{"id":2259,"date":"2023-07-18T10:36:22","date_gmt":"2023-07-18T02:36:22","guid":{"rendered":""},"modified":"2023-07-18T10:36:22","modified_gmt":"2023-07-18T02:36:22","slug":"","status":"publish","type":"post","link":"http:\/\/www.idea2003.com\/dongtai\/2259.html","title":{"rendered":"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143"},"content":{"rendered":"

\u5f88\u591a\u4f01\u4e1a\u90fd\u80fd\u505a\u51faGPT-4<\/p>\n

\u7f16\u8005\u6309\uff1a\u672c\u6587\u6765\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7 \u65b0\u667a\u5143 \uff08ID:AI_era\uff09\uff0c\u4f5c\u8005\uff1a\u65b0\u667a\u5143\uff0c\u7f16\u8f91\uff1a\u7f16\u8f91\u90e8\uff0c\u5fae\u65b0\u521b\u60f3\u7ecf\u6388\u6743\u53d1\u5e03\u3002<\/p>\n

\u5728GPT-4\u53d1\u5e03\u540e\uff0c\u6574\u4e2aOpenAI\u56e2\u961f\u5bf9GPT-4\u7684\u51e0\u4e4e\u6240\u6709\u4fe1\u606f\u90fd\u5b88\u53e3\u5982\u74f6\u3002<\/p>\n

\u4e0d\u8fc7\u5c31\u5728\u6700\u8fd1\uff0cOpenAI\u7684GPT-4\u88ab\u4e1a\u5185\u4eba\u58eb\u201c\u5f00\u6e90\u201d\u4e86\u3002SemiAnalysis\u7684\u4e24\u4f4d\u540d\u53ebDylan Patel\u548cGerald Wong\u7684\u64b0\u7a3f\u4eba\uff0c\u53d1\u8868\u4e86\u4e00\u7bc7\u9898\u4e3a\u300aGPT-4 Architecture, Infrastructure, Training Dataset, Costs, Vision, MoE\u300b\u7684\u6587\u7ae0\uff0c\u66dd\u5149\u4e86GPT-4\u4ece\u6a21\u578b\u67b6\u6784\u3001\u6a21\u578b\u8bad\u7ec3\u5230\u6210\u672c\u7684\u6240\u6709\u7ec6\u8282\u3002<\/p>\n

\u6587\u7ae0\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u4e86GPT-4\u7684\u67b6\u6784\u3001\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u57fa\u7840\u8bbe\u65bd\u3001\u53c2\u6570\u91cf\u3001\u8bad\u7ec3\u6570\u636e\u96c6\u3001token\u6570\u3001\u6210\u672c\u3001\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08Mixture of Experts\uff0cMoE\uff09\u7b49\u975e\u5e38\u5177\u4f53\u7684\u53c2\u6570\u548c\u4fe1\u606f\u3002<\/p>\n

\u5728\u7206\u6599\u6587\u7ae0\u4f5c\u8005\u770b\u6765\uff0cOpenAI\u4e4b\u6240\u4ee5\u4e0dopen\uff0c\u4e0d\u662f\u4e3a\u4e86\u786e\u4fdd\u4eba\u7c7b\u4e0d\u88abAI\u6bc1\u706d\uff0c\u800c\u662f\u56e0\u4e3a\u4ed6\u4eec\u6784\u5efa\u7684\u4e1c\u897f\u662f\u53ef\u590d\u5236\u7684\u3002<\/p>\n

\u4ed6\u751a\u81f3\u9884\u8ba1\uff0c\u672a\u6765\u6240\u6709\u4e2d\u56fd\u548c\u7f8e\u56fd\u7684\u4e92\u8054\u7f51\u5927\u5382\u6216\u8005AI\u5934\u90e8\u521d\u521b\u4f01\u4e1a\uff0c\u90fd\u4f1a\u6709\u80fd\u529b\u6784\u5efa\u51fa\u548cGPT-4\u4e00\u6837\uff0c\u751a\u81f3\u662f\u8d85\u8fc7GPT-4\u7684\u6a21\u578b\u3002\u4ee5\u4e0b\uff0cEnjoy:<\/p>\n

OpenAI\u7684GPT-4\u53c8\u88ab\u4e1a\u5185\u4eba\u58eb\u300c\u5f00\u6e90\u300d\u4e86\uff01<\/p>\n

\u5176\u4e2d\u5305\u62ecGPT-4\u7684\u67b6\u6784\u3001\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u57fa\u7840\u8bbe\u65bd\u3001\u53c2\u6570\u91cf\u3001\u8bad\u7ec3\u6570\u636e\u96c6\u3001token\u6570\u3001\u6210\u672c\u3001\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08Mixture of Experts\uff0cMoE\uff09\u7b49\u975e\u5e38\u5177\u4f53\u7684\u53c2\u6570\u548c\u4fe1\u606f\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe\"<\/p>\n

\u5c24\u5176\u662f\uff0c\u5728\u4e0d\u540c\u5de5\u7a0b\u80cc\u540e\uff0cOpenAI\u7a76\u7adf\u662f\u600e\u6837\u6743\u8861\u7684\u3002\u4ee5\u53ca\u5728\u5de8\u578b\u6a21\u578b\u63a8\u7406\u65f6\uff0c\u5982\u4f55\u8de8\u8d8a\u5176\u4e2d\u6700\u5927\u7684\u74f6\u9888\u3002<\/p>\n

\u5982\u6b64\u91cd\u78c5\u7684\u7206\u6599\uff0c\u51fa\u81ea\u4f55\u8bb8\u4eba\u4e5f\uff1f<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe1\"<\/p>\n

\u6587\u7ae0\u4f5c\u8005\uff0c\u662fSemiAnalysis\u7684\u4e24\u4f4d\u540d\u53ebDylan Patel\u548cGerald Wong\u7684\u64b0\u7a3f\u4eba\u3002<\/p>\n

\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u6b64\u524d\u66fe\u5728\u4e1a\u5185\u5f15\u8d77\u8f69\u7136\u5927\u6ce2\u7684\u8c37\u6b4c\u5185\u90e8\u6587\u4ef6\u6cc4\u6f0f\u4e8b\u4ef6\uff08\u300c\u6211\u4eec\u6ca1\u6709\u62a4\u57ce\u6cb3\uff0cOpenAI\u4e5f\u6ca1\u6709\u300d\uff09\uff0c\u4f5c\u8005\u4e4b\u4e00\u540c\u6837\u662fDylan Patel\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe2\"<\/p>\n

\u800cDeepMind CEO Hassabis\u8fd1\u65e5\u5728\u5916\u5a92The Verge\u7684\u91c7\u8bbf\u4e2d\uff0c\u786e\u8ba4\u4e86\u8fd9\u4efd\u8c37\u6b4c\u5de5\u7a0b\u5e08\u6cc4\u6f0f\u6587\u4ef6\u7684\u771f\u5b9e\u6027\u3002<\/p>\n

\u53ef\u89c1\uff0cDylan Patel\u7684\u786e\u6709\u4e00\u4e9b\u7279\u6b8a\u6e20\u9053\uff0c\u8fd9\u5c31\u8ba9\u4eca\u65e5\u8fd9\u4efd\u7206\u6599\u7684\u771f\u5b9e\u6027\u53c8\u63d0\u9ad8\u4e86\u51e0\u5206\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe3\"<\/p>\n

\u51fa\u95e8\u95ee\u95eeCEO\u674e\u5fd7\u98de\u5bf9\u6b64\u4e5f\u53d1\u8868\u4e86\u611f\u8a00<\/p>\n

\u5f88\u591a\u4f01\u4e1a\u90fd\u80fd\u505a\u51faGPT-4<\/h2>\n

\u5728\u7206\u6599\u6587\u7ae0\u4f5c\u8005\u770b\u6765\uff0cOpenAI\u4e4b\u6240\u4ee5\u4e0dopen\uff0c\u4e0d\u662f\u4e3a\u4e86\u786e\u4fdd\u4eba\u7c7b\u4e0d\u88abAI\u6bc1\u706d\uff0c\u800c\u662f\u56e0\u4e3a\u4ed6\u4eec\u6784\u5efa\u7684\u4e1c\u897f\u662f\u53ef\u590d\u5236\u7684\u3002<\/p>\n

\u4ed6\u751a\u81f3\u9884\u8ba1\uff0c\u672a\u6765\u6240\u6709\u4e2d\u56fd\u548c\u7f8e\u56fd\u7684\u4e92\u8054\u7f51\u5927\u5382\u6216\u8005AI\u5934\u90e8\u521d\u521b\u4f01\u4e1a\uff0c\u90fd\u4f1a\u6709\u80fd\u529b\u6784\u5efa\u51fa\u548cGPT-4\u4e00\u6837\uff0c\u751a\u81f3\u662f\u8d85\u8fc7GPT-4\u7684\u6a21\u578b\u3002<\/p>\n

