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
- Examples for OPT, just like benchmark on minGPT
- Integration with DeepSpeed and PyG: expected scalar type Float but found Half
- Validation has an impact on training
- Adopt pytorch-directml as accelerator
- Support memory snapshotting on OOM error
- Inconsistency between the definition of `root_dir` in fabric and pytorch loggers
- LearningRateMonitor may not require loggers
- Logging metrics to mlflow in a `validation_step` at a lower frequency than once per epoch results in duplicate logs
- Cannot replicate results from vanilla Pytorch using Deepspeed integration
- Saving the Latest best checkpoint
- Docs
- Python not yet supported