\/span>\uff0e2 \u6570\u636e\u5206\u6790\u6d41\u7a0b 003\n<span class=\"token number\">1<\/span>\uff0e2\uff0e1 \u95ee\u9898\u5b9a\u4e49 003\n<span class=\"token number\">1<\/span>\uff0e2\uff0e2 \u6570\u636e\u6536\u96c6 004\n<span class=\"token number\">1<\/span>\uff0e2\uff0e3 \u6570\u636e\u9884\u5904\u7406 004\n<span class=\"token number\">1<\/span>\uff0e2\uff0e4 \u6570\u636e\u63a2\u7d22 004\n<span class=\"token number\">1<\/span>\uff0e2\uff0e5 \u7279\u5f81\u5de5\u7a0b 004\n<span class=\"token number\">1<\/span>\uff0e2\uff0e6 \u6570\u636e\u5efa\u6a21 004\n<span class=\"token number\">1<\/span>\uff0e2\uff0e7 \u7ed3\u679c\u8bc4\u4f30 005\n<span class=\"token number\">1<\/span>\uff0e2\uff0e8 \u7ed3\u679c\u89e3\u91ca\u4e0e\u5c55\u793a 005\n<span class=\"token number\">1<\/span>\uff0e3 \u5e38\u89c1\u7684\u7edf\u8ba1\u5b66\u65b9\u6cd5 005\n<span class=\"token number\">1<\/span>\uff0e3\uff0e1 \u63cf\u8ff0\u6027\u7edf\u8ba1\u5206\u6790 005\n<span class=\"token number\">1<\/span>\uff0e3\uff0e2 \u63a2\u7d22\u6027\u6570\u636e\u5206\u6790 006\n<span class=\"token number\">1<\/span>\uff0e3\uff0e3 \u6982\u7387\u5206\u5e03\u5206\u6790 006\n<span class=\"token number\">1<\/span>\uff0e3\uff0e4 \u53c2\u6570\u4f30\u8ba1\u5206\u6790 007\n<span class=\"token number\">1<\/span>\uff0e3\uff0e5 \u5047\u8bbe\u68c0\u9a8c\u5206\u6790 007\n<span class=\"token number\">1<\/span>\uff0e3\uff0e6 \u56de\u5f52\u5206\u6790 008\n<span class=\"token number\">1<\/span>\uff0e4 \u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u65b9\u6cd5 009\n<span class=\"token number\">1<\/span>\uff0e4\uff0e1 \u76d1\u7763\u5b66\u4e60 009\n<span class=\"token number\">1<\/span>\uff0e4\uff0e2 \u65e0\u76d1\u7763\u5b66\u4e60 009\n<span class=\"token number\">1<\/span>\uff0e4\uff0e3 \u5f3a\u5316\u5b66\u4e60 010\n<span class=\"token number\">1<\/span>\uff0e4\uff0e4 \u534a\u76d1\u7763\u5b66\u4e60 010\n<span class=\"token number\">1<\/span>\uff0e5 \u5e38\u89c1\u7684\u6570\u636e\u5206\u6790\u5de5\u5177 011\n<span class=\"token number\">1<\/span>\uff0e5\uff0e1 \u7f16\u7a0b\u8bed\u8a00\u548c\u5e93 012\n<span class=\"token number\">1<\/span>\uff0e5\uff0e2 \u6570\u636e\u5206\u6790\u8f6f\u4ef6 013\n<span class=\"token number\">1<\/span>\uff0e5\uff0e3 \u5927\u6570\u636e\u5904\u7406\u6846\u67b6 014\n<span class=\"token number\">1<\/span>\uff0e5\uff0e4 \u4e91\u5e73\u53f0\u548c\u6570\u636e\u5206\u6790\u670d\u52a1 015\n<span class=\"token number\">1<\/span>\uff0e6 DeepSeek\u7b80\u4ecb 015\n<span class=\"token number\">1<\/span>\uff0e6\uff0e1 \u5982\u4f55\u76f4\u63a5\u4f7f\u7528\nDeepSeek 016\n<span class=\"token number\">1<\/span>\uff0e6\uff0e2 \u672c\u5730\u90e8\u7f72DeepSeek 019\n<span class=\"token number\">1<\/span>\uff0e6\uff0e3 DeepSeek\u7684\u6838\u5fc3\u7406\u5ff5\u548c\u7b97\u6cd5 021\n<span class=\"token number\">1<\/span>\uff0e6\uff0e4 DeepSeek\u5728\u6570\u636e\u5206\u6790\u4e2d\u7684\u5e94\u7528 024\n<span class=\"token number\">1<\/span>\uff0e7 \u5c0f\u7ed3 025\n\u7b2c2\u7ae0 \u4f7f\u7528DeepSeek\u51c6\u5907\u6570\u636e 026\n<span class=\"token number\">2<\/span>\uff0e1 \u4f7f\u7528DeepSeek\u7f16\u5199\u6570\u636e\u6536\u96c6\u811a\u672c 027\n<span class=\"token number\">2<\/span>\uff0e1\uff0e1 \u4f7f\u7528DeepSeek\u7f16\u5199\u6293\u53d6\u65b0\u95fb\u6570\u636e\u811a\u672c 027\n<span class=\"token number\">2<\/span>\uff0e1\uff0e2\u4f7f\u7528DeepSeek\u7f16\u5199\u6293\u53d6\u7535\u5f71\u8bc4\u8bba\u6570\u636e\u811a\u672c 033\n<span class=\"token number\">2<\/span>\uff0e1\uff0e3\u4f7f\u7528DeepSeek\u7f16\u5199\u6293\u53d6\u80a1\u7968\u6570\u636e\u811a\u672c 038\n<span class=\"token number\">2<\/span>\uff0e1\uff0e4\u4f7f\u7528DeepSeek\u7f16\u5199\u6293\u53d6\u5929\u6c14\u9884\u62a5\u7684\u6570\u636e\u811a\u672c 042\n<span class=\"token number\">2<\/span>\uff0e1\uff0e5 \u4f7f\u7528DeepSeek\u7f16\u5199\u6293\u53d6\u5546\u54c1\u4ef7\u683c\u6570\u636e\u811a\u672c 047\n<span class=\"token number\">2<\/span>\uff0e1\uff0e6 \u4f7f\u7528DeepSeek\u7f16\u5199\u6293\u53d6\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u811a\u672c 056\n<span class=\"token