{"id":1209,"date":"2024-04-26T15:31:41","date_gmt":"2024-04-26T15:31:41","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1209"},"modified":"2024-04-26T15:33:59","modified_gmt":"2024-04-26T15:33:59","slug":"xiandaishengchengshirengongzhinengyuchatgptheopenaimoxingdierzhangopenaihechatgptchaoyueshichangchao","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/xiandaishengchengshirengongzhinengyuchatgptheopenaimoxingdierzhangopenaihechatgptchaoyueshichangchao.html","title":{"rendered":"\u300a\u73b0\u4ee3\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e0eChatGPT\u548cOpenAI\u6a21\u578b\u300b\u7b2c\u4e8c\u7ae0\uff1aOpenAI\u548cChatGPT\u2014\u2014\u8d85\u8d8a\u5e02\u573a\u7092\u4f5c"},"content":{"rendered":"<p>\u672c\u7ae0\u63d0\u4f9b\u4e86OpenAI\u53ca\u5176\u6700\u663e\u8457\u7684\u53d1\u5c55\u2014\u2014ChatGPT\u7684\u6982\u8ff0\uff0c\u91cd\u70b9\u4ecb\u7ecd\u4e86\u5b83\u7684\u5386\u53f2\u3001\u6280\u672f\u548c\u80fd\u529b\u3002<\/p>\n<p>\u603b\u4f53\u76ee\u6807\u662f\u63d0\u4f9b\u5bf9ChatGPT\u5982\u4f55\u5728\u5404\u4e2a\u884c\u4e1a\u548c\u5e94\u7528\u4e2d\u4f7f\u7528\u4ee5\u6539\u5584\u6c9f\u901a\u548c\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u6df1\u5165\u4e86\u89e3\uff0c\u6700\u7ec8\u5c55\u793a\u8fd9\u4e9b\u5e94\u7528\u5982\u4f55\u5f71\u54cd\u6280\u672f\u9886\u57df\u4ee5\u53ca\u5176\u4ed6\u9886\u57df\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u901a\u8fc7\u4ee5\u4e0b\u4e3b\u9898\u6765\u4ecb\u7ecd\u8fd9\u4e9b\u5185\u5bb9\uff1a<\/p>\n<ul>\n<li>\u4ec0\u4e48\u662fOpenAI\uff1f<\/li>\n<li>OpenAI\u6a21\u578b\u5bb6\u65cf\u6982\u8ff0<\/li>\n<li>\u901a\u5f80ChatGPT\u7684\u9053\u8def\uff1a\u5176\u80cc\u540e\u7684\u6a21\u578b\u6570\u5b66\u539f\u7406<\/li>\n<li>ChatGPT\uff1a\u6700\u5148\u8fdb\u7684\u6280\u672f\u73b0\u72b6<\/li>\n<\/ul>\n<h1 data-id=\"heading-0\">\u6280\u672f\u8981\u6c42<\/h1>\n<p>\u4e3a\u4e86\u80fd\u591f\u6d4b\u8bd5\u672c\u7ae0\u4e2d\u7684\u793a\u4f8b\uff0c\u60a8\u9700\u8981\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<ol>\n<li>OpenAI\u8d26\u6237\uff0c\u7528\u4e8e\u8bbf\u95eePlayground\u548cModels API\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fopenai.com%2Fapi%2Flogin20%25EF%25BC%2589\" target=\"_blank\" title=\"https:\/\/openai.com\/api\/login20%EF%BC%89\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">openai.com\/api\/login20\u2026<\/a><\/li>\n<li>\u60a8\u559c\u6b22\u7684\u96c6\u6210\u5f00\u53d1\u73af\u5883\uff08IDE\uff09\uff0c\u5982Jupyter\u6216Visual Studio<\/li>\n<li>\u5df2\u5b89\u88c5Python 3.7.1+\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.python.org%2Fdownloads%25EF%25BC%2589\" target=\"_blank\" title=\"https:\/\/www.python.org\/downloads%EF%BC%89\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.python.org\/downloads\uff09<\/a><\/li>\n<li>\u5df2\u5b89\u88c5pip\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fpip.pypa.io%2Fen%2Fstable%2Finstallation%2F%25EF%25BC%2589\" target=\"_blank\" title=\"https:\/\/pip.pypa.io\/en\/stable\/installation\/%EF%BC%89\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">pip.pypa.io\/en\/stable\/i\u2026<\/a><\/li>\n<li>\u5df2\u5b89\u88c5OpenAI Python\u5e93\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fpypi.org%2Fproject%2Fopenai%2F%25EF%25BC%2589\" target=\"_blank\" title=\"https:\/\/pypi.org\/project\/openai\/%EF%BC%89\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">pypi.org\/project\/ope\u2026<\/a><\/li>\n<\/ol>\n<h1 data-id=\"heading-1\">\u4ec0\u4e48\u662fOpenAI\uff1f<\/h1>\n<p>OpenAI\u662f\u7531Elon Musk\u3001Sam Altman\u3001Greg Brockman\u3001Ilya Sutskever\u3001Wojciech Zaremba\u548cJohn Schulman\u4e8e2015\u5e74\u521b\u7acb\u7684\u7814\u7a76\u7ec4\u7ec7\u3002\u6b63\u5982OpenAI\u7f51\u9875\u4e0a\u6240\u8ff0\uff0c\u5176\u4f7f\u547d\u662f\u201c\u786e\u4fdd\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff08AGI\uff09\u9020\u798f\u4e8e\u5168\u4eba\u7c7b\u201d\u3002\u7531\u4e8e\u5b83\u662f\u901a\u7528\u7684\uff0cAGI\u65e8\u5728\u5177\u5907\u5b66\u4e60\u548c\u6267\u884c\u5404\u79cd\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u800c\u65e0\u9700\u8fdb\u884c\u7279\u5b9a\u4efb\u52a1\u7684\u7f16\u7a0b\u3002<\/p>\n<p>\u81ea2015\u5e74\u4ee5\u6765\uff0cOpenAI\u4e00\u76f4\u4e13\u6ce8\u4e8e\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08DRL\uff09\uff0c\u8fd9\u662f\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u7684\u4e00\u4e2a\u5b50\u9886\u57df\uff0c\u5c06\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4e0e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u76f8\u7ed3\u5408\u3002\u8be5\u9886\u57df\u7684\u9996\u4e2a\u8d21\u732e\u53ef\u4ee5\u8ffd\u6eaf\u52302016\u5e74\uff0c\u5f53\u65f6\u8be5\u516c\u53f8\u53d1\u5e03\u4e86OpenAI Gym\uff0c\u8fd9\u662f\u4e00\u4e2a\u4f9b\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u548c\u6d4b\u8bd5RL\u7b97\u6cd5\u7684\u5de5\u5177\u5305\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/9ef9ae5991854b35154bfc62b89415f2.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>OpenAI\u5728\u8be5\u9886\u57df\u7ee7\u7eed\u8fdb\u884c\u7814\u7a76\u548c\u8d21\u732e\uff0c\u4f46\u5176\u6700\u663e\u8457\u7684\u6210\u5c31\u4e0e\u751f\u6210\u6a21\u578b\u2014\u2014\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u53d8\u6362\u5668\uff08GPT\uff09\u76f8\u5173\u3002 \u5728\u4ed6\u4eec\u7684\u8bba\u6587\u300a\u901a\u8fc7\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u6539\u8fdb\u8bed\u8a00\u7406\u89e3\u300b\u4e2d\u4ecb\u7ecd\u4e86\u8be5\u6a21\u578b\u67b6\u6784\uff0c\u5e76\u5c06\u5176\u547d\u540d\u4e3aGPT-1\u4e4b\u540e\uff0cOpenAI\u7684\u7814\u7a76\u4eba\u5458\u5f88\u5feb\u57282019\u5e74\u53d1\u5e03\u4e86\u5176\u7ee7\u4efb\u8005\uff0c\u5373GPT-2\u3002\u8fd9\u4e2a\u7248\u672c\u7684GPT\u662f\u5728\u4e00\u4e2a\u540d\u4e3aWebText\u7684\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u8be5\u8bed\u6599\u5e93\u5f53\u65f6\u5305\u542b\u4e86\u8d85\u8fc7800\u4e07\u4e2a\u6587\u6863\uff0c\u603b\u517140 GB\u7684\u6587\u672c\uff0c\u8fd9\u4e9b\u6587\u672c\u6765\u81ea\u4e8eReddit\u63d0\u4ea4\u7684URL\uff0c\u81f3\u5c11\u67093\u4e2a\u8d5e\u3002GPT-2\u62e5\u670912\u4ebf\u4e2a\u53c2\u6570\uff0c\u662f\u5176\u524d\u8eab\u7684\u5341\u500d\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u770b\u5230HuggingFace\u53d1\u5e03\u7684GPT-2\u7684\u7528\u6237\u754c\u9762\u7684\u767b\u5f55\u9875\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ftransformer.huggingface.co%2Fdoc%2Fdistil-gpt2\" target=\"_blank\" title=\"https:\/\/transformer.huggingface.co\/doc\/distil-gpt2\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">transformer.huggingface.co\/doc\/distil-\u2026<\/a>\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6fe9f82e2d4d57fd65410e8f535e8ce8.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u7136\u540e\uff0c\u57282020\u5e74\uff0cOpenAI\u9996\u5148\u5ba3\u5e03\u7136\u540e\u53d1\u5e03\u4e86GPT-3\uff0c\u8be5\u6a21\u578b\u62e5\u67091750\u4ebf\u4e2a\u53c2\u6570\uff0c\u5728\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u4e0a\u663e\u8457\u4f18\u4e8eGPT-2\u3002<\/p>\n<p>\u9664\u4e86\u81ea\u7136\u8bed\u8a00\u751f\u6210\u6a21\u578b\u5916\uff0cOpenAI\u8fd8\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u8fdb\u884c\u4e86\u5f00\u53d1\uff0c\u5e76\u57282021\u5e74\u53d1\u5e03\u4e86\u8be5\u9886\u57df\u7684\u7b2c\u4e00\u4e2a\u6a21\u578b\uff0c\u540d\u4e3aDALL-E\u3002\u6b63\u5982\u524d\u4e00\u7ae0\u63d0\u5230\u7684\uff0cDALL-E\u80fd\u591f\u6839\u636e\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u521b\u5efa\u5168\u65b0\u7684\u56fe\u50cf\uff0c\u8fd9\u4e9b\u8f93\u5165\u7531\u6700\u65b0\u7248\u672c\u7684GPT-3\u8fdb\u884c\u89e3\u91ca\u3002<\/p>\n<p>DALL-E\u6700\u8fd1\u5347\u7ea7\u5230\u4e86\u65b0\u7248\u672cDALL-E 2\uff0c\u5e76\u4e8e2022\u5e744\u6708\u5ba3\u5e03\u53d1\u5e03\u3002<\/p>\n<p>\u5728\u4e0b\u56fe\u4e2d\uff0c\u60a8\u53ef\u4ee5\u770b\u5230DALL-E\u751f\u6210\u7684\u4ee5\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u201c\u751f\u6210\u4e00\u4e2a\u8212\u9002\u73af\u5883\u4e2d\u7684\u4e00\u676f\u5496\u5561\u7684\u903c\u771f\u56fe\u7247\u201d\u7684\u793a\u4f8b\u56fe\u50cf\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/eaf85fb5f445e66e336aa67799305c57.