{"id":735,"date":"2025-04-10T06:00:13","date_gmt":"2025-04-09T22:00:13","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/04\/10\/%e7%81%b5%e5%8a%9eai%ef%bc%9a%e6%99%ba%e8%83%bd%e6%8f%92%e4%bb%b6%ef%bc%8c%e5%8a%9e%e5%85%ac%e4%b8%8e%e7%bc%96%e7%a8%8b%e7%9a%84%e5%be%97%e5%8a%9b%e5%8a%a9%e6%89%8b\/"},"modified":"2025-04-10T06:00:13","modified_gmt":"2025-04-09T22:00:13","slug":"%e7%81%b5%e5%8a%9eai%ef%bc%9a%e6%99%ba%e8%83%bd%e6%8f%92%e4%bb%b6%ef%bc%8c%e5%8a%9e%e5%85%ac%e4%b8%8e%e7%bc%96%e7%a8%8b%e7%9a%84%e5%be%97%e5%8a%9b%e5%8a%a9%e6%89%8b","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/04\/10\/%e7%81%b5%e5%8a%9eai%ef%bc%9a%e6%99%ba%e8%83%bd%e6%8f%92%e4%bb%b6%ef%bc%8c%e5%8a%9e%e5%85%ac%e4%b8%8e%e7%bc%96%e7%a8%8b%e7%9a%84%e5%be%97%e5%8a%9b%e5%8a%a9%e6%89%8b\/","title":{"rendered":"\u7075\u529eAI\uff1a\u667a\u80fd\u63d2\u4ef6\uff0c\u529e\u516c\u4e0e\u7f16\u7a0b\u7684\u5f97\u529b\u52a9\u624b"},"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    \u76ee\u5f55<br \/>\n   <\/h4>\n<ul>\n<li>\n     <a href=\"#_4\" rel=\"nofollow\"><br \/>\n      \u5f15\u8a00<br \/>\n     <\/a>\n    <\/li>\n<li>\n     <a href=\"#AI_6\" rel=\"nofollow\"><br \/>\n      \u4e00\u3001\u7075\u529eAI\uff1a\u667a\u80fd\u5316\u7684\u529e\u516c\u4f19\u4f34<br \/>\n     <\/a>\n    <\/li>\n<li>\n     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\u5728\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\u4e0b\uff0c\u4e00\u6b3e\u540d\u4e3a<br \/>\n   <a href=\"https:\/\/ilingban.com\/browser_extension\/?from=xdaixb\" rel=\"nofollow\"><br \/>\n    \u201c\u7075\u529eAI\u201d<br \/>\n   <\/a><br \/>\n   \u7684\u63d2\u4ef6\u6b63\u4ee5\u5176\u5353\u8d8a\u7684\u6027\u80fd\u548c\u591a\u529f\u80fd\u6027\uff0c\u6210\u4e3a\u73b0\u4ee3\u529e\u516c\u548c\u7f16\u7a0b\u9886\u57df\u7684\u65b0\u5ba0\u3002\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u7d22\u7075\u529eAI\u7684\u63d2\u4ef6\u7aef\uff0c\u7279\u522b\u662f\u5176\u5bf9\u8bdd\u3001\u7ffb\u8bd1\u529f\u80fd\u4ee5\u53ca\u5bf9\u7f16\u7a0b\u80fd\u529b\u7684\u652f\u6301\uff0c\u4e86\u89e3\u5b83\u662f\u5982\u4f55\u6210\u4e3a\u6211\u4eec\u5de5\u4f5c\u4e2d\u7684\u5f97\u529b\u52a9\u624b\u3002\n  <\/p>\n<h2>\n   <a id=\"AI_6\"><br \/>\n   <\/a><br \/>\n   \u4e00\u3001\u7075\u529eAI\uff1a\u667a\u80fd\u5316\u7684\u529e\u516c\u4f19\u4f34<br \/>\n  <\/h2>\n<p>\n   <a href=\"https:\/\/ilingban.com\/browser_extension\/?from=xdaixb\" rel=\"nofollow\"><br \/>\n    \u7075\u529eAI<br \/>\n   <\/a><br \/>\n   \u662f\u4e00\u6b3e\u96c6\u591a\u79cd\u667a\u80fd\u670d\u52a1\u4e8e\u4e00\u4f53\u7684AI\u5e73\u53f0\uff0c\u5b83\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u63d0\u4f9b\u4e86\u5305\u62ec<br \/>\n   <font color=\"red\"><br \/>\n    \u7ffb\u8bd1\u3001\u5bf9\u8bdd\u3001\u5199\u4f5c\u3001\u641c\u7d22\u3001\u9605\u8bfb\u3001\u6587\u6848\u6539\u5199\u4ee5\u53ca\u4ee3\u7801\u751f\u6210\u548c\u7ea0\u6b63<br \/>\n   <\/font><br \/>\n   \u7b49\u529f\u80fd\u3002\u8fd9\u4e9b\u529f\u80fd\u4e0d\u4ec5\u8986\u76d6\u4e86\u5b66\u4e60\u548c\u529e\u516c\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u66f4\u4ee5\u5176\u9ad8\u6548\u548c\u4e2a\u6027\u5316\u7684\u670d\u52a1\uff0c\u6ee1\u8db3\u4e86\u7528\u6237\u7684\u591a\u6837\u5316\u9700\u6c42\u3002<br \/>\n   \n  <\/p>\n<h2>\n   <a id=\"_10\"><br \/>\n   <\/a><br \/>\n   \u4e8c\u3001\u7f16\u7a0b\u80fd\u529b\uff1a\ud83d\udd25\u4ee3\u7801\u9605\u8bfb\uff0c\u5b66\u4e60\u52a9\u624b\ud83d\udd25<br \/>\n  <\/h2>\n<p>\n   \u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c<br \/>\n   <a href=\"https:\/\/ilingban.com\/browser_extension\/?from=xdaixb\" rel=\"nofollow\"><br \/>\n    \u7075\u529eAI<br \/>\n   <\/a><br \/>\n   \u5728\u7f16\u7a0b\u9886\u57df\u7684\u5e94\u7528\u540c\u6837\u4ee4\u4eba\u77a9\u76ee\u3002\u5b83\u80fd\u591f\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u4ee3\u7801\u7ed3\u6784\uff0c\u5b66\u4e60API\u7684\u7528\u6cd5\u548c\u7a0b\u5e8f\u903b\u8f91\uff0c\u5927\u5927\u63d0\u9ad8\u4ee3\u7801\u9605\u8bfb\u548c\u7f16\u5199\u7684\u6548\u7387\u3002\u65e0\u8bba\u662f\u4ee3\u7801\u751f\u6210\u8fd8\u662f\u7ea0\u6b63\uff0c\u7075\u529eAI\u90fd\u80fd\u63d0\u4f9b\u4e13\u4e1a\u7684\u652f\u6301\uff0c\u662f\u7f16\u7a0b\u5b66\u4e60\u8005\u548c\u5f00\u53d1\u8005\u7684\u5f97\u529b\u52a9\u624b\u3002\n  <\/p>\n<h3>\n   <a id=\"1_13\"><br \/>\n   <\/a><br \/>\n   1\u3001\u4ee3\u7801\u89e3\u8bfb<br \/>\n  <\/h3>\n<p>\n   \u7075\u529eAI\u7684\u4ee3\u7801\u89e3\u8bfb\u529f\u80fd\uff0c\u5c31\u50cf\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5bfc\u5e08\uff0c\u80fd\u591f\u6df1\u5165\u5206\u6790\u6846\u67b6\u6e90\u7801\u548c\u9879\u76ee\u4ee3\u7801\uff0c\u63ed\u793a\u5176\u80cc\u540e\u7684\u8bbe\u8ba1\u601d\u60f3\u548c\u5b9e\u73b0\u539f\u7406\u3002\u5b83\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u638c\u63e1\u590d\u6742\u4ee3\u7801\uff0c\u7406\u89e3\u5176\u6838\u5fc3\u529f\u80fd\uff0c\u8ba9\u5b66\u4e60\u8fc7\u7a0b\u66f4\u52a0\u76f4\u89c2\u548c\u9ad8\u6548\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    \u4ee3\u7801\u63d0\u793a\u8bcd\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<pre><code class=\"prism language-python\">\u4f60\u662f\u4e00\u540dAI\u9886\u57df\u667a\u80fd\u7f16\u7801\u52a9\u624b\uff0c\u8bf7\u5e2e\u5fd9\u89e3\u8bfb\u4e0b\u9762\u4ee3\u7801\uff1a\n\n<span class=\"token keyword\">from<\/span> transformers <span class=\"token keyword\">import<\/span> AutoTokenizer\n<span class=\"token keyword\">from<\/span> vllm <span class=\"token keyword\">import<\/span> LLM<span class=\"token punctuation\">,<\/span> SamplingParams\n<span class=\"token comment\"># GLM-4-9B-Chat-1M<\/span>\n<span class=\"token comment\"># max_model_len, tp_size = 1048576, 4<\/span>\n<span class=\"token comment\"># GLM-4-9B-Chat<\/span>\nmax_model_len<span class=\"token punctuation\">,<\/span> tp_size <span class=\"token operator\">=<\/span> <span class=\"token number\">32768<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span>\nmodel_name <span class=\"token operator\">=<\/span> <span class=\"token string\">\"THUDM\/glm-4-9b-chat\"<\/span>\nprompt <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<!