{"id":3235,"date":"2024-10-09T18:24:33","date_gmt":"2024-10-09T10:24:33","guid":{"rendered":"http:\/\/blog.cloud500.net\/?p=3235"},"modified":"2024-10-09T18:24:33","modified_gmt":"2024-10-09T10:24:33","slug":"openai-%e5%87%bb%e8%b4%a5-google-%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd%e7%9a%84%e9%98%b3%e8%b0%8b-%e5%a4%9a%e6%95%b0%e6%8d%ae%e4%b8%ad%e5%bf%83%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"http:\/\/blog.cloud500.ai\/?p=3235","title":{"rendered":"OpenAI \u51fb\u8d25 Google \u57fa\u7840\u8bbe\u65bd\u7684\u9633\u8c0b \u2014\u2014 \u591a\u6570\u636e\u4e2d\u5fc3\u8bad\u7ec3"},"content":{"rendered":"\n<p>\u968f\u7740 Scaling laws \u7684\u6301\u7eed\uff0cAI \u57fa\u7840\u8bbe\u65bd\u7684\u5efa\u8bbe\u70ed\u5ea6\u6301\u7eed\u6500\u5347\u3002\u73b0\u5728\uff0c\u9886\u5148\u7684 AI \u6a21\u578b\u8bad\u7ec3\u96c6\u7fa4\u5df2\u8fbe\u5230 10 \u4e07 GPU\uff0c\u9884\u8ba1\u5230 2025 \u5e74\u5c06\u8d85\u8fc7 30 \u4e07 GPU\u3002\u7136\u800c\uff0c\u53d7\u9650\u4e8e\u5efa\u8bbe\u5468\u671f\u3001\u8bb8\u53ef\u3001\u6cd5\u89c4\u9650\u5236\u4ee5\u53ca\u7535\u529b\u4f9b\u5e94\u7b49\u5ba2\u89c2\u6761\u4ef6\u7684\u9650\u5236\uff0c\u4f20\u7edf\u53ea\u5728\u5355\u4e2a\u6570\u636e\u4e2d\u5fc3\u8fdb\u884c\u5927\u578b\u6a21\u578b\u8bad\u7ec3\u7684\u65b9\u6cd5\u6b63\u9762\u4e34\u7740\u68d8\u624b\u7684\u6027\u80fd\u74f6\u9888\u3002<\/p>\n\n\n\n<p>Google\u3001OpenAI \u548c Anthropic \u5df2\u5206\u522b\u8ba1\u5212\u5c06\u5927\u578b\u6a21\u578b\u8bad\u7ec3\u6269\u5c55\u81f3\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u3002Google \u51ed\u501f\u5176\u5168\u7403\u9886\u5148\u7684\u8ba1\u7b97\u7cfb\u7edf\uff0c\u7387\u5148\u653b\u514b\u5927\u89c4\u6a21\u57fa\u5efa\u7684\u591a\u9879\u5173\u952e\u6280\u672f\uff0c\u5982\u673a\u67b6\u6db2\u51b7\u67b6\u6784\u548c\u591a\u6570\u636e\u4e2d\u5fc3\u8bad\u7ec3\u7b49\u3002<\/p>\n\n\n\n<p>Gemini 1 Ultra \u6a21\u578b\u662f\u5728\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\u3002\u5c3d\u7ba1\u5176\u8ba1\u7b97\u80fd\u529b\uff08FLOPS\uff09\u66f4\u9ad8\uff0c\u4f46\u5728\u5408\u6210\u6570\u636e\u3001\u5f3a\u5316\u5b66\u4e60\u548c\u6a21\u578b\u67b6\u6784\u65b9\u9762\uff0c\u73b0\u6709\u6a21\u578b\u4ecd\u7136\u843d\u540e\u4e8e OpenAI \u548c Anthropic\u3002\u7136\u800c\uff0c\u968f\u7740 Gemini 2 \u7684\u5373\u5c06\u53d1\u5e03\uff0c\u8fd9\u79cd\u60c5\u51b5\u53d1\u751f\u4e86\u6539\u53d8\u3002\u6b64\u5916\uff0c\u5230 2025 \u5e74\uff0cGoogle \u9884\u8ba1\u5c06\u5177\u5907\u5728\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u4e0a\u8fdb\u884c\u5343\u5146\u74e6\u7ea7\u8bad\u7ec3\u7684\u80fd\u529b\u3002\u4f46\u4ee4\u4eba\u610f\u5916\u7684\u662f\uff0cGoogle \u7684\u957f\u671f\u89c4\u5212\u8fdc\u4e0d\u5982OpenAI\u548c\u5fae\u8f6f\u6fc0\u8fdb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"612\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-39.webp\" alt=\"\" class=\"wp-image-3241\"\/><\/figure>\n\n\n\n<p>\u591a\u6570\u4f01\u4e1a\u521a\u5f00\u59cb\u91c7\u7528\u57fa\u4e8e Nvidia GB200 \u67b6\u6784\u7684\u9ad8\u5bc6\u5ea6\u6db2\u51b7AI\u82af\u7247\uff0c\u9884\u8ba1\u5230\u660e\u5e74\uff0c\u8fd9\u4e00\u6570\u91cf\u5c06\u6269\u5c55\u81f3\u6570\u767e\u4e07\u53f0\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGoogle \u5df2\u7ecf\u90e8\u7f72\u4e86\u6570\u767e\u4e07\u6db2\u51b7 TPU\uff0c\u6db2\u51b7 AI \u82af\u7247\u7684\u5bb9\u91cf\u8d85\u8fc7\u4e00\u5343\u5146\u74e6\u3002\u5728\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u4e0a\uff0cGoogle \u660e\u663e\u9886\u5148\u4e8e\u7ade\u4e89\u5bf9\u624b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"808\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-59.webp\" alt=\"\" class=\"wp-image-3262\"\/><\/figure>\n\n\n\n<p>\u5982\u4e0a\u56fe\u6240\u793a\uff0cAI \u8bad\u7ec3\u57fa\u5730\u7684\u7535\u529b\u5bb9\u91cf\u63a5\u8fd1 300MW\uff0c\u9884\u8ba1\u660e\u5e74\u5c06\u589e\u81f3 500MW\u3002\u8fd9\u4e9b\u8bbe\u65bd\u4e0d\u4ec5\u89c4\u6a21\u5e9e\u5927\uff0c\u5728\u80fd\u6548\u4e0a\u4e5f\u6709\u51fa\u8272\u8868\u73b0\u3002\u4e0b\u56fe\u663e\u793a\uff0c\u5927\u578b\u51b7\u5374\u5854\u548c\u96c6\u4e2d\u5f0f\u6c34\u5faa\u73af\u7cfb\u7edf\u901a\u8fc7\u6c34\u7ba1\u8fde\u63a5\u81f3\u4e09\u4e2a\u5efa\u7b51\uff0c\u80fd\u591f\u6709\u6548\u6563\u70ed\u7ea6 200MW\u3002\u6839\u636e\u6700\u65b0\u7684\u73af\u5883\u62a5\u544a\uff0c\u8be5\u7cfb\u7edf\u4f7f\u5f97 Google \u5728\u5927\u90e8\u5206\u65f6\u95f4\u65e0\u9700\u4f7f\u7528\u51b7\u6c34\u673a\u7ec4\uff0c\u5176\u5728 2023 \u5e74\u5b9e\u73b0\u4e86 1.1 \u7684 PUE\uff0c\u5c55\u73b0\u4e86\u5176\u5353\u8d8a\u7684\u80fd\u8017\u7ba1\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1069\" height=\"722\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-36.webp\" alt=\"\" class=\"wp-image-3238\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u4ec5\u663e\u793a\u4e86\u6c34\u51b7\u7cfb\u7edf\uff0c\u6c34\u901a\u8fc7\u76f4\u63a5\u51b7\u5374\u7cfb\u7edf\u8f93\u9001\u81f3\u82af\u7247\uff0c\u518d\u901a\u8fc7\u6db2-\u6db2\u6362\u70ed\u5668\u5c06\u70ed\u91cf\u4f20\u9012\u81f3\u4e2d\u592e\u6c34\u7cfb\u7edf\u3002\u8fd9\u4e00\u9ad8\u6548\u8282\u80fd\u7684\u7cfb\u7edf\u7c7b\u4f3c\u4e8e Nvidia GB200 \u7684\u6db2-\u6db2\u51b7\u5374\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u800c\u5728\u53e6\u5916\u4e00\u8fb9\uff0c\u5fae\u8f6f\u76ee\u524d\u6700\u5927\u7684\u8bad\u7ec3\u96c6\u7fa4\uff08\u5982\u56fe\u6240\u793a\uff09\u4e0d\u652f\u6301\u6db2\u51b7\u3002\u5c3d\u7ba1\u5176\u5efa\u7b51\u9762\u79ef\u4e0e Google \u76f8\u5f53\uff0c\u4f46\u6bcf\u680b\u5efa\u7b51\u7684 IT \u5bb9\u91cf\u4f4e\u7ea6 35%\u3002\u6570\u636e\u663e\u793a\uff0c\u5fae\u8f6f\u7684 PUE \u4e3a 1.223\uff0c\u4e0d\u8fc7\u8fd9\u79cd\u8ba1\u7b97\u65b9\u5f0f\u5bf9\u7a7a\u6c14\u51b7\u5374\u7cfb\u7edf\u66f4\u4e3a\u6709\u5229\uff0c\u56e0\u4e3a\u5b83\u672a\u5145\u5206\u8003\u8651\u670d\u52a1\u5668\u5185\u90e8\u98ce\u6247\u7684\u529f\u7387\u3002\u5728 H100 \u7a7a\u6c14\u51b7\u5374\u670d\u52a1\u5668\u4e2d\uff0c\u98ce\u6247\u529f\u7387\u6d88\u8017\u8d85\u8fc7 15%\uff0c\u800c\u5728\u6db2\u51b7 DLC \u670d\u52a1\u5668\u4e2d\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u4f4e\u4e8e 5%\u3002\u56e0\u6b64\uff0c\u5fae\u8f6f\u6bcf\u74e6\u7279\u82af\u7247\u529f\u7387\u9700\u989d\u5916\u6d88\u8017\u7ea6 45% \u7684\u529f\u7387\u7528\u4e8e\u670d\u52a1\u5668\u98ce\u6247\u3001\u51b7\u5374\u7cfb\u7edf\u548c\u5176\u4ed6\u975e IT \u8d1f\u8f7d\uff0c\u800c Google \u53ea\u9700\u6bcf\u74e6\u989d\u5916\u6d88\u8017 15%\u3002\u8003\u8651\u5230 TPU \u7684\u9ad8\u6548\u6027\uff0cGoogle \u7684\u6574\u4f53\u80fd\u6548\u4f18\u52bf\u663e\u5f97\u66f4\u52a0\u660e\u663e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"967\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-49.webp\" alt=\"\" class=\"wp-image-3251\"\/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5728\u4e9a\u5229\u6851\u90a3\u5dde\u7684\u6c99\u6f20\u73af\u5883\u4e2d\u63d0\u9ad8\u80fd\u6e90\u6548\u7387\uff0c\u5fae\u8f6f\u6d88\u8017\u4e86\u5927\u91cf\u6c34\u8d44\u6e90\uff0c\u5176\u6c34\u6548\u6bd4\u8fbe\u5230\u4e86 2.24 L\/kWh\uff0c\u8fdc\u8d85\u6574\u4f53\u5e73\u5747\u503c 0.49 \u548c Google \u7565\u9ad8\u4e8e 1 \u7684\u6c34\u5e73\u3002\u8fd9\u79cd\u9ad8\u6c34\u8017\u5f15\u8d77\u4e86\u5a92\u4f53\u7684\u8d1f\u9762\u62a5\u9053\uff0c\u4fc3\u4f7f\u5fae\u8f6f\u5728\u65b0\u5efa\u6570\u636e\u4e2d\u5fc3\u4e2d\u91c7\u7528\u7a7a\u6c14\u51b7\u5374\u51b7\u6c34\u673a\u7ec4\u3002\u5c3d\u7ba1\u8fd9\u6837\u505a\u5c06\u51cf\u5c11\u7528\u6c34\u91cf\uff0c\u4f46\u9884\u8ba1\u4f1a\u63d0\u9ad8 PUE\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u6269\u5927\u4e0e Google \u5728\u80fd\u6e90\u6548\u7387\u4e0a\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6839\u636e\u5f53\u524d\u7684\u6570\u636e\u4e2d\u5fc3\u8bbe\u8ba1\uff0cGoogle \u7684\u57fa\u7840\u8bbe\u65bd\u6548\u7387\u66f4\u9ad8\uff0c\u80fd\u591f\u66f4\u5feb\u5730\u5efa\u8bbe\u5146\u74e6\u7ea7\u8bbe\u65bd\u3002\u6bcf\u680b\u5efa\u7b51\u7684\u5bb9\u91cf\u63d0\u9ad8\u4e86 50% \u4ee5\u4e0a\uff0c\u540c\u65f6\u6bcf\u5355\u4f4d IT \u8d1f\u8f7d\u7684\u7535\u529b\u9700\u6c42\u51cf\u5c11\uff0c\u8fd9\u52a0\u901f\u4e86\u5176\u6570\u636e\u4e2d\u5fc3\u7684\u5efa\u8bbe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 01\uff1aGoogle AI \u7684\u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd<\/strong><\/h2>\n\n\n\n<p>Google \u4ee5\u5176\u72ec\u7279\u7684\u65b9\u5f0f\u6784\u5efa\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u5355\u4f53\u6570\u636e\u4e2d\u5fc3\u5df2\u8d85\u8d8a\u5fae\u8f6f\u3001\u4e9a\u9a6c\u900a\u548c Meta\uff0c\u4f46\u8fd9\u4ec5\u4ec5\u662f\u5176\u57fa\u7840\u8bbe\u65bd\u4f18\u52bf\u7684\u4e00\u90e8\u5206\u3002\u5728\u8fc7\u53bb\u7684\u5341\u5e74\u4e2d\uff0cGoogle \u6301\u7eed\u6269\u5927\u5176\u56ed\u533a\u7684\u89c4\u6a21\u3002\u4ee5\u4f4d\u4e8e\u7231\u8377\u534e\u5dde Council Bluffs \u7684\u56ed\u533a\u4e3a\u4f8b\uff0c\u5c3d\u7ba1\u8be5\u56ed\u533a\u5df2\u8fd0\u8425\u591a\u5e74\uff0c\u5176\u897f\u90e8\u533a\u57df\u7684 IT \u5bb9\u91cf\u9ad8\u8fbe 300MW\u3002\u5176\u4e2d\u5927\u90e8\u5206\u5bb9\u91cf\u7528\u4e8e\u4f20\u7edf\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u4f46\u636e\u63a8\u6d4b\uff0c\u90e8\u5206\u5efa\u7b51\u5185\u90e8\u7f72\u4e86\u5927\u91cf TPU\u3002\u968f\u7740\u4e1c\u90e8\u533a\u57df\u91c7\u7528\u6700\u65b0\u7684\u6570\u636e\u4e2d\u5fc3\u8bbe\u8ba1\u8fdb\u884c\u6269\u5efa\uff0c\u9884\u8ba1 Google \u7684 AI \u8bad\u7ec3\u80fd\u529b\u5c06\u5f97\u5230\u663e\u8457\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"882\" height=\"407\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-38.webp\" alt=\"\" class=\"wp-image-3240\"\/><\/figure>\n\n\n\n<p>Google \u6700\u5927\u7684 AI \u6570\u636e\u4e2d\u5fc3\u4e5f\u76f8\u8ddd\u4e0d\u8fdc\u3002\u5728\u4fc4\u4ea5\u4fc4\u5dde\u3001\u7231\u8377\u534e\u5dde\u548c\u5185\u5e03\u62c9\u65af\u52a0\u5dde\uff0cGoogle \u5206\u522b\u8bbe\u6709\u4e24\u4e2a\u4e3b\u8981\u7684\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u3002\u76ee\u524d\uff0cCouncil Bluffs \u5730\u533a\u6b63\u5728\u8fdb\u884c\u5927\u89c4\u6a21\u6269\u5efa\uff0c\u9884\u8ba1\u5176\u6570\u636e\u4e2d\u5fc3\u7684\u603b\u5bb9\u91cf\u5c06\u8fbe\u5230\u73b0\u6709\u7684\u4e24\u500d\u3002\u9664\u4e86\u4e4b\u524d\u63d0\u5230\u7684\u56ed\u533a\uff0cGoogle \u5728\u8be5\u5730\u533a\u8fd8\u6709\u4e09\u4e2a\u6b63\u5728\u5efa\u8bbe\u4e2d\u7684\u6570\u636e\u4e2d\u5fc3\u7ad9\u70b9\uff0c\u8fd9\u4e9b\u7ad9\u70b9\u6b63\u901a\u8fc7\u9ad8\u5e26\u5bbd\u7684\u5149\u7ea4\u7f51\u7edc\u8fdb\u884c\u5347\u7ea7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"906\" height=\"678\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-69.webp\" alt=\"\" class=\"wp-image-3272\"\/><\/figure>\n\n\n\n<p>Council Bluffs\u3001Omaha \u548c Papillion Iowa \u8fd9\u4e09\u4e2a\u7ad9\u70b9\u5f7c\u6b64\u4e4b\u95f4\u7684\u8ddd\u79bb\u5927\u7ea6\u4e3a 15 \u82f1\u91cc\uff0c\u800c Lincoln Nebraska \u7ad9\u70b9\u5219\u76f8\u8ddd\u7ea6 50 \u82f1\u91cc\u3002Papillion \u56ed\u533a\u7684\u5efa\u4e3a Google \u5728 Omaha \u548c Council Bluffs \u5468\u8fb9\u5730\u533a\u7684\u8fd0\u8425\u589e\u52a0\u4e86\u8d85\u8fc7 250MW\u3002\u622a\u81f3 2023 \u5e74\uff0c\u5305\u62ec Papillion \u56ed\u533a\u5728\u5185\uff0c\u8be5\u533a\u57df\u7684\u603b\u7535\u529b\u5df2\u8d85\u8fc7500MW\uff0c\u5176\u4e2d\u76f8\u5f53\u4e00\u90e8\u5206\u4e13\u95e8\u7528\u4e8e\u652f\u6301 TPU \u7684\u8fd0\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1016\" height=\"430\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-50.webp\" alt=\"\" class=\"wp-image-3253\"\/><\/figure>\n\n\n\n<p>\u53e6\u5916\u4e24\u4e2a\u6570\u636e\u4e2d\u5fc3\u867d\u7136\u76ee\u524d\u89c4\u6a21\u8fd8\u6ca1\u6709\u8fbe\u5230\u5176\u4ed6\u56ed\u533a\u7684\u6c34\u5e73\uff0c\u4f46\u6b63\u5728\u5feb\u901f\u53d1\u5c55\uff1a\u9884\u8ba1\u5230 2026 \u5e74\uff0c\u8fd9\u56db\u4e2a\u56ed\u533a\u7684\u6574\u5408\u5c06\u6784\u5efa\u6210\u4e00\u4e2a\u5343\u5146\u74e6\u7ea7\u522b\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u96c6\u7fa4\u3002\u4f4d\u4e8e\u5927\u7ea6 50 \u82f1\u91cc\u5916\u7684 Lincoln \u6570\u636e\u4e2d\u5fc3\u9884\u8ba1\u5c06\u6210\u4e3a Google \u65d7\u4e0b\u6700\u5927\u7684\u72ec\u7acb\u6570\u636e\u4e2d\u5fc3\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0cGoogle \u7684\u5927\u89c4\u6a21 TPU \u90e8\u7f72\u4ecd\u5728\u8fdb\u884c\u4e2d\u3002\u5728\u4fc4\u4ea5\u4fc4\u5dde\u54e5\u4f26\u5e03\u9644\u8fd1\uff0c\u53e6\u4e00\u4e2a\u5343\u5146\u74e6\u7ea7\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u6b63\u5728\u89c4\u5212\u4e2d \u2014\u2014 \u8be5\u5730\u533a\u91c7\u7528\u4e0e\u73b0\u6709\u56ed\u533a\u76f8\u4f3c\u7684\u5e03\u5c40\u7b56\u7565\uff0c\u9884\u8ba1\u5230 2025 \u5e74\u5e95\uff0c\u6b63\u5728\u5efa\u8bbe\u7684\u4e09\u4e2a\u56ed\u533a\u5c06\u5b9e\u73b0 1 \u5343\u5146\u74e6\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1015\" height=\"778\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-66.webp\" alt=\"\" class=\"wp-image-3269\"\/><\/figure>\n\n\n\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u65b0\u963f\u5c14\u5df4\u5c3c\u96c6\u7fa4\u6709\u671b\u6210\u4e3a Google \u65d7\u4e0b\u6700\u5927\u7684\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u4e4b\u4e00\u3002\u76ee\u524d\uff0c\u8be5\u96c6\u7fa4\u5df2\u7ecf\u6210\u529f\u90e8\u7f72\u4e86 TPU v4\u3001v5 \u548c v6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"808\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-61.webp\" alt=\"\" class=\"wp-image-3263\"\/><\/figure>\n\n\n\n<p>Google \u5728\u4fc4\u4ea5\u4fc4\u5dde\u3001\u7231\u8377\u534e\u5dde\u548c\u5185\u5e03\u62c9\u65af\u52a0\u5dde\u7684\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\u9884\u8ba1\u5c06\u8fdb\u4e00\u6b65\u5b9e\u73b0\u4e92\u8054\uff0c\u4ee5\u652f\u6301\u5355\u4e00 AI \u6a21\u578b\u8bad\u7ec3\u6240\u9700\u7684\u6570\u5343\u5146\u74e6\u7684\u7535\u529b\u4f9b\u5e94\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 02\uff1a\u5fae\u8f6f\u4e0e OpenAI \u7684\u53cd\u51fb\uff1f<\/strong><\/h2>\n\n\n\n<p>\u5fae\u8f6f\u548c OpenAI \u6e05\u695a\u5730\u8ba4\u8bc6\u5230\u5728\u8fd1\u671f\u5728\u57fa\u7840\u8bbe\u65bd\u65b9\u9762\u7684\u52a3\u52bf\uff0c\u56e0\u6b64\u5df2\u5f00\u59cb\u7740\u624b\u5b9e\u65bd\u4e00\u9879\u5b8f\u4f1f\u7684\u57fa\u7840\u8bbe\u65bd\u8ba1\u5212\uff0c\u65e8\u5728\u8d85\u8d8a