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面向人工智能规模化发展的光学机遇.pdf

上传人: 明**** 编号:1012031 2025-12-21 22页 2.22MB

1、David PiehlerDell Technologieswith post-presentation editsOptical opportunities for theAI scale-up fabricOptical opportunities for theAI fabric scale-upDavid PiehlerDell Technologieswith post-presentation editsAgendaThought experiment:Scale-up the scale-up fabric and see what breaksModern copper Tra

2、nsmission media bandwidth densityShuffle and implications for DACs,AOCs,ACCs,and AECsModern opticsOptical disaggregation448GScale-up(exemplary):NVL722200 Gb/s(4 diff.pairs)NVL725,184 diff.pairs=5,184 cables per rack18 switches(144 200 Gb/s ports per switch)72 GPUs(36 200 Gb/s ports per GPU)Every GPU

3、 is connected to another GPU through the switching layerEach switch is connected to all GPUsEach GPU is connected to all switchesThought experiment:NVL72(2)2200 Gb/s(4 diff.pairs)20,736 diff.pairs=20,736 cables per rack18 switches(288 200 Gb/s ports per switch)144 GPUs(72 200 Gb/s ports per GPU;14.4

4、T)Every GPU is connected to another GPU through the switching layerEach switch is connected to all GPUsEach GPU is connected to all switches1836Double number of GPUsDouble radix of each GPUDouble number of switchesDouble radix of each switch_Quadruple number of connectionsThought experiment:512 GPU

5、clusterand shifting from 9vidia math to base2 math131,072 diff.pairs=131,072 cables128 switches(512 200 Gb/s ports per switch;102.4T)512 GPUs(128 200 Gb/s ports per GPU;25.4T)32 GPU/rack 16 switches/rackThought experiment:512 GPU cluster optical fiber!and shifting from 9vidia math to base2 math+200G

6、BASE-DR optics131,072 fibers 128 switches(512 200 Gb/s ports per switch;102.4T)512 GPUs(128 200 Gb/s ports per GPU;25.4T)32 GPU/rack 16 switches/rack8,192 fibers/GPU rack16,384 fibers/switch rackThought experiment:512 GPU cluster optical fiber!and shifting from 9vidia math to base2 math+200GBASE-DR

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根据报告的内容,全文主要探讨了AI规模扩展 fabrics中的光学机会和挑战。以下是关键点: 1. **规模扩展挑战**:在规模扩展AI fabrics时,传统的铜线连接面临带宽密度和物理连接的极限。 2. **现代铜技术**:采用现代铜技术可以延长铜线的传输距离,但仍有物理限制。 3. **Shuffle技术**:Shuffle技术用于管理大规模的全连接,替代传统的DAC、AOC、AEC和ACC。 4. **带宽密度**:提高前板和光纤电缆中的带宽密度对于扩展规模至关重要。 5. **光学解决方案**:现代光学解决方案,如硅光子学和VCSELs,提供了从插拔式光学到3D封装的光学解决方案。 6. **光学解耦**:将光学从xPU ASICs中解耦,有助于优化AI规模扩展。 7. **448G Serdes**:448G Serdes的采用将推动光学技术在AI规模扩展中的应用。
"铜线极限?探索AI规模扩展新路径!" AI规模扩展的未来?" "带宽密度大挑战?揭秘AI规模扩展新工具!"
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