-- --><\/span><span class=\"token string\">\"role\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"content\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"\u4f60\u597d\"<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span>\ntokenizer <span class=\"token operator\">=<\/span> AutoTokenizer<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span>model_name<span class=\"token punctuation\">,<\/span> trust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\nllm <span class=\"token operator\">=<\/span> LLM<span class=\"token punctuation\">(<\/span>\n    model<span class=\"token operator\">=<\/span>model_name<span class=\"token punctuation\">,<\/span>\n    tensor_parallel_size<span class=\"token operator\">=<\/span>tp_size<span class=\"token punctuation\">,<\/span>\n    max_model_len<span class=\"token operator\">=<\/span>max_model_len<span class=\"token punctuation\">,<\/span>\n    trust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\n    enforce_eager<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\n    gpu_memory_utilization<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span>\n<span class=\"token punctuation\">)<\/span>\nstop_token_ids <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">151329<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">151336<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">151338<\/span><span class=\"token punctuation\">]<\/span>\nsampling_params <span class=\"token operator\">=<\/span> SamplingParams<span class=\"token punctuation\">(<\/span>temperature<span class=\"token operator\">=<\/span><span class=\"token number\">0.95<\/span><span class=\"token punctuation\">,<\/span> max_tokens<span class=\"token operator\">=<\/span><span class=\"token number\">1024<\/span><span class=\"token punctuation\">,<\/span> stop_token_ids<span class=\"token operator\">=<\/span>stop_token_ids<span class=\"token punctuation\">)<\/span>\ninputs <span class=\"token operator\">=<\/span> tokenizer<span class=\"token punctuation\">.<\/span>apply_chat_template<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> tokenize<span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span> add_generation_prompt<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\noutputs <span class=\"token operator\">=<\/span> llm<span class=\"token punctuation\">.<\/span>generate<span class=\"token punctuation\">(<\/span>prompts<span class=\"token operator\">=<\/span>inputs<span class=\"token punctuation\">,<\/span> sampling_params<span class=\"token operator\">=<\/span>sampling_params<span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>outputs<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>outputs<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>text<span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<p>\n   <strong><br \/>\n    AI\u52a9\u624b\u89e3\u8bfb\u540e\u8f93\u51fa\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<pre><code class=\"prism language-python\">\u8fd9\u6bb5\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528transformers\u5e93\u4e2d\u7684AutoTokenizer\u6765\u52a0\u8f7d\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528vllm\u5e93\u6765\u4e0e\u8fd9\u4e2a\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\uff0c\u7279\u522b\u662f\u751f\u6210\u6587\u672c\u54cd\u5e94\u3002\u8fd9\u91cc\u4f7f\u7528\u7684\u662fTHUDM<span class=\"token operator\">\/<\/span>glm<span class=\"token operator\">-<\/span><span class=\"token number\">4<\/span><span class=\"token operator\">-<\/span>9b<span class=\"token operator\">-<\/span>chat\u6a21\u578b\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8eGLM\uff08General Language Model\uff09\u67b6\u6784\u7684\u5927\u578b\u804a\u5929\u6a21\u578b\u3002\u4e0b\u9762\u662f\u5bf9\u4ee3\u7801\u7684\u8be6\u7ec6\u89e3\u8bfb\uff1a\n\n<span class=\"token number\">1.<\/span>\u5bfc\u5165\u5e93\u548c\u6a21\u578b\u8bbe\u7f6e\uff1a\n\u4ecetransformers\u5e93\u5bfc\u5165AutoTokenizer\uff0c\u7528\u4e8e\u52a0\u8f7d\u4e0e\u6a21\u578b\u5339\u914d\u7684\u5206\u8bcd\u5668\u3002\n\u4ecevllm\u5e93\u5bfc\u5165LLM\u548cSamplingParams\uff0cLLM\u7528\u4e8e\u52a0\u8f7d\u548c\u4ea4\u4e92\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0cSamplingParams\u7528\u4e8e\u8bbe\u7f6e\u751f\u6210\u6587\u672c\u65f6\u7684\u91c7\u6837\u53c2\u6570\u3002\n\n<span class=\"token number\">2.<\/span>\u8bbe\u7f6e\u6a21\u578b\u53c2\u6570\uff1a\nmodel_name\u6307\u5b9a\u4e86\u4f7f\u7528\u7684\u6a21\u578b\u540d\u79f0\uff0cmax_model_len\u548ctp_size\u5206\u522b\u6307\u5b9a\u4e86\u6a21\u578b\u5904\u7406\u7684\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u548c\u5f20\u91cf\u5e76\u884c\u5927\u5c0f\uff08\u8fd9\u91cctp_size\u5bf9\u4e8e\u6a21\u578b\u52a0\u8f7d\u548c\u5e76\u884c\u8ba1\u7b97\u6709\u5f71\u54cd\uff09\u3002\n\n<span class=\"token number\">3.<\/span>\u51c6\u5907\u8f93\u5165\uff1a\nprompt\u662f\u4e00\u4e2a\u5305\u542b\u7528\u6237\u8f93\u5165\u7684\u5b57\u5178\u5217\u8868\uff0c\u8fd9\u91cc\u53ea\u6709\u4e00\u4e2a\u8f93\u5165<span class=\"token string\">\"\u4f60\u597d\"<\/span>\uff0c\u8868\u793a\u7528\u6237\u7684\u804a\u5929\u4fe1\u606f\u3002\n\u4f7f\u7528AutoTokenizer\u7684from_pretrained\u65b9\u6cd5\u52a0\u8f7d\u4e0emodel_name\u5bf9\u5e94\u7684\u5206\u8bcd\u5668\uff0c\u5e76\u8bbe\u7f6etrust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\u4ee5\u5141\u8bb8\u52a0\u8f7d\u8fdc\u7a0b\u4ee3\u7801\uff08\u8fd9\u901a\u5e38\u7528\u4e8e\u4ece\u53ef\u4fe1\u6e90\u52a0\u8f7d\u81ea\u5b9a\u4e49\u6a21\u578b\u6216\u5206\u8bcd\u5668\uff09\u3002\n\u4f7f\u7528tokenizer<span class=\"token punctuation\">.