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
- Method for Converting a Model from Other Trainers
- hidden_dim constraint in transformer cuda kernel
- How Megatron work with pipeline module?
- Regarding lack of drop_last in Deepspeed Trainloader
- unnecessary gradients in case of multiple optimizers / engines
- Ensure DeepSpeedDataLoader matches torch DataLoader semantics
- Fully half precision optimizer
- Support configuration for general devices and backends.
- max_grad_norm is ignored in FP16 training
- ZeRO optimizer LAMB compatibility
- Docs
- Python not yet supported