{"id":82,"date":"2025-10-09T18:44:54","date_gmt":"2025-10-09T10:44:54","guid":{"rendered":"https:\/\/www.hanyuxin.cn\/?p=82"},"modified":"2025-10-09T18:44:54","modified_gmt":"2025-10-09T10:44:54","slug":"%e4%b8%83%e7%89%9b%e4%ba%91%ef%bc%9aai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%97%b6%e4%bb%a3%e7%9a%84%e4%ba%91%e5%ad%98%e5%82%a8%e6%96%b0%e5%bc%95%e6%93%8e%e4%b8%8e%e5%bc%80%e5%8f%91%e8%80%85%e8%b5%8b%e8%83%bd","status":"publish","type":"post","link":"https:\/\/www.hanyuxin.cn\/?p=82","title":{"rendered":"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0"},"content":{"rendered":"<h1>\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0<\/h1>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fc5\u731b\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5927\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u91cd\u5851\u5404\u884c\u5404\u4e1a\u3002\u4ece\u667a\u80fd\u5ba2\u670d\u5230\u5185\u5bb9\u751f\u6210\uff0c\u4ece\u4ee3\u7801\u8f85\u52a9\u5230\u79d1\u7814\u63a8\u7406\uff0cAI\u5927\u6a21\u578b\u5df2\u6210\u4e3a\u63a8\u52a8\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u3002\u7136\u800c\uff0c\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u90e8\u7f72\u4e0e\u5e94\u7528\u79bb\u4e0d\u5f00\u6d77\u91cf\u6570\u636e\u7684\u652f\u6491\uff0c\u800c\u6570\u636e\u7684\u5b58\u50a8\u3001\u7ba1\u7406\u4e0e\u9ad8\u6548\u8c03\u7528\uff0c\u5219\u6210\u4e3a\u6574\u4e2aAI\u751f\u6001\u94fe\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\uff0c<strong>\u4e03\u725b\u4e91<\/strong>\u51ed\u501f\u5176\u5728\u4e91\u5b58\u50a8\u4e0e\u6570\u636e\u7ba1\u7406\u9886\u57df\u7684\u6df1\u539a\u79ef\u7d2f\uff0c\u6b63\u9010\u6b65\u6f14\u53d8\u4e3aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u8005\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e2d\u56fd\u9886\u5148\u7684\u4e91\u670d\u52a1\u5382\u5546\uff0c\u4e03\u725b\u4e91\u81ea2011\u5e74\u6210\u7acb\u4ee5\u6765\uff0c\u59cb\u7ec8\u4e13\u6ce8\u4e8e\u5bf9\u8c61\u5b58\u50a8\u3001\u5185\u5bb9\u5206\u53d1\u3001\u6570\u636e\u5904\u7406\u4e0e\u667a\u80fd\u5206\u6790\u7b49\u6838\u5fc3\u80fd\u529b\u7684\u6784\u5efa\u3002\u5982\u4eca\uff0c\u9762\u5bf9AI\u6d6a\u6f6e\u7684\u5e2d\u5377\uff0c\u4e03\u725b\u4e91\u4e0d\u4ec5\u6ca1\u6709\u88ab\u8fb9\u7f18\u5316\uff0c\u53cd\u800c\u51ed\u501f\u5176\u5bf9\u6570\u636e\u751f\u547d\u5468\u671f\u7684\u6df1\u523b\u7406\u89e3\uff0c\u6210\u529f\u5207\u5165\u5927\u6a21\u578b\u4ea7\u4e1a\u94fe\uff0c\u4e3a\u5f00\u53d1\u8005\u3001\u4f01\u4e1a\u53ca\u79d1\u7814\u673a\u6784\u63d0\u4f9b\u4ece\u6570\u636e\u51c6\u5907\u5230\u6a21\u578b\u63a8\u7406\u7684\u5168\u94fe\u8def\u652f\u6301\u3002\u66f4\u4ee4\u4eba\u632f\u594b\u7684\u662f\uff0c\u4e03\u725b\u4e91\u8fd1\u671f\u63a8\u51fa\u4e86\u201c<a href=\"https:\/\/s.qiniu.com\/QJ7Bfq\">\u597d\u53cb\u9001\u4f601000\u4e07AI\u5927\u6a21\u578btoken<\/a>\u201d\u7684\u5f00\u53d1\u8005\u6fc0\u52b1\u8ba1\u5212\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86AI\u5e94\u7528\u7684\u95e8\u69db\uff0c\u52a9\u529b\u66f4\u591a\u521b\u65b0\u9879\u76ee\u843d\u5730\u3002<\/p>\n<p>\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u4e03\u725b\u4e91\u5982\u4f55\u5728AI\u5927\u6a21\u578b\u65f6\u4ee3\u91cd\u65b0\u5b9a\u4e49\u4e91\u5b58\u50a8\u7684\u4ef7\u503c\uff0c\u89e3\u6790\u5176\u6280\u672f\u67b6\u6784\u3001\u4ea7\u54c1\u751f\u6001\u4e0e\u884c\u4e1a\u5b9e\u8df5\uff0c\u5e76\u5c55\u671b\u5176\u5728\u672a\u6765AI\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u6218\u7565\u5b9a\u4f4d\u3002<\/p>\n<h2>\u4e00\u3001AI\u5927\u6a21\u578b\u7206\u53d1\uff1a\u6570\u636e\u6210\u4e3a\u65b0\u77f3\u6cb9<\/h2>\n<p>\u8fd1\u5e74\u6765\uff0c\u4ee5GPT\u3001LLaMA\u3001\u901a\u4e49\u5343\u95ee\u3001\u6587\u5fc3\u4e00\u8a00\u7b49\u4e3a\u4ee3\u8868\u7684\u5927\u6a21\u578b\u4e0d\u65ad\u5237\u65b0\u6280\u672f\u8fb9\u754c\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u62e5\u6709