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u60a8\u53ef\u4ee5\u5728OpenAI DALL-E\u7684\u5b9e\u9a8c\u5ba4\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Flabs.openai.com%2F\" target=\"_blank\" title=\"https:\/\/labs.openai.com\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">labs.openai.com\/<\/a>\uff09\u4e2d\u5c1d\u8bd5\u751f\u6210\u521b\u610f\u56fe\u7247\uff0c\u60a8\u5c06\u83b7\u5f97\u6709\u9650\u7684\u514d\u8d39\u79ef\u5206\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n<p>\u5c3d\u7ba1OpenAI\u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u8bb8\u591a\u9886\u57df\u8fdb\u884c\u4e86\u6295\u8d44\uff0c\u4f46\u5176\u5728\u6587\u672c\u7406\u89e3\u548c\u751f\u6210\u65b9\u9762\u7684\u8d21\u732e\u5353\u8d8a\uff0c\u8fd9\u8981\u5f52\u529f\u4e8e\u6211\u4eec\u5c06\u5728\u4e0b\u9762\u7684\u6bb5\u843d\u4e2d\u63a2\u8ba8\u7684\u57fa\u7840GPT\u6a21\u578b\u7684\u53d1\u5c55\u3002<\/p>\n<h1 data-id=\"heading-2\">OpenAI\u6a21\u578b\u5bb6\u65cf\u6982\u89c8<\/h1>\n<p>\u5982\u4eca\uff0cOpenAI\u63d0\u4f9b\u4e86\u4e00\u5957\u9884\u8bad\u7ec3\u7684\u3001\u53ef\u4f9b\u666e\u901a\u7528\u6237\u4f7f\u7528\u7684\u6a21\u578b\u3002\u8fd9\u6709\u4e24\u4e2a\u91cd\u8981\u7684\u610f\u4e49\uff1a<\/p>\n<ol>\n<li>\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\uff0c\u800c\u4e0d\u9700\u8981\u8fdb\u884c\u957f\u65f6\u95f4\u800c\u6602\u8d35\u7684\u8bad\u7ec3\u3002<\/li>\n<li>\u4e0d\u9700\u8981\u6210\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u6216\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u4e5f\u53ef\u4ee5\u64cd\u4f5c\u8fd9\u4e9b\u6a21\u578b\u3002<\/li>\n<\/ol>\n<p>\u7528\u6237\u53ef\u4ee5\u5728OpenAI Playground\u4e2d\u6d4b\u8bd5OpenAI\u6a21\u578b\uff0c\u8fd9\u662f\u4e00\u4e2a\u53cb\u597d\u7684\u7528\u6237\u754c\u9762\uff0c\u60a8\u53ef\u4ee5\u5728\u5176\u4e2d\u4e0e\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\uff0c\u800c\u65e0\u9700\u7f16\u5199\u4efb\u4f55\u4ee3\u7801\u3002<\/p>\n<p>\u4ee5\u4e0b\u662fOpenAI Playground\u7684\u9996\u9875\u622a\u56fe\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/0df4ee7225bfabb1aab9c7af6ea3f40d.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u6b63\u5982\u56fe2.4\u6240\u793a\uff0cPlayground\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7528\u6237\u754c\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u754c\u9762\u7684\u53f3\u4fa7\u9009\u62e9\u8981\u4e0e\u4e4b\u4ea4\u4e92\u7684\u6a21\u578b\u3002\u8981\u5f00\u59cb\u4e0ePlayground\u8fdb\u884c\u4ea4\u4e92\uff0c\u53ea\u9700\u5728\u8f93\u5165\u7a7a\u95f4\u4e2d\u4ee5\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u4efb\u4f55\u95ee\u9898\u6216\u6307\u4ee4\u5373\u53ef\u3002\u60a8\u8fd8\u53ef\u4ee5\u4eceOpenAI\u6587\u6863\u4e2d\u7684\u4e00\u4e9b\u793a\u4f8b\u5f00\u59cb\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fplatform.openai.com%2Fexamples%25EF%25BC%2589%25E3%2580%2582\" target=\"_blank\" title=\"https:\/\/platform.openai.com\/examples%EF%BC%89%E3%80%82\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">platform.openai.com\/examples\uff09\u3002<\/a><\/p>\n<p>\u5728\u6df1\u5165\u7814\u7a76\u6a21\u578b\u7cfb\u5217\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u9996\u5148\u5b9a\u4e49\u4e00\u4e9b\u5728\u672c\u7ae0\u4e2d\u4f1a\u770b\u5230\u7684\u672f\u8bed\uff1a<\/p>\n<p><strong>\u4ee4\u724c\uff08Tokens\uff09<\/strong>\uff1a\u4ee4\u724c\u53ef\u4ee5\u88ab\u89c6\u4e3aAPI\u7528\u4e8e\u5904\u7406\u8f93\u5165\u63d0\u793a\u7684\u5355\u8bcd\u7247\u6bb5\u6216\u6bb5\u843d\u3002\u4e0e\u5b8c\u6574\u7684\u5355\u8bcd\u4e0d\u540c\uff0c\u4ee4\u724c\u53ef\u80fd\u5305\u542b\u5c3e\u968f\u7684\u7a7a\u683c\u751a\u81f3\u90e8\u5206\u5b50\u8bcd\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u4ee4\u724c\u7684\u957f\u5ea6\u6982\u5ff5\uff0c\u6709\u4e00\u4e9b\u4e00\u822c\u51c6\u5219\u9700\u8981\u8bb0\u4f4f\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u82f1\u6587\u4ee4\u724c\u5927\u7ea6\u76f8\u5f53\u4e8e\u56db\u4e2a\u5b57\u7b26\u6216\u56db\u5206\u4e4b\u4e09\u4e2a\u5355\u8bcd\u3002<\/p>\n<p><strong>\u63d0\u793a\uff08Prompt\uff09<\/strong>\uff1a\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u7684\u80cc\u666f\u4e0b\uff0c\u63d0\u793a\u662f\u6307\u4f5c\u4e3a\u8f93\u5165\u63d0\u4f9b\u7ed9AI\u8bed\u8a00\u6a21\u578b\u4ee5\u751f\u6210\u54cd\u5e94\u6216\u8f93\u51fa\u7684\u6587\u672c\u7247\u6bb5\u3002\u63d0\u793a\u53ef\u4ee5\u662f\u4e00\u4e2a\u95ee\u9898\u3001\u4e00\u4e2a\u9648\u8ff0\u6216\u4e00\u4e2a\u53e5\u5b50\uff0c\u5b83\u7528\u4e8e\u4e3a\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e0a\u4e0b\u6587\u548c\u65b9\u5411\u3002<\/p>\n<p><strong>\u4e0a\u4e0b\u6587\uff08Context\uff09<\/strong>\uff1a\u5728GPT\u9886\u57df\uff0c\u4e0a\u4e0b\u6587\u6307\u7684\u662f\u51fa\u73b0\u5728\u7528\u6237\u63d0\u793a\u4e4b\u524d\u7684\u5355\u8bcd\u548c\u53e5\u5b50\u3002\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u8fd9\u4e2a\u4e0a\u4e0b\u6587\u6765\u6839\u636e\u8bad\u7ec3\u6570\u636e\u4e2d\u627e\u5230\u7684\u6a21\u5f0f\u548c\u5173\u7cfb\u751f\u6210\u6700\u6709\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a\u5355\u8bcd\u6216\u77ed\u8bed\u3002<\/p>\n<p><strong>\u6a21\u578b\u7f6e\u4fe1\u5ea6\uff08Model confidence\uff09<\/strong>\uff1a\u6a21\u578b\u7f6e\u4fe1\u5ea6\u662f\u6307AI\u6a21\u578b\u5bf9\u7279\u5b9a\u9884\u6d4b\u6216\u8f93\u51fa\u5206\u914d\u7684\u786e\u5b9a\u6027\u6216\u6982\u7387\u6c34\u5e73\u3002\u5728NLP\u7684\u80cc\u666f\u4e0b\uff0c\u6a21\u578b\u7f6e\u4fe1\u5ea6\u901a\u5e38\u7528\u4e8e\u6307\u793aAI\u6a21\u578b\u5bf9\u5176\u751f\u6210\u7684\u54cd\u5e94\u4e0e\u7ed9\u5b9a\u8f93\u5165\u63d0\u793a\u7684\u6b63\u786e\u6027\u6216\u76f8\u5173\u6027\u6709\u591a\u6709\u4fe1\u5fc3\u3002<\/p>\n<p>\u4e0a\u8ff0\u5b9a\u4e49\u5bf9\u4e8e\u7406\u89e3\u5982\u4f55\u4f7f\u7528Azure OpenAI\u6a21\u578b\u7cfb\u5217\u4ee5\u53ca\u5982\u4f55\u914d\u7f6e\u5b83\u4eec\u7684\u53c2\u6570\u5c06\u8d77\u5230\u5173\u952e\u4f5c\u7528\u3002<\/p>\n<p>\u5728Playground\u4e2d\uff0c\u6709\u4e24\u4e2a\u4e3b\u8981\u7684\u6a21\u578b\u7cfb\u5217\u53ef\u4ee5\u8fdb\u884c\u6d4b\u8bd5\uff1a<\/p>\n<ul>\n<li>GPT-3\uff1a\u4e00\u7ec4\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u6a21\u578b\u3002GPT-3\u5728\u5927\u91cf\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u53ef\u4ee5\u6267\u884c\u5404\u79cd\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\uff0c\u5982\u8bed\u8a00\u7ffb\u8bd1\u3001\u6458\u8981\u751f\u6210\u3001\u95ee\u7b54\u7b49\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f8b\u5b50\uff1a<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e1f53d167e5542dd4f9e5c85483a0ca6.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>GPT-3.5\uff1a\u8fd9\u662f\u4e00\u7ec4\u57fa\u4e8eGPT-3\u7684\u65b0\u6a21\u578b\uff0c\u65e8\u5728\u63d0\u9ad8\u5176\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002GPT-3.5\u6a21\u578b\u53ef\u4ee5\u6267\u884c\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\uff0c\u5982\u7ec4\u6210\u8fde\u8d2f\u7684\u6bb5\u843d\u6216\u6587\u7ae0\u3001\u751f\u6210\u8bd7\u6b4c\uff0c\u751a\u81f3\u7528\u81ea\u7136\u8bed\u8a00\u521b\u5efa\u8ba1\u7b97\u673a\u7a0b\u5e8f\u3002GPT-3.5\u662fChatGPT\u80cc\u540e\u7684\u6a21\u578b\uff0c\u5728\u5176API\u4e0a\u8fd0\u884c\uff0c\u5e76\u4e14\u5728Playground\u4e2d\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4e13\u7528\u7684\u7528\u6237\u754c\u9762\u8fdb\u884c\u4f7f\u7528\uff1a<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/aa557f99a293ebc4ee9c2a5334545c6a.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>Codex\uff1a\u8fd9\u662f\u4e00\u7ec4\u53ef\u4ee5\u7406\u89e3\u548c\u751f\u6210\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u4ee3\u7801\u7684\u6a21\u578b\u3002Codex\u53ef\u4ee5\u5c06\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u8f6c\u5316\u4e3a\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\uff0c\u4f7f\u5176\u6210\u4e3a\u8f6f\u4ef6\u5f00\u53d1\u7684\u5f3a\u5927\u5de5\u5177\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u4f7f\u7528Codex\u7684\u793a\u4f8b\uff1a<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1103c571e0e0e926fdef99e6d1127bef.