number\">2<\/span>\uff0e2\u4f7f\u7528DeepSeek\u751f\u6210\u6570\u636e\u6837\u672c 060\n<span class=\"token number\">2<\/span>\uff0e2\uff0e1\u4f7f\u7528DeepSeek\u751f\u6210\u7535\u5f71\u8bc4\u8bba\u6570\u636e\u6837\u672c 060\n<span class=\"token number\">2<\/span>\uff0e2\uff0e2\u4f7f\u7528DeepSeek\u751f\u6210\u5bf9\u8bdd\u6570\u636e\u6837\u672c 065\n<span class=\"token number\">2<\/span>\uff0e2\uff0e3\u4f7f\u7528DeepSeek\u751f\u6210\u65b0\u95fb\u6807\u9898\u6570\u636e\u6837\u672c 069\n<span class=\"token number\">2<\/span>\uff0e2\uff0e4\u4f7f\u7528DeepSeek\u751f\u6210\u4ea7\u54c1\u63cf\u8ff0\u6570\u636e\u6837\u672c 074\n<span class=\"token number\">2<\/span>\uff0e2\uff0e5\u4f7f\u7528DeepSeek\u751f\u6210\u56fe\u50cf\u6570\u636e\u6837\u672c 079\n<span class=\"token number\">2<\/span>\uff0e3 \u5c0f\u7ed3 082\n\u7b2c3\u7ae0 \u4f7f\u7528DeepSeek\u6e05\u6d17\u6570\u636e 083\n<span class=\"token number\">3<\/span>\uff0e1 \u4f7f\u7528DeepSeek\u5904\u7406\u6570\u636e\u8d28\u91cf\u95ee\u9898 084\n<span class=\"token number\">3<\/span>\uff0e1\uff0e1\u4f7f\u7528DeepSeek\u5904\u7406\u7f3a\u5931\u503c 084\n<span class=\"token number\">3<\/span>\uff0e1\uff0e2 \u4f7f\u7528DeepSeek\u68c0\u6d4b\u548c\u5904\u7406\u5f02\u5e38\u503c 093\n<span class=\"token number\">3<\/span>\uff0e1\uff0e3\u4f7f\u7528DeepSeek\u68c0\u6d4b\u548c\u5220\u9664\u91cd\u590d\u6570\u636e <span class=\"token number\">101<\/span>\n<span class=\"token number\">3<\/span>\uff0e2\u4f7f\u7528DeepSeek\u5904\u7406\u6570\u636e\u7ed3\u6784\u95ee\u9898 <span class=\"token number\">104<\/span>\n<span class=\"token number\">3<\/span>\uff0e2\uff0e1\u4f7f\u7528DeepSeek\u8fdb\u884c\u6570\u636e\u683c\u5f0f\u5316\u8f6c\u6362 <span class=\"token number\">104<\/span>\n<span class=\"token number\">3<\/span>\uff0e2\uff0e2 \u4f7f\u7528DeepSeek\u5408\u5e76\u4e0d\u540c\u6570\u636e\u6e90\u7684\u6570\u636e <span class=\"token number\">112<\/span>\n<span class=\"token number\">3<\/span>\uff0e3 \u5c0f\u7ed3 <span class=\"token number\">123<\/span>\n\u7b2c4\u7ae0 \u4f7f\u7528DeepSeek\u63d0\u53d6\u7279\u5f81 <span class=\"token number\">124<\/span>\n<span class=\"token number\">4<\/span>\uff0e1 \u4f7f\u7528DeepSeek\u8fdb\u884c\u7279\u5f81\u5de5\u7a0b <span class=\"token number\">124<\/span>\n<span class=\"token number\">4<\/span>\uff0e1\uff0e1 \u4f7f\u7528DeepSeek\u8fdb\u884c\u7279\u5f81\u9009\u62e9 <span class=\"token number\">125<\/span>\n<span class=\"token number\">4<\/span>\uff0e1\uff0e2 \u4f7f\u7528DeepSeek\u521b\u5efa\u884d\u751f\u7279\u5f81 <span class=\"token number\">139<\/span>\n<span class=\"token number\">4<\/span>\uff0e2 \u4f7f\u7528DeepSeek\u8fdb\u884c\u7279\u5f81\u964d\u7ef4152\n<span class=\"token number\">4<\/span>\uff0e2\uff0e1 \u4f7f\u7528DeepSeek\u5b9e\u73b0\u4e3b\u6210\u5206\u5206\u6790 <span class=\"token number\">152<\/span>\n<span class=\"token number\">4<\/span>\uff0e2\uff0e2 \u4f7f\u7528DeepSeek\u5b9e\u73b0\u7ebf\u6027\u5224\u522b\u5206\u6790 <span class=\"token number\">160<\/span>\n<span class=\"token number\">4<\/span>\uff0e3 \u5c0f\u7ed3 <span class=\"token number\">169<\/span>\n\u7b2c5\u7ae0 \u4f7f\u7528DeepSeek\u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316 <span class=\"token number\">170<\/span>\n<span class=\"token number\">5<\/span>\uff0e1 \u4f7f\u7528DeepSeek\u521b\u5efa\u57fa\u672c\u56fe\u8868 <span class=\"token number\">171<\/span>\n<span class=\"token number\">5<\/span>\uff0e1\uff0e1 \u4f7f\u7528DeepSeek\u521b\u5efa\u6298\u7ebf\u56fe\u548c\u8d8b\u52bf\u56fe <span class=\"token number\">171<\/span>\n<span class=\"token number\">5<\/span>\uff0e1\uff0e2 \u4f7f\u7528DeepSeek\u521b\u5efa\u67f1\u72b6\u56fe\u548c\u6761\u5f62\u56fe <span class=\"token number\">184<\/span>\n<span class=\"token number\">5<\/span>\uff0e1\uff0e3\u4f7f\u7528DeepSeek\u521b\u5efa\u997c\u56fe\u548c\u73af\u5f62\u56fe <span class=\"token number\">192<\/span>\n<span class=\"token number\">5<\/span>\uff0e1\uff0e4 \u4f7f\u7528DeepSeek\u521b\u5efa\u6563\u70b9\u56fe\u548c\u6c14\u6ce1\u56fe <span class=\"token number\">196<\/span>\n<span class=\"token number\">5<\/span>\uff0e2 \u4f7f\u7528DeepSeek\u8fdb\u884c\u9ad8\u7ea7\u6570\u636e\u53ef\u89c6\u5316 <span class=\"token number\">200<\/span>\n<span class=\"token number\">5<\/span>\uff0e2\uff0e1 \u4f7f\u7528DeepSeek\u521b\u5efa\u70ed\u529b\u56fe\u548c\u76f8\u5173\u6027\u56fe <span class=\"token number\">201<\/span>\n<span class=\"token number\">5<\/span>\uff0e2\uff0e2 \u4f7f\u7528DeepSeek\u521b\u5efa\u5e76\u884c\u5750\u6807\u56fe\u548c\u96f7\u8fbe\u56fe <span class=\"token number\">207<\/span>\n<span class=\"token number\">5<\/span>\uff0e2\uff0e3 \u4f7f\u7528DeepSeek\u521b\u5efa\u6811\u5f62\u56fe\u548c\u5c42\u6b21\u56fe <span class=\"token number\">213<\/span>\n<span class=\"token number\">5<\/span>\uff0e3 \u5c0f\u7ed3 <span class=\"token number\">220<\/span>\n\u7b2c6\u7ae0 \u4f7f\u7528DeepSeek\u8fdb\u884c\u56de\u5f52\u5206\u6790\u4e0e\u9884\u6d4b\u5efa\u6a21 <span class=\"token number\">221<\/span>\n<span class=\"token number\">6<\/span>\uff0e1 \u4f7f\u7528DeepSeek\u8fdb\u884c\u56de\u5f52\u5206\u6790 <span class=\"token number\">221<\/span>\n<span class=\"token number\">6<\/span>\uff0e1\uff0e1 \u4f7f\u7528DeepSeek\u5b9e\u73b0\u7ebf\u6027\u56de\u5f52 <span class=\"token number\">222<\/span>\n<span class=\"token number\">6<\/span>\uff0e1\uff0e2\u4f7f\u7528DeepSeek\u5b9e\u73b0\u591a\u9879\u5f0f\u56de\u5f52 <span class=\"token number\">233<\/span>\n<span class=\"token number\">6<\/span>\uff0e1\uff0e3\u4f7f\u7528DeepSeek\u5b9e\u73b0\u5cad\u56de\u5f52\u4e0e\u5957\u7d22\u56de\u5f52 <span class=\"token number\">243<\/span>\n<span class=\"token number\">6<\/span>\uff0e2 \u4f7f\u7528DeepSeek\u8fdb\u884c\u9884\u6d4b\u5efa\u6a21 <span class=\"token number\">250<\/span>\n<span class=\"token number\">6<\/span>\uff0e2\uff0e1\u4f7f\u7528DeepSeek\u6784\u5efa\u795e\u7ecf \u7f51\u7edc\u9884\u6d4b\u6a21\u578b <span class=\"token number\">250<\/span>\n<span class=\"token number\">6<\/span>\uff0e2\uff0e2 \u4f7f\u7528DeepSeek\u8fdb\u884c\u51b3\u7b56\u6811\u548c\u968f\u673a\u68ee\u6797\u9884\u6d4b <span class=\"token number\">258<\/span>\n<span class=\"token number\">6<\/span>\uff0e3 \u5c0f\u7ed3 <span class=\"token number\">265<\/span>\n\u7b2c7\u7ae0 \u4f7f\u7528DeepSeek\u8fdb\u884c\u5206\u7c7b\u4e0e\u805a\u7c7b\u5206\u6790 <span class=\"token number\">267<\/span>\n<span class=\"token number\">7<\/span>\uff0e1 \u4f7f\u7528DeepSeek\u8fdb\u884c\u5206\u7c7b\u5206\u6790 <span class=\"token number\">268<\/span>\n<span class=\"token number\">7<\/span>\uff0e1\uff0e1 \u76f4\u63a5\u4f7f\u7528DeepSeek\u8fdb\u884c\u60c5\u611f\u5206\u7c7b <span class=\"token number\">268<\/span>\n<span class=\"token number\">7<\/span>\uff0e1\uff0e2\u4f7f\u7528DeepSeek\u8fdb\u884c K-\u8fd1\u90bb\u5206\u7c7b <span class=\"token number\">277<\/span>\n<span class=\"token number\">7<\/span>\uff0e1\uff0e3 \u4f7f\u7528DeepSeek\u8fdb\u884c\u6734\u7d20\u8d1d\u53f6\u65af\u5206\u7c7b <span class=\"token number\">291<\/span>\n<span class=\"token number\">7<\/span>\uff0e1\uff0e4 \u4f7f\u7528DeepSeek\u8fdb\u884c\u652f\u6301\u5411\u91cf\u673a\u5206\u7c7b <span class=\"token number\">300<\/span>\n<span class=\"token number\">7<\/span>\uff0e2 \u4f7f\u7528DeepSeek\u8fdb\u884c\u805a\u7c7b\u5206\u6790 <span class=\"token number\">308<\/span>\n<span class=\"token number\">7<\/span>\uff0e2\uff0e1 \u4f7f\u7528DeepSeek\u8fdb\u884cK-Means\u805a\u7c7b <span class=\"token number\">308<\/span>\n<span class=\"token number\">7<\/span>\uff0e2\uff0e2 \u4f7f\u7528DeepSeek\u8fdb\u884c\u5c42\u6b21\u805a\u7c7b <span class=\"token number\">317<\/span>\n<span class=\"token number\">7<\/span>\uff0e3 \u5c0f\u7ed3 <span class=\"token number\">326<\/span>\n\u7b2c8\u7ae0 \u4f7f\u7528DeepSeek\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u548c\u5927\u6570\u636e\u5206\u6790 <span class=\"token number\">328<\/span>\n<span class=\"token number\">8<\/span>\uff0e1 \u4f7f\u7528DeepSeek\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5206\u6790 <span class=\"token number\">329<\/span>\n<span class=\"token number\">8<\/span>\uff0e1\uff0e1 \u6df1\u5ea6\u5b66\u4e60\u7b80\u4ecb <span class=\"token number\">329<\/span>\n<span