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]RuntimeError: Step 1 exited with non-zero status 1
- cpu memory out of use when infering on 30b model
- Does ds inference support op fusion for multi-head attention?
- [BUG] Deepspeed inference fp16 gives different results than HuggingFace with FlanT5-XL
- [BUG] Intermittent RuntimeError: The specified pointer resides on host memory and is not registered with any CUDA device.
- [BUG] ds inference succeed for 2 gpus, oom for 4 gpus
- AssertionError: AutoTP not supported for model. Please use kernel injection since container policy for model exists.
- [BUG] Inference failed serveral times
- Fix handling of (CUDA,ROCR)_VISIBLE_DEVICES
- [BUG] Memory increase consistently when using multiple NCCL_IB_HCA.
- Docs
- Python not yet supported