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\u9884\u6d4b\u5f0f\u81ea\u52a8\u6269\u7f29\u5bb9\u7cfb\u7edf\u4f1a\u5206\u6790\u5386\u53f2\u6d41\u91cf\u6a21\u5f0f\uff0c\u4ee5\u9884\u6d4b\u5373\u5c06\u5230\u6765\u7684\u6d41\u91cf\u9ad8\u5cf0\u3002\u4f60\u53ef\u4ee5\u5728\u65b0\u8bf7\u6c42\u7a81\u7834\u76ee\u6807\u5ef6\u8fdf\u4e0a\u9650\u4e4b\u524d\uff0c\u63d0\u524d\u9884\u914d\u786c\u4ef6\u3002\u6807\u51c6\u7684\u54cd\u5e94\u5f0f\u6269\u7f29\u5bb9\u7b56\u7565\u901a\u5e38\u8981\u7b49\u5230\u4e25\u91cd\u5ef6\u8fdf\u51fa\u73b0\u4e4b\u540e\u624d\u4f1a\u884c\u52a8\u3002\u9884\u6d4b\u7b97\u6cd5\u4f1a\u5206\u6790\u8fc7\u5f80\u6307\u6807\u8d8b\u52bf\uff0c\u4ece\u800c\u8bc6\u522b\u65e5\u5e38\u8fd0\u8425\u4e2d\u7684\u5468\u671f\u6027\u6d41\u91cf\u6a21\u5f0f\u3002\u8fd9\u6837\uff0c\u4f60\u4fbf\u53ef\u4ee5\u63d0\u524d\u90e8\u7f72\u989d\u5916\u57fa\u7840\u8bbe\u65bd\uff0c\u4ee5\u7ef4\u6301\u9762\u5bf9\u65b0\u8bf7\u6c42\u65f6\u7684\u7a33\u5b9a\u5bb9\u91cf\u3002\u73b0\u4ee3 AI \u5e73\u53f0\u8d8a\u6765\u8d8a\u4f9d\u8d56\u81ea\u52a8\u5316\u6307\u6807\u5206\u6790\u6765\u9884\u5224\u53d8\u5316\u4e2d\u7684\u7528\u6237\u9700\u6c42\u3002<\/p>\n \u9884\u6d4b\u6a21\u578b\u4f1a\u5c06\u5b9e\u65f6\u9700\u6c42\u4e0e\u957f\u671f\u7cfb\u7edf\u6307\u6807\u7ed3\u5408\u8d77\u6765\u8fdb\u884c\u8bc4\u4f30\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u80fd\u591f\u5206\u6790\u5b9e\u65f6\u6d41\u91cf\uff0c\u5e76\u81ea\u52a8\u8c03\u6574\u670d\u52a1\u5668\u5bb9\u91cf\u3002\u4f60\u53ef\u4ee5\u5728\u7528\u6237\u8bf7\u6c42\u53d1\u8d77\u91cd\u578b\u63a8\u7406\u4efb\u52a1\u4e4b\u524d\uff0c\u9884\u5148\u914d\u7f6e\u4e13\u7528 GPU \u8282\u70b9\u3002\u8fd9\u79cd\u4e3b\u52a8\u4f18\u5316\u80fd\u591f\u5728\u7a81\u53d1\u6d41\u91cf\u9ad8\u5cf0\u671f\u95f4\u4fdd\u62a4\u5904\u7406\u901f\u5ea6\u3002\u56e0\u6b64\uff0c\u9884\u6d4b\u5f0f LLM \u81ea\u52a8\u6269\u7f29\u5bb9\u65e2\u80fd\u964d\u4f4e\u961f\u5217\u7b49\u5f85\u65f6\u95f4\uff0c\u53c8\u80fd\u5728\u6838\u5fc3 LLM \u670d\u52a1\u4e2d\u7ef4\u6301\u7a33\u5b9a\u541e\u5410\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fd8\u4f1a\u8ddf\u8e2a\u5386\u53f2\u6d41\u91cf\u6a21\u5f0f\uff0c\u4ee5\u4e0d\u65ad\u4f18\u5316\u672a\u6765\u7684\u8d44\u6e90\u51b3\u7b56\u3002<\/p>\n \u9650\u6d41\u4e0e Scale to Zero<\/h3>\n \u7d27\u6025\u6d41\u91cf\u6574\u5f62\u80fd\u591f\u5728\u7a81\u53d1\u8d1f\u8f7d\u9ad8\u5cf0\u4e0b\u4fdd\u62a4\u4f60\u7684 AI \u63a8\u7406\u670d\u52a1\u3002\u5f53\u5feb\u901f\u6269\u5bb9\u6765\u4e0d\u53ca\u53ca\u65f6\u914d\u7f6e\u786c\u4ef6\u65f6\uff0c\u9650\u6d41\u673a\u5236\u4f1a\u4e22\u5f03\u8d85\u989d\u8bf7\u6c42\u3002\u9650\u6d41\u53ef\u4ee5\u4fdd\u62a4\u6d3b\u8dc3\u8282\u70b9\u4e0d\u88ab\u4e25\u91cd\u8d1f\u8f7d\u62d6\u57ae\uff0c\u4ece\u800c\u7ef4\u6301\u9ad8\u4f18\u5148\u7ea7\u8bf7\u6c42\u7684\u6027\u80fd\u6307\u6807\u3002\u4f60\u5e94\u5f53\u5728\u8fb9\u7f18\u8def\u7531\u5c42\u5b9e\u65bd\u8fd9\u4e9b\u52a8\u6001\u6269\u7f29\u5bb9\u7b56\u7565\uff0c\u4ee5\u7ba1\u7406\u4e0d\u65ad\u53d8\u5316\u7684\u6d41\u91cf\u6a21\u5f0f\u548c\u6392\u961f\u8bf7\u6c42\u3002\u6709\u6548\u7684\u8bf7\u6c42\u8def\u7531\u53ef\u9632\u6b62\u590d\u6742 LLM \u5e94\u7528\u7684\u57fa\u7840\u8bbe\u65bd\u5d29\u6e83\uff0c\u540c\u65f6\u4fdd\u62a4\u6574\u4f53\u670d\u52a1\u5bb9\u91cf\u3002\u667a\u80fd\u8def\u7531\u8fd8\u4f1a\u4f18\u5316\u6bcf\u4e2a\u6d3b\u8dc3 LLM \u5f15\u64ce\u7684\u8d44\u6e90\u5229\u7528\u7387\u3002<\/p>\n \u667a\u80fd\u4e14\u5177\u6709\u6210\u672c\u6548\u76ca\u7684\u6269\u7f29\u5bb9\u80fd\u591f\u5728\u4f4e\u8c37\u65f6\u6bb5\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3002\u5f53\u7528\u6237\u9700\u6c42\u4e0b\u964d\u65f6\uff0c\u4f60\u53ef\u4ee5\u5c06\u7a7a\u95f2\u8ba1\u7b97\u8282\u70b9\u7f29\u51cf\u5230\u96f6\u3002\u672a\u4f7f\u7528\u7684\u5de5\u4f5c\u5b9e\u4f8b\u4f1a\u5c06\u6602\u8d35\u7684 GPU \u786c\u4ef6\u91ca\u653e\u56de\u96c6\u7fa4\uff0c\u4ece\u800c\u6d88\u9664\u65e0\u8c13\u7684\u7b97\u529b\u5f00\u9500\u3002\u73b0\u4ee3 LLM \u81ea\u52a8\u6269\u7f29\u5bb9\u7cfb\u7edf\u4f1a\u5728\u6536\u5230\u65b0\u7684 LLM \u63d0\u793a\u8bf7\u6c42\u540e\u5feb\u901f\u91cd\u65b0\u6fc0\u6d3b\u3002\u81ea\u52a8\u5316\u4f18\u5316\u4f1a\u8ddf\u8e2a\u6548\u7387\u6307\u6807\uff0c\u4ee5\u5728\u670d\u52a1\u53ef\u7528\u6027\u4e0e\u4e25\u683c\u9884\u7b97\u7ea6\u675f\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u6301\u7eed\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4f18\u5316\u80fd\u591f\u5728\u5904\u7406\u652f\u6301\u578b\u8bf7\u6c42\u3001\u5e76\u53d1\u8bf7\u6c42\u548c\u6d3b\u8dc3\u8bf7\u6c42\u7684\u540c\u65f6\u7ef4\u6301\u670d\u52a1\u5065\u5eb7\uff0c\u5e76\u4e3a\u6bcf\u4e00\u4e2a\u6d3b\u8dc3 