class=\"token number\">8<\/span>\uff0e1\uff0e2 \u4f7f\u7528DeepSeek\u6784\u5efa\u5377\u79ef\u795e\u7ecf\u7f51\u7edc <span class=\"token number\">332<\/span>\n<span class=\"token number\">8<\/span>\uff0e1\uff0e3 \u4f7f\u7528DeepSeek\u6784\u5efa\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u4e0e\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc <span class=\"token number\">349<\/span>\n<span class=\"token number\">8<\/span>\uff0e2 \u4f7f\u7528DeepSeek\u8fdb\u884c\u5927\u6570\u636e\u5206\u6790 <span class=\"token number\">363<\/span>\n<span class=\"token number\">8<\/span>\uff0e2\uff0e1 \u4f7f\u7528DeepSeek\u4e0eHadoop\u96c6\u6210\u8fdb\u884c\u6570\u636e\u5b58\u50a8\u4e0e\u5904\u7406 <span class=\"token number\">364<\/span>\n<span class=\"token number\">8<\/span>\uff0e2\uff0e2 \u4f7f\u7528DeepSeek\u4e0e Spark\u96c6\u6210\u8fdb\u884c\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60 <span class=\"token number\">377<\/span>\n<span class=\"token number\">8<\/span>\uff0e3 \u5c0f\u7ed3 <span class=\"token number\">386<\/span>\n<\/code><\/pre>\n<h2>\n   <a id=\"DeepSeek_574\"><br \/>\n   <\/a><br \/>\n   \u300aDeepSeek\u5b9e\u6218\u6280\u5de7\u7cbe\u7cb9\u300b<br \/>\n  <\/h2>\n<\/p>\n<blockquote>\n<ul>\n<li>\n     \u4eac\u4e1c\uff1a<br \/>\n     <a href=\"https:\/\/item.jd.com\/10148733801215.html\" rel=\"nofollow\"><br \/>\n      https:\/\/item.jd.com\/10148733801215.html<br \/>\n     <\/a>\n    <\/li>\n<\/ul>\n<\/blockquote>\n<h3>\n   <a id=\"_579\"><br \/>\n   <\/a><br \/>\n   \u7f16\u8f91\u63a8\u8350<br \/>\n  <\/h3>\n<p>\n   \u3010\u591a\u573a\u666fAI\u5b9e\u6218\u6307\u5357\u3011\u6df1\u5ea6\u89e3\u6790DeepSeek\u4e0e\u901a\u4e49\u5343\u95ee\u7b49\u56fd\u4ea7AI\uff0c100+\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u8986\u76d6\u529e\u516c\u5236\u8868\u3001\u5408\u540c\u98ce\u63a7\u3001\u77ed\u89c6\u9891\u521b\u4f5c\u3001\u5bb6\u5ead\u6559\u80b2\u3001\u5065\u5eb7\u7ba1\u7406\u7b49\u5e94\u7528\u573a\u666f\uff0c\u804c\u573a\u6548\u7387\u7ffb\u500d\u3002 \u3010\u667a\u80fd\u751f\u4ea7\u529b\u9769\u547d\u624b\u518c\u3011AI\u4e0e\u529e\u516c\u8f6f\u4ef6\u6df1\u5ea6\u8054\u52a8\uff0c20+Excel\u6570\u636e\u81ea\u52a8\u5206\u6790\u6280\u5de7\u3001WPS\u7075\u7280\u4e00\u952e\u751f\u6210PPT\u3001\u901a\u4e49\u4e07\u76f8\u8fc5\u901f\u751f\u6210\u89c6\u9891\uff0c \u9644\u8d6010\u5927\u63d0\u793a\u8bcd\u6a21\u677f\u8ba9\uff0cAI\u7cbe\u51c6\u7406\u89e3\u7528\u6237\u9700\u6c42\u3002 \u3010\u4e09\u7ef4\u80fd\u529b\u8fdb\u9636\u5b9d\u5178\u3011\u4ece\u6ce8\u518c\u5230API\u8c03\u7528\uff0c\u4ece\u601d\u7ef4\u5bfc\u56fe\u6784\u5efa\u5230\u8d22\u52a1\u62a5\u8868\u89e3\u8bfb\uff0c\u7279\u522b\u914d\u7f6e\u533b\u7597\u62a5\u544a\u89e3\u6790\u3001\u5408\u540c\u98ce\u9669\u9884\u8b66\u7b49\u4e13\u4e1a\u6a21\u5757\uff0c100+\u771f\u5b9e\u6848\u4f8b\u624b\u628a\u624b\u6559\u5b66\uff0c\u52a9\u529b\u5de5\u4f5c\u751f\u6d3b\u6548\u7387\u53cc\u63d0\u5347\u3002 \u3010\u672a\u6765\u7ade\u4e89\u529b\u6784\u5efa\u6307\u5357\u3011\u805a\u7126\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b+\u591a\u6a21\u6001\u521b\u4f5c\u201d\u53cc\u6838\u80fd\u529b\uff0c\u6db5\u76d6\u804c\u573a\u7b80\u5386\u4f18\u5316\u3001\u4eb2\u5b50\u6559\u80b2\u6e38\u620f\u8bbe\u8ba1\u7b49\u521b\u65b0\u5e94\u7528\uff0c\u4e00\u4e66\u8d4b\u80fd\uff0c\u5168\u9762\u63d0\u5347\u7ade\u4e89\u529b\u3002\n  <\/p>\n<h3>\n   <a id=\"_582\"><br \/>\n   <\/a><br \/>\n   \u5185\u5bb9\u63d0\u8981<br \/>\n  <\/h3>\n<p>\n   \u4e2d\u56fd\u7684 AI \u6280\u672f\u9006\u52bf\u5d1b\u8d77\uff0c\u50ac\u751f\u4e86 DeepSeek \u8fd9\u6837\u9769\u547d\u6027\u7684\u5927\u6a21\u578b\u3002\u672c\u4e66\u901a\u8fc7 100 \u591a\u4e2a\u5b9e\u4f8b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86 DeepSeek \u7684 \u529f\u80fd\u53ca\u5728\u804c\u573a\u529e\u516c\u65b9\u65b9\u9762\u9762\u7684\u5e94\u7528\u3002<br \/>\n   <br \/>\n   \u5168\u4e66\u4ee5\u201c\u6280\u672f\u8d4b\u80fd\u201d\u4e3a\u4e3b\u7ebf\uff0c\u56f4\u7ed56\u5927\u6838\u5fc3\u9886\u57df\u5c55\u5f00\uff1aDeepSeek\u57fa\u7840\u77e5\u8bc6\u3001DeepSeek\u8d4b\u80fd\u667a\u80fd\u529e\u516c\u3001 \u4f7f\u7528 DeepSeek \u8fdb\u884c\u77ed\u89c6\u9891\u4e0e\u8425\u9500\u5185\u5bb9\u521b\u4f5c\u3001DeepSeek \u8f85\u52a9\u5bb6\u5ead\u6559\u80b2\u4e0e\u5b66\u4e60\u529b\u63d0\u5347\u3001\u4f7f\u7528 DeepSeek\u8fdb\u884c\u5065\u5eb7\u7ba1\u7406\u4e0e\u51fa\u884c\u89c4\u5212\u3001\u56fd\u4ea7 AI \u5927\u6a21\u578b\u5e94\u7528\u4ecb\u7ecd\u3002<br \/>\n   <br \/>\n   \u672c\u4e66\u9002\u5408\u804c\u573a\u4eba\u58eb\u3001\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u6559\u80b2\u5de5\u4f5c\u8005\u53ca IT \u6280\u672f\u4eba\u5458\u9605\u8bfb\u3002\n  <\/p>\n<h3>\n   <a id=\"_587\"><br \/>\n   <\/a><br \/>\n   \u4f5c\u8005\u7b80\u4ecb<br \/>\n  <\/h3>\n<p>\n   Excel Home\u662f \u77e5\u540d\u7684Excel\u8d44\u6e90\u7f51\u7ad9\u4e4b\u4e00\uff0cExcel Home\u521b\u59cb\u4eba\u3001\u7ad9\u957f\u5468\u5e86\u9e9f\uff08\u7f51\u540dKevin\uff09\u662f\u4e2d\u56fd \u7684\u5fae\u8f6f \u6709\u4ef7\u503c\u4e13\u5bb6\uff08MVP\uff09\u4e4b\u4e00\uff0c\u53c2\u4e0e\u7b56\u5212\u548c\u7f16\u5199\u51e0\u5341\u672cOffice\u6280\u672f\u7545\u9500\u56fe\u4e66\uff0c\u540c\u65f6\u4e5f\u662f\u4e00\u540d \u7684\u6280\u672f\u987e\u95ee\u548c\u57f9\u8bad\u8bb2\u5e08\uff0c\u6709\u7740\u4e30\u5bcc\u7684\u6388\u8bfe\u7ecf\u9a8c\u3002\n  <\/p>\n<h3>\n   <a id=\"_590\"><br \/>\n   <\/a><br \/>\n   \u76ee\u5f55<br \/>\n  <\/h3>\n<pre><code class=\"prism language-bash\">\u57fa\u7840\u7bc7\uff1a\u8f7b\u677e\u4e0a\u624b DeepSeek \u5168\u653b\u7565\n\u7b2c1\u7ae0 DeepSeek \u521d\u63a2\uff1a\u4ece\u6ce8\u518c\u5230\u7545\u7528 002\n\u6280\u5de7 01? ? \u5b98\u7f51\u6ce8\u518c\u4e0e\u6838\u5fc3\u529f\u80fd\u901f\u89c8 003\n\u6280\u5de7 02? ? \u79fb\u52a8\u7aef\u64cd\u4f5c\u6280\u5de7\u89e3\u6790 004\n\u6280\u5de7 03? ? \u83b7\u53d6 DeepSeek API \u5bc6\u94a5 005\n\u6280\u5de7 04? ? \u5728 Chatbox AI \u4e2d\u4f7f\u7528 DeepSeek ? 010\n\u6280\u5de7 05? ? \u5728 ima.copilot \u4e2d\u4f7f\u7528 DeepSeek 013\n\u6280\u5de7 06? ? \u5728 WPS \u7075\u7280\u4e2d\u4f7f\u7528 DeepSeek 015\n\u6280\u5de7 07? ? \u4e13\u6ce8\u529e\u516c\u5e94\u7528\u7684 WPS AI 016\n\u6280\u5de7 08? ? \u5c06 DeepSeek \u63a5\u5165 Excel\u3001Word \u548c WPS 017\n\u7b2c2\u7ae0 \u9ad8\u6548\u63d0\u793a\u8bcd\uff1a\u6280\u5de7\u4e0e\u6a21\u677f 021\n\u6280\u5de7 01? ? \u63d0\u793a\u8bcd\u7684 <span class=\"token number\">3<\/span> \u5927\u6838\u5fc3\u4f5c\u7528 022\n\u6280\u5de7 02? ? \u5199\u63d0\u793a\u8bcd\u7684 <span class=\"token number\">4<\/span> \u5927\u8bef\u533a 024\n\u6280\u5de7 03? ? \u63d0\u793a\u8bcd\u7684 <span class=\"token number\">5<\/span> \u4e2a\u5e38\u89c1\u6846\u67b6\u4e0e <span class=\"token number\">4<\/span> \u5927\u57fa\u672c\u539f\u5219 028\n\u6280\u5de7 04? ? <span class=\"token number\">10<\/span> \u4e2a\u5e38\u7528\u7684\u63d0\u793a\u8bcd\u6a21\u677f 033\n\n\u6548\u7387\u500d\u589e\u7bc7\uff1aDeepSeek \u8d4b\u80fd\u667a\u80fd\u529e\u516c\n\u7b2c3\u7ae0DeepSeek \u56fe\u8868\u5927\u5e08\uff1a\u4e00\u952e\u751f\u6210\u4e13\u4e1a\u56fe\u8868 038\n\u6280\u5de7 01? ? \u601d\u7ef4\u5bfc\u56fe\uff1a\u5feb\u901f\u68b3\u7406\u77e5\u8bc6\u7ed3\u6784 039\n\u6280\u5de7 02? ? \u7518\u7279\u56fe\uff1a\u9879\u76ee\u7ba1\u7406\u53ef\u89c6\u5316\u5229\u5668 045\n\u6280\u5de7 03? ? \u6d41\u7a0b\u56fe\uff1a\u590d\u6742\u6d41\u7a0b\u7684\u6781\u7b80\u5448\u73b0 047\n\u6280\u5de7 04? ? \u7ec4\u7ec7\u7ed3\u6784\u56fe\uff1a\u5c42\u7ea7\u5173\u7cfb\u53ef\u89c6\u5316 048\n\u6280\u5de7 05? ? \u52a8\u6001\u7ec4\u5408\u6570\u636e\u56fe\u8868 054\n\u6280\u5de7 06? ? \u6851\u57fa\u56fe\uff1a\u8d44\u6e90\u6d41\u5411\u52a8\u6001\u8ffd\u8e2a 057\n\u6280\u5de7 07? ? \u65ed\u65e5\u56fe\uff1a\u6570\u636e\u5206\u5c42\u62c6\u89e3 059\n\u6280\u5de7 08? ? \u96f7\u8fbe\u56fe\uff1a\u80fd\u529b\u8bc4\u4f30\u5750\u6807\u7cfb\u642d\u5efa 061\n\u6280\u5de7 09? ? \u6839\u636e\u56fe\u7247\u4e2d\u7684\u4fe1\u606f\u751f\u6210\u56fe\u8868 062\n\u6280\u5de7 <span class=\"token number\">10<\/span>? ? \u89e3\u8bfb\u56fe\u8868\u4fe1\u606f 066\n\u7b2c4\u7ae0 DeepSeek \u5199\u4f5c\u5927\u5e08\uff1a\u4ece\u521b\u4f5c\u5230\u6392\u7248 068\n\u6280\u5de7 01? ? \u4e07\u5b57\u957f\u6587\u6846\u67b6\u751f\u6210 069\n\u6280\u5de7 