\u6570\u5341\u4ebf\u751a\u81f3\u4e0a\u5343\u4ebf\u53c2\u6570\uff0c\u8bad\u7ec3\u6240\u9700\u7684\u6570\u636e\u91cf\u52a8\u8f84\u8fbe\u5230TB\u4e43\u81f3PB\u7ea7\u522b\u3002\u4f8b\u5982\uff0cOpenAI\u7684GPT-3\u8bad\u7ec3\u6570\u636e\u96c6\u5305\u542b\u7ea6570GB\u7684\u6587\u672c\uff0c\u800c\u540e\u7eed\u7248\u672c\u7684\u6570\u636e\u89c4\u6a21\u66f4\u662f\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u6570\u636e\u4e0d\u518d\u4ec5\u4ec5\u662f\u201c\u539f\u6599\u201d\uff0c\u800c\u662f\u51b3\u5b9a\u6a21\u578b\u6027\u80fd\u4e0e\u6cdb\u5316\u80fd\u529b\u7684\u201c\u65b0\u77f3\u6cb9\u201d\u3002\u9ad8\u8d28\u91cf\u3001\u7ed3\u6784\u5316\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\uff0c\u662f\u8bad\u7ec3\u51fa\u9ad8\u6027\u80fd\u5927\u6a21\u578b\u7684\u524d\u63d0\u3002\u7136\u800c\uff0c\u6570\u636e\u7684\u91c7\u96c6\u3001\u6e05\u6d17\u3001\u6807\u6ce8\u3001\u5b58\u50a8\u4e0e\u7248\u672c\u7ba1\u7406\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u590d\u6742\u800c\u6602\u8d35\u7684\u5de5\u7a0b\u4f53\u7cfb\u3002\u636e\u884c\u4e1a\u7edf\u8ba1\uff0cAI\u9879\u76ee\u4e2d\u7ea670%\u7684\u65f6\u95f4\u548c\u6210\u672c\u6d88\u8017\u5728\u6570\u636e\u51c6\u5907\u9636\u6bb5\u3002<\/p>\n<p>\u4f20\u7edf\u5b58\u50a8\u65b9\u6848\u5728\u9762\u5bf9AI\u5927\u6a21\u578b\u7684\u6570\u636e\u9700\u6c42\u65f6\uff0c\u5f80\u5f80\u66b4\u9732\u51fa\u8bf8\u591a\u77ed\u677f\uff1a<\/p>\n<ul>\n<li><strong>\u6269\u5c55\u6027\u4e0d\u8db3<\/strong>\uff1a\u96be\u4ee5\u652f\u6491PB\u7ea7\u6570\u636e\u7684\u5f39\u6027\u6269\u5c55\uff1b<\/li>\n<li><strong>\u8bbf\u95ee\u5ef6\u8fdf\u9ad8<\/strong>\uff1a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9891\u7e41\u8bfb\u53d6\u6570\u636e\uff0c\u5bf9I\/O\u6027\u80fd\u8981\u6c42\u6781\u9ad8\uff1b<\/li>\n<li><strong>\u7f3a\u4e4f\u667a\u80fd\u5904\u7406\u80fd\u529b<\/strong>\uff1a\u65e0\u6cd5\u5728\u5b58\u50a8\u5c42\u76f4\u63a5\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406\u6216\u683c\u5f0f\u8f6c\u6362\uff1b<\/li>\n<li><strong>\u6210\u672c\u9ad8\u6602<\/strong>\uff1a\u9ad8\u6027\u80fd\u5b58\u50a8\u4e0e\u51b7\u6570\u636e\u5f52\u6863\u96be\u4ee5\u517c\u987e\uff0c\u5bfc\u81f4\u603b\u4f53\u62e5\u6709\u6210\u672c\uff08TCO\uff09\u5c45\u9ad8\u4e0d\u4e0b\u3002<\/li>\n<\/ul>\n<p>\u6b63\u662f\u5728\u8fd9\u6837\u7684\u75db\u70b9\u9a71\u52a8\u4e0b\uff0c\u4e03\u725b\u4e91\u4ee5\u5176\u5bf9\u8c61\u5b58\u50a8\uff08Kodo\uff09\u4e3a\u6838\u5fc3\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u9762\u5411AI\u5927\u6a21\u578b\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h2>\u4e8c\u3001\u4e03\u725b\u4e91\u7684\u6280\u672f\u5e95\u5ea7\uff1a\u4e3a\u5927\u6a21\u578b\u91cf\u8eab\u6253\u9020\u7684\u6570\u636e\u5f15\u64ce<\/h2>\n<h3>1. \u9ad8\u6027\u80fd\u5bf9\u8c61\u5b58\u50a8 Kodo\uff1aAI\u8bad\u7ec3\u7684\u201c\u6570\u636e\u9ad8\u901f\u516c\u8def\u201d<\/h3>\n<p>\u4e03\u725b\u4e91\u7684\u5bf9\u8c61\u5b58\u50a8\u670d\u52a1 Kodo \u662f\u5176\u6838\u5fc3\u4ea7\u54c1\u4e4b\u4e00\uff0c\u4e13\u4e3a\u6d77\u91cf\u975e\u7ed3\u6784\u5316\u6570\u636e\u8bbe\u8ba1\u3002\u5728AI\u5927\u6a21\u578b\u573a\u666f\u4e2d\uff0cKodo \u901a\u8fc7\u4ee5\u4e0b\u7279\u6027\u663e\u8457\u63d0\u5347\u6570\u636e\u5904\u7406\u6548\u7387\uff1a<\/p>\n<ul>\n<li><strong>\u8d85\u9ad8\u541e\u5410\u4e0e\u4f4e\u5ef6\u8fdf<\/strong>\uff1a\u652f\u6301\u767e\u4e07\u7ea7QPS\u548cTB\u7ea7\u541e\u5410\uff0c\u6ee1\u8db3\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\u591aGPU\u8282\u70b9\u5e76\u53d1\u8bfb\u53d6\u7684\u9700\u6c42\uff1b<\/li>\n<li><strong>\u667a\u80fd\u5206\u5c42\u5b58\u50a8<\/strong>\uff1a\u81ea\u52a8\u5c06\u70ed\u6570\u636e\u5b58\u4e8e\u9ad8\u6027\u80fdSSD\uff0c\u51b7\u6570\u636e\u8fc1\u79fb\u81f3\u4f4e\u6210\u672c\u5f52\u6863\u5c42\uff0c\u5b9e\u73b0\u6210\u672c\u4e0e\u6027\u80fd\u7684\u5e73\u8861\uff1b<\/li>\n<li><strong>\u5168\u7403\u52a0\u901f\u7f51\u7edc<\/strong>\uff1a\u7ed3\u5408\u