\u7f16\u8005\u6309\uff1a\u672c\u6587\u6765\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7 \u6709\u65b0Newin\uff08ID\uff1aNewinData\uff09\uff0c\u4f5c\u8005\uff1a \u6709\u65b0\uff0c\u5fae\u65b0\u521b\u60f3\u7ecf\u6388\u6743\u8f6c\u8f7d\u3002<\/p>\n
\u8fd1\u671f\uff0cA16Z \u7684\u6295\u8d44\u4eba Stephanie Smith \u4e0e Guido Appenzeller \u5c31\u5f53\u524d AI \u521b\u6295\u751f\u6001\u8fdb\u884c\u4e86\u4e00\u6b21\u76d8\u70b9\uff0c\u4ed6\u4eec\u8ba8\u8bba\u4e86 AI \u7b97\u529b\u7684\u6210\u672c\u4ee5\u53ca\u5e02\u573a\u7684\u53ef\u6301\u7eed\u6027\uff0c\u5185\u5bb9\u4e0d\u9650\u4e8e LLM \u57f9\u8bad\u6210\u672c\u3001\u6570\u636e\u9650\u5236\u3001\u6a21\u578b\u89c4\u6a21\u3001\u8bad\u7ec3\u6570\u636e\u91cf\u4ee5\u53ca\u786c\u4ef6\u53d1\u5c55\u7b49\u8bdd\u9898\uff0c\u8fd9\u6b21\u5bf9\u8c08\u7684\u5b8c\u6574\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n
Stephanie Smith\uff1a<\/strong><\/p>\n Guido \u5728\u6700\u65b0\u6587\u7ae0\u4e2d\u63d0\u5230\u4e86 AI \u8ba1\u7b97\u6210\u672c\u7684\u9ad8\u6602\uff0c\u6307\u51fa\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u8bbf\u95ee\u5df2\u6210\u4e3a AI \u516c\u53f8\u6210\u529f\u7684\u51b3\u5b9a\u6027\u56e0\u7d20\uff0c\u8fd9\u4e0d\u4ec5\u9002\u7528\u4e8e\u6784\u5efa\u6700\u5927\u578b\u6a21\u578b\u7684\u6700\u5927\u578b\u516c\u53f8\uff1b\u5b9e\u9645\u4e0a\uff0c\u8bb8\u591a\u516c\u53f8\u5c06\u5176\u7b79\u96c6\u7684\u603b\u8d44\u672c\u7684 80% \u4ee5\u4e0a\u7528\u4e8e\u8ba1\u7b97\u8d44\u6e90\uff0c\u81ea\u7136\u800c\u7136\u5730\u5f15\u51fa\u4e86\u4e00\u4e2a\u95ee\u9898\uff0c\u8fd9\u662f\u5426\u771f\u7684\u53ef\u6301\u7eed\uff1f<\/p>\n Guido Appenzeller\uff1a<\/strong><\/p>\n \u4f60\u5728\u65e9\u671f\u9636\u6bb5\u6784\u5efa\u7684\u6838\u5fc3\u6280\u672f\u671d\u7740\u66f4\u5b8c\u6574\u7684\u4ea7\u54c1\u63d0\u4f9b\u65b9\u5411\u53d1\u5c55\uff0c\u5bf9\u5404\u79cd\u529f\u80fd\u548c\u5b9e\u65bd\u8fdb\u884c\u4e86\u66f4\u591a\u7684\u68c0\u67e5\uff0c\u5982\u679c\u4f60\u7684\u5e94\u7528 toB\uff0c\u8fd8\u8981\u5904\u7406\u6240\u6709\u7ba1\u7406\u65b9\u9762\u7684\u4e8b\u52a1\uff0c\u6240\u4ee5\u53ef\u80fd\u4f1a\u6709\u66f4\u591a\u7684\u975e AI \u3001\u4f20\u7edf\u8f6f\u4ef6\u5f00\u53d1\u6b63\u5728\u8fdb\u884c\uff0c\u4f60\u53ef\u80fd\u8fd8\u9700\u8981\u652f\u4ed8\u66f4\u591a\u7684\u5458\u5de5\u5de5\u8d44\u3002\u6700\u7ec8\u6211\u9884\u8ba1\uff0c\u4f5c\u4e3a\u767e\u5206\u6bd4\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4f1a\u4e0b\u964d\uff0c\u4f5c\u4e3a\u7edd\u5bf9\u91d1\u989d\uff0c\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u4f1a\u4e0a\u5347\uff0c\u56e0\u4e3a\u8fd9\u4e2a AI \u7e41\u8363\u8fd8\u5904\u4e8e\u521d\u671f\u9636\u6bb5\u3002<\/p>\n Stephanie Smith\uff1a<\/strong><\/p>\n AI \u7e41\u8363\u624d\u521a\u521a\u5f00\u59cb\uff0c\u5728\u7b2c\u4e8c\u90e8\u5206\u4e2d\uff0c\u6211\u4eec\u8ba8\u8bba\u4e86\u8ba1\u7b97\u9700\u6c42\u5728\u77ed\u671f\u5185\u4e0d\u592a\u53ef\u80fd\u51cf\u5c11\uff0c\u800c\u4e14\u5f53\u6d89\u53ca\u5230\u6210\u672c\u65f6\uff0c\u62e5\u6709\u6216\u79df\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u51b3\u7b56\u5bf9\u516c\u53f8\u7684\u5e95\u7ebf\u6709\u975e\u5e38\u91cd\u8981\u7684\u5f71\u54cd\uff0c\u4f46\u5728\u6210\u672c\u65b9\u9762\u8fd8\u6709\u5176\u4ed6\u8003\u8651\u56e0\u7d20\uff0c\u6279\u5904\u7406\u5927\u5c0f\u3001\u5b66\u4e60\u7387\u4ee5\u53ca\u8bad\u7ec3\u8fc7\u7a0b\u7684\u6301\u7eed\u65f6\u95f4\u90fd\u4f1a\u5f71\u54cd\u6700\u7ec8\u7684\u4ef7\u683c\u6807\u7b7e\u3002<\/p>\n Guido Appenzeller\uff1a<\/strong><\/p>\n \u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\u9700\u8981\u591a\u5c11\u94b1\uff1f\u8fd9\u53d6\u51b3\u4e8e\u8bb8\u591a\u56e0\u7d20\u3002\u76ee\u524d\u7684\u597d\u6d88\u606f\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u7b80\u5316\u8fd9\u4e2a\u95ee\u9898\uff0c\u56e0\u4e3a\u4eca\u5929\u4f7f\u7528\u7684\u7edd\u5927\u591a\u6570\u6a21\u578b\u90fd\u662f Transformer \u6a21\u578b\u3002Transformer \u67b6\u6784\u662f AI \u7684\u4e00\u4e2a\u91cd\u5927\u7a81\u7834\uff0c\u5b83\u4eec\u88ab\u8bc1\u660e\u975e\u5e38\u7075\u6d3b\uff0c\u5b83\u4eec\u66f4\u5bb9\u6613\u8bad\u7ec3\uff0c\u56e0\u4e3a\u5b83\u4eec\u76f8\u5bf9\u4e8e\u4ee5\u524d\u7684\u6a21\u578b\u66f4\u597d\u5730\u8fdb\u884c\u4e86\u5e76\u884c\u5904\u7406\u3002<\/p>\n \u56e0\u6b64\uff0c\u5728\u4e00\u4e2a Transformer \u4e2d\uff0c\u4f60\u53ef\u4ee5\u5c06\u63a8\u7406\u65f6\u95f4\u8fd1\u4f3c\u4e3a\u53c2\u6570\u6570\u91cf\u7684\u4e24\u500d\u7684\u6d6e\u70b9\u8fd0\u7b97\uff0c\u800c\u8bad\u7ec3\u65f6\u95f4\u5219\u662f\u53c2\u6570\u6570\u91cf\u7684\u5927\u7ea6 6 \u500d\uff0c\u5982\u679c\u4f60\u4ee5 GPT-3 \u4e3a\u4f8b\uff0c\u8fd9\u662f\u4e00\u4e2a\u5e9e\u5927\u7684\u6a21\u578b\uff0c\u5b83\u6709 1750 \u4ebf\u4e2a\u53c2\u6570\uff0c\u90a3\u4e48\u4f60\u9700\u8981 3500 \u4ebf\u4e2a\u6d6e\u70b9\u8fd0\u7b97\u6765\u8fdb\u884c\u4e00\u6b21\u63a8\u7406\uff1b\u57fa\u4e8e\u8fd9\u4e00\u70b9\uff0c\u4f60\u53ef\u4ee5\u5927\u81f4\u8ba1\u7b97\u51fa\u4f60\u9700\u8981\u591a\u5c11\u8ba1\u7b97\u80fd\u529b\uff0c\u5b83\u5c06\u5982\u4f55\u6269\u5c55\uff0c\u4f60\u5e94\u8be5\u5982\u4f55\u5b9a\u4ef7\uff0c\u6700\u7ec8\u5b83\u5c06\u82b1\u8d39\u591a\u5c11\u3002<\/p>\n \u8fd9\u8fd8\u53ef\u4ee5\u4e3a\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u4e00\u4e2a\u5173\u4e8e\u8bad\u7ec3\u65f6\u95f4\u7684\u60f3\u6cd5\uff0c\u4ee5\u53ca\u4f60\u7684 AI \u52a0\u901f\u5668\u6bcf\u79d2\u6d6e\u70b9\u8fd0\u7b97\u7684\u80fd\u529b\u3002\u4f60\u53ef\u4ee5\u5728\u7406\u8bba\u4e0a\u8ba1\u7b97\u8bad\u7ec3\u6a21\u578b\u6240\u9700\u7684\u64cd\u4f5c\u6b21\u6570\u3002<\/p>\n \u5b9e\u9645\u4e0a\uff0c\u6570\u5b66\u95ee\u9898\u66f4\u52a0\u590d\u6742\uff0c\u56e0\u4e3a\u6709\u4e00\u4e9b\u52a0\u901f\u65b9\u6cd5\u3002\u4e5f\u8bb8\u4f60\u53ef\u4ee5\u4f7f\u7528\u964d\u4f4e\u7684\u7cbe\u5ea6\u6765\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u5728\u8fd9\u4e9b\u5361\u4e0a\u5b9e\u73b0 100% \u5229\u7528\u7387\u4e5f\u975e\u5e38\u56f0\u96be\uff1b\u5982\u679c\u4f60\u5929\u771f\u5730\u5b9e\u73b0\u5b83\uff0c\u53ef\u80fd\u53ea\u80fd\u8fbe\u5230 10% \u7684\u5229\u7528\u7387\uff0c\u4f46\u901a\u8fc7\u4e00\u4e9b\u5de5\u4f5c\uff0c\u4f60\u53ef\u80fd\u53ef\u4ee5\u8fbe\u5230\u51e0\u5341\u4e2a\u767e\u5206\u70b9\uff0c\u8fd9\u4e3a\u4f60\u63d0\u4f9b\u4e86\u5173\u4e8e\u8bad\u7ec3\u548c\u63a8\u7406\u9700\u8981\u591a\u5c11\u8ba1\u7b97\u80fd\u529b\u7684\u7c97\u7565\u4f30\u8ba1\uff0c\u4f46\u6700\u7ec8\u4f60\u53ef\u80fd\u4f1a\u5728\u505a\u51fa\u6700\u7ec8\u51b3\u7b56\u4e4b\u524d\u5bf9\u6b64\u8fdb\u884c\u6d4b\u8bd5\uff0c\u786e\u4fdd\u4f60\u7684\u5047\u8bbe\u6210\u7acb\u3002<\/p>\n Stephanie Smith\uff1a<\/strong><\/p>\n \u5982\u679c\u6240\u6709\u8fd9\u4e9b\u6570\u5b57\u8ba9\u4f60\u611f\u5230\u56f0\u60d1\uff0c\u6ca1\u5173\u7cfb\u3002\u6211\u4eec\u5c06\u901a\u8fc7\u4e00\u4e2a\u975e\u5e38\u5177\u4f53\u7684\u793a\u4f8b\u6765\u89e3\u91ca\u3002GPT-3 \u6709\u7ea6 1750 \u4ebf\u4e2a\u53c2\u6570\uff0c\u4e0b\u9762\u662f Gtuido \u5173\u4e8e\u8bad\u7ec3\u6a21\u578b\u548c\u6700\u7ec8\u63a8\u7406\u6240\u9700\u8ba1\u7b97\u7684\u8981\u6c42\u3002<\/p>\n Guido Appenzeller\uff1a<\/strong><\/p>\n \u5982\u679c\u6211\u4eec\u975e\u5e38\u5929\u771f\u5730\u8fdb\u884c\u6570\u5b66\u8ba1\u7b97\uff0c\u8ba9\u6211\u4eec\u4ece\u8bad\u7ec3\u5f00\u59cb\uff0c\u6211\u4eec\u77e5\u9053\u5b83\u662f\u5728\u591a\u5c11 token \u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u6211\u4eec\u77e5\u9053\u6a21\u578b\u6709\u591a\u5c11\u53c2\u6570\u3002\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u8fdb\u884c\u7c97\u7565\u7684\u8ba1\u7b97\uff0c\u6700\u7ec8\u4f60\u5f97\u5230\u5927\u7ea6 3×10^23 \u6b21\u6d6e\u70b9\u8fd0\u7b97\u3002\u8fd9\u662f\u4e00\u4e2a\u5b8c\u5168\u75af\u72c2\u7684\u6570\u5b57\uff0c\u6709 23 \u4f4d\u6570\u5b57\uff0c\u975e\u5e38\u96be\u4ee5\u63cf\u8ff0\u3002<\/p>\n \u5b9e\u9645\u4e0a\uff0c\u4eba\u7c7b\u5b9e\u9645\u627f\u62c5\u4e86\u975e\u5e38\u5c11\u8fd9\u79cd\u590d\u6742\u5ea6\u7684\u8ba1\u7b97\u95ee\u9898\uff0c\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u5de5\u7a0b\u3002\u7136\u540e\uff0c\u4f60\u53ef\u4ee5\u8003\u8651\u4e00\u4e0b\uff0c\u8ba9\u6211\u4eec\u4ee5 A100 \u4e3a\u4f8b\uff0c\u8fd9\u662f\u6700\u5e38\u7528\u7684\u663e\u5361\u4e4b\u4e00\u3002\u6211\u4eec\u77e5\u9053\u6bcf\u79d2\u5b83\u53ef\u4ee5\u6267\u884c\u591a\u5c11\u6d6e\u70b9\u8fd0\u7b97\u3002<\/p>\n \u6211\u4eec\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u6570\u636e\u76f8\u9664\uff0c\u8fd9\u5c06\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e00\u4e2a\u6570\u91cf\u7ea7\u7684\u4f30\u8ba1\uff0c\u544a\u8bc9\u6211\u4eec\u9700\u8981\u591a\u957f\u65f6\u95f4\u3002\u7136\u540e\u6211\u4eec\u77e5\u9053\u8fd9\u4e9b\u663e\u5361\u7684\u6210\u672c\uff0c\u79df\u7528 A100 \u7684\u6210\u672c\u5927\u7ea6\u5728 1\uff5e4 \u7f8e\u5143\u4e4b\u95f4\uff0c\u8fd9\u53d6\u51b3\u4e8e\u79df\u8d41\u6765\u6e90\uff0c\u90a3\u4e48\u4f60\u6700\u540e\u5f97\u5230\u7684\u5927\u81f4\u6210\u672c\u662f\u7ea6 