\u4f46\u4ed6\u540c\u65f6\u4e5f\u627f\u8ba4\uff0cGPT-4\u662fOpenAI\u7684\u4f1f\u5927\u6770\u4f5c\u3002\u5b83\u51dd\u7ed3\u4e86\u5de5\u7a0b\u5e08\u7684\u5320\u5fc3\u8bbe\u8ba1\uff0c\u590d\u6742\u7684\u6784\u67b6\u548c\u5404\u79cd\u5de7\u5999\u7684\u5de5\u7a0b\u4e0a\u7684\u53d6\u820d\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe4\"<\/p>\n

\u800cOpenAI\u6700\u6301\u4e45\u7684\u62a4\u57ce\u6cb3\uff0c\u662f\u4ed6\u4eec\u62e5\u6709\u771f\u5b9e\u7528\u6237\u7684\u4f7f\u7528\u53cd\u9988\uff0c\u4e1a\u5185\u6700\u9876\u5c16\u7684\u5de5\u7a0b\u4eba\u624d\uff0c\u4ee5\u53ca\u5148\u53d1\u4f18\u52bf\u5e26\u6765\u7684\u6301\u7eed\u9886\u5148\u5730\u4f4d\u3002<\/p>\n

\u6a21\u578b\u6846\u67b6<\/h2>\n

\u9996\u5148\u7206\u6599\u4f5c\u8005\u8ba4\u4e3a\uff0cGPT-4\u5728120\u5c42\u4e2d\u603b\u5171\u5305\u542b\u4e861.8\u4e07\u4ebf\u53c2\u6570\uff0c\u800cGPT-3\u53ea\u6709\u7ea61750\u4ebf\u4e2a\u53c2\u6570\u3002<\/p>\n

\u4e5f\u5c31\u662f\u8bf4\uff0cGPT-4\u7684\u89c4\u6a21\u662fGPT-3\u768410\u500d\u4ee5\u4e0a\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe5\"<\/p>\n

\u6b64\u524d\u7f51\u4e0a\u6d41\u4f20\u7684\u8bf4\u6cd5\u662f\uff0cGPT-4\u7684\u53c2\u6570\u662f100\u4e07\u4ebf\uff0c\u4f46\u5df2\u88ab\u8f9f\u8c23<\/p>\n

\u4e3a\u4e86\u4fdd\u6301\u5408\u7406\u7684\u6210\u672c\uff0cOpenAI\u91c7\u7528\u4e86MoE\u6a21\u578b\u6765\u8fdb\u884c\u6784\u5efa\u3002<\/p>\n

\u5177\u4f53\u800c\u8a00\uff0cGPT-4\u62e5\u670916\u4e2a\u4e13\u5bb6\u6a21\u578b\uff0c\u6bcf\u4e2aMLP\u4e13\u5bb6\u5927\u7ea6\u67091110\u4ebf\u4e2a\u53c2\u6570\u3002\u5176\u4e2d\uff0c\u6709\u4e24\u4e2a\u4e13\u5bb6\u6a21\u578b\u88ab\u7528\u4e8e\u524d\u5411\u4f20\u64ad\u3002<\/p>\n

\u867d\u7136\u6587\u732e\u4e2d\u5927\u91cf\u8ba8\u8bba\u4e86\u9009\u62e9\u6bcf\u4e2atoken\u6307\u5411\u54ea\u4e9b\u4e13\u5bb6\u7684\u9ad8\u7ea7\u7b97\u6cd5\uff0c\u4f46\u662f\u636e\u8bf4\uff0cOpenAI\u7528\u4e8eGPT-4\u7684\u7b97\u6cd5\uff0c\u5176\u5b9e\u975e\u5e38\u7b80\u5355\u3002<\/p>\n

\u6b64\u5916\uff0c\u6a21\u578b\u4e2d\u8fd8\u6709\u5927\u7ea6550\u4ebf\u4e2a\u53c2\u6570\uff0c\u88ab\u7528\u505a\u6ce8\u610f\u529b\u673a\u5236\u7684\u5171\u4eab\u3002<\/p>\n

\u5728\u6bcf\u6b21\u7684\u524d\u5411\u4f20\u64ad\u63a8\u7406\uff08\u751f\u6210\u4e00\u4e2atoken\uff09\u4e2d\uff0cGPT-4\u53ea\u9700\u8981\u4f7f\u7528\u5927\u7ea62800\u4ebf\u53c2\u6570\u548c560TFLOPs\u3002<\/p>\n

\u8fd9\u4e0e\u5f88\u591a\u7eaf\u5bc6\u96c6\u6a21\u578b\u6bcf\u6b21\u524d\u5411\u4f20\u64ad\u9700\u8981\u5927\u7ea61.8\u4e07\u4ebf\u53c2\u6570\u548c3700TFLOPs\u5f62\u6210\u4e86\u9c9c\u660e\u7684\u5bf9\u6bd4\u3002<\/p>\n

\u6570\u636e\u96c6\u7684\u6784\u6210<\/h2>\n

OpenAI\u752813\u4e07\u4ebf\u7684token\u8bad\u7ec3\u51fa\u4e86GPT-4\u3002<\/p>\n

\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0d\u5355\u5355\u662f\u5305\u542b\u4e8613\u4e07\u4ebf\u7684token\uff0c\u800c\u4e14\u56e0\u4e3a\u6ca1\u6709\u9ad8\u8d28\u91cf\u7684token\uff0c\u8fd9\u4e2a\u6570\u636e\u96c6\u8fd8\u5305\u542b\u4e86\u8bb8\u591a\u4e2aepoch\u3002<\/p>\n

\u5728Scale AI\u548c\u6570\u636e\u96c6\u5185\u90e8\uff0c\u8fd8\u5305\u542b\u4e86\u6570\u767e\u4e07\u884c\u7684\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u3002<\/p>\n

\u4e0d\u8fc7\u7206\u6599\u4f5c\u8005\u8bf4\uff0c\u5728\u8fd9\u4e9bRLHF\u6570\u636e\u4e0a\uff0c\u4ed6\u4eec\u5e76\u6ca1\u6709\u627e\u5230\u592a\u591a\u4fe1\u606f\u3002<\/p>\n

\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u8fbe\u5230\u4e868K\uff08seqlen\uff09\uff0c\u800c32k\u7684\u7248\u672c\u662f\u57fa\u4e8e\u9884\u8bad\u7ec3\u540e\u76848K\u7248\u672c\u5fae\u8c03\u800c\u6765\u7684\u3002<\/p>\n

\u6279\u5927\u5c0f\u5728\u96c6\u7fa4\u4e2d\u662f\u51e0\u5929\u4e4b\u5185\u9010\u6e10\u589e\u52a0\u7684\uff0c\u6700\u7ec8OpenAI\u4f7f\u7528\u7684\u6279\u5927\u5c0f\u4e3a6000\u4e07\u3002<\/p>\n

\u5f53\u7136\uff0c\u8fd9\u300c\u53ea\u662f\u300d\u6bcf\u4e2a750\u4e07token\u7684\u4e13\u5bb6\u6a21\u578b\u7684\u5927\u5c0f\uff0c\u56e0\u4e3a\u4e0d\u662f\u6bcf\u4e2a\u4e13\u5bb6\u6a21\u578b\u90fd\u4f1a\u770b\u5230\u5168\u90e8\u7684token\u3002<\/p>\n

\u5e76\u884c\u7b56\u7565<\/h2>\n

\u5e76\u884c\u7b56\u7565\u5bf9\u4e8eA100GPU\u662f\u76f8\u5f53\u91cd\u8981\u7684\u3002<\/p>\n

OpenAI\u91c7\u7528\u4e868\u8def\u5f20\u91cf\u5e76\u884c\uff0c\u56e0\u4e3aNVLink\u6700\u9ad8\u53ea\u652f\u6301\u8fd9\u4e48\u591a\u3002<\/p>\n

\u4f46\u9664\u6b64\u4e4b\u5916\uff0c\u7206\u6599\u4f5c\u8005\u542c\u8bf4OpenAI\u91c7\u752815\u8def\u5e76\u884c\u7ba1\u7ebf\u3002<\/p>\n

\u7406\u8bba\u4e0a\uff0c\u8003\u8651\u5230\u6570\u636e\u901a\u4fe1\u548c\u8ba1\u7b97\u65f6\u95f4\uff0c15\u4e2a\u7ba1\u7ebf\u5c31\u6709\u4e9b\u591a\u4e86\u3002<\/p>\n

\u4f46\u662f\u56e0\u4e3a\u53d7\u5230\u5185\u5b58\u5bb9\u91cf\u7684\u9650\u5236\uff0c\u8fd9\u4e48\u591a\u7684\u7ba1\u7ebf\u5c31\u662f\u6709\u610f\u4e49\u7684\u4e86\u3002<\/p>\n