Google\u3002\u4ed6\u4eec\u6b63\u52aa\u529b\u5728\u6c34\u51b7\u591a\u6570\u636e\u4e2d\u5fc3\u8bad\u7ec3\u96c6\u7fa4\u9886\u57df\u51fb\u8d25\u8c37\u6b4c\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u548c OpenAI \u6b63\u5728\u5efa\u8bbe\u4e00\u4e2a\u63a5\u8fd1\u5343\u5146\u74e6\u7ea7\u7684\u8d85\u5bc6\u96c6\u6db2\u51b7\u6570\u636e\u4e2d\u5fc3\u56ed\u533a\uff0c\u5e76\u4e0e Oracle\u3001Crusoe\u3001CoreWeave\u3001QTS\u3001Compass \u7b49\u516c\u53f8\u5408\u4f5c\uff0c\u4ee5\u671f\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u80fd\u529b\u4e0a\u8d85\u8d8a Google\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u56ed\u533a\u5efa\u6210\u540e\uff0c\u5c06\u8d85\u8fc7 Google \u76ee\u524d\u7684\u4efb\u4e00\u56ed\u533a\u3002\u5b9e\u9645\u4e0a\uff0c\u5fae\u8f6f\u5728\u5a01\u65af\u5eb7\u661f\u5dde\u7684\u56ed\u533a\u9884\u8ba1\u5c06\u6bd4 Google \u5728\u4fc4\u4ea5\u4fc4\u5dde\u6240\u6709\u56ed\u533a\u7684\u603b\u548c\u8fd8\u8981\u5927\uff0c\u4f46\u5176\u5efa\u8bbe\u4ecd\u9700\u65f6\u95f4\u3002<\/p>\n\n\n\n<p>OpenAI \u548c\u5fae\u8f6f\u7684\u5408\u4f5c\u8ba1\u5212\u66f4\u52a0\u5b8f\u4f1f\uff0c\u4ed6\u4eec\u6253\u7b97\u5c06\u591a\u4e2a\u5927\u578b\u6570\u636e\u4e2d\u5fc3\u56ed\u533a\u76f8\u4e92\u8fde\u63a5\uff0c\u5e76\u5728\u5168\u56fd\u8303\u56f4\u5185\u5b9e\u65bd\u5e7f\u6cdb\u7684\u5206\u5e03\u5f0f AI \u8bad\u7ec3\u3002<strong>\u9884\u8ba1\u5fae\u8f6f\u548c OpenAI \u5c06\u6210\u4e3a\u9996\u5bb6\u90e8\u7f72\u6570\u5343\u5146\u74e6\u7ea7\u8ba1\u7b97\u80fd\u529b\u7684\u516c\u53f8\u3002<\/strong>\u4ed6\u4eec\u6b63\u4e0e\u4f9b\u5e94\u94fe\u5408\u4f5c\u4f19\u4f34\u7d27\u5bc6\u534f\u4f5c\uff0c\u63a8\u8fdb\u5f53\u524d\u6700\u5177\u89c4\u6a21\u7684\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u9879\u76ee\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 03:\u591a\u6570\u636e\u4e2d\u5fc3\u5206\u5e03\u5f0f\u8bad\u7ec3<\/strong><\/h2>\n\n\n\n<p>\u5728\u4ecb\u7ecd\u5fae\u8f6f\u548c OpenAI \u7684\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u4e4b\u524d\uff0c\u5148\u7b80\u8981\u4ecb\u7ecd\u4e00\u4e0b\u5206\u5e03\u5f0f\u8bad\u7ec3\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u901a\u5e38\u91c7\u7528\u540c\u6b65\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\u3002\u8bad\u7ec3\u6570\u636e\u901a\u5e38\u88ab\u5212\u5206\u4e3a\u591a\u4e2a\u5c0f\u6279\u6b21\uff08micro-batches\uff09\uff0c\u6bcf\u4e2a\u5c0f\u6279\u6b21\u7531\u6a21\u578b\u7684\u4e0d\u540c\u526f\u672c\u5728\u5404\u81ea\u7684 GPU \u96c6\u7fa4\u4e0a\u5e76\u884c\u5904\u7406\u3002\u6bcf\u4e2a\u526f\u672c\u5728\u5904\u7406\u5b8c\u5176\u5206\u914d\u7684\u5c0f\u6279\u6b21\u540e\u8ba1\u7b97\u51fa\u68af\u5ea6\uff0c\u5e76\u5728\u5904\u7406\u7ed3\u675f\u65f6\u8fdb\u884c\u540c\u6b65\u3002<\/p>\n\n\n\n<p>\u5728\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u540c\u6b65\u8fc7\u7a0b\u4e2d\uff0c\u6240\u6709\u6a21\u578b\u526f\u672c\u7684\u68af\u5ea6\u901a\u8fc7\u5982 all-reduce \u7b49\u96c6\u4f53\u901a\u4fe1\u64cd\u4f5c\u8fdb\u884c\u805a\u5408\u3002\u805a\u5408\u540e\u7684\u68af\u5ea6\u4f1a\u88ab\u5e73\u5747\uff0c\u5e76\u7528\u4e8e\u540c\u6b65\u66f4\u65b0\u6a21\u578b\u7684\u53c2\u6570\u3002\u8fd9\u4e00\u8fc7\u7a0b\u786e\u4fdd\u4e86\u6240\u6709\u6570\u636e\u526f\u672c\u7684\u53c2\u6570\u4e00\u81f4\u6027\uff0c\u4ece\u800c\u4fc3\u8fdb\u6a21\u578b\u7684\u7a33\u5b9a\u6536\u655b\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u6240\u6709\u8bbe\u5907\u5fc5\u987b\u5728\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u6b65\u9aa4\u4e4b\u524d\u5b8c\u6210\u5f53\u524d\u6b65\u9aa4\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u72b6\u6001\u7684\u540c\u6b65\u66f4\u65b0\uff0c\u907f\u514d\u4efb\u4f55\u8bbe\u5907\u5728\u6a21\u578b\u66f4\u65b0\u4e0a\u51fa\u73b0\u5ef6\u8fdf\u6216\u8d85\u524d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"847\" height=\"414\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-42.webp\" alt=\"\" class=\"wp-image-3244\"\/><\/figure>\n\n\n\n<p>\u5f53\u5355\u4e2a\u8bad\u7ec3\u4efb\u52a1\u4e2d\u82af\u7247\u6570\u91cf\u8d85\u8fc7 10 \u4e07\u65f6\uff0c\u901a\u4fe1\u5f00\u9500\u663e\u8457\u589e\u52a0\u3002\u540c\u6b65\u7279\u6027\u8fd8\u610f\u5473\u7740\u5bf9\u5ef6\u8fdf\u6709\u4e25\u683c\u8981\u6c42\uff0c\u5e76\u8981\u6c42\u5fc5\u987b\u6709\u4e00\u4e2a\u9ad8\u6548\u7684\u901a\u4fe1\u7f51\u7edc\u6765\u8fde\u63a5\u6240\u6709\u82af\u7247\uff0c\u56e0\u4e3a\u6570\u636e\u4ea4\u6362\u662f\u5728\u9ad8\u5cf0\u671f\u8fdb\u884c\u7684\u3002<\/p>\n\n\n\n<p>\u5f53\u5c1d\u8bd5\u4f7f\u7528\u591a\u4e2a\u533a\u57df\u7684 GPU \u6267\u884c\u540c\u4e00\u8bad\u7ec3\u4efb\u52a1\u65f6\uff0c\u533a\u57df\u95f4\u7684\u901a\u4fe1\u5ef6\u8fdf\u4f1a\u589e\u52a0\u3002\u5c3d\u7ba1\u5149\u7ea4\u7684\u4f20\u8f93\u901f\u5ea6\u6781\u5feb\uff0c\u8fbe\u5230\u6bcf\u79d2 208,188 \u516c\u91cc\uff0c\u4f46\u4fe1\u53f7\u4ece\u7f8e\u56fd\u4e1c\u6d77\u5cb8\u4f20\u8f93\u5230\u897f\u6d77\u5cb8\u7684\u5f80\u8fd4\u65f6\u95f4\uff08RTT\uff09\u4ecd\u9700\u7ea6 43.2 \u6beb\u79d2\u3002\u6b64\u5916\uff0c\u7535\u4fe1\u8bbe\u5907\u4e5f\u4f1a\u5bfc\u81f4\u989d\u5916\u7684\u5ef6\u8fdf\u3002\u8fd9\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u5ef6\u8fdf\u91cf\uff0c\u5bf9\u4e8e\u6807\u51c6\u540c\u6b65\u8bad\u7ec3\u6765\u8bf4\u662f\u96be\u4ee5\u514b\u670d\u7684\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u963f\u59c6\u8fbe\u5c14\u5b9a\u5f8b\uff08Amdahl&#8217;s Law\uff09\uff0c\u5728\u5de5\u4f5c\u8d1f\u8f7d\u4e2d\u5305\u542b\u5927\u91cf\u540c\u6b65\u64cd\u4f5c\u65f6\uff0c\u968f\u7740\u82af\u7247\u6570\u91cf\u7684\u589e\u52a0\uff0c\u6027\u80fd\u63d0\u5347\u7684\u901f\u5ea6\u4f1a\u9010\u6e10\u51cf\u7f13\u3002\u8fd9\u662f\u56e0\u4e3a\u7a0b\u5e8f\u4e2d\u9700\u8981\u540c\u6b65\u6267\u884c\u7684\u90e8\u5206\uff08\u5373\u90a3\u4e9b\u65e0\u6cd5\u5e76\u884c\u5316\u7684\u4e32\u884c\u8ba1\u7b97\uff09\u4e0d\u4f1a\u56e0\u5e76\u884c\u5904\u7406\u5355\u5143\u7684\u589e\u52a0\u800c\u51cf\u5c11\u3002\u56e0\u6b64\uff0c\u6027\u80fd\u63d0\u5347\u5b58\u5728\u4e00\u4e2a\u7406\u8bba\u4e0a\u7684\u4e0a\u9650\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5373\u4f7f\u5c06 GPU \u6570\u91cf\u7ffb\u500d\uff0c\u6574\u4f53\u6027\u80fd\u7684\u63d0\u5347\u4e5f\u53ef\u80fd\u975e\u5e38\u6709\u9650\uff0c\u751a\u81f3\u53ef\u80fd\u4e0d\u8db3 1%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1043\" height=\"654\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-76.webp\" alt=\"\" class=\"wp-image-3281\"\/><\/figure>\n\n\n\n<p>\u9664\u4e86\u963f\u59c6\u8fbe\u5c14\u5b9a\u5f8b\u4e2d\u63d0\u5230\u7684\u5c06\u66f4\u591a GPU \u6269\u5c55\u5230\u5355\u4e00\u5de5\u4f5c\u8d1f\u8f7d\u7684\u7406\u8bba\u9650\u5236\u4e4b\u5916\uff0c\u540c\u6b65\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u8fd8\u9762\u4e34\u5b9e\u9645\u6311\u6218\uff0c\u5176\u4e2d\u4e4b\u4e00\u662f\u6ede\u540e\u95ee\u9898\u3002\u53ea\u8981\u6709\u4e00\u5757\u82af\u7247\u6162\u4e86 10%\uff0c\u6574\u4e2a\u8bad\u7ec3\u901f\u5ea6\u4e5f\u4f1a\u76f8\u5e94\u4e0b\u964d 10%\u3002\u4f8b\u5982\uff0c\u5728\u4e0b\u56fe\u4e2d\uff0c\u4ece\u7b2c 7,500 \u6b65\u5230\u7b2c 19,000 \u6b65\uff0c\u5b57\u8282\u8df3\u52a8\u516c\u53f8\u7684\u6700\u5927\u9891\u7387\u4f7f\u7528\u7387\uff08MFU\uff09\u9010\u6e10\u4e0b\u964d\uff0c\u56e0\u4e3a\u67d0\u4e9b\u82af\u7247\u7684\u6548\u7387\u964d\u4f4e\uff0c\u6574\u4e2a\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5f97\u6ede\u540e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"489\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-41.webp\" alt=\"\" class=\"wp-image-3243\"\/><\/figure>\n\n\n\n<p>\u5728\u8bc6\u522b\u5e76\u89e3\u51b3\u4e86\u843d\u4f0d\u8005\u540e\uff0c\u4ed6\u4eec\u4ece\u68c0\u67e5\u70b9\u91cd\u65b0\u542f\u52a8\u8bad\u7ec3\u4efb\u52a1\uff0c\u4f7f MFU \u6062\u590d\u5230\u6b63\u5e38\u6c34\u5e73\u3002\u53ef\u4ee5\u770b\u5230\uff0cMFU \u4ece 40% \u964d\u81f3 30%\uff0c\u964d\u5e45\u8fbe 25%\u3002\u5047\u8bbe\u7cfb\u7edf\u4e2d\u6709 100 \u4e07\u4e2a GPU\uff0c\u8fd9\u79cd 25% \u7684 MFU \u4e0b\u964d\u610f\u5473\u7740\u5728\u4efb\u4f55\u65f6\u523b\u90fd\u6709 25% \u7684 GPU \u5904\u4e8e\u95f2\u7f6e\u72b6\u6001\uff0c\u4ec5 IT \u8d44\u672c\u652f\u4e00\u9879\u5c31\u76f8\u5f53\u4e8e\u8d85\u8fc7 100 \u4ebf\u7f8e\u5143\u7684\u635f\u5931\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 04\uff1a\u5bb9\u9519\u8bad\u7ec3<\/strong><\/h2>\n\n\n\n<p>\u5bb9\u9519\u8bad\u7ec3\u662f\u6240\u6709\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002\u5f53\u6570\u767e\u4e07\u7ea7\u7684\u8ba1\u7b97\u3001\u5185\u5b58\u548c\u5b58\u50a8\u5355\u5143\u5e76\u884c\u5de5\u4f5c\u65f6\uff0c\u6545\u969c\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u786c\u4ef6\u6027\u80fd\u7684\u5fae\u5c0f\u5dee\u5f02\uff0c\u5373\u6240\u8c13\u7684\u201c\u7845\u5f69\u7968\u201d\u73b0\u8c61\uff0c\u4e5f\u53ef\u80fd\u5bfc\u81f4\u6027\u80fd\u6ce2\u52a8\u3002\u5c3d\u7ba1\u7cfb\u7edf\u901a\u5e38\u5177\u5907\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\u7684\u80fd\u529b\uff0c\u4f46\u5728\u5927\u89c4\u6a21\u8ba1\u7b97\u4efb\u52a1\u4e2d\uff0c\u5982\u673a\u5668\u5b66\u4e60\u8bad\u7ec3\uff0c\u5e38\u5e38\u91c7\u53d6\u4e0e\u4e4b\u76f8\u6096\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u79cd\u73af\u5883\u4e0b\uff0c\u6240\u6709\u82af\u7247\u90fd\u5fc5\u987b\u53ef\u9760\u8fd0\u884c\u3002\u5373\u4f7f\u5728 10 \u4e07\u4e2a GPU \u4e2d\u53ea\u6709\u4e00\u4e2a GPU \u51fa\u73b0\u6545\u969c\uff0c\u4e5f\u53ef\u80fd\u5bfc\u81f4\u6574\u4e2a\u7cfb\u7edf\u9700\u8981\u4ece\u6062\u590d\u70b9\u91cd\u65b0\u542f\u52a8\uff0c\u9020\u6210\u5927\u91cf GPU \u7a7a\u95f2\u3002\u800c\u91c7\u7528\u5bb9\u9519\u8bad\u7ec3\u65f6\uff0c\u5355\u4e2a GPU \u6545\u969c\u53ea\u4f1a\u5f71\u54cd\u5c11\u6570\u5176\u4ed6 GPU\uff0c\u5927\u90e8\u5206 GPU \u4ecd\u53ef\u7ee7\u7eed\u6b63\u5e38\u8fd0\u884c\uff0c\u65e0\u9700\u4ece\u6a21\u578b\u6743\u91cd\u68c0\u67e5\u70b9\u91cd\u65b0\u542f\u52a8\u3002\u4f8b\u5982\uff0cLLAMA 3.1 \u8fd9\u6837\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u7531\u4e8e\u7f3a\u4e4f\u6709\u6548\u7684\u5bb9\u9519\u673a\u5236\uff0c\u5bfc\u81f4\u4e86\u5927\u91cf\u7684\u65f6\u95f4\u548c\u6210\u672c\u6d6a\u8d39\u3002<\/p>\n\n\n\n<p>Nvidia \u7684 InfiniBand \u7f51\u7edc\u4e5f\u91c7\u7528\u4e86\u8fd9\u79cd\u53ef\u80fd\u5b58\u5728\u7f3a\u9677\u7684\u539f\u5219\uff0c\u5373\u8981\u6c42\u6bcf\u4e2a\u6570\u636e\u5305\u4e25\u683c\u6309\u987a\u5e8f\u4f20\u8f93\u3002\u4efb\u4f55\u987a\u5e8f\u53d8\u5316\u6216\u4f20\u8f93\u5931\u8d25\u90fd\u4f1a\u5bfc\u81f4\u6570\u636e\u91cd\u4f20\u3002\u5728\u4e00\u4e2a\u6d89\u53ca 10 \u4e07\u4e2a GPU \u96c6\u7fa4\u7684\u62a5\u544a\u4e2d\u6307\u51fa\uff0c\u7f51\u7edc\u6545\u969c\u7684\u5f71\u54cd\u53ef\u80fd\u975e\u5e38\u663e\u8457\uff0c\u6301\u7eed\u65f6\u95f4\u4ee5\u5206\u949f\u8ba1\uff0c\u800c\u975e\u5c0f\u65f6\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u5b9e\u73b0\u5bb9\u9519\u8bad\u7ec3\u7684\u4e3b\u8981\u5f00\u6e90\u5e93\u662f TorchX\uff08\u4e4b\u524d\u79f0\u4e3a TorchElastic\uff09\uff0c\u4f46\u5b83\u5b58\u5728\u663e\u8457\u7f3a\u9677\uff0c\u672a\u80fd\u6db5\u76d6\u957f\u5c3e\u6545\u969c\u60c5\u51b5\uff0c\u4e14\u4e0d\u652f\u6301 3D \u5e76\u884c\u6027\u3002\u7531\u4e8e\u8fd9\u4e9b\u9650\u5236\uff0c\u51e0\u4e4e\u6240\u6709\u5927\u578b AI \u5b9e\u9a8c\u5ba4\u9009\u62e9\u5b9e\u65bd\u81ea\u5df1\u7684\u5bb9\u9519\u8bad\u7ec3\u7cfb\u7edf\u4ee5\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e0d\u51fa\u6240\u6599\uff0cGoogle \u5728\u5bb9\u9519\u57fa\u7840\u8bbe\u65bd\u65b9\u9762\u5904\u4e8e\u9886\u5148\u5730\u4f4d\uff0c\u901a\u8fc7 Borg \u548c Pathways \u7cfb\u7edf\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u5bb9\u9519\u8bad\u7ec3\u3002\u8fd9\u4e9b\u7cfb\u7edf\u80fd\u591f\u5904\u7406\u5404\u79cd\u590d\u6742\u60c5\u51b5\uff0c\u662f\u8c37\u6b4c\u7d27\u5bc6\u5782\u76f4\u6574\u5408\u6218\u7565\u7684\u4e00\u90e8\u5206\uff1aGoogle \u4e0d\u4ec5\u8bbe\u8ba1\u81ea\u5df1\u7684\u8bad\u7ec3\u82af\u7247\uff0c\u8fd8\u6784\u5efa\u670d\u52a1\u5668\u3001\u7f16\u5199\u57fa\u7840\u4ee3\u7801\uff0c\u5e76\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002\u8fd9\u79cd\u6574\u5408\u65b9\u5f0f\u7c7b\u4f3c\u4e8e\u6c7d\u8f66\u5236\u9020\u4e1a\uff0c\u5782\u76f4\u6574\u5408\u8d8a\u7d27\u5bc6\uff0c\u5c31\u80fd\u8d8a\u5feb\u901f\u3001\u6709\u6548\u5730\u89e3\u51b3\u751f\u4ea7\u4e2d\u7684\u6839\u672c\u95ee\u9898\u3002\u8c37\u6b4c\u51e0\u5e74\u524d\u63a8\u51fa\u7684 Pathways \u7cfb\u7edf\u4fbf\u5c55\u793a\u4e86\u4ed6\u4eec\u7684\u6280\u672f\u5b9e\u529b\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u6765\u8bf4\uff0c<strong>\u5bb9\u9519\u6027\u662f\u4e3a\u5355\u4e00\u5de5\u4f5c\u8d1f\u8f7d\u6269\u5c55 10 \u4e07\u4e2a\u4ee5\u4e0a GPU \u96c6\u7fa4\u65f6\u9700\u8981\u89e3\u51b3\u7684\u6700\u91cd\u8981\u95ee\u9898\u4e4b\u4e00\u3002<\/strong>\u82f1\u4f1f\u8fbe\u5728 AI \u7cfb\u7edf\u53ef\u9760\u6027\u65b9\u9762\u8fdc\u8fdc\u843d\u540e\u4e8e\u8c37\u6b4c\uff0c\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u82f1\u4f1f\u8fbe\u7684\u5de5\u4f5c\u63cf\u8ff0\u4e2d\u53cd\u590d\u63d0\u5230\u5bb9\u9519\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"634\" height=\"158\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-53.webp\" alt=\"\" class=\"wp-image-3256\"\/><\/figure>\n\n\n\n<p>\u5728 CPU \u9886\u57df\uff0c\u5bb9\u9519\u6280\u672f\u901a\u5e38\u5df2\u7ecf\u76f8\u5bf9\u6210\u719f\u3002\u4f8b\u5982\uff0c\u8c37\u6b4c\u7684\u5185\u90e8\u6570\u636e\u5e93 Spanner \u8fd0\u884c\u7740\u8c37\u6b4c\u7684\u6240\u6709\u751f\u4ea7\u670d\u52a1\uff0c\u5305\u62ec YouTube\u3001Gmail \u548c\u5df2\u7ecf\u505c\u8fd0\u7684 Stadia\u3002Spanner \u5206\u5e03\u5728\u5168\u7403\u8303\u56f4\u5185\uff0c\u540c\u65f6\u5177\u5907\u5bf9\u5b58\u50a8\u670d\u52a1\u5668\u548c NVMe \u78c1\u76d8\u6545\u969c\u7684\u5bb9\u9519\u80fd\u529b\u3002\u5373\u4f7f\u5728\u8c37\u6b4c\u7684\u6570\u636e\u4e2d\u5fc3\u4e2d\uff0c\u6bcf\u5c0f\u65f6\u90fd\u6709\u6570\u767e\u4e2a NVMe \u78c1\u76d8\u53d1\u751f\u6545\u969c\uff0c\u4f46 Spanner \u4f9d\u7136\u80fd\u591f\u4e3a\u6700\u7ec8\u7528\u6237\u548c\u5185\u90e8\u7cfb\u7edf\u63d0\u4f9b\u7a33\u5b9a\u7684\u6027\u80fd\u548c\u9ad8\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u5927\u578b\u96c6\u7fa4\u4e2d\uff0c\u4f20\u7edf CPU \u5de5\u4f5c\u8d1f\u8f7d\u7684\u5bb9\u9519\u53ef\u4ee5\u901a\u8fc7 MapReduce \u6846\u67b6\u6765\u5b9e\u73b0\u3002MapReduce \u662f\u4e00\u79cd\u5efa\u6a21\u65b9\u5f0f\uff0cMapReduce \u5141\u8bb8\u7528\u6237\u901a\u8fc7\u6620\u5c04\uff08Map\uff09\u64cd\u4f5c\u5bf9\u6570\u636e\u6837\u672c\u8fdb\u884c\u5904\u7406\uff0c\u5e76\u5c06\u5904\u7406\u7ed3\u679c\u901a\u8fc7\u5f52\u7ea6\uff08Reduce\uff09\u64cd\u4f5c\u5408\u5e76\u6210\u4e00\u4e2a\u603b\u7684\u805a\u5408\u503c\u3002\u4f8b\u5982\uff0c\u8981\u7edf\u8ba1\u4e00\u7bc7\u6587\u7ae0\u4e2d\u5b57\u6bcd\u201cW\u201d\u7684\u51fa\u73b0\u6b21\u6570\uff0c\u53ef\u4ee5\u91c7\u7528 MapReduce \u6846\u67b6\uff1a\u9996\u5148\u5bf9\u6587\u7ae0\u4e2d\u7684\u6bcf\u4e2a\u5355\u8bcd\u8fdb\u884c\u6620\u5c04\uff0c\u7edf\u8ba1\u6bcf\u4e2a\u5355\u8bcd\u4e2d\u5b57\u6bcd\u201cW\u201d\u7684\u6570\u91cf\uff0c\u7136\u540e\u901a\u8fc7\u5f52\u7ea6\u64cd\u4f5c\u5c06\u6240\u6709\u5355\u8bcd\u4e2d\u7684\u201cW\u201d\u6570\u91cf\u7d2f\u52a0\u3002MapReduce \u901a\u8fc7\u76d1\u6d4b CPU \u5de5\u4f5c\u8282\u70b9\u7684\u72b6\u6001\uff0c\u4e00\u65e6\u53d1\u73b0\u67d0\u4e2a\u8282\u70b9\u53d1\u751f\u6545\u969c\uff0c\u5b83\u80fd\u591f\u5728\u5176\u4ed6\u8282\u70b9\u4e0a\u91cd\u65b0\u6267\u884c\u5931\u8d25\u7684\u6620\u5c04\u548c\u5f52\u7ea6\u4efb\u52a1\uff0c\u4ece\u800c\u5b9e\u73b0\u5bb9\u9519\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"956\" height=\"714\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-43.webp\" alt=\"\" class=\"wp-image-3245\"\/><\/figure>\n\n\n\n<p>\u5728 CPU \u7684\u5bb9\u9519\u9886\u57df\uff0cJeff Dean\u3001Sanjay Ghemawat \u4ee5\u53ca\u8c37\u6b4c\u7684\u5176\u4ed6\u4e16\u754c\u7ea7\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e13\u5bb6\u505a\u51fa\u4e86\u663e\u8457\u8d21\u732e\u3002\u968f\u7740\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u8bad\u7ec3\u4efb\u52a1\u7684\u89c4\u6a21\u65e5\u76ca\u589e\u957f\uff0c\u5bf9\u5177\u5907\u66f4\u5f3a\u6545\u969c\u5bb9\u9519\u80fd\u529b\u7684\u8bad\u7ec3\u7cfb\u7edf\u7684\u9700\u6c42\u4e5f\u5728\u4e0d\u65ad\u589e\u957f\u3002\u8c37\u6b4c\u5728\u6784\u5efa\u8fd9\u7c7b\u7cfb\u7edf\u7684\u4e13\u4e1a\u6280\u672f\u65b9\u9762\uff0c\u5c55\u73b0\u51fa\u4e86\u5176\u4f5c\u4e3a\u6280\u672f\u9886\u5bfc\u8005\u7684\u7ade\u4e89\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u6765\u8bf4\uff0cGPU \u6545\u969c\u5448\u73b0\u51fa\u7c7b\u4f3c\u6d74\u7f38\u66f2\u7ebf\u7684\u5206\u5e03\uff0c\u5176\u4e2d\u5927\u90e8\u5206\u6545\u969c\u51fa\u73b0\u5728\u96c6\u7fa4\u751f\u547d\u5468\u671f\u7684\u65e9\u671f\uff08\u5373\u201c\u521d\u671f\u5931\u6548\u201d\u73b0\u8c61\uff09\u548c\u665a\u671f\u3002\u56e0\u6b64\uff0c\u5bf9\u6574\u4e2a\u96c6\u7fa4\u8fdb\u884c\u5145\u5206\u7684\u9884\u70ed\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u7136\u800c\uff0c\u7531\u4e8e AI \u5e73\u53f0 Neoclouds \u65e8\u5728\u6700\u5927\u5316\u5176\u96c6\u7fa4\u751f\u547d\u5468\u671f\u7684\u7ecf\u6d4e\u6548\u76ca\uff0c\u8bb8\u591a\u5e73\u53f0\u5e76\u672a\u5bf9\u96c6\u7fa4\u8fdb\u884c\u9002\u5f53\u7684\u9884\u70ed\uff0c\u8fd9\u6700\u7ec8\u5bfc\u81f4\u4e86\u7528\u6237\u4f53\u9a8c\u7684\u663e\u8457\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5728\u8d85\u5927\u89c4\u6a21\u670d\u52a1\u5668\u548c\u5927\u578b AI \u5b9e\u9a8c\u5ba4\u4e2d\uff0c\u5927\u591a\u6570\u96c6\u7fa4\u901a\u5e38\u4f1a\u5728\u9ad8\u6e29\u548c\u6e29\u5ea6\u5feb\u901f\u6ce2\u52a8\u7684\u73af\u5883\u4e2d\u8fdb\u884c\u957f\u65f6\u95f4\u7684\u70e7\u673a\u6d4b\u8bd5\uff0c\u76ee\u7684\u662f\u8bc6\u522b\u5e76\u6392\u9664\u65e9\u671f\u5931\u6548\uff0c\u786e\u4fdd\u7cfb\u7edf\u8fdb\u5165\u968f\u673a\u6545\u969c\u9636\u6bb5\u3002\u5728\u89e3\u51b3\u65e9\u671f\u95ee\u9898\u540e\uff0c\u5fc5\u987b\u5728\u5145\u8db3\u7684\u201c\u70e7\u673a\u201d\u65f6\u95f4\u4e0e\u907f\u514d\u8fc7\u5ea6\u6d88\u8017 GPU \u548c\u6536\u53d1\u5668\u7684\u6709\u6548\u5bff\u547d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002<\/p>\n\n\n\n<p>\u78e8\u635f\u5931\u6548\u9636\u6bb5\u662f\u6307\u7ec4\u4ef6\u5728\u5176\u5bff\u547d\u672b\u671f\u56e0\u957f\u671f\u75b2\u52b3\u800c\u53d1\u751f\u6545\u969c\u3002\u8fd9\u79cd\u60c5\u51b5\u901a\u5e38\u662f\u7531\u4e8e\u7ec4\u4ef6\u5728\u5168\u5929\u5019\u4f7f\u7528\u671f\u95f4\u9891\u7e41\u7ecf\u5386\u4e2d\u6e29\u548c\u9ad8\u6e29\u4e4b\u95f4\u7684\u6e29\u5ea6\u6ce2\u52a8\u6240\u81f4\u3002\u5728\u8fd9\u79cd\u5267\u70c8\u7684\u70ed\u5faa\u73af\u4f5c\u7528\u4e0b\uff0c\u5c24\u5176\u662f\u6536\u53d1\u5668\uff0c\u5176\u78e8\u635f\u7a0b\u5ea6\u4f1a\u663e\u8457\u52a0\u5267\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"729\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-70.webp\" alt=\"\" class=\"wp-image-3273\"\/><\/figure>\n\n\n\n<p>\u5728 CPU \u9886\u57df\uff0c\u5f53\u6258\u7ba1\u865a\u62df\u673a\u7684\u7269\u7406\u4e3b\u673a\u663e\u793a\u51fa\u9519\u8bef\u7387\u4e0a\u5347\u7684\u8ff9\u8c61\u65f6\uff0c\u5c06\u8fd9\u4e9b\u865a\u62df\u673a\u8fc1\u79fb\u81f3\u5176\u4ed6\u7269\u7406\u4e3b\u673a\u662f\u4e00\u79cd\u5e38\u89c4\u64cd\u4f5c\u3002\u4e00\u4e9b\u8d85\u5927\u89c4\u6a21\u8ba1\u7b97\u670d\u52a1\u5546\u751a\u81f3\u5df2\u7ecf\u80fd\u591f\u5b9e\u73b0\u865a\u62df\u673a\u7684\u5b9e\u65f6\u8fc1\u79fb\uff0c\u4f7f\u5f97\u7528\u6237\u51e0\u4e4e\u65e0\u6cd5\u5bdf\u89c9\u5230\u8fd9\u4e00\u8fc7\u7a0b\u3002\u8fd9\u79cd\u6280\u672f\u901a\u5e38\u662f\u901a\u8fc7\u7cfb\u7edf\u540e\u53f0\u590d\u5236\u5185\u5b58\u9875\u6765\u5b9e\u73b0\u7684\u3002\u5f53\u7528\u6237\u5e94\u7528\u7a0b\u5e8f\u9047\u5230\u77ed\u6682\u7684\u6027\u80fd\u4e0b\u964d\u65f6\uff0c\u865a\u62df\u673a\u4f1a\u8fc5\u901f\u5207\u6362\u5230\u53e6\u4e00\u53f0\u6b63\u5e38\u8fd0\u884c\u7684\u7269\u7406\u4e3b\u673a\u4e0a\uff0c\u4ee5\u786e\u4fdd\u670d\u52a1\u7684\u8fde\u7eed\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"547\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-57.webp\" alt=\"\" class=\"wp-image-3260\"\/><\/figure>\n\n\n\n<p>CRIU\uff08Checkpoint\/Restore In Userspace\uff09\u662f\u4e00\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684 Linux \u8f6f\u4ef6\u5305\uff0c\u4e3b\u8981\u5e94\u7528\u4e8e Docker\u3001Podman \u548c LXD \u7b49\u4e3b\u8981\u5bb9\u5668\u6280\u672f\u4e2d\u3002\u8be5\u5de5\u5177\u80fd\u591f\u5728\u4e0d\u540c\u7684\u7269\u7406\u4e3b\u673a\u95f4\u8fc1\u79fb\u5bb9\u5668\u548c\u5e94\u7528\u7a0b\u5e8f\uff0c\u5e76\u4e14\u5177\u5907\u5c06\u6574\u4e2a\u8fdb\u7a0b\u72b6\u6001\u51bb\u7ed3\u5e76\u4fdd\u5b58\u5230\u5b58\u50a8\u8bbe\u5907\u4e0a\u7684\u80fd\u529b\u3002\u4e4b\u524d\uff0cCRIU \u4e3b\u8981\u652f\u6301 CPU \u548c AMD GPU\uff0c\u4f46 Nvidia \u4e4b\u524d\u672a\u5bf9 CRIU \u63d0\u4f9b\u652f\u6301\uff0c\u76f4\u5230\u4eca\u5e74\u624d\u5f00\u59cb\u6539\u53d8\u8fd9\u4e00\u72b6\u51b5\u3002<\/p>\n\n\n\n<p>\u81ea 2024 \u5e74\u8d77\uff0cNvidia GPU \u5f15\u5165\u4e86 GPU \u72b6\u6001\u68c0\u67e5\u70b9\u529f\u80fd\uff0c\u4f7f\u5f97 CPU \u8fdb\u7a0b\u72b6\u6001\u3001\u5185\u5b58\u6570\u636e\u53ca GPU \u8fdb\u7a0b\u7684\u8fc1\u79fb\u8fc7\u7a0b\u5728\u7269\u7406\u4e3b\u673a\u95f4\u5f97\u4ee5\u7b80\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"543\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-46.webp\" alt=\"\" class=\"wp-image-3248\"\/><\/figure>\n\n\n\n<p>\u5fae\u8f6f\u5728\u5176\u8bba\u6587\u300a\u5947\u70b9\u96c6\u7fa4\u7ba1\u7406\u5668\u300b\u4e2d\u9610\u8ff0\u4e86\u5982\u4f55\u5229\u7528 CRIU \u6280\u672f\u5b9e\u73b0 GPU \u865a\u62df\u673a\u7684\u900f\u660e\u8fc1\u79fb\u7b56\u7565\u3002Singularity \u4ece\u8bbe\u8ba1\u4e4b\u521d\u5c31\u65e8\u5728\u652f\u6301\u5168\u7403\u8303\u56f4\u5185\u7684 GPU \u8d1f\u8f7d\u8c03\u5ea6\u548c\u7ba1\u7406\uff0c\u5df2\u88ab\u5e94\u7528\u4e8e Phi-3 \u8bad\u7ec3\u6a21\u578b\uff08\u5305\u542b 1024 \u4e2a H100 GPU\uff09\u4ee5\u53ca\u5176\u4ed6\u4f17\u591a\u6a21\u578b\u3002\u8fd9\u6807\u5fd7\u7740\u5fae\u8f6f\u6b63\u81f4\u529b\u4e8e\u4f7f\u5176\u96c6\u7fa4\u7ba1\u7406\u6280\u672f\u4e0e\u8c37\u6b4c\u7684 Borg \u96c6\u7fa4\u7ba1\u7406\u5668\u76f8\u5ab2\u7f8e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"859\" height=\"874\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-63.webp\" alt=\"\" class=\"wp-image-3266\"\/><\/figure>\n\n\n\n<p>\u9057\u61be\u7684\u662f\uff0c\u9274\u4e8e\u5bb9\u9519\u8bad\u7ec3\u7684\u91cd\u8981\u6027\uff0c\u76f8\u5173\u7814\u7a76\u65b9\u6cd5\u7684\u516c\u5e03\u5b9e\u9645\u4e0a\u5df2\u6682\u505c\u3002\u5728 OpenAI \u53ca\u5176\u4ed6\u4f01\u4e1a\u5411\u786c\u4ef6\u9886\u57df\u4ecb\u7ecd\u8be5\u95ee\u9898\u65f6\uff0c\u5176\u8868\u8ff0\u5f80\u5f80\u663e\u5f97\u542b\u7cca\u4e14\u4fdd\u5b88\uff0c\u76ee\u7684\u5728\u4e8e\u9632\u6b62\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u5173\u952e\u6280\u672f\u7ec6\u8282\u5916\u6cc4\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u4e9b\u6280\u672f\u5728\u91cd\u8981\u6027\u4e0a\u53ef\u80fd\u8d85\u8d8a\u4e86\u6a21\u578b\u67b6\u6784\u672c\u8eab\uff0c\u56e0\u4e3a\u5b83\u4eec\u5747\u662f\u8ba1\u7b97\u6548\u7387\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"957\" height=\"506\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-45.webp\" alt=\"\" class=\"wp-image-3247\"\/><\/figure>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u5e38\u89c1\u95ee\u9898\u662f\u9759\u9ed8\u6570\u636e\u635f\u574f\uff08Silent Data Corruption\uff0cSDC\uff09\uff0c\u5b83\u53ef\u80fd\u5bfc\u81f4\u8ba1\u7b97\u673a\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u4e0d\u6613\u88ab\u5bdf\u89c9\u7684\u9519\u8bef\uff0c\u800c\u7528\u6237\u6216\u7ba1\u7406\u5458\u901a\u5e38\u5bf9\u6b64\u6beb\u65e0\u5bdf\u89c9\u3002\u8fd9\u4e00\u95ee\u9898\u96be\u4ee5\u89e3\u51b3\uff0c\u56e0\u4e3a\u201c\u65e0\u58f0\u201d\u610f\u5473\u7740\u9519\u8bef\u96be\u4ee5\u88ab\u68c0\u6d4b\u5230\u3002\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e9b\u65e0\u58f0\u9519\u8bef\u53ef\u80fd\u662f\u5fae\u4e0d\u8db3\u9053\u7684\uff0c\u4f46\u6709\u65f6\u4e5f\u53ef\u80fd\u5bfc\u81f4\u8f93\u51fa\u7ed3\u679c\u8f6c\u53d8\u4e3a\u975e\u6570\u5b57\uff08Not a Number\uff0cNaN\uff09\u6216\u4ea7\u751f\u5f02\u5e38\u9ad8\u7684\u8f93\u51fa\u68af\u5ea6\u3002\u6b63\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8c37\u6b4c\u7684 Jeff Dean \u7ed8\u5236\u7684\u68af\u5ea6\u6cd5\u7ebf\u56fe\u63ed\u793a\u4e86\u67d0\u4e9b SDC \u53ef\u4ee5\u901a\u8fc7\u76f4\u89c2\u7684\u65b9\u5f0f\u8bc6\u522b\uff0c\u7136\u800c\u5e76\u975e\u6240\u6709 SDC \u90fd\u80fd\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\u88ab\u68c0\u6d4b\u51fa\u6765\u3002<\/p>\n\n\n\n<p>\u90e8\u5206\u68af\u5ea6\u5f02\u5e38\u5cf0\u503c\u5e76\u975e\u6e90\u81ea\u786c\u4ef6\u7684\u65e0\u58f0\u6570\u636e\u635f\u574f\uff08SDC\uff09\uff0c\u800c\u662f\u53ef\u80fd\u7531\u4e8e\u6570\u636e\u96c6\u89c4\u6a21\u8fc7\u5927\u6216\u8d85\u53c2\u6570\u8bbe\u7f6e\u4e0d\u5f53\uff08\u4f8b\u5982\uff0c\u5b66\u4e60\u7387\u548c\u6743\u91cd\u521d\u59cb\u5316\u7b56\u7565\uff09\u6240\u5bfc\u81f4\u3002\u5728 GPU \u96c6\u7fa4\u7684\u8fd0\u884c\u8fc7\u7a0b\u4e2d\uff0cSDC \u95ee\u9898\u666e\u904d\u5b58\u5728\uff0c\u4f46\u53d7\u9650\u4e8e\u8d44\u6e90\uff0c\u8bb8\u591a\u4e2d\u5c0f\u578b\u516c\u53f8\u5f80\u5f80\u96be\u4ee5\u8fc5\u901f\u6709\u6548\u5730\u8bc6\u522b\u548c\u5904\u7406\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"351\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-40.webp\" alt=\"\" class=\"wp-image-3242\"\/><\/figure>\n\n\n\n<p>Nvidia GPU \u53ef\u5229\u7528 DCGMI Diagnostics \u5de5\u5177\u8fdb\u884c SDC \u7b49 GPU \u9519\u8bef\u7684\u8bca\u65ad\u3002\u8be5\u5de5\u5177\u80fd\u591f\u68c0\u6d4b\u5927\u90e8\u5206 SDC\uff0c\u7136\u800c\uff0c\u4ecd\u6709\u53ef\u80fd\u5ffd\u7565\u4e00\u4e9b\u7279\u6b8a\u60c5\u51b5\uff0c\u8fd9\u4e9b\u60c5\u51b5\u53ef\u80fd\u5bfc\u81f4\u6570\u503c\u9519\u8bef\u548c\u6027\u80fd\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5728\u5bf9\u4e0d\u540c\u4e91\u8ba1\u7b97\u5e73\u53f0\u7684 NVIDIA H100 GPU \u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u4f7f\u7528 DCGM\uff08NVIDIA Data Center GPU Manager\uff09\u8bca\u65ad\u5de5\u5177\u7684 4 \u7ea7\u6d4b\u8bd5\u53ef\u4ee5\u901a\u8fc7\u3002\u7136\u800c\uff0cNVSwitch \u7684\u67d0\u4e9b\u5173\u952e\u8ba1\u7b97\u7ec4\u4ef6\u672a\u80fd\u6b63\u5e38\u5de5\u4f5c\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u3002\u7279\u522b\u662f\u5728\u91c7\u7528 NVLink SHARP \u6280\u672f\u7684 NCCL\uff08NVIDIA Collective Communications Library\uff09\u7b97\u6cd5\u6267\u884c\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u4e86\u5f02\u5e38\u7684\u96c6\u4f53\u901a\u4fe1\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u4e0e\u5176\u5b83\u7cfb\u7edf\u76f8\u6bd4\uff0cGoogle \u7684 Pathways \u7cfb\u7edf\u5728\u8bc6\u522b\u548c\u89e3\u51b3\u9759\u9ed8\u6570\u636e\u635f\u574f\uff08SDC\uff09\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u8fd9\u5f97\u76ca\u4e8e Google \u57fa\u7840\u8bbe\u65bd\u548c\u8bad\u7ec3\u5806\u6808\u7684\u9ad8\u5ea6\u6574\u5408\uff0c\u4f7f\u5f97 Google \u80fd\u591f\u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u4efb\u52a1\u542f\u52a8\u524d\uff0c\u5c06 SDC \u68c0\u67e5\u7eb3\u5165\u8bad\u7ec3\u8fc7\u7a0b\u7684\u51c6\u5907\u548c\u6536\u5c3e\u9636\u6bb5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"603\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-44.webp\" alt=\"\" class=\"wp-image-3246\"\/><\/figure>\n\n\n\n<p>\u5f02\u6b65\u8bad\u7ec3\u66fe\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u5e7f\u6cdb\u91c7\u7528\u7684\u4e00\u79cd\u8bad\u7ec3\u6280\u672f\u30022012 \u5e74\uff0cGoogle Brain \u56e2\u961f\u7684\u6770\u51fa\u5de5\u7a0b\u5e08 Jeff Dean \u53d1\u8868\u4e86\u9898\u4e3a\u300aDistbelief\u300b\u7684\u8bba\u6587\uff0c\u9610\u8ff0\u4e86\u5728\u5927\u89c4\u6a21 CPU \u6838\u5fc3\u96c6\u7fa4\u4e0a\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u65f6\u91c7\u7528\u7684\u5f02\u6b65\u548c\u540c\u6b65\u68af\u5ea6\u4e0b\u964d\u65b9\u6cd5\u3002\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u201c\u5168\u5c40\u53c2\u6570\u670d\u52a1\u5668\u201d\u7684\u6982\u5ff5\uff0c\u8fd9\u4e00\u521b\u65b0\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e