50 \u4e07\u7f8e\u5143\uff0c\u8fd9\u662f\u6839\u636e\u8fd9\u4e2a\u975e\u5e38\u5929\u771f\u7684\u5206\u6790\u3002<\/p>\n \u73b0\u5728\u6709\u4e00\u4e9b\u56e0\u7d20\u9700\u8981\u8003\u8651\uff0c\u6211\u4eec\u6ca1\u6709\u8003\u8651\u5230\u4f18\u5316\uff0c\u6211\u4eec\u4e5f\u6ca1\u6709\u8003\u8651\u5230\u7531\u4e8e\u5185\u5b58\u5e26\u5bbd\u9650\u5236\u548c\u7f51\u7edc\u9650\u5236\uff0c\u4f60\u53ef\u80fd\u65e0\u6cd5\u4ee5\u5168\u5bb9\u91cf\u8fd0\u884c\u3002\u6700\u540e\u4f46\u5e76\u975e\u6700\u4e0d\u91cd\u8981\u7684\uff0c\u4f60\u53ef\u80fd\u9700\u8981\u591a\u6b21\u8fd0\u884c\u624d\u80fd\u5f97\u5230\u6b63\u786e\u7684\u7ed3\u679c\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u6d4b\u8bd5\u8fd0\u884c\uff0c\u5b83\u4eec\u53ef\u80fd\u4e0d\u4f1a\u662f\u5b8c\u5168\u8fd0\u884c\u7b49\u7b49\u3002<\/p>\n \u8fd9\u8ba9\u4f60\u660e\u767d\uff0c\u8bad\u7ec3\u8fd9\u4e9b LLM \u4eca\u5929\u4e0d\u662f 10 \u4e07\u7f8e\u5143\u7684\u4e8b\u60c5\uff0c\u5b9e\u9645\u4e0a\uff0c\u6839\u636e\u6211\u4eec\u5728\u884c\u4e1a\u4e2d\u6240\u89c1\uff0c\u5b83\u5b9e\u9645\u4e0a\u53ef\u80fd\u8981\u82b1\u8d39\u6570\u767e\u4e07\u7f8e\u5143\u3002<\/p>\n \u8fd9\u662f\u56e0\u4e3a\u4f60\u9700\u8981\u4fdd\u7559\u8ba1\u7b97\u80fd\u529b\u3002\u5982\u679c\u6211\u53ef\u4ee5\u5728\u63a5\u4e0b\u6765\u7684 2 \u4e2a\u6708\u5185\u83b7\u5f97\u6240\u6709\u6211\u7684\u663e\u5361\uff0c\u5b83\u53ef\u80fd\u53ea\u9700\u8981\u82b1\u8d39\u6211 100 \u4e07\u7f8e\u5143\uff0c\u4f46\u95ee\u9898\u662f\u4ed6\u4eec\u9700\u8981\u4e24\u5e74\u7684\u9884\u5b9a\uff0c\u56e0\u6b64\u5b9e\u9645\u6210\u672c\u9ad8\u51fa 12 \u500d\uff0c\u8fd9\u57fa\u672c\u4e0a\u4e3a\u6211\u7684\u57f9\u8bad\u6210\u672c\u589e\u52a0\u4e86\u4e00\u4e2a 0\u3002 <\/p>\n Stephanie Smith\uff1a<\/strong><\/p>\n \u662f\u7684\uff0c\u8fd9\u4e0e\u63a8\u7406\u76f8\u6bd4\u8981\u4fbf\u5b9c\u5f97\u591a\u3002<\/p>\n Guido Appenzeller\uff1a<\/strong><\/p>\n \u57fa\u672c\u4e0a\uff0c\u5bf9\u4e8e\u73b0\u4ee3\u6587\u672c\u6a21\u578b\u7684\u8bad\u7ec3\u96c6\u6765\u8bf4\uff0c\u8bad\u7ec3\u96c6\u5927\u7ea6\u6709 1 \u4e07\u4ebf\u4e2a token \u3002\u5982\u679c\u8fd0\u884c\u63a8\u7406\uff0c\u6bcf\u4e2a\u5355\u8bcd\u90fd\u4f5c\u4e3a\u4e00\u4e2a