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p><strong>\u6ce8\u610f\uff1a<\/strong><\/p>\n<p>\u57282023\u5e743\u6708\uff0cOpenAI\u5ba3\u5e03\u4ece\u8be5\u65e5\u671f\u8d77\u5c06\u5e9f\u5f03Codex\u6a21\u578b\u3002\u8fd9\u662f\u56e0\u4e3a\u65b0\u7684\u804a\u5929\u6a21\u578b\uff08\u5305\u62ecChatGPT\u80cc\u540e\u7684GPT-3.5-turbo\uff09\u5177\u6709\u60ca\u4eba\u7684\u80fd\u529b\uff0c\u6db5\u76d6\u4e86\u7f16\u7801\u4efb\u52a1\uff0c\u5e76\u4e14\u5176\u7ed3\u679c\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u751a\u81f3\u8d85\u8fc7\u4e86Codex\u6a21\u578b\u7684\u7ed3\u679c\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u6a21\u578b\uff0c\u60a8\u8fd8\u53ef\u4ee5\u8c03\u6574\u4e00\u4e9b\u53ef\u914d\u7f6e\u7684\u53c2\u6570\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u53c2\u6570\u5217\u8868\uff1a<\/p>\n<ul>\n<li>\u6e29\u5ea6\uff08\u4ece0\u52301\uff09\uff1a\u63a7\u5236\u6a21\u578b\u56de\u590d\u7684\u968f\u673a\u6027\u3002\u8f83\u4f4e\u7684\u6e29\u5ea6\u4f7f\u5f97\u6a21\u578b\u66f4\u5177\u786e\u5b9a\u6027\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u503e\u5411\u4e8e\u5bf9\u76f8\u540c\u7684\u95ee\u9898\u7ed9\u51fa\u76f8\u540c\u7684\u8f93\u51fa\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6211\u591a\u6b21\u95ee\u6211\u7684\u6a21\u578b\u201cOpenAI\u662f\u4ec0\u4e48\uff1f\u201d\uff0c\u6e29\u5ea6\u8bbe\u7f6e\u4e3a0\uff0c\u5b83\u5c06\u59cb\u7ec8\u7ed9\u51fa\u76f8\u540c\u7684\u7b54\u6848\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u679c\u6211\u4f7f\u7528\u6e29\u5ea6\u8bbe\u7f6e\u4e3a1\u7684\u6a21\u578b\u8fdb\u884c\u76f8\u540c\u7684\u64cd\u4f5c\uff0c\u5b83\u5c06\u5c1d\u8bd5\u5728\u63aa\u8f9e\u548c\u98ce\u683c\u65b9\u9762\u6bcf\u6b21\u90fd\u8fdb\u884c\u4fee\u6539\u3002<\/li>\n<li>\u6700\u5927\u957f\u5ea6\uff08\u4ece0\u52302048\uff09\uff1a\u63a7\u5236\u6a21\u578b\u5bf9\u7528\u6237\u63d0\u793a\u7684\u54cd\u5e94\u7684\u957f\u5ea6\uff08\u4ee5\u6807\u8bb0\u4e3a\u5355\u4f4d\uff09\u3002<\/li>\n<li>\u505c\u6b62\u5e8f\u5217\uff08\u7528\u6237\u8f93\u5165\uff09\uff1a\u4f7f\u54cd\u5e94\u5728\u6240\u9700\u4f4d\u7f6e\u7ed3\u675f\uff0c\u4f8b\u5982\u53e5\u5b50\u6216\u5217\u8868\u7684\u672b\u5c3e\u3002<\/li>\n<li>\u524d\u6982\u7387\uff08\u4ece0\u52301\uff09\uff1a\u5728\u751f\u6210\u54cd\u5e94\u65f6\uff0c\u63a7\u5236\u6a21\u578b\u5c06\u8003\u8651\u54ea\u4e9b\u6807\u8bb0\u3002\u5c06\u5176\u8bbe\u7f6e\u4e3a0.9\u5c06\u8003\u8651\u524d90%\u6700\u53ef\u80fd\u7684\u6240\u6709\u53ef\u80fd\u6807\u8bb0\u3002\u6709\u4eba\u53ef\u80fd\u4f1a\u95ee\uff1a\u201c\u4e3a\u4ec0\u4e48\u4e0d\u5c06\u524d\u6982\u7387\u8bbe\u7f6e\u4e3a1\uff0c\u4ee5\u9009\u62e9\u6240\u6709\u6700\u53ef\u80fd\u7684\u6807\u8bb0\uff1f\u201d\u7b54\u6848\u662f\uff0c\u5373\u4f7f\u5728\u5f97\u5206\u6700\u9ad8\u7684\u6807\u8bb0\u4e2d\uff0c\u7528\u6237\u53ef\u80fd\u4ecd\u5e0c\u671b\u4fdd\u6301\u591a\u6837\u6027\uff0c\u5f53\u6a21\u578b\u4fe1\u5fc3\u8f83\u4f4e\u65f6\u3002<\/li>\n<li>\u9891\u7387\u60e9\u7f5a\uff08\u4ece0\u52301\uff09\uff1a\u63a7\u5236\u751f\u6210\u7684\u54cd\u5e94\u4e2d\u76f8\u540c\u6807\u8bb0\u7684\u91cd\u590d\u6b21\u6570\u3002\u60e9\u7f5a\u8d8a\u9ad8\uff0c\u76f8\u540c\u6807\u8bb0\u5728\u76f8\u540c\u54cd\u5e94\u4e2d\u91cd\u590d\u7684\u6982\u7387\u8d8a\u4f4e\u3002\u8be5\u60e9\u7f5a\u57fa\u4e8e\u5230\u76ee\u524d\u4e3a\u6b62\u6587\u672c\u4e2d\u6807\u8bb0\u51fa\u73b0\u7684\u9891\u7387\uff0c\u4e0e\u4e0b\u4e00\u4e2a\u53c2\u6570\u7684\u5173\u952e\u533a\u522b\u5728\u4e8e\u6b64\u3002<\/li>\n<li>\u5b58\u5728\u60e9\u7f5a\uff08\u4ece0\u52302\uff09\uff1a\u4e0e\u524d\u4e00\u4e2a\u53c2\u6570\u7c7b\u4f3c\uff0c\u4f46\u66f4\u4e25\u683c\u3002\u5b83\u51cf\u5c11\u4e86\u5230\u76ee\u524d\u4e3a\u6b62\u6587\u672c\u4e2d\u51fa\u73b0\u7684\u4efb\u4f55\u6807\u8bb0\u91cd\u590d\u7684\u673a\u4f1a\u3002\u7531\u4e8e\u5b58\u5728\u60e9\u7f5a\u6bd4\u9891\u7387\u60e9\u7f5a\u66f4\u4e25\u683c\uff0c\u5b83\u8fd8\u589e\u52a0\u4e86\u5728\u54cd\u5e94\u4e2d\u5f15\u5165\u65b0\u4e3b\u9898\u7684\u53ef\u80fd\u6027\u3002<\/li>\n<li>\u6700\u4f73\uff08\u4ece0\u523020\uff09\uff1a\u751f\u6210\u591a\u4e2a\u54cd\u5e94\u5e76\u4ec5\u663e\u793a\u6240\u6709\u6807\u8bb0\u7684\u603b\u6982\u7387\u6700\u4f73\u7684\u54cd\u5e94\u3002<\/li>\n<li>\u54cd\u5e94\u524d\u6587\u672c\u548c\u54cd\u5e94\u540e\u6587\u672c\uff08\u7528\u6237\u8f93\u5165\uff09\uff1a\u5728\u6a21\u578b\u7684\u54cd\u5e94\u4e4b\u524d\u548c\u4e4b\u540e\u63d2\u5165\u6587\u672c\u3002\u8fd9\u6709\u52a9\u4e8e\u4e3a\u6a21\u578b\u51c6\u5907\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<p>\u9664\u4e86\u5728Playground\u4e2d\u5c1d\u8bd5OpenAI\u6a21\u578b\uff0c\u60a8\u8fd8\u53ef\u4ee5\u5728\u81ea\u5b9a\u4e49\u4ee3\u7801\u4e2d\u8c03\u7528\u6a21\u578bAPI\u5e76\u5c06\u6a21\u578b\u5d4c\u5165\u5230\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u5b9e\u9645\u4e0a\uff0c\u5728Playground\u7684\u53f3\u4e0a\u89d2\uff0c\u60a8\u53ef\u4ee5\u70b9\u51fb\u201c\u67e5\u770b\u4ee3\u7801\u201d\u5e76\u5bfc\u51fa\u914d\u7f6e\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/b3115446c0f1b4f777359dce7b0aa146.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u6b63\u5982\u60a8\u4ece\u4e0a\u8ff0\u5c4f\u5e55\u622a\u56fe\u4e2d\u53ef\u4ee5\u770b\u5230\u7684\u90a3\u6837\uff0c\u4ee3\u7801\u5bfc\u51fa\u4e86\u60a8\u5728Playground\u4e2d\u8bbe\u7f6e\u7684\u53c2\u6570\u914d\u7f6e\u3002 \u73b0\u5728\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5728\u7ec8\u7aef\u4e2d\u4f7f\u7528pip install openai\u547d\u4ee4\u5b89\u88c5OpenAI\u5e93\uff0c\u7136\u540e\u5728Python\u4e2d\u5f00\u59cb\u4f7f\u7528\u5b83\u3002\u4e3a\u4e86\u4f7f\u7528\u6a21\u578b\uff0c\u60a8\u9700\u8981\u751f\u6210\u4e00\u4e2aAPI\u5bc6\u94a5\u3002\u60a8\u53ef\u4ee5\u5728\u5e10\u6237\u8bbe\u7f6e\u4e2d\u627e\u5230\u60a8\u7684API\u5bc6\u94a5\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fplatform.openai.com%2Faccount%2Fapi-keys\" target=\"_blank\" title=\"https:\/\/platform.openai.com\/account\/api-keys\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">platform.openai.com\/account\/api\u2026<\/a>\uff09\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/cf82c8531aecbf851710ecee85534e81.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4f7f\u7528OpenAI API\uff0c\u60a8\u8fd8\u53ef\u4ee5\u5c1d\u8bd5\u4ee5\u4e0b\u5728Playground\u4e2d\u4e0d\u53ef\u7528\u7684\u5176\u4ed6\u6a21\u578b\u7cfb\u5217\uff1a<\/p>\n<ul>\n<li>Moderation\uff08\u5185\u5bb9\u5ba1\u67e5\uff09\uff1a\u8fd9\u662fOpenAI\u5f00\u53d1\u7684\u4e00\u4e2a\u7ecf\u8fc7\u7cbe\u8c03\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u68c0\u6d4b\u6f5c\u5728\u7684\u654f\u611f\u6216\u4e0d\u5b89\u5168\u7684\u6587\u672c\u5185\u5bb9\u3002Moderation\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6839\u636e\u6587\u672c\u7684\u4e0a\u4e0b\u6587\u548c\u8bed\u8a00\u4f7f\u7528\u6765\u5bf9\u6587\u672c\u8fdb\u884c\u5b89\u5168\u6216\u4e0d\u5b89\u5168\u7684\u5206\u7c7b\u3002\u8be5\u6a21\u578b\u53ef\u7528\u4e8e\u81ea\u52a8\u5316\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u3001\u5728\u7ebf\u793e\u533a\u7b49\u9886\u57df\u7684\u5185\u5bb9\u5ba1\u67e5\u3002\u6709\u591a\u4e2a\u7c7b\u522b\uff0c\u5982\u4ec7\u6068\u3001\u5a01\u80c1\u3001\u81ea\u6b8b\u3001\u6027\u884c\u4e3a\u3001\u672a\u6210\u5e74\u4eba\u7684\u6027\u884c\u4e3a\u3001\u66b4\u529b\u3001\u66b4\u529b\/\u56fe\u5f62\u7b49\u3002 \u4e0b\u9762\u662f\u4f7f\u7528Moderation API\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">lua<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-lua code-block-extension-codeShowNum\" lang=\"lua\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">import <span class=\"hljs-built_in\">os<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">import openai<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">openai.api_key = <span class=\"hljs-built_in\">os<\/span>.<span class=\"hljs-built_in\">getenv<\/span>(<span class=\"hljs-string\">\"OPENAI_API_KEY\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">openai.Moderation.