{"id":796,"date":"2024-02-28T14:44:11","date_gmt":"2024-02-28T06:44:11","guid":{"rendered":"https:\/\/www.tchepai.com\/?p=796"},"modified":"2024-02-28T14:44:11","modified_gmt":"2024-02-28T06:44:11","slug":"alphacodium","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/alphacodium\/","title":{"rendered":"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b"},"content":{"rendered":"<p>\u539f\u6587\uff1a[<a href=\"https:\/\/www.codium.ai\/blog\/alphacodium-state-of-the-art-code-generation-for-code-contests\/\">State-of-the-art Code Generation with AlphaCodium \u2013 From Prompt Engineering to Flow Engineering<\/a>]<\/p>\n<p>\u4f5c\u8005\uff1aTal Ridnik<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 1210px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2614\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/de2ab58f0552be1-1.jpg\" width=\"1200\" height=\"675\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-1\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-1\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/de2ab58f0552be1-1.jpg 1200w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/de2ab58f0552be1-1-300x169.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/de2ab58f0552be1-1-1024x576.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/de2ab58f0552be1-1-768x432.jpg 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><p class=\"wp-caption-text\">AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6982\u89c8<\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ee3\u7801\u751f\u6210\u7684\u96be\u9898\u4e0e\u666e\u901a\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0d\u540c \u2014\u2014 \u5b83\u4eec\u6d89\u53ca\u4e25\u683c\u9075\u5faa\u76ee\u6807\u7f16\u7a0b\u8bed\u8a00\u7684\u8bed\u6cd5\u89c4\u5219\u3001\u8bc6\u522b\u6b63\u5e38\u548c\u8fb9\u754c\u60c5\u51b5\u3001\u5173\u6ce8\u95ee\u9898\u89c4\u8303\u4e2d\u7684\u4f17\u591a\u7ec6\u8282\uff0c\u5e76\u5e94\u5bf9\u4ee3\u7801\u7279\u6709\u7684\u5176\u4ed6\u95ee\u9898\u548c\u9700\u6c42\u3002\u56e0\u6b64\uff0c\u81ea\u7136\u8bed\u8a00\u751f\u6210\u9886\u57df\u7684\u8bb8\u591a\u5e38\u7528\u4f18\u5316\u6280\u5de7\u5bf9\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u6765\u8bf4\u53ef\u80fd\u5e76\u4e0d\u9002\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u4ee3\u7801\u751f\u6210\u65b9\u6cd5\uff0c\u540d\u4e3a <strong>AlphaCodium<\/strong>\u00a0\u2014\u2014 \u4e00\u79cd\u57fa\u4e8e\u6d4b\u8bd5\u3001\u5206\u9636\u6bb5\u3001\u4e13\u6ce8\u4e8e\u4ee3\u7801\u7684\u8fed\u4ee3\u5904\u7406\u6d41\u7a0b\u3002\u8fd9\u79cd\u65b9\u6cd5\u663e\u8457\u63d0\u5347\u4e86\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u5728\u5904\u7406\u4ee3\u7801\u95ee\u9898\u4e0a\u7684\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u5728\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u4ee3\u7801\u751f\u6210\u6570\u636e\u96c6 CodeContests \u4e0a\u8fdb\u884c\u4e86 AlphaCodium \u7684\u6d4b\u8bd5\uff0c\u8fd9\u4e2a\u6570\u636e\u96c6\u5305\u542b\u4e86\u6765\u81ea Codeforces \u7b49\u5e73\u53f0\u7684\u7ade\u8d5b\u7f16\u7a0b\u9898\u76ee\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u8fd9\u4e9b\u6d4b\u8bd5\u4e2d\u59cb\u7ec8\u4fdd\u6301\u7740\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u9a8c\u8bc1\u6570\u636e\u96c6\u4e0a\uff0c\u4f7f\u7528 AlphaCodium \u6d41\u7a0b\u540e\uff0cGPT-4 \u7684\u51c6\u786e\u7387\uff08pass@5\uff09\u4ece\u5355\u4e00\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u76f4\u63a5\u63d0\u793a\u7684 19% \u63d0\u5347\u5230\u4e86 44%\u3002AlphaCodium \u5728\u6027\u80fd\u4e0a\u4e0d\u4ec5\u8d85\u8d8a\u4e86\u4e4b\u524d\u7684\u7814\u7a76\u6210\u679c\uff0c\u5982 AlphaCode\uff0c\u800c\u4e14\u6240\u9700\u7684\u8ba1\u7b97\u8d44\u6e90\u4e5f\u5927\u5927\u51cf\u5c11\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0c\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\u5f62\u6210\u7684\u8bb8\u591a\u539f\u5219\u548c\u6700\u4f73\u5b9e\u8df5\u666e\u904d\u9002\u7528\u4e8e\u4ee3\u7801\u751f\u6210\u7684\u5404\u79cd\u4efb\u52a1\u3002\u6211\u4eec\u5728\u6700\u65b0\u5f00\u6e90\u7684\u9879\u76ee [<a href=\"https:\/\/github.com\/Codium-ai\/AlphaCodium\"><strong>AlphaCodium<\/strong><\/a>] \u4e2d\u5206\u4eab\u4e86\u6211\u4eec\u9488\u5bf9 CodeContests \u7684 AlphaCodium \u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6570\u636e\u96c6\u8bc4\u4f30\u548c\u57fa\u51c6\u6d4b\u8bd5\u811a\u672c\uff0c\u4ee5\u4fbf\u793e\u533a\u8fdb\u4e00\u6b65\u7814\u7a76\u548c\u63a2\u7d22\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>CodeContests \u6570\u636e\u96c6\u89e3\u6790<\/h2>\n<p>&nbsp;<\/p>\n<p>[<a href=\"https:\/\/github.com\/google-deepmind\/code_contests\/tree\/main\">CodeContests<\/a>] \u662f\u7531\u8c37\u6b4c Deepmind \u63a8\u51fa\u7684\u4e00\u9879\u6311\u6218\u6027\u7f16\u7a0b\u6570\u636e\u96c6\u3002\u5b83\u4ece\u5982 [<a href=\"https:\/\/codeforces.com\/\">Codeforces<\/a>] \u8fd9\u6837\u7684\u7ade\u8d5b\u7f16\u7a0b\u5e73\u53f0\u7cbe\u9009\u4e86\u7ea6 1 \u4e07\u4e2a\u7f16\u7a0b\u9898\u76ee\uff0c\u65e8\u5728\u8bad\u7ec3\u548c\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b (\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5982 GPT \u6216 <a href=\"https:\/\/www.kdjingpai.com\/ja\/deepseek-chatshena\/\">DeepSeek<\/a>) \u89e3\u51b3\u590d\u6742\u7f16\u7a0b\u95ee\u9898\u7684\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u672c\u7814\u7a76\u5e76\u672a\u4e13\u6ce8\u4e8e\u5f00\u53d1\u4e00\u4e2a\u5168\u65b0\u7684\u6a21\u578b\uff0c\u800c\u662f\u7740\u773c\u4e8e\u521b\u5efa\u4e00\u4e2a\u9002\u7528\u4e8e\u5404\u79cd\u5df2\u7ecf\u80fd\u591f\u5904\u7406\u7f16\u7801\u4efb\u52a1\u7684\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7f16\u7a0b\u6d41\u7a0b\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4e3b\u8981\u5173\u6ce8 CodeContests \u7684\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\uff0c\u5176\u4e2d\u5305\u62ec 107 \u548c 165 \u4e2a\u7f16\u7a0b\u95ee\u9898\u3002\u56fe 1 \u5c55\u793a\u4e86\u6570\u636e\u96c6\u4e2d\u7684\u4e00\u4e2a\u5178\u578b\u95ee\u9898\u5b9e\u4f8b\uff1a<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2573\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/80a836a4f79f559.jpg\" width=\"1024\" height=\"589\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-2\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-2\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/80a836a4f79f559.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/80a836a4f79f559-300x173.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/80a836a4f79f559-768x442.