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
- Add Ulysses SP support for FLA gated-delta context parallelism
- Consider adding a changelog to track version history
- [Draft] DeepSpeed - Q3 Roadmap
- ZeRO-3: stream partitioning of oversized parameters in zero.Init
- Missing input validation could cause unexpected behavior with edge case inputs
- Exception type too broad in error handling
- Warn when zero.Init silently falls back to a single rank (#8084)
- zero.Init silently does not shard (world_size=1) when the process group is uninitialized before from_pretrained -> per-rank full load -> OOM
- zero.Init partitioning of large fused MoE-expert tensors spikes a single GPU (transient full materialization) -> OOM during load even when the sharded model fits
- ZeRO 1/2: wait on all IPG-bucket producer streams in average_tensor (#8061)
- Docs
- Python not yet supported