<\/span>apply_chat_template\u65b9\u6cd5\u5c06\u7528\u6237\u8f93\u5165\u8f6c\u6362\u4e3a\u6a21\u578b\u80fd\u7406\u89e3\u7684\u683c\u5f0f\uff0c\u8fd9\u91cctokenize<span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span>\u8868\u793a\u4e0d\u76f4\u63a5\u5bf9\u6587\u672c\u8fdb\u884c\u5206\u8bcd\uff08\u53ef\u80fd\u7531apply_chat_template\u5185\u90e8\u5904\u7406\uff09\uff0cadd_generation_prompt\u53ef\u80fd\u7528\u4e8e\u6dfb\u52a0\u4e00\u4e9b\u751f\u6210\u6587\u672c\u65f6\u9700\u8981\u7684\u7279\u6b8a\u63d0\u793a\u3002\n\n<span class=\"token number\">4.<\/span>\u8bbe\u7f6e\u91c7\u6837\u53c2\u6570\uff1a\n\u4f7f\u7528SamplingParams\u7c7b\u8bbe\u7f6e\u751f\u6210\u6587\u672c\u65f6\u7684\u53c2\u6570\uff0c\u5982temperature\uff08\u63a7\u5236\u751f\u6210\u6587\u672c\u7684\u968f\u673a\u6027\uff09\uff0cmax_tokens\uff08\u751f\u6210\u6587\u672c\u7684\u6700\u5927\u4ee4\u724c\u6570\uff09\uff0cstop_token_ids\uff08\u5f53\u9047\u5230\u8fd9\u4e9b\u4ee4\u724cID\u65f6\u505c\u6b62\u751f\u6210\uff09\u3002\n\n<span class=\"token number\">5.<\/span>\u751f\u6210\u6587\u672c\uff1a\n\u4f7f\u7528LLM\u5b9e\u4f8b\u7684generate\u65b9\u6cd5\uff0c\u4f20\u5165\u5904\u7406\u540e\u7684\u8f93\u5165inputs\u548c\u91c7\u6837\u53c2\u6570sampling_params\uff0c\u6765\u751f\u6210\u6587\u672c\u7684\u54cd\u5e94\u3002\ngenerate\u65b9\u6cd5\u7684\u8fd4\u56de\u503c\u5305\u542b\u4e86\u751f\u6210\u7684\u6587\u672c\uff0c\u8fd9\u91cc\u901a\u8fc7outputs<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>outputs<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>text\u8bbf\u95ee\u7b2c\u4e00\u4e2a\uff08\u4e5f\u662f\u8fd9\u91cc\u552f\u4e00\u7684\uff09\u751f\u6210\u7684\u6587\u672c\u54cd\u5e94\u3002\n\n<span class=\"token number\">6.<\/span>\u8f93\u51fa\uff1a\n\u6253\u5370\u51fa\u751f\u6210\u7684\u6587\u672c\u54cd\u5e94\u3002 \n\n\u6ce8\u610f\uff1a\nvllm\u5e93\u4e0d\u662ftransformers\u5e93\u7684\u4e00\u90e8\u5206\uff0c\u4e5f\u4e0d\u662f\u5e7f\u6cdb\u8ba4\u77e5\u7684\u6807\u51c6\u5e93\uff0c\u56e0\u6b64\u5b83\u53ef\u80fd\u662f\u67d0\u4e2a\u7279\u5b9a\u9879\u76ee\u6216\u7814\u7a76\u56e2\u961f\u63d0\u4f9b\u7684\uff0c\u7528\u4e8e\u52a0\u8f7d\u548c\u4ea4\u4e92\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u5b9a\u4e49\u5e93\u3002\ntrust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\u7684\u4f7f\u7528\u9700\u8981\u8c28\u614e\uff0c\u56e0\u4e3a\u5b83\u5141\u8bb8\u4ece\u8fdc\u7a0b\u6e90\u52a0\u8f7d\u548c\u6267\u884c\u4ee3\u7801\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5e26\u6765\u5b89\u5168\u98ce\u9669\u3002\u786e\u4fdd\u4f60\u4fe1\u4efb\u6b63\u5728\u52a0\u8f7d\u7684\u6a21\u578b\u6216\u4ee3\u7801\u7684\u6765\u6e90\u3002\ngpu_memory_utilization<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span>\u8fd9\u4e2a\u53c2\u6570\u5728LLM\u6784\u9020\u51fd\u6570\u4e2d\u7684\u5177\u4f53\u4f5c\u7528\u53ef\u80fd\u4f9d\u8d56\u4e8evllm\u5e93\u7684\u5b9e\u73b0\uff0c\u4f46\u901a\u5e38\u8fd9\u7c7b\u53c2\u6570\u7528\u4e8e\u63a7\u5236GPU\u5185\u5b58\u7684\u5229\u7528\u7387\u6216\u5206\u914d\u3002\n<\/code><\/pre>\n<h3>\n   <a id=\"2_74\"><br \/>\n   <\/a><br \/>\n   2\u3001\u4ee3\u7801\u7eed\u5199<br \/>\n  <\/h3>\n<p>\n   \u5728\u7f16\u7801\u8fc7\u7a0b\u4e2d\uff0c\u7075\u529eAI\u7684\u4ee3\u7801\u7eed\u5199\u529f\u80fd\u80fd\u591f\u57fa\u4e8e\u5f53\u524d\u7684\u4ee3\u7801\u548c\u4e0a\u4e0b\u6587\u5185\u5bb9\uff0c\u667a\u80fd\u5730\u63d0\u4f9b\u4ee3\u7801\u5efa\u8bae\u548c\u7eed\u5199\u65b9\u6848\u3002\u5b83\u4e0d\u4ec5\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u65b0\u7684\u601d\u8def\uff0c\u8fd8\u80fd\u5728\u4fdd\u6301\u4ee3\u7801\u98ce\u683c\u4e00\u81f4\u6027\u7684\u540c\u65f6\uff0c\u9ad8\u6548\u5730\u5b8c\u6210\u7f16\u7801\u4efb\u52a1\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u7f16\u7801\u5de5\u4f5c\u7684\u6548\u7387\u548c\u8d28\u91cf\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    \u4ee3\u7801\u63d0\u793a\u8bcd\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<pre><code class=\"prism language-java\">\u8bf7\u5e2e\u5fd9\u7eed\u5199\u4e0b\u9762<span class=\"token class-name\">Java<\/span>\u5b9e\u73b0\u7684\u5feb\u901f\u6392\u5e8f\u65b9\u6cd5\uff0c \u4fdd\u8bc1\u8be5\u65b9\u6cd5\u53ef\u4ee5\u76f4\u63a5\u63d0\u4f9b\u7ed9\u5916\u90e8\u8c03\u7528\u8fdb\u884c\u6392\u5e8f\u64cd\u4f5c\uff1a \n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token function\">quickSort<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> array\n<\/code><\/pre>\n<p>\n   <strong><br \/>\n    AI\u52a9\u624b\u7eed\u5199\u540e\u8f93\u51fa\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<pre><code class=\"prism language-java\">\u5f53\u7136\uff0c\u4e3a\u4e86\u786e\u4fddquickSort\u65b9\u6cd5\u53ef\u4ee5\u76f4\u63a5\u63d0\u4f9b\u7ed9\u5916\u90e8\u8c03\u7528\u8fdb\u884c\u6392\u5e8f\u64cd\u4f5c\uff0c\u5e76\u4e14\u4fdd\u6301\u5feb\u901f\u6392\u5e8f\u7684\u9012\u5f52\u7279\u6027\uff0c\u6211\u4eec\u53ef\u4ee5\u4fee\u6539\u8be5\u65b9\u6cd5\uff0c\u4f7f\u5176\u63a5\u53d7\u6574\u4e2a\u6570\u7ec4\u4f5c\u4e3a\u53c2\u6570\uff0c\u5e76\u5728\u5185\u90e8\u5904\u7406\u6570\u7ec4\u7684\u6392\u5e8f\u903b\u8f91\u3002\u4e0d\u8fc7\uff0c\u7531\u4e8e<span class=\"token class-name\">Java<\/span>\u4e2d\u7684\u6570\u7ec4\u662f\u5f15\u7528\u7c7b\u578b\uff0c\u76f4\u63a5\u5728\u65b9\u6cd5\u5185\u90e8\u4fee\u6539\u6570\u7ec4\u4f1a\u5f71\u54cd\u5230\u5916\u90e8\u4f20\u5165\u7684\u6570\u7ec4\uff0c\u56e0\u6b64\u5b9e\u9645\u4e0a\u6211\u4eec\u4e0d\u9700\u8981\u8fd4\u56de\u6570\u7ec4\uff0c\u800c\u662f\u76f4\u63a5\u4fee\u6539\u4f20\u5165\u7684\u6570\u7ec4\u3002\u4f46\u4e3a\u4e86\u7b26\u5408\u67d0\u4e9b\u7f16\u7a0b\u4e60\u60ef\u6216<span class=\"token constant\">API<\/span>\u8bbe\u8ba1\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba9\u65b9\u6cd5\u8fd4\u56de\u6392\u5e8f\u540e\u7684\u6570\u7ec4\uff08\u5c3d\u7ba1\u5b83\u662f\u539f\u59cb\u6570\u7ec4\u7684\u5f15\u7528\uff09\u3002\n\n\u4ee5\u4e0b\u662f\u4fee\u6539\u540e\u7684quickSort\u65b9\u6cd5\uff0c\u5b83\u53ef\u4ee5\u76f4\u63a5\u88ab\u5916\u90e8\u8c03\u7528\uff0c\u5e76\u4e14\u4f1a\u5c31\u5730\uff08in<span class=\"token operator\">-<\/span>place\uff09\u4fee\u6539\u4f20\u5165\u7684\u6570\u7ec4\uff1a\n\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">QuickSort<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n\n    <span class=\"token comment\">\/**\n     * \u5feb\u901f\u6392\u5e8f\u65b9\u6cd5\uff0c\u76f4\u63a5\u63d0\u4f9b\u7ed9\u5916\u90e8\u8c03\u7528\u8fdb\u884c\u6392\u5e8f\u64cd\u4f5c\u3002\n     * \u6ce8\u610f\uff1a\u6b64\u65b9\u6cd5\u4f1a\u5c31\u5730\u4fee\u6539\u4f20\u5165\u7684\u6570\u7ec4\u3002\n     *\n     * @param array \u5f85\u6392\u5e8f\u7684\u6574\u6570\u6570\u7ec4\n     * @return \u6392\u5e8f\u540e\u7684\u6570\u7ec4\uff08\u5b9e\u9645\u4e0a\u662f\u4f20\u5165\u6570\u7ec4\u7684\u5f15\u7528\uff09\n     *\/<\/span>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token function\">quickSort<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> array<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>array <span class=\"token operator\">==<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">||<\/span> array<span class=\"token punctuation\">.<\/span>length <span class=\"token operator\">&lt;=<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n            <span class=\"token comment\">\/\/ \u5982\u679c\u6570\u7ec4\u4e3a\u7a7a\u6216\u53ea\u6709\u4e00\u4e2a\u5143\u7d20\uff0c\u5219\u65e0\u9700\u6392\u5e8f<\/span>\n            <span class=\"token keyword\">return<\/span> array<span class=\"token punctuation\">;<\/span>\n        <span class=\"token punctuation\">}<\/span>\n        \n        <span class=\"token comment\">\/\/ \u8c03\u7528\u8f85\u52a9\u7684quickSortHelper\u65b9\u6cd5\u6765\u5b9e\u9645\u6267\u884c\u6392\u5e8f<\/span>\n        <span class=\"token function\">quickSortHelper<\/span><span class=\"token punctuation\">(<\/span>array<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> array<span class=\"token punctuation\">.<\/span>length <span class=\"token operator\">-<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\n        \n        <span class=\"token comment\">\/\/ \u8fd4\u56de\u6392\u5e8f\u540e\u7684\u6570\u7ec4\uff08\u5b9e\u9645\u4e0a\u662f\u4f20\u5165\u6570\u7ec4\u7684\u5f15\u7528\uff09<\/span>\n        <span class=\"token keyword\">return<\/span> array<span class=\"token punctuation\">;<\/span>\n    <span class=\"token punctuation\">}<\/span>\n\n    <span class=\"token comment\">\/**\n     * \u5feb\u901f\u6392\u5e8f\u7684\u8f85\u52a9\u65b9\u6cd5\uff0c\u7528\u4e8e\u9012\u5f52\u6392\u5e8f\u3002\n     *\n     * @param array \u5f85\u6392\u5e8f\u7684\u6570\u7ec4\n     * @param low   \u6392\u5e8f\u533a\u95f4\u7684\u8d77\u59cb\u7d22\u5f15\n     * @param high  \u6392\u5e8f\u533a\u95f4\u7684\u7ed3\u675f\u7d22\u5f15\n     *\/<\/span>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">quickSortHelper<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> array<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> low<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> high<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>low <span class=\"token operator\">&lt;<\/span> high<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n            <span class=\"token comment\">\/\/ \u5206\u533a\u64cd\u4f5c\uff0c\u83b7\u53d6\u5206\u533a\u70b9\u7684\u7d22\u5f15<\/span>\n            <span class=\"token keyword\">int<\/span> pivotIndex <span class=\"token operator\">=<\/span> <span class=\"token function\">partition<\/span><span class=\"token punctuation\">(<\/span>array<span class=\"token punctuation\">,<\/span> low<span class=\"token punctuation\">,<\/span> high<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\n\n            <span class=\"token comment\">\/\/ \u9012\u5f52\u5730\u5bf9\u5206\u533a\u70b9\u5de6\u4fa7\u7684\u5b50\u6570\u7ec4\u8fdb\u884c\u5feb\u901f\u6392\u5e8f<\/span>\n            <span class=\"token function\">quickSortHelper<\/span><span class=\"token punctuation\">(<\/span>array<span class=\"token punctuation\">,<\/span> low<span class=\"token punctuation\">,<\/span> pivotIndex <span class=\"token operator\">-<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\n\n            <span class=\"token comment\">\/\/ \u9012\u5f52\u5730\u5bf9\u5206\u533a\u70b9\u53f3\u4fa7\u7684\u5b50\u6570\u7ec4\u8fdb\u884c\u5feb\u901f\u6392\u5e8f<\/span>\n            <span class=\"token function\">quickSortHelper<\/span><span class=\"token punctuation\">(<\/span>array<span class=\"token punctuation\">,<\/span> pivotIndex <span class=\"token operator\">+<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> high<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\n        <span class=\"token punctuation\">}<\/span>\n    <span class=\"token punctuation\">}<\/span>\n\n    <span class=\"token comment\">\/**\n     * \u5206\u533a\u64cd\u4f5c\uff0c\u7528\u4e8e\u5feb\u901f\u6392\u5e8f\u3002\n     *\n     * @param array \u5f85\u6392\u5e8f\u7684\u6570\u7ec4\n     * @param low   \u6392\u5e8f\u533a\u95f4\u7684\u8d77\u59cb\u7d22\u5f15\n     * @param high  \u6392\u5e8f\u533a\u95f4\u7684\u7ed3\u675f\u7d22\u5f15\n     * @return \u5206\u533a\u70b9\u7684\u7d22\u5f15\n     *\/<\/span>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">int<\/span> <span class=\"token function\">partition<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> array<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> low<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> high<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n        <span class=\"token comment\">\/\/ \u9009\u62e9\u6700\u53f3\u4fa7\u7684\u5143\u7d20\u4f5c\u4e3a\u57fa\u51c6\u70b9<\/span>\n        <span class=\"token keyword\">int<\/span> pivot <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">[<\/span>high<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\n        <span class=\"token keyword\">int<\/span> i <span class=\"token operator\">=<\/span> low <span class=\"token operator\">-<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ \u5c0f\u4e8e\u57fa\u51c6\u70b9\u7684\u5143\u7d20\u7d22\u5f15<\/span>\n\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token keyword\">int<\/span> j <span class=\"token operator\">=<\/span> low<span class=\"token punctuation\">;<\/span> j <span class=\"token operator\">&lt;<\/span> high<span class=\"token punctuation\">;<\/span> j<span class=\"token operator\">++<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n            <span class=\"token comment\">\/\/ \u5982\u679c\u5f53\u524d\u5143\u7d20\u5c0f\u4e8e\u6216\u7b49\u4e8e\u57fa\u51c6\u70b9<\/span>\n            <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>array<span class=\"token punctuation\">[<\/span>j<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;=<\/span> pivot<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n                i<span class=\"token operator\">++<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ \u6269\u5927\u5c0f\u4e8e\u57fa\u51c6\u70b9\u7684\u533a\u57df<\/span>\n\n                <span class=\"token comment\">\/\/ \u4ea4\u6362\u5143\u7d20<\/span>\n                <span class=\"token keyword\">int<\/span> temp <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\n                array<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">[<\/span>j<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\n                array<span class=\"token punctuation\">[<\/span>j<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> temp<span class=\"token punctuation\">;<\/span>\n            <span class=\"token punctuation\">}<\/span>\n        <span class=\"token punctuation\">}<\/span>\n\n        <span class=\"token comment\">\/\/ \u5c06\u57fa\u51c6\u70b9\u653e\u5230\u6b63\u786e\u7684\u4f4d\u7f6e<\/span>\n        <span class=\"token keyword\">int<\/span> temp <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">+<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\n        array<span class=\"token punctuation\">[<\/span>i <span class=\"token operator\">+<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">[<\/span>high<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\n        array<span class=\"token punctuation\">[<\/span>high<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> temp<span class=\"token punctuation\">;<\/span>\n\n        <span class=\"token comment\">\/\/ \u8fd4\u56de\u57fa\u51c6\u70b9\u7684\u7d22\u5f15<\/span>\n        <span class=\"token keyword\">return<\/span> i <span class=\"token operator\">+<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">;<\/span>\n    <span class=\"token punctuation\">}<\/span>\n\n    <span class=\"token comment\">\/\/ \u53ef\u4ee5\u6dfb\u52a0\u4e00\u4e2amain\u65b9\u6cd5\u6765\u6d4b\u8bd5quickSort\u65b9\u6cd5<\/span>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> args<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n        <span class=\"token class-name\">QuickSort<\/span> sorter <span class=\"token operator\">=<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">QuickSort<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\n        <span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> array <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">{<!-- --><\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">7<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">9<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span>\n        <span class=\"token keyword\">int<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span> sortedArray <span class=\"token operator\">=<\/span> sorter<span class=\"token punctuation\">.<\/span><span class=\"token function\">quickSort<\/span><span class=\"token punctuation\">(<\/span>array<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token keyword\">int<\/span> num <span class=\"token operator\">:<\/span> sortedArray<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<!-- --><\/span>\n            <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span>out<span class=\"token punctuation\">.<\/span><span class=\"token function\">print<\/span><span class=\"token punctuation\">(<\/span>num <span class=\"token operator\">+<\/span> <span class=\"token string\">\" \"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\n        <span class=\"token punctuation\">}<\/span>\n    <span class=\"token punctuation\">}<\/span>\n<span class=\"token punctuation\">}<\/span>\n\u5728\u8fd9\u4e2a\u5b9e\u73b0\u4e2d\uff0cquickSort\u65b9\u6cd5\u662f\u516c\u5f00\u7684\uff0c\u53ef\u4ee5\u76f4\u63a5\u88ab\u5916\u90e8\u8c03\u7528\u3002\u5b83\u9996\u5148\u68c0\u67e5\u6570\u7ec4\u662f\u5426\u4e3a\u7a7a\u6216\u53ea\u6709\u4e00\u4e2a\u5143\u7d20\uff0c\u7136\u540e\u8c03\u7528quickSortHelper\u65b9\u6cd5\u6765\u6267\u884c\u5b9e\u9645\u7684\u6392\u5e8f\u903b\u8f91\u3002quickSortHelper\u662f\u4e00\u4e2a\u79c1\u6709\u65b9\u6cd5\uff0c\u7528\u4e8e\u9012\u5f52\u5730\u5bf9\u6570\u7ec4\u7684\u4e0d\u540c\u90e8\u5206\u8fdb\u884c\u6392\u5e8f\u3002partition\u65b9\u6cd5\u7528\u4e8e\u6267\u884c\u5206\u533a\u64cd\u4f5c\uff0c\u5b83\u662f\u5feb\u901f\u6392\u5e8f\u7b97\u6cd5\u7684\u6838\u5fc3\u90e8\u5206\u3002\u6700\u540e\uff0cmain\u65b9\u6cd5\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6d4b\u8bd5quickSort\u65b9\u6cd5\u7684\u793a\u4f8b\u3002\n<\/code><\/pre>\n<h3>\n   <a id=\"3_180\"><br \/>\n   <\/a><br \/>\n   3\u3001\u4ee3\u7801\u4f18\u5316<br \/>\n  <\/h3>\n<p>\n   \u7075\u529eAI\u7684\u4ee3\u7801\u4f18\u5316\u529f\u80fd\uff0c\u80fd\u591f\u5bf9\u9879\u76ee\u4e2d\u7684\u4ee3\u7801\u8fdb\u884c\u6df1\u5ea6\u5206\u6790\uff0c\u8bc6\u522b\u51fa\u6f5c\u5728\u7684BUG\u548c\u6027\u80fd\u74f6\u9888\uff0c\u63d0\u51fa\u4f18\u5316\u5efa\u8bae\u3002\u5b83\u5e2e\u52a9\u5f00\u53d1\u8005\u63d0\u5347\u4ee3\u7801\u8d28\u91cf\uff0c\u4f18\u5316\u7a0b\u5e8f\u6027\u80fd\uff0c\u786e\u4fdd\u8f6f\u4ef6\u7684\u5065\u58ee\u6027\u548c\u53ef\u9760\u6027\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    \u4ee3\u7801\u63d0\u793a\u8bcd\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<pre><code class=\"prism language-python\">\u8bf7\u4f18\u5316\u4e0b\u9762\u4ee3\u7801\uff1a\n<span class=\"token builtin\">file<\/span> <span class=\"token operator\">=<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">'file.txt'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'r'<\/span><span class=\"token punctuation\">)<\/span>\ncontent <span class=\"token operator\">=<\/span> <span class=\"token builtin\">file<\/span><span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token builtin\">file<\/span><span class=\"token punctuation\">.