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p class=\"wp-caption-text\">\u56fe 1. CodeContests \u4e2d\u7684\u4e00\u4e2a\u6807\u51c6\u95ee\u9898\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u6bcf\u4e2a\u95ee\u9898\u90fd\u5305\u62ec\u4e86\u4e00\u4e2a\u95ee\u9898\u63cf\u8ff0\u548c\u4e00\u4e9b\u516c\u5f00\u7684\u6d4b\u8bd5\u6570\u636e\uff0c\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u6a21\u578b\u8f93\u5165\u3002\u6311\u6218\u5728\u4e8e\u7f16\u5199\u51fa\u4e00\u4e2a\u7a0b\u5e8f\uff0c\u80fd\u591f\u9488\u5bf9\u4efb\u4f55\u5408\u6cd5\u8f93\u5165\u90fd\u7ed9\u51fa\u6b63\u786e\u7b54\u6848\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u4e00\u4e2a\u4e0d\u5bf9\u5916\u516c\u5f00\u7684\u6d4b\u8bd5\u96c6\uff0c\u7528\u4e8e\u8bc4\u4f30\u63d0\u4ea4\u7684\u7a0b\u5e8f\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4e3a\u4ec0\u4e48\u8bf4 CodeContests \u662f\u6d4b\u8bd5\u5927\u8bed\u8a00\u6a21\u578b\u7f16\u7a0b\u80fd\u529b\u7684\u7406\u60f3\u6570\u636e\u96c6\u5462\uff1f<\/strong> \u9996\u5148\uff0c\u4e0e\u5176\u4ed6\u7f16\u7a0b\u7ade\u8d5b\u6570\u636e\u96c6\u4e0d\u540c\uff0cCodeContests \u5305\u542b\u5927\u91cf\u79c1\u6709\u6d4b\u8bd5\u6570\u636e\uff08\u6bcf\u4e2a\u95ee\u9898\u7ea6 200 \u4e2a\u6d4b\u8bd5\u7528\u4f8b\uff09\uff0c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u3002\u5176\u6b21\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u901a\u5e38\u4e0d\u64c5\u957f\u6ce8\u610f\u5230\u95ee\u9898\u63cf\u8ff0\u4e2d\u7684\u7ec6\u8282\uff0c\u800c\u8fd9\u4e9b\u7ec6\u8282\u5f80\u5f80\u5bf9\u4e8e\u627e\u5230\u6b63\u786e\u7684\u89e3\u51b3\u65b9\u6848\u81f3\u5173\u91cd\u8981\u3002CodeContests \u7684\u95ee\u9898\u63cf\u8ff0\u901a\u5e38\u65e2\u590d\u6742\u53c8\u8be6\u7ec6\uff0c\u5145\u6ee1\u4e86\u5f71\u54cd\u89e3\u51b3\u65b9\u6848\u7684\u7ec6\u5fae\u5dee\u522b\uff08\u56fe 1 \u4e2d\u5c55\u793a\u4e86\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\uff09\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6a21\u62df\u4e86\u73b0\u5b9e\u4e2d\u7684\u590d\u6742\u95ee\u9898\uff0c\u8feb\u4f7f\u6a21\u578b\u8003\u8651\u591a\u79cd\u56e0\u7d20\uff0c\u8fd9\u4e0e\u4e00\u4e9b\u8f83\u4e3a\u7b80\u5355\u76f4\u63a5\u7684\u6570\u636e\u96c6\uff08\u5982 [<a href=\"https:\/\/github.com\/openai\/human-eval\">HumanEval<\/a>]\uff09\u5f62\u6210\u4e86\u9c9c\u660e\u5bf9\u6bd4\u3002\u9644\u5f55 1 \u4e2d\u5c55\u793a\u4e86\u4e00\u4e2a\u5178\u578b\u7684 HumanEval \u7f16\u7a0b\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u56fe 2 \u5c55\u793a\u4e86\u6a21\u578b\u5982\u4f55\u6df1\u5165\u5206\u6790\u56fe 1 \u4e2d\u7684\u95ee\u9898\u3002\u901a\u8fc7\u6df1\u5165\u7684\u5206\u6790\uff0c\u95ee\u9898\u53d8\u5f97\u66f4\u52a0\u6e05\u6670\u548c\u6761\u7406\u5316\uff0c\u8fd9\u5f3a\u8c03\u4e86\u5728\u7f16\u7a0b\u8fc7\u7a0b\u4e2d\u5bf9\u95ee\u9898\u6df1\u5165\u7406\u89e3\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2574\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/8473f4b7a656a21.jpg\" width=\"1024\" height=\"589\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-3\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-3\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/8473f4b7a656a21.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/8473f4b7a656a21-300x173.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/8473f4b7a656a21-768x442.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p class=\"wp-caption-text\">\u56fe 2. \u9488\u5bf9\u56fe 1 \u6240\u8ff0\u95ee\u9898\u7684 AI \u751f\u6210\u7684\u81ea\u6211\u53cd\u7701\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u63d0\u51fa\u7684\u65b9\u6cd5<\/h2>\n<p>&nbsp;<\/p>\n<p>\u5728\u5904\u7406\u4ee3\u7801\u751f\u6210\u7684\u590d\u6742\u6311\u6218\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u65e0\u8bba\u662f\u5355\u4e00\u63d0\u793a\u7684\u4f18\u5316\uff0c\u8fd8\u662f\u8fde\u7eed\u601d\u8003\u5f0f\u7684\u63d0\u793a\uff0c\u90fd\u672a\u80fd\u663e\u8457\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u5728 CodeContest \u4e0a\u7684\u95ee\u9898\u89e3\u51b3\u6548\u7387\u3002\u8fd9\u662f\u56e0\u4e3a\u6a21\u578b\u5f80\u5f80\u96be\u4ee5\u5b8c\u5168\u7406\u89e3\u95ee\u9898\uff0c\u4ece\u800c\u53cd\u590d\u4ea7\u751f\u9519\u8bef\u6216\u65e0\u6cd5\u5e94\u5bf9\u65b0\u7684\u6d4b\u8bd5\u7528\u4f8b\u7684\u4ee3\u7801\u3002\u5bf9\u4e8e\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u6765\u8bf4\uff0c\u9002\u7528\u4e8e\u4e00\u822c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u65b9\u6cd5\u53ef\u80fd\u5e76\u4e0d\u7406\u60f3\u3002\u8fd9\u7c7b\u4efb\u52a1\u9690\u85cf\u7740\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u6bd4\u5982\u53cd\u590d\u6267\u884c\u6240\u751f\u6210\u7684\u4ee3\u7801\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u5df2\u77e5\u793a\u4f8b\u7684\u9a8c\u8bc1\u3002\u4e0e\u5e38\u89c4\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u63d0\u793a\u4f18\u5316\u6280\u672f\u4e0d\u540c\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u5728\u89e3\u51b3 CodeContest \u7684\u95ee\u9898\u65f6\uff0c\u91c7\u7528\u4e13\u95e8\u9488\u5bf9\u4ee3\u7801\u751f\u6210\u548c\u6d4b\u8bd5\u7684<strong>\u6d41\u7a0b<\/strong>\u66f4\u4e3a\u6709\u6548\u3002\u8fd9\u4e2a\u6d41\u7a0b\u56f4\u7ed5\u7740<strong>\u8fed\u4ee3<\/strong>\u8fc7\u7a0b\u5c55\u5f00\uff0c\u5373\u6211\u4eec\u4e0d\u65ad\u5730\u8fd0\u884c\u548c\u8c03\u6574\u751f\u6210\u7684\u4ee3\u7801\uff0c\u4f7f\u5176\u901a\u8fc7\u8f93\u5165 &#8211; \u8f93\u51fa\u6d4b\u8bd5\u3002\u8fd9\u79cd\u9488\u5bf9\u4ee3\u7801\u7684\u6d41\u7a0b\u7684\u4e24\u4e2a\u5173\u952e\u73af\u8282\u662f\uff1a<\/p>\n<p>(a) \u5728\u9884\u5904\u7406\u9636\u6bb5\u751f\u6210\u989d\u5916\u6570\u636e\uff0c\u4f8b\u5982\u81ea\u6211\u53cd\u601d\u548c\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u7684\u63a8\u7406\uff0c\u4ee5\u652f\u6301\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u4ee5\u53ca (b) \u7528 AI \u751f\u6210\u7684\u989d\u5916\u6d4b\u8bd5\u7528\u4f8b\u6765\u589e\u5f3a\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u3002\u5728\u56fe 3 \u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u6211\u4eec\u4e3a\u89e3\u51b3\u7ade\u8d5b\u7f16\u7a0b\u95ee\u9898\u8bbe\u8ba1\u7684\u6d41\u7a0b\uff1a<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 936px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2604\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/4dd5931a2bbdae9.png\" width=\"926\" height=\"389\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-4\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-4\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/4dd5931a2bbdae9.png 926w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/4dd5931a2bbdae9-300x126.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/4dd5931a2bbdae9-768x323.png 768w\" sizes=\"auto, (max-width: 926px) 100vw, 926px\" \/><p class=\"wp-caption-text\">\u56fe 3. \u63d0\u51fa\u7684 AlphaCodium \u6d41\u7a0b\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<div style=\"width: 936px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2605\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/3cf0e0d8a83c5b8.png\" width=\"926\" height=\"389\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-5\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-5\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/3cf0e0d8a83c5b8.png 926w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/3cf0e0d8a83c5b8-300x126.