{"id":224,"date":"2025-05-23T10:43:47","date_gmt":"2025-05-23T02:43:47","guid":{"rendered":"https:\/\/zhudashan.top\/?p=224"},"modified":"2025-05-23T15:04:31","modified_gmt":"2025-05-23T07:04:31","slug":"%e3%80%90ai%e7%9f%a5%e8%af%86%e3%80%91%e5%ae%89%e5%be%b7%e7%83%88%e8%b0%88llm%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0","status":"publish","type":"post","link":"https:\/\/zhudashan.top\/index.php\/2025\/05\/23\/%e3%80%90ai%e7%9f%a5%e8%af%86%e3%80%91%e5%ae%89%e5%be%b7%e7%83%88%e8%b0%88llm%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0\/","title":{"rendered":"\u3010AI\u77e5\u8bc6\u3011\u5b89\u5fb7\u70c8\u8c08LLM\u5b66\u4e60\u7b14\u8bb0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u539f\u7248\u89c6\u9891\uff1a<a href=\"https:\/\/www.youtube.com\/watch?v=7xTGNNLPyMI\">https:\/\/www.youtube.com\/watch?v=7xTGNNLPyMI<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u7ad9\u89c6\u9891\uff1a<a href=\"https:\/\/www.bilibili.com\/video\/BV16cNEeXEer\/?spm_id_from=333.337.search-card.all.click&amp;vd_source=e0fb0164d38c7c3dc785e79e7b991e0b\">https:\/\/www.bilibili.com\/video\/BV16cNEeXEer\/?spm_id_from=333.337.search-card.all.click&amp;vd_source=e0fb0164d38c7c3dc785e79e7b991e0b<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65f6\u81f3\u4eca\u65e5\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u8fdc\u8fdc\u4e0d\u518d\u4f1a\u662f\u4e00\u4e2a\u8ba9\u4eba\u611f\u5230\u964c\u751f\u7684\u8bcd\u6c47\uff0c\u8c08\u5230\u5e02\u9762\u4e0a\u6d41\u884c\u7684AGI\u5e94\u7528\uff0c\u4e24\u53ea\u624b\u90fd\u6570\u4e0d\u8fc7\u6765\uff0c\u4f46\u4f60\u662f\u5426\u771f\u7684\u4e86\u89e3AGI\u5462\uff1f\u5f53\u4f60\u770b\u5230\u4f60\u4f7f\u7528\u7684AI\u5e94\u7528\u7ed9\u4f60\u6807\u51fatoken\u7684\u4ef7\u683c\uff0c\u770b\u5230\u4f60\u70b9\u51fb\u751f\u6210\u6309\u94ae\u4e4b\u540e\u6fc0\u589e\u7684token\u6d88\u8017\uff0c\u4f60\u662f\u5426\u771f\u7684\u660e\u767d\u4ec0\u4e48\u662ftoken\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u8bb8\u82b1\u4e00\u70b9\u65f6\u95f4\u8ba4\u771f\u5730\u8ffd\u672c\u6eaf\u6e90\uff0c\u80fd\u591f\u5e2e\u4f60\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u4f60\u6bcf\u5929\u4f7f\u7528\u7684\u5de5\u5177\uff0c\u8fd9\u91cc\u5f3a\u70c8\u63a8\u8350\u5b89\u5fb7\u70c8\u5361\u5e15\u897f\u7684\u8fd9\u4e2a\u89c6\u9891\uff0c\u94fe\u63a5\u5728\u6587\u7ae0\u7684\u5f00\u5934\uff0c\u4e09\u4e2a\u5c0f\u65f6\u591a\u7684\u8bb2\u89e3\u62bd\u4e1d\u5265\u8327\uff0c\u901a\u4fd7\u6613\u61c2\uff0c\u7ed9\u4f60\u4e00\u4e2a\u8fd4\u749e\u5f52\u771f\u7684\u89c6\u89d2\u53bb\u4e86\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u539f\u7406\u3002\u6211\u5728\u8fd9\u91cc\u4f1a\u7528\u7b14\u8bb0\u7684\u5f62\u5f0f\u8bb0\u5f55\u8fd9\u4e2a\u89c6\u9891\u7684\u8981\u70b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5927\u4f6c\u4ecb\u7ecd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7b14\u8bb0\u4e4b\u524d\uff0c\u7b80\u5355\u4ecb\u7ecd\u4e00\u4e0b\u5b89\u5fb7\u70c8\u5361\u5e15\u897f\u8fd9\u4f4d\u5927\u4f6c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u5fb7\u70c8\u00b7\u5361\u5e15\u897f\uff08Andrej