4e03\u725b\u4e91CDN\uff0c\u5b9e\u73b0\u8de8\u5730\u57df\u6570\u636e\u7684\u9ad8\u901f\u540c\u6b65\u4e0e\u8bbf\u95ee\uff0c\u652f\u6301\u8de8\u56fdAI\u56e2\u961f\u534f\u4f5c\uff1b<\/li>\n<li><strong>\u6570\u636e\u4e00\u81f4\u6027\u4fdd\u969c<\/strong>\uff1a\u5f3a\u4e00\u81f4\u6027\u8bfb\u5199\u8bed\u4e49\uff0c\u907f\u514d\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u56e0\u6570\u636e\u4e0d\u4e00\u81f4\u5bfc\u81f4\u7684\u6a21\u578b\u504f\u5dee\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff0c\u67d0\u5934\u90e8AI\u516c\u53f8\u4f7f\u7528\u4e03\u725b\u4e91Kodo\u5b58\u50a8\u5176\u5343\u4ebftoken\u7ea7\u522b\u7684\u4e2d\u6587\u8bed\u6599\u5e93\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b9e\u73b0\u4e8699.99%\u7684\u6570\u636e\u53ef\u7528\u6027\u4e0e\u6beb\u79d2\u7ea7\u54cd\u5e94\uff0c\u8bad\u7ec3\u6548\u7387\u63d0\u534730%\u4ee5\u4e0a\u3002<\/p>\n<h3>2. \u6570\u636e\u5904\u7406\u670d\u52a1 Dora\uff1a\u5728\u5b58\u50a8\u5c42\u5b8c\u6210AI\u9884\u5904\u7406<\/h3>\n<p>\u4f20\u7edfAI\u6d41\u7a0b\u4e2d\uff0c\u6570\u636e\u4ece\u5b58\u50a8\u5230\u8bad\u7ec3\u9700\u7ecf\u8fc7\u201c\u4e0b\u8f7d\u2014\u9884\u5904\u7406\u2014\u4e0a\u4f20\u2014\u8bad\u7ec3\u201d\u7b49\u591a\u4e2a\u73af\u8282\uff0c\u4e0d\u4ec5\u8017\u65f6\uff0c\u8fd8\u5360\u7528\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u3002\u4e03\u725b\u4e91\u7684 Dora \u6570\u636e\u5904\u7406\u670d\u52a1\u5219\u5c06\u8fd9\u4e00\u6d41\u7a0b\u201c\u524d\u7f6e\u201d\u5230\u5b58\u50a8\u5c42\u3002<\/p>\n<p>Dora \u652f\u6301\u5728\u5bf9\u8c61\u5b58\u50a8\u4e2d\u76f4\u63a5\u5bf9\u6570\u636e\u8fdb\u884c\u683c\u5f0f\u8f6c\u6362\u3001\u56fe\u50cf\u88c1\u526a\u3001\u97f3\u9891\u8f6c\u7801\u3001\u6587\u672c\u5206\u8bcd\u7b49\u64cd\u4f5c\u3002\u5f00\u53d1\u8005\u53ea\u9700\u901a\u8fc7\u7b80\u5355\u7684API\u8c03\u7528\uff0c\u5373\u53ef\u5728\u6570\u636e\u88ab\u8bfb\u53d6\u524d\u5b8c\u6210\u9884\u5904\u7406\uff0c\u5927\u5e45\u51cf\u5c11\u8bad\u7ec3\u524d\u7684\u6570\u636e\u51c6\u5907\u65f6\u95f4\u3002<\/p>\n<p>\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u4e2d\uff0cDora \u53ef\u7528\u4e8e\uff1a<\/p>\n<ul>\n<li>\u5c06\u539f\u59cbPDF\u3001Word\u6587\u6863\u6279\u91cf\u8f6c\u6362\u4e3a\u7eaf\u6587\u672c\uff1b<\/li>\n<li>\u5bf9\u56fe\u50cf\u6570\u636e\u96c6\u8fdb\u884c\u6807\u51c6\u5316\u5c3a\u5bf8\u88c1\u526a\u4e0e\u589e\u5f3a\uff1b<\/li>\n<li>\u5bf9\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u964d\u566a\u4e0e\u91c7\u6837\u7387\u7edf\u4e00\uff1b<\/li>\n<li>\u6784\u5efa\u8bad\u7ec3\u6837\u672c\u7684\u5143\u6570\u636e\u7d22\u5f15\uff0c\u4fbf\u4e8e\u6309\u6807\u7b7e\u6216\u65f6\u95f4\u7b5b\u9009\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u201c\u5b58\u50a8\u5373\u8ba1\u7b97\u201d\u7684\u7406\u5ff5\uff0c\u4e0d\u4ec5\u63d0\u5347\u4e86\u6548\u7387\uff0c\u4e5f\u964d\u4f4e\u4e86\u6574\u4f53\u8d44\u6e90\u6d88\u8017\uff0c\u5951\u5408\u7eff\u8272AI\u7684\u53d1\u5c55\u8d8b\u52bf\u3002<\/p>\n<h3>3. \u667a\u80fd\u5185\u5bb9\u5ba1\u6838\u4e0e\u6570\u636e\u6cbb\u7406<\/h3>\n<p>\u5927\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u4e0e\u5408\u89c4\u6027\u81f3\u5173\u91cd\u8981\u3002\u4e03\u725b\u4e91\u63d0\u4f9b\u57fa\u4e8eAI\u7684\u5185\u5bb9\u5ba1\u6838\u670d\u52a1\uff0c\u53ef\u81ea\u52a8\u8bc6\u522b\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u4e2d\u7684\u654f\u611f\u3001\u8fdd\u6cd5\u6216\u4f4e\u8d28\u5185\u5bb9\uff0c\u786e\u4fdd\u8bad\u7ec3\u6570\u636e\u7684\u5408\u6cd5\u6027\u4e0e\u5b89\u5168\u6027\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e03\u725b\u4e91\u7684\u6570\u636e\u6cbb\u7406\u5de5\u5177\u652f\u6301\u6570\u636e\u8840\u7f18\u8ffd\u8e2a\u3001\u7248\u672c\u63a7\u5236\u4e0e\u6743\u9650\u7ba1\u7406\uff0c\u5e2e\u52a9\u4f01\u4e1a\u6ee1\u8db3\u300a\u6570\u636e\u5b89\u5168\u6cd5\u300b\u300a\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u300b\u7b49\u5408\u89c4\u8981\u6c42\uff0c\u89c4\