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
- Poetry can't add DeepSpeed
- [BUG] if use zero3+tp, use save_16bit_model to save weights, only save 1/tp weights
- [BUG] ZeRO 3 error: expected the next 4 parameters in the parameter fetch queue to be ... but got ()
- Barely any speedup when running Llama for inference (with Kernel Injection) [BUG]
- [BUG] hybrid_engine for zero 3 seems invalid
- [BUG] deepspeed_checkpoint.get_transformer_state has more PP_degree than real PP_degree
- Deepspeed zero3 memory leak with rlhf [BUG]
- Suspected memory leak during zero3 training. oom eventually after several checkpoint
- [REQUEST] Allow pre-sharding of models using a single process
- [BUG] DeepSpeedEngine did not gather parameters automatically when doing forward() with zero-3 enabled
- Docs
- Python not yet supported