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
- BF16 Support
- Pipeline Parallel Engine expects outputs of length 2
- Transformer CUDA kernel backward tests fails with Pytorch 1.8+cu11
- F.cross_entropy returns infs sometimes due to it summing the losses.
- should dynamic scaling and overflow check happen only at the beginning?
- How to pass in kwargs in activation checkpointing?
- DeepSpeed ZeRO with Ring-Allreduce
- Zero level 3 fails when using a nn.Parameter, because Deepspeed can only partition nn.Linear
- ImportError: dynamic module does not define module export function (PyInit_transformer_op)
- Exception with optimization_stage_3
- Docs
- Python not yet supported