<span class=\"hljs-built_in\">create<\/span>(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">&nbsp;&nbsp;<span class=\"hljs-built_in\">input<\/span>=<span class=\"hljs-string\">\"I want to kill him\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">)<\/span>\n<\/code><\/pre>\n<p>\u8f93\u51fa\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">&lt;OpenAIObject <span class=\"hljs-built_in\">id<\/span>=modr-6sHusuY9frxJdfqTBXHsOAfWhckrh at 0x218bd8482c0&gt; JSON: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">&nbsp;&nbsp;<span class=\"hljs-string\">\"id\"<\/span>: <span class=\"hljs-string\">\"modr-6sHusuY9frxJdfqTBXHsOAfWhckrh\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">&nbsp;&nbsp;<span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"text-moderation-004\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">&nbsp;&nbsp;<span class=\"hljs-string\">\"results\"<\/span>: [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">&nbsp;&nbsp;&nbsp;&nbsp;{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"categories\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"hate\"<\/span>: <span class=\"hljs-literal\">false<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"hate\/threatening\"<\/span>: <span class=\"hljs-literal\">false<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"self-harm\"<\/span>: <span class=\"hljs-literal\">false<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"sexual\"<\/span>: <span class=\"hljs-literal\">false<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"sexual\/minors\"<\/span>: <span class=\"hljs-literal\">false<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"violence\"<\/span>: <span class=\"hljs-literal\">true<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"violence\/graphic\"<\/span>: <span class=\"hljs-literal\">false<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"category_scores\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"hate\"<\/span>: 1.7164344171760604e-05,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"hate\/threatening\"<\/span>: 2.614225103059198e-08,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"self-harm\"<\/span>: 2.5988580176772302e-08,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"sexual\"<\/span>: 2.8184256279928377e-06,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"sexual\/minors\"<\/span>: 9.1383149936064e-09,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"violence\"<\/span>: 0.9910049438476562,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"violence\/graphic\"<\/span>: 5.316753117767803e-07<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-string\">\"flagged\"<\/span>: <span class=\"hljs-literal\">true<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">&nbsp;&nbsp;&nbsp;&nbsp;}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">&nbsp;&nbsp;]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">}<\/span>\n<\/code><\/pre>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cModerator API \u68c0\u6d4b\u5230\u4e86\u66b4\u529b\u5185\u5bb9\u7684\u8bc1\u636e\u3002<\/p>\n<ul>\n<li>\u5d4c\u5165\uff08Embeddings\uff09\uff1a\u67d0\u4e9b\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u5d4c\u5165\u3002\u8fd9\u4e9b\u5d4c\u5165\u5c06\u5355\u8bcd\u6216\u53e5\u5b50\u8868\u793a\u4e3a\u591a\u7ef4\u7a7a\u95f4\u4e2d\u7684\u5411\u91cf\u3002\u5728\u8fd9\u4e2a\u7a7a\u95f4\u4e2d\uff0c\u4e0d\u540c\u5b9e\u4f8b\u4e4b\u95f4\u7684\u6570\u5b66\u8ddd\u79bb\u8868\u793a\u5b83\u4eec\u5728\u610f\u4e49\u4e0a\u7684\u76f8\u4f3c\u6027\u3002\u4f8b\u5982\uff0c\u60f3\u8c61\u4e00\u4e0b\u5355\u8bcd queen\uff08\u5973\u738b\uff09\u3001woman\uff08\u5973\u4eba\uff09\u3001king\uff08\u56fd\u738b\uff09\u548cman\uff08\u7537\u4eba\uff09\u3002\u5728\u6211\u4eec\u7684\u591a\u7ef4\u7a7a\u95f4\u4e2d\uff0c\u5982\u679c\u8868\u793a\u6b63\u786e\uff0c\u6211\u4eec\u5e0c\u671b\u5b9e\u73b0\u4ee5\u4e0b\u76ee\u6807\uff1a<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/acb7ba55fe582ee7a930cd3b2b0e4db0.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u5973\u4eba\u548c\u7537\u4eba\u4e4b\u95f4\u7684\u8ddd\u79bb\u5e94\u8be5\u7b49\u4e8e\u5973\u738b\u548c\u56fd\u738b\u4e4b\u95f4\u7684\u8ddd\u79bb\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5d4c\u5165\u7684\u793a\u4f8b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">import openai<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-attr\">embedding<\/span> = openai.Embedding.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-attr\">input<\/span>=<span class=\"hljs-string\">\"The cat is on the table\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">&nbsp;&nbsp;&nbsp;&nbsp;<span class=\"hljs-attr\">model<\/span>=<span class=\"hljs-string\">\"text-embedding-ada-002\"<\/span>)[<span class=\"hljs-string\">\"data\"<\/span>][<span class=\"hljs-number\">0<\/span>][ <span class=\"hljs-string\">\"embedding\"<\/span>]<\/span>\n<\/code><\/pre>\n<p>\u4e0a\u8ff0\u65b9\u6cd5\u521b\u5efa\u4e86\u8f93\u5165\u7684\u5411\u91cf\u8868\u793a\u3002\u6211\u4eec\u53ef\u4ee5\u5728\u8fd9\u91cc\u67e5\u770b\u8f93\u51fa\u7684\u524d10\u4e2a\u5411\u91cf\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">embedding<span class=\"hljs-selector-attr\">[1:10]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-selector-attr\">[-0.01369840931147337, -0.007505378685891628, -0.002576263388618827, -0.014773285016417503, 0.019935185089707375, -0.01802290789783001, -0.01594814844429493, -0.0010944041423499584, -0.014323337003588676]<\/span><\/span>\n<\/code><\/pre>\n<p>\u5728\u667a\u80fd\u641c\u7d22\u573a\u666f\u4e2d\uff0c\u5d4c\u5165\u53ef\u4ee5\u975e\u5e38\u6709\u7528\u3002\u4e8b\u5b9e\u4e0a\uff0c\u901a\u8fc7\u83b7\u53d6\u7528\u6237\u8f93\u5165\u548c\u7528\u6237\u60f3\u8981\u641c\u7d22\u7684\u6587\u6863\u7684\u5d4c\u5165\uff0c\u53ef\u4ee5\u8ba1\u7b97\u5b83\u4eec\u4e4b\u95f4\u7684\u8ddd\u79bb\u5ea6\u91cf\uff08\u5373\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff09\u3002\u901a\u8fc7\u8fd9\u6837\u505a\uff0c\u6211\u4eec\u53ef\u4ee5\u68c0\u7d22\u4e0e\u7528\u6237\u8f93\u5165\u5728\u6570\u5b66\u8ddd\u79bb\u4e0a\u66f4\u63a5\u8fd1\u7684\u6587\u6863\u3002<\/p>\n<ul>\n<li>Whisper\uff1a\u662f\u4e00\u4e2a\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\uff0c\u53ef\u4ee5\u5c06\u97f3\u9891\u8f6c\u5f55\u4e3a\u6587\u672c\u3002Whisper\u80fd\u591f\u9ad8\u51c6\u786e\u5ea6\u5730\u8bc6\u522b\u548c\u8f6c\u5f55\u5404\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\uff0c\u4f7f\u5176\u6210\u4e3a\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u7684\u5b9d\u8d35\u5de5\u5177\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># <span class=\"hljs-doctag\">Note:<\/span> you need to be using OpenAI Python&nbsp;&nbsp;&nbsp;v&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.27.0 for the code below to work<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">import openai<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-attr\">openai.api_key<\/span> = os.getenv(<span class=\"hljs-string\">\"OPENAI_API_KEY\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-attr\">audio_file<\/span>= open(<span class=\"hljs-string\">\"\/path\/to\/file\/audio.mp3\"<\/span>, <span class=\"hljs-string\">\"rb\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-attr\">transcript<\/span> = openai.Audio.transcribe(<span class=\"hljs-string\">\"whisper-1\"<\/span>, audio_file)<\/span>\n<\/code><\/pre>\n<p>\u8f93\u51fa\u7ed3\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">less<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-less code-block-extension-codeShowNum\" lang=\"less\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{\"<span class=\"hljs-selector-tag\">text<\/span>\": <span class=\"hljs-selector-tag\">Yes<\/span>, <span class=\"hljs-selector-tag\">hi<\/span>, <span class=\"hljs-selector-tag\">I<\/span> <span class=\"hljs-selector-tag\">just<\/span> <span class=\"hljs-selector-tag\">noticed<\/span> <span