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/3cf0e0d8a83c5b8-768x323.png 768w\" sizes=\"auto, (max-width: 926px) 100vw, 926px\" \/><p class=\"wp-caption-text\">\u56fe 3 \u6784\u5efa\u9884\u5904\u7406\u548c\u4ee3\u7801\u8fed\u4ee3\u6d41\u7a0b<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u56fe 3 \u4e2d\u7684\u6d41\u7a0b\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li><strong>\u9884\u5904\u7406<\/strong>\u00a0\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5bf9\u95ee\u9898\u8fdb\u884c\u63a8\u7406\uff0c\u8fd9\u662f\u4e00\u4e2a\u7ebf\u6027\u6d41\u7a0b\u3002<\/li>\n<li><strong>\u4ee3\u7801\u8fed\u4ee3<\/strong>\u00a0\u9636\u6bb5\uff0c\u5305\u62ec\u591a\u4e2a\u8fed\u4ee3\u73af\u8282\uff0c\u6211\u4eec\u5728\u8fd9\u4e9b\u73af\u8282\u4e2d\u751f\u6210\u3001\u8fd0\u884c\u5e76\u4fee\u6b63\u4ee3\u7801\uff0c\u4ee5\u5e94\u5bf9\u5404\u79cd\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u5728\u8868 1 \u4e2d\uff0c\u6211\u4eec\u8be6\u7ec6\u56de\u987e\u4e86\u8fd9\u4e9b\u4e0d\u540c\u9636\u6bb5\uff1a<\/p>\n<table class=\"w-full\">\n<thead>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<th class=\"border px-4 py-2 text-left font-bold [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><\/th>\n<th class=\"border px-4 py-2 text-left font-bold [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u9636\u6bb5\u540d\u79f0<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u4efb\u52a1\u8bf4\u660e<\/strong><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u95ee\u9898\u53cd\u601d<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u7528\u7b80\u6d01\u7684\u8981\u70b9\u5f62\u5f0f\u6982\u8ff0\u95ee\u9898\uff0c\u6d89\u53ca\u95ee\u9898\u7684\u76ee\u6807\u3001\u8f93\u5165\u3001\u8f93\u51fa\u3001\u89c4\u5219\u3001\u7ea6\u675f\u53ca\u5176\u4ed6\u91cd\u8981\u7ec6\u8282\u3002<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u7684\u903b\u8f91\u5206\u6790<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u9610\u8ff0\u6bcf\u4e2a\u6d4b\u8bd5\u7528\u4f8b\u7684\u8f93\u5165\u662f\u5982\u4f55\u5bfc\u81f4\u7279\u5b9a\u8f93\u51fa\u7684\u3002<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u6784\u601d\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u63d0\u51fa 2-3 \u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u7528\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u8fdb\u884c\u63cf\u8ff0\u3002<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u89e3\u51b3\u65b9\u6848\u8bc4\u4f30<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u5bf9\u5404\u79cd\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\u8fdb\u884c\u8bc4\u4f30\uff0c\u6311\u9009\u51fa\u6700\u4f73\u65b9\u6848\uff0c\u8003\u8651\u5230\u5176\u6b63\u786e\u6027\u3001\u7b80\u6d01\u6027\u548c\u7a33\u5065\u6027\u3002\uff08\u4e0d\u5fc5\u5c40\u9650\u4e8e\u6548\u7387\u6700\u9ad8\u7684\u65b9\u6848\uff09\u3002<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u8865\u5145 AI \u6d4b\u8bd5<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u4e3a\u95ee\u9898\u8865\u5145 6-8 \u4e2a\u4e0d\u540c\u7c7b\u578b\u7684\u8f93\u5165\u8f93\u51fa\u6d4b\u8bd5\uff0c\u8bd5\u56fe\u8986\u76d6\u539f\u59cb\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u672a\u6d89\u53ca\u7684\u60c5\u51b5\u548c\u65b9\u9762\u3002<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u521d\u6b65\u4ee3\u7801\u65b9\u6848<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u672c\u9636\u6bb5\u7684\u76ee\u6807\u662f\u5f62\u6210\u5bf9\u95ee\u9898\u7684\u521d\u6b65\u4ee3\u7801\u89e3\u51b3\u65b9\u6848\u3002\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u4ee3\u7801\u5e94\u5c3d\u53ef\u80fd\u8d34\u8fd1\u6b63\u786e\u7b54\u6848\uff0c\u4ee5\u4fbf\u5728\u63a5\u4e0b\u6765\u7684\u4fee\u6b63\u8fc7\u7a0b\u4e2d\u66f4\u6709\u53ef\u80fd\u6210\u529f\u3002<br \/>\n\u64cd\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a<br \/>\n\u2013 \u9009\u5b9a\u4e00\u4e2a\u53ef\u80fd\u7684\u65b9\u6848\uff0c\u4e3a\u5176\u7f16\u5199\u76f8\u5e94\u4ee3\u7801\uff0c\u5e76\u5728\u9009\u5b9a\u7684\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u548c AI \u6d4b\u8bd5\u4e2d\u8fdb\u884c\u8bd5\u8fd0\u884c\u3002<br \/>\n\u2013 \u91cd\u590d\u6b64\u8fc7\u7a0b\uff0c\u76f4\u81f3\u901a\u8fc7\u6d4b\u8bd5\u6216\u8fbe\u5230\u5c1d\u8bd5\u6b21\u6570\u4e0a\u9650\u3002<br \/>\n\u2013 \u7b2c\u4e00\u4e2a\u901a\u8fc7\u6d4b\u8bd5\u7684\u4ee3\u7801\uff0c\u6216\u8005\u8f93\u51fa\u7ed3\u679c\u6700\u63a5\u8fd1\u6b63\u786e\u7b54\u6848\u7684\u4ee3\u7801\uff0c\u5c06\u4f5c\u4e3a\u540e\u7eed\u6b65\u9aa4\u7684\u57fa\u7840\u4ee3\u7801\u3002<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u7684\u8fed\u4ee3\u4f18\u5316<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u4ee5\u57fa\u7840\u4ee3\u7801\u4e3a\u8d77\u70b9\uff0c\u9010\u4e00\u5728\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u4e2d\u8fd0\u884c\u5e76\u4f18\u5316\u3002\u82e5\u4ee3\u7801\u5728\u67d0\u4e00\u6d4b\u8bd5\u4e2d\u51fa\u73b0\u95ee\u9898\uff0c\u6839\u636e\u9519\u8bef\u4fe1\u606f\u5c1d\u8bd5\u4fee\u6b63\u3002<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\"><strong>AI \u6d4b\u8bd5\u7684\u8fed\u4ee3\u4f18\u5316<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"left\">\u7ee7\u7eed\u5728 AI \u751f\u6210\u7684\u6d4b\u8bd5\u4e2d\u8fdb\u884c\u8fed\u4ee3\u4f18\u5316\u3002\u8fd0\u7528\u201c\u6d4b\u8bd5\u951a\u70b9\u201d\uff08\u8fd9\u662f\u4e00\u79cd\u5728\u6d4b\u8bd5\u4e2d\u56fa\u5b9a\u67d0\u4e9b\u7279\u5b9a\u5143\u7d20\u7684\u6280\u672f\uff0c\u4ee5\u4fbf\u66f4\u7cbe\u786e\u5730\u8c03\u8bd5\u548c\u6539\u8fdb\u4ee3\u7801\uff09\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p><strong>\u8868 1. \u68b3\u7406 AlphaCodium \u5404\u9636\u6bb5\u7684\u7279\u70b9\u3002<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u63a2\u7d22\u6240\u63d0\u51fa\u7684\u6d41\u7a0b\u65f6\uff0c\u6211\u4eec\u83b7\u5f97\u4e86\u4e00\u4e9b\u6df1\u523b\u7684\u76f4\u89c9\u548c\u6d1e\u5bdf\u3002<\/p>\n<p>\u9996\u5148\u662f<strong>\u77e5\u8bc6\u79ef\u7d2f<\/strong>\u7684\u9636\u6bb5\uff1a\u6211\u4eec\u4f1a\u4ece\u7b80\u5355\u7684\u4efb\u52a1\u5f00\u59cb\uff0c\u9010\u6e10\u6311\u6218\u66f4\u590d\u6742\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728\u6d41\u7a0b\u7684\u9996\u6b65\u2014\u2014_\u81ea\u6211\u53cd\u601d_\uff0c\u6211\u4eec\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u53ef\u7528\u4e8e\u540e\u7eed\u66f4\u96be\u7684\u6b65\u9aa4\uff0c\u6bd4\u5982<strong>\u751f\u6210\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848<\/strong>\u3002\u6d41\u7a0b\u4e2d\u7684\u9884\u5904\u7406\u9636\u6bb5\u4ea7\u751f\u7684\u6210\u679c\uff0c\u5c06\u52a9\u529b\u6700\u5177\u6311\u6218\u6027\u4e14\u5173\u952e\u7684\u90e8\u5206\uff1a\u4ee3\u7801\u8fed\u4ee3\uff0c\u5373\u6211\u4eec\u5b9e\u9645\u4e0a\u5c1d\u8bd5\u7f16\u5199\u51fa\u80fd\u591f\u6b63\u786e\u89e3\u51b3\u95ee\u9898\u7684\u4ee3\u7801\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c<strong>\u751f\u6210\u989d\u5916\u7684 AI \u6d4b\u8bd5\u6bd4\u751f\u6210\u4e00\u6574\u5957\u89e3\u51b3\u65b9\u6848\u4ee3\u7801\u8981\u7b80\u5355<\/strong>\u00a0\u2014\u2014 \u8fd9\u4e2a\u8fc7\u7a0b\u4e3b\u8981\u4f9d\u8d56\u4e8e\u5bf9\u95ee\u9898\u7684\u7406\u89e3\u4ee5\u53ca\u57fa\u7840\u7684\u66b4\u529b\u7834\u89e3\u6216\u903b\u8f91\u63a8\u7406\uff0c\u800c\u4e0d\u5fc5\u5b8c\u5168\u89e3\u51b3\u95ee\u9898\u5c31\u80fd\u751f\u6210\u6709\u7528\u7684\u8f93\u5165\u8f93\u51fa\u6d4b\u8bd5\u5bf9\u3002\u8fd9\u4e0e\u7f16\u5199\u4e00\u4e2a\u5b8c\u6574\u7684\u3001\u6b63\u786e\u7684\u89e3\u51b3\u65b9\u6848\u4ee3\u7801\u4e0d\u540c\uff0c\u540e\u8005\u8981\u6c42\u6211\u4eec\u63d0\u51fa\u4e00\u4e2a\u80fd\u591f\u6b63\u786e\u5e94\u5bf9\u4efb\u4f55\u8f93\u5165\u8f93\u51fa\u6d4b\u8bd5\u5bf9\u7684\u5b8c\u6574\u7b97\u6cd5\u65b9\u6848\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u9020\u66f4\u591a\u7684 AI \u6d4b\u8bd5\uff0c\u5229\u7528\u5b83\u4eec\u6765\u4f18\u5316\u4ee3\u7801\u521b\u5efa\u9636\u6bb5\uff0c\u6b63\u5982\u56fe 4 \u6240\u793a\u3002\u6211\u4eec\u8fd8\u901a\u8fc7\u8981\u6c42\u6a21\u578b\u4e13\u6ce8\u4e8e\u539f\u59cb\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u672a\u6db5\u76d6\u7684\u5185\u5bb9\uff0c\u5982\u5904\u7406\u5927\u578b\u8f93\u5165\u3001\u8fb9\u7f18\u60c5\u51b5\u7b49\uff0c\u6765\u8fdb\u4e00\u6b65\u589e\u5f3a\u8fd9\u4e9b\u989d\u5916\u6d4b\u8bd5\u7684\u6548\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6700\u540e\uff0c<strong>\u591a\u4e2a\u6b65\u9aa4\u53ef\u4ee5\u5408\u5e76\u6210\u4e00\u6b21\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u8c03\u7528<\/strong>\u00a0\u2014\u2014 \u56fe 3 \u4e2d\u5c55\u793a\u7684\u6d41\u7a0b\u662f\u7406\u5ff5\u4e0a\u7684\u5c55\u793a\uff0c\u5f3a\u8c03\u4e86\u6d41\u7a0b\u7684\u4e3b\u8981\u6b65\u9aa4\u3002\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u8f93\u51fa\uff08\u89c1\u4e0b\u4e00\u8282\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u591a\u4e2a\u9636\u6bb5\u5408\u5e76\u6210\u4e00\u6b21\u5927\u8bed\u8a00\u6a21\u578b\u8c03\u7528\uff0c\u4ee5\u8282\u7ea6\u8d44\u6e90\u6216\u63d0\u5347\u6a21\u578b\u5728\u540c\u65f6\u5904\u7406\u7279\u5b9a\u4efb\u52a1\u65f6\u7684\u8868\u73b0\u3002<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 781px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2612\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/44b807d9aff17d5.png\" width=\"771\" height=\"352\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-2\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-2\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/44b807d9aff17d5.png 771w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/44b807d9aff17d5-300x137.