token \u8f93\u51fa\uff0c\u76f8\u5bf9\u4e8e\u8bad\u7ec3\u90e8\u5206\u8981\u5feb\u5927\u7ea6 1 \u4e07\u4ebf\u500d\u5de6\u53f3\uff0c\u5982\u679c\u4f60\u8ba1\u7b97\u4e00\u4e2a LLM \u7684\u6210\u672c\uff0c\u5b9e\u9645\u4e0a\u53ea\u4f1a\u589e\u52a0\u51e0\u5206\u94b1\uff0c\u6bd4\u5982 100% \u6216\u51e0\u5206\u4e4b\u4e00\uff0c\u5927\u7ea6\u5728\u8fd9\u4e2a\u8303\u56f4\u5185\u3002<\/p>\n \u518d\u6b21\u5f3a\u8c03\uff0c\u5982\u679c\u6211\u4eec\u53ea\u662f\u5929\u771f\u5730\u770b\u5f85\u8fd9\u4e2a\u95ee\u9898\uff0c\u5bf9\u4e8e\u63a8\u7406\uff0c\u901a\u5e38\u95ee\u9898\u5728\u4e8e\u4f60\u5fc5\u987b\u63d0\u4f9b\u5cf0\u503c\u5bb9\u91cf\u3002\u5982\u679c\u6bcf\u4e2a\u4eba\u5728\u661f\u671f\u4e00\u4e0a\u5348 9 \u70b9\u4f7f\u7528\u4f60\u7684\u6a21\u578b\uff0c\u90a3\u4e48\u4f60\u4ecd\u987b\u652f\u4ed8\u661f\u671f\u516d\u5348\u591c\u7684\u8d39\u7528\uff0c\u800c\u90a3\u65f6\u6ca1\u6709\u4eba\u4f7f\u7528\uff0c\u8fd9\u4f1a\u5927\u5927\u589e\u52a0\u6210\u672c\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u4e00\u4e9b\u7279\u5b9a\u7684\u56fe\u50cf\u6a21\u578b\uff0c\u5bf9\u4e8e\u63a8\u7406\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u6210\u672c\u66f4\u4f4e\u7684\u663e\u5361\uff0c\u56e0\u4e3a\u6a21\u578b\u8db3\u591f\u5c0f\uff0c\u53ef\u4ee5\u5728\u6d88\u8d39\u8005\u663e\u5361\u7684\u670d\u52a1\u5668\u7248\u672c\u4e0a\u8fd0\u884c\u3002\u8fd9\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u6210\u672c\u3002<\/p>\n Stephanie Smith\uff1a<\/strong><\/p>\n \u6b63\u5982\u6211\u4eec\u5728\u7b2c\u4e00\u90e8\u5206\u4e2d\u8ba8\u8bba\u7684\u90a3\u6837\uff0c\u4f60\u4e0d\u80fd\u4ec5\u4ec5\u901a\u8fc7\u7ec4\u88c5\u4e00\u5806\u6027\u80fd\u8f83\u5dee\u7684\u82af\u7247\u6765\u5f25\u8865\u8fd9\u4e9b\u4f4e\u6548\u7387\uff0c\u81f3\u5c11\u5bf9\u4e8e\u6a21\u578b\u8bad\u7ec3\u6765\u8bf4\u662f\u8fd9\u6837\u3002<\/p>\n Guido Appenzeller\uff1a<\/strong><\/p>\n \u4f60\u9700\u8981\u4e00\u4e9b\u975e\u5e38\u590d\u6742\u7684\u8f6f\u4ef6\uff0c\u56e0\u4e3a\u5728\u8fd9\u4e9b\u5361\u4e4b\u95f4\u5206\u914d\u6570\u636e\u7684\u5f00\u9500\u53ef\u80fd\u4f1a\u8d85\u8fc7\u5361\u6240\u80fd\u63d0\u4f9b\u7684\u8282\u7701\u3002<\/p>\n Stephanie Smith\uff1a<\/strong><\/p>\n \u53e6\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e\u63a8\u7406\u6765\u8bf4\u3002<\/p>\n Guido Appenzeller\uff1a<\/strong><\/p>\n \u5bf9\u4e8e\u63a8\u7406\uff0c\u901a\u5e38\u53ef\u4ee5\u5728\u4e00\u5f20\u5361\u4e0a\u5b8c\u6210\u3002\u6240\u4ee5\u5982\u679c\u4f60\u62ff Stable Diffusion \u8fd9\u6837\u7684\u4e1c\u897f\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u53d7\u6b22\u8fce\u7684\u56fe\u50cf\u751f\u6210\u6a21\u578b\uff0c\u5b83\u53ef\u4ee5\u5728 MacBook \u4e0a\u8fd0\u884c\uff0c\u56e0\u4e3a\u5b83\u6709\u8db3\u591f\u7684\u5185\u5b58\u548c\u8ba1\u7b97\u80fd\u529b\uff0c\u6240\u4ee5\u4f60\u53ef\u4ee5\u5728\u672c\u5730\u751f\u6210\u56fe\u50cf\uff0c\u6240\u4ee5\u4f60\u53ef\u4ee5\u5728\u76f8\u5bf9\u4fbf\u5b9c\u7684\u6d88\u8d39\u8005\u663e\u5361\u4e0a\u8fd0\u884c\u5b83\uff0c\u800c\u4e0d\u5fc5\u4f7f\u7528 A100 \u6765\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n Stephanie Smith\uff1a<\/strong><\/p>\n \u5f53\u6211\u4eec\u8c08\u8bba\u6a21\u578b\u7684\u8bad\u7ec3\u65f6\uff0c\u663e\u7136\u8ba1\u7b97\u91cf\u8fdc\u8fdc\u8d85\u8fc7\u63a8\u7406\u3002\u6211\u4eec\u5df2\u7ecf\u8c08\u8bba\u8fc7\u7684\u53e6\u4e00\u70b9\u662f\uff0c\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u66f4\u591a\u7684\u8ba1\u7b97\uff0c\u4e0d\u4e00\u5b9a\u603b\u662f\uff0c\u4f46\u901a\u5e38\u60c5\u51b5\u4e0b\u4f1a\u4ea7\u751f\u66f4\u597d\u7684\u6a21\u578b\u3002\u8fd9\u6700\u7ec8\u662f\u5426\u610f\u5473\u7740\uff0c\u8fd9\u4e9b\u56e0\u7d20\u90fd\u5bfc\u81f4\u4e86\u8d44\u672c\u4e30\u5bcc\u7684\u8001\u724c\u4f01\u4e1a\u8d62\u5f97\u8fd9\u573a\u7ade\u4e89\uff1f\u6216\u8005\u4f60\u5982\u4f55\u770b\u5f85\u8ba1\u7b97\u8d44\u672c\u4e0e\u4eca\u5929\u7684\u6280\u672f\u4e4b\u95f4\u7684\u5173\u7cfb\uff1f<\/p>\n Guido Appenzeller\uff1a<\/strong><\/p>\n \u8fd9\u662f\u4e00\u4e2a\u4ef7\u503c\u767e\u4e07\u751a\u81f3\u53ef\u80fd\u4ef7\u503c\u4e07\u4ebf\u7f8e\u5143\u7684\u95ee\u9898\u3002\u9996\u5148\uff0c\u8bad\u7ec3\u8fd9\u4e9b\u6a21\u578b\u662f\u6602\u8d35\u7684\uff0c\u4f8b\u5982\uff0c\u6211\u4eec\u8fd8\u6ca1\u6709\u770b\u5230\u771f\u6b63\u597d\u7684\u5f00\u6e90 LLM \uff0c\u6211\u76f8\u4fe1\u5176\u4e2d\u4e00\u90e8\u5206\u539f\u56e0\u662f\u8bad\u7ec3\u8fd9\u4e9b\u6a21\u578b\u6210\u672c\u771f\u7684\u5f88\u9ad8\uff0c\u6709\u5f88\u591a\u70ed\u5fc3\u4eba\u60f3\u505a\u8fd9\u4e2a\uff0c\u4f46\u4f60\u9700\u8981\u627e\u5230\u51e0\u767e\u4e07\u6216\u6570\u5343\u4e07\u7f8e\u5143\u7684\u8ba1\u7b97\u80fd\u529b\u6765\u5b8c\u6210\u5b83\uff0c\u8fd9\u4f7f\u5f97\u4e8b\u60c5\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\u3002\u8fd9\u610f\u5473\u7740\u4f60\u9700\u8981\u4e3a\u8fd9\u6837\u7684\u4e8b\u60c5\u6295\u5165\u76f8\u5f53\u5927\u7684\u52aa\u529b\u3002<\/p>\n \u603b\u7684\u6765\u8bf4\uff0c\u57f9\u8bad\u8fd9\u4e9b\u6a21\u578b\u7684\u6210\u672c\u4f3c\u4e4e\u5728\u4e0b\u964d\uff0c\u90e8\u5206\u539f\u56e0\u662f\u56e0\u4e3a\u6211\u4eec\u4f3c\u4e4e\u53d7\u5230\u6570\u636e\u9650\u5236\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u6a21\u578b\u7684\u89c4\u6a21\u4e0e\u6a21\u578b\u7684\u6700\u4f73\u8bad\u7ec3\u6570\u636e\u91cf\u4e4b\u95f4\u5b58\u5728\u5bf9\u5e94\u5173\u7cfb\uff0c\u62e5\u6709\u4e00\u4e2a LLM \u4f46\u6570\u636e\u975e\u5e38\u5c11\u5bf9\u4f60\u6beb\u65e0\u76ca\u5904\uff0c\u6216\u8005\u62e5\u6709\u5927\u91cf\u6570\u636e\u4f46\u4f7f\u7528\u5c0f\u578b\u6a21\u578b\u540c\u6837\u4e5f\u6beb\u65e0\u76ca\u5904\uff0c\u4f60\u9700\u8981\u51b3\u5b9a\u4f60\u7684\u5927\u8111\u7684\u5927\u5c0f\u5927\u81f4\u5bf9\u5e94\u4e8e\u4f60\u5728\u5927\u5b66\u53d7\u6559\u80b2\u7684\u65f6\u957f\uff0c\u6211\u8ba4\u4e3a\u8fd9\u5e76\u4e0d\u594f\u6548\uff0c\u8fd9\u610f\u5473\u7740\u56e0\u4e3a\u4eca\u5929\u4e00\u4e9b\u5927\u578b\u6a21\u578b\u5df2\u7ecf\u5728\u67d0\u4e2a\u9886\u57df\u4e2d\u5229\u7528\u4e86\u76f8\u5f53\u5927\u6bd4\u4f8b\u7684\u4eba\u7c7b\u77e5\u8bc6\u3002<\/p>\n \u6211\u662f\u8bf4\uff0c\u5982\u679c\u4f60\u770b\u770b GPT\uff0c\u5b83\u53ef\u80fd\u662f\u5728\u5927\u7ea6\u6574\u4e2a\u4e92\u8054\u7f51\u7684 10% \u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u5305\u62ec\u6240\u6709\u7684\u7ef4\u57fa\u767e\u79d1\uff0c\u8bb8\u591a\u4e66\u7c4d\uff0c\u5927\u91cf\u7684\u4e66\u7c4d\uff0c\u6240\u4ee5\u6309\u7167 10 \u7684\u500d\u6570\u589e\u52a0\uff0c\u4e5f\u8bb8\u662f\u53ef\u80fd\u7684\uff0c\u4f46\u6309\u7167 100 \u7684\u500d\u6570\u589e\u52a0\uff0c\u4e0d\u6e05\u695a\u662f\u5426\u53ef\u80fd\u3002<\/p>\n 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