\u5f53\u7eaf\u7ba1\u7ebf\u548c\u5f20\u91cf\u5e76\u884c\u65f6\uff0c\u6bcf\u4e2aGPU\u7684FP16\u53c2\u6570\u5927\u7ea6\u662f30GB\u3002<\/p>\n

\u4f46\u662f\u4e00\u65e6\u52a0\u4e0a\u4e86KV\u7f13\u5b58\u548c\u6210\u672c\uff0c\u5982\u679cOpenAI\u4f7f\u7528\u7684GPU\u5927\u90e8\u5206\u662f40GB\u7684A100\uff0c\u90a3\u8fd9\u6837\u7684\u6784\u67b6\u5728\u7406\u8bba\u4e0a\u5c31\u662f\u6709\u610f\u4e49\u7684\u3002<\/p>\n

\u53ef\u80fdOpenAI\u4f7f\u7528\u7684\u662fZeRo Stage 1\uff0c\u5e76\u4e14\u53ef\u80fd\u4f7f\u7528\u7684\u662f\u5757\u7ea7FSDP\u6216\u8005\u662f\u6df7\u5408\u5171\u4eab\u6570\u636e\u5e76\u884c\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u4ed6\u4eec\u6ca1\u6709\u4f7f\u7528FSDP\u7684\u5168\u6a21\u578b\u5462\uff1f\u53ef\u80fd\u662f\u56e0\u4e3a\u8fc7\u9ad8\u7684\u901a\u4fe1\u6210\u672c\u3002<\/p>\n

\u867d\u7136OpenAI\u5927\u591a\u6570\u8282\u70b9\u4e4b\u95f4\u90fd\u6709\u9ad8\u901f\u7f51\u7edc\uff0c\u4f46\u662f\u6ca1\u6709\u8986\u76d6\u6240\u6709\u7684\u8282\u70b9\u3002<\/p>\n

\u5176\u4e2d\uff0c\u81f3\u5c11\u6709\u4e00\u4e9b\u96c6\u7fa4\u7684\u8fde\u63a5\u5e26\u5bbd\u4f1a\u6bd4\u5176\u4ed6\u7684\u96c6\u7fa4\u4f4e\u5f88\u591a\u3002<\/p>\n

\u4f46\u662f\u4f5c\u8005\u8868\u793a\uff0c\u4ed6\u5e76\u4e0d\u662f\u592a\u660e\u767dOpenAI\u5728\u5982\u6b64\u9ad8\u7684\u7ba1\u7ebf\u5e76\u884c\u5ea6\u4e0b\uff0c\u5982\u4f55\u907f\u514d\u5728\u6bcf\u6279\u4e2d\u4ea7\u751f\u5982\u4e0b\u56fe\u8fd9\u6837\u7684\u300c\u6ce1\u6ce1\u300d\uff08huge bubbles\uff09\uff0c\u5f88\u6709\u53ef\u80fdOpenAI\u5c31\u662f\u751f\u751f\u5730\u6297\u4e0b\u4e86\u8fd9\u4e9b\u6210\u672c\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe6\"<\/p>\n

\u8bad\u7ec3\u6210\u672c<\/h2>\n

OpenAI\u8bad\u7ec3GPT-4\u7684FLOPS\u7ea6\u4e3a2.15e25\uff0c\u5728\u5927\u7ea625000\u4e2aA100\u4e0a\u8bad\u7ec3\u4e8690\u5230100\u5929\uff0c\u5229\u7528\u7387\u572832%\u523036%\u4e4b\u95f4\u3002<\/p>\n

\u8fd9\u79cd\u6781\u4f4e\u7684\u5229\u7528\u7387\uff0c\u90e8\u5206\u539f\u56e0\u662f\u6545\u969c\u6570\u91cf\u8fc7\u591a\uff0c\u8fd9\u5c31\u4f1a\u5bfc\u81f4\u9700\u8981\u91cd\u65b0\u4ece\u4e4b\u524d\u7684\u68c0\u67e5\u70b9\u5f00\u59cb\u8bad\u7ec3\u3002\u6bd4\u5982\u4e0a\u9762\u63d0\u5230\u7684\u6c14\u6ce1\u6210\u672c\u3002<\/p>\n

\u8fd9\u79cd\u60c5\u51b5\u6d6a\u8d39\u7684\u8bad\u7ec3\u6210\u672c\u6781\u9ad8\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u539f\u56e0\u662f\u8fd9\u4e48\u591aGPU\u4e4b\u95f4\u7684all-reduce\u975e\u5e38\u6602\u8d35\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe7\"<\/p>\n

\u6b64\u56fe\u8868\u5047\u8bbe\uff0c\u65e0\u6cd5\u878d\u5408\u6bcf\u4e2a\u64cd\u4f5c\u3001\u6ce8\u610f\u529b\u673a\u5236\u6240\u9700\u7684\u5185\u5b58\u5e26\u5bbd\u3001\u786c\u4ef6\u5f00\u9500\u76f8\u5f53\u4e8e\u53c2\u6570\u8bfb\u53d6\uff0c\u90fd\u4f1a\u5bfc\u81f4\u6548\u7387\u4f4e\u4e0b\u3002\u5b9e\u9645\u4e0a\uff0c\u5373\u4f7f\u4f7f\u7528\u4f18\u5316\u7684\u5e93\uff0c\u6bd4\u5982\u82f1\u4f1f\u8fbe\u7684FasterTransformrmer\u5e93\uff0c\u603b\u5f00\u9500\u751a\u81f3\u8fd8\u4f1a\u66f4\u5927<\/p>\n

\u7206\u6599\u4f5c\u8005\u6000\u7591\uff0c\u5982\u679c\u8fd9\u79cd\u96c6\u7fa4\u5b9e\u9645\u4e0a\u662f\u4e00\u7fa4\u5177\u6709\u8f83\u5f31\u7f51\u7edc\u8fde\u63a5\u7684\u8f83\u5c0f\u96c6\u7fa4\u6784\u6210\u7684\uff0c\u90a3\u4e48\u96c6\u7fa4\u4e0d\u540c\u90e8\u5206\u4e4b\u95f4\u7684\u975e\u963b\u65ad\uff08non-block\uff09\u8fde\u63a5\u901f\u5ea6\u4e3a800G\/1.6T\uff0c\u4f46\u8fd9\u4e9b\u90e8\u5206\u4e4b\u95f4\u7684\u8fde\u63a5\u901f\u5ea6\u4ec5\u4e3a200G\/400G\u3002<\/p>\n

\u5982\u679cOpenAI\u4e91\u8ba1\u7b97\u7684\u6210\u672c\u662f\u5dee\u4e0d\u591a1\u7f8e\u5143\/\u6bcfA100\u5c0f\u65f6\u7684\u8bdd\uff0c\u90a3\u4e48\u5728\u8fd9\u6837\u7684\u6761\u4ef6\u4e0b\uff0c\u8bad\u7ec3\u6210\u672c\u5927\u7ea6\u662f6300\u4e07\u7f8e\u5143\u3002<\/p>\n

\u8fd9\u8fd8\u4e0d\u5305\u62ec\u6240\u6709\u7684\u5b9e\u9a8c\u3001\u5931\u8d25\u7684\u8bad\u7ec3\u548c\u5176\u4ed6\u6210\u672c\uff0c\u6bd4\u5982\u6570\u636e\u6536\u96c6\u3001RLHF\u3001\u4eba\u529b\u6210\u672c\u7b49\u3002<\/p>\n

\u5982\u679c\u8003\u8651\u5230\u521a\u521a\u8bf4\u7684\u8fd9\u4e9b\u56e0\u7d20\uff0c\u771f\u5b9e\u6210\u672c\u8981\u9ad8\u5f97\u591a\u7684\u591a\u3002<\/p>\n

\u6b64\u5916\uff0c\u8fd9\u8fd8\u5f97\u662f\u5728\u80fd\u522b\u4eba\u4e70\u5f97\u5230\u82af\u7247\/\u7f51\u7edc\/\u6570\u636e\u4e2d\u5fc3\uff0c\u627f\u62c5\u8d44\u672c\u652f\u51fa\u7ec4\u5efa\u4e86\u8fd9\u4e9b\u7cfb\u7edf\uff0c\u5e76\u5c06\u5b83\u4eec\u79df\u7ed9OpenAI\u7684\u524d\u63d0\u4e0b\u3002<\/p>\n

\u4f46\u662f\u653e\u5230\u4eca\u5929\uff0c\u57282\u7f8e\u5143\/\u6bcfH100\u5c0f\u65f6\u7684\u6761\u4ef6\u4e0b\uff0c\u9884\u8bad\u7ec3\u53ef\u4ee5\u5728\u5927\u7ea68,192\u4e2aH100\u4e0a\u8fdb\u884c\uff0c\u53ea\u9700\u898155\u5929\uff0c\u8d39\u7528\u4e3a2150\u4e07\u7f8e\u5143\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe8\"<\/p>\n