Google\u7684\u81ea\u52a8\u5b8c\u6210\u3001\u641c\u7d22\u548c\u5e7f\u544a\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"850\" height=\"321\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-47.webp\" alt=\"\" class=\"wp-image-3249\"\/><\/figure>\n\n\n\n<p>\u53c2\u6570\u670d\u52a1\u5668\u98ce\u683c\u7684\u8bad\u7ec3\u5728\u65e9\u671f\u6a21\u578b\u4e2d\u8868\u73b0\u4f18\u5f02\u3002\u4f46\u968f\u7740\u65b0\u6a21\u578b\u67b6\u6784\u5728\u6536\u655b\u6027\u65b9\u9762\u9762\u4e34\u6311\u6218\uff0c\u8bb8\u591a\u7814\u7a76\u56e2\u961f\u548c\u7ec4\u7ec7\u5f00\u59cb\u8f6c\u5411\u5168\u540c\u6b65\u68af\u5ea6\u4e0b\u964d\u65b9\u6cd5\uff0c\u4ee5\u7b80\u5316\u8bad\u7ec3\u6d41\u7a0b\u3002\u76ee\u524d\uff0c\u5305\u62ec GPT-4\u3001Claude\u3001Gemini \u548c Grok \u5728\u5185\u7684\u524d\u6cbf\u7ea7\u6a21\u578b\u5747\u91c7\u7528\u4e86\u540c\u6b65\u68af\u5ea6\u4e0b\u964d\u6280\u672f\u3002\u4e0d\u8fc7\uff0c\u4e3a\u4e86\u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u66f4\u6709\u6548\u5730\u5229\u7528 GPU \u8d44\u6e90\uff0c\u4e1a\u754c\u6b63\u9010\u6e10\u63a2\u7d22\u56de\u5f52\u5230\u5f02\u6b65\u68af\u5ea6\u4e0b\u964d\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 05\uff1a\u8bad\u7ec3\u7b56\u7565<\/strong><\/h2>\n\n\n\n<p>\u6839\u636e\u963f\u59c6\u8fbe\u5c14\u5b9a\u5f8b\uff0c\u4e3a\u4e86\u5728\u589e\u52a0\u66f4\u591a\u5904\u7406\u5668\u65f6\u907f\u514d\u6027\u80fd\u6536\u76ca\u9012\u51cf\uff0c\u4e00\u79cd\u6709\u6548\u7684\u7b56\u7565\u662f\u51cf\u5c11\u7a0b\u5e8f\u4e2d\u5168\u5c40\u540c\u6b65\u7684\u9700\u6c42\uff0c\u5e76\u5141\u8bb8\u66f4\u591a\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4ee5\u5899\u65f6\u949f\u7684\u767e\u5206\u6bd4\u72ec\u7acb\u8fd0\u884c\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u591a\u56ed\u533a\u3001\u591a\u5730\u533a\u548c\u8de8\u6d32\u7684\u8bad\u7ec3\u573a\u666f\uff0c\u56e0\u4e3a\u4e0d\u540c GPU \u4e4b\u95f4\u7684\u901a\u4fe1\u5ef6\u8fdf\u548c\u5e26\u5bbd\u5b58\u5728\u5dee\u5f02\u3002<\/p>\n\n\n\n<p>\u5728\u56ed\u533a\u7f51\u7edc\u73af\u5883\u4e2d\uff0c\u697c\u5b87\u95f4\u8ddd\u901a\u5e38\u5c0f\u4e8e1\u516c\u91cc\uff0c\u8fd9\u6837\u7684\u8fd1\u8ddd\u79bb\u5bfc\u81f4\u7f51\u7edc\u5ef6\u8fdf\u6781\u4f4e\uff0c\u540c\u65f6\u4eab\u6709\u8f83\u9ad8\u7684\u5e26\u5bbd\uff0c\u56e0\u6b64\u53ef\u4ee5\u5b9e\u65bd\u9891\u7e41\u7684\u540c\u6b65\u64cd\u4f5c\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0c\u5728\u66f4\u5927\u8303\u56f4\u7684\u533a\u57df\u7f51\u7edc\u5185\uff0c\u4f8b\u5982 100 \u5343\u7c73\u5185\uff0c\u5c3d\u7ba1\u53ef\u80fd\u62e5\u6709\u8f83\u9ad8\u7684\u5e26\u5bbd\u4f46\u5ef6\u8fdf\u8f83\u9ad8\uff0c\u540c\u6b65\u9891\u7387\u8f83\u4f4e\u3002\u6b64\u5916\uff0c\u4e0d\u540c\u56ed\u533a\u5185 GPU \u7684\u6570\u91cf\u5dee\u5f02\u662f\u53ef\u63a5\u53d7\u7684\uff0c\u56e0\u4e3a\u5b83\u4eec\u4e4b\u95f4\u7684\u8d1f\u8f7d\u5e73\u8861\u975e\u5e38\u5bb9\u6613\u3002\u4f8b\u5982\uff0c\u82e5 A \u56ed\u533a\u914d\u5907 10 \u4e07\u4e2a GPU\uff0c\u800c B \u56ed\u533a\u914d\u5907 7.5 \u4e07\u4e2a GPU\uff0cB \u56ed\u533a\u7684\u6279\u91cf\u5904\u7406\u89c4\u6a21\u53ef\u8bbe\u5b9a\u4e3a A \u56ed\u533a\u7684 75%\u3002\u5728\u6267\u884c\u540c\u6b65\u64cd\u4f5c\u65f6\uff0c\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u56ed\u533a\u7684 GPU \u6570\u91cf\uff0c\u6309\u7167\u6bd4\u4f8b\u8fdb\u884c\u52a0\u6743\u5e73\u5747\u8ba1\u7b97\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"990\" height=\"660\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-54.webp\" alt=\"\" class=\"wp-image-3258\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e00\u539f\u5219\u9002\u7528\u4e8e\u591a\u4e2a\u533a\u57df\u548c\u8de8\u6d32\u7684\u60c5\u51b5\uff0c\u5176\u4e2d\u7f51\u7edc\u5ef6\u8fdf\u8f83\u9ad8\uff0c\u56e0\u6b64\u5e94\u8fdb\u4e00\u6b65\u51cf\u5c11\u540c\u6b65\u7684\u9891\u7387\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u6784\u5efa\u4e86\u4e00\u4e2a\u5177\u6709\u4e0d\u540c\u540c\u6b65\u7ea7\u522b\u7684\u5c42\u6b21\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u8fd9\u5c31\u50cf\u4f60\u901a\u5e38\u4f1a\u66f4\u9891\u7e41\u5730\u4e0e\u76f8\u8fd1\u7684\u670b\u53cb\u89c1\u9762\uff0c\u800c\u4e0d\u662f\u90a3\u4e9b\u5c45\u4f4f\u5728\u5176\u4ed6\u57ce\u5e02\u7684\u670b\u53cb\u3002\u540c\u6837\uff0c\u4f60\u66f4\u503e\u5411\u4e8e\u4e0e\u540c\u5904\u4e00\u5730\u7684\u670b\u53cb\u4fdd\u6301\u66f4\u9891\u7e41\u7684\u8054\u7cfb\uff0c\u800c\u4e0d\u662f\u4e0e\u8fdc\u5728\u5176\u4ed6\u5730\u533a\u7684\u670b\u53cb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1074\" height=\"370\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-71.webp\" alt=\"\" class=\"wp-image-3275\"\/><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u5206\u5c42\u540c\u6b65\u68af\u5ea6\u4e0b\u964d\uff08Hierarchical Synchronous Stochastic Gradient Descent,H-SGD\uff09\u7684\u4e00\u4e2a\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u80fd\u591f\u6709\u6548\u51cf\u5c11\u4e2a\u522b\u8282\u70b9\u7684\u5f02\u5e38\u884c\u4e3a\u5bf9\u6574\u4f53\u8bad\u7ec3\u8fc7\u7a0b\u7684\u5f71\u54cd\u3002\u8fd9\u4e9b\u5f02\u5e38\u884c\u4e3a\u901a\u5e38\u5728\u8bad\u7ec3\u7684\u521d\u671f\u9636\u6bb5\u51fa\u73b0\uff0c\u4f46\u5f88\u5feb\u5c31\u4f1a\u81ea\u884c\u7ea0\u6b63\u3002\u56e0\u6b64\uff0c\u901a\u8fc7\u51cf\u5c11\u540c\u6b65\u7684\u9891\u7387\uff0c\u53ef\u4ee5\u964d\u4f4e\u8fd9\u4e9b\u5f02\u5e38\u884c\u4e3a\u5bf9\u6574\u4f53\u8bad\u7ec3\u8fc7\u7a0b\u7684\u5e72\u6270\u3002\u7531\u4e8e\u5e76\u975e\u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\u90fd\u6267\u884c\u5168\u5c40\u540c\u6b65\uff0c\u4e2a\u522b\u8282\u70b9\u7684\u4e0d\u7a33\u5b9a\u8868\u73b0\u5bf9\u6574\u4f53\u8bad\u7ec3\u7684\u5f71\u54cd\u88ab\u6709\u6548\u964d\u4f4e\u3002\u5206\u5c42\u540c\u6b65\u68af\u5ea6\u4e0b\u964d\u662f\u8fd1\u5e74\u6765\u5728\u591a\u6570\u636e\u4e2d\u5fc3\u5e76\u884c\u8bad\u7ec3\u4e2d\u5e7f\u6cdb\u91c7\u7528\u7684\u4e00\u79cd\u521b\u65b0\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"606\" height=\"350\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-77.webp\" alt=\"\" class=\"wp-image-3284\"\/><\/figure>\n\n\n\n<p>\u6770\u592b\u00b7\u8fea\u6069\u5728 2012 \u5e74\u53d1\u8868\u7684 DistBelief \u8bba\u6587\u4e2d\u63a2\u8ba8\u4e86\u5f02\u6b65\u53c2\u6570\u670d\u52a1\u5668\u7684\u5e94\u7528\uff0c\u8fd9\u662f\u53e6\u4e00\u79cd\u6781\u5177\u6f5c\u529b\u7684\u6280\u672f\u3002\u5728\u8be5\u65b9\u6cd5\u4e2d\uff0c\u6a21\u578b\u7684\u6bcf\u4e2a\u526f\u672c\u72ec\u7acb\u5904\u7406\u4e00\u90e8\u5206\u6570\u636e\uff0c\u7136\u540e\u5b9a\u671f\u4e0e\u53c2\u6570\u670d\u52a1\u5668\u901a\u4fe1\uff0c\u4ee5\u540c\u6b65\u5e76\u66f4\u65b0\u5168\u5c40\u6a21\u578b\u6743\u91cd\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u7c7b\u6bd4\u4e8e Git \u7248\u672c\u63a7\u5236\u7cfb\u7edf\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5373\u7a0b\u5e8f\u5458\u5728\u5404\u81ea\u7684\u4efb\u52a1\u4e0a\u72ec\u7acb\u5de5\u4f5c\u4e00\u6bb5\u65f6\u95f4\u540e\uff0c\u5c06\u66f4\u6539\u5408\u5e76\u5230\u4e3b\u5206\u652f\u3002\u7136\u800c\uff0c\u5982\u679c\u76f4\u63a5\u5e94\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6a21\u578b\u7684\u6536\u655b\u95ee\u9898\u3002\u4e0d\u8fc7\uff0cOpenAI \u53ef\u4ee5\u901a\u8fc7\u5f15\u5165\u591a\u79cd\u4f18\u5316\u6280\u672f\u6765\u4f18\u5316\u672c\u5730\u6a21\u578b\u526f\u672c\u4e0e\u5168\u5c40\u53c2\u6570\u4e4b\u95f4\u7684\u6570\u636e\u4ea4\u6362\u548c\u66f4\u65b0\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"437\" height=\"307\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-51.webp\" alt=\"\" class=\"wp-image-3254\"\/><\/figure>\n\n\n\n<p>MetaAI \u7684 \u201c\u5206\u652f-\u8bad\u7ec3-\u5408\u5e76\u201d\uff08Branch-Train-Merge\uff09\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0e\u73b0\u6709\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u76f8\u4f3c\u7684\u8bad\u7ec3\u7b56\u7565\uff1a\u4ece\u4e3b\u6a21\u578b\uff08\u4e3b\u5206\u652f\uff09\u521b\u5efa\u5206\u652f\uff0c\u5728\u6570\u636e\u96c6\u7684\u5b50\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u7136\u540e\u5c06\u8bad\u7ec3\u6210\u679c\u6574\u5408\u56de\u4e3b\u6a21\u578b\u3002\u6211\u4eec\u9884\u8ba1\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u5b9e\u8df5\u7ecf\u9a8c\u5c06\u5bf9 OpenAI \u7b49\u516c\u53f8\u91c7\u7528\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u6280\u672f\u4ea7\u751f\u5f71\u54cd\u3002\u7136\u800c\uff0c<strong>\u5206\u652f-\u8bad\u7ec3-\u5408\u5e76\u7b49\u65b9\u6cd5\u5728\u5904\u7406 GPT-3 175B \u6216 GPT-4 1.8T \u7b49\u5927\u578b\u6a21\u578b\u65f6\u9762\u4e34\u6311\u6218\uff0c\u56e0\u4e3a\u5408\u5e76\u95ee\u9898\u5c1a\u672a\u5f97\u5230\u89e3\u51b3\u3002<\/strong>\u4e3a\u4e86\u4fdd\u6301\u6536\u655b\uff0c\u5fc5\u987b\u6295\u5165\u66f4\u591a\u7684\u5de5\u7a0b\u529b\u91cf\u6765\u4f18\u5316\u5408\u5e76\u6d41\u7a0b\u548c\u66f4\u65b0\u4e3b\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"520\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-82.webp\" alt=\"\" class=\"wp-image-3289\"\/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u8fd9\u4e00\u65b9\u6cd5\u6269\u5c55\u4e3a\u5c42\u6b21\u5316\u7ed3\u6784\uff0c\u6211\u4eec\u9700\u8981\u6784\u5efa\u4e00\u4e2a\u591a\u5c42\u6b21\u7684\u53c2\u6570\u670d\u52a1\u5668\u67b6\u6784\u3002\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\uff0c\u6bcf\u4e2a\u6a21\u578b\u526f\u672c\u4e0e\u5176\u6700\u8fd1\u7684\u53c2\u6570\u670d\u52a1\u5668\u8fdb\u884c\u6570\u636e\u4ea4\u6362\uff0c\u800c\u53c2\u6570\u670d\u52a1\u5668\u4e4b\u95f4\u4e5f\u4f1a\u76f8\u4e92\u4ea4\u6362\u6570\u636e\u3002\u5728\u67b6\u6784\u7684\u5e95\u5c42\uff0c\u6a21\u578b\u526f\u672c\u4e0e\u5176\u5bf9\u5e94\u7684\u5c40\u90e8\u53c2\u6570\u670d\u52a1\u5668\u8fdb\u884c\u9891\u7e41\u7684\u901a\u4fe1\u548c\u66f4\u65b0\uff0c\u8fd9\u6837\u505a\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u5728\u5c40\u90e8\u96c6\u7fa4\u5185\u5b9e\u73b0\u66f4\u5feb\u901f\u7684\u6a21\u578b\u6536\u655b\u548c\u540c\u6b65\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u6784\u5efa\u5206\u5c42\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u67b6\u6784\uff0c\u9700\u8981\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u6309\u5c42\u6b21\u7ec4\u7ec7\u672c\u5730\u53c2\u6570\u670d\u52a1\u5668\uff0c\u4f7f\u5f97\u6bcf\u4e00\u5c42\u5728\u5c06\u66f4\u65b0\u4fe1\u606f\u4f20\u9012\u7ed9\u4e0a\u4e00\u5c42\u4e4b\u524d\uff0c\u5148\u5bf9\u6765\u81ea\u5176\u4e0b\u5c42\u7684\u66f4\u65b0\u8fdb\u884c\u6574\u5408\u548c\u4f18\u5316\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0e Nvidia \u63a8\u8350\u7684 FP8 \u7cbe\u5ea6\u8bad\u7ec3\u7b56\u7565\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u8be5\u7b56\u7565\u5efa\u8bae\u5728\u5b58\u50a8\u4e3b\u6743\u91cd\u65f6\u91c7\u7528 FP32 \u683c\u5f0f\uff0c\u4ee5\u51cf\u5c11\u7531\u4e8e\u4f7f\u7528\u5927\u91cf GPU \u800c\u5bfc\u81f4\u7684\u7cbe\u5ea6\u635f\u5931\u3002\u7136\u800c\uff0c\u5728\u8fdb\u884c\u5982\u77e9\u9635\u4e58\u6cd5\u8fd9\u6837\u7684\u8ba1\u7b97\u5bc6\u96c6\u578b\u64cd\u4f5c\u524d\uff0c\u8bad\u7ec3\u670d\u52a1\u5668\u4f1a\u5c06\u6570\u503c\u7cbe\u5ea6\u964d\u81f3 FP8\u3002\u6211\u4eec\u76f8\u4fe1\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4ecd\u7136\u9002\u7528\uff0c\u5373\u53c2\u6570\u670d\u52a1\u5668\u4e2d\u7684\u4e3b\u6743\u91cd\u5c06\u4fdd\u6301\u4e3a FP32\uff0c\u4f46\u5b9e\u9645\u8ba1\u7b97\u5c06\u4f7f\u7528 FP8 \u751a\u81f3\u66f4\u4f4e\u7684\u683c\u5f0f\uff0c\u5982 MX6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1043\" height=\"654\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-76.webp\" alt=\"\" class=\"wp-image-3279\"\/><\/figure>\n\n\n\n<p><strong>\u4e3a\u4e86\u5b9e\u73b0\u591a\u56ed\u533a\u8bad\u7ec3\uff0cGoogle \u76ee\u524d\u4f7f\u7528\u4e00\u79cd\u5f3a\u5927\u7684\u5206\u7247\u5668\uff0c\u5373 MegaScaler\u3002<\/strong>MegaScaler \u80fd\u591f\u901a\u8fc7 Pathways \u5728\u4e00\u4e2a\u56ed\u533a\u5185\u7684\u591a\u4e2a\u96c6\u7fa4\u4ee5\u53ca\u4e00\u4e2a\u533a\u57df\u5185\u7684\u591a\u4e2a\u56ed\u533a\u4e4b\u95f4\u8fdb\u884c\u5206\u7247\uff0c\u5e76\u8fdb\u884c\u540c\u6b65\u8bad\u7ec3\u3002MegaScaler \u4e3a Google \u5728\u6269\u5927\u8bad\u7ec3\u5de5\u4f5c\u8d1f\u8f7d\u7684\u82af\u7247\u6570\u91cf\u65f6\uff0c\u63d0\u4f9b\u4e86\u663e\u8457\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u884c\u4e1a\u8d8b\u52bf\u518d\u6b21\u503e\u5411\u4e8e\u5f02\u6b65\u8bad\u7ec3\uff0cMegaScaler \u53ef\u80fd\u6210\u4e3a\u5173\u952e\u652f\u6491\u6280\u672f\u3002MegaScaler \u57fa\u4e8e\u540c\u6b65\u8bad\u7ec3\u539f\u5219\uff0c\u5373\u6240\u6709\u6570\u636e\u526f\u672c\u9700\u76f8\u4e92\u901a\u4fe1\u4ee5\u540c\u6b65\u4fe1\u606f\u3002\u5c06\u5f02\u6b65\u8bad\u7ec3\u96c6\u6210\u5230 MegaScaler \u4e2d\u53ef\u80fd\u9887\u5177\u6311\u6218\uff0c\u53ef\u80fd\u6d89\u53ca\u5927\u89c4\u6a21\u7684\u7cfb\u7edf\u91cd\u6784\u3002\u5c3d\u7ba1 Pathways \u6846\u67b6\u5728\u8bbe\u8ba1\u65f6\u5df2\u8003\u8651\u5f02\u6b65\u6570\u636e\u6d41\uff0c\u4f46\u76ee\u524d\u6240\u6709\u751f\u4ea7\u5b9e\u4f8b\u5747\u91c7\u7528\u540c\u6b65 SGD \u8bad\u7ec3\u6a21\u5f0f\u3002\u4e0d\u8fc7\uff0c\u8c37\u6b4c\u5177\u5907\u5bf9\u8fd9\u4e00\u8f6f\u4ef6\u67b6\u6784\u8fdb\u884c\u91cd\u6784\u7684\u6280\u672f\u5b9e\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1066\" height=\"360\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-85.webp\" alt=\"\" class=\"wp-image-3292\"\/><\/figure>\n\n\n\n<p>\u5728\u8de8\u533a\u57df\u6570\u636e\u4e2d\u5fc3\u7f51\u7edc\u4e92\u8054\u65f6\uff0c\u4e3b\u8981\u7684\u9650\u5236\u56e0\u7d20\u5305\u62ec\u5e26\u5bbd\u548c\u7f51\u7edc\u5ef6\u8fdf\u3002\u957f\u8fdc\u6765\u770b\uff0c\u5ef6\u8fdf\u5c06\u6210\u4e3a\u4e3b\u8981\u9650\u5236\u56e0\u7d20\uff0c\u8fd9\u4e3b\u8981\u662f\u7531\u4e8e\u5149\u5728\u5149\u7ea4\u4ecb\u8d28\u4e2d\u7684\u4f20\u64ad\u901f\u5ea6\u53d7\u9650\uff0c\u800c\u975e\u5e26\u5bbd\u95ee\u9898\u3002\u5149\u7ea4\u7f51\u7edc\u7684\u5efa\u8bbe\u6210\u672c\u4e3b\u8981\u53d7\u5236\u4e8e\u83b7\u53d6\u94fa\u8bbe\u548c\u6316\u6398\u8bb8\u53ef\uff0c\u800c\u975e\u5149\u7ea4\u672c\u8eab\u7684\u6210\u672c\u3002\u4f8b\u5982\uff0c\u5728\u51e4\u51f0\u57ce\u4e0e\u8fbe\u62c9\u65af\u4e4b\u95f4\u94fa\u8bbe 1,000 \u5bf9\u5149\u7ea4\u7684\u6210\u672c\uff0c\u76f8\u8f83\u4e8e 200 \u5bf9\u5149\u7ea4\uff0c\u589e\u52a0\u7684\u5e45\u5ea6\u5e76\u4e0d\u663e\u8457\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u8003\u8651\u5230\u884c\u4e1a\u5185\u7684\u76d1\u7ba1\u8981\u6c42\u548c\u5b9e\u65bd\u65f6\u95f4\uff0c\u5927\u89c4\u6a21\u94fa\u8bbe\u5149\u7ea4\u662f\u4e00\u4e2a\u9010\u6b65\u7684\u8fc7\u7a0b\uff0c\u56e0\u6b64\uff0c\u4f18\u5316\u5e26\u5bbd\u4f7f\u7528\u7b56\u7565\u4ecd\u7136\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"908\" height=\"600\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-79.webp\" alt=\"\" class=\"wp-image-3285\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u9884\u8ba1\uff0c\u672a\u6765\u5728\u591a\u56ed\u533a\u3001\u591a\u533a\u57df\u7684\u8bad\u7ec3\u96c6\u7fa4\u4e0a\uff0c\u6a21\u578b\u7684\u53c2\u6570\u91cf\u5c06\u8d85\u8fc7 100 \u4e07\u4ebf\u3002\u5047\u8bbe\u533a\u57df\u5185\u7684\u56ed\u533a\u7ad9\u70b9\u4e4b\u95f4\u7684\u5e26\u5bbd\u80fd\u591f\u8fbe\u5230 5Pbit\/s\uff0c\u800c\u533a\u57df\u95f4\u7684\u5e26\u5bbd\u8fbe\u5230 1Pbit\/s\uff0c\u8fd9\u5728\u672a\u6765\u662f\u53ef\u884c\u7684\u3002\u5728\u8fd9\u6837\u9ad8\u7684\u5e26\u5bbd\u6761\u4ef6\u4e0b\uff0c\u56ed\u533a\u7ad9\u70b9\u95f4\u4ea4\u6362\u6a21\u578b\u6743\u91cd\u7684\u65f6\u95f4\u5c06\u5927\u5e45\u7f29\u77ed\uff0c\u4ec5\u9700 0.64 \u79d2\u5373\u53ef\u5b8c\u6210\uff0c\u8fd9\u5bf9\u4e8e\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u800c\u8a00\u662f\u4e00\u4e2a\u663e\u8457\u7684\u4f18\u52bf\u3002\u7279\u522b\u662f\u5f53\u9700\u8981\u4ea4\u6362\u9ad8\u8fbe 400TB\uff08\u6bcf 4 \u5b57\u8282\u4ee3\u8868\u4e00\u4e2a\u53c2\u6570\uff09\u7684\u6743\u91cd\u65f6\uff0c\u8fd9\u6837\u7684\u901f\u5ea6\u8868\u73b0\u662f\u76f8\u5f53\u51fa\u8272\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"196\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-58.webp\" alt=\"\" class=\"wp-image-3261\"\/><\/figure>\n\n\n\n<p><strong>Nvidia \u63d0\u4f9b\u4e86\u540d\u4e3a MetroX \u7684 InfiniBand \u7f51\u7edc\u4ea4\u6362\u673a\uff0c\u5b83\u8bbe\u8ba1\u7528\u4e8e\u5728 40 \u516c\u91cc\u8303\u56f4\u5185\u8fde\u63a5\u6570\u636e\u4e2d\u5fc3\u3002<\/strong>\u5c3d\u7ba1\u8fd9\u79cd\u6280\u672f\u5728 AI \u9886\u57df\u7684\u5b9e\u9a8c\u5ba4\u4e2d\u5e94\u7528\u4e0d\u591a\uff0c\u4f46\u5728\u975e AI \u7684\u9ad8\u6027\u80fd\u8ba1\u7b97\uff08HPC\uff09\u96c6\u7fa4\u4e2d\uff0c\u5b83\u5df2\u88ab\u7528\u4e8e\u8fde\u63a5 10 \u516c\u91cc\u8303\u56f4\u5185\u7684\u4e0d\u540c\u56ed\u533a\u3002\u6bcf\u4e2a MetroX \u673a\u7bb1\u652f\u6301 2x100Gbps \u7684\u5e26\u5bbd\uff0c\u7136\u800c\uff0c\u5bf9\u4e8e\u57ce\u57df\u7f51\uff08\u901a\u5e38\u8986\u76d6\u5c0f\u4e8e 40 \u516c\u91cc\u7684\u8303\u56f4\uff09\u800c\u8a00\uff0c\u4ee5\u592a\u7f51\u89e3\u51b3\u65b9\u6848\u5df2\u7ecf\u53d1\u5c55\u5f97\u975e\u5e38\u6210\u719f\u3002\u4f8b\u5982\uff0c<strong>\u5fae\u8f6f\u8fd9\u6837\u7684\u516c\u53f8\uff0c\u5c3d\u7ba1\u5728\u6570\u636e\u4e2d\u5fc3\u5185\u90e8\u5927\u91cf\u4f7f\u7528 InfiniBand\uff0c\u4f46\u5728\u6570\u636e\u4e2d\u5fc3\u4e4b\u95f4\u7684\u8fde\u63a5\u4e0a\u9009\u62e9\u4e86\u4ee5\u592a\u7f51\u6280\u672f\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 06\uff1a\u4ece\u5409\u6bd4\u7279\u5230\u592a\u6bd4\u7279\uff1a\u8c03\u5236\u548c\u590d\u7528<\/strong><\/h2>\n\n\n\n<p>\u76ee\u524d\uff0c\u6570\u636e\u4e2d\u5fc3\u5185\u7684\u7f51\u7edc\uff08\u5373 Datacom\uff09\u901a\u5e38\u4fa7\u91cd\u4e8e\u901a\u8fc7\u5149\u7ea4\u94fe\u8def\u4e3a\u6bcf\u4e2a\u7ec8\u7aef\u8bbe\u5907\uff08\u5373\u6bcf\u4e2a GPU\uff09\u63d0\u4f9b\u9ad8\u8fbe 400Gbps \u7684\u901f\u5ea6\u3002\u968f\u7740 Nvidia \u9010\u6b65\u91c7\u7528 Connect-X8 \u7cfb\u5217\u7f51\u7edc\u63a5\u53e3\u5361\uff08NICs\uff09\uff0c\u9884\u8ba1\u5728\u672a\u6765\u4e00\u5e74\u5185\u5c06\u5b9e\u73b0 800Gbps \u7684 AI \u6570\u636e\u4f20\u8f93\u901f\u7387\u3002<\/p>\n\n\n\n<p>\u5728\u7535\u4fe1\u7f51\u7edc\u9886\u57df\uff0c\u4e3a\u4e86\u6ee1\u8db3\u8bbe\u65bd\u5185\u591a\u4e2a\u8bbe\u5907\u548c\u670d\u52a1\u5668\u7684\u901a\u4fe1\u9700\u6c42\uff0c\u901a\u5e38\u4f1a\u91c7\u7528\u5149\u7ea4\u94fe\u8def\u8fdb\u884c\u6570\u636e\u4f20\u8f93\u3002\u5c3d\u7ba1\u8fd0\u884c 800 Gbps \u7684\u6570\u636e\u901a\u4fe1\u6536\u53d1\u5668\u5728\u6bcf\u5bf9\u5149\u7ea4\u4e0a\u901a\u5e38\u53ea\u80fd\u5b9e\u73b0\u6700\u591a 100 Gbps (DR8) \u7684\u4f20\u8f93\u901f\u7387\uff0c\u9700\u8981\u591a\u5bf9\u5149\u7ea4\u6765\u5b9e\u73b0\u66f4\u9ad8\u5e26\u5bbd\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5982\u6d77\u5e95\u7535\u7f06\u548c\u8bb8\u591a\u9646\u5730\u53ca\u57ce\u57df\u7f51\u7edc\u90e8\u7f72\uff0c\u7535\u4fe1\u5e94\u7528\u7684\u5355\u6a21\u5149\u7ea4\u5bf9\u7684\u4f20\u8f93\u901f\u5ea6\u5df2\u7ecf\u8d85\u8fc7\u4e86 20-40 Tbps\u3002<\/p>\n\n\n\n<p>\u66f4\u9ad8\u7684\u5e26\u5bbd\u53ef\u901a\u8fc7\u4ee5\u4e0b\u7ec4\u5408\u5b9e\u73b0:<\/p>\n\n\n\n<p>1. \u66f4\u9ad8\u9636\u7684\u8c03\u5236\u65b9\u6848\uff0c\u5728\u7279\u5b9a\u6ce2\u957f\u4e0a\u6bcf\u4e2a\u7b26\u53f7\u53ef\u63d0\u4f9b\u66f4\u591a\u6bd4\u7279\u3002<\/p>\n\n\n\n<p>2. \u5bc6\u96c6\u6ce2\u5206\u590d\u7528\uff08DWDM\uff09\uff0c\u5c06\u591a\u4e2a\u6ce2\u957f\u7684\u5149\u5408\u5e76\u5230\u4e00\u6839\u5149\u7ea4\u4e0a\u3002<\/p>\n\n\n\n<p>\u5728\u8c03\u5236\u6280\u672f\u65b9\u9762\uff0c\u6570\u636e\u901a\u4fe1\u9886\u57df\u5e7f\u6cdb\u91c7\u7528 VCSEL \u548c EML \u7684\u6536\u53d1\u5668\u3002\u8fd9\u4e9b\u8bbe\u5907\u652f\u6301 PAM4\uff0c\u8fd9\u662f\u4e00\u79cd\u5229\u7528\u5149\u4fe1\u53f7\u5f3a\u5ea6\u53d8\u5316\u6765\u4f20\u8f93\u4fe1\u606f\u7684\u6280\u672f\uff0c\u5373\u6240\u8c13\u7684\u5f3a\u5ea6\u8c03\u5236\u76f4\u63a5\u68c0\u6d4b\uff08IMDD\uff09\u3002\u5728 PAM4 \u8c03\u5236\u4e2d\uff0c\u901a\u8fc7\u56db\u79cd\u4e0d\u540c\u7684\u5149\u4fe1\u53f7\u5f3a\u5ea6\u7ea7\u522b\uff0c\u6bcf\u4e2a\u4fe1\u53f7\u7ea7\u522b\u80fd\u591f\u643a\u5e26\u4e24\u4e2a\u6bd4\u7279\u7684\u4fe1\u606f\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"755\" height=\"343\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-64.webp\" alt=\"\" class=\"wp-image-3268\"\/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u66f4\u9ad8\u7684\u6570\u636e\u4f20\u8f93\u901f\u5ea6\uff0c\u53ef\u4ee5\u901a\u8fc7\u63d0\u9ad8\u7b26\u53f7\u7684\u53d1\u9001\u901f\u7387\uff08\u4ee5\u5343\u5146\u6ce2\u7279\u6bcf\u79d2 Gbd \u8ba1\uff09\u6216\u589e\u52a0\u6bcf\u4e2a\u7b26\u53f7\u643a\u5e26\u7684\u6bd4\u7279\u6570\u6765\u5b9e\u73b0\u3002\u4f8b\u5982\uff0c400G SR8 \u6536\u53d1\u5668\u80fd\u591f\u5728 26.6 Gbaud \u7684\u901f\u7387\u4e0b\u53d1\u9001\u7b26\u53f7\uff0c\u5e76\u901a\u8fc7\u56db\u9636\u8109\u51b2\u5e45\u5ea6\u8c03\u5236\uff08PAM4\uff09\u6280\u672f\uff0c\u4f7f\u5f97\u6bcf\u4e2a\u7b26\u53f7\u80fd\u591f\u643a\u5e26 2 \u6bd4\u7279\u7684\u4fe1\u606f\u3002\u8fd9\u6837\uff0c\u6bcf\u5bf9\u5149\u7ea4\u53ef\u4ee5\u5b9e\u73b0 50 Gbps \u7684\u4f20\u8f93\u901f\u7387\u3002\u5f53 8 \u5bf9\u5149\u7ea4\u901a\u8fc7\u4e00\u4e2a\u8fde\u63a5\u5668\u96c6\u6210\u65f6\uff0c\u6574\u4f53\u4f20\u8f93\u901f\u7387\u53ef\u8fbe\u5230 400 Gbps\u3002\u82e5\u8fdb\u4e00\u6b65\u5c06\u7b26\u53f7\u901f\u7387\u63d0\u5347\u81f3 53.1 Gbaud\uff0c\u4e14\u5728 8 \u4e2a\u901a\u9053\u4e0a\u7ee7\u7eed\u4f7f\u7528 PAM4 \u8c03\u5236\uff0c\u5219\u6574\u4f53\u4f20\u8f93\u901f\u7387\u53ef\u63d0\u5347\u81f3 800 Gbps\u3002\u7136\u800c\uff0c\u76f8\u8f83\u4e8e\u91c7\u7528\u66f4\u9ad8\u9636\u7684\u8c03\u5236\u65b9\u6848\uff0c\u5355\u7eaf\u5730\u5c06\u7b26\u53f7\u901f\u7387\u7ffb\u500d\u5728\u6280\u672f\u4e0a\u5f80\u5f80\u66f4\u5177\u6311\u6218\u6027\u3002<\/p>\n\n\n\n<p>16-QAM\uff0816 \u9636\u6b63\u4ea4\u632f\u5e45\u8c03\u5236\uff09\u662f\u4e00\u79cd\u5728 ZR\/ZR+ \u5149\u901a\u4fe1\u548c\u7535\u4fe1\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\u7684\u8c03\u5236\u6280\u672f\u3002\u8be5\u6280\u672f\u901a\u8fc7\u7f16\u7801\u56db\u79cd\u4e0d\u540c\u632f\u5e45\u7684\u4fe1\u53f7\u6ce2\uff0c\u5e76\u5229\u7528\u4e24\u4e2a\u76f8\u4f4d\u5dee\u4e3a 90 \u5ea6\u7684\u72ec\u7acb\u8f7d\u6ce2\uff0c\u80fd\u591f\u751f\u6210 16 \u79cd\u4e0d\u540c\u7684\u7b26\u53f7\uff0c\u6bcf\u4e2a\u7b26\u53f7\u643a\u5e26 4 \u6bd4\u7279\u7684\u4fe1\u606f\u3002\u901a\u8fc7\u91c7\u7528\u53cc\u6781\u5316\u6280\u672f\uff0c\u5373\u540c\u65f6\u4f7f\u7528\u6c34\u5e73\u548c\u5782\u76f4\u6781\u5316\u7684\u8f7d\u6ce2\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u589e\u52a0\u7b26\u53f7\u6570\u91cf\u81f3 256 \u79cd\uff0c\u6bcf\u4e2a\u7b26\u53f7\u643a\u5e26 8 \u6bd4\u7279\u7684\u4fe1\u606f\u3002\u76ee\u524d\uff0c\u5927\u591a\u6570 400ZR\/ZR+ \u548c 800ZR\/ZR+ \u6536\u53d1\u5668\u4ec5\u652f\u6301\u53cc\u6781\u5316 16-QAM\uff08DP-16QAM\uff09\u8c03\u5236\u3002\u7136\u800c\uff0c\u5728\u4f18\u8d28\u5149\u7ea4\u4e0a\u8fd0\u884c\u7684\u4e13\u7528\u7535\u4fe1\u7cfb\u7edf\uff0c\u7531\u4e8e\u8bbe\u5907\u5c3a\u5bf8\u8f83\u5927\uff0c\u80fd\u591f\u652f\u6301\u66f4\u9ad8\u9636\u7684\u53cc\u6781\u5316 64-QAM\uff08DP-64QAM\uff09\u8c03\u5236\uff0c\u6bcf\u4e2a\u7b26\u53f7\u53ef\u643a\u5e26 12 \u6bd4\u7279\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"565\" height=\"420\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-52.webp\" alt=\"\" class=\"wp-image-3255\"\/><\/figure>\n\n\n\n<p>\u4e3a\u5b9e\u73b0\u57fa\u4e8e\u4e0d\u540c\u76f8\u4f4d\u7684\u8c03\u5236\u65b9\u6848\uff0c\u5fc5\u987b\u91c7\u7528\u76f8\u5e72\u5149\u5b66\u6280\u672f\u3002\u76f8\u5e72\u5149\u6307\u7684\u662f\u5149\u6e90\u53d1\u51fa\u7684\u5149\u6ce2\u5728\u76f8\u4f4d\u4e0a\u4fdd\u6301\u4e00\u81f4\u6027\uff0c\u8fd9\u5bf9\u4e8e\u6267\u884c\u76f8\u4f4d\u8c03\u5236\u65b9\u6848\u81f3\u5173\u91cd\u8981\u3002\u76f8\u4f4d\u4e0d\u4e00\u81f4\u7684\u5149\u6e90\uff08\u975e\u76f8\u5e72\u5149\u6e90\uff09\u4f1a\u4ea7\u751f\u968f\u673a\u5e72\u6270\uff0c\u5bfc\u81f4\u65e0\u6cd5\u51c6\u786e\u63d0\u53d6\u76f8\u4f4d\u8c03\u5236\u7684\u4fe1\u53f7\u3002<\/p>\n\n\n\n<p>\u76f8\u5e72\u5149\u5b66\u7cfb\u7edf\u9700\u914d\u5907\u80fd\u591f\u5904\u7406\u9ad8\u9636\u8c03\u5236\u65b9\u6848\u7684\u6570\u5b57\u4fe1\u53f7\u5904\u7406\u5668\uff08DSP\uff09\uff0c\u4ee5\u53ca\u53ef\u8c03\u8c10\u6fc0\u5149\u5668\u548c\u8c03\u5236\u5668\u3002\u5728 400ZR \u5e94\u7528\u4e2d\uff0c\u4e3a\u4e86\u964d\u4f4e\u6210\u672c\uff0c\u901a\u5e38\u91c7\u7528\u7845\u5149\u5b50\u6280\u672f\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u53ef\u8c03\u8c10\u6fc0\u5149\u5668\u4ef7\u683c\u8f83\u9ad8\uff0c\u56e0\u6b64\u5728\u4e00\u4e9b\u7ecf\u6d4e\u578b\u89e3\u51b3\u65b9\u6848\u4e2d\u5c1d\u8bd5\u4f7f\u7528\u6210\u672c\u66f4\u4f4e\u7684 O \u6ce2\u6bb5\u6fc0\u5149\u5668\u3002<\/p>\n\n\n\n<p>ZR\/ZR + \u5149\u5b66\u6a21\u5757\uff0c\u4f5c\u4e3a\u65e5\u76ca\u6d41\u884c\u7684\u6536\u53d1\u5668\u7c7b\u578b\uff0c\u91c7\u7528\u76f8\u5e72\u5149\u5b66\u6280\u672f\uff0c\u4e13\u4e3a\u6570\u636e\u4e2d\u5fc3\u4e92\u8fde\u8bbe\u8ba1\u3002\u5b83\u4eec\u80fd\u591f\u5728\u6bcf\u5bf9\u5149\u7ea4\u4e0a\u63d0\u4f9b\u66f4\u9ad8\u7684\u5e26\u5bbd\uff0c\u5e76\u652f\u6301 120 \u81f3 500 \u516c\u91cc\u7684\u4f20\u8f93\u8ddd\u79bb\u3002\u8fd9\u4e9b\u6a21\u5757\u901a\u5e38\u91c7\u7528 OSFP \u6216 QSFP-DD \u5916\u5f62\u89c4\u683c\uff0c\u4e0e\u6570\u636e\u901a\u4fe1\u5e94\u7528\u4e2d\u5e38\u7528\u7684\u89c4\u683c\u4e00\u81f4\uff0c\u56e0\u6b64\u53ef\u4ee5\u65e0\u7f1d\u96c6\u6210\u5230\u73b0\u6709\u7684\u6570\u636e\u901a\u4fe1\u7f51\u7edc\u4ea4\u6362\u673a\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"353\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-37.webp\" alt=\"\" class=\"wp-image-3239\"\/><\/figure>\n\n\n\n<p>\u4f20\u7edf\u7535\u4fe1\u7cfb\u7edf\u53ef\u4ee5\u7528\u4e8e\u6570\u636e\u4e2d\u5fc3\u4e92\u8fde\uff0c\u4f46\u8fd9\u901a\u5e38\u9700\u8981\u66f4\u590d\u6742\u7684\u7535\u4fe1\u8bbe\u5907\u94fe\uff0c\u5360\u7528\u66f4\u591a\u7684\u7269\u7406\u7a7a\u95f4\u3002\u800c ZR\/ZR + \u63d2\u62d4\u5f0f\u7535\u7f06\u53ef\u4ee5\u76f4\u63a5\u63d2\u5165\u7f51\u7edc\u7aef\u53e3\uff0c\u907f\u514d\u4e86\u591a\u4e2a\u7535\u4fe1\u8bbe\u5907\u7684\u4f7f\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"636\" height=\"360\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-60.webp\" alt=\"\" class=\"wp-image-3264\"\/><\/figure>\n\n\n\n<p>\u76f8\u6bd4\u91c7\u7528 PAM4 \u8c03\u5236\u7684\u5f3a\u5ea6\u8c03\u5236\u76f4\u63a5\u68c0\u6d4b\uff08IMDD\uff09\u6536\u53d1\u5668\uff0c\u5e94\u7528\u9ad8\u9636\u8c03\u5236\u6280\u672f\u5982\u53cc\u6781\u5316 16 \u6b63\u4ea4\u632f\u5e45\u8c03\u5236\uff08DP-16QAM\uff09\u80fd\u663e\u8457\u63d0\u5347\u5355\u5bf9\u5149\u7ea4\u7684\u4f20\u8f93\u5e26\u5bbd\uff0c\u5e26\u5bbd\u589e\u76ca\u53ef\u8fbe 8 \u500d\u3002\u7136\u800c\uff0c\u957f\u8ddd\u79bb\u4f20\u8f93\u7684\u6548\u7387\u4ecd\u53d7\u9650\u4e8e\u5149\u7ea4\u7279\u6027\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u5355\u5bf9\u5149\u7ea4\u7684\u4f20\u8f93\u80fd\u529b\uff0c\u53ef\u4ee5\u91c7\u7528\u5bc6\u96c6\u6ce2\u5206\u590d\u7528\uff08DWDM\uff09\u6280\u672f\u3002DWDM \u901a\u8fc7\u5728\u5355\u6839\u5149\u7ea4\u4e2d\u540c\u65f6\u4f20\u8f93\u591a\u4e2a\u4e0d\u540c\u6ce2\u957f\u7684\u5149\u4fe1\u53f7\u6765\u5b9e\u73b0\u3002\u4f8b\u5982\uff0c\u5c06 76 \u4e2a C \u6ce2\u6bb5\uff08\u6ce2\u957f\u8303\u56f41530nm\u81f31565nm\uff09\u548c 76 \u4e2a L \u6ce2\u6bb5\uff08\u6ce2\u957f\u8303\u56f4 1565nm \u81f3 1625nm\uff09\u7684\u4fe1\u53f7\u590d\u7528\u81f3\u4e00\u6839\u5149\u7ea4\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"506\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-55.webp\" alt=\"\" class=\"wp-image-3257\"\/><\/figure>\n\n\n\n<p>\u5982\u679c\u5728\u8fd9\u4e2a\u7cfb\u7edf\u4e0a\u6bcf\u4e2a\u6ce2\u957f\u80fd\u4f20\u8f93 800Gbps\uff0c\u90a3\u4e48\u5355\u5bf9\u5149\u7ea4\u7684\u603b\u5bb9\u91cf\u53ef\u4ee5\u8fbe\u5230 121.6Tbps\u3002\u6d77\u5e95\u5149\u7f06\u7cfb\u7edf\u901a\u5e38\u4f1a\u5c3d\u53ef\u80fd\u591a\u5730\u5229\u7528\u53ef\u7528\u6ce2\u957f\u4ee5\u63d0\u9ad8\u4f20\u8f93\u6548\u7387\u3002\u867d\u7136\u67d0\u4e9b\u7279\u5b9a\u7684\u90e8\u7f72\u53ef\u80fd\u4f1a\u4f7f\u7528\u5c11\u4e8e 16 \u4e2a\u6ce2\u957f\uff0c\u4f46\u4f7f\u7528\u591a\u8fbe 96 \u4e2a\u6ce2\u957f\u7684\u90e8\u7f72\u4e5f\u662f\u5e38\u89c1\u7684\u3002\u76ee\u524d\uff0c\u4e1a\u754c\u5bf9\u4e8e\u6bcf\u5bf9\u5149\u7ea4\u7684\u5178\u578b\u90e8\u7f72\u76ee\u6807\u662f\u5b9e\u73b0 20-60 Tbps \u7684\u4f20\u8f93\u5bb9\u91cf\u3002<\/p>\n\n\n\n<p>\u8bb8\u591a\u5149\u7ea4\u90e8\u7f72\u5728\u521d\u59cb\u9636\u6bb5\u901a\u5e38\u4ec5\u6fc0\u6d3b C \u6ce2\u6bb5\u4e2d\u7684\u5c11\u6570\u51e0\u4e2a\u6ce2\u957f\uff0c\u968f\u7740\u5ba2\u6237\u9700\u6c42\u7684\u589e\u957f\uff0c\u9010\u6b65\u6fc0\u6d3b\u66f4\u591a\u7684 C \u6ce2\u6bb5\u6ce2\u957f\uff0c\u6700\u7ec8\u6269\u5c55\u81f3 L \u6ce2\u6bb5\u3002\u8fd9\u79cd\u9010\u6b65\u6fc0\u6d3b\u6ce2\u957f\u7684\u7b56\u7565\u4f7f\u5f97\u73b0\u6709\u5149\u7ea4\u7684\u4f20\u8f93\u5bb9\u91cf\u5f97\u4ee5\u663e\u8457\u63d0\u5347\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 