{"id":35140,"date":"2024-12-19T10:59:53","date_gmt":"2024-12-19T02:59:53","guid":{"rendered":"https:\/\/17aitech.com\/?p=35140"},"modified":"2024-12-19T10:59:53","modified_gmt":"2024-12-19T02:59:53","slug":"%e5%a4%a7%e7%a5%9ekarpathy%ef%bc%9a%e6%88%91%e7%bb%99%e5%a4%a7%e6%a8%a1%e5%9e%8b%e3%80%8csql%e6%b3%a8%e5%85%a5%e3%80%8d%e6%94%bb%e5%87%bb%ef%bc%8c%e7%ae%80%e7%9b%b4%e4%b8%8d%e8%a6%81%e5%a4%aa%e8%bd%bb","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35140","title":{"rendered":"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-16-2\" target=\"_blank\">\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"22\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u5927\u6a21\u578b\u7684\u5b89\u5168\u6027\uff0c\u53ef\u4ee5\u8bf4\u662f\u300c\u6709\u5f88\u5927\u8fdb\u6b65\u7a7a\u95f4\u300d\u3002<\/section>\n<\/section>\n<\/blockquote>\n<p>AI \u5927\u725b Andrej Karpathy \u53c8\u6765\u79d1\u666e\u77e5\u8bc6\u4e86\uff0c\u8fd9\u6b21\u7684\u4e3b\u9898\u662f\u300c<strong>\u5229\u7528\u7279\u6b8a token \u5bf9 LLM \u8fdb\u884c\u7c7b SQL \u6ce8\u5165\u7684\u653b\u51fb<\/strong>\u300d\u3002<\/p>\n<p>\u6240\u8c13 SQL \u6ce8\u5165\u653b\u51fb\uff0c\u5b83\u662f\u4e00\u79cd\u7f51\u7edc\u653b\u51fb\u6280\u672f\u3002\u653b\u51fb\u8005\u901a\u8fc7\u5c06\u6076\u610f\u7684 SQL \u8bed\u53e5\u63d2\u5165\u5230\u5e94\u7528\u7a0b\u5e8f\u7684\u8f93\u5165\u5b57\u6bb5\u4e2d\uff0c\u8bf1\u4f7f\u540e\u53f0<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u6267\u884c\u8fd9\u4e9b\u6076\u610f\u7684 SQL \u8bed\u53e5\u3002\u6b64\u7c7b\u653b\u51fb\u901a\u5e38\u5229\u7528\u5e94\u7528\u7a0b\u5e8f\u5bf9\u7528\u6237\u8f93\u5165\u7684\u5904\u7406\u4e0d\u5f53\uff0c\u6bd4\u5982\u6ca1\u6709\u6b63\u786e\u5730\u5bf9\u8f93\u5165\u8fdb\u884c\u8fc7\u6ee4\u6216\u8f6c\u4e49\uff0c\u5bfc\u81f4\u653b\u51fb\u8005\u80fd\u591f\u8bbf\u95ee\u3001\u4fee\u6539\u751a\u81f3\u5220\u9664<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u4e2d\u7684\u6570\u636e\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png\"><\/a><\/p>\n<p>\u7531\u4e8e\u4eba\u4eec\u7684\u5b89\u5168\u610f\u8bc6\u9010\u6e10\u5347\u9ad8\uff0c\u76ee\u524d\u5bf9\u4e8e\u5927\u591a\u6570\u8f6f\u4ef6\u4ea7\u54c1\u6765\u8bf4\uff0cSQL \u6ce8\u5165\u90fd\u4e0d\u5e94\u8be5\u51fa\u73b0\u3002<\/p>\n<p>\u4f46\u5728\u5927\u6a21\u578b\u9886\u57df\uff0c\u4e00\u5207\u90fd\u8fd8\u5904\u4e8e\u521d\u6b65\u9636\u6bb5\u3002LLM \u5206\u8bcd\u5668\u8d1f\u8d23\u5bf9\u8f93\u5165\u5b57\u7b26\u4e32\u4e2d\u7684\u7279\u6b8a token\uff08\u5982 <s>\u3001&lt;|endoftext|&gt; \u7b49\uff09\u8fdb\u884c\u89e3\u6790\u3002\u867d\u7136\u8fd9\u770b\u8d77\u6765\u5f88\u65b9\u4fbf\uff0c\u4f46\u6700\u591a\u4f1a\u5bfc\u81f4\u8bef\u5224\uff1b\u6700\u574f\u7684\u60c5\u51b5\u4e0b\u4f1a\u5bfc\u81f4 LLM \u5b89\u5168\u6f0f\u6d1e\uff0c\u76f8\u5f53\u4e8e SQL \u6ce8\u5165\u653b\u51fb\u3002<\/s><\/p>\n<p>\u8fd9\u91cc\u5c31\u8981\u6ce8\u610f\u4e86\uff1a\u7528\u6237\u8f93\u5165\u5b57\u7b26\u4e32\u662f\u4e0d\u53d7\u4fe1\u4efb\u7684\u6570\u636e\u3002<\/p>\n<p>\u5728 SQL \u6ce8\u5165\u4e2d\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u300cDROP TABLE\u300d\u653b\u51fb\u6765\u7834\u89e3\u4e0d\u826f\u4ee3\u7801\u3002\u5728 LLM \u4e2d\u540c\u6837\u4f1a\u9047\u5230\u76f8\u540c\u7684\u95ee\u9898\uff0c\u4e0d\u826f\u4ee3\u7801\u4f1a\u5c06\u5b57\u7b26\u4e32\u7684\u7279\u6b8a token \u63cf\u8ff0\u7b26\u89e3\u6790\u4e3a\u5b9e\u9645\u7684\u7279\u6b8a