\u4e0a\u56fe\u663e\u793a\u4e86\u4e00\u4e9b\u5df2\u516c\u5f00\u7684\u5148\u8fdb\u6a21\u578b\u5404\u81ea\u7684\u53c2\u6570\u6570\u91cf\u548ctoken\u3002\u56fe\u4e2d\u7684\u7ebf\u662f\u8c37\u6b4cDeepMind\u7684Chinchilla\u7f29\u653e\u89c2\u6d4b\u503c\uff08\u5e73\u6ed1\u4e86\u8f83\u5927\u7684\u8bef\u5dee\u6761\uff09\uff0c\u7ebf\u4e0a\u7684\u6bcf\u4e00\u70b9\u90fd\u663e\u793a\u4e86\u4f7f\u7528\u8be5\u53c2\u6570\u548ctoken\u6570\u8bad\u7ec3\u6a21\u578b\u6240\u9700\u7684\u7406\u8bbaFLOPS<\/p>\n

\u4e0d\u8fc7\uff0c\u7206\u6599\u4f5c\u8005\u79f0\u5230\u4eca\u5e74\u5e74\u5e95\uff0c\u81f3\u5c11\u5c06\u4f1a\u67099\u4e2a\u516c\u53f8\u62e5\u6709\u8d85\u8fc7\u4e0a\u8ff0\u5927\u5c0f\u7684H100\u96c6\u7fa4\u3002<\/p>\n

\u867d\u7136\u5e76\u975e\u6240\u6709\u8fd9\u4e9b\u516c\u53f8\u90fd\u4f1a\u5c06\u5b83\u4eec\u5168\u90e8\u7528\u4e8e\u5355\u4e2a\u6a21\u578b\u8bad\u7ec3\uff0c\u4f46\u5982\u679c\u6709\u516c\u53f8\u8fd9\u6837\u505a\u7684\u8bdd\uff0c\u4ed6\u4eec\u5c06\u62e5\u6709\u6bd4GPT-4\u66f4\u5927\u7684\u6a21\u578b\u3002<\/p>\n

\u6bd4\u5982Meta\u5230\u4eca\u5e74\u5e74\u5e95\u5c06\u62e5\u6709\u8d85\u8fc7100,000\u4e2aH100\uff0c\u4f46\u5176\u4e2d\u76f8\u5f53\u4e00\u90e8\u5206\u5c06\u5206\u5e03\u5728\u81ea\u5df1\u7684\u6570\u636e\u4e2d\u5fc3\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n

\u4f46\u662f\u5b83\u6700\u5927\u7684\u5355\u4e2a\u96c6\u7fa4\u4ecd\u5c06\u8d85\u8fc725,000\u4e2aH100\u3002<\/p>\n

\u603b\u4e4b\uff0c\u5230\u4eca\u5e74\u5e74\u5e95\uff0c\u8bb8\u591a\u516c\u53f8\u90fd\u4f1a\u62e5\u6709\u8db3\u591f\u7684\u7b97\u529b\u8d44\u6e90\uff0c\u6765\u8bad\u7ec3GPT-4\u5927\u5c0f\u7684\u6a21\u578b\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe9\"<\/p>\n

\u672c\u8868\u662f\u5728\u82f1\u4f1f\u8fbeA100\u4e0a\u8bad\u7ec3\u6a21\u578b\u7684\u7406\u8bba\u6700\u4f73\u6210\u672c\uff0c\u6ca1\u6709\u8003\u8651\u6240\u9700\u7684\u4eba\u529b\u3001ML Ops\u5de5\u5177\u3001\u6570\u636e\u6536\u96c6\/\u9884\u5904\u7406\u3001\u6545\u969c\u6062\u590d\u3001one-shot\/few-shot\u5b66\u4e60\u793a\u4f8b\u3001\u63a8\u7406\u7b49\uff0c\u8bb8\u591a\u90e8\u5206\u7684\u6210\u672c\u9ad8\u5f97\u60ca\u4eba<\/p>\n

\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u65b9\u9762\u7684\u6743\u8861<\/h2>\n

MoE\uff08\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff09\u662f\u4e00\u79cd\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u51cf\u5c11\u53c2\u6570\u91cf\u7684\u5f88\u597d\u65b9\u6cd5\uff0c\u867d\u7136\u540c\u65f6\u4f1a\u589e\u52a0\u53c2\u6570\u91cf\u3002<\/p>\n

\u4f46\u662f\u8fd9\u5bf9\u4e8e\u6bcf\u4e2a\u8bad\u7ec3\u6807\u8bb0\u6765\u7f16\u7801\u66f4\u591a\u4fe1\u606f\u662f\u5fc5\u8981\u7684\uff0c\u56e0\u4e3a\u83b7\u53d6\u8db3\u591f\u9ad8\u8d28\u91cf\u7684\u6807\u8bb0\u975e\u5e38\u56f0\u96be\u3002<\/p>\n

\u5982\u679cOpenAI\u771f\u7684\u60f3\u8ffd\u6c42\u6700\u4f73\u6027\u80fd\uff0c\u4ed6\u4eec\u9700\u8981\u8bad\u7ec3\u4e24\u500d\u7684token\u624d\u80fd\u8fbe\u5230\u3002<\/p>\n

\u8bdd\u867d\u5982\u6b64\uff0cOpenAI\u8fd8\u662f\u505a\u51fa\u4e86\u4e0d\u5c11\u7684\u53d6\u820d\u3002<\/p>\n

\u4f8b\u5982\uff0c\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5904\u7406MoE\u975e\u5e38\u56f0\u96be\uff0c\u56e0\u4e3a\u6a21\u578b\u7684\u6bcf\u4e2a\u90e8\u5206\u5e76\u4e0d\u5728\u6bcf\u4e2atoken\u751f\u6210\u65f6\u90fd\u88ab\u4f7f\u7528\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\u6709\u4e9b\u90e8\u5206\u53ef\u80fd\u5904\u4e8e\u4f11\u7720\u72b6\u6001\uff0c\u800c\u5176\u4ed6\u90e8\u5206\u5728\u5de5\u4f5c\u3002<\/p>\n

\u5f53\u4e3a\u7528\u6237\u63d0\u4f9b\u670d\u52a1\u65f6\uff0c\u8fd9\u79cd\u60c5\u51b5\u4f1a\u5927\u5927\u964d\u4f4e\u5229\u7528\u7387\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u5df2\u7ecf\u8bc1\u660e\uff0c\u4f7f\u752864-128\u4e2a\u4e13\u5bb6\u6a21\u578b\u6bd4\u4f7f\u752816\u4e2a\u4e13\u5bb6\u6a21\u578b\u80fd\u591f\u83b7\u5f97\u66f4\u597d\u7684\u635f\u5931\u60c5\u51b5\uff0c\u4f46\u8fd9\u4ec5\u4ec5\u662f\u7814\u7a76\u7ed3\u679c\u3002<\/p>\n

\u91c7\u7528\u76f8\u5bf9\u6bd4\u8f83\u5c11\u7684\u4e13\u5bb6\u6a21\u578b\u7684\u539f\u56e0\u5f88\u591a\uff0cOpenAI\u9009\u62e916\u4e2a\u4e13\u5bb6\u7684\u539f\u56e0\u4e4b\u4e00\u662f\u56e0\u4e3a\u5728\u8bb8\u591a\u4efb\u52a1\u4e0a\u66f4\u591a\u7684\u4e13\u5bb6\u6a21\u578b\u5f88\u96be\u6cdb\u5316\u3002<\/p>\n

\u4f7f\u7528\u66f4\u591a\u7684\u4e13\u5bb6\u6a21\u578b\u4e5f\u66f4\u96be\u5b9e\u73b0\u6536\u655b\u3002<\/p>\n

\u5728\u5982\u6b64\u5e9e\u5927\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cOpenAI\u9009\u62e9\u5728\u4e13\u5bb6\u6a21\u578b\u6570\u91cf\u4e0a\u53cd\u800c\u66f4\u4e3a\u4fdd\u5b88\u3002<\/p>\n

\u6b64\u5916\uff0c\u4f7f\u7528\u8f83\u5c11\u7684\u4e13\u5bb6\u6a21\u578b\u8fd8\u6709\u52a9\u4e8e\u4ed6\u4eec\u7684\u63a8\u7406\u57fa\u7840\u67b6\u6784\u3002\u5728\u5207\u6362\u5230\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u63a8\u7406\u67b6\u6784\u65f6\uff0c\u5b58\u5728\u5404\u79cd\u56f0\u96be\u7684\u53d6\u820d\u548c\u6743\u8861\u3002<\/p>\n

\u7206\u6599\u4f5c\u8005\u4ece\u5bf9LLM\u63a8\u7406\u7684\u57fa\u672c\u53d6\u820d\u5f00\u59cb\u8ba8\u8bba\uff0c\u7136\u540e\u518d\u8ba8\u8bbaOpenAI\u9762\u4e34\u7684\u95ee\u9898\u548c\u4ed6\u4eec\u6240\u505a\u7684\u9009\u62e9\u3002<\/p>\n