class=\"hljs-selector-tag\">a<\/span> <span class=\"hljs-selector-tag\">dent<\/span> <span class=\"hljs-selector-tag\">on<\/span> <span class=\"hljs-selector-tag\">the<\/span> <span class=\"hljs-selector-tag\">side<\/span> <span class=\"hljs-selector-tag\">of<\/span> <span class=\"hljs-selector-tag\">my<\/span> <span class=\"hljs-selector-tag\">car<\/span> <span class=\"hljs-selector-tag\">and<\/span> <span class=\"hljs-selector-tag\">I<\/span> <span class=\"hljs-selector-tag\">have<\/span> <span class=\"hljs-selector-tag\">no<\/span> <span class=\"hljs-selector-tag\">idea<\/span> <span class=\"hljs-selector-tag\">how<\/span> <span class=\"hljs-selector-tag\">it<\/span> <span class=\"hljs-selector-tag\">got<\/span> <span class=\"hljs-selector-tag\">there<\/span>. <span class=\"hljs-selector-tag\">There<\/span> <span class=\"hljs-selector-tag\">were<\/span> <span class=\"hljs-selector-tag\">no<\/span> <span class=\"hljs-selector-tag\">witnesses<\/span> <span class=\"hljs-selector-tag\">around<\/span> <span class=\"hljs-selector-tag\">and<\/span> <span class=\"hljs-selector-tag\">I<\/span>'<span class=\"hljs-selector-tag\">m<\/span> <span class=\"hljs-selector-tag\">really<\/span> <span class=\"hljs-selector-tag\">frustrated<\/span>.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">\u2026.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">}<\/span>\n<\/code><\/pre>\n<p>\u6240\u6709\u4e4b\u524d\u63d0\u5230\u7684\u6a21\u578b\u90fd\u662f\u9884\u5148\u6784\u5efa\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\u5b83\u4eec\u5df2\u7ecf\u5728\u4e00\u4e2a\u5e9e\u5927\u7684\u77e5\u8bc6\u5e93\u4e0a\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e9b\u65b9\u5f0f\u6765\u4f7f\u4f60\u7684\u6a21\u578b\u66f4\u52a0\u5b9a\u5236\u5316\uff0c\u4ee5\u9002\u5e94\u4f60\u7684\u4f7f\u7528\u573a\u666f\u3002<\/p>\n<p>\u7b2c\u4e00\u79cd\u65b9\u6cd5\u662f\u5d4c\u5165\u5728\u6a21\u578b\u8bbe\u8ba1\u4e2d\u7684\uff0c\u5b83\u6d89\u53ca\u5230\u5728\u5c11\u6837\u672c\u5b66\u4e60\u65b9\u6cd5\u4e2d\u63d0\u4f9b\u4e0a\u4e0b\u6587\u4fe1\u606f\uff08\u6211\u4eec\u5c06\u5728\u672c\u4e66\u7684\u540e\u9762\u90e8\u5206\u91cd\u70b9\u8ba8\u8bba\u8fd9\u79cd\u6280\u672f\uff09\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4f60\u53ef\u4ee5\u8981\u6c42\u6a21\u578b\u751f\u6210\u4e00\u7bc7\u6587\u7ae0\uff0c\u5176\u4e2d\u6a21\u677f\u548c\u8bcd\u6c47\u8868\u4e0e\u4f60\u5df2\u7ecf\u5199\u8fc7\u7684\u53e6\u4e00\u7bc7\u6587\u7ae0\u76f8\u4f3c\u3002\u4e3a\u6b64\uff0c\u4f60\u53ef\u4ee5\u5411\u6a21\u578b\u63d0\u4f9b\u4e00\u4e2a\u751f\u6210\u6587\u7ae0\u7684\u67e5\u8be2\u548c\u4e4b\u524d\u7684\u6587\u7ae0\u4f5c\u4e3a\u53c2\u8003\u6216\u4e0a\u4e0b\u6587\uff0c\u4ee5\u4fbf\u6a21\u578b\u66f4\u597d\u5730\u4e3a\u4f60\u7684\u8bf7\u6c42\u505a\u51c6\u5907\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/ff69309be05e0aa32afca4d43f45877d.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u7b2c\u4e8c\u79cd\u65b9\u6cd5\u66f4\u4e3a\u590d\u6742\uff0c\u79f0\u4e3a\u5fae\u8c03\uff08fine-tuning\uff09\u3002\u5fae\u8c03\u662f\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u9002\u5e94\u4e8e\u65b0\u4efb\u52a1\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u5728\u5fae\u8c03\u4e2d\uff0c\u901a\u8fc7\u8c03\u6574\u73b0\u6709\u53c2\u6570\u6216\u6dfb\u52a0\u65b0\u53c2\u6570\u6765\u6539\u53d8\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53c2\u6570\uff0c\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u65b0\u4efb\u52a1\u7684\u6570\u636e\u3002\u8fd9\u662f\u901a\u8fc7\u5728\u4e00\u4e2a\u9488\u5bf9\u65b0\u4efb\u52a1\u7684\u8f83\u5c0f\u7684\u6709\u6807\u7b7e\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\u6765\u5b9e\u73b0\u7684\u3002\u5fae\u8c03\u7684\u5173\u952e\u601d\u60f3\u662f\u5229\u7528\u4ece\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u5b66\u5230\u7684\u77e5\u8bc6\uff0c\u5e76\u5c06\u5176\u5fae\u8c03\u5230\u65b0\u4efb\u52a1\u4e0a\uff0c\u800c\u4e0d\u662f\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u3002\u8bf7\u770b\u4e0b\u56fe\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/c0d165f5c9e58efe5d9ece6e4b624029.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5728\u4e0a\u56fe\u4e2d\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u5fae\u8c03\u5728OpenAI\u9884\u5efa\u6a21\u578b\u4e0a\u7684\u5de5\u4f5c\u539f\u7406\u7684\u793a\u610f\u56fe\u3002\u601d\u8def\u662f\u60a8\u53ef\u4ee5\u4f7f\u7528\u5177\u6709\u901a\u7528\u6743\u91cd\u6216\u53c2\u6570\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u7136\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u901a\u5e38\u4ee5\u952e\u503c\u63d0\u793a\u548c\u8865\u5168\u7684\u5f62\u5f0f\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">erlang<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-erlang code-block-extension-codeShowNum\" lang=\"erlang\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{<span class=\"hljs-string\">\"prompt\"<\/span>: <span class=\"hljs-string\">\"&lt;prompt text&gt;\"<\/span>, <span class=\"hljs-string\">\"completion\"<\/span>: <span class=\"hljs-string\">\"&lt;ideal generated text&gt;\"<\/span>}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">{<span class=\"hljs-string\">\"prompt\"<\/span>: <span class=\"hljs-string\">\"&lt;prompt text&gt;\"<\/span>, <span class=\"hljs-string\">\"completion\"<\/span>: <span class=\"hljs-string\">\"&lt;ideal generated text&gt;\"<\/span>}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">{<span class=\"hljs-string\">\"prompt\"<\/span>: <span class=\"hljs-string\">\"&lt;prompt text&gt;\"<\/span>, <span class=\"hljs-string\">\"completion\"<\/span>: <span class=\"hljs-string\">\"&lt;ideal generated text&gt;\"<\/span>}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">...<\/span>\n<\/code><\/pre>\n<p>\u4e00\u65e6\u8bad\u7ec3\u5b8c\u6210\uff0c\u60a8\u5c06\u83b7\u5f97\u4e00\u4e2a\u5b9a\u5236\u5316\u7684\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f8b\u5982\u5bf9\u60a8\u516c\u53f8\u7684\u6587\u6863\u8fdb\u884c\u5206\u7c7b\u3002 \u5fae\u8c03\u7684\u597d\u5904\u5728\u4e8e\uff0c\u60a8\u53ef\u4ee5\u5c06\u9884\u5efa\u6a21\u578b\u9488\u5bf9\u60a8\u7684\u7528\u4f8b\u8fdb\u884c\u5b9a\u5236\uff0c\u65e0\u9700\u4ece\u5934\u5f00\u59cb\u91cd\u65b0\u8bad\u7ec3\u5b83\u4eec\uff0c\u540c\u65f6\u5229\u7528\u8f83\u5c0f\u7684\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u4ece\u800c\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u548c\u8ba1\u7b97\u6210\u672c\u3002\u540c\u65f6\uff0c\u8be5\u6a21\u578b\u4fdd\u7559\u4e86\u901a\u8fc7\u539f\u59cb\u8bad\u7ec3\uff08\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u7684\u8bad\u7ec3\uff09\u5b66\u5230\u7684\u751f\u6210\u80fd\u529b\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p>\u5728\u672c\u6bb5\u4e2d\uff0c\u6211\u4eec\u5bf9OpenAI\u5411\u516c\u4f17\u63d0\u4f9b\u7684\u6a21\u578b\u8fdb\u884c\u4e86\u6982\u8ff0\uff0c\u4ece\u60a8\u53ef\u4ee5\u76f4\u63a5\u5728Playground\u4e2d\u5c1d\u8bd5\u7684\u6a21\u578b\uff08GPT\u3001Codex\uff09\u5230\u66f4\u590d\u6742\u7684\u6a21\u578b\uff08\u4f8b\u5982\u5d4c\u5165\uff09\u3002\u6211\u4eec\u8fd8\u4e86\u89e3\u5230\uff0c\u9664\u4e86\u4f7f\u7528\u9884\u5efa\u6a21\u578b\uff0c\u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u6765\u81ea\u5b9a\u4e49\u5b83\u4eec\uff0c\u63d0\u4f9b\u4e00\u7ec4\u793a\u4f8b\u4f9b\u5176\u5b66\u4e60\u3002<\/p>\n<p>\u5728\u63a5\u4e0b\u6765\u7684\u7ae0\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u91cd\u70b9\u4ecb\u7ecd\u8fd9\u4e9b\u60ca\u4eba\u6a21\u578b\u7684\u80cc\u666f\uff0c\u4ece\u5b83\u4eec\u80cc\u540e\u7684\u6570\u5b66\u5f00\u59cb\uff0c\u7136\u540e\u6df1\u5165\u4e86\u89e3\u4f7f\u5f97ChatGPT\u6210\u4e3a\u53ef\u80fd\u7684\u4f1f\u5927\u53d1\u73b0\u3002<\/p>\n<h1 