u907f\u56e0\u6570\u636e\u6ee5\u7528\u5e26\u6765\u7684\u6cd5\u5f8b\u98ce\u9669\u3002<\/p>\n<h2>\u4e09\u3001\u4e03\u725b\u4e91\u4e0e\u5927\u6a21\u578b\u751f\u6001\u7684\u6df1\u5ea6\u878d\u5408<\/h2>\n<p>\u4e03\u725b\u4e91\u5e76\u672a\u6b62\u6b65\u4e8e\u57fa\u7840\u8bbe\u65bd\u5c42\uff0c\u800c\u662f\u79ef\u6781\u878d\u5165\u5927\u6a21\u578b\u751f\u6001\uff0c\u4e0e\u4e3b\u6d41\u6a21\u578b\u5382\u5546\u3001\u5f00\u6e90\u793e\u533a\u53ca\u5f00\u53d1\u8005\u5e73\u53f0\u5c55\u5f00\u5408\u4f5c\u3002<\/p>\n<h3>1. \u652f\u6301\u4e3b\u6d41\u5927\u6a21\u578b\u6846\u67b6<\/h3>\n<p>\u4e03\u725b\u4e91\u5df2\u5168\u9762\u9002\u914d PyTorch\u3001TensorFlow\u3001DeepSpeed\u3001Hugging Face Transformers \u7b49\u4e3b\u6d41AI\u6846\u67b6\u3002\u5f00\u53d1\u8005\u53ef\u76f4\u63a5\u901a\u8fc7\u4e03\u725b\u4e91SDK\u5c06Kodo\u4f5c\u4e3a\u6570\u636e\u6e90\u63a5\u5165\u8bad\u7ec3\u6d41\u7a0b\uff0c\u65e0\u9700\u989d\u5916\u5f00\u53d1\u9002\u914d\u5c42\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u4f7f\u7528 Hugging Face \u7684 datasets \u5e93\u65f6\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u914d\u7f6e\u4e03\u725b\u4e91\u7684\u8bbf\u95ee\u5bc6\u94a5\uff0c\u5373\u53ef\u76f4\u63a5\u4eceKodo\u52a0\u8f7d\u8fdc\u7a0b\u6570\u636e\u96c6\uff0c\u5b9e\u73b0\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u4f53\u9a8c\u3002<\/p>\n<h3>2. \u6784\u5efaAI\u6570\u636e\u5e02\u573a<\/h3>\n<p>\u4e3a\u89e3\u51b3\u9ad8\u8d28\u91cf\u6570\u636e\u7a00\u7f3a\u7684\u95ee\u9898\uff0c\u4e03\u725b\u4e91\u6b63\u5728\u5efa\u8bbeAI\u6570\u636e\u5e02\u573a\uff0c\u6c47\u805a\u6765\u81ea\u79d1\u7814\u673a\u6784\u3001\u884c\u4e1a\u4f01\u4e1a\u4e0e\u5f00\u6e90\u793e\u533a\u7684\u4f18\u8d28\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u7ecf\u8fc7\u6e05\u6d17\u3001\u6807\u6ce8\u4e0e\u5408\u89c4\u5ba1\u6838\uff0c\u53ef\u76f4\u63a5\u7528\u4e8e\u5fae\u8c03\u6216\u84b8\u998f\u5927\u6a21\u578b\u3002<\/p>\n<p>\u6570\u636e\u5e02\u573a\u91c7\u7528Token\u5316\u4ea4\u6613\u673a\u5236\uff0c\u7528\u6237\u53ef\u901a\u8fc7\u8d21\u732e\u6570\u636e\u83b7\u5f97\u79ef\u5206\uff0c\u7528\u4e8e\u5151\u6362\u4ed6\u4eba\u6570\u636e\u6216\u4e91\u8d44\u6e90\uff0c\u5f62\u6210\u826f\u6027\u5faa\u73af\u7684AI\u6570\u636e\u751f\u6001\u3002<\/p>\n<h3>3. \u201c\u597d\u53cb\u9001\u4f601000\u4e07AI\u5927\u6a21\u578btoken\u201d\u8ba1\u5212<\/h3>\n<p>\u4e3a\u964d\u4f4e\u5f00\u53d1\u8005\u4f7f\u7528\u5927\u6a21\u578b\u7684\u95e8\u69db\uff0c\u4e03\u725b\u4e91\u8fd1\u671f\u63a8\u51fa\u4e86\u6781\u5177\u5438\u5f15\u529b\u7684\u6fc0\u52b1\u8ba1\u5212\u2014\u2014\u201c<a href=\"https:\/\/s.qiniu.com\/QJ7Bfq\">\u597d\u53cb\u9001\u4f601000\u4e07AI\u5927\u6a21\u578btoken<\/a>\u201d\u3002\u8be5\u8ba1\u5212\u9762\u5411\u6240\u6709\u6ce8\u518c\u7528\u6237\uff0c\u9080\u8bf7\u597d\u53cb\u6210\u529f\u6ce8\u518c\u5e76\u5b8c\u6210\u5b9e\u540d\u8ba4\u8bc1\u540e\uff0c\u53cc\u65b9\u5747\u53ef\u83b7\u5f971000\u4e07token\u7684\u514d\u8d39\u989d\u5ea6\uff0c\u53ef\u7528\u4e8e\u8c03\u7528\u4e03\u725b\u4e91\u96c6\u6210\u7684\u5927\u6a21\u578bAPI\u670d\u52a1\u3002<\/p>\n<p>\u8fd9\u4e00\u4e3e\u63aa\u4e0d\u4ec5\u964d\u4f4e\u4e86\u521d\u521b\u56e2\u961f\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u8bd5\u9519\u6210\u672c\uff0c\u4e5f\u52a0\u901f\u4e86AI\u5e94\u7528\u7684\u539f\u578b\u9a8c\u8bc1\u4e0e\u4ea7\u54c1\u8fed\u4ee3\u3002\u4f8b\u5982\uff0c\u4e00\u4f4d\u5927\u5b66\u751f\u5f00\u53d1\u8005\u5229\u7528\u8be5\u8ba1\u5212\u514d\u8d39\u989d\u5ea6\uff0c\u5feb\u901f\u642d\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u6821\u56ed\u95ee\u7b54\u673a\u5668\u4eba\uff0c\u5e76\u5728\u4e03\u725b\u4e91\u4e0a\u90e8\u7f72\u4e0a\u7ebf\uff0c\u5168\u7a0b\u96f6\u6210\u672c\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8be5\u8ba1\u5212\u5c06\u4e03\u725b\u4e91\u4ece\u5355\u7eaf\u7684\u5b58\u50a8\u670d\u52a1\u5546\uff0c\u8f6c\u53d8\u4e3aAI\u5e94\u7528\u7684\u201c\u5b75\u5316\u5668\u201