\u63a8\u7406\u6743\u8861<\/h2>\n

\u5728\u4ecb\u7ecd\u63a8\u7406\u6743\u8861\u4e4b\u524d\uff0c\u987a\u5e26\u63d0\u4e00\u4e0b\uff0c\u7206\u6599\u8005\u4e0e\u6240\u6709\u7684LLM\u516c\u53f8\u4ea4\u8c08\u8fc7\u540e\uff0c\u53d1\u73b0\u82f1\u4f1f\u8fbe\u7684FasterTransformer\u63a8\u7406\u5e93\u975e\u5e38\u7cdf\u7cd5\uff0cTensorRT\u66f4\u662f\u5982\u6b64\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u5982\u679c\u82f1\u4f1f\u8fbe\u4e0d\u4fee\u6539\uff0c\u4eba\u4eec\u8fd8\u9700\u8981\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u81ea\u5df1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\u63a8\u7406\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6709\u4e09\u4e2a\u4e3b\u8981\u7684\u6743\u8861\uff0c\u5373\u6279\u5927\u5c0f\uff08\u540c\u65f6\u5904\u7406\u7528\u6237\u6570\uff09\u7ef4\u5ea6\u548c\u4f7f\u7528\u7684\u82af\u7247\u6570\u91cf\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n

1. \u5ef6\u8fdf<\/p>\n

\u6a21\u578b\u5fc5\u987b\u5728\u5408\u7406\u7684\u5ef6\u8fdf\u65f6\u95f4\u5185\u505a\u51fa\u54cd\u5e94\u3002\u8c01\u4e5f\u4e0d\u60f3\u5728\u804a\u5929APP\u4e2d\u7b49\u5f85\u51e0\u79d2\u949f\u624d\u5f00\u59cb\u6536\u5230\u8f93\u51fa\u3002\u9884\u586b\uff08\u8f93\u5165token\uff09\u548c\u89e3\u7801\uff08\u8f93\u51fatoken\uff09\u7684\u5904\u7406\u65f6\u95f4\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n

2. \u541e\u5410\u91cf<\/p>\n

\u6a21\u578b\u5fc5\u987b\u4ee5\u6bcf\u79d2\u8f93\u51fa\u4e00\u5b9a\u6570\u91cf\u7684token\u3002\u4eba\u7c7b\u5927\u7ea6\u9700\u8981\u6bcf\u79d230\u4e2atoken\u3002\u5bf9\u4e8e\u5176\u4ed6\u5404\u79cd\u7528\u4f8b\uff0c\u8f83\u4f4e\u548c\u8f83\u9ad8\u7684\u541e\u5410\u91cf\u90fd\u53ef\u4ee5\u63a5\u53d7\u3002<\/p>\n

3. \u5229\u7528\u7387<\/p>\n

\u8fd0\u884c\u6a21\u578b\u7684\u786c\u4ef6\u5fc5\u987b\u5b9e\u73b0\u9ad8\u5229\u7528\u7387\uff0c\u5426\u5219\u6210\u672c\u8fc7\u9ad8\u3002\u867d\u7136\u66f4\u9ad8\u7684\u5ef6\u8fdf\u548c\u8f83\u4f4e\u7684\u541e\u5410\u91cf\uff0c\u53ef\u4ee5\u7528\u6765\u5c06\u66f4\u591a\u7528\u6237\u8bf7\u6c42\u7ec4\u5408\u5728\u4e00\u8d77\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u9ad8\u7684\u5229\u7528\u7387\uff0c\u4f46\u4e5f\u4f1a\u589e\u52a0\u96be\u5ea6\u3002<\/p>\n

LLM\u63a8\u7406\u7684\u5173\u952e\u662f\u5e73\u8861\u5185\u5b58\u5e26\u5bbd\u548c\u8ba1\u7b97\u8fd9\u4e24\u4e2a\u8981\u70b9\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe10\"<\/p>\n

LLM\u7406\u8bba\u5e26\u5bbd\u8981\u6c42\uff1a\u7ecf\u5047\u8bbe\u53ef\u5f97\u51fa\uff0c\u5728iPhone 14\u4e0a\u53ef\u8dd1\u7684\u6700\u5927\u6a21\u578b\u5927\u5c0f\u4e3a~10\u4ebf\u4e2aFP16\u53c2\u6570\uff0c\u6216~40\u4ebf\u4e2aint4\u53c2\u6570\uff0c\u8fd9\u662f\u57fa\u4e8e\u667a\u80fd\u624b\u673a\u7684LLM\u7684\u57fa\u672c\u9650\u5236\uff0c\u4efb\u4f55\u66f4\u5927\u7684\u6a21\u578b\u4f1a\u65e0\u6cd5\u88ab\u91c7\u7528<\/p>\n

\u7b80\u5355\u6765\u8bb2\uff0c\u6bcf\u4e2a\u53c2\u6570\u90fd\u5fc5\u987b\u88ab\u8bfb\u53d6\uff0c\u5e76\u4e14\u4e0e\u4e4b\u76f8\u5173\u7684\u67092\u4e2aFLOP\u3002<\/p>\n

\u56e0\u6b64\uff0c\u5927\u591a\u6570\u82af\u7247\u7684\u6bd4\u7387\uff08H100 SXM\u4ec5\u67093TB\/s\u5185\u5b58\u5e26\u5bbd\uff0c\u4f46FP8\u67092,000 TFLOP\/s\uff09\u5728\u6279\u5927\u5c0f\u4e3a1\u7684\u63a8\u7406\u4e2d\u5b8c\u5168\u662f\u4e0d\u5e73\u8861\u7684\u3002<\/p>\n

\u5982\u679c\u53ea\u6709\u4e00\u4e2a\u7528\u6237\uff08\u6279\u5927\u5c0f\u4e3a1\uff09\uff0c\u90a3\u4e48\u5728\u6bcf\u6b21\u751f\u6210token\u65f6\uff0c\u4e3a\u4e86\u8bfb\u53d6\u6bcf\u4e2a\u53c2\u6570\u6240\u9700\u7684\u5185\u5b58\u5e26\u5bbd\uff0c\u4f1a\u4e3b\u8981\u5360\u636e\u63a8\u7406\u65f6\u95f4\uff0c\u800c\u8ba1\u7b97\u65f6\u95f4\u51e0\u4e4e\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/p>\n

\u4e3a\u4e86\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9ad8\u6548\u5730\u6269\u5c55\u5230\u591a\u4e2a\u7528\u6237\uff0c\u6279\u5904\u7406\u5927\u5c0f\u5fc5\u987b\u8d85\u8fc71\u3002\u591a\u4e2a\u7528\u6237\u5c06\u53c2\u6570\u8bfb\u53d6\u6210\u672c\u5206\u644a\u3002\u4f8b\u5982\uff0c\u5728\u6279\u5927\u5c0f\u4e3a256\/512\u65f6\uff0c\u6bcf\u4e2a\u5b57\u8282\u7684\u5185\u5b58\u8bfb\u53d6\u53ef\u4ee5\u83b7\u5f97512 FLOP\/s\u62161024 FLOP\/s\u3002<\/p>\n

\u8fd9\u4e2a\u6bd4\u7387\u66f4\u63a5\u8fd1H100\u7684\u5185\u5b58\u5e26\u5bbd\u4e0eFLOPS\u4e4b\u95f4\u7684\u5e73\u8861\u3002\u8fd9\u6709\u52a9\u4e8e\u5b9e\u73b0\u66f4\u9ad8\u7684\u5229\u7528\u7387\uff0c\u4f46\u4ee3\u4ef7\u662f\u66f4\u9ad8\u7684\u5ef6\u8fdf\u3002<\/p>\n

\u5f88\u591a\u4eba\u8ba4\u4e3a\u5185\u5b58\u5bb9\u91cf\u662fLLM\u63a8\u7406\u7684\u4e00\u4e2a\u4e3b\u8981\u74f6\u9888\uff0c\u56e0\u4e3a\u5927\u578b\u6a21\u578b\u9700\u8981\u591a\u4e2a\u82af\u7247\u8fdb\u884c\u63a8\u7406\uff0c\u800c\u8f83\u9ad8\u7684\u5185\u5b58\u5bb9\u91cf\u610f\u5473\u7740\u5b83\u4eec\u53ef\u4ee5\u9002\u5e94\u8f83\u5c11\u7684\u82af\u7247\u3002<\/p>\n

\u7136\u800c\uff0c\u5b9e\u9645\u4e0a\u66f4\u597d\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u66f4\u591a\u7684\u82af\u7247\uff0c\u4ee5\u4fbf\u5c06\u5ef6\u8fdf\u964d\u4f4e\uff0c\u589e\u52a0\u541e\u5410\u91cf\uff0c\u5e76\u4e14\u53ef\u4ee5\u4f7f\u7528\u66f4\u5927\u7684\u6279\u5927\u5c0f\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u7684\u5229\u7528\u7387\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe11\"<\/p>\n