token\uff0c\u5f04\u6df7\u8f93\u5165\u8868\u793a\uff0c\u5bfc\u81f4 LLM \u65e0\u6cd5\u5206\u53d1\u804a\u5929\u6a21\u7248\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u4f7f\u7528\u5f53\u524d huggingface Llama 3 \u5206\u8bcd\u5668\u9ed8\u8ba4\u7684\u793a\u4f8b\u3002<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u540c\u65f6\u51fa\u73b0\u4e86\u4e24\u79cd\u4e0d\u76f4\u89c2\u7684\u60c5\u51b5\uff1a<\/p>\n<ul>\n<li>\n<p>&lt;|begin_of_text|&gt;\u00a0token \u88ab\uff08128000\uff09\u88ab\u6dfb\u52a0\u5230\u4e86\u5e8f\u5217\u524d\u9762<\/p>\n<\/li>\n<li>\n<p>&lt;|end_of_text|&gt; token\uff08128001\uff09\u4ece\u5b57\u7b26\u4e32\u4e2d\u88ab\u89e3\u6790\u51fa\u6765\uff0c\u5e76\u63d2\u5165\u4e86\u7279\u6b8a token\u3002\u73b0\u5728\u6587\u672c\uff08\u53ef\u80fd\u6765\u81ea\u7528\u6237\uff09\u53ef\u80fd\u4e0e token \u534f\u8bae\u6df7\u6dc6\uff0c\u5e76\u5bfc\u81f4 LLM \u65e0\u6cd5\u5206\u53d1\uff0c\u8fdb\u800c\u4ea7\u751f\u672a\u5b9a\u4e49\u7684\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u56e0\u6b64\uff0cKarpathy \u5efa\u8bae\u59cb\u7ec8\u4f7f\u7528\u4e24\u4e2a\u989d\u5916\u7684 flag \u8fdb\u884c tokenizing \u64cd\u4f5c\uff0c\u7981\u7528 add_special_tokens=False \u548c split_special_tokens=True\uff0c\u5e76\u5728\u4ee3\u7801\u4e2d\u81ea\u884c\u6dfb\u52a0\u7279\u6b8a token\u3002\u4ed6\u8ba4\u4e3a\u8fd9\u4e24\u4e2a\u9009\u9879\u7684\u547d\u540d\u4f1a\u6709\u70b9\u4ee4\u4eba\u56f0\u60d1\u3002\u5bf9\u4e8e\u804a\u5929\u6a21\u578b\uff0c\u4f60\u4e5f\u53ef\u4ee5\u4f7f\u7528\u804a\u5929\u6a21\u677f apply_chat_template\u3002<\/p>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u64cd\u4f5c\uff0c\u4f60\u53ef\u4ee5\u5f97\u5230\u4e00\u4e9b\u770b\u5230\u6765\u66f4\u6b63\u786e\u7684\u4e1c\u897f\u3002\u6bd4\u5982 &lt;|end_of_text|&gt; \u73b0\u5728\u88ab\u89c6\u4e3a\u4efb\u4f55\u5176\u4ed6\u5b57\u7b26\u4e32\u5e8f\u5217\uff0c\u5e76\u88ab\u5e95\u5c42 BPE \u5206\u8bcd\u5668\u5206\u89e3\uff0c\u5c31\u50cf\u4efb\u4f55\u5176\u4ed6\u5b57\u7b26\u4e32\u4e00\u6837\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fa07a30d52766464994db6d5e2f46a6c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fa07a30d52766464994db6d5e2f46a6c.png\"><\/a><\/p>\n<p>Karpathy \u8ba4\u4e3a\u5bf9\u7f16\u7801\u548c\u89e3\u7801\u7684\u8c03\u7528\u6c38\u8fdc\u4e0d\u5e94\u8be5\u901a\u8fc7\u89e3\u6790\u5b57\u7b26\u4e32\u7684\u65b9\u5f0f\u6765\u5904\u7406\u7279\u6b8a token\uff0c\u6211\u4eec\u9700\u8981\u5b8c\u5168\u5f03\u7528\u8fd9\u4e00\u529f\u80fd\u3002\u76f8\u53cd\uff0c\u8fd9\u4e9b\u5e94\u8be5\u53ea\u901a\u8fc7\u5355\u72ec\u7684\u4ee3\u7801\u8def\u5f84\u6765\u663e\u5f0f\u4e14\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u6765\u6dfb\u52a0\u3002\u5728 tiktoken \u4e2d\uff0c\u59cb\u7ec8\u4f7f\u7528 encode_ordinary\uff1b\u5728 huggingface \u4e2d\uff0c\u4f7f\u7528\u4e0a\u6587\u63d0\u5230\u7684 flag \u66f4\u5b89\u5168\u3002\u81f3\u5c11\u8981\u6ce8\u610f\u5230\u8fd9\u4e2a\u95ee\u9898\uff0c\u5e76\u59cb\u7ec8\u4fdd\u6301\u81ea\u5df1 token \u7684\u53ef\u89c6\u5316\u5e76\u6d4b\u8bd5\u81ea\u5df1\u7684\u4ee3\u7801\u3002<\/p>\n<p>Karpathy \u8ba4\u4e3a\u8fd9\u4e9b\u4e1c\u897f\u975e\u5e38\u5fae\u5999\u4e14\u8bb0\u5f55\u4e0d\u5168\uff0c\u4ed6\u9884\u8ba1\u73b0\u5728\u5927\u7ea6 50% \u7684\u4ee3\u7801\u90fd\u51fa\u73b0\u4e86\u4e0a\u8ff0\u95ee\u9898\u5bfc\u81f4\u7684 bug\u3002<\/p>\n<p>\u5373\u4f7f\u662f\u51fa\u5382\u524d\u7ecf\u5386\u4e86\u4e25\u683c\u6d4b\u8bd5\u7684 