Karpathy\uff09\u662f\u4e00\u4f4d\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u9887\u5177\u5f71\u54cd\u529b\u7684\u65af\u6d1b\u4f10\u514b\u88d4\u52a0\u62ff\u5927\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u3002\u5b89\u5fb7\u70c8\u5148\u540e\u5c31\u8bfb\u4e8e\u591a\u4f26\u591a\u5927\u5b66\u548c\u65af\u5766\u798f\u5927\u5b66\uff0c\u5728\u5e08\u4ece\u674e\u98de\u98de\u653b\u8bfb\u5b8c\u535a\u58eb\u5b66\u4f4d\u540e\uff0c\u4f5c\u4e3a\u521b\u59cb\u56e2\u961f\u6210\u5458\u52a0\u5165 OpenAI \u62c5\u4efb\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u8d1f\u8d23\u751f\u6210\u6a21\u578b\u7684\u6df1\u5ea6\u5b66\u4e60\u548c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u30022017\u5e746\u6708\u52a0\u5165\u7279\u65af\u62c9\uff0c\u62c5\u4efb\u4eba\u5de5\u667a\u80fd\u4e3b\u7ba1\uff0c\u540e\u9886\u5bfc Autopilot \u4ee5\u53ca\u6574\u4e2a\u7279\u65af\u62c9\u81ea\u52a8\/\u8f85\u52a9\u9a7e\u9a76\u6280\u672f\u9879\u76ee\u7684\u7814\u53d1\u30022022\u5e747\u6708\u4ece\u7279\u65af\u62c9\u79bb\u804c\uff0c2023\u5e742\u6708\u518d\u6b21\u52a0\u5165OpenAI\u30022024\u5e74\uff0c\u4ed6\u542f\u52a8\u4e86AI\u6559\u80b2\u5e73\u53f0 Eureka Labs\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9884\u8bad\u7ec3<\/strong><strong>\u51c6\u5907\u548c<\/strong><strong>\u5206\u8bcd<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u7ecf\u5e38\u4f7f\u7528GPT\u7684\u8bdd\uff0c\u4e5f\u8bb8\u4f60\u4f1a\u77e5\u9053GPT\u7684\u5168\u79f0\u662fGenerative Pre-trained Transformer\uff0c\u8fd9\u91cc\u7684 Pre-trained \u5c31\u662f\u9884\u8bad\u7ec3\u7684\u610f\u601d\u3002\u9884\u8bad\u7ec3\u5176\u5b9e\u5c31\u662f\u7ed9\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u6295\u5582\u5927\u91cf\u7684\u6587\u672c\u5185\u5bb9\uff0c\u8ba9\u6a21\u578b\u5b66\u4e60\u8bed\u8a00\u3002\u8fd9\u4e2a\u6587\u672c\u5185\u5bb9\u662f\u6765\u81ea\u6574\u4e2a\u516c\u5f00\u7f51\u7edc\uff08\u6392\u9664\u4e00\u4e9b\u654f\u611f\u7684\u57df\u540d\uff09\uff0c\u7814\u7a76\u4eba\u5458\u4f1a\u901a\u8fc7\u722c\u866b\u7684\u65b9\u5f0f\u6293\u53d6\u6d77\u91cf\u7684\u6587\u672c\uff0c\u5e76\u63d0\u53d6\u51fa\u4e00\u4e9b\u9ad8\u8d28\u91cf\u7684\u90e8\u5206\u6253\u4e0a\u5bf9\u5e94\u7684\u6807\u7b7e\uff0c\u7528\u4e8e\u7ed9\u6a21\u578b\u8bad\u7ec3\u3002\u8fd9\u91cc\u53ef\u4ee5\u53c2\u8003huggingface\u5efa\u7acb\u7684\u4e00\u4e2a44TB\u7684\u6570\u636e\u96c6\uff08<a