data-id=\"heading-3\">ChatGPT\u7684\u53d1\u5c55\u4e4b\u8def\uff1a\u80cc\u540e\u6a21\u578b\u7684\u6570\u5b66\u57fa\u7840<\/h1>\n<p>\u81ea\u4ece2015\u5e74\u6210\u7acb\u4ee5\u6765\uff0cOpenAI\u4e00\u76f4\u5728\u7814\u7a76\u548c\u5f00\u53d1\u4e00\u7c7b\u88ab\u79f0\u4e3a\u751f\u6210\u9884\u8bad\u7ec3Transformer\uff08GPT\uff09\u7684\u6a21\u578b\uff0c\u5e76\u4e14\u5b83\u4eec\u4f5c\u4e3aChatGPT\u80cc\u540e\u7684\u5f15\u64ce\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002<\/p>\n<p>GPT\u6a21\u578b\u5c5e\u4e8eTransformer\u67b6\u6784\u6846\u67b6\uff0c\u8be5\u67b6\u6784\u5728\u8c37\u6b4c\u7814\u7a76\u5458\u4e8e2017\u5e74\u53d1\u8868\u7684\u8bba\u6587\u300aAttention Is All You Need\u300b\u4e2d\u9996\u6b21\u5f15\u5165\u3002<\/p>\n<p>Transformer\u67b6\u6784\u7684\u5f15\u5165\u662f\u4e3a\u4e86\u514b\u670d\u4f20\u7edf\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNNs\uff09\u7684\u5c40\u9650\u6027\u3002RNNs\u6700\u65e9\u662f\u57281980\u5e74\u4ee3\u7531\u6d1b\u65af\u963f\u62c9\u83ab\u65af\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u7684\uff0c\u4f46\u76f4\u52301990\u5e74\u4ee3\u624d\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002RNNs\u7684\u6700\u521d\u60f3\u6cd5\u662f\u5904\u7406\u5e8f\u5217\u6570\u636e\u6216\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u8de8\u65f6\u95f4\u6b65\u9aa4\u4fdd\u7559\u4fe1\u606f\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5728\u90a3\u4e2a\u65f6\u5019\uff0c\u7ecf\u5178\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff08ANN\uff09\u67b6\u6784\u662f\u524d\u9988ANN\u7684\u67b6\u6784\uff0c\u6bcf\u4e2a\u9690\u85cf\u5c42\u7684\u8f93\u51fa\u662f\u4e0b\u4e00\u5c42\u7684\u8f93\u5165\uff0c\u4e0d\u4fdd\u7559\u5173\u4e8e\u8fc7\u53bb\u5c42\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u4e3a\u4e86\u7406\u89e3Transformer\u80cc\u540e\u7684\u601d\u60f3\uff0c\u6211\u4eec\u9700\u8981\u4ece\u5176\u8d77\u6e90\u5f00\u59cb\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u4ee5\u4e0b\u4e3b\u9898\uff1a<\/p>\n<ul>\n<li>RNN\u7684\u7ed3\u6784<\/li>\n<li>RNN\u7684\u4e3b\u8981\u9650\u5236<\/li>\n<li>\u5982\u4f55\u901a\u8fc7\u5f15\u5165\u65b0\u7684\u67b6\u6784\u5143\u7d20\uff08\u5305\u62ec\u4f4d\u7f6e\u7f16\u7801\u3001\u81ea\u6ce8\u610f\u529b\u548c\u524d\u9988\u5c42\uff09\u514b\u670d\u8fd9\u4e9b\u9650\u5236<\/li>\n<li>\u6211\u4eec\u5982\u4f55\u8fbe\u5230GPT\u548cChatGPT\u7684\u6700\u65b0\u6280\u672f\u6c34\u5e73<\/li>\n<\/ul>\n<p>\u8ba9\u6211\u4eec\u4eceTransformer\u7684\u524d\u8eab\u67b6\u6784\u5f00\u59cb\u3002<\/p>\n<h2 data-id=\"heading-4\">\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNNs\uff09\u7684\u7ed3\u6784<\/h2>\n<p>\u8ba9\u6211\u4eec\u8bbe\u60f3\u6211\u4eec\u60f3\u8981\u9884\u6d4b\u623f\u5c4b\u4ef7\u683c\u3002\u5982\u679c\u6211\u4eec\u53ea\u6709\u4eca\u5929\u7684\u4ef7\u683c\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u524d\u9988\u7f51\u7edc\u7ed3\u6784\uff0c\u901a\u8fc7\u9690\u85cf\u5c42\uff08\u5e26\u6709\u6fc0\u6d3b\u51fd\u6570\uff09\u5bf9\u8f93\u5165\u8fdb\u884c\u975e\u7ebf\u6027\u8f6c\u6362\uff0c\u7136\u540e\u8f93\u51fa\u660e\u5929\u7684\u4ef7\u683c\u9884\u6d4b\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u7684\u6b65\u9aa4\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8603504755a41da019698cfb243c7fcf.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u7136\u800c\uff0c\u5bf9\u4e8e\u8fd9\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u6211\u4eec\u5f88\u53ef\u80fd\u8fd8\u6709\u66f4\u957f\u7684\u5e8f\u5217\u53ef\u7528\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u80fd\u6709\u8be5\u623f\u5c4b\u672a\u67655\u5e74\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002\u5f53\u7136\uff0c\u6211\u4eec\u5e0c\u671b\u5c06\u8fd9\u4e9b\u989d\u5916\u7684\u4fe1\u606f\u5d4c\u5165\u5230\u6211\u4eec\u7684\u6a21\u578b\u4e2d\uff0c\u4ee5\u4fbf\u6211\u4eec\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u80fd\u591f\u4fdd\u6301\u5bf9\u8fc7\u53bb\u8f93\u5165\u7684\u8bb0\u5fc6\uff0c\u4ee5\u4fbf\u6b63\u786e\u89e3\u91ca\u5f53\u524d\u8f93\u5165\u5e76\u9884\u6d4b\u672a\u6765\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u56de\u5230\u6211\u4eec\u7684\u4f8b\u5b50\uff0c\u60f3\u8c61\u4e00\u4e0b\u6211\u4eec\u4e0d\u4ec5\u6709\u4eca\u5929\u7684\u4ef7\u683c\uff0c\u8fd8\u6709\u6628\u5929\uff08t-1\uff09\u548c\u524d\u5929\uff08t-2\uff09\u7684\u4ef7\u683c\u3002\u8fd9\u662f\u5982\u4f55\u8ba1\u7b97\u7684\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/ee4b76d05c5f7c3ad8d232075c030b71.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u7531\u4e8e\u6211\u4eec\u53ea\u5173\u6ce8\u660e\u5929\u7684\u4ef7\u683c\uff0c\u8ba9\u6211\u4eec\u5ffd\u7565 t-1 \u548c t \u7684\u4e2d\u95f4\u6700\u7ec8\u8f93\u51fa\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a1018186a9eb04b7a6859d6d7af5c46b.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u6b63\u5982\u4f60\u6240\u770b\u5230\u7684\uff0ct-2 \u7684\u9690\u85cf\u5c42\u8f93\u51fa\u4f5c\u4e3a t-1 \u7684\uff08\u52a0\u6743\uff09\u8f93\u5165\uff0c\u540c\u65f6 t-1 \u7684\u9690\u85cf\u5c42\u4e5f\u63a5\u6536 t-1 \u7684\u8f93\u5165\u3002\u7136\u540e\uff0ct-1 \u7684\u9690\u85cf\u5c42\u8f93\u51fa\uff0c\u5df2\u7ecf\u4fdd\u5b58\u4e86 t-2 \u548c t-1 \u7684\u8f93\u5165\u8bb0\u5fc6\uff0c\u4f5c\u4e3a t \u7684\u9690\u85cf\u5c42\u7684\u8f93\u5165\u3002\u56e0\u6b64\uff0c\u660e\u5929\u7684\u4ef7\u683c\uff08yt+1\uff09\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u611f\u5174\u8da3\u7684\u90a3\u4e2a\uff0c\u5305\u542b\u4e86\u6240\u6709\u5148\u524d\u5929\u6570\u8f93\u5165\u7684\u8bb0\u5fc6\u3002<\/p>\n<p>\u6700\u540e\uff0c\u5982\u679c\u6211\u4eec\u60f3\u8981\u7b80\u5316\u8fd9\u4e2a\u56fe\u793a\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06 RNN \u7406\u89e3\u4e3a\u5982\u4e0b\u5f62\u5f0f\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/532a002d048e2bebfc1912e6a1e89c8c.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u8fd9\u610f\u5473\u7740 RNN \u5728\u65f6\u95f4\u6b65 t-n \u7684\u8f93\u51fa\u4f1a\u88ab\u751f\u6210\u5e76\u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u8f93\u5165\u3002RNN \u5c42\u7684\u9690\u85cf\u72b6\u6001\u4e5f\u4f1a\u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u8f93\u5165\uff0c\u4f7f\u5f97\u7f51\u7edc\u80fd\u591f\u5728\u8f93\u5165\u5e8f\u5217\u7684\u4e0d\u540c\u90e8\u5206\u4e4b\u95f4\u7ef4\u6301\u548c\u4f20\u64ad\u4fe1\u606f\u3002<\/p>\n<p>\u5c3d\u7ba1 RNN \u5728\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u9886\u57df\u662f\u4e00\u4e2a\u91cd\u5927\u7684\u53d1\u5c55\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u9650\u5236\uff0c\u6211\u4eec\u5c06\u5728\u4e0b\u4e00\u8282\u4e2d\u5bf9\u5176\u8fdb\u884c\u8ba8\u8bba\u3002<\/p>\n<h2 data-id=\"heading-5\">RNN\u4e00\u4e9b\u4e3b\u8981\u7684\u9650\u5236<\/h2>\n<p>\u5982\u524d\u6240\u8ff0\uff0cRNN\u5b58\u5728\u4e09\u4e2a\u4e3b\u8981\u9650\u5236\uff1a<\/p>\n<ul>\n<li>\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\uff1aRNN\u9762\u4e34\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\u7684\u95ee\u9898\uff0c\u8fd9\u4f7f\u5f97\u6709\u6548\u8bad\u7ec3\u7f51\u7edc\u53d8\u5f97\u56f0\u96be\u3002\u8fd9\u4e2a\u95ee\u9898\u7684\u539f\u56e0\u662f\u5728\u53cd\u5411\u4f20\u64ad\u8fc7\u7a0b\u4e2d\uff0c\u68af\u5ea6\u4f1a\u591a\u6b21\u76f8\u4e58\uff0c\u4ece\u800c\u5bfc\u81f4\u68af\u5ea6\u53d8\u5f97\u975e\u5e38\u5c0f\u6216\u975e\u5e38\u5927\u3002<\/li>\n<li>\u6709\u9650\u7684\u4e0a\u4e0b\u6587\uff1a\u4f20\u7edf\u7684RNN\u53ea\u80fd\u6355\u6349\u6709\u9650\u7684\u4e0a\u4e0b\u6587\uff0c\u56e0\u4e3a\u5b83\u4eec\u9010\u4e2a\u5143\u7d20\u5730\u5904\u7406\u8f93\u5165\u5e8f\u5217\u3002\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u65e0\u6cd5\u6709\u6548\u5904\u7406\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u6216\u8f93\u5165\u5e8f\u5217\u4e2d\u76f8\u8ddd\u8f83\u8fdc\u7684\u5143\u7d20\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n<li>\u96be\u4ee5\u5e76\u884c\u5316\uff1aRNN\u672c\u8d28\u4e0a\u662f\u987a\u5e8f\u6267\u884c\u7684\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u7684\u8ba1\u7b97\u96be\u4ee5\u5e76\u884c\u5316\uff0c\u56e0\u6b64\u5b83\u4eec\u65e0\u6cd5\u5145\u5206\u5229\u7528\u5f53\u4eca\u7684\u56fe\u5f62\u5904\u7406\u5355\u5143\uff08GPU\uff09\u3002\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u548c\u8bbe\u5907\u4e0a\u8bad\u7ec3\u548c\u90e8\u7f72\u53d8\u5f97\u7f13\u6162\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u514b\u670d\u524d\u4e24\u4e2a\u9650\u5236\uff08\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u548c\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\uff09\uff0c1997\u5e74Sepp