d\u4e0e\u201c\u52a0\u901f\u5668\u201d\uff0c\u8fdb\u4e00\u6b65\u5de9\u56fa\u5176\u5728\u5f00\u53d1\u8005\u793e\u533a\u4e2d\u7684\u5f71\u54cd\u529b\u3002<\/p>\n<h2>\u56db\u3001\u884c\u4e1a\u5b9e\u8df5\uff1a\u4e03\u725b\u4e91\u8d4b\u80fdAI\u843d\u5730\u7684\u771f\u5b9e\u6848\u4f8b<\/h2>\n<h3>\u6848\u4f8b\u4e00\uff1a\u667a\u80fd\u533b\u7597\u5f71\u50cf\u5206\u6790\u5e73\u53f0<\/h3>\n<p>\u67d0\u4e09\u7532\u533b\u9662\u8054\u5408AI\u516c\u53f8\u5f00\u53d1\u80ba\u90e8CT\u5f71\u50cf\u5206\u6790\u7cfb\u7edf\uff0c\u7528\u4e8e\u65e9\u671f\u80ba\u764c\u7b5b\u67e5\u3002\u9879\u76ee\u9700\u5904\u7406\u8d85\u8fc710\u4e07\u4f8b\u9ad8\u6e05CT\u5f71\u50cf\uff0c\u6bcf\u4f8b\u5305\u542b\u6570\u767e\u5f20\u5207\u7247\uff0c\u603b\u6570\u636e\u91cf\u8fbe50TB\u3002<\/p>\n<p>\u4f20\u7edf\u65b9\u6848\u4e0b\uff0c\u6570\u636e\u5b58\u50a8\u4e8e\u672c\u5730NAS\uff0c\u8bad\u7ec3\u65f6\u9700\u624b\u52a8\u62f7\u8d1d\u81f3GPU\u670d\u52a1\u5668\uff0c\u8017\u65f6\u4e14\u6613\u51fa\u9519\u3002\u91c7\u7528\u4e03\u725b\u4e91\u65b9\u6848\u540e\uff1a<\/p>\n<ul>\n<li>\u6240\u6709CT\u5f71\u50cf\u7edf\u4e00\u5b58\u50a8\u4e8eKodo\uff0c\u6309\u60a3\u8005ID\u4e0e\u68c0\u67e5\u65f6\u95f4\u7ed3\u6784\u5316\u7ec4\u7ec7\uff1b<\/li>\n<li>\u901a\u8fc7Dora\u670d\u52a1\u81ea\u52a8\u5c06DICOM\u683c\u5f0f\u8f6c\u6362\u4e3aPNG\uff0c\u5e76\u8fdb\u884c\u7a97\u5bbd\u7a97\u4f4d\u8c03\u6574\uff1b<\/li>\n<li>\u8bad\u7ec3\u811a\u672c\u76f4\u63a5\u4eceKodo\u6d41\u5f0f\u8bfb\u53d6\u6570\u636e\uff0c\u907f\u514d\u672c\u5730\u7f13\u5b58\uff1b<\/li>\n<li>\u6a21\u578b\u63a8\u7406\u7ed3\u679c\u56de\u4f20\u81f3Kodo\uff0c\u4f9b\u533b\u751f\u5728\u7ebf\u67e5\u770b\u3002<\/li>\n<\/ul>\n<p>\u9879\u76ee\u4e0a\u7ebf\u540e\uff0c\u6a21\u578b\u8bad\u7ec3\u5468\u671f\u7f29\u77ed40%\uff0c\u533b\u751f\u8bca\u65ad\u6548\u7387\u63d0\u534750%\uff0c\u8bef\u8bca\u7387\u4e0b\u964d15%\u3002<\/p>\n<h3>\u6848\u4f8b\u4e8c\uff1aAIGC\u5185\u5bb9\u521b\u4f5c\u5e73\u53f0<\/h3>\n<p>\u4e00\u5bb6\u65b0\u5a92\u4f53\u516c\u53f8\u5e0c\u671b\u6253\u9020AI\u9a71\u52a8\u7684\u77ed\u89c6\u9891\u751f\u6210\u5e73\u53f0\uff0c\u7528\u6237\u8f93\u5165\u6587\u5b57\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5e26\u914d\u97f3\u3001\u914d\u4e50\u4e0e\u5b57\u5e55\u7684\u89c6\u9891\u3002\u8be5\u5e73\u53f0\u6bcf\u65e5\u9700\u5904\u7406\u6570\u4e07\u6761\u6587\u672c\u751f\u6210\u8bf7\u6c42\uff0c\u5e76\u5b58\u50a8\u5927\u91cf\u97f3\u89c6\u9891\u7d20\u6750\u3002<\/p>\n<p>\u4e03\u725b\u4e91\u4e3a\u5176\u63d0\u4f9b\u7aef\u5230\u7aef\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n<ul>\n<li>\u7528\u6237\u8f93\u5165\u6587\u672c\u5b58\u50a8\u4e8eKodo\uff1b<\/li>\n<li>\u8c03\u7528\u5927\u6a21\u578bAPI\u751f\u6210\u811a\u672c\u4e0e\u5206\u955c\uff1b<\/li>\n<li>\u901a\u8fc7Dora\u5c06\u811a\u672c\u8f6c\u4e3a\u8bed\u97f3\uff0c\u5e76\u5408\u6210\u80cc\u666f\u97f3\u4e50\uff1b<\/li>\n<li>\u6700\u7ec8\u89c6\u9891\u81ea\u52a8\u4e0a\u4f20\u81f3Kodo\uff0c\u5e76\u901a\u8fc7CDN\u5206\u53d1\u81f3\u7528\u6237\u7aef\u3002<\/li>\n<\/ul>\n<p>\u501f\u52a9\u201c1000\u4e07token\u201d\u8ba1\u5212\uff0c\u8be5\u516c\u53f8\u5728\u521d\u671f\u514d\u53bb\u4e86\u9ad8\u6602\u7684API\u8c03\u7528\u8d39\u7528\uff0c\u5feb\u901f\u9a8c\u8bc1\u5546\u4e1a\u6a21\u5f0f\uff0c\u5e76\u5728\u4e09\u4e2a\u6708\u5185\u5b9e\u73b0\u76c8\u5229\u3002<\/p>\n<h3>\u6848\u4f8b\u4e09\uff1a\u79d1\u7814\u673a\u6784\u7684\u5927\u6a21\u578b\u5fae\u8c03<\/h3>\n<p>\u67d0\u9ad8\u6821NLP\u5b9e\u9a8c\u5ba4\u8ba1\u5212\u57fa\u4e8eLLaMA-2\u5fae\u8c03\u4e00\u4e2a\u4e2d\u6587\u6cd5\u5f8b\u5927\u6a21\u578b\u3002\u4ed6\u4eec\u62e5\u670950\u4e07\u4efd\u88c1\u5224\u6587\u4e66\uff0c\u4f46\u7f3a\u4e4f\u9ad8\u6027\u80fd\u5b58\u50a8\u4e0e\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<p>\u901a\u8fc7\u4e03\u725b\u4e91\uff0c\u5b9e\u9a8c\u5ba4\u5c06\u5168\u90e8\u6587\u4e66\u4e0a\u4f20\u81f3Kodo\uff0c\u5e76\u5229\u7528Dora\u8fdb\u884c\u6cd5\u5f8b\u672f\u8bed\u6807\u51