href=\"https:\/\/huggingface.co\/spaces\/HuggingFaceFW\/blogpost-fineweb-v1\">HuggingFace\u9884\u8bad\u7ec3\u6587\u672c\u6570\u636e\u96c6<\/a>\uff09\uff0c\u91cc\u9762\u8be6\u7ec6\u5c55\u793a\u4e86\u8fd9\u4e9b\u7528\u4e8e\u9884\u8bad\u7ec3\u7684\u6587\u672c\u96c6\u53ef\u80fd\u957f\u5565\u6837\uff0c\u53e6\u5916huggingface\u672c\u8eab\u4e5f\u662f\u4e00\u4e2a\u5f88\u6709\u8da3\u7684AI\u793e\u533a\uff0c\u5927\u5bb6\u53ef\u4ee5\u5173\u6ce8\u4e00\u4e0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"515\" src=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.1-1024x515.png\" alt=\"\" class=\"wp-image-230\" srcset=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.1-1024x515.png 1024w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.1-300x151.png 300w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.1-768x386.png 768w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.1-1536x773.png 1536w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.1-2048x1030.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u90a3\u8fd9\u4e9b\u63d0\u70bc\u51fa\u6765\u7684\u6570\u636e\u96c6\u662f\u5982\u4f55\u6295\u5582\u7ed9\u6a21\u578b\u7684\u5462\uff1f\u8fd9\u91cc\u5c31\u8981\u63d0\u5230\u5206\u8bcd\uff08Tokenization\uff09\u7684\u6982\u5ff5\u4e86\u3002\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u5b66\u4e60\u6570\u636e\u53ef\u4ee5\u7406\u89e3\u4e3a\u4e00\u4e2a\u4e00\u7ef4\u7b26\u53f7\u5e8f\u5217\uff0c\u6211\u4eec\u9700\u8981\u628a\u6d77\u91cf\u7684\u6587\u672c\u8f6c\u79fb\u4e3a\u8fd9\u4e2a\u4e00\u7ef4\u7b26\u53f7\u5e8f\u5217\uff0c\u5e76\u4e14\u8fd9\u4e2a\u7b26\u53f7\u96c6\u5408\u5fc5\u987b\u662f\u6709\u9650\u7684\u3002\u5f88\u81ea\u7136\u5730\uff0c\u6211\u4eec\u60f3\u5230\u91c7\u7528UTF-8\u7f16\u7801\u5c06\u6587\u672c\u8f6c\u79fb\u4e3a\u53ea\u67090\u548c1\u4e24\u4e2a\u7b26\u53f7\u7ec4\u6210\u7684\u5e8f\u5217\uff0c\u4f46\u8fd9\u6837\u8fd9\u4e2a\u4e00\u7ef4\u7b26\u53f7\u592a\u957f\u4e86\uff0c\u4f1a\u964d\u4f4e\u6a21\u578b\u5b66\u4e60\u7684\u6548\u7387\u3002\u6211\u4eec\u53d1\u73b0\u6709\u9650\u7b26\u53f7\u7684\u96c6\u5408\u8d8a\u5927\uff0c\u7528\u8fd9\u4e2a\u7b26\u53f7\u8868\u793a\u6587\u672c\u7684\u5e8f\u5217\u957f\u5ea6\u5c31\u8d8a\u77ed\u3002\u4e3a\u4e86\u627e\u5230\u4e00\u4e2a\u6298\u8877\u7684\u65b9\u6848\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u6bcf8\u4f4d\u7f16\u7801\u8f6c\u5316\u4e3a\u5341\u8fdb\u5236\u7684\u6570\u5b57\uff0c\u518d\u6839\u636e\u4e00\u4e9b\u5e38\u89c1\u7684\u6587\u672c\u7ec4\u5408\uff0c\u53bb\u589e\u52a0\u4e00\u4e9b\u7279\u5b9a\u7684\u7b26\u53f7\u8868\u8fbe\uff0c\u5373\u901a\u8fc7\u589e\u5927\u4e00\u70b9\u7b26\u53f7\u96c6\u5408\u53bb\u7f29\u77ed\u6587\u672c\u5e8f\u5217\u3002\u4ee5\u8fd9\u6837\u7684\u601d\u8def\u51fa\u53d1\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u628a\u4e00\u4e2a\u957f\u6587\u672c\u62c6\u89e3\u6210\u7528\u6570\u5b57\u8868\u793a\u7684\u5c0f\u5355\u5143\uff0c\u4e5f\u5c31\u662f\u5e38\u8bf4\u7684 Token\uff0c\u7528\u4e8e\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u7406\u89e3\u548c\u5b66\u4e60\u3002\u8fd9\u91cc\u4e5f\u6709\u4e00\u4e2a\u5f88\u68d2\u7684\u7f51\u7ad9\u53ef\u4ee5\u5e26\u4f60\u53bb\u7406\u89e3\u5206\u8bcd\u7684\u8fc7\u7a0b\uff08<a