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/44b807d9aff17d5-768x351.png 768w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><p class=\"wp-caption-text\">\u56fe 4. \u5c55\u793a\u5e94\u7528 AlphaCodium \u6d41\u7a0b\u65f6\u7684\u6539\u8fdb\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u5f53\u6a21\u578b\u53ea\u6839\u636e\u76f4\u63a5\u63d0\u793a\u6765\u89e3\u51b3\u4ee3\u7801\u95ee\u9898\u65f6\uff0c\u5b83\u5f80\u5f80\u4f1a\u9047\u5230\u56f0\u96be\u3002\u5728\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u57fa\u7840\u4e0a\u8fed\u4ee3\u53ef\u4ee5\u7a33\u5b9a\u5e76\u6539\u8fdb\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u7531\u4e8e\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u4e0d\u591f\u5168\u9762\uff0c\u4ecd\u4f1a\u7559\u6709\u201c\u76f2\u70b9\u201d\u3002\u800c\u5f53\u6211\u4eec\u91c7\u7528\u5b8c\u6574\u7684 AlphaCodium \u6d41\u7a0b\uff0c\u5305\u62ec\u9884\u5904\u7406\u9636\u6bb5\u548c\u5728\u516c\u5f00\u53ca AI \u751f\u6210\u7684\u6d4b\u8bd5\u4e0a\u8fdb\u884c\u8fed\u4ee3\u65f6\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u89e3\u51b3\u65b9\u6848\u7684\u8d28\u91cf\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u89e3\u51b3\u95ee\u9898\u7684\u6210\u529f\u7387\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u9488\u5bf9\u4ee3\u7801\u7684\u8bbe\u8ba1\u6982\u5ff5<\/h2>\n<p>&nbsp;<\/p>\n<p>\u5728\u8fd9\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u4f1a\u4ecb\u7ecd\u4e00\u4e9b\u5728\u89e3\u51b3\u4ee3\u7801\u751f\u6210\u95ee\u9898\u65f6\u53d1\u73b0\u7684\u6709\u76ca\u8bbe\u8ba1\u7406\u5ff5\u3001\u6280\u5de7\u548c\u6700\u4f73\u5b9e\u8df5\u3002\u6211\u4eec\u5728\u56fe 3 \u4e2d\u63d0\u51fa\u7684 AlphaCodium \u6d41\u7a0b\uff0c\u5c31\u5e7f\u6cdb\u5e94\u7528\u4e86\u8fd9\u4e9b\u8bbe\u8ba1\u7406\u5ff5\uff1a<\/p>\n<p><strong>YAML \u7ed3\u6784\u5316\u8f93\u51fa\uff1a<\/strong>\u00a0\u6211\u4eec\u63d0\u51fa\u7684\u6d41\u7a0b\u4e2d\u4e00\u4e2a\u5173\u952e\u90e8\u5206\u662f\u4f7f\u7528\u7ed3\u6784\u5316\u8f93\u51fa \u2014\u2014 \u8981\u6c42\u6a21\u578b\u751f\u6210\u4e00\u4e2a\u7b49\u6548\u4e8e\u7279\u5b9a Pydantic \u7c7b\u7684 YAML \u683c\u5f0f\u8f93\u51fa\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff1a<\/p>\n<blockquote><p>&#8230;<\/p>\n<p>\u4f60\u7684\u76ee\u6807\u662f\u63d0\u51fa\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u786e\u4fdd\u6bcf\u4e2a\u65b9\u6848\u90fd\u5168\u9762\u8003\u8651\u5230\u4e86\u95ee\u9898\u7684\u76ee\u6807\u3001\u89c4\u5219\u548c\u9650\u5236\u3002<\/p>\n<p>\u8f93\u51fa\u5e94\u662f\u4e00\u4e2a YAML \u5bf9\u8c61\uff0c\u4e0e $PossibleSolutions \u7c7b\u578b\u76f8\u5bf9\u5e94\uff0c\u6839\u636e\u4ee5\u4e0b Pydantic \u5b9a\u4e49\uff1a<\/p>\n<p>class Solution(BaseModel):<\/p>\n<p>name: str = Field(description=&#8221;\u89e3\u51b3\u65b9\u6848\u7684\u540d\u79f0&#8221;)<\/p>\n<p>content: str = Field(description=\u89e3\u51b3\u65b9\u6848\u7684\u63cf\u8ff0&#8221;)<\/p>\n<p>why_it_works: str = Field(description=&#8221;\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u89e3\u51b3\u65b9\u6848\u6709\u6548\u3002\u9700\u9488\u5bf9\u95ee\u9898\u7684\u89c4\u5219\u548c\u76ee\u6807\u8fdb\u884c\u5177\u4f53\u8be6\u7ec6\u8bf4\u660e&#8221;)<\/p>\n<p>complexity: str = Field(description=&#8221;\u89e3\u51b3\u65b9\u6848\u7684\u590d\u6742\u6027&#8221;)<\/p>\n<p>class PossibleSolutions(BaseModel):<\/p>\n<p>possible_solutions: List[Solution] = Field(max_items=3, description=&#8221;\u9488\u5bf9\u95ee\u9898\u7684\u53ef\u80fd\u89e3\u51b3\u65b9\u6848\u5217\u8868\u3002\u786e\u4fdd\u6bcf\u4e2a\u89e3\u51b3\u65b9\u6848\u90fd\u5168\u9762\u8003\u8651\u5230\u4e86\u95ee\u9898\u7684\u89c4\u5219\u548c\u76ee\u6807\uff0c\u5e76\u4e14\u5728\u73b0\u4ee3\u8ba1\u7b97\u673a\u4e0a\u7684\u8fd0\u884c\u65f6\u95f4\u5408\u7406 \u2014 \u5bf9\u4e8e\u5927\u91cf\u8f93\u5165\u7684\u95ee\u9898\u7ea6\u675f\uff0c\u8fd0\u884c\u65f6\u95f4\u4e0d\u8d85\u8fc7\u4e09\u79d2\u3002&#8221;)<\/p><\/blockquote>\n<p><strong>\u8868 2. \u7ed3\u6784\u5316\u8f93\u51fa\u63d0\u793a\u7684\u793a\u4f8b\uff08\u751f\u6210\u53ef\u80fd\u89e3\u51b3\u65b9\u6848\u9636\u6bb5\uff09\u3002<\/strong><\/p>\n<p>\u7ed3\u6784\u5316\u8f93\u51fa\u51cf\u5c11\u4e86\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u7684\u590d\u6742\u6027\u4ee5\u53ca\u5bf9\u9ed1\u79d1\u6280\u7684\u8981\u6c42\uff0c\u8f6c\u800c\u4ee5\u4e00\u79cd\u76f4\u63a5\u3001\u7c7b\u4f3c\u4ee3\u7801\u7684\u65b9\u5f0f\u5448\u73b0\u590d\u6742\u4efb\u52a1\u3002\u5b83\u8fd8\u4f7f\u5f97\u83b7\u5f97\u5305\u542b\u591a\u4e2a\u9636\u6bb5\u3001\u53cd\u6620\u903b\u8f91\u548c\u6709\u6761\u7406\u601d\u8003\u8fc7\u7a0b\u7684\u590d\u6742\u7b54\u6848\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p>\u867d\u7136\u65b0\u7248 GPT \u652f\u6301 [<a href=\"https:\/\/platform.openai.com\/docs\/guides\/text-generation\/json-mode\">JSON \u98ce\u683c<\/a>] \u8f93\u51fa\uff0c\u4f46\u6211\u4eec\u8ba4\u4e3a\uff0c\u5c24\u5176\u662f\u5728\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e2d\uff0cYAML \u8f93\u51fa\u66f4\u4e3a\u9002\u5408\uff0c\u8be6\u89c1\u9644\u5f55\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u8981\u70b9\u5217\u8868\uff08Bullet points\uff09\u5206\u6790<\/strong> &#8211;\u00a0\u5f53\u8ba9\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u5206\u6790\u95ee\u9898\u65f6\uff0c\u901a\u5e38\u4ee5\u8981\u70b9\u5217\u8868\uff08Bullet points\uff09\u683c\u5f0f\u8981\u6c42\u8f93\u51fa\u4f1a\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002\u8981\u70b9\u4fc3\u8fdb\u4e86\u5bf9\u95ee\u9898\u7684\u6df1\u5165\u7406\u89e3\uff0c\u5e76\u8feb\u4f7f\u6a21\u578b\u5c06\u8f93\u51fa\u5212\u5206\u4e3a\u903b\u8f91\u4e0a\u7684\u8bed\u4e49\u533a\u57df\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u7ed3\u679c\u7684\u8d28\u91cf\u3002\u4f8b\u5982\uff0c\u4ee5\u8981\u70b9\u81ea\u6211\u53cd\u601d\u95ee\u9898\uff08\u89c1\u56fe 