Olatunji Ruwase
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| title | conference | date |
|---|---|---|
| Universal Checkpointing: A Flexible and Efficient Distributed Checkpointing... | USENIX ATC '25 | 2025-07-07 |
Universal Checkpointing decouples on-disk state from model parallel layout by converting checkpoints into an atomic checkpoint format that stores parameters… | ||
| DeepSpeed – Efficient Training Scalability for Deep Learning Models | PyTorch Day France 2025 | 2025-05-07 |
DeepSpeed presents concrete systems: Zero optimizer shards model state to remove GPU memory limits and enables training from a single GPU up to 100k GPUs… | ||
| Quant-LLM: Accelerating the Serving of Large Language Models via FP6-Centric... | USENIX ATC 2024 | 2024-07-10 |
Quant-LLM demonstrates that FP6 weight quantization preserves LLM quality while enabling much cheaper serving by building a CUDA kernel suite called TC-FPx… | ||
| ZeRO-Offload: Democratizing Billion-Scale Model Training | USENIX ATC '21 | 2021-07-14 |
ZeRO-Offload offloads fp16 gradients and fp32 optimizer states and runs parameter updates on CPU while keeping forward/backward on GPU, enabling 30 billion… | ||
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