AI \u5f15\u64ce\u63d0\u4f9b\u6301\u7eed\u6027\u80fd\u4f18\u5316\u3002<\/p>\n \u4fdd\u6301\u72b6\u6001\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027<\/strong><\/h2>\n \u7f13\u5b58\u611f\u77e5\u578b\u6d41\u91cf\u8def\u7531<\/h3>\n \u7f13\u5b58\u611f\u77e5\u578b\u6d41\u91cf\u8def\u7531\u53ef\u5e2e\u52a9\u4f60\u5728\u63a8\u7406\u8282\u70b9\u4e4b\u95f4\u4fdd\u7559\u72b6\u6001\u3002\u4f60\u53ef\u4ee5\u5c06\u4f20\u5165\u8bf7\u6c42\u5b9a\u5411\u5230\u5b58\u6709\u76f8\u5173 LLM \u7f13\u5b58\u6570\u636e\u7684\u7279\u5b9a\u5de5\u4f5c\u5b9e\u4f8b\u3002\u5171\u4eab\u7684\u63d0\u793a\u4e0a\u4e0b\u6587\u80fd\u591f\u907f\u514d\u5bf9\u91cd\u590d\u8bf7\u6c42\u8fdb\u884c\u5197\u4f59\u5904\u7406\u3002\u667a\u80fd\u8def\u7531\u7cfb\u7edf\u4f1a\u7ed3\u5408\u5b9e\u65f6\u6307\u6807\u4e0e\u5f53\u524d\u6d41\u91cf\u6a21\u5f0f\uff0c\u5c06\u65b0\u8bf7\u6c42\u5339\u914d\u5230\u5df2\u9884\u70ed\u7f13\u5b58\u7684\u5185\u5b58\u4f4d\u7f6e\u4e0a\u3002\u8fd9\u79cd\u5b9a\u5411\u5206\u53d1\u80fd\u591f\u63d0\u5347\u7cfb\u7edf\u6027\u80fd\u4e00\u81f4\u6027\uff0c\u5e76\u51cf\u5c11 AI \u670d\u52a1\u96c6\u7fa4\u4e2d\u7684\u8d44\u6e90\u4f18\u5316\u5f00\u9500\u3002\u8282\u70b9\u8def\u7531\u5668\u8fd8\u4f1a\u6301\u7eed\u76d1\u63a7\u6d3b\u8dc3\u7f13\u5b58\u72b6\u6001\uff0c\u4ee5\u4fbf\u5728\u9ad8\u8d1f\u8f7d\u671f\u95f4\u6700\u5927\u5316\u7f13\u5b58\u547d\u4e2d\u7387\u3002<\/p>\n \u8def\u7531\u7b97\u6cd5\u4f1a\u5728\u5206\u53d1\u8bf7\u6c42\u524d\u5206\u6790\u63d0\u793a\u524d\u7f00\u3002\u4f60\u53ef\u4ee5\u5c06\u76f8\u4f3c\u8bf7\u6c42\u8def\u7531\u5230\u540c\u4e00\u4e2a GPU \u5de5\u4f5c\u8282\u70b9\uff0c\u4ee5\u6700\u5927\u5316\u7f13\u5b58\u590d\u7528\u3002\u8fd9\u79cd\u5185\u5b58\u4f18\u5316\u53ef\u4ee5\u5728\u9700\u6c42\u6fc0\u589e\u65f6\u964d\u4f4e\u54cd\u5e94\u5ef6\u8fdf\u3002\u9ad8\u6548\u7684\u8def\u7531\u6620\u5c04\u80fd\u591f\u9632\u6b62\u6d3b\u8dc3 LLM \u8fd0\u884c\u65f6\u5f15\u64ce\u4e4b\u95f4\u53d1\u751f\u7f13\u5b58\u6296\u52a8\u3002\u4f60\u7684 AI \u5e73\u53f0\u4f1a\u8ddf\u8e2a\u6027\u80fd\u6307\u6807\uff0c\u4ee5\u5728\u4fdd\u62a4\u6574\u4f53\u670d\u52a1\u8d28\u91cf\u7684\u540c\u65f6\uff0c\u4e3a\u5f85\u5904\u7406\u8bf7\u6c42\u7ef4\u6301\u5feb\u901f\u8f93\u51fa\u901f\u5ea6\u3002\u667a\u80fd\u8fde\u63a5\u6c60\u8fd8\u80fd\u5728\u5904\u7406\u7528\u6237\u8bf7\u6c42\u65f6\u964d\u4f4e\u7f51\u7edc\u5f00\u9500\u3002<\/p>\n \u6ede\u540e\u673a\u5236\u4e0e\u51b7\u5374\u65f6\u95f4\u7ba1\u7406<\/h3>\n \u6ede\u540e\u673a\u5236\u80fd\u591f\u9632\u6b62\u81ea\u52a8\u6269\u7f29\u5bb9\u96c6\u7fa4\u51fa\u73b0\u9891\u7e41\u6296\u52a8\u3002\u53d8\u5316\u4e2d\u7684\u6d41\u91cf\u6a21\u5f0f\u5f80\u5f80\u4f1a\u5bfc\u81f4\u6269\u7f29\u5bb9\u7ba1\u7406\u5668\u4e0d\u65ad\u589e\u5220\u5b9e\u4f8b\u3002\u4f60\u5e94\u5f53\u5728\u6269\u7f29\u5bb9\u7b56\u7565\u4e2d\u8bbe\u7f6e\u660e\u786e\u7684\u51b7\u5374\u65f6\u95f4\uff0c\u4ee5\u907f\u514d\u8fc7\u65e9\u7ec8\u6b62 LLM \u8282\u70b9\u3002\u6269\u7f29\u5bb9\u7cfb\u7edf\u5e94\u8bc4\u4f30\u79fb\u52a8\u5e73\u5747\u6307\u6807\uff0c\u800c\u4e0d\u662f\u77ac\u65f6\u6d41\u91cf\u5c16\u5cf0\u3002\u5ef6\u540e\u6267\u884c\u7f29\u5bb9\u64cd\u4f5c\uff0c\u80fd\u591f\u4e3a\u540e\u7eed\u8bf7\u6c42\u4fdd\u7559\u7a33\u5b9a\u7684\u5de5\u4f5c\u8282\u70b9\uff0c\u5e76\u5728\u9ad8\u5cf0\u65f6\u6bb5\u964d\u4f4e\u5ef6\u8fdf\u6307\u6807\u3002\u7a33\u5b9a\u7684\u5b9e\u4f8b\u7ec4\u8fd8\u53ef\u51cf\u5c11\u96c6\u7fa4\u8282\u70b9\u95f4\u9891\u7e41\u91cd\u65b0\u52a0\u8f7d\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u3002<\/p>\n \u5de5\u7a0b\u5e08\u4f1a\u8c03\u4f18\u51b7\u5374\u53c2\u6570\uff0c\u4ee5\u5e94\u5bf9\u6ce2\u52a8\u7684\u6d41\u91cf\u6a21\u5f0f\u3002\u5373\u4f7f\u6d3b\u8dc3\u7528\u6237\u6d41\u91cf\u5df2\u7ecf\u4e0b\u964d\uff0c\u4f60\u4e5f\u53ef\u4ee5\u6682\u65f6\u4fdd\u7559\u989d\u5916\u7684 LLM \u96c6\u7fa4\u5bb9\u91cf\uff0c\u4ee5\u4fdd\u969c\u670d\u52a1\u7a33\u5b9a\u3002\u6070\u5f53\u7684\u51b7\u5374\u8bbe\u7f6e\u80fd\u591f\u5b9e\u73b0\u5e73\u6ed1\u7684\u5bb9\u91cf\u4f18\u5316\uff0c\u5e76\u4e3a\u540e\u7eed\u8bf7\u6c42\u63d0\u4f9b\u53ef\u9760\u5904\u7406\u80fd\u529b\u3002\u5e73\u8861\u7684\u6269\u7f29\u5bb9\u7b56\u7565\u6709\u52a9\u4e8e\u964d\u4f4e\u6838\u5fc3 