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PPPL deep learning disruption prediction package

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Preprocessing results on too much compute load for the traverse head node.

Hi, I'm trying to pre-process the FRNN dataset on traverse and get these errors when running `guarantee_preprocessed.py`. Does anyone know what the cause of this may be? ``` Traceback (most...

Minor detail that has been bothering me: - `plasma-python` GitHub repository name - `plasma` Python module name - `PPPLDeepLearning` GitHub Organization name - "PPPL deep learning disruption prediction package" repository...

Would be nice to have a counterpart to `examples/guarantee_preprocessed.py` that would only generate `normalization/normalization_signal_group_111997851169767438851408843208529593130.npz` from the preprocessed `.npz` files. That way, `python mpi_learn.py` would jump right into training even on...

Candidate files for removal (path relative to root directory of the repository): - Single GPU `plasma/models/runner.py` - `HyperRunner` class inside this script might repurposed for DeepHyper interface - `install-mpi.sh` (used...

Observed on both TigerGPU and Traverse, on `master` before and after the merge of #46. If there is a serious underlying problem, it is possibly related to #55 with the...

- [ ] Consider renaming `TTDTarget` to `LogTTDTarget` for clarity - [ ] 7x `threshold_range()` class methods are never called anywhere. Vestige of old ROC calculation, e.g. in https://github.com/PPPLDeepLearning/plasma-python/blob/v0.9/plasma/utils/performance.py -...

The only time in which `positive_example_penalty` appears in the codebase is in: https://github.com/PPPLDeepLearning/plasma-python/blob/c82ba61e339882a5af10b1052edc0348e16119f4/plasma/conf_parser.py#L86-L102 which is loaded only for an unused method in the `MaxHingeTarget` class, noted here: https://github.com/PPPLDeepLearning/plasma-python/blob/7986f468e43a56a5ae845dd1b88cf9fca048ac5a/plasma/models/targets.py#L153 Need to...