<\/span>close<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<p>\n   <strong><br \/>\n    AI\u52a9\u624b\u4f18\u5316\u540e\u8f93\u51fa\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<pre><code class=\"prism language-python\">\u4f18\u5316\u8fd9\u6bb5\u4ee3\u7801\uff0c\u4e3b\u8981\u53ef\u4ee5\u4ece\u51e0\u4e2a\u65b9\u9762\u8003\u8651\uff1a\u4f7f\u7528<span class=\"token keyword\">with<\/span>\u8bed\u53e5\u6765\u81ea\u52a8\u7ba1\u7406\u6587\u4ef6\u8d44\u6e90\uff0c\u4ee5\u53ca\u8003\u8651\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u5065\u58ee\u6027\u3002\u4e0b\u9762\u662f\u4f18\u5316\u540e\u7684\u4ee3\u7801\uff1a\n<span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">'file.txt'<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">'r'<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> <span class=\"token builtin\">file<\/span><span class=\"token punctuation\">:<\/span>\n        content <span class=\"token operator\">=<\/span> <span class=\"token builtin\">file<\/span><span class=\"token punctuation\">.<\/span>read<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">except<\/span> FileNotFoundError<span class=\"token punctuation\">:<\/span>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u6587\u4ef6\u672a\u627e\u5230\uff0c\u8bf7\u68c0\u67e5\u6587\u4ef6\u540d\u548c\u8def\u5f84\u662f\u5426\u6b63\u786e\u3002\"<\/span><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\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f\"\u8bfb\u53d6\u6587\u4ef6\u65f6\u53d1\u751f\u9519\u8bef\uff1a<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<!-- --><\/span>e<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\"<\/span><\/span><span class=\"token punctuation\">)<\/span>\n    \n\u4f18\u5316\u70b9\u8bf4\u660e\uff1a\n\n\t<span class=\"token number\">1.<\/span>\u4f7f\u7528<span class=\"token keyword\">with<\/span>\u8bed\u53e5\uff1a\n\t<span class=\"token keyword\">with<\/span>\u8bed\u53e5\u4f1a\u5728\u4ee3\u7801\u5757\u6267\u884c\u5b8c\u6bd5\u540e\u81ea\u52a8\u8c03\u7528\u6587\u4ef6\u7684close<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\u65b9\u6cd5\uff0c\u5373\u4f7f\u5728\u8bfb\u53d6\u6587\u4ef6\u65f6\u53d1\u751f\u5f02\u5e38\u4e5f\u80fd\u786e\u4fdd\u6587\u4ef6\u88ab\u6b63\u786e\u5173\u95ed\u3002\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u6587\u4ef6\u6cc4\u9732\uff0c\u63d0\u9ad8\u7a0b\u5e8f\u7684\u5065\u58ee\u6027\u3002\n\n\t<span class=\"token number\">2.<\/span>\u5f02\u5e38\u5904\u7406\uff1a\n\t\u6dfb\u52a0\u4e86<span class=\"token keyword\">try<\/span><span class=\"token operator\">-<\/span><span class=\"token keyword\">except<\/span>\u5757\u6765\u5904\u7406\u53ef\u80fd\u53d1\u751f\u7684\u5f02\u5e38\u3002\n\tFileNotFoundError\u7528\u4e8e\u6355\u83b7\u6587\u4ef6\u4e0d\u5b58\u5728\u7684\u60c5\u51b5\uff0c\u8fd9\u662f\u4e00\u4e2a\u66f4\u5177\u4f53\u7684\u5f02\u5e38\uff0c\u6bd4\u6355\u83b7\u4e00\u822c\u7684Exception\u66f4\u5408\u9002\u3002\n\t\u6355\u83b7Exception\u4f5c\u4e3a\u540e\u5907\uff0c\u4ee5\u9632\u5176\u4ed6\u672a\u9884\u6599\u7684\u9519\u8bef\u53d1\u751f\u3002\n\n<span class=\"token number\">3.<\/span>\u9519\u8bef\u63d0\u793a\uff1a\n\t\u5f53\u6587\u4ef6\u4e0d\u5b58\u5728\u6216\u8bfb\u53d6\u6587\u4ef6\u65f6\u53d1\u751f\u5176\u4ed6\u9519\u8bef\u65f6\uff0c\u7a0b\u5e8f\u4f1a\u6253\u5370\u51fa\u53cb\u597d\u7684\u9519\u8bef\u63d0\u793a\uff0c\u5e2e\u52a9\u7528\u6237\u4e86\u89e3\u95ee\u9898\u6240\u5728\u3002\n\n<span class=\"token number\">4.<\/span>\u4ee3\u7801\u6e05\u6670\u6027\uff1a\n\t\u901a\u8fc7\u4f7f\u7528<span class=\"token keyword\">with<\/span>\u8bed\u53e5\u548c\u5f02\u5e38\u5904\u7406\uff0c\u4ee3\u7801\u53d8\u5f97\u66f4\u52a0\u6e05\u6670\u548c\u6613\u4e8e\u7ef4\u62a4\u3002\n\n\u8fd9\u79cd\u4f18\u5316\u65b9\u5f0f\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u5065\u58ee\u6027\uff0c\u8fd8\u589e\u52a0\u4e86\u5176\u53ef\u8bfb\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002\n<\/code><\/pre>\n<h2>\n   <a id=\"_221\"><br \/>\n   <\/a><br \/>\n   \u4e09\u3001\u63d2\u4ef6\u7aef\u5bf9\u8bdd\u529f\u80fd\uff1a\u667a\u80fd\u4ea4\u4e92\uff0c\u6d41\u7545\u4f53\u9a8c<br \/>\n  <\/h2>\n<p>\n   <a href=\"https:\/\/ilingban.com\/browser_extension\/?from=xdaixb\" rel=\"nofollow\"><br \/>\n    \u7075\u529eAI<br \/>\n   <\/a><br \/>\n   \u7684\u63d2\u4ef6\u7aef\u5bf9\u8bdd\u529f\u80fd\uff0c\u80fd\u591f\u5b9e\u65f6\u5728\u7ebf\u4e0e\u7528\u6237\u4e92\u52a8\uff0c\u89e3\u7b54\u95ee\u9898\uff0c\u63d0\u4f9b\u521b\u610f\u6587\u6848\u7075\u611f\u3002<br \/>\n   <font color=\"red\"><br \/>\n    \u5b83\u7684\u8868\u73b0\u582a\u6bd4\u672c\u5730\u5316\u7684ChatGPT\uff0c\u6027\u80fd\u4e0eGPT3.5\u76f8\u5ab2\u7f8e\uff0c\u4f46\u901f\u5ea6\u66f4\u5feb\uff0c\u65e0\u9700\u7ffb\u5899\u5373\u53ef\u4f7f\u7528<br \/>\n   <\/font><br \/>\n   \u3002\u65e0\u8bba\u662f\u63a2\u8ba8\u201c\u65b0\u6570\u5b57\u5a92\u4f53\u7b80\u4ecb\u201d\uff0c\u8fd8\u662f\u65e5\u5e38\u7684\u95ee\u7b54\uff0c\u7075\u529eAI\u90fd\u80fd\u63d0\u4f9b\u6e05\u6670\u3001\u51c6\u786e\u7684\u56de\u7b54\u3002\n  <\/p>\n<p>\n   \u7075\u529eAI\u7684\u63d2\u4ef6\u7248<br \/>\n   <strong><br \/>\n    \u652f\u6301Chrome\u3001Edge\u3001360\u7b49\u591a\u79cd\u6d4f\u89c8\u5668<br \/>\n   <\/strong><br \/>\n   \uff0c\u7528\u6237\u53ea\u9700\u4e00\u952e\u5373\u53ef\u8f7b\u677e\u6269\u5c55\u8c03\u7528\uff0c\u4eab\u53d7\u5373\u63d2\u5373\u7528\u7684\u4fbf\u5229\u3002\n  <\/p>\n<p>\n   \u5b89\u88c5\u63d2\u4ef6\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u4ece\u6d4f\u89c8\u5668\u7684\u4fa7\u8fb9\u56fe\u6807\u4e2d\u8c03\u5ea6\u51fa\u7075\u529eAI\uff0c\u8fdb\u884c\u5373\u65f6\u7684\u5bf9\u8bdd\u548c\u54a8\u8be2\uff0c\u65e0\u8bba\u662f\u5728\u7f51\u9875\u6d4f\u89c8\u3001\u6587\u6863\u7f16\u8f91\u8fd8\u662f\u5728\u7ebf\u7814\u7a76\u65f6\uff0c\u90fd\u80fd\u83b7\u5f97\u5b83\u667a\u80fd\u800c\u8d34\u5fc3\u7684\u8f85\u52a9\u3002<br \/>\n   \n  <\/p>\n<h2>\n   <a id=\"_231\"><br \/>\n   <\/a><br \/>\n   \u56db\u3001\u7ffb\u8bd1\u529f\u80fd\uff1a\u4e00\u952e\u7ffb\u8bd1\uff0c\u9ad8\u6548\u51c6\u786e<br \/>\n  <\/h2>\n<p>\n   <a href=\"https:\/\/ilingban.com\/browser_extension\/?from=xdaixb\" rel=\"nofollow\"><br \/>\n    \u7075\u529eAI<br \/>\n   <\/a><br \/>\n   \u7684\u7ffb\u8bd1\u529f\u80fd\u662f\u5176\u63d2\u4ef6\u7aef\u7684\u4e00\u5927\u4eae\u70b9\u3002\u65e0\u8bba\u662f\u9605\u8bfb\u5916\u6587\u7f51\u7ad9\u3001\u6d4f\u89c8\u5916\u520a\uff0c\u8fd8\u662f\u5904\u7406\u5916\u6587\u6587\u6863\uff0c\u7075\u529eAI\u90fd\u80fd<br \/>\n   <font color=\"red\"><br \/>\n    \u4e00\u952e\u5b9e\u73b0\u51c6\u786e\u7ffb\u8bd1<br \/>\n   <\/font><br \/>\n   \u3002\u5176\u7ffb\u8bd1\u5f15\u64ce\u7531\u4f18\u8d28\u5927\u6a21\u578b\u63d0\u4f9b\u652f\u6301\uff0c\u786e\u4fdd\u4e86\u7ffb\u8bd1\u7684\u51c6\u786e\u6027\u548c\u5730\u9053\u6027\u3002\u6b64\u5916\uff0c<br \/>\n   <font color=\"red\"><br \/>\n    \u7528\u6237\u8fd8\u53ef\u4ee5\u901a\u8fc7\u9009\u4e2d\u7279\u5b9a\u6587\u672c\uff0c\u89e6\u53d1\u7075\u529e\u7684\u7ffb\u8bd1\u529f\u80fd\uff0c\u5b9e\u73b0\u5373\u65f6\u7ffb\u8bd1\u548c\u603b\u7ed3<br \/>\n   <\/font><br \/>\n   \u3002\n  <\/p>\n<h3>\n   <a id=\"1_235\"><br \/>\n   <\/a><br \/>\n   1\u3001\u4e00\u952e\u7ffb\u8bd1\u5212\u4e2d\u5185\u5bb9<br \/>\n  <\/h3>\n<p>\n   \u5728\u6d4f\u89c8\u6587\u7ae0\u65f6\uff0c\u6211\u53ea\u9700\u5212\u4e2d\u9700\u8981\u7ffb\u8bd1\u7684\u6587\u672c\u4fbf\u53ef\u89e6\u53d1\u7075\u529e\u7684\u7ffb\u8bd1\u529f\u80fd\uff0c\u53ef\u4ee5\u5bf9\u5212\u4e2d\u5185\u5bb9\u8fdb\u884c\u7ffb\u8bd1\uff0c\u5b9e\u73b0\u4e2d\u82f1\u6587\u5bf9\u7167\uff0c\u5f7b\u5e95\u89e3\u51b3\u5916\u8bed\u9605\u8bfb\u7684\u969c\u788d\u3002<br \/>\n   \n  <\/p>\n<h3>\n   <a id=\"2_239\"><br \/>\n   <\/a><br \/>\n   2\u3001\u4e00\u952e\u7ffb\u8bd1\u7f51\u9875<br \/>\n  <\/h3>\n<p>\n   \u5b83\u7684\u7ffb\u8bd1\u529f\u80fd\u5341\u5206\u9ad8\u6548\u4fbf\u6377\u3002\u6bcf\u5f53\u6211\u9605\u8bfb\u5404\u7c7b\u5916\u520a\u6216\u8005\u6d4f\u89c8\u6ee1\u662f\u5927\u6bb5\u82f1\u8bed\u7684\u7f51\u7ad9\u65f6\uff0c\u4ec5\u9700\u8f7b\u8f7b\u70b9\u51fb\u63d2\u4ef6\uff0c\u5c31\u80fd\u4e00\u952e\u7ffb\u8bd1\u7f51\u9875\uff0c\u4e0d\u4ec5\u6781\u5927\u5730\u8282\u7701\u4e86\u6211\u7684\u65f6\u95f4\uff0c\u8fd8\u663e\u8457\u63d0\u9ad8\u4e86\u6211\u7684\u5de5\u4f5c\u6548\u7387\uff01<br \/>\n   \n  <\/p>\n<h3>\n   <a id=\"3_243\"><br \/>\n   <\/a><br \/>\n   3\u3001\u4e00\u952e\u7ffb\u8bd1\u6587\u6863\u5185\u5bb9<br \/>\n  <\/h3>\n<p>\n   \u5bf9\u4e8e\u957f\u6587\u672c\u6587\u4ef6\uff0c\u7075\u529eAI\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7b80\u5355\u5feb\u6377\u7684\u7ffb\u8bd1\u89e3\u51b3\u65b9\u6848\u3002\u7528\u6237\u53ea\u9700\u4e0a\u4f20\u6587\u6863\uff0c\u7a0d\u4f5c\u7b49\u5f85\uff0c\u4fbf\u80fd\u4e0b\u8f7d\u5230\u7ffb\u8bd1\u540e\u7684\u6587\u6863\u3002\u8fd9\u4e00\u6d41\u7a0b\u4e0d\u4ec5\u7b80\u5316\u4e86\u7ffb\u8bd1\u5de5\u4f5c\uff0c\u66f4\u786e\u4fdd\u4e86\u7ffb\u8bd1\u7684\u8d28\u91cf\u548c\u6548\u7387\u3002\n  <\/p>\n<h2>\n   <a id=\"_246\"><br \/>\n   <\/a><br \/>\n   \u4e94\u3001\u5168\u573a\u666f\u5e94\u7528\uff1a\u6587\u6863\u5199\u4f5c\u3001\u804a\u5929\u3001\u90ae\u4ef6<br \/>\n  <\/h2>\n<p>\n   \u7075\u529eAI\u7684\u5e94\u7528\u573a\u666f\u6781\u4e3a\u5e7f\u6cdb\uff0c\u65e0\u8bba\u662f\u6587<br \/>\n   <font color=\"red\"><br \/>\n    \u6863\u5199\u4f5c\u3001\u5fae\u4fe1\u804a\u5929\u8fd8\u662f\u64b0\u5199\u90ae\u4ef6<br \/>\n   <\/font><br \/>\n   \uff0c\u90fd\u80fd\u968f\u65f6\u63d0\u4f9b\u534f\u52a9\u3002\u5de5\u4f5c\u6c47\u62a5\u601d\u8def\u4e2d\u65ad\u65f6\uff0c\u7075\u529eAI\u80fd\u8fc5\u901f\u63d0\u4f9b\u65b0\u7684\u601d\u8def\u548c\u5185\u5bb9\uff1b\u804a\u5929\u65f6\uff0c\u7075\u529eAI\u80fd\u5e2e\u52a9\u7ec4\u7ec7\u66f4\u6070\u5f53\u7684\u8bed\u8a00\uff1b\u5199\u90ae\u4ef6\u65f6\uff0c\u4e0d\u6ee1\u610f\u7684\u90e8\u5206\u53ef\u4ee5\u501f\u52a9\u7075\u529eAI\u7684\u529b\u91cf\u5feb\u901f\u6539\u5199\u3002<br \/>\n   \n  <\/p>\n<h2>\n   <a id=\"_250\"><br \/>\n   <\/a><br \/>\n   \u516d\u3001\u5b89\u88c5\u7b80\u4fbf\uff0c\u4e91\u7aef\u4fe1\u606f\u4e92\u901a<br \/>\n  <\/h2>\n<p>\n   \u7075\u529eAI\u652f\u6301<br \/>\n   <font color=\"red\"><br \/>\n    \u7f51\u9875\u7248\u3001\u63d2\u4ef6\u7248\u4ee5\u53ca\u5c0f\u7a0b\u5e8f\u7248<br \/>\n   <\/font><br \/>\n   \uff0c\u5b89\u88c5\u8fc7\u7a0b\u7b80\u4fbf\u5feb\u6377\uff0c\u4e91\u7aef\u4fe1\u606f\u4e92\u901a\uff0c\u907f\u514d\u4e86\u7e41\u7410\u7684\u6b65\u9aa4\u548c\u95ee\u9898\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u548c\u4f7f\u7528\u4e60\u60ef\uff0c\u9009\u62e9\u6700\u5408\u9002\u7684\u4f7f\u7528\u65b9\u5f0f\u3002\n  <\/p>\n<h3>\n   <a id=\"1font_colorredfont_253\"><br \/>\n   <\/a><br \/>\n   1\u3001\u63d2\u4ef6\u7248\uff08<br \/>\n   <font color=\"red\"><br \/>\n    \u63a8\u8350<br \/>\n   <\/font><br \/>\n   \uff09<br \/>\n  <\/h3>\n<p>\n   \u4e13\u4e3a\u6d4f\u89c8\u5668\u8bbe\u8ba1\uff0c\u7075\u529eAI\u63d2\u4ef6\u7248\u80fd\u591f\u4e0e\u60a8\u7684\u7f51\u7edc\u6d4f\u89c8\u4f53\u9a8c\u65e0\u7f1d\u878d\u5408\u3002\u5b83\u4e0d\u4ec5\u8282\u7701\u4e86\u684c\u9762\u7a7a\u95f4\uff0c\u800c\u4e14\u63d0\u4f9b\u4e86\u5373\u63d2\u5373\u7528\u7684\u4fbf\u5229\u6027\u3002\u65e0\u8bba\u662f\u5728\u64b0\u5199\u6587\u6863\u3001\u6d4f\u89c8\u7f51\u9875\u8fd8\u662f\u8fdb\u884c\u5728\u7ebf\u7814\u7a76\uff0c\u63d2\u4ef6\u7248\u90fd\u80fd\u63d0\u4f9b\u5373\u65f6\u7684\u667a\u80fd\u8f85\u52a9\uff0c\u8ba9\u60a8\u7684\u5de5\u4f5c\u548c\u5b66\u4e60\u66f4\u52a0\u9ad8\u6548\u3002<br \/>\n   \n  <\/p>\n<h3>\n   <a id=\"2_257\"><br \/>\n   <\/a><br \/>\n   