Hochreiter\u548cJ\u00fcrgen Schmidhuber\u5728\u4ed6\u4eec\u7684\u8bba\u6587\u300a\u957f\u77ed\u671f\u8bb0\u5fc6\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u67b6\u6784\u3002\u5177\u6709\u8fd9\u79cd\u65b0\u67b6\u6784\u7684\u7f51\u7edc\u88ab\u79f0\u4e3a\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09\u3002<\/p>\n<p>LSTM\u7f51\u7edc\u901a\u8fc7\u5f15\u5165\u7ec6\u80de\u72b6\u6001\u7684\u6982\u5ff5\u6765\u89e3\u51b3\u6709\u9650\u4e0a\u4e0b\u6587\u7684\u95ee\u9898\u3002\u7ec6\u80de\u72b6\u6001\u4e0e\u9690\u85cf\u72b6\u6001\u5206\u5f00\uff0c\u5e76\u4e14\u80fd\u591f\u66f4\u957f\u65f6\u95f4\u5730\u4fdd\u6301\u4fe1\u606f\u3002\u7ec6\u80de\u72b6\u6001\u5728\u7f51\u7edc\u4e2d\u4f20\u9012\u800c\u4e0d\u6539\u53d8\uff0c\u4f7f\u5176\u80fd\u591f\u5b58\u50a8\u6765\u81ea\u524d\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u4fe1\u606f\uff0c\u5426\u5219\u8fd9\u4e9b\u4fe1\u606f\u5c06\u4f1a\u4e22\u5931\u3002<\/p>\n<p>\u6b64\u5916\uff0cLSTM\u7f51\u7edc\u901a\u8fc7\u4f7f\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u95e8\u63a7\u5236\u4fe1\u606f\u7684\u6d41\u52a8\uff0c\u4ece\u800c\u89e3\u51b3\u4e86\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\u7684\u95ee\u9898\u3002\u8fd9\u6709\u52a9\u4e8e\u9632\u6b62\u68af\u5ea6\u53d8\u5f97\u8fc7\u5c0f\u6216\u8fc7\u5927\u3002<\/p>\n<p>\u7136\u800c\uff0cLSTM\u7f51\u7edc\u4ecd\u7136\u5b58\u5728\u5e76\u884c\u5316\u4e0d\u8db3\u548c\u8bad\u7ec3\u65f6\u95f4\u7f13\u6162\u7684\u95ee\u9898\uff08\u751a\u81f3\u6bd4RNN\u66f4\u6162\uff0c\u56e0\u4e3a\u5b83\u4eec\u66f4\u590d\u6742\uff09\u3002\u76ee\u6807\u662f\u62e5\u6709\u4e00\u4e2a\u80fd\u591f\u5728\u987a\u5e8f\u6570\u636e\u4e0a\u5b9e\u73b0\u5e76\u884c\u5316\u7684\u6a21\u578b\u3002<\/p>\n<p>\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u9650\u5236\uff0c\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u6846\u67b6\u3002<\/p>\n<h2 data-id=\"heading-6\">\u514b\u670d\u9650\u5236 &#8211; \u5f15\u5165Transformer<\/h2>\n<p>Transformer\u67b6\u6784\u901a\u8fc7\u66ff\u4ee3\u5faa\u73af\uff08\u4f7f\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff09\u6765\u89e3\u51b3\u8fd9\u4e9b\u9650\u5236\uff0c\u4ece\u800c\u5b9e\u73b0\u5e76\u884c\u8ba1\u7b97\u548c\u6355\u6349\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/80377cd1521e9f626f4593d7d927c4f1.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5728\u4e0a\u56fe\uff08\u6458\u81ea\u539f\u59cb\u8bba\u6587\uff09\u4e2d\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u6709\u4e24\u4e2a\u4e3b\u8981\u7684\u6784\u5efa\u6a21\u5757\uff1a\u5728\u5de6\u4fa7\uff0c\u6211\u4eec\u6709\u201c\u7f16\u7801\u5668\u201d\uff0c\u5176\u4efb\u52a1\u662f\u5c06\u8f93\u5165\u8868\u793a\u4e3a\u4f4e\u7ef4\u7a7a\u95f4\uff1b\u5728\u53f3\u4fa7\uff0c\u6211\u4eec\u6709\u201c\u89e3\u7801\u5668\u201d\uff0c\u5176\u4efb\u52a1\u662f\u5c06\u7f16\u7801\u5668\u63d0\u4f9b\u7684\u4f4e\u7ef4\u6570\u636e\u8f6c\u6362\u56de\u539f\u59cb\u6570\u636e\u683c\u5f0f\u3002<\/p>\n<p>\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u5171\u4eab\u4e86\u4e09\u79cd\u533a\u5206Transformer\u67b6\u6784\u7684\u4e3b\u8981\u7c7b\u578b\u7684\u5c42\uff1a\u4f4d\u7f6e\u7f16\u7801\u3001\u81ea\u6ce8\u610f\u529b\u548c\u524d\u9988\u3002 \u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u5728\u4ee5\u4e0b\u90e8\u5206\u8be6\u7ec6\u4ecb\u7ecd\u6bcf\u4e2a\u90e8\u5206\u7684\u7406\u89e3\u3002<\/p>\n<p><strong>\u4f4d\u7f6e\u7f16\u7801\uff08Positional Encoding\uff09<\/strong><\/p>\n<p>\u7f16\u7801\u5668\u662f\u5c06\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u8f6c\u5316\u4e3a\u6570\u503c\u5411\u91cf\u7684\u5c42\u3002\u8fd9\u662f\u901a\u8fc7\u5d4c\u5165\uff08embedding\uff09\u7684\u8fc7\u7a0b\u5b9e\u73b0\u7684\uff0c\u5d4c\u5165\u662f\u4e00\u79cd\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\uff0c\u5b83\u7528\u5411\u91cf\u8868\u793a\u5355\u8bcd\uff0c\u4f7f\u5f97\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c\u5411\u91cf\u4e4b\u95f4\u7684\u6570\u5b66\u8ddd\u79bb\u4ee3\u8868\u5b83\u4eec\u6240\u8868\u793a\u7684\u5355\u8bcd\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002\u8bf7\u770b\u4e0b\u9762\u7684\u56fe\u793a\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/eb2ed0ebfe4acb12e0afc09c4357fb21.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5728\u6211\u4eec\u8c08\u8bba\u53e5\u5b50\u7684\u542b\u4e49\u65f6\uff0c\u6211\u4eec\u90fd\u8ba4\u540c\u53e5\u5b50\u4e2d\u5355\u8bcd\u7684\u6392\u5217\u5bf9\u4e8e\u786e\u5b9a\u5176\u542b\u4e49\u975e\u5e38\u91cd\u8981\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u5e0c\u671b\u6211\u4eec\u7684\u7f16\u7801\u5668\u80fd\u591f\u8003\u8651\u5230\u8fd9\u4e2a\u987a\u5e8f\uff0c\u4ee5\u5b9e\u73b0\u4f4d\u7f6e\u7f16\u7801\u3002<\/p>\n<p>\u4f4d\u7f6e\u7f16\u7801\u662f\u4e00\u4e2a\u56fa\u5b9a\u7684\u3001\u53ef\u5b66\u4e60\u7684\u5411\u91cf\uff0c\u8868\u793a\u5355\u8bcd\u5728\u5e8f\u5217\u4e2d\u7684\u4f4d\u7f6e\u3002\u5b83\u88ab\u52a0\u5230\u5355\u8bcd\u7684\u5d4c\u5165\u5411\u91cf\u4e2d\uff0c\u4f7f\u5f97\u6700\u7ec8\u7684\u5355\u8bcd\u8868\u793a\u65e2\u5305\u62ec\u5176\u542b\u4e49\u53c8\u5305\u62ec\u5176\u4f4d\u7f6e\u4fe1\u606f\u3002<\/p>\n<p><strong>\u81ea\u6ce8\u610f\u529b\uff08Self-attention\uff09<\/strong><\/p>\n<p>\u81ea\u6ce8\u610f\u529b\u5c42\u8d1f\u8d23\u786e\u5b9a\u751f\u6210\u8f93\u51fa\u65f6\u6bcf\u4e2a\u8f93\u5165\u6807\u8bb0\u7684\u91cd\u8981\u6027\u3002\u5b83\u4eec\u56de\u7b54\u4e86\u8fd9\u6837\u4e00\u4e2a\u95ee\u9898\uff1a\u201c\u6211\u5e94\u8be5\u5173\u6ce8\u8f93\u5165\u7684\u54ea\u4e2a\u90e8\u5206\uff1f\u201d<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/686e333e605d454e04919ebe396028a9.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4e3a\u4e86\u83b7\u5f97\u53e5\u5b50\u7684\u81ea\u6ce8\u610f\u529b\u5411\u91cf\uff0c\u6211\u4eec\u9700\u8981\u7528\u5230\u503c\uff08value\uff09\u3001\u67e5\u8be2\uff08query\uff09\u548c\u952e\uff08key\uff09\u8fd9\u4e9b\u5143\u7d20\u3002\u8fd9\u4e9b\u77e9\u9635\u7528\u4e8e\u8ba1\u7b97\u8f93\u5165\u5e8f\u5217\u4e2d\u5404\u5143\u7d20\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u5206\u6570\uff0c\u5b83\u4eec\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u5230\u7684\u4e09\u4e2a\u6743\u91cd\u77e9\u9635\uff08\u901a\u5e38\u7528\u968f\u673a\u503c\u8fdb\u884c\u521d\u59cb\u5316\uff09\u3002<\/p>\n<p><strong>\u67e5\u8be2<\/strong>\u7528\u4e8e\u8868\u793a\u6ce8\u610f\u673a\u5236\u5f53\u524d\u7684\u5173\u6ce8\u70b9\uff0c\u952e\u7528\u4e8e\u786e\u5b9a\u5e94\u8be5\u5173\u6ce8\u8f93\u5165\u7684\u54ea\u4e9b\u90e8\u5206\uff0c\u800c\u503c\u7528\u4e8e\u8ba1\u7b97\u4e0a\u4e0b\u6587\u5411\u91cf\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u77e9\u9635\u76f8\u4e92\u76f8\u4e58\uff0c\u5e76\u901a\u8fc7\u975e\u7ebf\u6027\u53d8\u6362\uff08\u901a\u8fc7softmax\u51fd\u6570\uff09\u8fdb\u884c\u5904\u7406\u3002\u81ea\u6ce8\u610f\u529b\u5c42\u7684\u8f93\u51fa\u4ee5\u4e00\u79cd\u8f6c\u6362\u540e\u7684\u3001\u5177\u6709\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u65b9\u5f0f\u8868\u793a\u8f93\u5165\u503c\uff0c\u8fd9\u4f7f\u5f97Transformer\u80fd\u591f\u6839\u636e\u5f53\u524d\u4efb\u52a1\u5173\u6ce8\u8f93\u5165\u7684\u4e0d\u540c\u90e8\u5206\u3002\u4e0b\u9762\u662f\u5982\u4f55\u8868\u793a\u77e9\u9635\u4e58\u6cd5\u7684\u793a\u4f8b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4980024017820f50352de367cf924ed3.