ChatGPT \u4e5f\u51fa\u73b0\u4e86\u4e00\u4e9b\u5947\u602a\u7684\u95ee\u9898\u3002\u6700\u597d\u7684\u60c5\u51b5\u662f\u5b83\u53ea\u5220\u9664\u4e86 token\uff0c\u6700\u574f\u7684\u60c5\u51b5\u5219\u662f\u4ee5\u4e00\u79cd\u672a\u5b9a\u4e49\u7684\u65b9\u5f0f\u6df7\u6dc6\u4e86 LLM\u3002Karpathy \u4e5f\u4e0d\u6e05\u695a\u80cc\u540e\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u4f46 ChatGPT \u65e0\u6cd5\u5c06\u5b57\u7b26\u4e32 &lt;|endoftext|&gt; \u91cd\u590d\u53d1\u7ed9\u4ed6\u3002\u6240\u4ee5\u8fd9\u91cc\u8981\u683c\u5916\u6ce8\u610f\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1c8bbf984a047568e0aa1eadae9d23be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1c8bbf984a047568e0aa1eadae9d23be.png\"><\/a><\/section>\n<p>Andrej Karpathy \u7684\u6587\u7ae0\u4e00\u51fa\uff0c\u7acb\u523b\u5f15\u8d77\u4e86\u8ba8\u8bba\u3002\u6709\u4eba\u95ee\uff1a\u90a3\u4e48 LLM \u5f00\u53d1\u4eba\u5458\u9700\u8981\u91c7\u53d6\u4ec0\u4e48\u63aa\u65bd\u6765\u63d0\u5347\u5b89\u5168\u6027\u5417\uff1f<\/p>\n<p>Karpathy \u8ba4\u4e3a\u8bf4\u6765\u4e5f\u7b80\u5355\uff0c\u59cb\u7ec8\u4ee5\u300c\u666e\u901a\u300d\u65b9\u5f0f\u6807\u8bb0\u5b57\u7b26\u4e32\uff0c\u5373 utf8 \u5b57\u8282\u5e8f\u5217\u5c31\u53ef\u4ee5\u4e86\u3002\u8fd9\u8ba9\u4eba\u60f3\u8d77\u4e86\u5b89\u5168\u9886\u57df\u4e2d\u7684\u300c\u6700\u5c0f\u7279\u6743\u300d\u539f\u5219 \u2014\u2014 \u672c\u8d28\u4e0a\uff0c\u901a\u8fc7\u5c06\u529f\u80fd\u9650\u5236\u5728\u7edd\u5bf9\u5fc5\u8981\u7684\u8303\u56f4\u5185\uff0c\u5c31\u53ef\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u53d1\u751f\u610f\u5916\u540e\u679c\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-26e02d78f564c528a5c2d14d80fb4bdf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-26e02d78f564c528a5c2d14d80fb4bdf.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u4eba\u8868\u793a\u300c\u6211\u4eec\u5df2\u7ecf\u5728\u8fd9\u4e2a\u65b9\u5411\u4e0a\u524d\u8fdb\u4e86\u300d\u3002VLM \u6a21\u578b PaliGemma \u4f5c\u8005\uff0cGoogle <mark data-type=\"institutions\" data-id=\"83832d76-bfe1-42e7-ab87-9971cb43d50c\">DeepMind<\/mark> \u79d1\u5b66\u5bb6 Lucas Beyer \u8868\u793a\uff0c\u6211\u4eec\u5728\u65b0\u5de5\u4f5c\u5f97\u4ee3\u7801\u91cc\u5df2\u7ecf\u63d0\u5347\u4e86\u5b89\u5168\u673a\u5236\uff0c\u8fd9\u4f1a\u6709\u4e9b\u9ebb\u70e6\uff0c\u5c24\u5176\u662f\u5728\u652f\u6301\u591a\u4e2a tokenizer \u65f6\uff0c\u4f46\u603b\u4f53\u800c\u8a00\u662f\u503c\u5f97\u7684\u3002\u5b83\u4e5f\u4f1a\u8ba9\u4ee3\u7801\u66f4\u52a0\u76f4\u63a5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-509bea7e03230ea14ae739026f182caf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-509bea7e03230ea14ae739026f182caf.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u7f51\u53cb\u95ee\u9053\uff0c\u5982\u679c\u4ee3\u7801\u662f\u6b63\u786e\u7684\uff0c\u4f46\u662f\u8bad\u7ec3\u6570\u636e\u65f6\u5019\u8f93\u5165 &lt;|endoftext|&gt; \u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/p>\n<p>Karpathy \u8868\u793a\uff0c\u5982\u679c\u4ee3\u7801\u6ca1\u9519\uff0c\u4ec0\u4e48\u90fd\u4e0d\u4f1a\u53d1\u751f\u3002\u4f46\u95ee\u9898\u662f\u5f88\u591a\u4ee3\u7801\u53ef\u80fd\u5e76\u4e0d\u6b63\u786e\uff0c\u8fd9\u4f1a\u6084\u6084\u7834\u574f\u5927\u6a21\u578b\u7684\u4e16\u754c\u89c2\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d798e57b1ca00259388cbacda515475a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d798e57b1ca00259388cbacda515475a.png\"><\/a><\/section>\n<p>Karpathy \u53d1\u73b0\u7684\u65b0\u95ee\u9898\uff0c\u4f60\u600e\u4e48\u770b\u5462\uff1f<\/p>\n<p><sup>\u53c2\u8003\u5185\u5bb9\uff1a<\/sup><\/p>\n<p><em><sup>https:\/\/twitter.com\/karpathy\/status\/1823418177197646104<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-16-2\" target=\"_blank\">\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u795eKarpathy\uff1a [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68],"class_list":["post-35140","post","type-post","status-publish","format-standard","hentry","category-news","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e - \u4e00\u8d77AI\u6280\u672f<\/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:\/\/17aitech.com\/?p=35140\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e\",\"datePublished\":\"2024-12-19T02:59:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140\"},\"wordCount\":108,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png\",\"keywords\":[\"\u5927\u6a21\u578b\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=35140#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=35140\",\"name\":\"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png\",\"datePublished\":\"2024-12-19T02:59:53+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=35140\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/08\\\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35140#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e - \u4e00\u8d77AI\u6280\u672f","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:\/\/17aitech.com\/?p=35140","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=35140#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=35140"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e","datePublished":"2024-12-19T02:59:53+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=35140"},"wordCount":108,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=35140#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png","keywords":["\u5927\u6a21\u578b"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=35140#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=35140","url":"https:\/\/17aitech.com\/?p=35140","name":"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=35140#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=35140#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png","datePublished":"2024-12-19T02:59:53+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=35140#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=35140"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=35140#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eb18e705bf4e34ef6a98d5b12b1bbc8b.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=35140#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5927\u795eKarpathy\uff1a\u6211\u7ed9\u5927\u6a21\u578b\u300cSQL\u6ce8\u5165\u300d\u653b\u51fb\uff0c\u7b80\u76f4\u4e0d\u8981\u592a\u8f7b\u677e"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35140","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=35140"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35140\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=35140"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=35140"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=35140"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}