href=\"https:\/\/tiktokenizer.vercel.app\/\">Tokenizer<\/a>\uff09\uff0c\u8fd9\u91cc\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u5230\u4f60\u8f93\u5165\u7684\u6587\u672c\u5728\u4e0d\u540c\u7684\u6a21\u578b\u5206\u8bcd\u89c4\u5219\u4e0b\u8f6c\u5316\u6210\u4e86\u600e\u6837\u7684Token\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"583\" src=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.2-1024x583.png\" alt=\"\" class=\"wp-image-231\" srcset=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.2-1024x583.png 1024w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.2-300x171.png 300w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.2-768x438.png 768w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.2-1536x875.png 1536w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm1.2-2048x1167.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5927\u6a21\u578b\u5176\u5b9e\u5e76\u4e0d\u4f1a\u7406\u89e3\u8fd9\u4e2a\u8bcd\u5177\u4f53\u662f\u4ec0\u4e48\u610f\u601d\u3002\u5f88\u591a\u535a\u4e3b\u5728\u89e3\u91catoken\u7684\u65f6\u5019\u90fd\u4f1a\u7528\u8fd9\u6837\u4e00\u4e2a\u6bd4\u55bb\uff0c\u8bf4\u6587\u672c\u8f6c\u5316\u4e3aToken\u5582\u7ed9\u6a21\u578b\uff0c\u6a21\u578b\u7684\u89c6\u89d2\u5c31\u597d\u6bd4\u4f60\u770b\u5230\u4e86\u4e00\u5927\u5806emoji\u3002\u6a21\u578b\u6240\u80fd\u7406\u89e3\u7684\u53ea\u6709\u4e0d\u540cToken\u4e4b\u95f4\u7684\u5173\u8054\u5173\u7cfb\u548c\u6f5c\u5728\u7684\u7ec4\u5408\u89c4\u5f8b\uff0c\u8fd9\u662f\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e00\u4e2a\u91cd\u8981\u7684\u5171\u8bc6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Transformer\u6a21\u578b\u9884\u8bad\u7ec3<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5b8c\u6210\u4e86\u9884\u8bad\u7ec3\u7684\u6587\u672c\u5904\u7406\u4e4b\u540e\uff0c\u6211\u4eec\u5c31\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u4e86\u3002\u5728\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u8981\u505a\u7684\u5c31\u662f\u6839\u636e\u4e00\u5b9atoken\u6570\u91cf\u7684\u4e0a\u6587\uff0c\u8ba9\u6a21\u578b\u53ef\u4ee5\u51c6\u786e\u5730\u63a8\u6d4b\u51fa\u4e0b\u4e00\u4e2atoken\u662f\u4ec0\u4e48\u3002\u5728\u5b9e\u9645\u6a21\u578b\u4e2d\uff0c\u8fd9\u91cc\u4e0a\u6587\u7684token\u6570\u91cf\u53ef\u80fd\u662f0\u5230\u51e0\u5343\uff08\u6a21\u578b\u7684\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6\uff09\uff0c\u5b89\u5fb7\u70c8\u7528\u4e86\u56db\u4e2atoken\u6765\u4e3e\u4f8b\uff0c\u6211\u4e0b\u9762\u8f6c\u5316\u6210\u4e2d\u6587\u4e3e\u4e2a\u4f8b\u5b50\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5582\u7ed9\u4e86\u6a21\u578b\u4e00\u7bc7\u5c0f\u5b66\u751f\u65e5\u8bb0\uff0c\u8fd9\u91cc\u6709\u53e5\u8bdd\u662f\u201c\u6211\u60f3\u8981\u5403\u8089\u201d\uff0c\u90a3\u4e48\u5bf9\u4e8e\u6a21\u578b\u6765\u8bf4\uff0c\u8981\u505a\u7684\u5c31\u662f\u901