c6\u5316\u4e0e\u5b9e\u4f53\u8bc6\u522b\u3002\u968f\u540e\uff0c\u4f7f\u7528\u4e03\u725b\u4e91\u63d0\u4f9b\u7684GPU\u4e91\u670d\u52a1\u5668\uff0c\u76f4\u63a5\u4eceKodo\u52a0\u8f7d\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u3002\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u672c\u5730\u5b58\u50a8\uff0c\u8282\u7701\u4e86\u6570\u5341\u4e07\u5143\u786c\u4ef6\u6295\u5165\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u8be5\u6a21\u578b\u5728\u6cd5\u5f8b\u95ee\u7b54\u4efb\u52a1\u4e0a\u8fbe\u5230SOTA\uff08State-of-the-Art\uff09\u6c34\u5e73\uff0c\u5e76\u5f00\u6e90\u4f9b\u5b66\u672f\u754c\u4f7f\u7528\u3002<\/p>\n<h2>\u4e94\u3001\u672a\u6765\u5c55\u671b\uff1a\u4e03\u725b\u4e91\u5728AI\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u6218\u7565\u5b9a\u4f4d<\/h2>\n<p>\u968f\u7740\u5927\u6a21\u578b\u5411\u591a\u6a21\u6001\u3001Agent\u5316\u3001\u5b9e\u65f6\u5316\u65b9\u5411\u6f14\u8fdb\uff0c\u5bf9\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u8981\u6c42\u5c06\u8fdb\u4e00\u6b65\u63d0\u5347\u3002\u4e03\u725b\u4e91\u6b63\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\u5e03\u5c40\u672a\u6765\uff1a<\/p>\n<h3>1. \u6784\u5efa\u201c\u6570\u636e+\u6a21\u578b+\u7b97\u529b\u201d\u4e09\u4f4d\u4e00\u4f53\u5e73\u53f0<\/h3>\n<p>\u4e03\u725b\u4e91\u8ba1\u5212\u6574\u5408\u5bf9\u8c61\u5b58\u50a8\u3001AI\u6a21\u578b\u5e02\u573a\u4e0eGPU\u7b97\u529b\u6c60\uff0c\u6253\u9020\u4e00\u7ad9\u5f0fAI\u5f00\u53d1\u5e73\u53f0\u3002\u5f00\u53d1\u8005\u53ef\u5728\u540c\u4e00\u754c\u9762\u5b8c\u6210\u6570\u636e\u7ba1\u7406\u3001\u6a21\u578b\u9009\u62e9\u3001\u8bad\u7ec3\u8c03\u5ea6\u4e0e\u90e8\u7f72\u4e0a\u7ebf\uff0c\u5b9e\u73b0\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684AI\u5f00\u53d1\u4f53\u9a8c\u3002<\/p>\n<h3>2. \u63a8\u52a8\u8fb9\u7f18AI\u4e0e\u4e91\u8fb9\u534f\u540c<\/h3>\n<p>\u9488\u5bf9\u81ea\u52a8\u9a7e\u9a76\u3001\u5de5\u4e1a\u8d28\u68c0\u7b49\u4f4e\u5ef6\u8fdf\u573a\u666f\uff0c\u4e03\u725b\u4e91\u5c06\u63a8\u51fa\u8fb9\u7f18\u5b58\u50a8\u8282\u70b9\uff0c\u652f\u6301\u5728\u9760\u8fd1\u6570\u636e\u6e90\u7684\u4f4d\u7f6e\u8fdb\u884c\u521d\u6b65\u63a8\u7406\u4e0e\u6570\u636e\u8fc7\u6ee4\uff0c\u4ec5\u5c06\u5173\u952e\u7ed3\u679c\u4e0a\u4f20\u81f3\u4e91\u7aef\uff0c\u964d\u4f4e\u5e26\u5bbd\u538b\u529b\u4e0e\u54cd\u5e94\u5ef6\u8fdf\u3002<\/p>\n<h3>3. \u63a2\u7d22\u6570\u636eToken\u5316\u4e0e\u53bb\u4e2d\u5fc3\u5316\u5b58\u50a8<\/h3>\n<p>\u7ed3\u5408\u533a\u5757\u94fe\u6280\u672f\uff0c\u4e03\u725b\u4e91\u6b63\u5728\u7814\u7a76\u6570\u636e\u8d44\u4ea7\u7684Token\u5316\u673a\u5236\uff0c\u4f7f\u6570\u636e\u8d21\u732e\u8005\u53ef\u83b7\u5f97\u53ef\u4ea4\u6613\u3001\u53ef\u8ffd\u6eaf\u7684\u6570\u5b57\u6743\u76ca\u3002\u540c\u65f6\uff0c\u63a2\u7d22\u4e0eIPFS\u7b49\u53bb\u4e2d\u5fc3\u5316\u5b58\u50a8\u7f51\u7edc\u7684\u878d\u5408\uff0c\u63d0\u5347\u6570\u636e\u7684\u6297\u5ba1\u67e5\u6027\u4e0e\u6301\u4e45\u6027\u3002<\/p>\n<h3>4. \u6df1\u5316AI\u5b89\u5168\u4e0e\u4f26\u7406\u6cbb\u7406<\/h3>\n<p>\u9762\u5bf9\u5927\u6a21\u578b\u53ef\u80fd\u5e26\u6765\u7684\u504f\u89c1\u3001\u5e7b\u89c9\u4e0e\u6ee5\u7528\u98ce\u9669\uff0c\u4e03\u725b\u4e91\u5c06\u52a0\u5f3a\u5185\u5bb9\u5ba1\u6838\u3001\u6a21\u578b\u6c34\u5370\u4e0e\u53ef\u89e3\u91ca\u6027\u5de5\u5177\u7684\u7814\u53d1\uff0c\u5e2e\u52a9\u5ba2\u6237\u6784\u5efa\u8d1f\u8d23\u4efb\u7684AI\u7cfb\u7edf\u3002<\/p>\n<h2>\u516d\u3001\u7ed3\u8bed\uff1a\u4e03\u725b\u4e91\uff0c\u4e0d\u6b62\u4e8e\u5b58\u50a8<\/h2>\n<p>\u5728AI\u5927\u6a21\u578b\u6d6a\u6f6e\u4e2d\uff0c\u4e03\u725b\u4e91\u5df2\u4ece\u4e00\u5bb6\u201c\u4e91\u5b58\u50a8\u516c\u53f8\u201d\u6210\u529f\u8f6c\u578b\u4e3a\u201cAI\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u5546\u201d\u3002\u5b83\u4e0d\u518d\u4ec5\u4ec5\u662f\u6570\u636e\u7684\u201c\u4ed3\u5e93\u201d\uff0c\u800c\u662f\u6570\u636e\u4ef7\u503c\u7684\u201c\u70bc\u91d1\u7089\u201d\u2014\u2014\u901a\u8fc7\u9ad8\u6027\u80fd\u5b58\u50a8\u3001\u667a\u80fd\u5904\u7406\u4e0e\u751f\u6001\u6574\u5408\uff0c\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u9a71\u52a8\u667a\u80fd\u7684\u71c3\u6599\u3002<\/p>\n<p>\u800c\u201c<a