07\uff1aHyperscalers \u7684\u7535\u4fe1\u7f51\u7edc\u90e8\u7f72<\/strong><\/h2>\n\n\n\n<p>\u7f8e\u56fd\u5927\u591a\u6570\u5927\u90fd\u5e02\u5730\u533a\u4ecd\u6709\u5927\u91cf\u672a\u88ab\u4f7f\u7528\u7684\u5149\u7ea4\u8d44\u6e90\uff0c\u800c\u8fd9\u4e9b\u8d44\u6e90\u53ef\u4e3aAI\u6570\u636e\u4e2d\u5fc3\u4e92\u8054\u63d0\u4f9b\u6240\u9700\u7684\u5de8\u5927\u5e26\u5bbd\uff0c\u8fd9\u662f\u5145\u5206\u5229\u7528\u8fd9\u4e9b\u5149\u7ea4\u7684\u6700\u4f73\u65b9\u5f0f\u3002\u5728\u6d77\u5e95\u5149\u7f06\u7684\u90e8\u7f72\u4e2d\uff0c\u8054\u5408\u4f01\u4e1a\u901a\u5e38\u53ea\u94fa\u8bbe 8-12 \u5bf9\u5149\u7ea4\uff0c\u56e0\u4e3a\u7269\u7406\u5149\u7f06\u7684\u6210\u672c\u4e0e\u5149\u7ea4\u5bf9\u6570\u5448\u6b63\u6bd4\u3002<strong>\u800c\u5728\u9646\u5730\u5149\u7f06\u7684\u94fa\u8bbe\u4e2d\uff0c\u4e3b\u8981\u6210\u672c\u6765\u81ea\u4e8e\u6316\u6398\u58d5\u6c9f\u6240\u9700\u7684\u4eba\u5de5\u548c\u8bbe\u5907\uff08\u4ee5\u53ca\u67d0\u4e9b\u57ce\u5e02\u5730\u533a\u7684\u8def\u6743\uff09\uff0c\u800c\u975e\u5149\u7ea4\u672c\u8eab\u3002<\/strong>\u56e0\u6b64\uff0c\u5f53\u516c\u53f8\u5728\u57ce\u5e02\u5730\u533a\u6316\u6398\u9646\u5730\u7ebf\u8def\u65f6\uff0c\u5f80\u5f80\u4f1a\u4e00\u6b21\u6027\u94fa\u8bbe\u6210\u767e\u4e0a\u5343\u5bf9\u5149\u7ea4\uff0c\u4ee5\u964d\u4f4e\u672a\u6765\u7684\u6269\u5bb9\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u8fdb\u884c\u8de8\u6d0b\u7684\u6570\u636e\u4f20\u8f93\u76f8\u8f83\u4e8e\u9646\u5730\u4f20\u8f93\u9762\u4e34\u66f4\u591a\u7684\u6280\u672f\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u5728\u5236\u5b9a\u5149\u7ea4\u4e1a\u52a1\u8ba1\u5212\u65f6\uff0c\u901a\u5e38\u4f1a\u8003\u8651\u5230\u672a\u6765\u7684\u9700\u6c42\u589e\u957f\uff0c\u56e0\u6b64\u4f1a\u9884\u7559\u4e00\u5b9a\u6bd4\u4f8b\u7684\u5149\u7ea4\u5bf9\u3002\u8fd9\u79cd\u7b56\u7565\u4e0d\u4ec5\u9002\u7528\u4e8e\u5927\u57ce\u5e02\uff0c\u4e5f\u666e\u904d\u5e94\u7528\u4e8e\u4e3b\u8981\u4ea4\u901a\u5e72\u7ebf\u3001\u8f93\u7535\u7ebf\u8def\u3001\u94c1\u8def\u4ee5\u53ca\u5176\u4ed6\u57fa\u7840\u8bbe\u65bd\u7684\u5468\u8fb9\u533a\u57df\u3002\u5728\u8fdb\u884c\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u65f6\uff0c\u76f8\u5173\u5355\u4f4d\u901a\u5e38\u4f1a\u540c\u6b65\u94fa\u8bbe\u5149\u7ea4\u7535\u7f06\uff0c\u56e0\u4e3a\u5982\u679c\u5df2\u7ecf\u6709\u65bd\u5de5\u961f\u5728\u73b0\u573a\uff0c\u589e\u52a0\u5149\u7ea4\u94fa\u8bbe\u7684\u6210\u672c\u5f88\u5c0f\u3002<\/p>\n\n\n\n<p>\u5728\u7535\u4fe1\u7f51\u7edc\u9886\u57df\uff0c\u8d85\u7ea7\u5206\u9500\u5546\u66f4\u503e\u5411\u4e8e\u5efa\u8bbe\u81ea\u6709\u7f51\u7edc\uff0c\u800c\u975e\u4f9d\u8d56\u7535\u4fe1\u4f9b\u5e94\u5546\u3002\u4ed6\u4eec\u901a\u5e38\u76f4\u63a5\u4e0e\u8bbe\u5907\u4f9b\u5e94\u5546\u548c\u5efa\u7b51\u516c\u53f8\u5408\u4f5c\uff0c\u4ee5\u6ee1\u8db3\u957f\u9014\u901a\u4fe1\u3001\u5730\u94c1\u7ebf\u8def\u4ee5\u53ca\u6570\u636e\u4e2d\u5fc3\u4e92\u8054\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"782\" height=\"437\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-83.webp\" alt=\"\" class=\"wp-image-3290\"\/><\/figure>\n\n\n\n<p>\u6570\u636e\u4e2d\u5fc3\u4e92\u8054\u662f\u6307\u901a\u8fc7\u70b9\u5bf9\u70b9\u7f51\u7edc\u5c06\u4e24\u4e2a\u76f8\u8ddd\u4e0d\u8d85\u8fc7 50 \u5343\u7c73\u7684\u6570\u636e\u4e2d\u5fc3\u8fde\u63a5\u8d77\u6765\uff0c\u901a\u5e38\u9700\u8981\u94fa\u8bbe\u5927\u91cf\u5149\u7ea4\u5bf9\u3002\u8d85\u7ea7\u5206\u914d\u5668\u53ef\u4ee5\u5c06 ZR \u6536\u53d1\u5668\u5b89\u88c5\u5230\u4e24\u4e2a\u8fdc\u8ddd\u79bb\u6570\u636e\u4e2d\u5fc3\u7684\u7f51\u7edc\u4ea4\u6362\u673a\u4e0a\uff0c\u5e76\u5c06\u6536\u53d1\u5668\u8c03\u8282\u4e3a\u4e0d\u540c\u7684\u5149\u6ce2\u957f\uff0c\u7136\u540e\u901a\u8fc7\u65e0\u6e90\u591a\u8def\u590d\u7528\u5668\uff08\u5373 DWDM \u94fe\u8def\uff09\u5c06\u591a\u8fbe 64 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\u5149\u5b66\u4fe1\u53f7\u590d\u7528\u5230\u8f83\u5c11\u7684\u5149\u7ea4\u5bf9\u4e0a\uff0c\u4ece\u800c\u5b9e\u73b0\u6bd4\u70b9\u5bf9\u70b9\u7f51\u7edc\u66f4\u590d\u6742\u7684\u8fde\u63a5\u3002\u7136\u800c\uff0c\u8fd9\u9700\u8981\u5360\u7528\u591a\u4e2a\u7535\u4fe1\u8bbe\u5907\u673a\u67b6\u7684\u7a7a\u95f4\uff0c\u4ee5\u5bb9\u7eb3 DWDM \u7cfb\u7edf\u6240\u9700\u7684\u8def\u7531\u5668\u3001ROADM \u4ee5\u53ca\u591a\u8def\u590d\u7528\u5668\/\u89e3\u590d\u7528\u5668\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u5149\u7ea4\u94fa\u8bbe\u7684\u4e3b\u8981\u6210\u672c\u5728\u4e8e\u6316\u6398\u6c9f\u69fd\uff0c\u5927\u591a\u6570\u8d85\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u5fc3\u8fd0\u8425\u5546\u901a\u5e38\u4f1a\u94fa\u8bbe\u8d85\u51fa\u5b9e\u9645\u9700\u6c42\u7684\u5149\u7ea4\u5bf9\uff0c\u4ee5\u6b64\u8282\u7701\u673a\u623f\u5185\u7684\u7a7a\u95f4\uff0c\u5e76\u907f\u514d\u90e8\u7f72\u590d\u6742\u7684\u7535\u4fe1\u7cfb\u7edf\u3002\u901a\u5e38\uff0c\u53ea\u6709\u5728\u5149\u7ea4\u8d44\u6e90\u6709\u9650\u7684\u5730\u533a\uff0c\u4ed6\u4eec\u624d\u4f1a\u5728\u77ed\u8ddd\u79bb\u5185\u91c7\u7528\u590d\u6742\u7684\u7535\u4fe1\u7cfb\u7edf\u3002\u8fd9\u79cd\u60c5\u51b5\u5728\u7f8e\u56fd\u4ee5\u5916\u7684\u5730\u533a\u5c24\u5176\u5e38\u89c1\uff0c\u5728\u5149\u7ea4\u8d44\u6e90\u7a00\u7f3a\u7684\u57ce\u5e02\uff0c\u8d85\u5927\u89c4\u6a21\u8fd0\u8425\u5546\u53ef\u80fd\u53ea\u80fd\u83b7\u5f97 2-4 \u5bf9\u5149\u7ea4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"683\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-62.webp\" alt=\"\" class=\"wp-image-3265\"\/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u957f\u9014\u7f51\u7edc\uff0c\u8d85\u5927\u89c4\u6a21\u7528\u6237\u9700\u91c7\u7528\u4e13\u95e8\u7684\u7535\u4fe1\u4ea7\u54c1\uff0c\u4ee5\u533a\u522b\u4e8e\u6570\u636e\u901a\u4fe1\u3002\u5178\u578b\u7684\u957f\u9014\u7f51\u7edc\u9700\u914d\u5907\u8f6c\u53d1\u5668\u3001DWDM \u590d\u7528\u5668 \/ \u89e3\u590d\u7528\u5668\u3001\u8def\u7531\u5668\u3001\u653e\u5927\u5668\u3001\u589e\u76ca\u5747\u8861\u5668\u53ca\u518d\u751f\u7ad9\u70b9\u7b49\u57fa\u672c\u7cfb\u7edf\u3002\u6b64\u5916\uff0c\u901a\u5e38\u8fd8\u9700\u914d\u5907 ROADM\uff08\u53ef\u91cd\u6784\u5149\u5206\u63d2\u590d\u7528\u5668\uff09\u548c WSS\uff08\u6ce2\u957f\u9009\u62e9\u5f00\u5173\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"780\" height=\"444\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-81.webp\" alt=\"\" class=\"wp-image-3288\"\/><\/figure>\n\n\n\n<p>\u5728\u7535\u4fe1\u9886\u57df\uff0c\u8f6c\u53d1\u5668\u7684\u4f5c\u7528\u4e0e\u6536\u53d1\u5668\u76f8\u4f3c\uff0c\u4f46\u6210\u672c\u8f83\u9ad8\u4e14\u9700\u5728\u8f83\u9ad8\u529f\u7387\u4e0b\u8fd0\u4f5c\u3002\u8f6c\u53d1\u5668\u7684\u7ebf\u8def\u4fa7\u8fde\u63a5\u81f3\u5b9e\u9645\u7684\u7535\u4fe1\u7f51\u7edc\uff0c\u800c\u5ba2\u6237\u7aef\u4fa7\u5219\u63d0\u4f9b\u591a\u79cd\u7aef\u53e3\u914d\u7f6e\uff0c\u4ee5\u8fde\u63a5\u672c\u5730\u5ba2\u6237\u7aef\u8bbe\u5907\u3002\u4f8b\u5982\uff0c\u8f6c\u53d1\u5668\u5728\u7ebf\u8def\u4fa7\u53ef\u80fd\u63d0\u4f9b 800Gbps \u5e26\u5bbd\uff0c\u5e76\u5728\u5ba2\u6237\u7aef\u4fa7\u63d0\u4f9b 4 \u4e2a 200Gbps \u7684\u5149\u5b66\u6216\u7535\u6c14\u7aef\u53e3\uff0c\u7528\u6237\u53ef\u6839\u636e\u9700\u6c42\u9009\u62e9\u4e0d\u540c\u7684\u7aef\u53e3\u5bb9\u91cf\u548c\u7535\u6c14\/\u5149\u5b66\u7ec4\u5408\u3002\u5ba2\u6237\u7aef\u4fa7\u901a\u5e38\u8fde\u63a5\u81f3\u6570\u636e\u4e2d\u5fc3\u5185\u7684\u8def\u7531\u5668\u6216\u4ea4\u6362\u673a\uff0c\u800c\u7ebf\u8def\u4fa7\u5219\u8fde\u63a5\u81f3\u590d\u7528\u5668\uff0c\u901a\u8fc7 DWDM \u6280\u672f\u6574\u5408\u591a\u4e2a\u8f6c\u53d1\u5668\u7684\u4fe1\u53f7\uff0c\u5e76\u53ef\u4ee5\u91c7\u7528 ROADM \u8fdb\u884c\u5149\u5b66\u5207\u6362\uff0c\u4ee5\u652f\u6301\u6bd4\u7b80\u5355\u7684\u70b9\u5bf9\u70b9\u8fde\u63a5\u66f4\u4e3a\u590d\u6742\u7684\u7f51\u7edc\u62d3\u6251\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"967\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-49.webp\" alt=\"\" class=\"wp-image-3252\"\/><\/figure>\n\n\n\n<p>DWDM \u901a\u8fc7\u591a\u8def\u590d\u7528\u5668\u548c\u89e3\u590d\u7528\u5668\uff08mux\/demux\uff09\u8fdb\u884c\u5de5\u4f5c\uff0c\u5b83\u4ece\u6bcf\u4e2a\u8f6c\u53d1\u5668\u63a5\u6536\u6ce2\u957f\u7565\u6709\u4e0d\u540c\u7684\u5149\u4fe1\u53f7\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u4fe1\u53f7\u7ec4\u5408\u5230\u4e00\u5bf9\u5149\u7ea4\u4e0a\u3002\u6bcf\u4e2a\u8f6c\u53d1\u5668\u90fd\u662f\u53ef\u8c03\u8c10\u7684\uff0c\u80fd\u591f\u8c03\u8282\u81f3\u7279\u5b9a\u6ce2\u957f\uff0c\u5e76\u5c06\u8be5\u6ce2\u957f\u7684\u5149\u4fe1\u53f7\u590d\u7528\u5230\u540c\u4e00\u5bf9\u5149\u7ea4\u4e0a\u3002\u5728\u4f7f\u7528 ROADM \u65f6\uff0c\u8f6c\u53d1\u5668\u901a\u5e38\u5148\u8fde\u63a5\u5230\u65e0\u8272\u591a\u8def\u590d\u7528\u5668\/\u89e3\u590d\u7528\u5668\uff0c\u518d\u8fde\u63a5\u5230\u6ce2\u957f\u9009\u62e9\u5f00\u5173 (WSS)\uff0c\u4ece\u800c\u4f7f ROADM \u53ef\u4ee5\u52a8\u6001\u5730\u8c03\u6574\u8f6c\u53d1\u5668\u81f3\u7279\u5b9a\u6ce2\u957f\uff0c\u4ee5\u4f18\u5316\u5404\u79cd\u7f51\u7edc\u76ee\u6807\u3002<\/p>\n\n\n\n<p>\u4e3a\u62b5\u6d88\u5149\u4fe1\u53f7\u5728\u5149\u7ea4\u4e0a\u957f\u8ddd\u79bb\u4f20\u8f93\u65f6\u7684\u8870\u51cf\uff0c\u9700\u4f7f\u7528\u5149\u653e\u5927\u5668\u3002\u653e\u5927\u5668\u6bcf\u9694 60 \u81f3 100 \u516c\u91cc\u5b89\u88c5\u4e8e\u5149\u7ea4\u7ebf\u8def\uff0c\u76f4\u63a5\u653e\u5927\u5149\u4fe1\u53f7\uff0c\u65e0\u9700\u8f6c\u6362\u4e3a\u7535\u4fe1\u53f7\u3002\u6bcf\u9694\u4e09\u4e2a\u653e\u5927\u5668\uff0c\u9700\u4f7f\u7528\u589e\u76ca\u5747\u8861\u5668\uff0c\u786e\u4fdd\u4e0d\u540c\u6ce2\u957f\u7684\u5149\u4fe1\u53f7\u5728\u4e0d\u540c\u901f\u5ea6\u4e0b\u4f20\u64ad\u65f6\u5f97\u4ee5\u5747\u8861\uff0c\u907f\u514d\u9519\u8bef\u3002\u5728\u6570\u5343\u516c\u91cc\u7684\u8d85\u957f\u8ddd\u79bb\u90e8\u7f72\u4e2d\uff0c\u4fe1\u53f7\u9700\u7ecf\u518d\u751f\uff0c\u5305\u62ec\u5c06\u5149\u4fe1\u53f7\u8f6c\u6362\u4e3a\u7535\u5b50\u4fe1\u53f7\uff0c\u91cd\u65b0\u6574\u5f62\u548c\u5b9a\u65f6\u540e\uff0c\u7531\u53e6\u4e00\u7ec4\u8f6c\u53d1\u5668\u91cd\u65b0\u4f20\u8f93\u3002<\/p>\n\n\n\n<p>\u5f53\u7f51\u7edc\u8fde\u63a5\u4e24\u4e2a\u6216\u66f4\u591a\u7684\u70b9\uff0c\u5e76\u4e14\u5b58\u5728\u591a\u4e2a\u9700\u8981\u6dfb\u52a0\u6216\u63a5\u6536\u6d41\u91cf\u7684\u7ad9\u70b9\u65f6\uff0c\u5c31\u9700\u8981\u4f7f\u7528 ROADM\uff08\u53ef\u91cd\u6784\u5149\u5206\u63d2\u590d\u7528\u5668\uff09\u3002\u8fd9\u79cd\u8bbe\u5907\u53ef\u4ee5\u5728\u7f51\u7edc\u7684\u7279\u5b9a\u90e8\u5206\u9009\u62e9\u6027\u5730\u6dfb\u52a0\u6216\u4e22\u5f03\u7279\u5b9a\u6ce2\u957f\u7684\u5149\u4fe1\u53f7\uff0c\u65e0\u9700\u5c06\u4fe1\u53f7\u8f6c\u6362\u4e3a\u7535\u5b50\u5f62\u5f0f\u8fdb\u884c\u5904\u7406\u6216\u8def\u7531\u9009\u62e9\u3002ROADM \u53ef\u4ee5\u5728\u4e3b\u5149\u7ea4\u7f51\u7edc\u4e2d\u6dfb\u52a0\u6216\u5220\u9664\u7279\u5b9a\u5730\u70b9\u6240\u9700\u7684\u6ce2\u957f\uff0c\u540c\u65f6\u5141\u8bb8\u5176\u4ed6\u4e0d\u6d89\u53ca\u8be5\u5730\u70b9\u7684\u6ce2\u957f\u7ee7\u7eed\u4f20\u8f93\u800c\u4e0d\u53d7\u963b\u788d\u3002\u6b64\u5916\uff0cROADM \u8fd8\u914d\u5907\u4e86\u63a7\u5236\u5e73\u9762\uff0c\u80fd\u591f\u4e3b\u52a8\u53d1\u73b0\u548c\u76d1\u63a7\u7f51\u7edc\u72b6\u6001\uff0c\u4e86\u89e3\u54ea\u4e9b\u4fe1\u9053\u662f\u7a7a\u95f2\u7684\u3001\u4fe1\u9053\u7684\u4fe1\u566a\u6bd4\u3001\u9884\u7559\u6ce2\u957f\uff0c\u5e76\u80fd\u591f\u63a7\u5236\u8f6c\u53d1\u5668\uff0c\u5c06\u7ebf\u8def\u4fa7\u8c03\u6574\u5230\u9002\u5f53\u7684\u6ce2\u957f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"567\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-65.webp\" alt=\"\" class=\"wp-image-3267\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e9b\u7ec4\u4ef6\u901a\u5e38\u88ab\u96c6\u6210\u5230\u4e00\u4e2a\u6a21\u5757\u5316\u7684\u673a\u7bb1\u4e2d\uff0c\u5176\u5916\u89c2\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1004\" height=\"627\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-68.webp\" alt=\"\" class=\"wp-image-3271\"\/><\/figure>\n\n\n\n<p><strong>Ciena\u3001Nokia\u3001Infinera \u548c Cisco \u7b49\u662f\u5168\u7403\u7535\u4fe1\u7cfb\u7edf\u548c\u8bbe\u5907\u7684\u4e3b\u8981\u4f9b\u5e94\u5546\uff0cLumentum\u3001Coherent\u3001Fabrinet \u548c Marvell \u7b49\u5219\u63d0\u4f9b\u5b50\u7cfb\u7edf\u548c\u4e3b\u52a8\u7ec4\u4ef6\u3002<\/strong>\u76ee\u524d\uff0c\u5149\u5b66\u8bbe\u5907\u5382\u5546\u5728\u6570\u636e\u4e2d\u5fc3\u4e92\u8054\u4e2d\u7684 ZR\/ZR + \u5149\u5b66\u8bbe\u5907\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u7136\u800c\uff0c\u968f\u7740\u8d85\u5927\u89c4\u6a21\u4f01\u4e1a\u548c\u5176\u4ed6\u8fd0\u8425\u5546\u9700\u8981\u91cd\u89c6\u6570\u636e\u4e2d\u5fc3\u4ee5\u5916\u7684\u7f51\u7edc\u9700\u6c42\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u663e\u8457\u589e\u52a0\u5bf9\u6210\u672c\u8f83\u9ad8\u7684\u7535\u4fe1\u8bbe\u5907\u548c\u7cfb\u7edf\u7684\u6295\u5165\u3002<\/p>\n\n\n\n<p>\u975e\u4e91\u5ba2\u6237\u7684\u7535\u4fe1\u8bbe\u5907\u9700\u6c42\u5df2\u89e6\u5e95\uff0c\u5e76\u53ef\u80fd\u8fc5\u901f\u590d\u82cf\uff0c\u6709\u52a9\u4e8e\u63d0\u5347\u7535\u4fe1\u4f9b\u5e94\u5546\u4e1a\u7ee9\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8ba8\u8bba OpenAI \u548c Microsoft \u96c4\u5fc3\u52c3\u52c3\u7684\u591a\u6570\u636e\u4e2d\u5fc3\u8bad\u7ec3\u8ba1\u5212\uff0c\u4ee5\u53ca\u5728\u8fd9\u4e00\u5927\u89c4\u6a21\u5efa\u8bbe\u4e2d\u7535\u4fe1\u9886\u57df\u7684\u8d62\u5bb6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 08\uff1aOpenAI \u548c\u5fae\u8f6f\u8ba1\u5212\u5982\u4f55\u6253\u8d25 Google<\/strong><\/h2>\n\n\n\n<p>\u5982\u524d\u6240\u8ff0\uff0c\u5fae\u8f6f\u7684\u6807\u51c6\u8bbe\u8ba1\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u5728\u5bc6\u5ea6\u4e0a\u4e0d\u53ca Google\u3002\u5c3d\u7ba1\u4e24\u5bb6\u516c\u53f8\u7684\u5efa\u7b51\u9762\u79ef\u76f8\u8fd1\uff0c\u4f46\u5fae\u8f6f\u7684\u5146\u74e6\u5bb9\u91cf\u8f83\u4f4e\u3002Google \u7684\u8bbe\u65bd\u5177\u5907\u8f83\u4f4e\u7684 PUE\uff0c\u8fd9\u610f\u5473\u7740\u4e0e\u7535\u529b\u516c\u53f8\u7b7e\u7ea6\u7684\u7535\u529b\u4e2d\uff0c\u6709\u66f4\u5927\u6bd4\u4f8b\u53ef\u4ee5\u7528\u4e8e IT \u8bbe\u5907\uff0c\u800c\u7528\u4e8e\u82af\u7247\u7684\u6bd4\u4f8b\u5219\u8f83\u4f4e\uff0c\u66f4\u591a\u7535\u529b\u88ab\u5206\u914d\u5230\u7f51\u7edc\u3001CPU\u3001\u98ce\u6247\u7b49\u8bbe\u5907\u3002\u56e0\u6b64\uff0c\u867d\u7136\u5fae\u8f6f\u4e5f\u6709\u5efa\u8bbe\u5927\u578b\u56ed\u533a\u7684\u7ecf\u9a8c\uff0c\u4f46\u901a\u5e38\u9700\u8981\u66f4\u957f\u7684\u5efa\u8bbe\u65f6\u95f4\uff0c\u4e14\u89c4\u6a21\u666e\u904d\u5c0f\u4e8e Google\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"967\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-56.webp\" alt=\"\" class=\"wp-image-3259\"\/><\/figure>\n\n\n\n<p>\u5fae\u8f6f\u6700\u5927\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u533a\u57df\u4f4d\u4e8e\u51e4\u51f0\u57ce\uff0c\u8be5\u5730\u70b9\u662f\u5176\u6700\u5927\u7684\u8bad\u7ec3\u4e2d\u5fc3\uff0c\u5e76\u5c06\u7ee7\u7eed\u4fdd\u6301\u9886\u5148\u5730\u4f4d\u3002\u76ee\u524d\uff0c\u8be5\u533a\u57df\u6b63\u5728\u6269\u5efa\u81f3 10 \u680b\u5efa\u7b51\u3002\u5229\u7528\u5df2\u83b7\u5f97\u8bb8\u53ef\u7684\u5404\u7c7b\u573a\u5730\uff0c\u5fae\u8f6f\u8ba1\u5212\u6309\u7167\u4e0a\u56fe\u53c2\u8003\u8bbe\u8ba1\u5efa\u8bbe 24 \u4e2a\u6570\u636e\u4e2d\u5fc3\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5bb9\u91cf\uff0c\u5fae\u8f6f\u5728\u51e4\u51f0\u57ce\u9644\u8fd1\u7684\u79df\u8d41\u6d3b\u52a8\u975e\u5e38\u79ef\u6781\uff0c\u5c06\u663e\u8457\u6269\u5c55\u5176\u5728\u8be5\u5730\u533a\u7684\u4e1a\u52a1\u89c4\u6a21\u3002\u7136\u800c\uff0c\u5e76\u975e\u6240\u6709\u8fd9\u4e9b\u6570\u636e\u4e2d\u5fc3\u90fd\u5c06\u7528\u4e8e\u5927\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"946\" height=\"400\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-72.webp\" alt=\"\" class=\"wp-image-3274\"\/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5728\u6570\u636e\u4e2d\u5fc3\u7684\u89c4\u6a21\u548c\u6027\u80fd\u4e0a\u8d85\u8d8a Google\uff0c\u5fae\u8f6f\u4e0e OpenAI 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\u5e03\u5c40\u4e2d\u89c4\u6a21\u6700\u5927\u7684\u5355\u4e00\u6570\u636e\u4e2d\u5fc3\u56ed\u533a\u3002\u540c\u65f6\uff0cMeta \u4e5f\u5728\u52a0\u5feb\u63a8\u8fdb\u5176\u5728\u7279\u5b9a\u5730\u70b9\u7684\u6570\u636e\u4e2d\u5fc3\u5efa\u8bbe\u8ba1\u5212\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"923\" height=\"649\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-73.webp\" alt=\"\" class=\"wp-image-3277\"\/><\/figure>\n\n\n\n<p>\u4e0a\u8ff0\u536b\u661f\u56fe\u53ea\u662f\u4e86\u4e00\u90e8\u5206\uff0c\u8be5\u8bbe\u65bd\u6b63\u5904\u4e8e\u5feb\u901f\u6269\u5c55\u4e4b\u4e2d\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u548c OpenAI \u5e9e\u5927\u7684\u57fa\u7840\u8bbe\u65bd\u8fd8\u5305\u62ec\u4f4d\u4e8e\u5fb7\u514b\u8428\u65af\u5dde\u7684\u53e6\u4e00\u90e8\u5206\uff0c\u8fd9\u90e8\u5206\u57fa\u7840\u8bbe\u65bd\u7684\u5efa\u8bbe\u662f\u901a\u8fc7\u4e0e Oracle \u548c Crusoe \u5728 Abilene \u7684\u5408\u4f5c\uff0c\u4ee5\u53ca\u4e0e CoreWeave \u548c Core Scientific \u5728 Denton \u7684\u5408\u4f5c\u6765\u5b9e\u73b0\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"947\" height=\"390\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-74.webp\" alt=\"\" class=\"wp-image-3278\"\/><\/figure>\n\n\n\n<p><strong>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u6784\u5efa AI \u96c6\u7fa4\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5fae\u8f6f\u5f00\u59cb\u63a2\u7d22\u5728\u6570\u5b57\u8d27\u5e01\u6316\u77ff\u9886\u57df\u5bfb\u627e\u673a\u9047\u3002<\/strong>CoreWeave \u901a\u8fc7\u79df\u8d41\u73b0\u6709\u7684 Core Scientific \u6316\u77ff\u8bbe\u65bd\u8fdb\u884c\u6269\u5c55\uff0c\u800c Oracle \u5219\u4e0e Crusoe \u5408\u4f5c\uff0c\u540e\u8005\u5728\u6570\u5b57\u8d27\u5e01\u9886\u57df\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u7ecf\u9a8c\u3002\u6bd4\u7279\u5e01\u77ff\u5de5\u901a\u5e38\u4f9d\u8d56\u4e8e\u9ad8\u5bc6\u5ea6\u3001\u9ad8\u529f\u7387\u7684\u6570\u636e\u4e2d\u5fc3\u3002\u8bb8\u591a\u77ff\u5de5\u5df2\u7b7e\u8ba2\u4e86\u5927\u89c4\u6a21\u7684\u7535\u529b\u5408\u540c\u3002\u4f8b\u5982\uff0cCore Scientific \u7684 10-K \u5e74\u62a5\u663e\u793a\uff0c\u5176\u5728\u591a\u4e2a\u5730\u70b9\u7684\u5408\u540c\u7535\u529b\u5bb9\u91cf\u8fbe 1.2GW\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6539\u9020\u73b0\u6709\u7684\u6570\u5b57\u8d27\u5e01\u77ff\u573a\u6240\u9700\u7684\u65f6\u95f4\u663e\u8457\u77ed\u4e8e\u65b0\u5efa\u6570\u636e\u4e2d\u5fc3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"923\" height=\"649\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-73.webp\" alt=\"\" class=\"wp-image-3276\"\/><\/figure>\n\n\n\n<p>\u516c\u53f8\u6b63\u5728\u79ef\u6781\u8f6c\u578b\uff0c\u4e13\u6ce8\u4e8e AI \u9886\u57df\u7684\u6570\u636e\u4e2d\u5fc3\u5408\u79df\u4e1a\u52a1\uff0c\u5e76\u5df2\u4e0e CoreWeave \u8fbe\u6210\u4e00\u9879\u5173\u952e\u534f\u8bae\u3002\u534f\u8bae\u6d89\u53ca\u63d0\u4f9b 382MW \u7684 IT \u7535\u529b\uff0c\u4e14\u4ea4\u4ed8\u65f6\u95f4\u8f83\u4e3a\u7d27\u8feb\u3002\u6839\u636e\u534f\u8bae\u5185\u5bb9\uff0cCoreWeave \u5c06\u91c7\u8d2d GB200 GPU\uff0c\u5e76\u79df\u8d41\u7ed9\u5fae\u8f6f\uff0c\u4ee5\u4f9b OpenAI \u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0c\u6700\u91cd\u8981\u7684\u5730\u70b9\u5c06\u662f\u4f4d\u4e8e\u5fb7\u514b\u8428\u65af\u5dde Denton \u7684\u77ff\u573a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"1101\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-67.webp\" alt=\"\" class=\"wp-image-3270\"\/><\/figure>\n\n\n\n<p>\u4e0e X.AI \u7684\u6570\u636e\u4e2d\u5fc3\u62e5\u6709\u73b0\u573a\u53d1\u7535\u673a\u7c7b\u4f3c\uff0c\u8be5\u6570\u636e\u4e2d\u5fc3\u4e5f\u914d\u5907\u4e86\u5145\u8db3\u7684\u7535\u529b\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u4e2d\u592e\u8bbe\u6709\u4e00\u4e2a 225MW \u7684\u5929\u7136\u6c14\u53d1\u7535\u7ad9\uff0c\u8be5\u53d1\u7535\u7ad9\u4f4d\u4e8e\u539f\u6709\u52a0\u5bc6\u77ff\u573a\u7684\u6838\u5fc3\u4f4d\u7f6e\u3002\u8be5\u77ff\u573a\u5c06\u88ab\u62c6\u9664\u5e76\u8fdb\u884c\u5927\u89c4\u6a21\u6539\u9020\uff0c\u4ee5\u5b89\u88c5\u7b26\u5408\u6570\u636e\u4e2d\u5fc3\u6807\u51c6\u7684\u7535\u529b\u548c\u51b7\u5374\u7cfb\u7edf\u3002\u7136\u800c\uff0c\u4e0e PUE \u8d85\u8fc7 1.3 \u7684\u81ea\u5efa\u6570\u636e\u4e2d\u5fc3\u76f8\u6bd4\uff0c\u8be5\u573a\u5730\u7684\u80fd\u6e90\u6548\u7387\u4ecd\u663e\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u56ed\u533a\u6b63\u5728\u7531 Crusoe \u5728\u5fb7\u514b\u8428\u65af\u5dde Abilene \u5f00\u53d1\u3002Crusoe \u516c\u53f8\u4ee5\u5176\u5728\u5317\u8fbe\u79d1\u4ed6\u5dde\u548c\u6000\u4fc4\u660e\u5dde\u521b\u65b0\u7684\u71c3\u6c14\u77ff\u573a\u800c\u95fb\u540d\uff0c\u76ee\u524d\u6b63\u5728\u5efa\u8bbe\u4e00\u4e2a\u5343\u5146\u74e6\u7ea7\u7684\u6807\u51c6\u6570\u636e\u4e2d\u5fc3\uff0c\u5e76\u5c06\u5176\u9996\u4e2a\u90e8\u5206\u79df\u8d41\u7ed9 Oracle\u3002Oracle \u5c06\u5728\u8be5\u6570\u636e\u4e2d\u5fc3\u5185\u5b89\u88c5 GPU \u548c\u7f51\u7edc\u8bbe\u5907\uff0c\u5e76\u5c06\u5176\u79df\u8d41\u7ed9 OpenAI\u3002\u6211\u4eec\u901a\u8fc7\u5b9e\u65f6\u4f4e\u5206\u8fa8\u7387\u536b\u661f\u56fe\u50cf\u76d1\u6d4b\u56ed\u533a\u7684\u6269\u5c55\u8fdb\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"566\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-78.webp\" alt=\"\" class=\"wp-image-3287\"\/><\/figure>\n\n\n\n<p>\u5728\u7f8e\u56fd\u5176\u4ed6\u5730\u533a\uff0c\u591a\u4e2a\u8d85\u5927\u578b\u6570\u636e\u4e2d\u5fc3\u4e5f\u5728\u5efa\u8bbe\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"647\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-75.webp\" alt=\"\" class=\"wp-image-3282\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u5b9e\u65bd\u96c4\u5fc3\u52c3\u52c3\u7684\u81ea\u5efa\u8ba1\u5212\u3001\u79ef\u6781\u63a8\u8fdb\u79df\u8d41\u7b56\u7565\u3001\u5927\u89c4\u6a21\u5efa\u7acb\u5408\u4f5c\u4f19\u4f34\u5173\u7cfb\u4ee5\u53ca\u91c7\u7528\u521b\u65b0\u7684\u8d85\u5bc6\u96c6\u8bbe\u8ba1\uff0c\u5fae\u8f6f\u5c06\u62e5\u6709\u591a\u4e2a\u5343\u5146\u74e6\u7ea7\u7684\u6570\u636e\u4e2d\u5fc3\u96c6\u7fa4\uff0c\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u5e02\u573a\u4e2d\u5c06\u53d6\u5f97\u9886\u5148\u5730\u4f4d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 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\u7684\u5149\u7ea4\u4ea7\u80fd\u3002\u6211\u4eec\u9884\u8ba1\uff0c\u7c7b\u4f3c\u7684\u5408\u4f5c\u534f\u8bae\u5c06\u4f1a\u589e\u52a0\uff0c\u8fd9\u53ef\u80fd\u4f1a\u663e\u8457\u6269\u5c55\u5eb7\u5b81\u7684\u4e1a\u52a1\u8303\u56f4\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"606\" height=\"350\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-77.webp\" alt=\"\" class=\"wp-image-3280\"\/><\/figure>\n\n\n\n<p>Lumen Technologies\uff08\u7ebd\u7ea6\u8bc1\u5238\u4ea4\u6613\u6240\u4ee3\u7801\uff1aLUMN\uff09\u4e8e\u4eca\u65e5\u5ba3\u5e03\uff0c\u516c\u53f8\u56e0 AI \u63a8\u52a8\u7684\u8fde\u63a5\u9700\u6c42\u6fc0\u589e\uff0c\u5df2\u6210\u529f\u83b7\u5f97 50 \u4ebf\u7f8e\u5143\u7684\u65b0\u4e1a\u52a1\u3002\u968f\u7740 AI \u9700\u6c42\u7684\u6025\u5267\u4e0a\u5347\uff0c\u5404\u884c\u4e1a\u7684\u5927\u578b\u4f01\u4e1a\u6b63\u5728\u52a0\u7d27\u4e89\u53d6\u5149\u7ea4\u5bb9\u91cf\uff0c<strong>\u56e0\u4e3a\u8fd9\u4e00\u8d44\u6e90\u53d8\u5f97\u6108\u53d1\u5b9d\u8d35\u4e14\u9762\u4e34\u6f5c\u5728\u77ed\u7f3a\u3002<\/strong>\u4e0e\u6b64\u540c\u65f6\uff0cLumen \u6b63\u5728\u79ef\u6781\u4e0e\u5ba2\u6237\u6d3d\u8c08\uff0c\u529b\u4e89\u8fdb\u4e00\u6b65\u83b7\u5f97 70 \u4ebf\u7f8e\u5143\u7684\u9500\u552e\u673a\u4f1a\uff0c\u4ee5\u5e94\u5bf9\u65e5\u76ca\u589e\u957f\u7684\u5e02\u573a\u9700\u6c42\u3002<\/p>\n\n\n\n<p>Lumen Technologies \u662f\u4e00\u5bb6\u9886\u5148\u7684\u5927\u578b\u7535\u4fe1\u516c\u53f8\uff0c\u4e1a\u52a1\u6db5\u76d6\u4e86\u591a\u4e2a\u9886\u57df\u3002\u5176\u4e2d\u4f01\u4e1a\u90e8\u95e8\u5c24\u4e3a\u91cd\u8981\u3002Lumen \u901a\u8fc7\u5176\u5e7f\u6cdb\u7684\u5149\u7ea4\u7f51\u7edc\uff0c\u76f4\u63a5\u4e0e\u4f01\u4e1a\u5408\u4f5c\uff0c\u6ee1\u8db3\u5176\u8fde\u63a5\u9700\u6c42\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1043\" height=\"654\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-76.webp\" alt=\"\" class=\"wp-image-3283\"\/><\/figure>\n\n\n\n<p>\u5982\u524d\u6240\u8ff0\uff0c\u8be5\u4e1a\u52a1\u9762\u4e34\u5149\u7ea4\u5bb9\u91cf\u5229\u7528\u7387\u4f4e\u4e0b\u7684\u95ee\u9898\u3002\u867d\u7136\u5927\u91cf\u5149\u7ea4\uff08\u65e0\u8bba\u662f\u79df\u8d41\u7684\u8fd8\u662f\u81ea\u6709\u7684\uff09\u5df2\u88ab\u90e8\u7f72\uff0c\u4f46\u4ecd\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u5904\u4e8e\u95f2\u7f6e\u72b6\u6001\uff0c\u8fd9\u79cd\u73b0\u8c61\u88ab\u79f0\u4e3a\u201c\u6697\u5149\u7ea4\uff08Dark Fiber\uff09\u201d\u3002<strong>Lumen \u662f\u7f8e\u56fd\u4e3b\u8981\u7684\u6697\u5149\u7ea4\u4f9b\u5e94\u5546\u4e4b\u4e00\uff0c\u6b64\u5916\u8fd8\u6709 Zayo\u3001AT&amp;T \u548c Crown Castle\u3002<\/strong><\/p>\n\n\n\n<p>\u4f01\u4e1a\u7535\u4fe1\u4e1a\u52a1\u6b63\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002\u4e00\u65b9\u9762\uff0c\u7531\u4e8e\u4e92\u8054\u7f51\u4ef7\u683c\u7684\u4e0b\u964d\uff0c\u8bb8\u591a\u4f01\u4e1a\u9009\u62e9\u5c06\u6d41\u91cf\u8fc1\u79fb\u5230\u4e92\u8054\u7f51\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u5bf9 MPLS\uff08\u591a\u534f\u8bae\u6807\u7b7e\u4ea4\u6362\uff0c\u4e00\u79cd\u4e3a\u8fdc\u7a0b\u529e\u516c\u5ba4\u63d0\u4f9b\u6570\u636e\u8fde\u63a5\u7684\u5173\u952e\u4f01\u4e1a\u7ea7\u670d\u52a1\uff09\u7684\u9700\u6c42\u3002\u8fd9\u4e00\u53d8\u5316\u5bfc\u81f4\u4e86\u4ef7\u683c\u538b\u529b\u7684\u52a0\u5927\u53ca\u5bb9\u91cf\u8d44\u6e90\u7684\u4e0d\u8db3\u3002\u540c\u65f6\uff0c\u8d85\u5927\u89c4\u6a21\u8ba1\u7b97\u4f01\u4e1a\u7684\u5174\u8d77\u4f7f\u5f97\u7535\u4fe1\u5bb9\u91cf\u7684\u9700\u6c42\u96c6\u4e2d\u4e8e\u5c11\u6570\u5927\u578b\u4e91\u8ba1\u7b97\u516c\u53f8\uff0c\u8fd9\u4e9b\u4f01\u4e1a\u503e\u5411\u4e8e\u81ea\u5efa\u7535\u4fe1\u7f51\u7edc\u3002\u8fd9\u4e00\u8d8b\u52bf\u5bfc\u81f4\u4e86\u5927\u91cf\u5149\u7ea4\u8d44\u6e90\u5904\u4e8e\u95f2\u7f6e\u72b6\u6001\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u5149\u7ea4\u80fd\u591f\u652f\u6301\u66f4\u591a\u6ce2\u957f\uff0c\u4f46\u76ee\u524d\u4ecd\u4f7f\u7528\u8f83\u65e7\u7684\u8c03\u5236\u65b9\u6848\u548c\u8f83\u6162\u7684\u6570\u636e\u901f\u7387\u3002\u672a\u6765\uff0c\u82e5\u5ba2\u6237\u9700\u6c42\u5927\u5e45\u589e\u52a0\uff08\u4f8b\u5982\u7531\u4e8e\u5927\u6a21\u578b\u8bad\u7ec3\u9700\u6c42\u7684\u6fc0\u589e\uff09\uff0c\u5c06\u4e3a\u5bb9\u91cf\u5347\u7ea7\u63d0\u4f9b\u663e\u8457\u7684\u673a\u4f1a\u3002<\/p>\n\n\n\n<p>\u7ef4\u62a4\u5982\u6b64\u5e9e\u5927\u7684\u57fa\u7840\u8bbe\u65bd\u9700\u8981\u5de8\u989d\u7684\u8d44\u672c\u652f\u51fa\u3002\u4e0e\u8bb8\u591a\u540c\u884c\u516c\u53f8\u7c7b\u4f3c\uff0cLumen \u4e5f\u9762\u4e34\u7740\u73b0\u91d1\u6d41\u95ee\u9898\u548c\u6c89\u91cd\u7684\u503a\u52a1\u8d1f\u62c5\u3002\u76ee\u524d\uff0c\u516c\u53f8\u8d1f\u503a\u63a5\u8fd1 200 \u4ebf\u7f8e\u5143\uff0c\u5e76\u4e14\u51e0\u4e4e\u672a\u80fd\u4ea7\u751f\u81ea\u7531\u73b0\u91d1\u6d41\u3002\u540c\u65f6\uff0c\u516c\u53f8\u6536\u5165\u589e\u957f\u8d8b\u52bf\u8d8b\u4e8e\u5e73\u7a33\u6216\u51fa\u73b0\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u591a\u56ed\u533a\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u5174\u8d77\u663e\u8457\u6539\u53d8\u4e86\u5f53\u524d\u5c40\u9762\uff0c\u5e26\u6765\u4e86\u5de8\u5927\u7684\u5e26\u5bbd\u9700\u6c42\u3002\u5176\u4e2d\uff0c\u5fae\u8f6f\u5df2\u6210\u4e3a\u4e00\u7b14\u4ef7\u503c 50 \u4ebf\u7f8e\u5143\u4ea4\u6613\u7684\u4e3b\u8981\u5ba2\u6237\uff0c\u6b64\u5916\uff0c\u53e6\u6709\u4ef7\u503c 70 \u4ebf\u7f8e\u5143\u7684\u4ea4\u6613\u6b63\u5728\u6d3d\u8c08\u4e2d\u3002<\/p>\n\n\n\n<p>\u50cf Lumen \u8fd9\u6837\u7684\u516c\u53f8\u80fd\u591f\u5b8c\u6210\u5982\u6b64\u89c4\u6a21\u7684\u4ea4\u6613\uff08\u5176\u4e2d\u5305\u62ec\u53ef\u80fd\u9ad8\u8fbe 70 \u4ebf\u7f8e\u5143\u7684\u4ea4\u6613\uff09\uff0c\u662f\u56e0\u4e3a\u4ed6\u4eec\u62e5\u6709\u5e7f\u6cdb\u7684\u672a\u4f7f\u7528\u5149\u7ea4\u7f51\u7edc\u3002\u8fd9\u4e9b\u95f2\u7f6e\u5bb9\u91cf\u548c\u73b0\u6709\u7ebf\u8def\u4f7f\u8d85\u5927\u578b\u4f01\u4e1a\u80fd\u591f\u4ee5\u7ecf\u6d4e\u9ad8\u6548\u7684\u65b9\u5f0f\u6784\u5efa\u5927\u89c4\u6a21\u3001\u9ad8\u5e26\u5bbd\u7684\u7f51\u7edc\u3002\u66f4\u4e3a\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u57fa\u7840\u8bbe\u65bd\u53ef\u4ee5\u663e\u8457\u7f29\u77ed\u539f\u672c\u9700\u8981\u6570\u5e74\u65f6\u95f4\u624d\u80fd\u5b8c\u6210\u7684\u9879\u76ee\u90e8\u7f72\u5468\u671f\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u5f00\u6316\u4e34\u65f6\u96a7\u9053\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e