a\u8fc7\u524d\u9762\u56db\u4e2a\u5b57\u201c\u6211\u60f3\u8981\u5403\u201d\u5bf9\u5e94\u7684token\uff0c\u63a8\u6d4b\u51fa\u7b2c\u4e94\u4e2atoken\u5bf9\u5e94\u662f\u201c\u8089\u201d\u3002\u5bf9\u4e8e\u6700\u539f\u59cb\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u901a\u8fc7\u201c\u6211\u60f3\u8981\u5403\u201d\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5b57\uff0c\u90a3\u6240\u6709\u7684\u7ed3\u679c\u53ef\u80fd\u6027\u90fd\u662f\u968f\u673a\u7684\uff0c\u6bd4\u5982\u7b2c\u4e94\u4e2atoken\u5bf9\u5e94\u6c49\u5b57\u662f\u201c\u4eba\u201d\u3001\u201c\u5929\u201d\u3001\u201c\u8089\u201d\u7684\u6982\u7387\u4e5f\u8bb8\u90fd\u662f1%\u3002\u7136\u800c\u6839\u636e\u6211\u4eec\u6587\u672c\u7684\u5185\u5bb9\uff0c\u6211\u4eec\u77e5\u9053\u201c\u6211\u60f3\u8981\u5403\u201d\u7684\u4e0b\u4e00\u4e2a\u5b57\u7684\u6b63\u786e\u7b54\u6848\u662f\u201c\u8089\u201d\uff0c\u6a21\u578b\u5c31\u4f1a\u4f18\u5316\u4e00\u4e0b\u5b83\u5185\u90e8\u7684\u53c2\u6570\uff0c\u4f7f\u5f97\u201c\u8089\u201d\u7684\u6982\u7387\u9ad8\u4e00\u4e9b\uff0c\u800c\u4e0d\u90a3\u4e48\u76f8\u5173\u7684\u8bcd\u7684\u6982\u7387\u5c31\u4f1a\u4f4e\u4e00\u4e9b\u3002\u5047\u5982\u8fd9\u4e2a\u5c0f\u5b66\u751f\u65e5\u8bb0\u91cc\u6709800\u4e2atoken\uff0c\u90a3\u8fd9\u6837\u7684\u63a8\u7406\u4f18\u5316\u5c31\u4f1a\u540c\u65f6\u53d1\u751f\u5728\u8fd9800\u4e2atoken\u4e0a\uff0c\u76f4\u5230\u6a21\u578b\u80fd\u591f\u6839\u636e\u524d\u6587\u5bf9\u4e8e\u6587\u7ae0\u4e2d\u6bcf\u4e00\u4e2a\u4f4d\u7f6e\u7684token\u90fd\u4f5c\u51fa\u6b63\u786e\u7684\u63a8\u7406\u9884\u6d4b\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u662f\u6a21\u578b\u8bad\u7ec3\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"460\" src=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.1-1024x460.png\" alt=\"\" class=\"wp-image-232\" srcset=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.1-1024x460.png 1024w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.1-300x135.png 300w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.1-768x345.png 768w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.1.png 1402w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u53ea\u662f\u901a\u8fc7\u4e00\u4e2a\u4f8b\u5b50\u8ba9\u4eba\u53bb\u7406\u89e3\u8fd9\u4e2a\u6a21\u578b\u7684\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u4ee5\u53ca\u6a21\u578b\u8bad\u7ec3\u7684\u52a8\u4f5c\u5176\u5b9e\u5c31\u662f\u5728\u4f18\u5316\u5185\u90e8\u53c2\u6570\u4ee5\u83b7\u5f97\u6b63\u786e\u7684\u9884\u6d4b\u3002\u771f\u5b9e\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4f1a\u6db5\u76d6\u66f4\u590d\u6742\u7684\u6570\u5b66\u8ba1\u7b97\uff0c\u4ee5\u53ca\u66f4\u7279\u6b8a\u7684\u7ed3\u6784\uff0c\u8fd9\u91cc\u7ed9\u51fa\u4e86\u4e00\u4e2a\u6a21\u578b\u53ef\u89c6\u5316\u7684\u7f51\u7ad9\uff08<a