2\uff09\uff0c\u6bcf\u4e2a\u8981\u70b9\u4ee3\u8868\u4e86\u5bf9\u95ee\u9898\u4e0d\u540c\u90e8\u5206\u7684\u8bed\u4e49\u7406\u89e3\u2014\u2014\u4e00\u822c\u63cf\u8ff0\u3001\u76ee\u6807\u4e0e\u89c4\u5219\u3001\u8f93\u5165\u7ed3\u6784\u3001\u8f93\u51fa\u7ed3\u6784\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u751f\u6210\u6a21\u5757\u5316\u4ee3\u7801\u65b9\u9762\u66f4\u52a0\u51fa\u8272<\/strong>\u00a0&#8211; \u5f53\u6211\u4eec\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u53bb\u7f16\u5199\u4e00\u4e2a\u957f\u7bc7\u7684\u5355\u4e2a\u51fd\u6570\u65f6\uff0c\u5e38\u5e38\u4f1a\u9047\u5230\u95ee\u9898\uff1a\u4ee3\u7801\u4e2d\u7ecf\u5e38\u51fa\u73b0\u9519\u8bef\u6216\u903b\u8f91\u6f0f\u6d1e\u3002\u66f4\u4e25\u91cd\u7684\u662f\uff0c\u8fd9\u79cd\u5e9e\u5927\u800c\u5355\u4e00\u7684\u4ee3\u7801\u5757\u4f1a\u5f71\u54cd\u5230\u540e\u7eed\u7684\u8fed\u4ee3\u4fee\u590d\u5de5\u4f5c\u3002\u5373\u4fbf\u63d0\u4f9b\u4e86\u9519\u8bef\u4fe1\u606f\uff0c\u6a21\u578b\u4e5f\u5f88\u96be\u51c6\u786e\u5730\u5b9a\u4f4d\u548c\u89e3\u51b3\u95ee\u9898\u3002\u4f46\u5982\u679c\u6211\u4eec\u660e\u786e\u6307\u5bfc\u6a21\u578b\uff1a\u201c_\u628a\u751f\u6210\u7684\u4ee3\u7801\u5206\u5272\u6210\u591a\u4e2a\u5c0f\u7684\u5b50\u529f\u80fd\u6a21\u5757\uff0c\u5e76\u7ed9\u5b83\u4eec\u8d77\u4e0a\u6709\u610f\u4e49\u7684\u540d\u79f0_\u201d\uff0c\u7ed3\u679c\u4f1a\u597d\u5f97\u591a\uff0c\u751f\u6210\u7684\u4ee3\u7801\u9519\u8bef\u66f4\u5c11\uff0c\u4e14\u5728\u8fed\u4ee3\u4fee\u590d\u7684\u9636\u6bb5\u6709\u66f4\u9ad8\u7684\u6210\u529f\u7387\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7075\u6d3b\u51b3\u7b56\u548c\u53cc\u91cd\u9a8c\u8bc1\u7684\u91cd\u8981\u6027<\/strong>\u00a0&#8211; \u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u90a3\u4e9b\u9700\u8981\u6df1\u601d\u719f\u8651\u3001\u5408\u7406\u63a8\u65ad\u548c\u505a\u51fa\u4e25\u8083\u3001\u975e\u5e38\u89c4\u51b3\u7b56\u7684\u4ee3\u7801\u4efb\u52a1\u65f6\uff0c\u5f80\u5f80\u4f1a\u9047\u5230\u56f0\u96be\u3002\u4f8b\u5982\uff0c\u5728\u751f\u6210\u95ee\u9898\u7684\u9644\u52a0\u6d4b\u8bd5\u65f6\uff0c\u6a21\u578b\u751f\u6210\u7684\u6d4b\u8bd5\u5e38\u5e38\u5b58\u5728\u9519\u8bef\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u53cc\u91cd\u9a8c\u8bc1\u7684\u8fc7\u7a0b\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u5728\u751f\u6210\u4e86\u521d\u59cb\u8f93\u51fa\u4e4b\u540e\uff0c\u4f1a\u88ab\u8981\u6c42\u518d\u6b21\u751f\u6210\u76f8\u540c\u7684\u8f93\u51fa\uff0c\u5e76\u5728\u5fc5\u8981\u65f6\u8fdb\u884c\u4fee\u6b63\u3002\u6bd4\u5982\uff0c\u6a21\u578b\u5728\u63a5\u6536\u5230\u5b83\u81ea\u5df1\u751f\u6210\u7684 AI \u6d4b\u8bd5\u4f5c\u4e3a\u8f93\u5165\u540e\uff0c\u9700\u8981\u91cd\u65b0\u751f\u6210\u8fd9\u4e9b\u6d4b\u8bd5\uff0c\u5e76\u53ca\u65f6\u7ea0\u6b63\u5176\u4e2d\u7684\u9519\u8bef\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u8fd9\u79cd\u53cc\u91cd\u9a8c\u8bc1\u7684\u6b65\u9aa4\uff0c\u4e0d\u4ec5\u4fc3\u4f7f\u6a21\u578b\u8fdb\u884c\u6279\u5224\u6027\u601d\u8003\u548c\u63a8\u7406\uff0c\u800c\u4e14\u6bd4\u76f4\u63a5\u63d0\u51fa\u201c\u8fd9\u4e2a\u6d4b\u8bd5\u6b63\u786e\u5417\uff1f\u201d\u8fd9\u6837\u7684\u662f\/\u5426\u95ee\u9898\u66f4\u4e3a\u6709\u6548\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5ef6\u8fdf\u505a\u51b3\u7b56\uff0c\u907f\u514d\u76f4\u63a5\u63d0\u95ee\uff0c\u7ed9\u4e88\u63a2\u7d22\u7a7a\u95f4<\/strong>\u00a0&#8211; \u5f53\u6211\u4eec\u76f4\u63a5\u5411\u6a21\u578b\u8be2\u95ee\u590d\u6742\u95ee\u9898\u65f6\uff0c\u7ecf\u5e38\u4f1a\u5f97\u5230\u9519\u8bef\u6216\u4e0d\u5207\u5b9e\u9645\u7684\u7b54\u6848\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u91c7\u53d6\u4e86\u7c7b\u4f3c Karpathy \u5728\u4e0b\u9762\u7684\u63a8\u6587\u4e2d\u6240\u8ff0\u7684\u65b9\u6cd5\uff0c\u9010\u6b65\u79ef\u7d2f\u6570\u636e\uff0c\u4ece\u7b80\u5355\u4efb\u52a1\u9010\u6e10\u8fc7\u6e21\u5230\u590d\u6742\u4efb\u52a1\uff1a<\/p>\n<ul>\n<li>\u9996\u5148\u4ece\u6700\u7b80\u5355\u7684\u4efb\u52a1\u5f00\u59cb\uff0c\u5373\u5bf9\u95ee\u9898\u8fdb\u884c\u81ea\u6211\u53cd\u601d\u548c\u5173\u4e8e\u516c\u5f00\u6d4b\u8bd5\u7528\u4f8b\u7684\u63a8\u7406\u3002<\/li>\n<li>\u7136\u540e\u8f6c\u5411\u751f\u6210\u9644\u52a0\u7684 AI \u6d4b\u8bd5\u548c\u53ef\u80fd\u7684\u95ee\u9898\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li>\u53ea\u6709\u5728\u5f97\u5230\u6a21\u578b\u5bf9\u4e0a\u8ff0\u4efb\u52a1\u7684\u56de\u7b54\u540e\uff0c\u6211\u4eec\u624d\u8fdb\u5165\u5b9e\u9645\u7684\u4ee3\u7801\u751f\u6210\u548c\u8fd0\u884c\u4fee\u590d\u7684\u8fed\u4ee3\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<div style=\"width: 1034px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/twitter.com\/karpathy\/status\/1708142056735228229\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2575\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/913b309e79c8268.png\" width=\"1024\" height=\"381\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-7\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-7\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/913b309e79c8268.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/913b309e79c8268-300x112.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/913b309e79c8268-768x286.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><p class=\"wp-caption-text\">Karpathy\uff1a\u8fd9\u5b8c\u5168\u5951\u5408\u4e86\u201c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9700\u8981 <a href=\"https:\/\/www.kdjingpai.com\/ja\/tokenization\/\">Token<\/a> \u6765\u8fdb\u884c\u601d\u8003\u201d\u7684\u7406\u5ff5\u3002\u5728\u4e00\u4e9b\u60c5\u51b5\u4e0b\uff0c\u601d\u7ef4\u94fe\u6761\u7684\u4f5c\u7528\u53ef\u80fd\u4ec5\u4ec5\u662f\u63d0\u4f9b\u989d\u5916\u7684\u4fe1\u606f\u5b58\u50a8\u70b9\uff0c\u800c\u5e76\u975e\u626e\u6f14\u5176\u4ed6\u66f4\u91cd\u8981\u7684\u89d2\u8272\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u518d\u6bd4\u5982\uff0c\u6211\u4eec\u4e0d\u662f\u9009\u62e9\u4e00\u4e2a\u5355\u4e00\u7684\u7b97\u6cd5\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u8bc4\u4f30\u5e76\u6392\u5e8f\u591a\u4e2a\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f18\u5148\u8003\u8651\u6392\u540d\u9760\u524d\u7684\u65b9\u6848\u8fdb\u884c\u521d\u59cb\u4ee3\u7801\u7f16\u5199\u3002\u7531\u4e8e\u6a21\u578b\u53ef\u80fd\u4f1a\u51fa\u9519\uff0c\u6211\u4eec\u66f4\u503e\u5411\u4e8e\u907f\u514d\u505a\u51fa\u4e0d\u53ef\u9006\u7684\u51b3\u5b9a\uff0c\u800c\u662f\u7559\u51fa\u7a7a\u95f4\u8fdb\u884c\u63a2\u7d22\uff0c\u4ee5\u53ca\u5c1d\u8bd5\u4e0d\u540c\u53ef\u80fd\u89e3\u51b3\u65b9\u6848\u7684\u4ee3\u7801\u8fed\u4ee3\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u6d4b\u8bd5\u951a\u70b9\u6280\u672f<\/strong>\u00a0&#8211; \u5c3d\u7ba1\u7ecf\u8fc7\u4e24\u6b21\u9a8c\u8bc1\uff0c\u67d0\u4e9b AI \u751f\u6210\u7684\u6d4b\u8bd5\u4ecd\u53ef\u80fd\u51fa\u9519\u3002\u8fd9\u5c31\u5e26\u6765\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u5f53\u6d4b\u8bd5\u5931\u8d25\u65f6\uff0c\u6211\u4eec\u5982\u4f55\u5224\u65ad\u662f\u4ee3\u7801\u7684\u95ee\u9898\u8fd8\u662f\u6d4b\u8bd5\u672c\u8eab\u7684\u9519\u8bef\uff1f\u76f4\u63a5\u5411\u6a21\u578b\u67e5\u8be2\u201c\u9519\u8bef\u5728\u54ea\u91cc\u201d\u65f6\uff0c\u6211\u4eec\u5e38\u5e38\u5f97\u5230\u4e0d\u5207\u5b9e\u9645\u7684\u56de\u7b54\uff0c\u6709\u65f6\u751a\u81f3\u5bfc\u81f4\u9519\u8bef\u5730\u4fee\u6539\u4e86\u4ee3\u7801\u3002\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u540d\u4e3a\u201c\u6d4b\u8bd5\u951a\u70b9\u201d\u7684\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>\u9996\u5148\u5bf9\u516c\u5f00\u7684\u3001\u5df2\u77e5\u6b63\u786e\u7684\u6d4b\u8bd5\u8fdb\u884c\u8fed\u4ee3\u3002\u5b8c\u6210\u8fd9\u4e00\u6b65\u9aa4\u540e\uff0c\u628a\u6240\u6709\u901a\u8fc7\u7684\u6d4b\u8bd5\u5b9a\u4e3a\u57fa\u51c6\u6d4b\u8bd5\uff08\u951a\u70b9\u6d4b\u8bd5\uff09\u3002<\/li>\n<li>\u7136\u540e\u5f00\u59cb\u9010\u4e2a\u68c0\u67e5 AI \u751f\u6210\u7684\u6d4b\u8bd5\u3002<\/li>\n<li>\u6d4b\u8bd5\u901a\u8fc7\u7684\uff0c\u5c31\u52a0\u5165\u5230\u951a\u70b9\u6d4b\u8bd5\u5217\u8868\u4e2d\u3002<\/li>\n<li>\u6d4b\u8bd5\u672a\u901a\u8fc7\u7684\uff0c\u5219\u9ed8\u8ba4\u4e3a\u4ee3\u7801\u6709\u8bef\uff0c\u8fdb\u800c\u5c1d\u8bd5\u4fee\u6b63\u4ee3\u7801\u3002\u91cd\u8981\u7684\u662f\uff0c\u4fee\u6b63\u540e\u7684\u4ee3\u7801\u5fc5\u987b\u540c\u65f6\u901a\u8fc7\u6240\u6709\u5df2\u6709\u7684\u951a\u70b9\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u951a\u70b9\u6d4b\u8bd5\u5728\u6211\u4eec\u4fee\u6b63\u4ee3\u7801\u7684\u8fc7\u7a0b\u4e2d\u8d77\u5230\u4e86\u4fdd\u62a4\u4f5c\u7528\uff0c\u907f\u514d\u6211\u4eec\u9519\u8bef\u5730\u4fee\u6b63\u4ee3\u7801\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u951a\u70b9\u6d4b\u8bd5\u7684\u53e6\u4e00\u9879\u6539\u8fdb\u662f\uff0c\u5c06 