AI \u63a8\u7406\u670d\u52a1\u7684\u5ef6\u8fdf\u9608\u503c\u3002\u5bf9\u8fd0\u884c\u6307\u6807\u8fdb\u884c\u7cbe\u7ec6\u8c03\u4f18\uff0c\u53ef\u4ee5\u5728\u6240\u6709\u6d3b\u8dc3 LLM \u5de5\u4f5c\u8d1f\u8f7d\u548c\u7528\u6237\u8bf7\u6c42\u4e4b\u95f4\u7a33\u5b9a\u6574\u4f53\u670d\u52a1\u5bb9\u91cf\uff0c\u5e76\u7ef4\u6301\u4f4e\u5ef6\u8fdf\u3002\u53ef\u9760\u7684\u6269\u7f29\u5bb9\u6267\u884c\u673a\u5236\u5c06\u4e3a\u4f60\u7684\u6838\u5fc3 LLM \u5e94\u7528\u5728\u591a\u53d8\u7528\u6237\u9700\u6c42\u4e0b\u63d0\u4f9b\u575a\u5b9e\u4fdd\u969c\u3002<\/p>\n \n <\/div>\n<\/div>\n AI \u63a8\u7406\u670d\u52a1\u901a\u8fc7\u961f\u5217\u6307\u6807\u8ddf\u8e2a\u3001\u5de5\u4f5c\u8282\u70b9\u9884\u70ed\u4ee5\u53ca\u6d41\u91cf\u6574\u5f62\u6765\u7ba1\u7406\u7a81\u53d1\u6d41\u91cf\u9ad8\u5cf0\u3002\u81ea\u52a8\u6269\u7f29\u5bb9\u7684 LLM \u80fd\u591f\u5206\u53d1\u8bf7\u6c42\u5e76\u6ee1\u8db3\u9700\u6c42\u3002\u81ea\u52a8\u6269\u7f29\u5bb9\u8fd8\u4f1a\u501f\u52a9\u9884\u6d4b\u7b97\u6cd5\u4e0e scale-to-zero \u529f\u80fd\uff0c\u5728\u4f4e\u5ef6\u8fdf\u6807\u51c6\u4e0e\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u4f60\u5fc5\u987b\u6301\u7eed\u4f18\u5316 MLOps \u6d41\u6c34\u7ebf\u3002\u901a\u8fc7\u8c03\u4f18\u51b7\u5374\u5468\u671f\u3001\u961f\u5217\u9608\u503c\u4ee5\u53ca\u515c\u5e95\u9650\u6d41\u89c4\u5219\uff0c\u53ef\u4ee5\u7a33\u5b9a\u4f20\u5165\u8bf7\u6c42\u3002\u4f18\u5316\u63aa\u65bd\u80fd\u591f\u5728\u6269\u7f29\u5bb9\u671f\u95f4\u4fdd\u62a4\u5e76\u53d1\u8bf7\u6c42\u3001\u6392\u961f\u8bf7\u6c42\u3001\u6279\u5904\u7406\u8bf7\u6c42\u3001\u5173\u952e\u8bf7\u6c42\u548c\u5ef6\u540e\u8bf7\u6c42\u3002AI \u5f15\u64ce\u8d1f\u8d23\u5904\u7406\u6838\u5fc3 LLM \u4efb\u52a1\u3001\u6838\u5fc3 LLM \u8fd0\u884c\u65f6\u3001\u6d3b\u8dc3 LLM \u6a21\u578b\u4ee5\u53ca\u53d7\u652f\u6301\u7684 LLM \u5de5\u4f5c\u8d1f\u8f7d\u3002AI \u4f18\u5316\u6709\u52a9\u4e8e\u7ef4\u6301\u4f4e\u5ef6\u8fdf\u9608\u503c\u3002\u81ea\u52a8\u6269\u7f29\u5bb9 LLM \u4f1a\u4f9d\u636e\u96c6\u7fa4\u6307\u6807\u3001\u8fd0\u884c\u6307\u6807\u548c\u8fd0\u884c\u65f6\u6307\u6807\u6765\u8c03\u6574\u5bb9\u91cf\uff0c\u4ece\u800c\u4fdd\u6301\u6838\u5fc3\u670d\u52a1\u5bf9 AI \u63a8\u7406\u7528\u6237\u8bf7\u6c42\u7684\u53ef\u9760\u652f\u6491\u3002<\/p>\n \u5e38\u89c1\u95ee\u9898<\/strong><\/h2>\n \u4e3a\u4ec0\u4e48\u6807\u51c6 CPU \u6307\u6807\u4e0d\u9002\u7528\u4e8e AI \u6269\u7f29\u5bb9\uff1f<\/h3>\n \u6df1\u5ea6\u5b66\u4e60\u5f15\u64ce\u4f1a\u9884\u5148\u5206\u914d GPU \u663e\u5b58\u3002\u8fd9\u79cd\u9759\u6001\u5360\u7528\u4f1a\u63a9\u76d6\u771f\u5b9e\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5316\u3002\u4f60\u5e94\u76d1\u63a7\u4f20\u5165\u8bf7\u6c42\u548c\u961f\u5217\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f CPU \u4f7f\u7528\u7387\u3002\u8ddf\u8e2a\u5f85\u5904\u7406\u8bf7\u6c42\uff0c\u6709\u52a9\u4e8e\u4f60\u5728\u7cfb\u7edf\u5ef6\u8fdf\u635f\u5bb3\u7ebf\u4e0a\u5e94\u7528\u6027\u80fd\u4e4b\u524d\u89e6\u53d1\u52a8\u6001\u6269\u7f29\u5bb9\u3002<\/p>\n \u6c34\u5e73\u6269\u5c55\u5982\u4f55\u9632\u6b62\u54cd\u5e94\u5ef6\u8fdf\uff1f<\/h3>\n \u6c34\u5e73\u6269\u5c55\u4f1a\u5728\u6d41\u91cf\u9ad8\u5cf0\u671f\u95f4\u8de8\u8ba1\u7b97\u8282\u70b9\u90e8\u7f72\u65b0\u7684\u5bb9\u5668\u5b9e\u4f8b\u3002\u4f60\u53ef\u4ee5\u5c06\u4f20\u5165\u7528\u6237\u8bf7\u6c42\u5206\u644a\u5230\u591a\u4e2a\u6d3b\u8dc3\u5de5\u4f5c\u8282\u70b9\u4e0a\u3002\u8fd9\u6837\u53ef\u4ee5\u964d\u4f4e\u5355\u5b9e\u4f8b\u961f\u5217\u957f\u5ea6\uff0c\u5e76\u6e05\u9664\u79ef\u538b\u3002\u5206\u6563\u63d0\u793a\u8bf7\u6c42\u80fd\u591f\u5728\u6d41\u91cf\u610f\u5916\u589e\u957f\u65f6\u4fdd\u62a4\u57fa\u7840\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n \u4ec0\u4e48\u662f Time-to-First-Token\uff0c\u4e3a\u4ec0\u4e48\u8981\u8ddf\u8e2a\u5b83\uff1f<\/h3>\n Time-to-First-Token \u6307\u6a21\u578b\u751f\u6210\u7b2c\u4e00\u4e2a\u8f93\u51fa Token \u4e4b\u524d\u7684\u5ef6\u8fdf\u3002\u4f60\u9700\u8981\u8ddf\u8e2a\u8fd9\u4e00\u5ef6\u8fdf\u6307\u6807\uff0c\u4ee5\u8bc4\u4f30\u961f\u5217\u7b49\u5f85\u65f6\u95f4\u3002\u8f83\u9ad8\u5ef6\u8fdf\u610f\u5473\u7740\u5f85\u5904\u7406\u8bf7\u6c42\u7b49\u5f85\u8fc7\u4e45\u3002\u76d1\u63a7\u8fd9\u4e00\u4fe1\u53f7\u6709\u52a9\u4e8e\u4f60\u5728\u8d1f\u8f7d\u9ad8\u5cf0\u671f\u95f4\u7ba1\u7406\u9ad8\u4f18\u5148\u7ea7\u8bf7\u6c42\u3002<\/p>\n \u9884\u70ed\u5de5\u4f5c\u6c60\u5982\u4f55\u5e2e\u52a9\u81ea\u52a8\u6269\u7f29\u5bb9\uff1f<\/h3>\n \u9884\u70ed\u5de5\u4f5c\u6c60\u4f1a\u8ba9\u5f85\u547d\u5bb9\u5668\u6301\u7eed\u4fdd\u6301\u6d3b\u8dc3\u73af\u5883\u3002\u8fd9\u6837\uff0c\u4f60\u5c31\u80fd\u5728\u6d41\u91cf\u7a81\u7136\u4e0a\u5347\u65f6\u8df3\u8fc7\u7f13\u6162\u7684\u6a21\u578b\u521d\u59cb\u5316\u8fc7\u7a0b\u3002\u8fd9\u4e9b\u7a7a\u95f2\u5b9e\u4f8b\u53ef\u4ee5\u7acb\u5373\u5904\u7406\u65b0\u5230\u8fbe\u7684\u6279\u91cf\u8bf7\u6c42\u3002\u5373\u65f6\u53ef\u7528\u7684\u5de5\u4f5c\u8282\u70b9\u80fd\u591f\u5728\u9ad8\u6d41\u91cf\u538b\u529b\u4e0b\u4fdd\u62a4\u6838\u5fc3\u670d\u52a1\uff0c\u5e76\u5e2e\u52a9\u7cfb\u7edf\u5904\u7406\u6392\u961f\u8bf7\u6c42\u3002<\/p>\n Scale to Zero \u5982\u4f55\u964d\u4f4e\u8fd0\u8425\u6210\u672c\uff1f<\/h3>\n \u5728\u7a7a\u95f2\u65f6\u6bb5\uff0c\u4f60\u53ef\u4ee5\u5c06\u8ba1\u7b97\u8282\u70b9\u7f29\u51cf\u5230\u96f6\u3002\u672a\u4f7f\u7528\u5b9e\u4f8b\u4f1a\u5c06\u6602\u8d35\u7684 GPU \u786c\u4ef6\u91ca\u653e\u56de\u96c6\u7fa4\u3002\u8fd9\u6837\u7684\u81ea\u52a8\u5316\u65b9\u5f0f\u80fd\u591f\u6d88\u9664\u989d\u5916\u652f\u51fa\uff0c\u540c\u65f6\u4fdd\u6301\u7cfb\u7edf\u968f\u65f6\u51c6\u5907\u63a5\u6536\u65b0\u8bf7\u6c42\u3002\u5f15\u64ce\u4f1a\u5728\u6536\u5230\u65b0\u7684\u8bf7\u6c42\u540e\u7acb\u5373\u91cd\u65b0\u6fc0\u6d3b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" \u4f60\u7684 AI \u63a8\u7406\u670d\u52a1\u53ef\u4ee5\u901a\u8fc7\u961f\u5217\u6df1\u5ea6\u8ddf\u8e2a\u3001\u8282\u70b9\u9884\u70ed\u3001\u6c34\u5e73\u6269\u5c55\u526f\u672c\u4ee5\u53ca\u4e3b\u52a8\u6d41\u91cf\u6574\u5f62\u6765\u5438\u6536\u7a81\u53d1\u6d41\u91cf\u9ad8\u5cf0\u3002\u5bf9\u4e8e\u91cd\u8d1f\u8f7d\u573a\u666f\uff0c\u4f20\u7edf\u7684\u81ea\u52a8\u6269\u7f29\u5bb9\u6307\u6807\uff08\u5982 CPU \u4f7f\u7528\u7387\uff09\u5f80\u5f80\u5931\u6548\u3002GPU \u4f1a\u5728\u542f\u52a8\u65f6\u9884\u5148\u5206\u914d\u663e\u5b58\uff0c\u4ece\u800c\u63a9\u76d6\u771f\u5b9e\u5229\u7528\u7387\uff0c\u800c\u4f20\u5165\u8bf7\u6c42\u5374\u53ef\u80fd\u6b63\u5728\u4e0d\u65ad\u5806\u79ef\u3002\u5927\u578b\u6a21\u578b\u7684\u51b7\u542f\u52a8\u5ef6\u8fdf\u4e5f\u4f1a\u5728\u8d1f\u8f7d\u9aa4\u53d8\u65f6\u8fdb\u4e00\u6b65\u635f\u5bb3\u7cfb\u7edf\u54cd\u5e94\u80fd\u529b\u3002\u4f60\u5fc5\u987b\u76d1\u63a7\u961f\u5217\u4fe1\u53f7\uff0c\u624d\u80fd\u8bc4\u4f30\u7528\u6237\u9700\u6c42\u538b\u529b\u4e0b LLM \u7684\u771f\u5b9e\u8868\u73b0\u3002\u8fd9\u79cd\u7b56\u7565\u80fd\u591f\u6ee1\u8db3\u9ad8\u541e\u5410\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u4e2d\u7684\u4e25\u683c\u5ef6\u8fdf\u8981\u6c42\u3002\u56e0\u6b64\uff0c\u4f60\u65e2\u80fd\u5728\u4e0d\u4e3a\u95f2\u7f6e\u7b97\u529b\u786c\u4ef6\u8fc7\u5ea6\u4ed8\u8d39\u7684\u524d\u63d0\u4e0b\u7ef4\u6301\u4f4e\u5ef6\u8fdf\u6807\u51c6\uff0c\u53c8\u80fd\u4fdd\u969c\u6838\u5fc3 LLM \u5e94\u7528\u7684\u7a33\u5b9a\u8fd0\u884c\u3002 AI \u5de5\u4f5c\u8d1f\u8f7d\u81ea\u52a8\u6269\u7f29\u5bb9\u7684\u5173\u952e\u6307\u6807 \u8ddf\u8e2a\u961f\u5217\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f CPU \u4f7f\u7528\u7387 \u5f53\u4f60\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8fd0\u884c\u7e41\u5fd9\u7684 AI \u63a8\u7406\u670d\u52a1\u65f6\uff0c\u6807\u51c6 CPU \u4f7f\u7528\u7387\u6307\u6807\u5e76\u4e0d\u80fd\u53cd\u6620\u771f\u5b9e\u60c5\u51b5\u3002\u73b0\u4ee3 LLM \u8fd0\u884c\u65f6\u5f15\u64ce\u901a\u5e38\u4f1a\u5728\u5bb9\u5668\u542f\u52a8\u65f6\u7acb\u5373\u9884\u5206\u914d\u53ef\u7528 GPU 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64x \u66f4\u6162<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

\u5728\u8fd9\u4e00\u7279\u5b9a\u6a21\u578b\u670d\u52a1\u573a\u666f\u4e2d\uff0c\u4ece\u78c1\u76d8\u52a0\u8f7d\u6743\u91cd\u7684\u901f\u5ea6\u6bd4\u4ece GPU memory cache \u52a0\u8f7d\u5feb 64 \u500d\u3002\u4f60\u5e94\u5f53\u4f18\u5316\u672c\u5730\u78c1\u76d8\u8bbf\u95ee\uff0c\u4ee5\u4fbf\u5728 LLM \u5de5\u4f5c\u8282\u70b9\u5feb\u901f\u6269\u5bb9\u65f6\u52a0\u901f\u90e8\u7f72\u3002<\/p>\n