02? ? \u516c\u53f8\u5e74\u62a5\u667a\u80fd\u6458\u8981\u4e0e\u5206\u6790 072\n\u6280\u5de7 03? ? \u4e13\u4e1a\u7ea7\u6587\u672c\u6da6\u8272\u4f18\u5316 074\n\u6280\u5de7 04? ? \u501f\u52a9 DeepSeek \u4e3a Word \u6587\u6863\u6392\u7248 077\n\u6280\u5de7 05? ? \u5c06\u4f1a\u8bae\u8bb0\u5f55\u8f6c\u6210\u6807\u51c6\u4f1a\u8bae\u7eaa\u8981 077\n\u6280\u5de7 06? ? \u6839\u636e\u77e5\u8bc6\u5e93\u5185\u5bb9\u751f\u6210\u9898\u76ee 080\n\u6280\u5de7 07? ? \u6838\u5bf9\u5408\u540c\u5185\u5bb9\u662f\u5426\u53d8 082\n\u6280\u5de7 08? ? \u8bc4\u4f30\u548c\u9884\u8b66\u5408\u540c\u98ce\u9669 083\n\u6280\u5de7 09? ? \u751f\u6210\u9886\u5bfc\u53d1\u8a00\u7a3f 086\n\u6280\u5de7 <span class=\"token number\">10<\/span>? ? \u6839\u636e\u9500\u552e\u6570\u636e\u751f\u6210\u9500\u552e\u5206\u6790\u62a5\u544a 088\n\u6280\u5de7 <span class=\"token number\">11<\/span>? ? \u6839\u636e\u65e5\u7a0b\u8868\u751f\u6210\u8bbe\u5907\u68c0\u4fee\u8ba1\u5212 092\n\u6280\u5de7 <span class=\"token number\">12<\/span>? ? \u8f7b\u677e\u6539\u53d8\u6587\u5b57\u5185\u5bb9\u7684\u98ce\u683c 094\n\u6280\u5de7 <span class=\"token number\">13<\/span>? ? \u6279\u91cf\u8f6c\u6362 .docx \u683c\u5f0f\u4e3a .pdf \u683c\u5f0f 096\n\u7b2c5\u7ae0DeepSeek \u6570\u636e\u5927\u5e08\uff1aExcel \u6548\u7387\u9769\u547d 099\n\u6280\u5de7 01? ? \u501f\u52a9 DeepSeek \u751f\u6210\u5e38\u7528 Excel \u51fd\u6570\u7684\u529f\u80fd\u63cf\u8ff0\u8868 <span class=\"token number\">100<\/span>\n\u6280\u5de7 02? ? \u501f\u52a9 DeepSeek \u751f\u6210\u5e38\u7528 Excel \u5feb\u6377\u952e\u8868\u683c <span class=\"token number\">102<\/span>\n\u6280\u5de7 03? ? \u501f\u52a9 DeepSeek \u6839\u636e\u63cf\u8ff0\u81ea\u52a8\u751f\u6210 Excel \u516c\u5f0f <span class=\"token number\">104<\/span>\n\u6280\u5de7 04? ? \u501f\u52a9 DeepSeek \u6839\u636e\u9700\u6c42\u751f\u6210 Excel \u516c\u5f0f <span class=\"token number\">106<\/span>\n\u6280\u5de7 05? ? \u501f\u52a9 DeepSeek \u89e3\u8bfb Excel \u516c\u5f0f <span class=\"token number\">108<\/span>\n\u6280\u5de7 06? ? \u501f\u52a9 DeepSeek \u5bf9 Excel \u516c\u5f0f\u8fdb\u884c\u7ea0\u9519 <span class=\"token number\">110<\/span>\n\u6280\u5de7 07? ? \u501f\u52a9 DeepSeek \u8bbe\u7f6e Excel \u6761\u4ef6\u683c\u5f0f <span class=\"token number\">111<\/span>\n\u6280\u5de7 08? ? \u501f\u52a9 DeepSeek \u6839\u636e\u663e\u793a\u6548\u679c\u53cd\u67e5\u5b9e\u73b0\u6b65\u9aa4 <span class=\"token number\">117<\/span>\n\u6280\u5de7 09? ? \u501f\u52a9 DeepSeek \u751f\u6210 VBA \u4ee3\u7801\uff0c\u5b8c\u6210\u5de5\u4f5c\u8868\u62c6\u5206 <span class=\"token number\">119<\/span>\n\u6280\u5de7 <span class=\"token number\">10<\/span>? ? \u501f\u52a9 DeepSeek \u7ec6\u5316\u8ba1\u7b97\u9700\u6c42\uff0c\u63d0\u9ad8 VBA \u4ee3\u7801\u9002\u7528\u6027 <span class=\"token number\">123<\/span>\n\u6280\u5de7 <span class=\"token number\">11<\/span>? ? \u501f\u52a9 DeepSeek \u5408\u5e76\u591a\u4e2a Excel \u5de5\u4f5c\u7c3f <span class=\"token number\">124<\/span>\n\u6280\u5de7 <span class=\"token number\">12<\/span>? ? \u501f\u52a9 DeepSeek \u4fee\u6539\u548c\u89e3\u8bfb VBA \u4ee3\u7801 <span class=\"token number\">127<\/span>\n\u6280\u5de7 <span class=\"token number\">13<\/span>? ? \u501f\u52a9 DeepSeek \u89e3\u8bfb\u516c\u53f8\u85aa\u8d44\u4f53\u7cfb <span class=\"token number\">128<\/span>\n\u6280\u5de7 <span class=\"token number\">14<\/span>? ? \u501f\u52a9 DeepSeek \u6574\u7406\u7535\u5b50\u53d1\u7968 <span class=\"token number\">130<\/span>\n\u6280\u5de7 <span class=\"token number\">15<\/span>? ? \u501f\u52a9 DeepSeek \u89e3\u8bfb\u8d44\u4ea7\u8d1f\u503a\u8868 <span class=\"token number\">132<\/span>\n\u6280\u5de7 <span class=\"token number\">16<\/span>? ? \u501f\u52a9 DeepSeek \u6838\u9a8c\u635f\u76ca\u8868\u4e2d\u7684\u95ee\u9898 <span class=\"token number\">136<\/span>\n\u6280\u5de7 <span class=\"token number\">17<\/span>? ? \u501f\u52a9 DeepSeek \u89e3\u8bfb\u635f\u76ca\u8868 <span class=\"token number\">138<\/span>\n\u6280\u5de7 <span class=\"token number\">18<\/span>? ? \u501f\u52a9 DeepSeek \u6839\u636e\u8d22\u52a1\u6570\u636e\u81ea\u52a8\u751f\u6210\u8d22\u52a1\u62a5\u8868 <span class=\"token number\">141<\/span>\n\u6280\u5de7 <span class=\"token number\">19<\/span>? ? \u501f\u52a9 DeepSeek \u5c06\u56fa\u5b9a\u8d44\u4ea7\u5361\u7247\u8f6c\u6362\u4e3a\u8868\u683c <span class=\"token number\">143<\/span>\n\u6280\u5de7 <span class=\"token number\">20<\/span>? ? \u501f\u52a9 DeepSeek \u81ea\u52a8\u751f\u6210\u4ea7\u54c1\u8d28\u91cf\u68c0\u6d4b\u62a5\u544a <span class=\"token number\">144<\/span>\n\u6280\u5de7 <span class=\"token number\">21<\/span>? ? \u501f\u52a9 DeepSeek \u5c06\u6587\u672c\u5185\u5bb9\u8f6c\u6362\u4e3a\u8868\u683c <span class=\"token number\">145<\/span>\n\u6280\u5de7 <span class=\"token number\">22<\/span>? ? \u501f\u52a9 DeepSeek \u7edf\u8ba1\u5458\u5de5\u8003\u52e4\u6570\u636e <span class=\"token number\">146<\/span>\n\u6280\u5de7 <span class=\"token number\">23<\/span>? ? \u501f\u52a9 DeepSeek \u89e3\u8bfb\u5458\u5de5\u79bb\u804c\u6570\u636e <span class=\"token number\">148<\/span>\n\u7b2c6\u7ae0DeepSeek \u6f14\u793a\u5927\u5e08\uff1aPPT \u667a\u80fd\u8bbe\u8ba1 <span class=\"token number\">151<\/span>\n\u6280\u5de7 01? ? DeepSeek+ \u901a\u4e49\u5343\u95ee\uff0c\u6839\u636e\u73b0\u6709\u6587\u6863\u5236\u4f5c PPT <span class=\"token number\">152<\/span>\n\u6280\u5de7 02? ? DeepSeek+ \u901a\u4e49\u5343\u95ee\uff0c\u8fc5\u901f\u4f18\u5316 PPT <span class=\"token number\">157<\/span>\n\u6280\u5de7 03? ? DeepSeek+WPS \u7075\u7280\uff0c\u6839\u636e\u4e3b\u9898\u81ea\u52a8\u751f\u6210 PPT <span class=\"token number\">160<\/span>\n\u7b2c7\u7ae0DeepSeek \u804c\u573a\u52a9\u624b\uff1a\u4ece\u62db\u8058\u5230\u7ba1\u7406 <span class=\"token number\">163<\/span>\n\u6280\u5de7 01? ? \u6839\u636e\u5c97\u4f4d\u9700\u6c42\u8868\u683c\u751f\u6210\u62db\u8058\u7b80\u7ae0 <span class=\"token number\">164<\/span>\n\u6280\u5de7 02? ? \u4f7f\u7528 DeepSeek \u5199\u7b80\u5386\uff0c\u63d0\u9ad8\u5e94\u8058\u6210\u529f\u7387 <span class=\"token number\">166<\/span>\n\u6280\u5de7 03? ? \u5c06\u53e3\u8bed\u5316\u5185\u5bb9\u8f6c\u4e3a\u6807\u51c6\u5316\u5546\u52a1\u90ae\u4ef6 <span class=\"token number\">168<\/span>\n\u6280\u5de7 04? ? \u5236\u4f5c\u95ee\u5377\u8c03\u67e5\u8868 <span class=\"token number\">169<\/span>\n\u6280\u5de7 05? ? \u5206\u6790\u95ee\u5377\u8c03\u67e5 <span class=\"token number\">170<\/span>\n\u6280\u5de7 06? ? \u751f\u6210\u5e74\u4f1a\u62bd\u5956\u5668 <span class=\"token number\">172<\/span>\n\u6280\u5de7 07? ? \u8bbe\u8ba1\u6392\u73ed\u8868 <span class=\"token number\">174<\/span>\n\u6280\u5de7 08? ? \u751f\u6210\u5185\u5bb9\u6458\u8981 <span class=\"token number\">175<\/span>\n\u6280\u5de7 09? ? \u8fdb\u884c\u591a\u8bed\u79cd\u7ffb\u8bd1 <span class=\"token number\">177<\/span>\n\u6280\u5de7 <span class=\"token number\">10<\/span>? ? \u4ece\u8eab\u4efd\u8bc1\u53f7\u7801\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f <span class=\"token number\">178<\/span>\n\u6280\u5de7 <span class=\"token number\">11<\/span>? ? \u4ece\u6536\u4ef6\u4eba\u4fe1\u606f\u4e2d\u63d0\u53d6\u59d3\u540d\u3001\u7535\u8bdd\u548c\u5730\u5740 <span class=\"token number\">180<\/span>\n\u6280\u5de7 <span class=\"token number\">12<\/span>? ? \u8865\u5168\u5730\u5740\u4e2d\u7684\u7701\u3001\u5e02\u3001\u533a\uff08\u53bf\uff09\u4fe1\u606f <span class=\"token number\">181<\/span>\n\n\u65b0\u5a92\u4f53\u5f15\u64ce\u7bc7\uff1a\u77ed\u89c6\u9891\u4e0e\u8425\u9500\u5185\u5bb9\u521b\u4f5c\u6307\u5357\n\u7b2c8\u7ae0 \u65b0\u5a92\u4f53\u5f15\u64ce\uff1a\u77ed\u89c6\u9891\u4e0e\u8425\u9500\u5185\u5bb9\u521b\u4f5c\u6307\u5357 <span class=\"token number\">184<\/span>\n\u6280\u5de7 01? ? \u5236\u4f5c\u6296\u97f3\u3001\u5c0f\u7ea2\u4e66\u77ed\u89c6\u9891\u5c01\u9762 <span class=\"token number\">185<\/span>\n\u6280\u5de7 02? ? \u4f7f\u7528 DeepSeek+ \u5373\u68a6 AI \u751f\u6210\u6d77\u62a5 <span class=\"token number\">187<\/span>\n\u6280\u5de7 03? ? \u4f7f\u7528 DeepSeek+ \u901a\u4e49\u4e07\u76f8\u751f\u6210 AI \u89c6\u9891 <span class=\"token number\">190<\/span>\n\u6280\u5de7 04? ? \u751f\u6210\u6296\u97f3\u5206\u955c\u811a\u672c <span class=\"token number\">192<\/span>\n\u6280\u5de7 