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
- Lightning stalls with 2 GPUs on 1 node with SLURM (and apptainer)
- Log `TensorBoard` histograms
- TensorBoardLogger has the wrong epoch numbers much more than the fact
- Checkpoint every_n_steps reruns epoch on restore
- Multi-node Training with DDP stuck at "Initialize distributed..." on SLURM cluster
- Turn off hpc checkpoint saving in SLURM environment if trainer.fit(..., ckpt_path="last")
- Cannot run in SLURM Interactive Session
- Log `TensorBoard` histograms
- `TensorBoardLogger` fails with remote FS (azure)
- LightningCLI, WandbLogger and save_hyperparameters() inconsistencies
- Docs
- Python not yet supported