\u7cfb\u7edf\u5de5\u7a0b\u5e08\u4f1a\u901a\u8fc7\u5c06\u5feb\u901f\u672c\u5730\u78c1\u76d8\u8bbf\u95ee\u4e0e\u5f39\u6027 GPU \u5206\u914d\u7ed3\u5408\u8d77\u6765\uff0c\u907f\u514d\u542f\u52a8\u9636\u6bb5\u7684\u74f6\u9888\u3002\u5feb\u901f\u6743\u91cd\u52a0\u8f7d\u80fd\u591f\u964d\u4f4e\u5904\u7406\u5b9e\u65f6\u8bf7\u6c42\u7684\u6d3b\u8dc3 LLM \u63a8\u7406\u6d41\u6c34\u7ebf\u7684\u521d\u59cb\u5ef6\u8fdf\u3002\u667a\u80fd\u5185\u5b58\u4f18\u5316\u53ef\u8ba9\u7cfb\u7edf\u968f\u65f6\u51c6\u5907\u597d\u627f\u63a5\u5e76\u53d1\u8bf7\u6c42\u548c\u590d\u6742\u7528\u6237\u8bf7\u6c42\u3002\u9ad8\u6548\u7684\u6587\u4ef6\u4f20\u8f93\u534f\u8bae\u4f1a\u5c06 LLM \u53c2\u6570\u76f4\u63a5\u6d41\u5f0f\u4f20\u9001\u5230\u786c\u4ef6\u8d44\u6e90\u4e2d\u3002\u8fd9\u6837\u7684\u4f18\u5316\u65b9\u6cd5\u65e2\u80fd\u7ef4\u6301\u5e73\u53f0\u9ad8\u6027\u80fd\uff0c\u53c8\u80fd\u51cf\u5c11\u6240\u6709\u6d3b\u8dc3\u670d\u52a1\u4e2d\u7684\u51b7\u542f\u52a8\u5ef6\u8fdf\u3002<\/p>\n

\u9884\u70ed\u5de5\u4f5c\u6c60\u5b9e\u73b0\u5373\u65f6\u627f\u8f7d<\/h3>\n
\u9884\u70ed\u5de5\u4f5c\u6c60\u80fd\u591f\u5728\u7a81\u53d1\u8d1f\u8f7d\u9ad8\u5cf0\u671f\u95f4\u5b88\u4f4f\u76ee\u6807\u5ef6\u8fdf\u3002\u5f85\u547d\u5b9e\u4f8b\u4f1a\u7ef4\u6301\u6d3b\u8dc3\u7684\u8fd0\u884c\u65f6\u73af\u5883\uff0c\u4ece\u800c\u5728\u8bf7\u6c42\u5230\u8fbe\u65f6\u7acb\u5373\u5904\u7406\u6279\u91cf\u8bf7\u6c42\uff0c\u800c\u4e0d\u4f1a\u5f15\u5165\u989d\u5916\u7f51\u7edc\u5ef6\u8fdf\u3002\u8fd9\u4e9b\u7a7a\u95f2\u5bb9\u5668\u5728\u5904\u7406\u771f\u5b9e LLM \u4efb\u52a1\u524d\u65e0\u9700\u7ecf\u5386\u7f13\u6162\u7684\u521d\u59cb\u5316\u6b65\u9aa4\u3002\u667a\u80fd\u63a8\u7406\u5f15\u64ce\u4f1a\u5728\u961f\u5217\u6df1\u5ea6\u4e0a\u5347\u65f6\u7acb\u5373\u542f\u7528\u9884\u5206\u914d\u5b9e\u4f8b\u3002\u6070\u5f53\u7684\u5de5\u4f5c\u6c60\u89c4\u6a21\u7b56\u7565\u53ef\u4ee5\u4fdd\u62a4\u4f60\u7684\u6838\u5fc3\u670d\u52a1\u514d\u53d7\u7a81\u53d1\u7528\u6237\u8bf7\u6c42\u9ad8\u5cf0\u7684\u51b2\u51fb\u3002<\/p>\n
\u4f60\u53ef\u4ee5\u52a8\u6001\u7ba1\u7406\u9884\u70ed\u5bb9\u91cf\uff0c\u4ee5\u63a7\u5236 AI \u5e73\u53f0\u7684\u603b\u4f53\u7b97\u529b\u6210\u672c\u3002\u667a\u80fd LLM \u96c6\u7fa4\u81ea\u52a8\u5316\u4f1a\u7ef4\u6301\u4e00\u5b9a\u7684\u6d3b\u8dc3\u8282\u70b9\u57fa\u7ebf\uff0c\u65e2\u4e0d\u6d6a\u8d39\u786c\u4ef6\u8d44\u6e90\uff0c\u53c8\u80fd\u4fdd\u6301\u670d\u52a1\u968f\u65f6\u53ef\u7528\u3002\u4e13\u7528\u6269\u7f29\u5bb9\u7b97\u6cd5\u4f1a\u57fa\u4e8e\u5b9e\u65f6\u8bf7\u6c42\u548c\u5386\u53f2\u6d41\u91cf\u9ad8\u5cf0\uff0c\u8c03\u6574\u7528\u4e8e\u5904\u7406\u961f\u5217\u8bf7\u6c42\u7684\u5de5\u4f5c\u8282\u70b9\u53ef\u7528\u6027\u3002\u5c06\u9884\u70ed LLM \u5b9e\u4f8b\u4e0e\u5f39\u6027 GPU \u5206\u914d\u76f8\u7ed3\u5408\uff0c\u80fd\u591f\u63d0\u5347\u6bcf\u4e2a AI \u5f15\u64ce\u7684\u8d44\u6e90\u4f18\u5316\u6548\u679c\u3002\u6301\u7eed\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4f18\u5316\u53ef\u4ee5\u5e73\u7a33\u5904\u7406\u5927\u89c4\u6a21\u8bf7\u6c42\u3002\u8fd9\u79cd\u7a33\u5065\u7b56\u7565\u6709\u52a9\u4e8e\u7a33\u5b9a\u6d41\u5f0f\u5ef6\u8fdf\uff0c\u5e76\u786e\u4fdd\u6240\u6709\u6d3b\u8dc3\u670d\u52a1\u5b9e\u73b0\u5e73\u6ed1\u7684\u8fd0\u884c\u6269\u7f29\u5bb9\u3002<\/p>\n

\u9884\u6d4b\u5f0f\u81ea\u52a8\u6269\u7f29\u5bb9\u4e0e\u6d41\u91cf\u6574\u5f62<\/strong><\/h2>\n
\u5229\u7528\u9884\u6d4b\u6a21\u578b\u9884\u5224\u6d41\u91cf\u9ad8\u5cf0<\/h3>\n
\u9884\u6d4b\u5f0f\u81ea\u52a8\u6269\u7f29\u5bb9\u7cfb\u7edf\u4f1a\u5206\u6790\u5386\u53f2\u6d41\u91cf\u6a21\u5f0f\uff0c\u4ee5\u9884\u6d4b\u5373\u5c06\u5230\u6765\u7684\u6d41\u91cf\u9ad8\u5cf0\u3002\u4f60\u53ef\u4ee5\u5728\u65b0\u8bf7\u6c42\u7a81\u7834\u76ee\u6807\u5ef6\u8fdf\u4e0a\u9650\u4e4b\u524d\uff0c\u63d0\u524d\u9884\u914d\u786c\u4ef6\u3002\u6807\u51c6\u7684\u54cd\u5e94\u5f0f\u6269\u7f29\u5bb9\u7b56\u7565\u901a\u5e38\u8981\u7b49\u5230\u4e25\u91cd\u5ef6\u8fdf\u51fa\u73b0\u4e4b\u540e\u624d\u4f1a\u884c\u52a8\u3002\u9884\u6d4b\u7b97\u6cd5\u4f1a\u5206\u6790\u8fc7\u5f80\u6307\u6807\u8d8b\u52bf\uff0c\u4ece\u800c\u8bc6\u522b\u65e5\u5e38\u8fd0\u8425\u4e2d\u7684\u5468\u671f\u6027\u6d41\u91cf\u6a21\u5f0f\u3002\u8fd9\u6837\uff0c\u4f60\u4fbf\u53ef\u4ee5\u63d0\u524d\u90e8\u7f72\u989d\u5916\u57fa\u7840\u8bbe\u65bd\uff0c\u4ee5\u7ef4\u6301\u9762\u5bf9\u65b0\u8bf7\u6c42\u65f6\u7684\u7a33\u5b9a\u5bb9\u91cf\u3002\u73b0\u4ee3 AI \u5e73\u53f0\u8d8a\u6765\u8d8a\u4f9d\u8d56\u81ea\u52a8\u5316\u6307\u6807\u5206\u6790\u6765\u9884\u5224\u53d8\u5316\u4e2d\u7684\u7528\u6237\u9700\u6c42\u3002<\/p>\n