AI \u751f\u6210\u7684\u6d4b\u8bd5\u6309\u96be\u6613\u7a0b\u5ea6\u6392\u5e8f\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u5728\u8fed\u4ee3\u8fc7\u7a0b\u7684\u521d\u671f\u66f4\u5bb9\u6613\u83b7\u5f97\u951a\u70b9\u6d4b\u8bd5\uff0c\u5f53\u5904\u7406\u66f4\u590d\u6742\u7684 AI \u6d4b\u8bd5\u65f6\uff0c\u8fd9\u4e9b\u951a\u70b9\u6d4b\u8bd5\u5c31\u80fd\u63d0\u4f9b\u989d\u5916\u7684\u4fdd\u969c\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u90a3\u4e9b\u66f4\u53ef\u80fd\u51fa\u73b0\u9519\u8bef\u8f93\u51fa\u7684 AI \u6d4b\u8bd5\u65f6\u3002\u8fd9\u79cd\u7b56\u7565\u6709\u6548\u5730\u589e\u5f3a\u4e86\u6d4b\u8bd5\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\uff0c\u7279\u522b\u662f\u5728\u9762\u5bf9\u590d\u6742\u548c\u9ad8\u96be\u5ea6\u7684 AI \u751f\u6210\u6d4b\u8bd5\u65f6\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u7ed3\u679c<\/h2>\n<p>&nbsp;<\/p>\n<p><strong>\u76f4\u63a5\u63d0\u793a\u4e0e AlphaCodium \u7684\u6bd4\u8f83<\/strong><\/p>\n<p>\u5728\u56fe 5 \u4e2d\uff0c\u6211\u4eec\u5bf9 AlphaCodium \u4e0e\u5355\u4e00\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u76f4\u63a5\u63d0\u793a\u65b9\u6cd5\u7684\u7ed3\u679c\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002\u8bc4\u4ef7\u6807\u51c6\u662f pass@k\uff08\u89e3\u51b3\u95ee\u9898\u7684\u6210\u529f\u7387\uff09\uff0c\u5373\u5bf9\u6bcf\u4e2a\u95ee\u9898\uff0c\u901a\u8fc7\u4f7f\u7528 k \u4e2a\u751f\u6210\u89e3\u51b3\u65b9\u6848\u7684\u6bd4\u4f8b\u3002<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2576\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/5b496af5fd5e573.png\" width=\"1024\" height=\"661\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-8\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-8\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/5b496af5fd5e573.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/5b496af5fd5e573-300x194.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/5b496af5fd5e573-768x496.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p class=\"wp-caption-text\">\u56fe 5. \u5728\u4e0d\u540c\u6a21\u578b\u4e0a\uff0cAlphaCodium \u65b9\u6cd5\u4e0e\u76f4\u63a5\u63d0\u793a\u65b9\u6cd5\u7684\u6bd4\u8f83\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u89e3\u51b3 CodeContests \u7684\u7f16\u7a0b\u95ee\u9898\u4e0a\uff0cAlphaCodium \u65b9\u6cd5\u80fd\u591f\u663e\u8457\u5e76\u6301\u7eed\u5730\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8868\u73b0\u3002\u8fd9\u4e00\u7ed3\u8bba\u9002\u7528\u4e8e\u5f00\u6e90\u6a21\u578b\uff08\u5982 DeepSeek\uff09\u548c\u95ed\u6e90\u6a21\u578b\uff08\u5982 GPT\uff09\uff0c\u65e0\u8bba\u662f\u5728\u9a8c\u8bc1\u96c6\u8fd8\u662f\u6d4b\u8bd5\u96c6\u4e0a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4e0e\u5176\u4ed6\u7814\u7a76\u7684\u6bd4\u8f83\uff1a<\/strong><\/p>\n<p>\u5728\u8868 3 \u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86 AlphaCodium \u4e0e\u6587\u732e\u4e2d\u5176\u4ed6\u65b9\u6cd5\u7684\u5bf9\u6bd4\u7ed3\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<table class=\"w-full\">\n<thead>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<th class=\"border px-4 py-2 text-left font-bold [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/th>\n<th class=\"border px-4 py-2 text-left font-bold [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/th>\n<th class=\"border px-4 py-2 text-left font-bold [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/th>\n<th class=\"border px-4 py-2 text-left font-bold [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><strong>\u6a21\u578b<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><strong>\u6570\u636e\u96c6<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><strong>\u65b9\u6cd5<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><strong>\u5f97\u5206<\/strong><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">GPT-3.5<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u9a8c\u8bc1\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCodium \u00a0<strong>(pass@5)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><strong>25%<\/strong><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">GPT-3.5<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u9a8c\u8bc1\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">CodeChain\u00a0<strong>(pass@5)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">17%<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">GPT-3.5<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u6d4b\u8bd5\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCodium\u00a0<strong>(pass@5)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><strong>17%<\/strong><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">GPT-3.5<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u6d4b\u8bd5\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">CodeChain\u00a0<strong>(pass@5)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">14%<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">GPT-4<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u9a8c\u8bc1\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCodium\u00a0<strong>(pass@5)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">44%<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">DeepMind \u5fae\u8c03<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u9a8c\u8bc1\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCode\u00a0<strong>(pass@10@1K)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">17%<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">DeepMind \u5fae\u8c03<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCode\u00a0<strong>(pass@10@100K)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">24%<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">GPT-4<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u6d4b\u8bd5\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCodium\u00a0<strong>(pass@5)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><strong>29%<\/strong><\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">DeepMind \u5fae\u8c03<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u6d4b\u8bd5\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCode\u00a0<strong>(pass@10@1K)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">16%<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">DeepMind \u5fae\u8c03<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">\u6d4b\u8bd5\u96c6<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCode\u00a0<strong>(pass@10@100K)<\/strong><\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">28%<\/td>\n<\/tr>\n<tr class=\"m-0 border-t p-0 even:bg-muted\">\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">Gemini-pro<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\">AlphaCode2: \u5728\u73b0\u6709\u7684 CodeContests \u7248\u672c\u4e2d\uff0cAlphaCode2 \u7684\u6bd4\u8f83\u7ed3\u679c\u672a\u62a5\u544a\u3002\u6839\u636e\u00a0<a class=\"font-medium underline underline-offset-4\" href=\"https:\/\/storage.googleapis.com\/deepmind-media\/AlphaCode2\/AlphaCode2_Tech_Report.pdf\">AlphaCode2 \u7684\u6280\u672f\u62a5\u544a<\/a>\uff0c\u7814\u7a76\u4eba\u5458\u5c06 