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
- NCCL backend fails during multi-node, multi-GPU training
- `Trainer`'s `.init_module()` context does not initialize model on target device
- The problem shows: version incompatibility from v1.3.x to v2.4
- the example that shows "The LightningModule also has access to the Hyperparameters" is not correct
- Incosistant memory usage comparing to huggingface trainer when using deepspeed
- RichProgressBar: refresh_rate doesn't affect metric_component
- Error encountered while using multiple optimizers inside a loop.
- Mid-epoch resume causes a single unwanted validation step (which is not a sanity check)
- SLURM resubmission crashes because of multiprocessing error
- `NeptuneCallback` produces lots of `X-coordinates (step) must be strictly increasing` errors
- Docs
- Python not yet supported