href=\"https:\/\/s.qiniu.com\/QJ7Bfq\">\u597d\u53cb\u9001\u4f601000\u4e07AI\u5927\u6a21\u578btoken<\/a>\u201d\u8fd9\u6837\u7684\u521b\u65b0\u4e3e\u63aa\uff0c\u66f4\u5f70\u663e\u4e86\u4e03\u725b\u4e91\u62e5\u62b1\u5f00\u53d1\u8005\u3001\u8d4b\u80fd\u521b\u65b0\u7684\u51b3\u5fc3\u3002\u5728\u8fd9\u4e2aAI\u4eba\u4eba\u53ef\u53ca\u7684\u65f6\u4ee3\uff0c\u4e03\u725b\u4e91\u6b63\u4ee5\u5f00\u653e\u3001\u9ad8\u6548\u3001\u5b89\u5168\u7684\u59ff\u6001\uff0c\u6210\u4e3a\u8fde\u63a5\u6570\u636e\u4e0e\u667a\u80fd\u7684\u6865\u6881\u3002<\/p>\n<p>\u672a\u6765\uff0c\u968f\u7740\u5927\u6a21\u578b\u6280\u672f\u7684\u6301\u7eed\u6f14\u8fdb\uff0c\u4e03\u725b\u4e91\u7684\u89d2\u8272\u5c06\u6108\u53d1\u5173\u952e\u3002\u5b83\u6216\u8bb8\u4e0d\u4f1a\u76f4\u63a5\u8bad\u7ec3\u51fa\u4e0b\u4e00\u4e2aGPT\uff0c\u4f46\u5b83\u6240\u63d0\u4f9b\u7684\u6570\u636e\u5e95\u5ea7\uff0c\u5c06\u652f\u6491\u65e0\u6570\u4e2aGPT\u5728\u4e2d\u56fd\u5927\u5730\u4e43\u81f3\u5168\u7403\u8303\u56f4\u5185\u8bde\u751f\u3001\u6210\u957f\u4e0e\u7efd\u653e\u3002<\/p>\n<p>\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u73b0\u5728\u6b63\u662f\u62e5\u62b1\u4e03\u725b\u4e91\u7684\u6700\u4f73\u65f6\u673a\u3002\u65e0\u8bba\u662f\u5b58\u50a8\u6d77\u91cf\u8bad\u7ec3\u6570\u636e\uff0c\u8fd8\u662f\u8c03\u7528\u5927\u6a21\u578bAPI\uff0c\u4ea6\u6216\u662f\u6784\u5efa\u5b8c\u6574\u7684AI\u5e94\u7528\uff0c\u4e03\u725b\u4e91\u90fd\u5df2\u51c6\u5907\u597d\u2014\u2014\u53ea\u9700\u70b9\u51fb\u94fe\u63a5\uff0c\u9886\u53d6\u4f60\u76841000\u4e07token\uff0c\u5f00\u542f\u5c5e\u4e8e\u4f60\u7684AI\u521b\u65b0\u4e4b\u65c5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0 \u5728\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fc5\u731b\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5927\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u91cd\u5851\u5404\u884c\u5404\u4e1a\u3002\u4ece\u667a\u80fd\u5ba2\u670d\u5230\u5185\u5bb9\u751f\u6210\uff0c\u4ece\u4ee3\u7801\u8f85\u52a9\u5230\u79d1\u7814\u63a8\u7406\uff0cAI\u5927\u6a21\u578b\u5df2\u6210\u4e3a\u63a8\u52a8\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u3002\u7136\u800c\uff0c\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u90e8\u7f72\u4e0e\u5e94\u7528\u79bb\u4e0d\u5f00\u6d77\u91cf\u6570\u636e\u7684\u652f\u6491\uff0c\u800c\u6570\u636e\u7684\u5b58\u50a8\u3001\u7ba1\u7406\u4e0e\u9ad8\u6548\u8c03\u7528\uff0c\u5219\u6210\u4e3a\u6574\u4e2aAI\u751f\u6001\u94fe\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-82","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0 - \u90ba\u592a\u5b88\u5bd2\u8bed\u99a8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.hanyuxin.cn\/?p=82\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82\"},\"author\":{\"name\":\"\u5bd2\u8bed\u99a8\",\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/#\\\/schema\\\/person\\\/79d587aabd0d2b400bac75abb90a02b0\"},\"headline\":\"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0\",\"datePublished\":\"2025-10-09T10:44:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82\"},\"wordCount\":136,\"commentCount\":0,\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82\",\"url\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82\",\"name\":\"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0 - \u90ba\u592a\u5b88\u5bd2\u8bed\u99a8\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/#website\"},\"datePublished\":\"2025-10-09T10:44:54+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/#\\\/schema\\\/person\\\/79d587aabd0d2b400bac75abb90a02b0\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?p=82#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/www.hanyuxin.cn\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/#website\",\"url\":\"https:\\\/\\\/www.hanyuxin.cn\\\/\",\"name\":\"\u90ba\u592a\u5b88\u5bd2\u8bed\u99a8\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.hanyuxin.cn\\\/#\\\/schema\\\/person\\\/79d587aabd0d2b400bac75abb90a02b0\",\"name\":\"\u5bd2\u8bed\u99a8\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0997a37eefb637e706d46fcad407025ab79d1eec547bc1a7c472934638cfe771?