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
- Pipeline parallelism got stuck after switching off `fp16`
- Error with negative slope arg in leaky_relu
- Support DeepSpeed checkpoints with DeepSpeed Inference
- excessive logging in checkpoints load/save
- Error in gradient accumulation when there are unused parameters
- DeepSpeed FP16 causes bert pretrain ACC decline or NAN?
- How to run DeepSpeed inside mpirun-ed singularity containers on multiple nodes
- Inefficient zero checkpoint loading
- zero-3 always OVERFLOW!
- so many cudafree api called between nccl allgather when larger batchsize and zero2 config is enabled during training
- Docs
- Python not yet supported