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
- [BUG] Expert gradient scaling problem with ZeRO optimizer
- Enabled configurable auto Tensor Parallelism (TP) for the inference of diverse models
- [REQUEST] dynamic batch size with gradient accumulate
- Set shuffle=True by default in data_sampler
- [BUG] Distributed Training randomly stuck in trainings loop
- [REQUEST] parallelize zero_to_fp32.py to use multiple cpu-cores and threads
- [BUG] error :past_key, past_value = layer_past,how to solve this ?
- [REQUEST] ZeRO3 doc - support for wrapping model sub-components seperately for training
- [BUG] Universal checkpointing doesn't work when changing model parallel size (pp and dp change are ok)
- [BUG] Config mesh_device None
- Docs
- Python not yet supported