GPT-4\u63a8\u7406\u6743\u8861\u548c\u57fa\u7840\u8bbe\u65bd<\/h2>\n

\u4ee5\u4e0a\u6240\u63d0\u5230\u7684\uff0c\u5bf9GPT-4\u63a8\u7406\u6765\u8bf4\u975e\u5e38\u56f0\u96be\u3002\u4f46\u662f\u4f5c\u4e3a\u4e00\u4e2aMoE\u6a21\u578b\uff0c\u518d\u6b21\u5f15\u5165\u4e86\u4e00\u7cfb\u5217\u5168\u65b0\u7684\u56f0\u96be\u3002<\/p>\n

\u6bcf\u4e2a\u751f\u6210token\u7684\u524d\u5411\u4f20\u9012\u53ef\u4ee5\u8def\u7531\u5230\u4e0d\u540c\u7684\u4e13\u5bb6\u7ec4\u3002\u8fd9\u5bf9\u5728\u8f83\u5927\u7684\u6279\u5927\u5c0f\u4e0b\u7684\u541e\u5410\u91cf\u3001\u5ef6\u8fdf\u548c\u5229\u7528\u7387\u4e4b\u95f4\u7684\u6743\u8861\u9020\u6210\u4e86\u56f0\u6270\u3002<\/p>\n

OpenAI\u7684GPT-4\u670916\u4e2a\u4e13\u5bb6\uff0c\u6bcf\u4e2a\u524d\u5411\u4f20\u9012\u8def\u7531\u5230\u5176\u4e2d2\u4e2a\u4e13\u5bb6\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\u5982\u679c\u6279\u5927\u5c0f\u4e3a8\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u7684\u53c2\u6570\u8bfb\u53d6\u53ef\u80fd\u53ea\u6709\u6279\u5927\u5c0f\u4e3a1\u3002<\/p>\n

\u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u4e00\u4e2a\u4e13\u5bb6\u7684\u6279\u5927\u5c0f\u4e3a8\uff0c\u800c\u5176\u4ed6\u4e13\u5bb6\u7684\u6279\u5927\u5c0f\u4e3a4\u30011\u62160\u3002<\/p>\n

\u6bcf\u4e2a\u751f\u6210token\uff0c\u8def\u7531\u7b97\u6cd5\u90fd\u4f1a\u5c06\u524d\u5411\u4f20\u9012\u53d1\u9001\u5230\u4e0d\u540c\u7684\u65b9\u5411\uff0c\u5bfc\u81f4token\u4e4b\u95f4\u7684\u5ef6\u8fdf\u548c\u4e13\u5bb6\u6279\u5927\u5c0f\u663e\u8457\u53d8\u5316\u3002<\/p>\n

\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u662fOpenAI\u9009\u62e9\u8f83\u5c11\u6570\u91cf\u7684\u4e13\u5bb6\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\u3002\u5982\u679c\u4ed6\u4eec\u9009\u62e9\u66f4\u591a\u7684\u4e13\u5bb6\uff0c\u5185\u5b58\u5e26\u5bbd\u4f1a\u6210\u4e3a\u63a8\u7406\u7684\u74f6\u9888\u3002<\/p>\n

OpenAI\u7684\u63a8\u7406\u96c6\u7fa4\u901a\u5e38\u53ef\u4ee5\u8fbe\u52304k+\u7684\u6279\u5927\u5c0f\uff0c\u8fd9\u610f\u5473\u7740\u5373\u4f7f\u5728\u4e13\u5bb6\u4e4b\u95f4\u5b9e\u73b0\u6700\u4f73\u7684load\u5e73\u8861\uff0c\u4e13\u5bb6\u7684\u6279\u5927\u5c0f\u4e5f\u53ea\u6709\u5927\u7ea6500\u5de6\u53f3\u3002\u8fd9\u9700\u8981\u975e\u5e38\u5927\u91cf\u7684\u4f7f\u7528\u624d\u80fd\u5b9e\u73b0\u3002<\/p>\n

\u7206\u6599\u8005\u79f0\uff0c\u6211\u4eec\u4e86\u89e3\u5230OpenAI\u5728\u4e00\u4e2a\u7531128\u4e2aGPU\u7ec4\u6210\u7684\u96c6\u7fa4\u4e0a\u8fdb\u884c\u63a8\u7406\u3002\u4ed6\u4eec\u5728\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u548c\u5730\u7406\u4f4d\u7f6e\u4e0a\u90fd\u6709\u591a\u4e2a\u8fd9\u6837\u7684\u96c6\u7fa4\u3002<\/p>\n

\u63a8\u7406\u91c7\u75288\u8def\u5f20\u91cf\u5e76\u884c\u548c16\u8def\u7ba1\u7ebf\u5e76\u884c\u3002\u6bcf\u4e2a\u75318\u4e2aGPU\u7ec4\u6210\u7684\u8282\u70b9\u53ea\u6709\u7ea6130B\u7684\u53c2\u6570\uff0c\u6216\u8005\u5728FP16\u4e0b\u6bcf\u4e2aGPU\u4e0d\u523030GB\uff0c\u5728FP8\/int8\u4e0b\u4e0d\u523015GB\u3002<\/p>\n

\u8fd9\u6837\u53ef\u4ee5\u572840GB\u7684A100\u4e0a\u8fd0\u884c\u63a8\u7406\uff0c\u53ea\u8981\u6240\u6709\u6279\u7684KV\u7f13\u5b58\u5927\u5c0f\u4e0d\u4f1a\u8fc7\u5927\u3002<\/p>\n

\u4e0d\u540c\u8282\u70b9\u4e0a\u7684\u5305\u542b\u4e0d\u540c\u4e13\u5bb6\u7684\u5c42\u4e0d\u4f1a\u88ab\u5206\u5272\uff0c\u56e0\u4e3a\u90a3\u6837\u4f1a\u5bfc\u81f4\u7f51\u7edc\u6d41\u91cf\u8fc7\u4e8e\u4e0d\u89c4\u5219\uff0c\u800c\u5728\u6bcf\u4e2a\u751f\u6210token\u4e4b\u95f4\u91cd\u65b0\u8ba1\u7b97KV\u7f13\u5b58\u7684\u4ee3\u4ef7\u592a\u9ad8\u3002<\/p>\n

\u5bf9\u4e8e\u672a\u6765\u7684MoE\u6a21\u578b\u6269\u5c55\u548c\u6761\u4ef6\u8def\u7531\uff0c\u6700\u5927\u7684\u56f0\u96be\u662f\u5982\u4f55\u5904\u7406KV\u7f13\u5b58\u7684\u8def\u7531\u3002<\/p>\n

\u6a21\u578b\u7684\u5c42\u6570\u4e3a120\uff0c\u6240\u4ee5\u53ef\u4ee5\u7b80\u5355\u5730\u5c06\u5b83\u4eec\u5206\u914d\u7ed915\u4e2a\u4e0d\u540c\u7684\u8282\u70b9\uff0c\u4f46\u662f\u56e0\u4e3a\u7b2c\u4e00\u4e2a\u8282\u70b9\u9700\u8981\u8fdb\u884c\u6570\u636e\u52a0\u8f7d\u548c\u5d4c\u5165\uff0c\u6240\u4ee5\u5728\u63a8\u7406\u96c6\u7fa4\u7684\u4e3b\u8282\u70b9\u4e0a\u653e\u7f6e\u8f83\u5c11\u7684\u5c42\u662f\u6709\u610f\u4e49\u7684\u3002<\/p>\n

\u6b64\u5916\uff0c\u6709\u4e00\u4e9b\u5173\u4e8e\u300c\u63a8\u6d4b\u89e3\u7801\u300d\uff08\u540e\u7eed\uff09\u7684\u4f20\u95fb\uff0c\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u4e3b\u8282\u70b9\u9700\u8981\u5305\u542b\u8f83\u5c11\u7684\u5c42\u3002<\/p>\n

\u63a8\u7406\u6210\u672c<\/h2>\n

\u4e0e\u62e5\u67091750\u4ebf\u53c2\u6570\u7684Davinchi\u6a21\u578b\u76f8\u6bd4\uff0cGPT-4\u7684\u6210\u672c\u662f\u51763\u500d\uff0c\u5c3d\u7ba1\u5176\u524d\u9988\u53c2\u6570\u53ea\u589e\u52a0\u4e861.6\u500d\u3002<\/p>\n

\u8fd9\u4e3b\u8981\u662f\u56e0\u4e3aGPT-4\u9700\u8981\u66f4\u5927\u7684\u96c6\u7fa4\uff0c\u5e76\u4e14\u5b9e\u73b0\u7684\u5229\u7528\u7387\u66f4\u4f4e\u3002<\/p>\n

