DeepSpeed ZeRO-3ZeRO-InfinityNVMe Offload70B Model Training🎬 3Blue1Brown Manim
Microsoft DeepSpeed ZeRO-3 & NVMe Offload Studio
Extreme-scale distributed model training engine partitioning optimizer states, gradients, and parameters across multi-node clusters with ZeRO-Infinity NVMe asynchronous prefetching.
VRAM Reduction
8x Drop
partitioned parameter states
NVMe Prefetch BW
28.4 GB/s
PCIe Gen5 streaming
Max Trainable Size
70B+
on modest GPU nodes
Yearly Cloud ROI
$82,000
avoids 8xH100 rentals
⚙️ Studio Parameters Live Sync
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DeepSpeed Distributed Training FinOps Impact
Enabling ZeRO-3 NVMe parameter offload allows fine-tuning 70B models on 2xA100 nodes rather than renting an entire 8xH100 SXM5 pod, saving $82,000/yr.
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