href=\"https:\/\/bbycroft.net\/llm\">GPT\u6a21\u578b\u53ef\u89c6\u5316\u7f51\u7ad9<\/a>\uff09\u7528\u4e8e\u76f4\u89c2\u5730\u611f\u53d7\u8fd9\u4e2a\u6a21\u578b\u7684\u53c2\u6570\u91cf\u7ea7\u548c\u9884\u6d4b\u8fc7\u7a0b\u3002\u8fd9\u91cc\u63d0\u4e00\u70b9Transformer\u7684\u7279\u70b9\u5728\u4e8e\u5b83\u7684Attention Matrix\uff0c\u8fd9\u4e2a\u5927\u5927\u63d0\u5347\u4e86\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u7387\u548c\u6548\u679c\uff0c\u6709\u5174\u8da3\u53ef\u4ee5\u53bb\u641c\u4e00\u4e0b2017\u5e74\u5212\u65f6\u4ee3\u7684\u8bba\u6587\u300aAttention is all you need\u300b\uff0c\u8fd9\u91cc\u5bf9\u4e8eTransformer\u8131\u79bb\u4f20\u7edf\u5faa\u73af\u548c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u4f7f\u7528\u6ce8\u610f\u529b\u673a\u5236\u6784\u5efa\u6a21\u578b\u67b6\u6784\u505a\u4e86\u6df1\u5165\u7684\u9610\u91ca\u3002\u5f53\u7136\u4f60\u5982\u679c\u65e0\u6cd5\u7406\u89e3\u7684\u8bdd\uff0c\u4e5f\u53ef\u4ee5\u50cf\u5b89\u5fb7\u70c8\u5728\u89c6\u9891\u4e2d\u8bb2\u7684\u90a3\u6837\uff0c\u7b80\u5355\u628a\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5f53\u4f5c\u4e00\u4e2a\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u4e00\u4e2a\u6570\u5b66\u51fd\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"531\" src=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.2-1024x531.png\" alt=\"\" class=\"wp-image-233\" srcset=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.2-1024x531.png 1024w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.2-300x155.png 300w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.2-768x398.png 768w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.2-1536x796.png 1536w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm2.2-2048x1061.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6a21\u578b\u7684\u63a8\u7406\u751f\u6210<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u4f60\u8bad\u7ec3\u597d\u4e86\u4e00\u4e2a\u6a21\u578b\uff0c\u90a3\u8fd9\u4e2a\u6a21\u578b\u5c31\u53ef\u4ee5\u6839\u636e\u4e0a\u6587\u53bb\u8fdb\u884c\u4e0b\u4e00\u4e2atoken\u7684\u63a8\u7406\u3002\u5728\u4e00\u4e9bGPT\u7684chatbot\u91cc\uff0c\u4f60\u53ef\u4ee5\u770b\u5230AI\u7684\u5b57\u90fd\u662f\u4e00\u4e2a\u4e00\u4e2a\u5f39\u51fa\u6765\u7684\uff0c\u8fd9\u91cc\u5176\u5b9e\u6bcf\u4e00\u4e2atoken\u7684\u751f\u6210\u90fd\u662f\u4e00\u6b21\u6a21\u578b\u63a8\u7406\u7684\u7ed3\u6784\u3002\u4f8b\u5982\u6a21\u578b\u4f1a\u6839\u636e\u201c\u6211\u201d\u63a8\u6d4b\u51fa\u4e0b\u4e00\u4e2a\u8bcd\u662f\u201c\u60f3\u201d\uff0c\u6839\u636e\u201c\u6211\u60f3\u201d\u63a8\u6d4b\u51fa\u4e0b\u4e00\u4e2a\u8bcd\u662f\u201c\u8981\u201d\uff0c\u518d\u6839\u636e\u201c\u6211\u60f3\u8981\u201d\u63a8\u6d4b\u51fa\u4e0b\u4e00\u4e2a\u8bcd\u662f\u201c\u73a9\u201d\u3002\u5f53\u7136\uff0c\u4f60\u53ef\u80fd\u53d1\u73b0\u8fd9\u91cc\u751f\u6210\u7684\u201c\u6211\u60f3\u8981\u73a9\u201d\u548c\u4f60\u8bad\u7ec3\u96c6\u4e2d\u7684\u201c\u6211\u60f3\u8981\u5403\u201d\u6709\u533a\u522b\uff0c\u8fd9\u4e5f