2\u3001\u6d4f\u89c8\u5668\u7248<br \/>\n  <\/h3>\n<p>\n   \u901a\u8fc7\u7f51\u9875\u7248\uff0c\u60a8\u53ef\u4ee5\u968f\u65f6\u968f\u5730\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95ee\u7075\u529eAI\u7684\u5f3a\u5927\u529f\u80fd\u3002\u5b83\u4e0d\u53d7\u8bbe\u5907\u9650\u5236\uff0c\u65e0\u8bba\u662f\u5728\u5bb6\u4e2d\u7684\u4e2a\u4eba\u7535\u8111\u3001\u529e\u516c\u5ba4\u7684\u7b14\u8bb0\u672c\u7535\u8111\u8fd8\u662f\u65c5\u9014\u4e2d\u7684\u5e73\u677f\u7535\u8111\uff0c\u53ea\u9700\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u5373\u53ef\u4eab\u53d7\u7075\u529eAI\u5e26\u6765\u7684\u667a\u80fd\u670d\u52a1\u3002<br \/>\n   \n  <\/p>\n<h3>\n   <a id=\"3_261\"><br \/>\n   <\/a><br \/>\n   3\u3001\u5c0f\u7a0b\u5e8f\u7248<br \/>\n  <\/h3>\n<p>\n   \u7075\u529eAI\u7684\u5c0f\u7a0b\u5e8f\u7248\u5219\u662f\u4e3a\u79fb\u52a8\u8bbe\u5907\u7528\u6237\u91cf\u8eab\u5b9a\u5236\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u8f7b\u5de7\u3001\u5feb\u901f\uff0c\u80fd\u591f\u5728\u60a8\u7684\u667a\u80fd\u624b\u673a\u6216\u5e73\u677f\u7535\u8111\u4e0a\u63d0\u4f9b\u540c\u6837\u51fa\u8272\u7684\u4f53\u9a8c\u3002\u65e0\u8bba\u662f\u5728\u901a\u52e4\u8def\u4e0a\u3001\u5496\u5561\u9986\u91cc\u8fd8\u662f\u4efb\u4f55\u5730\u65b9\uff0c\u5c0f\u7a0b\u5e8f\u7248\u90fd\u80fd\u8ba9\u60a8\u8f7b\u677e\u8bbf\u95eeAI\u52a9\u624b\uff0c\u6ee1\u8db3\u60a8\u7684\u5373\u65f6\u9700\u6c42\u3002<br \/>\n   \n  <\/p>\n<h2>\n   <a id=\"_265\"><br \/>\n   <\/a><br \/>\n   \u4e03\u3001\u7528\u6237\u4f53\u9a8c\uff1a\u56fd\u4ea7\u5e94\u7528\u7684\u9a84\u50b2<br \/>\n  <\/h2>\n<p>\n   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https:\/\/ilingban.com\/browser_extension\/?from=xdaixb\n  <\/p>\n<hr\/>\n<p>\n   \ud83c\udfaf\ud83d\udd16\u66f4\u591a\u4e13\u680f\u7cfb\u5217\u6587\u7ae0\uff1a<br \/>\n   <a href=\"https:\/\/blog.csdn.net\/xiaobing259\/category_12692803.html?spm=1001.2014.3001.5482\"><br \/>\n    <strong><br \/>\n     AI\u5927\u6a21\u578b\u63d0\u793a\u5de5\u7a0b\u5b8c\u5168\u6307\u5357<br \/>\n    <\/strong><br \/>\n   <\/a><br \/>\n   \u3001<br \/>\n   <a href=\"https:\/\/blog.csdn.net\/xiaobing259\/category_12628007.html?spm=1001.2014.3001.5482\"><br \/>\n    <strong><br \/>\n     AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def\uff08\u96f6\u57fa\u7840\u5165\u95e8\uff09<br \/>\n    <\/strong><br \/>\n   <\/a><br \/>\n   \u3001<br \/>\n   <a href=\"https:\/\/blog.csdn.net\/xiaobing259\/category_12679044.html\"><br \/>\n    <strong><br \/>\n     AI\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u5fae\u8c03\u8fdb\u9636<br \/>\n    <\/strong><br \/>\n   <\/a><br \/>\n   \u3001<br \/>\n   <a href=\"https:\/\/blog.csdn.net\/xiaobing259\/category_12704928.html\"><br \/>\n    <strong><br \/>\n     AI\u5927\u6a21\u578b\u5f00\u6e90\u7cbe\u9009\u5b9e\u8df5<br \/>\n    <\/strong><br \/>\n   <\/a><br \/>\n   \u3001<br \/>\n   <a href=\"https:\/\/blog.csdn.net\/xiaobing259\/category_12712075.html\"><br \/>\n    <strong><br \/>\n     AI\u5927\u6a21\u578bRAG\u5e94\u7528\u63a2\u7d22\u5b9e\u8df5<br \/>\n    <\/strong><br \/>\n   <\/a><br \/>\n   \ud83d\udd25\ud83d\udd25\ud83d\udd25 \u5176\u4ed6\u4e13\u680f\u53ef\u4ee5\u67e5\u770b<br \/>\n   <a href=\"https:\/\/blog.csdn.net\/xiaobing259?spm=1000.2115.3001.5343\"><br \/>\n    <strong><br \/>\n     \u535a\u5ba2\u4e3b\u9875<br \/>\n    <\/strong><br \/>\n   <\/a><br \/>\n   \ud83d\udcd1\n  <\/p>\n<blockquote>\n<p>\n    \ud83d\ude0e<br \/>\n    <strong><br \/>\n     \u4f5c\u8005\u4ecb\u7ecd<br \/>\n    <\/strong><br \/>\n    \uff1a\u6211\u662f\u5bfb\u9053AI\u5c0f\u5175\uff0c\u8d44\u6df1\u7a0b\u5e8f\u8001\u733f\uff0c\u4ece\u4e1a10\u5e74+\u3001\u4e92\u8054\u7f51\u7cfb\u7edf\u67b6\u6784\u5e08\uff0c\u76ee\u524d\u4e13\u6ce8\u4e8eAIGC\u7684\u63a2\u7d22\u3002<br \/>\n    <br \/>\n    \ud83d\udcd6<br \/>\n    <strong><br \/>\n     \u6280\u672f\u4ea4\u6d41<br \/>\n    <\/strong><br \/>\n    \uff1a\u6b22\u8fce\u5173\u6ce8\u3010<br \/>\n    <strong><br \/>\n     \u5c0f\u5175\u7684AI\u89c6\u754c<br \/>\n    <\/strong><br \/>\n    \u3011\u516c\u4f17\u53f7\u6216\u626b\u63cf\u4e0b\u65b9\ud83d\udc47\u4e8c\u7ef4\u7801\uff0c\u52a0\u5165\u6280\u672f\u4ea4\u6d41\u7fa4\uff0c\u5f00\u542f\u7f16\u7a0b\u63a2\u7d22\u4e4b\u65c5\u3002<br \/>\n    <br \/>\n    \ud83d\udc98\u7cbe\u5fc3\u51c6\u5907\ud83d\udcda<br \/>\n    <strong><br \/>\n     500<br \/>\n    <\/strong><br \/>\n    \u672c\u7f16\u7a0b\u7ecf\u5178\u4e66\u7c4d\u3001\ud83d\udc8eAI\u4e13\u4e1a\u6559\u7a0b\uff0c\u4ee5\u53ca\u9ad8\u6548AI\u5de5\u5177\u3002\u7b49\u4f60\u52a0\u5165\uff0c\u4e0e\u6211\u4eec\u4e00\u540c\u6210\u957f\uff0c\u5171\u94f8\u8f89\u714c\u672a\u6765\u3002<br \/>\n    <br \/>\n    <strong><br \/>\n     \u5982\u679c\u6587\u7ae0\u5185\u5bb9\u5bf9\u60a8\u6709\u6240\u89e6\u52a8\uff0c\u522b\u5fd8\u4e86<br \/>\n     <font color=\"red\"><br \/>\n      <strong><br \/>\n       \u70b9\u8d5e\u3001\u2b50\u5173\u6ce8\uff0c\u6536\u85cf<br \/>\n      <\/strong><br \/>\n     <\/font><br \/>\n     \uff01\u52a0\u5165\u6211\uff0c\u8ba9\u6211\u4eec\u643a\u624b\u540c\u884cAI\u7684\u63a2\u7d22\u4e4b\u65c5\uff0c\u4e00\u8d77\u5f00\u542f\u667a\u80fd\u65f6\u4ee3\u7684\u5927\u95e8\uff01<br \/>\n    <\/strong>\n   <\/p>\n<\/blockquote><\/div>\n<link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/markdown_views-a5d25dd831.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/style-e504d6a974.css\" rel=\"stylesheet\"\/>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u5f55 \u5f15\u8a00 \u4e00\u3001\u7075\u529eAI\uff1a\u667a\u80fd\u5316\u7684\u529e\u516c\u4f19\u4f34 \u4e8c\u3001\u7f16\u7a0b\u80fd\u529b\uff1a\ud83d\udd25\u4ee3\u7801\u9605\u8bfb\uff0c\u5b66\u4e60\u52a9\u624b\ud83d\udd25 1\u3001\u4ee3\u7801\u89e3\u8bfb 2\u3001\u4ee3\u7801\u7eed\u5199  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":215,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-735","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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