\u4f5c\u8005\u8ba4\u4e3a\uff0c\u5728128\u4e2aA100\u4e0a\u63a8\u7406GPT-4\u76848k\u5e8f\u5217\u957f\u5ea6\u6bcf1,000\u4e2a\u6807\u8bb0\u7684\u6210\u672c\u4e3a0.0049\u7f8e\u5143\uff0c\u800c\u5728128\u4e2aH100\u4e0a\u63a8\u7406GPT-4\u76848k\u5e8f\u5217\u957f\u5ea6\u6bcf1,000\u4e2a\u6807\u8bb0\u7684\u6210\u672c\u4e3a0.0021\u7f8e\u5143\u3002<\/p>\n

\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u662f\u5047\u8bbe\u6709\u76f8\u5f53\u9ad8\u7684\u5229\u7528\u7387\uff0c\u5e76\u4fdd\u6301\u8f83\u9ad8\u6279\u5927\u5c0f\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n

\u4f46\u5f88\u660e\u663e\uff0cOpenAI\u6709\u65f6\u7684\u5229\u7528\u7387\u975e\u5e38\u4f4e\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe12\"<\/p>\n

<\/p>\n

\u5bf9\u6b64\u4f5c\u8005\u5047\u8bbe\uff0cOpenAI\u4f1a\u5728\u4f4e\u5cf0\u65f6\u6bb5\u5173\u95ed\u96c6\u7fa4\uff0c\u91cd\u65b0\u914d\u7f6e\u8282\u70b9\uff0c\u6062\u590d\u8bad\u7ec3\u8f83\u5c0f\u7684\u6d4b\u8bd5\u6a21\u578b\uff0c\u5e76\u5c1d\u8bd5\u5404\u79cd\u65b0\u6280\u672f\uff0c\u4ece\u800c\u964d\u4f4e\u63a8\u7406\u6210\u672c\u3002<\/p>\n

\u5982\u679cOpenAI\u4e0d\u8fd9\u6837\u505a\uff0c\u4ed6\u4eec\u7684\u5229\u7528\u7387\u4f1a\u66f4\u4f4e\uff0c\u800c\u6210\u672c\u4e5f\u5c06\u589e\u52a0\u4e00\u500d\u4ee5\u4e0a\u3002<\/p>\n

\u591a\u67e5\u8be2\u6ce8\u610f\u529b<\/h2>\n

\u9664\u6b64\u4e4b\u5916\uff0cOpenAI\u4e5f\u5728\u4f7f\u7528\u591a\u67e5\u8be2\u6ce8\u610f\u529b\uff08Multi-Query Attention\uff0cMQA\uff09\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe13\"<\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/1911.02150.pdf<\/p>\n

\u7b80\u800c\u8a00\u4e4b\uff0c\u53ea\u9700\u8981\u4e00\u4e2a\u6ce8\u610f\u529b\u5934\uff0c\u5e76\u4e14\u53ef\u4ee5\u663e\u8457\u51cf\u5c11KV\u7f13\u5b58\u7684\u5185\u5b58\u5360\u7528\u3002<\/p>\n

\u5373\u4fbf\u5982\u6b64\uff0c32k\u957f\u5ea6\u7684GPT-4\u80af\u5b9a\u65e0\u6cd5\u572840GB\u7684A100\u4e0a\u8fd0\u884c\uff0c\u800c8k\u7684\u6700\u5927\u6279\u5927\u5c0f\u4e5f\u6709\u4e0a\u9650\u3002<\/p>\n

\u8fde\u7eed\u6279\u5904\u7406<\/h2>\n

OpenAI\u5b9e\u73b0\u4e86\u53ef\u53d8\u6279\u5927\u5c0f\u548c\u8fde\u7eed\u6279\u5904\u7406\u3002<\/p>\n

\u8fd9\u6837\u505a\u53ef\u4ee5\u5141\u8bb8\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6700\u5927\u5ef6\u8fdf\uff0c\u5e76\u4f18\u5316\u63a8\u7406\u6210\u672c\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe14\"<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe15\"<\/p>\n

\u63a8\u6d4b\u89e3\u7801\uff08Speculative Decoding\uff09<\/h2>\n

\u7206\u6599\u79f0\uff0cOpenAI\u5728GPT-4\u7684\u63a8\u7406\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e86\u300c\u63a8\u6d4b\u89e3\u7801\u300d\uff0c\u8fd9\u5176\u4e2d\u8fd8\u6709100%\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n

token\u5230token\u7684\u5ef6\u8fdf\u53d8\u5316\uff0c\u4ee5\u53ca\u5728\u8fdb\u884c\u7b80\u5355\u7684\u68c0\u7d22\u4efb\u52a1\u548c\u66f4\u590d\u6742\u7684\u4efb\u52a1\u65f6\u5dee\u5f02\uff0c\u4f3c\u4e4e\u8868\u660e\u8fd9\u4e00\u70b9\u662f\u53ef\u80fd\u7684\uff0c\u4e0d\u8fc7\u8fd8\u662f\u6709\u592a\u591a\u7684\u53d8\u91cf\u65e0\u6cd5\u786e\u5b9a\u3002<\/p>\n

\u5728\u6b64\uff0c\u7206\u6599\u8005\u901a\u8fc7DeepMind\u7684\u4e00\u9879\u7814\u7a76\u300cAccelerating LLM Inference with Staged Speculative Decoding\u300d\u4e2d\u7684\u6587\u672c\uff0c\u8fdb\u884c\u4e86\u9002\u5f53\u4fee\u6539\/\u6dfb\u52a0\u4e00\u4e9b\u7ec6\u8282\uff0c\u8fdb\u884c\u4e86\u89e3\u91ca\u3002<\/p>\n

\"GPT-4\u5185\u5e55\u5927\u6cc4\u9732\uff011.8\u4e07\u4ebf\u5de8\u91cf\u53c2\u6570\uff0c13\u4e07\u4ebftoken\u8bad\u7ec3\uff0c\u65a5\u8d446300\u4e07\u7f8e\u5143\u63d2\u56fe16\"<\/p>\n

\u4f7f\u7528LLM\u901a\u5e38\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\u3002<\/p>\n

\u9996\u5148\u662f\u9884\u586b\u5145\uff08prefill\uff09\uff0c\u5c06\u63d0\u793a\u6587\u672c\u8f93\u5165\u6a21\u578b\u4e2d\u4ee5\u751f\u6210KV\u7f13\u5b58\u548c\u7b2c\u4e00\u4e2a\u8f93\u51fa\u7684\u5bf9\u6570\u51e0\u7387\uff08\u53ef\u80fd\u7684token\u8f93\u51fa\u7684\u6982\u7387\u5206\u5e03\uff09\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u5f88\u5feb\uff0c\u56e0\u4e3a\u6574\u4e2a\u63d0\u793a\u6587\u672c\u53ef\u4ee5\u5e76\u884c\u5904\u7406\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u9636\u6bb5\u662f\u89e3\u7801\uff08decoding\uff09\u3002\u4ece\u8f93\u51fa\u7684\u5bf9\u6570\u51e0\u7387\u4e2d\u9009\u62e9\u4e00\u4e2atoken\uff0c\u5e76\u5c06\u5176\u53cd\u9988\u5230\u6a21\u578b\u4e2d\uff0c\u6a21\u578b\u5c06\u751f\u6210\u4e0b\u4e00\u4e2atoken\u7684\u5bf9\u6570\u51e0\u7387\u3002\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u76f4\u5230\u751f\u6210\u6240\u9700\u6570\u91cf\u7684token\u3002<\/p>\n

\u7531\u4e8e\u89e3\u7801\u5fc5\u987b\u6309\u987a\u5e8f\u8fdb\u884c\uff0c\u6bcf\u6b21\u90fd\u9700\u8981\u5c06\u6743\u91cd\u6d41\u901a\u8fc7\u8ba1\u7b97\u5355\u5143\u4ee5\u751f\u6210\u5355\u4e2atoken\u3002\u56e0\u6b64\u5f53\u4ee5\u5c0f\u91cf\u6279\u8fd0\u884c\u65f6\uff0c\u8fd9\u4e2a\u7b2c\u4e8c\u9636\u6bb5\u7684\u8ba1\u7b97\u5bc6\u96c6\u5ea6\uff08\u5373\u8ba1\u7b97FLOP\/\u5185\u5b58\u5e26\u5bbd\u7684\u5b57\u8282\u6570\uff09\u975e\u5e38\u4f4e\u3002\u56e0\u6b64\uff0c\u89e3\u7801\u901a\u5e38\u662f\u81ea\u56de\u5f52\u751f\u6210\u4e2d\u6700\u6602\u8d35\u7684\u90e8\u5206\u3002<\/p>\n

\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48OpenAI\u7684API\u8c03\u7528\u4e2d\uff0c\u8f93\u5165token\u6bd4\u8f93\u51fatoken\u4fbf\u5b9c\u5f97\u591a\u7684\u539f\u56e0\u3002<\/p>\n