\u662f\u5f88\u6b63\u5e38\u7684\uff0c\u56e0\u4e3a\u6a21\u578b\u6bcf\u6b21\u63a8\u7406\u90fd\u662f\u6982\u7387\u751f\u6210\u7684\u7ed3\u6784\uff0c\u6bcf\u6b21\u90fd\u4f1a\u4e0d\u4e00\u6837\uff0c\u4f46\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u901a\u5e38\u80fd\u7ed9\u51fa\u4e00\u4e2a\u5408\u7406\u7684\u63a8\u7406\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u201c\u6211\u60f3\u8981\u992e\u201d\u6216\u8005\u201c\u6211\u60f3\u8981\u9ac2\u201d\u8fd9\u79cd\u5947\u602a\u7684\u7ed3\u679c\u3002\u5982\u679c\u4f60\u4ed4\u7ec6\u68c0\u67e5\u4f60\u7684\u8bad\u7ec3\u96c6\uff0c\u53ef\u80fd\u67d0\u5904\u80fd\u770b\u5230\u5728\u201c\u73a9\u201d\u4e4b\u524d\u51fa\u73b0\u4e86\u548c\u201d\u6211\u60f3\u8981\u201c\u63a5\u8fd1\u7684\u4e0a\u6587\uff0c\u6a21\u578b\u53ef\u80fd\u4e5f\u6b63\u662f\u5728\u8fd9\u91cc\u7684\u8bad\u7ec3\u4e2d\u53d7\u5230\u4e86\u542f\u53d1\u800c\u63a8\u7406\u51fa\u201d\u73a9\u201c\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"690\" src=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm3.1-1024x690.png\" alt=\"\" class=\"wp-image-234\" srcset=\"https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm3.1-1024x690.png 1024w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm3.1-300x202.png 300w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm3.1-768x518.png 768w, https:\/\/zhudashan.top\/wp-content\/uploads\/2025\/05\/llm3.1.png 1154w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u81f3\u6b64\uff0c\u4e00\u4e2a\u57fa\u7840\u7684\u795e\u7ecf\u7f51\u7edc\u5927\u8bed\u8a00\u6a21\u578b\u7684\u300c\u8bad\u7ec3\u96c6\u51c6\u5907-\u6a21\u578b\u9884\u8bad\u7ec3-\u63a8\u7406\u751f\u6210\u300d\u6d41\u7a0b\u5df2\u7ecf\u6e05\u6670\u4e86\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u7248\u89c6\u9891\uff1ahttps:\/\/www.youtube.com\/watch?v=7xTGNNLPyMI B [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":236,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[24],"tags":[14,25],"class_list":["post-224","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-knowledge","tag-llm","tag-tokenization"],"_links":{"self":[{"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/posts\/224","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/comments?post=224"}],"version-history":[{"count":1,"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/posts\/224\/revisions"}],"predecessor-version":[{"id":235,"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/posts\/224\/revisions\/235"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/media\/236"}],"wp:attachment":[{"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/media?parent=224"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/categories?post=224"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zhudashan.top\/index.php\/wp-json\/wp\/v2\/tags?post=224"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}