lightning
https://github.com/lightning-ai/lightning
Python
Deep learning framework to train, deploy, and ship AI products Lightning fast.
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- Issues
- Gradient accumulation calcluation may be incorrect
- [Backend]: Support device backend registration for a wide range of third-party hardware
- DDP and BackboneFinetuning: model weights get out of sync when unfreezing layers for training
- Unreadable font color theme of YAML files
- Incosistant memory usage comparing to lighning>=2.2.0 and lighting<2.2.0 and when using deepspeed
- Mid-epoch resume causes a single unwanted validation step (which is not a sanity check)
- SLURM resubmission crashes because of multiprocessing error
- Validation is incorrectly run on resume
- Add `compile_fn` parameter for Trainer
- Registered buffers not moved to correct device when using DeepSpeed Stage 3
- Docs
- Python not yet supported