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0997a37eefb637e706d46fcad407025ab79d1eec547bc1a7c472934638cfe771?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/0997a37eefb637e706d46fcad407025ab79d1eec547bc1a7c472934638cfe771?s=96&d=mm&r=g\",\"caption\":\"\u5bd2\u8bed\u99a8\"},\"sameAs\":[\"https:\\\/\\\/www.hanyuxin.cn\"],\"url\":\"https:\\\/\\\/www.hanyuxin.cn\\\/?author=1\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0 - \u90ba\u592a\u5b88\u5bd2\u8bed\u99a8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.hanyuxin.cn\/?p=82","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.hanyuxin.cn\/?p=82#article","isPartOf":{"@id":"https:\/\/www.hanyuxin.cn\/?p=82"},"author":{"name":"\u5bd2\u8bed\u99a8","@id":"https:\/\/www.hanyuxin.cn\/#\/schema\/person\/79d587aabd0d2b400bac75abb90a02b0"},"headline":"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0","datePublished":"2025-10-09T10:44:54+00:00","mainEntityOfPage":{"@id":"https:\/\/www.hanyuxin.cn\/?p=82"},"wordCount":136,"commentCount":0,"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.hanyuxin.cn\/?p=82#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.hanyuxin.cn\/?p=82","url":"https:\/\/www.hanyuxin.cn\/?p=82","name":"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0 - \u90ba\u592a\u5b88\u5bd2\u8bed\u99a8","isPartOf":{"@id":"https:\/\/www.hanyuxin.cn\/#website"},"datePublished":"2025-10-09T10:44:54+00:00","author":{"@id":"https:\/\/www.hanyuxin.cn\/#\/schema\/person\/79d587aabd0d2b400bac75abb90a02b0"},"breadcrumb":{"@id":"https:\/\/www.hanyuxin.cn\/?p=82#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.hanyuxin.cn\/?p=82"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.hanyuxin.cn\/?p=82#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.hanyuxin.cn\/"},{"@type":"ListItem","position":2,"name":"\u4e03\u725b\u4e91\uff1aAI\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u4e91\u5b58\u50a8\u65b0\u5f15\u64ce\u4e0e\u5f00\u53d1\u8005\u8d4b\u80fd\u5e73\u53f0"}]},{"@type":"WebSite","@id":"https:\/\/www.hanyuxin.cn\/#website","url":"https:\/\/www.hanyuxin.cn\/","name":"\u90ba\u592a\u5b88\u5bd2\u8bed\u99a8","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.hanyuxin.cn\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.hanyuxin.cn\/#\/schema\/person\/79d587aabd0d2b400bac75abb90a02b0","name":"\u5bd2\u8bed\u99a8","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/secure.gravatar.com\/avatar\/0997a37eefb637e706d46fcad407025ab79d1eec547bc1a7c472934638cfe771?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/0997a37eefb637e706d46fcad407025ab79d1eec547bc1a7c472934638cfe771?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/0997a37eefb637e706d46fcad407025ab79d1eec547bc1a7c472934638cfe771?s=96&d=mm&r=g","caption":"\u5bd2\u8bed\u99a8"},"sameAs":["https:\/\/www.hanyuxin.cn"],"url":"https:\/\/www.hanyuxin.cn\/?author=1"}]}},"_links":{"self":[{"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=\/wp\/v2\/posts\/82","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=82"}],"version-history":[{"count":0,"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=\/wp\/v2\/posts\/82\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=82"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=82"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hanyuxin.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=82"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}