\u9884\u6d4b\u6a21\u578b\u4f1a\u5c06\u5b9e\u65f6\u9700\u6c42\u4e0e\u957f\u671f\u7cfb\u7edf\u6307\u6807\u7ed3\u5408\u8d77\u6765\u8fdb\u884c\u8bc4\u4f30\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u80fd\u591f\u5206\u6790\u5b9e\u65f6\u6d41\u91cf\uff0c\u5e76\u81ea\u52a8\u8c03\u6574\u670d\u52a1\u5668\u5bb9\u91cf\u3002\u4f60\u53ef\u4ee5\u5728\u7528\u6237\u8bf7\u6c42\u53d1\u8d77\u91cd\u578b\u63a8\u7406\u4efb\u52a1\u4e4b\u524d\uff0c\u9884\u5148\u914d\u7f6e\u4e13\u7528 GPU \u8282\u70b9\u3002\u8fd9\u79cd\u4e3b\u52a8\u4f18\u5316\u80fd\u591f\u5728\u7a81\u53d1\u6d41\u91cf\u9ad8\u5cf0\u671f\u95f4\u4fdd\u62a4\u5904\u7406\u901f\u5ea6\u3002\u56e0\u6b64\uff0c\u9884\u6d4b\u5f0f LLM \u81ea\u52a8\u6269\u7f29\u5bb9\u65e2\u80fd\u964d\u4f4e\u961f\u5217\u7b49\u5f85\u65f6\u95f4\uff0c\u53c8\u80fd\u5728\u6838\u5fc3 LLM \u670d\u52a1\u4e2d\u7ef4\u6301\u7a33\u5b9a\u541e\u5410\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fd8\u4f1a\u8ddf\u8e2a\u5386\u53f2\u6d41\u91cf\u6a21\u5f0f\uff0c\u4ee5\u4e0d\u65ad\u4f18\u5316\u672a\u6765\u7684\u8d44\u6e90\u51b3\u7b56\u3002<\/p>\n
\u9650\u6d41\u4e0e Scale to Zero<\/h3>\n
\u7d27\u6025\u6d41\u91cf\u6574\u5f62\u80fd\u591f\u5728\u7a81\u53d1\u8d1f\u8f7d\u9ad8\u5cf0\u4e0b\u4fdd\u62a4\u4f60\u7684 AI \u63a8\u7406\u670d\u52a1\u3002\u5f53\u5feb\u901f\u6269\u5bb9\u6765\u4e0d\u53ca\u53ca\u65f6\u914d\u7f6e\u786c\u4ef6\u65f6\uff0c\u9650\u6d41\u673a\u5236\u4f1a\u4e22\u5f03\u8d85\u989d\u8bf7\u6c42\u3002\u9650\u6d41\u53ef\u4ee5\u4fdd\u62a4\u6d3b\u8dc3\u8282\u70b9\u4e0d\u88ab\u4e25\u91cd\u8d1f\u8f7d\u62d6\u57ae\uff0c\u4ece\u800c\u7ef4\u6301\u9ad8\u4f18\u5148\u7ea7\u8bf7\u6c42\u7684\u6027\u80fd\u6307\u6807\u3002\u4f60\u5e94\u5f53\u5728\u8fb9\u7f18\u8def\u7531\u5c42\u5b9e\u65bd\u8fd9\u4e9b\u52a8\u6001\u6269\u7f29\u5bb9\u7b56\u7565\uff0c\u4ee5\u7ba1\u7406\u4e0d\u65ad\u53d8\u5316\u7684\u6d41\u91cf\u6a21\u5f0f\u548c\u6392\u961f\u8bf7\u6c42\u3002\u6709\u6548\u7684\u8bf7\u6c42\u8def\u7531\u53ef\u9632\u6b62\u590d\u6742 LLM \u5e94\u7528\u7684\u57fa\u7840\u8bbe\u65bd\u5d29\u6e83\uff0c\u540c\u65f6\u4fdd\u62a4\u6574\u4f53\u670d\u52a1\u5bb9\u91cf\u3002\u667a\u80fd\u8def\u7531\u8fd8\u4f1a\u4f18\u5316\u6bcf\u4e2a\u6d3b\u8dc3 LLM \u5f15\u64ce\u7684\u8d44\u6e90\u5229\u7528\u7387\u3002<\/p>\n
\u667a\u80fd\u4e14\u5177\u6709\u6210\u672c\u6548\u76ca\u7684\u6269\u7f29\u5bb9\u80fd\u591f\u5728\u4f4e\u8c37\u65f6\u6bb5\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3002\u5f53\u7528\u6237\u9700\u6c42\u4e0b\u964d\u65f6\uff0c\u4f60\u53ef\u4ee5\u5c06\u7a7a\u95f2\u8ba1\u7b97\u8282\u70b9\u7f29\u51cf\u5230\u96f6\u3002\u672a\u4f7f\u7528\u7684\u5de5\u4f5c\u5b9e\u4f8b\u4f1a\u5c06\u6602\u8d35\u7684 GPU \u786c\u4ef6\u91ca\u653e\u56de\u96c6\u7fa4\uff0c\u4ece\u800c\u6d88\u9664\u65e0\u8c13\u7684\u7b97\u529b\u5f00\u9500\u3002\u73b0\u4ee3 LLM \u81ea\u52a8\u6269\u7f29\u5bb9\u7cfb\u7edf\u4f1a\u5728\u6536\u5230\u65b0\u7684 LLM \u63d0\u793a\u8bf7\u6c42\u540e\u5feb\u901f\u91cd\u65b0\u6fc0\u6d3b\u3002\u81ea\u52a8\u5316\u4f18\u5316\u4f1a\u8ddf\u8e2a\u6548\u7387\u6307\u6807\uff0c\u4ee5\u5728\u670d\u52a1\u53ef\u7528\u6027\u4e0e\u4e25\u683c\u9884\u7b97\u7ea6\u675f\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u6301\u7eed\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4f18\u5316\u80fd\u591f\u5728\u5904\u7406\u652f\u6301\u578b\u8bf7\u6c42\u3001\u5e76\u53d1\u8bf7\u6c42\u548c\u6d3b\u8dc3\u8bf7\u6c42\u7684\u540c\u65f6\u7ef4\u6301\u670d\u52a1\u5065\u5eb7\uff0c\u5e76\u4e3a\u6bcf\u4e00\u4e2a\u6d3b\u8dc3 AI \u5f15\u64ce\u63d0\u4f9b\u6301\u7eed\u6027\u80fd\u4f18\u5316\u3002<\/p>\n
\u4fdd\u6301\u72b6\u6001\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027<\/strong><\/h2>\n
\u7f13\u5b58\u611f\u77e5\u578b\u6d41\u91cf\u8def\u7531<\/h3>\n
\u7f13\u5b58\u611f\u77e5\u578b\u6d41\u91cf\u8def\u7531\u53ef\u5e2e\u52a9\u4f60\u5728\u63a8\u7406\u8282\u70b9\u4e4b\u95f4\u4fdd\u7559\u72b6\u6001\u3002\u4f60\u53ef\u4ee5\u5c06\u4f20\u5165\u8bf7\u6c42\u5b9a\u5411\u5230\u5b58\u6709\u76f8\u5173 LLM \u7f13\u5b58\u6570\u636e\u7684\u7279\u5b9a\u5de5\u4f5c\u5b9e\u4f8b\u3002\u5171\u4eab\u7684\u63d0\u793a\u4e0a\u4e0b\u6587\u80fd\u591f\u907f\u514d\u5bf9\u91cd\u590d\u8bf7\u6c42\u8fdb\u884c\u5197\u4f59\u5904\u7406\u3002\u667a\u80fd\u8def\u7531\u7cfb\u7edf\u4f1a\u7ed3\u5408\u5b9e\u65f6\u6307\u6807\u4e0e\u5f53\u524d\u6d41\u91cf\u6a21\u5f0f\uff0c\u5c06\u65b0\u8bf7\u6c42\u5339\u914d\u5230\u5df2\u9884\u70ed\u7f13\u5b58\u7684\u5185\u5b58\u4f4d\u7f6e\u4e0a\u3002\u8fd9\u79cd\u5b9a\u5411\u5206\u53d1\u80fd\u591f\u63d0\u5347\u7cfb\u7edf\u6027\u80fd\u4e00\u81f4\u6027\uff0c\u5e76\u51cf\u5c11 AI \u670d\u52a1\u96c6\u7fa4\u4e2d\u7684\u8d44\u6e90\u4f18\u5316\u5f00\u9500\u3002\u8282\u70b9\u8def\u7531\u5668\u8fd8\u4f1a\u6301\u7eed\u76d1\u63a7\u6d3b\u8dc3\u7f13\u5b58\u72b6\u6001\uff0c\u4ee5\u4fbf\u5728\u9ad8\u8d1f\u8f7d\u671f\u95f4\u6700\u5927\u5316\u7f13\u5b58\u547d\u4e2d\u7387\u3002<\/p>\n
