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 export the trained model checkpoint to ONNX format
- Can activation_checkpointing offloads to NVMe?
- [launcher] optionally log exceptions only on node 0 process 0
- Resume from Zero OOM，because this line let every SINGLE DP process load ALL optimizer states, Memory Needed * N
- SparseSelfAttention doesn't work with max_seq_length=4096
- checkpoint type error
- Bert training model failed when add --deepspeed_transformer_kernel
- Distillation implementation for 3D parallelism.
- ZERO Stage 3 with NVME Offload CPU OOM
- `sub_group_size` is not documented
- Docs
- Python not yet supported