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] DeepSpeed ZeRO++ features aren't working
- [BUG] DeepSpeedZeroOptimizer_Stage3: It cannot reduce the gradients remained in the bucket timely
- [BUG] ValueError: Expected a cuda device, but got: cpu
- [BUG] Deepspeed MultiGpu inference not working with `Llama-2-13b-hf`
- [BUG] `reduce_bucket_size` isn't validated against the model size
- Hooks to add sharding and parallelism for custom layers (Not Conv1D or Linear)
- Sparse Attention, Triton v1.0.0 and CUDA drivers v12+
- Stall during code execution and continuous increase in CPU usage
- [BUG]deepspeed-chat training error on v100 * 8:RuntimeError: output tensor must have the same type as input tensor
- cudaMemcpyAsync run a long time on backword
- Docs
- Python not yet supported