deepspeed
https://github.com/microsoft/deepspeed
Python
DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.
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- Issues
- Distillation implementation for 3D parallelism.
- ZERO Stage 3 with NVME Offload CPU OOM
- `sub_group_size` is not documented
- [fp16] need to automatically convert fp32 inputs to fp16
- [performance] fusing zero.Init and pretrained weights loading
- Feature Request: cleanup() or close() method
- need an an easier way to activate memory usage debug
- optimizer.step and lr_scheduler.step order
- Training accuracy heavily impacted when using activation checkpointing
- Improved checkpoint load/save and state_dict interfaces
- Docs
- Python not yet supported