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
- Multiple GPU per node could fail silently with KubeflowEnvironment
- PyTorch Lightning DDP crashes with unused parameters
- when using huggingface pretrained model with multi-gpu, model parameters were duplicate for every gpu in ram
- WandbLogger doesn't format config correctly
- "MisconfigurationException: No supported gpu backend found!" with multi gpu training in jupyter notebooks
- Model Verification in Trainer
- Allow shuffling when overfit_batches is active
- DeepSpeed stage 3 and mixed precision cause an error
- Improved control of device stats callbacks
- Returning None from training_step with multi GPU DDP training
- Docs
- Python not yet supported