\u300c\u63a8\u6d4b\u89e3\u7801\u300d\u7684\u57fa\u672c\u601d\u60f3\u662f\u4f7f\u7528\u4e00\u4e2a\u66f4\u5c0f\u3001\u66f4\u5feb\u7684\u8349\u6848\u6a21\u578b\u63d0\u524d\u89e3\u7801\u591a\u4e2atoken\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u4f5c\u4e3a\u4e00\u4e2a\u6279\u8f93\u5165\u5230\u9884\u6d4b\u6a21\u578b\u4e2d\u3002<\/p>\n

\u5982\u679c\u8349\u6848\u6a21\u578b\u7684\u9884\u6d4b\u662f\u6b63\u786e\u7684\uff0c\u5373\u66f4\u5927\u7684\u6a21\u578b\u4e5f\u540c\u610f\u8fd9\u4e9b\u9884\u6d4b\uff0c\u90a3\u4e48\u53ef\u4ee5\u4f7f\u7528\u5355\u4e2a\u6279\u89e3\u7801\u591a\u4e2atoken\uff0c\u8fd9\u6837\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u7684\u5185\u5b58\u5e26\u5bbd\u548c\u65f6\u95f4\u3002<\/p>\n

\u7136\u800c\uff0c\u5982\u679c\u66f4\u5927\u7684\u6a21\u578b\u62d2\u7edd\u4e86\u8349\u6848\u6a21\u578b\u9884\u6d4b\u7684token\uff0c\u5219\u5269\u4f59\u7684\u6279\u5c06\u88ab\u4e22\u5f03\uff0c\u7b97\u6cd5\u81ea\u7136\u4f1a\u6062\u590d\u5230\u6807\u51c6\u7684\u9010\u4e2atoken\u89e3\u7801\u3002<\/p>\n

\u300c\u63a8\u6d4b\u89e3\u7801\u300d\u53ef\u80fd\u8fd8\u4f34\u968f\u7740\u62d2\u7edd\u62bd\u6837\u7684\u65b9\u6848\uff0c\u4ee5\u4ece\u539f\u59cb\u5206\u5e03\u4e2d\u8fdb\u884c\u91c7\u6837\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4ec5\u5728\u5e26\u5bbd\u662f\u74f6\u9888\u7684\u5c0f\u6279\u8bbe\u7f6e\u4e2d\u6709\u7528\u3002<\/p>\n

\u300c\u63a8\u6d4b\u89e3\u7801\u300d\u4ee5\u8ba1\u7b97\u6362\u53d6\u5e26\u5bbd\uff0c\u800c\u6210\u4e3a\u4e00\u4e2a\u6709\u5438\u5f15\u529b\u7684\u6027\u80fd\u5de5\u7a0b\u76ee\u6807\u6709\u4e24\u4e2a\u5173\u952e\u539f\u56e0\uff1a<\/p>\n

\u9996\u5148\uff0c\u5b83\u4e0d\u4f1a\u964d\u4f4e\u6a21\u578b\u8d28\u91cf\u3002\u5176\u6b21\uff0c\u5b83\u63d0\u4f9b\u7684\u6027\u80fd\u6539\u8fdb\u901a\u5e38\u4e0e\u5176\u4ed6\u65b9\u6cd5\u6b63\u4ea4\uff0c\u56e0\u4e3a\u5176\u6027\u80fd\u6765\u81ea\u4e8e\u5c06\u300c\u987a\u5e8f\u6267\u884c\u300d\u8f6c\u6362\u4e3a\u300c\u5e76\u884c\u6267\u884c\u300d\u3002<\/p>\n

\u5f53\u524d\u7684\u63a8\u6d4b\u65b9\u6cd5\u4e3a\u6279\u9884\u6d4b\u7684\u5355\u72ec\u5e8f\u5217\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u80fd\u5f88\u597d\u5730\u62d3\u5c55\u5230\u5927\u91cf\u7684\u6279\uff0c\u6216\u4f4e\u8349\u6848\u6a21\u578b\u5bf9\u9f50\u4e0a\u3002<\/p>\n

\u76f4\u89c2\u5730\u8bf4\uff0c\u4e24\u4e2a\u6a21\u578b\u5728\u8fde\u7eed\u957f\u5e8f\u5217\u7684token\u4e0a\u8fbe\u6210\u4e00\u81f4\u7684\u6982\u7387\u5448\u6307\u6570\u7ea7\u4f4e\uff0c\u8fd9\u610f\u5473\u7740\u968f\u7740\u7b97\u672f\u5bc6\u5ea6\u7684\u589e\u52a0\uff0c\u63a8\u6d4b\u89e3\u7801\u7684\u6536\u76ca\u4f1a\u8fc5\u901f\u51cf\u5c11\u3002<\/p>\n

\u7206\u6599\u8005\u8ba4\u4e3a\uff0c\u5982\u679cOpenAI\u4f7f\u7528\u300c\u63a8\u6d4b\u89e3\u7801\u300d\uff0c\u4ed6\u4eec\u53ef\u80fd\u53ea\u5728\u5927\u7ea64\u4e2atoken\u7684\u5e8f\u5217\u4e2d\u4f7f\u7528\u3002<\/p>\n

\u987a\u4fbf\u63d0\u4e00\u53e5\uff0c\u6709\u5173OpenAI\u9609\u5272\uff0c\u800c\u5bfc\u81f4GPT-4\u8d28\u91cf\u964d\u4f4e\u7684\u6574\u4e2a\u9634\u8c0b\uff0c\u53ef\u80fd\u53ea\u662f\u56e0\u4e3a\u4ed6\u4eec\u8ba9\u9884\u6d4b\u6a21\u578b\u63a5\u53d7\u4e86\u300c\u63a8\u6d4b\u89e3\u7801\u300d\u6a21\u578b\u7684\u4f4e\u6982\u7387\u5e8f\u5217\u3002<\/p>\n

\u53e6\u5916\u6709\u4eba\u63a8\u6d4b\uff0cBard\u4e5f\u4f7f\u7528\u4e86\u300c\u63a8\u6d4b\u89e3\u7801\u300d\uff0c\u56e0\u4e3a\u8c37\u6b4c\u5728\u5c06\u6574\u4e2a\u5e8f\u5217\u53d1\u9001\u7ed9\u7528\u6237\u4e4b\u524d\u4f1a\u7b49\u5f85\u5176\u5b8c\u5168\u751f\u6210\uff0c\u4f46\u5728\u7206\u6599\u8005\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u731c\u6d4b\u662f\u5b8c\u5168\u4e0d\u6b63\u786e\u7684\u3002<\/p>\n

\u89c6\u89c9\u591a\u6a21\u6001<\/h2>\n

\u89c6\u89c9\u591a\u6a21\u6001\u80fd\u529b\u662fGPT-4\u4e2d\u6700\u4e0d\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u90e8\u5206\uff0c\u81f3\u5c11\u4e0e\u9886\u5148\u7684\u7814\u7a76\u76f8\u6bd4\u662f\u5982\u6b64\u3002<\/p>\n

\u5f53\u7136\uff0c\u73b0\u5728\u8fd8\u6ca1\u6709\u4eba\u5c06\u591a\u6a21\u6001LLM\u7684\u7814\u7a76\u6210\u679c\u5546\u4e1a\u5316\u3002<\/p>\n

\u7206\u6599\u8005\u79f0\uff0c\u5b83\u662f\u4e00\u4e2a\u72ec\u4e8e\u6587\u672c\u7f16\u7801\u5668\u7684\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u8fd8\u6709\u4ea4\u53c9\u6ce8\u610f\u529b\uff0c\u67b6\u6784\u7c7b\u4f3c\u4e8eFlamingo\uff0c\u5e76\u5728GPT-4 1.8T\u4e0a\u589e\u52a0\u4e86\u66f4\u591a\u53c2\u6570\u3002<\/p>\n

GPT-4\u591a\u6a21\u6001\u80fd\u529b\u662f\u5728\u6587\u672c\u9884\u8bad\u7ec3\u4e4b\u540e\uff0c\u53c8\u7528\u5927\u7ea62\u4e07\u4ebftoken\u8fdb\u884c\u4e86\u5fae\u8c03\u3002<\/p>\n

\u636e\u79f0\uff0c\u5728\u89c6\u89c9\u6a21\u578b\u4e0a\uff0cOpenAI\u539f\u672c\u5e0c\u671b\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u4f46\u56e0\u5176\u4e0d\u591f\u6210\u719f\uff0c\u65e0\u5948\u4ece\u6587\u672c\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n

\u800c\u4e0b\u4e00\u4ee3\u6a21\u578bGPT-5\uff0c\u5176\u8bad\u7ec3\u5e94\u8be5\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u89c6\u89c9\u6a21\u578b\uff0c\u5e76\u4e14\u80fd\u591f\u751f\u6210\u56fe\u50cf\uff0c\u751a\u81f3\u751f\u6210\u97f3\u9891\u3002<\/p>\n

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