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
- 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
- test_sparse_attention.py failed with CUDA 11.0
- Deepspeed model engine can not load a saved checkpoint. "RuntimeError: The size of tensor a x must match the size of tensor b y at non-singleton dimension z"
- [zero] splitting up context managers into enter/exit trackers
- How to export the trained model checkpoint to ONNX format
- Can activation_checkpointing offloads to NVMe?
- [launcher] optionally log exceptions only on node 0 process 0
- Docs
- Python not yet supported