AlphaCode \u4e0e AlphaCode2 \u5728\u4e00\u4e2a\u672a\u53d1\u5e03\u7684\u6570\u636e\u96c6\u4e0a\u7684\u7ed3\u679c\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u53d1\u73b0\u5728\u5927\u5e45\u51cf\u5c11\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8c03\u7528\u6b21\u6570\uff08<strong>@100<\/strong>\uff09\u7684\u60c5\u51b5\u4e0b\uff0cAlphaCode2 \u7684\u8868\u73b0\u4e0e AlphaCode \u76f8\u5f53\uff0c\u5747\u4e3a\u00a0<strong>29%, pass@10<\/strong>\u3002<\/td>\n<td class=\"border px-4 py-2 text-left [&amp;[align=center]]:text-center [&amp;[align=right]]:text-right\" align=\"center\"><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p><strong>\u8868 3. AlphaCodium \u4e0e\u6587\u732e\u4e2d\u5176\u4ed6\u7814\u7a76\u4f5c\u54c1\u7684\u5bf9\u6bd4<\/strong><\/p>\n<div style=\"width: 668px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2577\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/95aba1799c3eef0.png\" width=\"658\" height=\"493\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-9\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-9\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/95aba1799c3eef0.png 658w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/95aba1799c3eef0-300x225.png 300w\" sizes=\"auto, (max-width: 658px) 100vw, 658px\" \/><p class=\"wp-caption-text\">\u56fe 6: \u6548\u7387\u6bd4\u8f83\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u56fe\u4e2d\u663e\u793a\uff0c\u5728\u5404\u79cd\u6a21\u578b\u548c\u8bc4\u4ef7\u6807\u51c6\u4e0b\uff0cAlphaCodium \u65b9\u6cd5\u90fd\u5c55\u793a\u4e86\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u7f16\u7a0b\u6311\u6218\u65f6\u3002\u8fd9\u4e9b\u6bd4\u8f83\u7ed3\u679c\u4e0d\u4ec5\u4f53\u73b0\u4e86 AlphaCodium \u5728\u6280\u672f\u4e0a\u7684\u521b\u65b0\uff0c\u4e5f\u7a81\u663e\u4e86\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6709\u6548\u6027\u548c\u9002\u7528\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u603b\u4f53\u800c\u8a00\uff0cAlphaCodium \u5728\u667a\u80fd\u7f16\u7a0b\u9886\u57df\u5c55\u793a\u4e86\u5176\u5353\u8d8a\u7684\u6f5c\u529b\uff0c\u7279\u522b\u662f\u5728\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406\u590d\u6742\u7f16\u7a0b\u95ee\u9898\u7684\u80fd\u529b\u4e0a\u3002\u8fd9\u4e9b\u53d1\u73b0\u5bf9\u4e8e\u672a\u6765\u7684\u7814\u7a76\u548c\u5f00\u53d1\u5177\u6709\u91cd\u8981\u7684\u542f\u793a\u4f5c\u7528\uff0c\u4e3a\u8fdb\u4e00\u6b65\u5f00\u53d1\u548c\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u53c2\u8003\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u56fe 6: \u6548\u7387\u6bd4\u8f83\u3002<\/strong>\u00a0\u8fd9\u662f AlphaCodium \u4e0e\u5176\u4ed6\u65b9\u6848\u5728\u51c6\u786e\u5ea6\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8c03\u7528\u6b21\u6570\u65b9\u9762\u7684\u5bf9\u6bd4\u3002\u76f8\u8f83\u4e8e AlphaCode\uff0cAlphaCodium \u5728\u8fbe\u5230\u76f8\u4f3c\u7684\u51c6\u786e\u7387\u65f6\uff0c\u6240\u9700\u7684 LLM \u8c03\u7528\u6b21\u6570\u5c11\u4e86\u6570\u5343\u500d\u3002<\/p>\n<p>\u5f53\u6211\u4eec\u5c06 AlphaCodium \u4e0e\u4f7f\u7528\u76f8\u540c\u7684 GPT-3.5 \u6a21\u578b\u548c\u201c5 \u6b21\u5c1d\u8bd5\u901a\u8fc7\u7387\u201d\u6807\u51c6\u7684 [<a href=\"https:\/\/arxiv.org\/abs\/2310.08992\">CodeChain<\/a>] \u76f8\u6bd4\u8f83\u65f6\uff0c\u53ef\u4ee5\u660e\u663e\u770b\u5230 AlphaCodium \u8868\u73b0\u66f4\u4f73\u3002\u5728\u4e0e [<a href=\"https:\/\/arxiv.org\/abs\/2203.07814\">AlphaCode<\/a>] \u7684\u65b9\u6cd5\u6bd4\u8f83\u65f6\uff0c\u9700\u8981\u6307\u51fa AlphaCode \u91c7\u7528\u4e86\u4e0d\u540c\u7684\u4ee3\u7801\u751f\u6210\u7b56\u7565\uff1a\u5b83\u662f\u5bf9\u7279\u5b9a\u7684\u6a21\u578b\u8fdb\u884c\u9488\u5bf9\u6027\u4f18\u5316\uff0c\u4ee5\u89e3\u51b3\u7f16\u7801\u95ee\u9898\uff0c\u4ea7\u751f\u5927\u91cf\u7684\u7f16\u7801\u65b9\u6848\uff0c\u7136\u540e\u8fdb\u884c\u5206\u7c7b\uff0c\u6700\u7ec8\u4ece\u4e3b\u8981\u5206\u7c7b\u4e2d\u9009\u51fa\u82e5\u5e72\u65b9\u6848\u63d0\u4ea4\u3002\u6bd4\u5982\uff0c\u201c10 \u6b21\u5c1d\u8bd5\u901a\u8fc7\u7387\u5728 10 \u4e07\u4e2a\u65b9\u6848\u4e2d\u201d\u610f\u5473\u7740\u5b83\u4ea7\u751f\u4e86 10 \u4e07\u4e2a\u65b9\u6848\uff0c\u7ecf\u8fc7\u5206\u7c7b\u540e\uff0c\u9009\u51fa 10 \u4e2a\u65b9\u6848\u63d0\u4ea4\u3002AlphaCode \u91c7\u7528\u4e86\u7ecf\u8fc7\u7279\u522b\u4f18\u5316\u7684\u6a21\u578b\uff0c\u4f7f\u7528\u4e86\u66f4\u591a\u7684 LLM \u8c03\u7528\u6b21\u6570\uff0c\u7c7b\u4f3c\u4e8e\u91c7\u53d6\u4e86\u4e00\u79cd\u7a77\u4e3e\u7b56\u7565\u3002\u5c3d\u7ba1\u5982\u6b64\uff0cAlphaCodium \u5728\u9876\u5c16\u6210\u679c\u65b9\u9762\u8fd8\u662f\u8868\u73b0\u66f4\u52a0\u51fa\u8272\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u53e6\u5916\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cAlphaCode \u548c CodeChain \u90fd\u6ca1\u6709\u63d0\u4f9b\u53ef\u590d\u5236\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5305\u62ec\u5b8c\u6574\u7684\u7aef\u5230\u7aef\u8bc4\u4f30\u811a\u672c\u3002\u5728\u8bc4\u4f30\u7ed3\u679c\u65f6\uff0c\u9700\u8981\u8003\u8651\u8bb8\u591a\u7ec6\u8282\uff0c\u6bd4\u5982\u5904\u7406\u591a\u89e3\u9898\u76ee\u3001\u5bb9\u9519\u673a\u5236\u3001\u8d85\u65f6\u95ee\u9898\u7b49\u3002\u6211\u4eec\u7684\u6bd4\u8f83\u57fa\u4e8e\u4ed6\u4eec\u8bba\u6587\u4e2d\u62a5\u544a\u7684\u6570\u636e\uff0c\u4f46\u4e3a\u4e86\u672a\u6765\u6bd4\u8f83\u7684\u53ef\u9760\u6027\u548c\u53ef\u590d\u5236\u6027\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u53ef\u590d\u5236\u4ee3\u7801\u548c\u8bc4\u4f30\u811a\u672c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong>\u8ba1\u7b97\u529b\u5ea6\u7684\u6bd4\u8f83\uff1aAlphaCode \u4e0e AlphaCode2<\/strong><\/h4>\n<p>\u5728 AlphaCodium \u7684\u6d41\u7a0b\u4e2d\uff0c\u89e3\u51b3\u6bcf\u4e2a\u95ee\u9898\u5927\u7ea6\u9700\u8981\u8c03\u7528 15-20 \u6b21\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u8fd9\u610f\u5473\u7740\u5728\u8fdb\u884c\u4e94\u6b21\u5c1d\u8bd5\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5927\u7ea6\u9700\u8981\u8c03\u7528 100 \u6b21\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u800c AlphaCode \u5e76\u6ca1\u6709\u660e\u786e\u62a5\u544a\u6bcf\u4e2a\u95ee\u9898\u9700\u8981\u8c03\u7528\u591a\u5c11\u6b21\u5927\u8bed\u8a00\u6a21\u578b\u3002\u5982\u679c\u6211\u4eec\u5047\u8bbe\u5b83\u6bcf\u6b21\u5c1d\u8bd5\u8c03\u7528\u4e00\u6b21\uff08\u8fd9\u8fd8\u662f\u672a\u77e5\u6570\uff0c\u53ef\u80fd\u5b9e\u9645\u66f4\u591a\uff09\uff0c\u90a3\u4e48\u5728 10 \u6b21\u5c1d\u8bd5\u4e2d\uff0c\u4ece 100,000 \u4e2a\u89e3\u51b3\u65b9\u6848\u4e2d\u7b5b\u9009\u51fa\u6765\u7684\u6bcf\u4e2a\u5c1d\u8bd5\uff0c\u5c31\u9700\u8981\u8c03\u7528 100 \u4e07\u6b21\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u6bd4 AlphaCodium \u591a\u51fa\u56db\u4e2a\u6570\u91cf\u7ea7\u3002\u7136\u800c\uff0c\u4ece\u6211\u4eec\u6240\u770b\u5230\u7684\u7ed3\u679c\u6765\u770b\uff0cAlphaCodium \u7684\u8868\u73b0\u5374\u66f4\u4e3a\u51fa\u8272\uff0c\u5982\u56fe 3 \u6240\u793a\uff0c\u5b83\u6e05\u6670\u5730\u5c55\u793a\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6700\u8fd1\u53d1\u5e03\u7684\u4e00\u9879\u540d\u4e3a AlphaCode2 \u7684\u7814\u7a76\uff08[<a href=\"https:\/\/storage.googleapis.com\/deepmind-media\/AlphaCode2\/AlphaCode2_Tech_Report.pdf\">\u6280\u672f\u62a5\u544a<\/a>]\uff09\u4e2d\uff0c\u7814\u7a76\u8005\u5bf9\u4e00\u4e2a\u540d\u4e3a Gemini-Pro \u7684\u6a21\u578b\u8fdb\u884c\u4e86\u9488\u5bf9\u7f16\u7a0b\u95ee\u9898\u7684\u5fae\u8c03\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u8fd9\u9879\u7814\u7a76\u8fd8\u5bf9 CodeContests \u7684\u57fa\u51c6\u6d4b\u8bd5\u8fdb\u884c\u4e86\u63a2\u8ba8\uff0c\u4f46\u4f7f\u7528\u7684\u662f\u672a\u516c\u5f00\u7684\u66f4\u65b0\u7248\u3002\u6839\u636e AlphaCode2 \u7684\u62a5\u544a\uff0c\u53ea\u9700\u5927\u7ea6 100 \u4e2a\u6837\u672c\uff0cAlphaCode2 \u5c31\u80fd\u8fbe\u5230 AlphaCode \u4f7f\u7528\u767e\u4e07\u6837\u672c\u624d\u80fd\u8fbe\u5230\u7684\u6027\u80fd\u6c34\u5e73\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u6837\u672c\u6548\u7387\u4e0a\u6bd4 AlphaCode \u9ad8\u51fa\u8d85\u8fc7 10000 \u500d\u3002\u56e0\u6b64\uff0c\u4ece\u5927\u8bed\u8a00\u6a21\u578b\u8c03\u7528\u7684\u6570\u91cf\u6765\u770b\uff0cAlphaCode2 \u548c AlphaCodium \u90fd\u6bd4 AlphaCode \u9ad8\u6548\u5f97\u591a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7136\u800c\uff0cAlphaCode2 \u91c7\u7528\u4e86\u4e00\u79cd\u4e13\u95e8\u4e3a CodeContests \u7ade\u8d5b\u800c\u7cbe\u5fc3<strong>\u5fae\u8c03<\/strong>\u7684\u73b0\u4ee3\u57fa\u7840\u6a21\u578b\uff0c\u800c AlphaCodium \u5219\u4f7f\u7528\u4e86\u672a\u7ecf\u4fee\u6539\u7684\u901a\u7528\u6a21\u578b\u3002\u5373\u4fbf\u5982\u6b64\uff0cAlphaCodium \u5728\u6ca1\u6709\u989d\u5916\u6570\u636e\u548c\u6602\u8d35\u8bad\u7ec3\u9636\u6bb5\u7684\u60c5\u51b5\u4e0b\uff0c\u4f9d\u7136\u63d0\u5347\u4e86\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u9644\u5f55<\/h2>\n<p>&nbsp;<\/p>\n<p><strong>1) \u4e00\u4e2a\u4eba\u5de5\u8bc4\u4f30\u4ee3\u7801\u95ee\u9898\u7684\u4f8b\u5b50\uff1a<\/strong><\/p>\n<blockquote><p>\/*<\/p>\n<p>\u5728\u4e00\u7ec4\u6570\u5b57\u4e2d\uff0c\u68c0\u67e5\u662f\u5426\u5b58\u5728\u4e24\u4e2a\u6570\u5b57\u4e4b\u95f4\u7684\u8ddd\u79bb\u5c0f\u4e8e\u7279\u5b9a\u7684\u6570\u503c\u9608\u503c\u3002 &gt;&gt;&gt;<\/p>\n<p>has_close_elements({1.0, 2.0, 3.0}, 0.5) false &gt;&gt;&gt;<\/p>\n<p>has_close_elements({1.0, 2.8, 3.0, 4.0, 5.0, 2.0}, 0.3) true<\/p>\n<p>*\/<\/p>\n<p>#include&lt;stdio.h&gt;<\/p>\n<p>#include&lt;vector&gt;<\/p>\n<p>#include&lt;math.h&gt;<\/p>\n<p>using namespace std;<\/p>\n<p>bool has_close_elements(vector&lt;float&gt; numbers, float threshold){<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p><strong>\u8868 4.<\/strong>\u8fd9\u4e2a\u95ee\u9898\u6bd4\u8f83\u76f4\u89c2\u7b80\u5355\uff0c\u6ca1\u6709\u592a\u591a\u7ec6\u8282\u548c\u5fae\u5999\u4e4b\u5904\u9700\u8981\u6a21\u578b\u53bb\u63a8\u7406\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>2) \u4e3a\u4ec0\u4e48 YAML \u8f93\u51fa\u66f4\u9002\u5408\u4e8e\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff0c\u76f8\u6bd4\u4e8e JSON \u8f93\u51fa<\/strong><\/p>\n<p>\u867d\u7136\u65b0\u7248 GPT \u5bf9 JSON \u683c\u5f0f\u6709[<a href=\"https:\/\/platform.openai.com\/docs\/guides\/text-generation\/json-mode\">\u539f\u751f\u652f\u6301<\/a>]\uff0c\u4f46\u6211\u4eec\u8ba4\u4e3a\u5bf9\u4e8e\u4ee3\u7801\u751f\u6210\uff0cYAML \u8f93\u51fa\u66f4\u4e3a\u5408\u9002\u3002\u8fd9\u662f\u56e0\u4e3a\u751f\u6210\u7684\u4ee3\u7801\u7ecf\u5e38\u5305\u542b\u5355\u5f15\u53f7\u3001\u53cc\u5f15\u53f7\u548c\u7279\u6b8a\u5b57\u7b26\u7b49\u3002\u5728 JSON \u683c\u5f0f\u4e2d\uff0cLLM \u5f88\u96be\u6b63\u786e\u653e\u7f6e\u8fd9\u4e9b\u5b57\u7b26\uff0c\u56e0\u4e3a JSON \u8f93\u51fa\u9700\u8981\u7528\u53cc\u5f15\u53f7\u5305\u56f4\u3002\u800c YAML \u8f93\u51fa\u5219[<a href=\"https:\/\/yaml-multiline.info\/\">\u91c7\u7528\u5757\u6807\u91cf<\/a>]\u98ce\u683c\uff0c\u53ea\u9700\u9075\u5faa\u7f29\u8fdb\u89c4\u5219\uff0c\u4efb\u4f55\u6b63\u786e\u7f29\u8fdb\u7684\u6587\u672c\u6216\u4ee3\u7801\u90fd\u662f\u5408\u6cd5\u7684\u3002\u6b64\u5916\uff0cYAML \u8f93\u51fa\u7684 token \u66f4\u5c11\uff0c\u8fd9\u610f\u5473\u7740\u66f4\u4f4e\u7684\u6210\u672c\u548c\u66f4\u5feb\u7684\u63a8\u7406\u65f6\u95f4\uff0c\u540c\u65f6\u56e0\u4e3a\u6a21\u578b\u9700\u8981\u5173\u6ce8\u7684\u975e\u5173\u952e token \u66f4\u5c11\uff0c\u6240\u4ee5\u8d28\u91cf\u4e5f\u5f97\u5230\u63d0\u5347\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a JSON \u548c YAML \u8f93\u51fa\u5bf9\u6bd4\u7684\u4f8b\u5b50\uff08\u4f7f\u7528[<a href=\"https:\/\/platform.openai.com\/tokenizer\">https:\/\/platform.openai.com\/tokenizer<\/a>]\u751f\u6210\uff09\uff1a<\/p>\n<blockquote><p>import json<\/p>\n<p>import yaml<\/p>\n<p>s1 = &#8216;print(&#8220;double quote string&#8221;)&#8217;<\/p>\n<p>s2 = &#8220;print(&#8216;single quote string&#8217;)&#8221;<\/p>\n<p>s3 = &#8216;print(&#8220;&#8221;&#8221;triple quote string&#8221;&#8221;&#8221;)&#8217;<\/p>\n<p>s4 = f&#8221;{s1}\\n{s2}\\n{s3}&#8221;<\/p>\n<p># \u521b\u5efa\u4e00\u4e2a\u5b57\u5178\uff0c\u952e\u4e3a\u53d8\u91cf\u540d\uff0c\u503c\u4e3a\u5b57\u7b26\u4e32<\/p>\n<p>data = {&#8216;s1&#8217;: s1, &#8216;s2&#8217;: s2, &#8216;s3&#8217;: s3, &#8216;s4&#8242;: s4}<\/p>\n<p># \u5c06\u5b57\u5178\u8f6c\u6362\u6210 JSON \u683c\u5f0f\u5b57\u7b26\u4e32<\/p>\n<p>json_data = json.dumps(data, indent=2)<\/p>\n<p>print(json_data)<\/p>\n<p># \u5c06\u5b57\u5178\u8f6c\u6362\u6210 YAML \u683c\u5f0f\u5b57\u7b26\u4e32\uff0c\u91c7\u7528\u5757\u6807\u91cf\u98ce\u683c<\/p>\n<p>yaml_data = yaml.dump(data, indent=2, default_style=&#8217;|&#8217;)<\/p>\n<p>print(yaml_data)<\/p>\n<p>Output:<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p><strong>\u8868 5.<\/strong><\/p>\n<p>JSON \u8f93\u51fa\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2578\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/a98f3658185c3ab.png\" width=\"703\" height=\"554\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-10\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-10\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/a98f3658185c3ab.png 703w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/a98f3658185c3ab-300x236.png 300w\" sizes=\"auto, (max-width: 703px) 100vw, 703px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u56fe 7. \u4f7f\u7528 JSON \u8f93\u51fa\u8fdb\u884c Token \u8ba1\u6570\u7684\u793a\u4f8b\u3002<\/strong><\/p>\n<p>YAML \u8f93\u51fa\u793a\u4f8b\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2579\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/7d6a40ce6ff2443.png\" width=\"704\" height=\"617\" alt=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-11\" title=\"AlphaCodium\uff1a\u5f15\u9886\u4ee3\u7801\u751f\u6210\u65b0\u5883\u754c\uff0c\u4ece\u63d0\u793a\u5de5\u7a0b\u5230\u6d41\u7a0b\u5de5\u7a0b-11\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/7d6a40ce6ff2443.png 704w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/7d6a40ce6ff2443-300x263.png 300w\" sizes=\"auto, (max-width: 704px) 100vw, 704px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u56fe 8. \u4f7f\u7528 YAML \u8f93\u51fa\u8fdb\u884c Token \u8ba1\u6570\u7684\u793a\u4f8b\u3002<\/strong><\/p>\n<p>\u663e\u7136\uff0c\u751f\u6210\u4ee3\u7801\u65f6\u4ec5\u4fdd\u6301\u9002\u5f53\u7684\u7f29\u8fdb\uff0c\u8fd9\u6837\u505a\u4e0d\u4ec5\u66f4\u7b80\u6d01\u660e\u4e86\uff0c\u800c\u4e14\u8fd8\u80fd\u6709\u6548\u51cf\u5c11\u9519\u8bef\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6587\uff1a[State-of-the-art Code Generation with AlphaCodium \u2013 From Prompt Engineering to Flow Engineering] \u4f5c\u8005\uff1aTal Ridnik &#038;nbsp&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-796","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/796","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=796"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/796\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=796"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=796"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=796"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}