05? ? \u751f\u6210\u670b\u53cb\u5708\u63a8\u5e7f\u6587\u6848 <span class=\"token number\">193<\/span>\n\n\u667a\u6167\u6210\u957f\u7bc7\uff1a\u5bb6\u5ead\u6559\u80b2\u4e0e\u5b66\u4e60\u529b\u63d0\u5347\u65b9\u6848\n\u7b2c9\u7ae0\u4eb2\u5b50\u4e92\u52a8\u5b9d\u5178\uff1a\u5b66\u4e60\u4e0e\u6e38\u620f <span class=\"token number\">196<\/span>\n\u6280\u5de7 01? ? \u751f\u6210 <span class=\"token number\">20<\/span> \u4ee5\u5185\u7684\u52a0\u51cf\u6cd5\u7ec3\u4e60\u9898 <span class=\"token number\">197<\/span>\n\u6280\u5de7 02? ? \u751f\u6210\u5e26\u62fc\u97f3\u7684\u751f\u5b57\u8868 <span class=\"token number\">198<\/span>\n\u6280\u5de7 03? ? \u751f\u6210\u751f\u5b57\u5361 <span class=\"token number\">198<\/span>\n\u6280\u5de7 04? ? \u751f\u6210\u201c\u53cd\u4e49\u8bcd\u6d88\u6d88\u4e50\u201d\u5c0f\u6e38\u620f <span class=\"token number\">200<\/span>\n\u6280\u5de7 05? ? \u501f\u52a9 DeepSeek \u80cc\u5355\u8bcd <span class=\"token number\">201<\/span>\n\u6280\u5de7 06? ? \u8bbe\u8ba1\u5bb6\u5ead\u4e92\u52a8\u6e38\u620f <span class=\"token number\">204<\/span>\n\u6280\u5de7 07? ? \u751f\u6210\u5c0f\u5b66\u751f\u624b\u6284\u62a5\u6a21\u677f <span class=\"token number\">205<\/span>\n\u7b2c <span class=\"token number\">10<\/span> \u7ae0 \u5b66\u4e1a\u52a0\u901f\u5668\uff1a\u89c4\u5212\u4e0e\u63d0\u5347 <span class=\"token number\">208<\/span>\n\u6280\u5de7 01? ? \u4f7f\u7528 DeepSeek \u91cf\u8eab \u5b66\u4e60\u89c4\u5212 <span class=\"token number\">209<\/span>\n\u6280\u5de7 02? ? \u4f7f\u7528 DeepSeek \u505a\u8bd5\u9898\u77e5\u8bc6\u70b9\u603b\u7ed3 <span class=\"token number\">210<\/span>\n\u6280\u5de7 03? ? \u4f7f\u7528 DeepSeek \u89e3\u8bfb\u53e4\u8bd7\u8bcd <span class=\"token number\">211<\/span>\n\u6280\u5de7 04? ? \u4f7f\u7528 DeepSeek \u6279\u6539\u4f5c\u6587 <span class=\"token number\">213<\/span>\n\u6280\u5de7 05? ? \u4f7f\u7528 DeepSeek \u62cd\u7167\u89e3\u9898 <span class=\"token number\">214<\/span>\n\u6280\u5de7 06? ? \u4f7f\u7528 DeepSeek \u751f\u6210\u8bfb\u540e\u611f <span class=\"token number\">216<\/span>\n\u6280\u5de7 07? ? \u4f7f\u7528 DeepSeek \u8bbe\u8ba1\u8de8\u5b66\u79d1\u8bfe\u7a0b <span class=\"token number\">217<\/span>\n\u6280\u5de7 08? ? \u4f7f\u7528 DeepSeek \u8bbe\u8ba1\u5c0f\u5b66\u751f \u8bd7\u8bcd\u6e38\u620f <span class=\"token number\">220<\/span>\n\u6280\u5de7 09? ? \u4f7f\u7528 DeepSeek \u6309\u5b66\u79d1\u751f\u6210\u6a21\u62df\u8bd5\u5377 <span class=\"token number\">223<\/span>\n\u667a\u4eab\u751f\u6d3b\uff1a\u5065\u5eb7\u7ba1\u7406\u4e0e\u51fa\u884c\u89c4\u5212\u7cfb\u7edf\n\u7b2c <span class=\"token number\">11<\/span> \u7ae0\u667a\u4eab\u751f\u6d3b\uff1a\u5065\u5eb7\u7ba1\u7406\u4e0e\u51fa\u884c\u89c4\u5212 <span class=\"token number\">225<\/span>\n\u6280\u5de7 01? ? \u751f\u6210\u5c31\u8bca\u68c0\u67e5\u6ce8\u610f\u4e8b\u9879 <span class=\"token number\">226<\/span>\n\u6280\u5de7 02? ? \u8bbe\u8ba1\u5065\u5eb7\u98df\u8c31 <span class=\"token number\">227<\/span>\n\u6280\u5de7 03? ? \u89e3\u8bfb\u533b\u5b66\u68c0\u9a8c\u62a5\u544a\u5355 <span class=\"token number\">230<\/span>\n\u6280\u5de7 04? ? \u91cf\u8eab \u5065\u8eab\u8ba1\u5212 <span class=\"token number\">232<\/span>\n\u6280\u5de7 05? ? \u89c4\u5212\u65c5\u6e38\u884c\u7a0b <span class=\"token number\">234<\/span>\n\n\u767e\u82b1\u9f50\u653e\uff1a\u56fd\u4ea7AI\u5927\u6a21\u578b\n\u7b2c <span class=\"token number\">12<\/span> \u7ae0 \u56fd\u4ea7 AI \u65b0\u52bf\u529b\uff1a\u5e94\u7528\u6848\u4f8b\u96c6\u9526 <span class=\"token number\">238<\/span>\n\u6280\u5de7 01? ? \u4f7f\u7528\u901a\u4e49\u5343\u95ee\u5b9e\u65f6\u8bb0\u5f55\u4f1a\u8bae\u5185\u5bb9 <span class=\"token number\">239<\/span>\n\u6280\u5de7 02? ? \u4f7f\u7528\u901a\u4e49\u5343\u95ee\u5c06\u97f3\u89c6\u9891\u5185\u5bb9\u8f6c\u4e3a\u6587\u5b57\u3001\u603b\u7ed3\u548c\u8111\u56fe <span class=\"token number\">242<\/span>\n\u6280\u5de7 03? ? \u4f7f\u7528\u901a\u4e49\u5343\u95ee\u5feb\u901f\u8f6c\u6362\u56fe\u7247\u548c PDF \u6587\u6863 <span class=\"token number\">245<\/span>\n\u6280\u5de7 04? ? 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