Lumen \u6765\u8bf4\uff0c50 \u4ebf\u7f8e\u5143\u4ea4\u6613\u7684\u7ecf\u6d4e\u6548\u76ca\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul>\n<li>\u8be5\u5546\u4e1a\u67b6\u6784\u91c7\u7528\u4e86\u5149\u7ea4\u884c\u4e1a\u7684\u6807\u51c6\u534f\u8bae\uff0c\u5373\u4e0d\u53ef\u53d6\u6d88\u4f7f\u7528\u6743\uff08IRU\uff09\uff0c\u8fd9\u79cd\u534f\u8bae\u5b9e\u9645\u4e0a\u7c7b\u4f3c\u4e8e\u8d44\u672c\u5316\u79df\u8d41\u3002\u8fd9\u7c7b\u534f\u8bae\u901a\u5e38\u5177\u6709 20 \u5e74\u7684\u671f\u9650\u3002<\/li>\n\n\n\n<li>\u8be5\u4ea4\u6613\u4ef7\u503c\u4e2d\uff0c85% \u81f3 90% \u7528\u4e8e\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\uff0c\u5176\u4f59\u90e8\u5206\u5219\u7528\u4e8e\u8fd0\u8425\u3001\u7ef4\u62a4\u3001\u7535\u529b\u4f9b\u5e94\u53ca\u6258\u7ba1\u670d\u52a1\u3002<\/li>\n\n\n\n<li>Lumen \u9884\u8ba1\u8be5\u4ea4\u6613\u7684\u73b0\u91d1\u5229\u6da6\u7387\u4e3a 30% \u81f3 35%\uff0c\u56e0\u6b64\uff0c\u7a0e\u524d\u5229\u6da6\u9884\u8ba1\u5c06\u8fbe\u5230\u7ea6 15 \u4ebf\u7f8e\u5143\u3002<\/li>\n\n\n\n<li>\u5408\u540c\u7684\u5927\u90e8\u5206\u57fa\u7840\u8bbe\u65bd\u8d39\u7528\u5c06\u5728\u524d 3 \u81f3 4 \u5e74\u5185\u4ee5\u73b0\u91d1\u9884\u4ed8\u6b3e\u7684\u5f62\u5f0f\u652f\u4ed8\u3002\u5269\u4f59\u90e8\u5206\u5c06\u6839\u636e\u5408\u540c\u89c4\u5b9a\u7684\u91cc\u7a0b\u7891\u8fdb\u5ea6\u9010\u6b65\u652f\u4ed8\uff0c\u5e76\u5728\u5408\u540c\u671f\u5185\u6309\u5e74\u5ea6\u8fdb\u884c\u7ed3\u7b97\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5c3d\u7ba1\u4e0e\u8be5\u4ea4\u6613\u76f8\u5173\u7684 CAPEX\uff08\u8d44\u672c\u652f\u51fa\uff09\u548c OPEX\uff08\u8fd0\u8425\u652f\u51fa\uff09\u6709\u6240\u589e\u52a0\uff0c\u5bfc\u81f4\u4e86 EBITDA \u51fa\u73b0\u4e0b\u964d\uff0c\u4f46\u8be5\u4ea4\u6613\u4ecd\u4f7fLumen\u663e\u8457\u4e0a\u8c03\u4e86\u5176\u5e74\u5ea6\u81ea\u7531\u73b0\u91d1\u6d41\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"434\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-80.webp\" alt=\"\" class=\"wp-image-3286\"\/><\/figure>\n\n\n\n<p>\u8fd9\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u5f00\u7aef\u3002\u9884\u8ba1\u660e\u5e74\u7535\u4fe1\u884c\u4e1a\u5c06\u5b9e\u73b0\u663e\u8457\u589e\u957f\uff0c\u800c\u8fd9\u5bb6\u4f20\u7edf\u7535\u4fe1\u516c\u53f8\u663e\u7136\u6b63\u5728\u63a8\u52a8\u5176\u6536\u5165\u7684\u5927\u5e45\u63d0\u5347\u3002\u5149\u7ea4\u516c\u53f8\u5df2\u7ecf\u5f00\u59cb\u5173\u6ce8\u8fd9\u4e00\u673a\u9047\uff0c\u4f46\u6211\u4eec\u8ba4\u4e3a\u5b9e\u9645\u5f71\u54cd\u53ef\u80fd\u8d85\u51fa\u6295\u8d44\u8005\u548c\u884c\u4e1a\u5185\u516c\u53f8\u7684\u9884\u671f\u3002\u8003\u8651\u5230\u6574\u4e2a\u4ea4\u6362\u673a\u3001\u8def\u7531\u5668\u548c\u5e7f\u57df\u7f51\u5e02\u573a\u7684\u89c4\u6a21\u4e3a 750 \u4ebf\u7f8e\u5143\uff0c\u4e00\u4e2a\u516c\u53f8\u7684 50 \u4ebf\u81f3 100 \u4ebf\u7f8e\u5143\u7684\u65b0\u589e\u6295\u8d44\u6709\u53ef\u80fd\u5f15\u53d1\u663e\u8457\u7684\u5e02\u573a\u53d8\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"501\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2024\/10\/image-48.webp\" alt=\"\" class=\"wp-image-3250\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u76f8\u4fe1\uff0c<strong>\u4e13\u95e8\u7528\u4e8e\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u5efa\u8bbe\u7684\u7535\u4fe1\u8d44\u672c\u652f\u51fa\u5c06\u8d85\u8fc7 100 \u4ebf\u7f8e\u5143\u3002<\/strong>\u8fd9\u4e9b\u652f\u51fa\u5c5e\u4e8e\u989d\u5916\u6295\u8d44\u3002\u540c\u65f6\uff0c\u7535\u4fe1\u5e02\u573a\u6b63\u5904\u4e8e\u5468\u671f\u6027\u4f4e\u8c37\uff0c\u8fd9\u4e3a\u5373\u5c06\u5230\u6765\u7684\u5468\u671f\u6027\u53cd\u5f39\u63d0\u4f9b\u4e86\u65b0\u7684\u589e\u957f\u52a8\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART 10\uff1a\u53d7\u76ca\u516c\u53f8<\/strong><\/h2>\n\n\n\n<p><strong>\u9664\u4e86\u5eb7\u5b81\u548c Lumen \u5916\uff0cFabrinet \u5728\u6570\u636e\u4e2d\u5fc3\u4e92\u8fde\u4ea7\u54c1\u65b9\u9762\u4e5f\u8868\u73b0\u51fa\u8272\uff0c\u7279\u522b\u662f\u5728\u5176 400ZR \u4ea7\u54c1\u7ebf\u3002<\/strong>\u6839\u636e\u622a\u81f3 2024 \u5e74 6 \u6708\u7684\u8d22\u5e74\u7b2c\u56db\u5b63\u5ea6\u6570\u636e\uff0c\u8be5\u4ea7\u54c1\u7ebf\u7684\u6536\u5165\u5360\u5149\u901a\u4fe1\u6536\u5165\u7684 10%\u3002Fabrinet \u7684\u7535\u4fe1\u4e1a\u52a1\u8fdc\u4e0d\u6b62\u4e8e 400ZR\uff0c\u5728 2024 \u8d22\u5e74\u7b2c 4 \u5b63\u5ea6\uff0c\u5176\u7535\u4fe1\u4e1a\u52a1\u5360\u603b\u6536\u5165\u7684\u8fd1 40%\u3002\u8be5\u516c\u53f8\u8fd8\u62e5\u6709\u5f3a\u5927\u7684\u6570\u636e\u901a\u4fe1\u6536\u53d1\u5668\u4ea7\u54c1\u7ec4\u5408\uff0c\u5305\u62ec\u4e3a Nvidia \u751f\u4ea7\u7684 800G \u6536\u53d1\u5668\uff0c\u7528\u4e8e\u8fde\u63a5\u8ba1\u7b97\u67b6\u6784\u548c\u540e\u7aef\u7f51\u7edc\u4e2d\u7684 GPU\u3002<\/p>\n\n\n\n<p>ZR \u5149\u5b66\u8bbe\u5907\u7684\u6301\u7eed\u589e\u957f\u662f\u8be5\u516c\u53f8\u9884\u8ba1\u4e0b\u5b63\u5ea6\u7535\u4fe1\u4e1a\u52a1\u589e\u957f\u7684\u5173\u952e\u539f\u56e0\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0cFabrinet \u6709\u671b\u4ece ZR \u5149\u5b66\u4e1a\u52a1\u6536\u5165\u5360\u6bd4\u7531\u76ee\u524d\u7684 10% \u589e\u957f\u5230 20% \u4ee5\u4e0a\u4e2d\u53d7\u76ca\u3002Fabrinet \u662f\u552f\u4e00\u4e00\u5bb6\u4e13\u6ce8\u4e8e\u5149\u5b66\u7cfb\u7edf\u548c\u7ec4\u4ef6\u7684\u5408\u540c\u5236\u9020\u5546\uff0c\u88ab\u8a89\u4e3a\u5149\u5b66\u884c\u4e1a\u7684\u201c\u53f0\u79ef\u7535\u201d\uff0c\u4e3b\u8981\u51ed\u501f\u5176\u9ad8\u4ea7\u91cf\u548c\u6781\u5f3a\u7684\u7ade\u4e89\u529b\u800c\u83b7\u76ca\u3002<\/p>\n\n\n\n<p>\u601d\u79d1\u662f Fabrinet \u4ec5\u6b21\u4e8e Nvidia \u7684\u7b2c\u4e8c\u5927\u5ba2\u6237\uff0c\u5360 2024 \u8d22\u5e74\u9500\u552e\u989d\u7684 13%\u3002\u4e0e\u5176\u4ed6\u7535\u4fe1\u5ba2\u6237\u4e00\u8d77\uff0c\u601d\u79d1\u4e3a Fabrinet \u7684\u7535\u4fe1\u4e1a\u52a1\u5e26\u6765\u4e86\u5de8\u5927\u7684\u589e\u957f\u52a8\u529b\u3002\u6b64\u5916\uff0cFabrinet \u8fd8\u521a\u521a\u83b7\u5f97\u4e86 Ciena \u7684\u4f9b\u5e94\u5546\u8d44\u683c\uff0c\u8fd9\u610f\u5473\u7740 Ciena \u660e\u5e74\u7684\u9500\u91cf\u53ef\u80fd\u4f1a\u5927\u5e45\u589e\u957f\u3002\u8fc7\u53bb\uff0cLumentum \u548c Infinera \u5728 Fabrinet \u5ba2\u6237\u4e2d\u7684\u5360\u6bd4\u4e5f\u66fe\u8d85\u8fc7 10%\uff0c\u8fd9\u4e24\u5bb6\u516c\u53f8\u7684\u626d\u4e8f\u4e3a\u76c8\u4e5f\u5c06\u6709\u52a9\u4e8e\u63a8\u52a8\u7535\u4fe1\u4e1a\u52a1\u6536\u5165\u7684\u589e\u957f\u3002<\/p>\n\n\n\n<p>Lumentum \u662f\u53e6\u4e00\u5bb6\u6d89\u8db3\u7535\u4fe1\u9886\u57df\u7684\u516c\u53f8\uff0c\u8be5\u516c\u53f8\u7684\u8425\u6536\u9884\u8ba1\u5c06\u5b9e\u73b0\u73af\u6bd4\u663e\u8457\u589e\u957f\uff0c\u8fd9\u4e3b\u8981\u5f97\u76ca\u4e8e\u5bf9 ZR\/ZR+ \u5149\u5b66\u5143\u4ef6\u3001ROADM \u4ee5\u53ca C+L \u9891\u6bb5\u76f8\u5173\u4ea7\u54c1\u7684\u5f3a\u52b2\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e0e Lumentum \u76f8\u6bd4\uff0cCoherent \u5bf9\u672a\u6765\u7684\u5c55\u671b\u8f83\u4e3a\u8c28\u614e\uff0c\u9884\u8ba1\u7535\u4fe1\u5e02\u573a\u5728\u77ed\u671f\u5185\u4ecd\u5c06\u75b2\u8f6f\uff0c\u5c3d\u7ba1\u5176 400ZR + \u6536\u53d1\u5668\u4e1a\u52a1\u8868\u73b0\u7a81\u51fa\u3002Coherent \u9762\u4e34\u7535\u4fe1\u8bbe\u5907\u5e93\u5b58\u95ee\u9898\uff0c\u5bfc\u81f4\u5176\u7535\u4fe1\u6536\u5165\u5728\u73af\u6bd4\u4e0a\u4e0b\u964d 6%\uff0c\u540c\u6bd4\u4e0b\u964d 38%\u3002\u7136\u800c\uff0c\u5176\u524d\u77bb\u6027\u6307\u5bfc\u6697\u793a\u7535\u4fe1\u5e02\u573a\u53ef\u80fd\u63a5\u8fd1\u5e95\u90e8\u3002\u4f5c\u4e3a Finisar \u7684\u7ee7\u627f\u516c\u53f8\uff0cCoherent \u62e5\u6709\u6df1\u539a\u7684\u884c\u4e1a\u80cc\u666f\uff0c\u4f46\u7531\u4e8e\u6574\u5408\u4e86\u591a\u79cd\u975e\u5149\u5b66\u4e1a\u52a1\uff0c\u5176\u7535\u4fe1\u4e1a\u52a1\u5728\u603b\u6536\u5165\u4e2d\u7684\u5360\u6bd4\u5df2\u663e\u8457\u4e0b\u964d\uff0c\u6211\u4eec\u4f30\u8ba1\u5728\u622a\u81f3 2024 \u5e74 6 \u6708\u7684\u8d22\u5e74\u4e0b\u534a\u5e74\uff0c\u7535\u4fe1\u6536\u5165\u4ec5\u5360\u603b\u6536\u5165\u7684 13%\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6211\u4eec\u8ba4\u4e3a Lumentum \u5728\u4e1a\u52a1\u7ec4\u5408\u548c\u8d44\u672c\u7ed3\u6784\u4e0a\u4f18\u4e8e Coherent\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u679c Coherent \u80fd\u591f\u5728\u6570\u636e\u901a\u4fe1\u9886\u57df\u5b9e\u73b0\u6301\u7eed\u589e\u957f\uff0c\u5e76\u5728\u7535\u4fe1\u9886\u57df\u53d6\u5f97\u8fdb\u5c55\uff0c\u5176\u503a\u52a1\u6c34\u5e73\u53ef\u80fd\u4f1a\u63d0\u5347\u80a1\u672c\u56de\u62a5\u3002<\/p>\n\n\n\n<p>Ciena \u548c Cisco \u90fd\u662f\u7535\u4fe1\u884c\u4e1a\u7684\u91cd\u8981\u4f01\u4e1a\uff0c\u751f\u4ea7\u5305\u62ec\u7ebf\u8def\u5361\u3001\u6536\u53d1\u5668\u3001\u8def\u7531\u5668\u3001\u590d\u7528 \/ \u89e3\u590d\u7528\u5668\u548c ROADM \u5728\u5185\u7684\u5404\u79cd\u4f20\u7edf\u7535\u4fe1\u8bbe\u5907\u3002Cisco \u7684\u4ea7\u54c1\u7ec4\u5408\u66f4\u4e3a\u591a\u5143\u5316\uff0c\u800c Ciena \u5219\u4e3b\u8981\u4e13\u6ce8\u4e8e\u7535\u4fe1\u8bbe\u5907\u7684\u5236\u9020\u3002Infinera \u540c\u6837\u6d3b\u8dc3\u4e8e\u7535\u4fe1\u9886\u57df\uff0c\u4f46\u4e0d\u4e45\u5c06\u88ab\u8bfa\u57fa\u4e9a\u6536\u8d2d\u3002<\/p>\n\n\n\n<p>\u5728\u6211\u4eec\u770b\u6765\uff0cCiena \u5728\u7535\u4fe1 OEM \u5382\u5546\u4e2d\u62e5\u6709\u6700\u9ad8\u7684\u66dd\u5149\u5ea6\uff0c\u56e0\u4e3a\u4ed6\u4eec\u66f4\u4e13\u6ce8\u4e8e\u7535\u4fe1\u7f51\u7edc\u786c\u4ef6\u3002Ciena \u4e00\u76f4\u5728\u79ef\u6781\u4e89\u53d6\u4e91\u8ba1\u7b97\u5ba2\u6237\u7684\u652f\u6301\uff0c\u73b0\u5728\u4ed6\u4eec\u5df2\u7ecf\u5f00\u59cb\u770b\u5230\u660e\u5e74\u5efa\u8bbe\u7684\u5de8\u989d\u8ba2\u5355\uff0c\u5e76\u5728 2024 \u8d22\u5e74\u7b2c\u4e8c\u5b63\u5ea6\u7684\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u4e0a\u7279\u522b\u63d0\u5230\u8fd9\u4e9b\u8ba2\u5355\u4e0e AI \u6d41\u91cf\u9700\u6c42\u76f4\u63a5\u76f8\u5173\u3002\u867d\u7136\u8be5\u516c\u53f8\u7684\u4e3b\u8425\u4e1a\u52a1\u662f\u4f20\u7edf\u7535\u4fe1\u7f51\u7edc\u8bbe\u5907\uff08\u5982\u8f6c\u53d1\u5668\u3001ROADM \u7b49\uff09\uff0c\u800c\u975e\u6570\u636e\u4e2d\u5fc3\u4e92\u8054\uff0c\u4f46\u8be5\u516c\u53f8\u5f3a\u8c03\u5df2\u8d62\u5f97\u4e86 18 \u4e2a 400ZR + \u548c 800ZR + \u7684\u6218\u7565\u6027\u8ba2\u5355\u3002\u9274\u4e8e Ciena \u7684\u4e1a\u52a1\u4e3b\u8981\u96c6\u4e2d\u5728\u57ce\u57df\u7f51\u548c\u957f\u9014\u7f51\u7edc\u9886\u57df\uff0c\u56e0\u6b64 ZR \u5149\u5b66\u5668\u4ef6\u5bf9 Ciena \u6765\u8bf4\u662f\u4e00\u4e2a\u989d\u5916\u7684\u5e02\u573a\u673a\u4f1a\u3002\u6211\u4eec\u76f8\u4fe1\uff0c\u4ed6\u4eec\u5728\u57ce\u57df\u7f51\u3001\u957f\u9014\u7f51\u7edc\u7b49\u7ec6\u5206\u5e02\u573a\u4e2d\u90fd\u5360\u636e\u7740\u975e\u5e38\u6709\u5229\u7684\u5730\u4f4d\uff0c\u800c\u65e8\u5728\u4fc3\u8fdb AI \u57f9\u8bad\u7684\u7535\u4fe1\u7f51\u7edc\u5c06\u5177\u6709\u66f4\u9ad8\u7684\u94fe\u8def\u5bc6\u5ea6\u3002Ciena \u5728\u5185\u5bb9\u548c\u6570\u91cf\u7684\u589e\u957f\u4e0a\u90fd\u6709\u5f88\u5927\u7684\u6f5c\u529b\uff0c\u800c\u4e14\u5728\u6240\u6709\u7535\u4fe1 OEM \u5382\u5546\u4e2d\uff0c\u4ed6\u4eec\u5728\u5404\u7c7b AI \u7535\u4fe1\u7f51\u7edc\u5efa\u8bbe\u65b9\u9762\u7684\u66dd\u5149\u5ea6\u6700\u9ad8\u3002<\/p>\n\n\n\n<p>\u5728\u622a\u81f3 2024 \u5e74 7 \u6708\u7684\u8d22\u5e74\u4e0b\u534a\u5e74\uff0cCisco \u7684\u8d85\u5927\u89c4\u6a21\u5ba2\u6237\u6536\u5165\u5b9e\u73b0\u4e86\u4e24\u4f4d\u6570\u7684\u589e\u957f\uff0c\u6210\u529f\u5f25\u8865\u4e86\u670d\u52a1\u63d0\u4f9b\u5546\uff08\u5373\u7535\u4fe1\u8fd0\u8425\u5546\uff09\u9700\u6c42\u75b2\u8f6f\u7684\u5f71\u54cd\u3002\u516c\u53f8\u5df2\u83b7\u5f97 10 \u4ebf\u7f8e\u5143\u7684 AI \u8ba2\u5355\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u4ee5\u592a\u7f51\u548c\u5149\u5b66\u76f8\u5173\u4ea7\u54c1\uff0c\u5e76\u9884\u8ba1\u5728 2025 \u8d22\u5e74\u5c06\u518d\u83b7 10 \u4ebf\u7f8e\u5143\u7684 AI \u76f8\u5173\u8ba2\u5355\u3002\u867d\u7136\u5728\u8fc7\u53bb\u4e00\u4e2a\u5b63\u5ea6\u4e2d Cisco \u5e76\u672a\u8be6\u7ec6\u63d0\u53ca ZR \u5149\u5b66\u6216\u6570\u636e\u4e2d\u5fc3\u4e92\u8fde\uff0c\u4f46\u81ea 2021 \u5e74\u6536\u8d2d Acacia \u4ee5\u6765\uff0cCisco \u7684\u5e02\u573a\u5730\u4f4d\u5728 Coherent DSP \u548c ZR \u5149\u5b66\u7b49\u4ea7\u54c1\u9886\u57df\u5f97\u5230\u4e86\u52a0\u5f3a\uff0c\u6309\u7406\u5e94\u6709\u6240\u6d89\u53ca\u3002\u7136\u800c\uff0c\u6700\u8fd1\u51e0\u6b21\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u4e2d\uff0c\u4ed6\u4eec\u51e0\u4e4e\u6ca1\u6709\u63d0\u5230\u4e0e ZR \u5149\u5b66\u76f8\u5173\u7684\u673a\u4f1a\u3002\u7531\u4e8e Cisco \u7684\u5e74\u6536\u5165\u89c4\u6a21\u5e9e\u5927\uff0c\u8fbe\u5230 538 \u4ebf\u7f8e\u5143\uff0c\u56e0\u6b64 AI \u6570\u636e\u4e2d\u5fc3\u4e92\u8fde\u9700\u6c42\u6fc0\u589e\u5bf9\u5176\u6574\u4f53\u6536\u5165\u7684\u8d21\u732e\u76f8\u8f83\u4e8e\u5176\u4ed6\u7535\u4fe1 OEM \u6216\u7ec4\u4ef6 \/ \u7cfb\u7edf\u4f9b\u5e94\u5546\u800c\u8a00\u53ef\u80fd\u8f83\u4e3a\u6709\u9650\u3002<\/p>\n\n\n\n<p>\u6700\u540e\u8981\u63d0\u5230\u7684\u662f Marvell\u3002\u901a\u8fc7\u6536\u8d2d Inphi\uff0cMarvell \u5728 PAM4 DSP \u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u5e02\u573a\u4f18\u52bf\uff0c\u5e76\u6269\u5c55\u4e86\u5176\u76f8\u5e72 DSP \u4ea7\u54c1\u7ebf\uff0c\u6db5\u76d6\u4e86 Deneb\u3001Orion \u548c Canopus \u7b49\u4ea7\u54c1\u3002<\/p>\n\n\n\n<p>\u4e0e PAM4 \u76f8\u6bd4\uff0c\u76f8\u5e72 DSP \u5728 Inphi\/Marvell \u7684\u4e1a\u52a1\u4e2d\u5386\u6765\u5360\u6bd4\u8f83\u5c0f\uff0c\u53ef\u80fd\u53ea\u5360\u603b\u6536\u5165\u7684\u4e00\u5c0f\u90e8\u5206\uff0c\u4f46\u8fd9\u4e00\u72b6\u51b5\u6b63\u5728\u53d1\u751f\u53d8\u5316\u3002Marvell \u7684 ZR \u5149\u5b66\u4e1a\u52a1\u4e0d\u4ec5\u4f9d\u8d56\u5176\u76f8\u5e72 DSP \u4ea7\u54c1\u7ec4\u5408\uff0c\u8fd8\u5305\u62ec\u5176 COLORZ\u3001COLORZ 400ZR\/ZR +\u548cCOLORZ 800ZR\/ZR + \u7b49\u6570\u636e\u4e2d\u5fc3\u4e92\u8fde\u6536\u53d1\u5668\u3002\u5373\u4fbf\u4e0e\u89c4\u6a21\u66f4\u5927\u7684 PAM4 \u4e1a\u52a1\u76f8\u6bd4\uff0cZR \u4e1a\u52a1\u4e5f\u5728\u5feb\u901f\u6269\u5c55\uff0c\u5e76\u9010\u6e10\u6210\u4e3a\u4e1a\u52a1\u4e2d\u7684\u91cd\u8981\u90e8\u5206\u3002ZR \u6536\u53d1\u5668\u7684\u5e73\u5747\u9500\u552e\u4ef7\u683c\u663e\u8457\u9ad8\u4e8e IMDD 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