\u8def\u7531\u7b97\u6cd5\u4f1a\u5728\u5206\u53d1\u8bf7\u6c42\u524d\u5206\u6790\u63d0\u793a\u524d\u7f00\u3002\u4f60\u53ef\u4ee5\u5c06\u76f8\u4f3c\u8bf7\u6c42\u8def\u7531\u5230\u540c\u4e00\u4e2a GPU \u5de5\u4f5c\u8282\u70b9\uff0c\u4ee5\u6700\u5927\u5316\u7f13\u5b58\u590d\u7528\u3002\u8fd9\u79cd\u5185\u5b58\u4f18\u5316\u53ef\u4ee5\u5728\u9700\u6c42\u6fc0\u589e\u65f6\u964d\u4f4e\u54cd\u5e94\u5ef6\u8fdf\u3002\u9ad8\u6548\u7684\u8def\u7531\u6620\u5c04\u80fd\u591f\u9632\u6b62\u6d3b\u8dc3 LLM \u8fd0\u884c\u65f6\u5f15\u64ce\u4e4b\u95f4\u53d1\u751f\u7f13\u5b58\u6296\u52a8\u3002\u4f60\u7684 AI \u5e73\u53f0\u4f1a\u8ddf\u8e2a\u6027\u80fd\u6307\u6807\uff0c\u4ee5\u5728\u4fdd\u62a4\u6574\u4f53\u670d\u52a1\u8d28\u91cf\u7684\u540c\u65f6\uff0c\u4e3a\u5f85\u5904\u7406\u8bf7\u6c42\u7ef4\u6301\u5feb\u901f\u8f93\u51fa\u901f\u5ea6\u3002\u667a\u80fd\u8fde\u63a5\u6c60\u8fd8\u80fd\u5728\u5904\u7406\u7528\u6237\u8bf7\u6c42\u65f6\u964d\u4f4e\u7f51\u7edc\u5f00\u9500\u3002<\/p>\n
\u6ede\u540e\u673a\u5236\u4e0e\u51b7\u5374\u65f6\u95f4\u7ba1\u7406<\/h3>\n
\u6ede\u540e\u673a\u5236\u80fd\u591f\u9632\u6b62\u81ea\u52a8\u6269\u7f29\u5bb9\u96c6\u7fa4\u51fa\u73b0\u9891\u7e41\u6296\u52a8\u3002\u53d8\u5316\u4e2d\u7684\u6d41\u91cf\u6a21\u5f0f\u5f80\u5f80\u4f1a\u5bfc\u81f4\u6269\u7f29\u5bb9\u7ba1\u7406\u5668\u4e0d\u65ad\u589e\u5220\u5b9e\u4f8b\u3002\u4f60\u5e94\u5f53\u5728\u6269\u7f29\u5bb9\u7b56\u7565\u4e2d\u8bbe\u7f6e\u660e\u786e\u7684\u51b7\u5374\u65f6\u95f4\uff0c\u4ee5\u907f\u514d\u8fc7\u65e9\u7ec8\u6b62 LLM \u8282\u70b9\u3002\u6269\u7f29\u5bb9\u7cfb\u7edf\u5e94\u8bc4\u4f30\u79fb\u52a8\u5e73\u5747\u6307\u6807\uff0c\u800c\u4e0d\u662f\u77ac\u65f6\u6d41\u91cf\u5c16\u5cf0\u3002\u5ef6\u540e\u6267\u884c\u7f29\u5bb9\u64cd\u4f5c\uff0c\u80fd\u591f\u4e3a\u540e\u7eed\u8bf7\u6c42\u4fdd\u7559\u7a33\u5b9a\u7684\u5de5\u4f5c\u8282\u70b9\uff0c\u5e76\u5728\u9ad8\u5cf0\u65f6\u6bb5\u964d\u4f4e\u5ef6\u8fdf\u6307\u6807\u3002\u7a33\u5b9a\u7684\u5b9e\u4f8b\u7ec4\u8fd8\u53ef\u51cf\u5c11\u96c6\u7fa4\u8282\u70b9\u95f4\u9891\u7e41\u91cd\u65b0\u52a0\u8f7d\u4e0a\u4e0b\u6587\u7684\u60c5\u51b5\u3002<\/p>\n
\u5de5\u7a0b\u5e08\u4f1a\u8c03\u4f18\u51b7\u5374\u53c2\u6570\uff0c\u4ee5\u5e94\u5bf9\u6ce2\u52a8\u7684\u6d41\u91cf\u6a21\u5f0f\u3002\u5373\u4f7f\u6d3b\u8dc3\u7528\u6237\u6d41\u91cf\u5df2\u7ecf\u4e0b\u964d\uff0c\u4f60\u4e5f\u53ef\u4ee5\u6682\u65f6\u4fdd\u7559\u989d\u5916\u7684 LLM \u96c6\u7fa4\u5bb9\u91cf\uff0c\u4ee5\u4fdd\u969c\u670d\u52a1\u7a33\u5b9a\u3002\u6070\u5f53\u7684\u51b7\u5374\u8bbe\u7f6e\u80fd\u591f\u5b9e\u73b0\u5e73\u6ed1\u7684\u5bb9\u91cf\u4f18\u5316\uff0c\u5e76\u4e3a\u540e\u7eed\u8bf7\u6c42\u63d0\u4f9b\u53ef\u9760\u5904\u7406\u80fd\u529b\u3002\u5e73\u8861\u7684\u6269\u7f29\u5bb9\u7b56\u7565\u6709\u52a9\u4e8e\u964d\u4f4e\u6838\u5fc3 AI \u63a8\u7406\u670d\u52a1\u7684\u5ef6\u8fdf\u9608\u503c\u3002\u5bf9\u8fd0\u884c\u6307\u6807\u8fdb\u884c\u7cbe\u7ec6\u8c03\u4f18\uff0c\u53ef\u4ee5\u5728\u6240\u6709\u6d3b\u8dc3 LLM \u5de5\u4f5c\u8d1f\u8f7d\u548c\u7528\u6237\u8bf7\u6c42\u4e4b\u95f4\u7a33\u5b9a\u6574\u4f53\u670d\u52a1\u5bb9\u91cf\uff0c\u5e76\u7ef4\u6301\u4f4e\u5ef6\u8fdf\u3002\u53ef\u9760\u7684\u6269\u7f29\u5bb9\u6267\u884c\u673a\u5236\u5c06\u4e3a\u4f60\u7684\u6838\u5fc3 LLM \u5e94\u7528\u5728\u591a\u53d8\u7528\u6237\u9700\u6c42\u4e0b\u63d0\u4f9b\u575a\u5b9e\u4fdd\u969c\u3002<\/p>\n
\n
<\/div>\n<\/div>\n
AI \u63a8\u7406\u670d\u52a1\u901a\u8fc7\u961f\u5217\u6307\u6807\u8ddf\u8e2a\u3001\u5de5\u4f5c\u8282\u70b9\u9884\u70ed\u4ee5\u53ca\u6d41\u91cf\u6574\u5f62\u6765\u7ba1\u7406\u7a81\u53d1\u6d41\u91cf\u9ad8\u5cf0\u3002\u81ea\u52a8\u6269\u7f29\u5bb9\u7684 LLM \u80fd\u591f\u5206\u53d1\u8bf7\u6c42\u5e76\u6ee1\u8db3\u9700\u6c42\u3002\u81ea\u52a8\u6269\u7f29\u5bb9\u8fd8\u4f1a\u501f\u52a9\u9884\u6d4b\u7b97\u6cd5\u4e0e scale-to-zero \u529f\u80fd\uff0c\u5728\u4f4e\u5ef6\u8fdf\u6807\u51c6\u4e0e\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u4f60\u5fc5\u987b\u6301\u7eed\u4f18\u5316 MLOps \u6d41\u6c34\u7ebf\u3002\u901a\u8fc7\u8c03\u4f18\u51b7\u5374\u5468\u671f\u3001\u961f\u5217\u9608\u503c\u4ee5\u53ca\u515c\u5e95\u9650\u6d41\u89c4\u5219\uff0c\u53ef\u4ee5\u7a33\u5b9a\u4f20\u5165\u8bf7\u6c42\u3002\u4f18\u5316\u63aa\u65bd\u80fd\u591f\u5728\u6269\u7f29\u5bb9\u671f\u95f4\u4fdd\u62a4\u5e76\u53d1\u8bf7\u6c42\u3001\u6392\u961f\u8bf7\u6c42\u3001\u6279\u5904\u7406\u8bf7\u6c42\u3001\u5173\u952e\u8bf7\u6c42\u548c\u5ef6\u540e\u8bf7\u6c42\u3002AI \u5f15\u64ce\u8d1f\u8d23\u5904\u7406\u6838\u5fc3 LLM \u4efb\u52a1\u3001\u6838\u5fc3 LLM \u8fd0\u884c\u65f6\u3001\u6d3b\u8dc3 LLM \u6a21\u578b\u4ee5\u53ca\u53d7\u652f\u6301\u7684 LLM \u5de5\u4f5c\u8d1f\u8f7d\u3002AI \u4f18\u5316\u6709\u52a9\u4e8e\u7ef4\u6301\u4f4e\u5ef6\u8fdf\u9608\u503c\u3002\u81ea\u52a8\u6269\u7f29\u5bb9 LLM \u4f1a\u4f9d\u636e\u96c6\u7fa4\u6307\u6807\u3001\u8fd0\u884c\u6307\u6807\u548c\u8fd0\u884c\u65f6\u6307\u6807\u6765\u8c03\u6574\u5bb9\u91cf\uff0c\u4ece\u800c\u4fdd\u6301\u6838\u5fc3\u670d\u52a1\u5bf9 AI \u63a8\u7406\u7528\u6237\u8bf7\u6c42\u7684\u53ef\u9760\u652f\u6491\u3002<\/p>\n
\u5e38\u89c1\u95ee\u9898<\/strong><\/h2>\n
\u4e3a\u4ec0\u4e48\u6807\u51c6 CPU \u6307\u6807\u4e0d\u9002\u7528\u4e8e AI \u6269\u7f29\u5bb9\uff1f<\/h3>\n
\u6df1\u5ea6\u5b66\u4e60\u5f15\u64ce\u4f1a\u9884\u5148\u5206\u914d GPU \u663e\u5b58\u3002\u8fd9\u79cd\u9759\u6001\u5360\u7528\u4f1a\u63a9\u76d6\u771f\u5b9e\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5316\u3002\u4f60\u5e94\u76d1\u63a7\u4f20\u5165\u8bf7\u6c42\u548c\u961f\u5217\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f CPU \u4f7f\u7528\u7387\u3002\u8ddf\u8e2a\u5f85\u5904\u7406\u8bf7\u6c42\uff0c\u6709\u52a9\u4e8e\u4f60\u5728\u7cfb\u7edf\u5ef6\u8fdf\u635f\u5bb3\u7ebf\u4e0a\u5e94\u7528\u6027\u80fd\u4e4b\u524d\u89e6\u53d1\u52a8\u6001\u6269\u7f29\u5bb9\u3002<\/p>\n
\u6c34\u5e73\u6269\u5c55\u5982\u4f55\u9632\u6b62\u54cd\u5e94\u5ef6\u8fdf\uff1f<\/h3>\n
\u6c34\u5e73\u6269\u5c55\u4f1a\u5728\u6d41\u91cf\u9ad8\u5cf0\u671f\u95f4\u8de8\u8ba1\u7b97\u8282\u70b9\u90e8\u7f72\u65b0\u7684\u5bb9\u5668\u5b9e\u4f8b\u3002\u4f60\u53ef\u4ee5\u5c06\u4f20\u5165\u7528\u6237\u8bf7\u6c42\u5206\u644a\u5230\u591a\u4e2a\u6d3b\u8dc3\u5de5\u4f5c\u8282\u70b9\u4e0a\u3002\u8fd9\u6837\u53ef\u4ee5\u964d\u4f4e\u5355\u5b9e\u4f8b\u961f\u5217\u957f\u5ea6\uff0c\u5e76\u6e05\u9664\u79ef\u538b\u3002\u5206\u6563\u63d0\u793a\u8bf7\u6c42\u80fd\u591f\u5728\u6d41\u91cf\u610f\u5916\u589e\u957f\u65f6\u4fdd\u62a4\u57fa\u7840\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n
\u4ec0\u4e48\u662f Time-to-First-Token\uff0c\u4e3a\u4ec0\u4e48\u8981\u8ddf\u8e2a\u5b83\uff1f<\/h3>\n
Time-to-First-Token \u6307\u6a21\u578b\u751f\u6210\u7b2c\u4e00\u4e2a\u8f93\u51fa Token \u4e4b\u524d\u7684\u5ef6\u8fdf\u3002\u4f60\u9700\u8981\u8ddf\u8e2a\u8fd9\u4e00\u5ef6\u8fdf\u6307\u6807\uff0c\u4ee5\u8bc4\u4f30\u961f\u5217\u7b49\u5f85\u65f6\u95f4\u3002\u8f83\u9ad8\u5ef6\u8fdf\u610f\u5473\u7740\u5f85\u5904\u7406\u8bf7\u6c42\u7b49\u5f85\u8fc7\u4e45\u3002\u76d1\u63a7\u8fd9\u4e00\u4fe1\u53f7\u6709\u52a9\u4e8e\u4f60\u5728\u8d1f\u8f7d\u9ad8\u5cf0\u671f\u95f4\u7ba1\u7406\u9ad8\u4f18\u5148\u7ea7\u8bf7\u6c42\u3002<\/p>\n
\u9884\u70ed\u5de5\u4f5c\u6c60\u5982\u4f55\u5e2e\u52a9\u81ea\u52a8\u6269\u7f29\u5bb9\uff1f<\/h3>\n
\u9884\u70ed\u5de5\u4f5c\u6c60\u4f1a\u8ba9\u5f85\u547d\u5bb9\u5668\u6301\u7eed\u4fdd\u6301\u6d3b\u8dc3\u73af\u5883\u3002\u8fd9\u6837\uff0c\u4f60\u5c31\u80fd\u5728\u6d41\u91cf\u7a81\u7136\u4e0a\u5347\u65f6\u8df3\u8fc7\u7f13\u6162\u7684\u6a21\u578b\u521d\u59cb\u5316\u8fc7\u7a0b\u3002\u8fd9\u4e9b\u7a7a\u95f2\u5b9e\u4f8b\u53ef\u4ee5\u7acb\u5373\u5904\u7406\u65b0\u5230\u8fbe\u7684\u6279\u91cf\u8bf7\u6c42\u3002\u5373\u65f6\u53ef\u7528\u7684\u5de5\u4f5c\u8282\u70b9\u80fd\u591f\u5728\u9ad8\u6d41\u91cf\u538b\u529b\u4e0b\u4fdd\u62a4\u6838\u5fc3\u670d\u52a1\uff0c\u5e76\u5e2e\u52a9\u7cfb\u7edf\u5904\u7406\u6392\u961f\u8bf7\u6c42\u3002<\/p>\n
Scale to Zero \u5982\u4f55\u964d\u4f4e\u8fd0\u8425\u6210\u672c\uff1f<\/h3>\n
\u5728\u7a7a\u95f2\u65f6\u6bb5\uff0c\u4f60\u53ef\u4ee5\u5c06\u8ba1\u7b97\u8282\u70b9\u7f29\u51cf\u5230\u96f6\u3002\u672a\u4f7f\u7528\u5b9e\u4f8b\u4f1a\u5c06\u6602\u8d35\u7684 GPU \u786c\u4ef6\u91ca\u653e\u56de\u96c6\u7fa4\u3002\u8fd9\u6837\u7684\u81ea\u52a8\u5316\u65b9\u5f0f\u80fd\u591f\u6d88\u9664\u989d\u5916\u652f\u51fa\uff0c\u540c\u65f6\u4fdd\u6301\u7cfb\u7edf\u968f\u65f6\u51c6\u5907\u63a5\u6536\u65b0\u8bf7\u6c42\u3002\u5f15\u64ce\u4f1a\u5728\u6536\u5230\u65b0\u7684\u8bf7\u6c42\u540e\u7acb\u5373\u91cd\u65b0\u6fc0\u6d3b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
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