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u5728\u300aAttention is all you need\u300b\u8fd9\u7bc7\u8bba\u6587\u4e2d\u63d0\u51fa\u7684\u67b6\u6784\u4e2d\uff0c\u6ce8\u610f\u529b\u5c42\u88ab\u79f0\u4e3a\u591a\u5934\u6ce8\u610f\u529b\uff08multi-headed attention\uff09\u3002\u591a\u5934\u6ce8\u610f\u529b\u5b9e\u9645\u4e0a\u662f\u4e00\u79cd\u673a\u5236\uff0c\u5728\u5176\u4e2d\u591a\u4e2a\u81ea\u6ce8\u610f\u673a\u5236\u5e76\u884c\u5730\u64cd\u4f5c\u4e8e\u8f93\u5165\u6570\u636e\u7684\u4e0d\u540c\u90e8\u5206\uff0c\u4ea7\u751f\u591a\u4e2a\u8868\u793a\u3002\u8fd9\u4f7f\u5f97Transformer\u6a21\u578b\u80fd\u591f\u5e76\u884c\u5730\u5173\u6ce8\u8f93\u5165\u6570\u636e\u7684\u4e0d\u540c\u90e8\u5206\uff0c\u5e76\u4ece\u591a\u4e2a\u89c6\u89d2\u6c47\u603b\u4fe1\u606f\u3002 \u4e00\u65e6\u6ce8\u610f\u529b\u5c42\u7684\u5e76\u884c\u8f93\u51fa\u51c6\u5907\u597d\u540e\uff0c\u5b83\u4eec\u5c06\u88ab\u8fde\u63a5\u8d77\u6765\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u524d\u9988\u5c42\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<p><strong>\u524d\u9988\u5c42\uff08feedforward layers\uff09<\/strong>\n\u524d\u9988\u5c42\u8d1f\u8d23\u5c06\u81ea\u6ce8\u610f\u5c42\u7684\u8f93\u51fa\u8f6c\u6362\u4e3a\u9002\u5408\u6700\u7ec8\u8f93\u51fa\u7684\u8868\u793a\u5f62\u5f0f\u3002\u5b83\u901a\u8fc7\u5168\u8fde\u63a5\u7684\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5bf9\u8f93\u5165\u8fdb\u884c\u53d8\u6362\u5904\u7406\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/0112db9c4d362b9a45b0f6e11580ba31.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u524d\u9988\u5c42\u662fTransformer\u67b6\u6784\u7684\u4e3b\u8981\u6784\u5efa\u5757\uff0c\u7531\u4e24\u4e2a\u4e3b\u8981\u5143\u7d20\u7ec4\u6210\uff1a<\/p>\n<ul>\n<li>\u5168\u8fde\u63a5\u5c42\uff08\u4e5f\u79f0\u4e3a\u7a20\u5bc6\u5c42\uff09\uff1a\u8fd9\u662f\u4e00\u79cd\u6bcf\u4e2a\u795e\u7ecf\u5143\u4e0e\u524d\u4e00\u5c42\u7684\u6bcf\u4e2a\u795e\u7ecf\u5143\u90fd\u76f8\u8fde\u7684\u5c42\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6765\u81ea\u4e0a\u4e00\u5c42\u7684\u6bcf\u4e2a\u8f93\u5165\u4e0e\u5f53\u524d\u5c42\u7684\u6bcf\u4e2a\u795e\u7ecf\u5143\u76f8\u8fde\uff0c\u5e76\u4e14\u5f53\u524d\u5c42\u7684\u6bcf\u4e2a\u795e\u7ecf\u5143\u90fd\u5bf9\u4e0b\u4e00\u5c42\u7684\u6240\u6709\u795e\u7ecf\u5143\u7684\u8f93\u51fa\u505a\u51fa\u8d21\u732e\u3002\u5bc6\u96c6\u5c42\u4e2d\u7684\u6bcf\u4e2a\u795e\u7ecf\u5143\u901a\u8fc7\u7ebf\u6027\u53d8\u6362\u8ba1\u7b97\u5176\u8f93\u5165\u7684\u52a0\u6743\u548c\u3002<\/li>\n<li>\u6fc0\u6d3b\u51fd\u6570\uff1a\u8fd9\u662f\u5e94\u7528\u4e8e\u5168\u8fde\u63a5\u5c42\u8f93\u51fa\u7684\u975e\u7ebf\u6027\u51fd\u6570\u3002\u6fc0\u6d3b\u51fd\u6570\u7528\u4e8e\u5728\u795e\u7ecf\u5143\u7684\u8f93\u51fa\u4e2d\u5f15\u5165\u975e\u7ebf\u6027\uff0c\u8fd9\u5bf9\u4e8e\u7f51\u7edc\u5b66\u4e60\u8f93\u5165\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\u548c\u5173\u7cfb\u662f\u5fc5\u8981\u7684\u3002\u5728GPT\u4e2d\uff0c\u6fc0\u6d3b\u51fd\u6570\u662fReLU\u3002 \u524d\u9988\u5c42\u7684\u8f93\u51fa\u7136\u540e\u4f5c\u4e3a\u4e0b\u4e00\u5c42\u7f51\u7edc\u7684\u8f93\u5165\u3002<\/li>\n<\/ul>\n<p>\u5728\u4e0b\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u4e00\u4e2a\u901a\u7528\u524d\u9988\u5c42\u7684\u793a\u4f8b\uff0c\u5b83\u4ee5\u4e00\u4e2a\u4e8c\u7ef4\u5411\u91cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u5728\u7a20\u5bc6\u5c42\u4e2d\u4f7f\u7528\u8bad\u7ec3\u597d\u7684\u6743\u91cd\u8fdb\u884c\u7ebf\u6027\u64cd\u4f5c\uff0c\u7136\u540e\u4f7f\u7528ReLU\u6fc0\u6d3b\u51fd\u6570\u5bf9\u8f93\u51fa\u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/7088d0fca838ec50eb333dcbdf4fcb53.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p><strong>\u6700\u540e\u4e00\u6b65 &#8211; \u89e3\u7801\u7ed3\u679c<\/strong><\/p>\n<p>\u6211\u4eec\u63d0\u5230\uff0cTransformer\u7531\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e24\u4e2a\u7ec4\u4ef6\u7ec4\u6210\u3002\u5c3d\u7ba1\u5b83\u4eec\u5171\u4eab\u4f4d\u7f6e\u7f16\u7801\u3001\u81ea\u6ce8\u610f\u529b\u548c\u524d\u9988\u5c42\u7684\u6838\u5fc3\u5143\u7d20\uff0c\u4f46\u89e3\u7801\u5668\u8fd8\u9700\u8981\u6267\u884c\u989d\u5916\u7684\u64cd\u4f5c &#8211; \u5c06\u8f93\u5165\u89e3\u7801\u4e3a\u539f\u59cb\u6570\u636e\u683c\u5f0f\u3002\u8fd9\u4e2a\u64cd\u4f5c\u7531\u4e00\u4e2a\u7ebf\u6027\u5c42\uff08\u4e00\u4e2a\u5c06\u8f93\u5165\u7ef4\u5ea6\u8c03\u6574\u4e3a\u8f93\u51fa\u7ef4\u5ea6\u7684\u524d\u9988\u7f51\u7edc\uff09\u548c\u4e00\u4e2asoftmax\u51fd\u6570\u5b8c\u6210\uff08\u5b83\u5c06\u8f93\u5165\u8f6c\u6362\u4e3a\u6982\u7387\u5411\u91cf\uff09\u3002 \u4ece\u8be5\u5411\u91cf\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684\u5bf9\u5e94\u8bcd\u8bed\uff0c\u5e76\u5c06\u5176\u7528\u4f5c\u6a21\u578b\u7684\u6700\u4f73\u8f93\u51fa\u3002<\/p>\n<p>\u4ee5\u4e0a\u89e3\u91ca\u7684\u6240\u6709\u67b6\u6784\u5143\u7d20\u5b9a\u4e49\u4e86Transformer\u7684\u6846\u67b6\u3002\u5728\u4e0b\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u770b\u5230\u8fd9\u4e2a\u521b\u65b0\u6846\u67b6\u5982\u4f55\u4e3aOpenAI\u5f00\u53d1\u7684GPT-3\u548c\u5176\u4ed6\u5f3a\u5927\u7684\u8bed\u8a00\u6a21\u578b\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n<h2 data-id=\"heading-7\">GPT-3<\/h2>\n<p>\u7136\u540e\u6211\u4eec\u6765\u5230GPT-3\uff0cChatGPT\u80cc\u540e\u7684\u67b6\u6784\u3002\u5b83\u786e\u5b9e\u662f\u57fa\u4e8eTransformer\u67b6\u6784\u7684\u6a21\u578b\uff0c\u4f46\u6709\u4e00\u4e2a\u7279\u70b9\uff1a\u5b83\u53ea\u6709\u89e3\u7801\u5668\u5c42\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5728OpenAI\u7684\u5f15\u8bba\u8bba\u6587\u300a\u901a\u8fc7\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u63d0\u9ad8\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u300b\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86\u5355\u89e3\u7801\u5668\u7684\u65b9\u6cd5\u3002 GPT-3\u662f\u5de8\u5927\u7684\u3002\u4f46\u662f\uff0c\u5177\u4f53\u6709\u591a\u5927\u5462\uff1f \u8ba9\u6211\u4eec\u4ece\u5b83\u6240\u8bad\u7ec3\u7684\u77e5\u8bc6\u5e93\u5f00\u59cb\u3002\u5b83\u7684\u76ee\u6807\u662f\u5c3d\u53ef\u80fd\u8be6\u5c3d\u5730\u6db5\u76d6\u4eba\u7c7b\u77e5\u8bc6\uff0c\u56e0\u6b64\u5b83\u7531\u4e0d\u540c\u7684\u6765\u6e90\u7ec4\u6210\uff1a<\/p>\n<ul>\n<li>Common Crawl\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fcommoncrawl.org%2F\" target=\"_blank\" title=\"https:\/\/commoncrawl.org\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">commoncrawl.org\/<\/a>\uff09\uff1a\u4e00\u4e2a\u57288\u5e74\u671f\u95f4\u6536\u96c6\u7684\u5927\u89c4\u6a21\u7f51\u7edc\u6570\u636e\u8bed\u6599\u5e93\uff0c\u57fa\u672c\u6ca1\u6709\u8fc7\u6ee4<\/li>\n<li>WebText2\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fopenwebtext2.readthedocs.io%2Fen%2Flatest%2Fbackground%2F\" target=\"_blank\" title=\"https:\/\/openwebtext2.readthedocs.io\/en\/latest\/background\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">openwebtext2.readthedocs.io\/en\/latest\/b\u2026<\/a>\uff09\uff1aReddit\u5e16\u5b50\u4e2d\u94fe\u63a5\u7684\u7f51\u9875\u6587\u672c\u96c6\u5408\uff0c\u5176\u4e2d\u81f3\u5c11\u67093\u4e2a\u8d5e<\/li>\n<li>Books1\u548cBooks2\uff1a\u4e24\u4e2a\u5206\u522b\u5305\u542b\u5728\u4e92\u8054\u7f51\u4e0a\u53ef\u7528\u7684\u4e66\u7c4d\u7684\u8bed\u6599\u5e93<\/li>\n<li>\u7ef4\u57fa\u767e\u79d1\uff1a\u4e00\u4e2a\u5305\u542b\u6765\u81ea\u6d41\u884c\u5728\u7ebf\u767e\u79d1\u5168\u4e66\u7ef4\u57fa\u767e\u79d1\u82f1\u8bed\u7248\u7684\u6587\u7ae0\u7684\u8bed\u6599\u5e93<\/li>\n<\/ul>\n<p>\u5728\u8fd9\u91cc\u4f60\u53ef\u4ee5\u66f4\u597d\u5730\u4e86\u89e3\u4e00\u4e0b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f12343725b251e1faff95baf6833f188.png\" alt=\"image.png\" \/><\/figure>\n\n\u8ba9\u6211\u4eec\u8003\u8651\u4ee5\u4e0b\u5047\u8bbe\uff1a<\/p>\n<ul>\n<li>1\u4e2a\u6807\u8bb0 \u2248 4\u4e2a\u82f1\u6587\u5b57\u7b26<\/li>\n<li>1\u4e2a\u6807\u8bb0 \u2248 \u00be\u4e2a\u5355\u8bcd<\/li>\n<\/ul>\n<p>\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u7ed3\u8bba\uff0cGPT-3\u5927\u7ea6\u57283740\u4ebf\u4e2a\u5355\u8bcd\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff01 \u8fd9\u4e2a\u77e5\u8bc6\u5e93\u65e8\u5728\u572896\u4e2a\u9690\u85cf\u5c42\u4e2d\u7a00\u758f\u5730\u8bad\u7ec31750\u4ebf\u4e2a\u53c2\u6570\u3002\u4e3a\u4e86\u8ba9\u4f60\u5bf9GPT-3\u7684\u5e9e\u5927\u6709\u6240\u4e86\u89e3\uff0c\u8ba9\u6211\u4eec\u5c06\u5176\u4e0e\u4e4b\u524d\u7684\u7248\u672cGPT-1\u548cGPT-2\u8fdb\u884c\u6bd4\u8f83\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/075a83ca20e622f42c020d94abd63f8d.png\" alt=\"image.png\" 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