Amisc

Fix

- all component outputs returned by system predict

Feat

- adds training data caching and performance improvements

Fix

- makes test the default index set for test set performance
- bug with error indicator model cost

Feat

- clean sample inputs and plot slice api
- overhead tracking and sorted fidelity evaluation
- adds flag for custom weighting functions during training
- adds reconstruction tolerance for svd

Fix

- bug with component serializer dict validation
- more consistent tracking of model costs and allocation
- rank starts at 1 for svd reconstruction tolerance
- serialize system model_extra if builtin
- allow skipping nan in relative error
- fixes bug in load_from_file and allows nd object arrays for compression
- cushion turbojet test tolerance
- integrate field coords and object arrays for changing field shapes

Refactor

- update PEP735 pyproject dependency groups
- rename sweep plots to slice

Fix

- fixes interactive function inspection and cleans dependencies

Fix

- init versioning and gh release

BREAKING CHANGE

- mostly all APIs affected, resolves 23, 20, 19, 17, 16, 12, 11, 10, and JANUS-Institute/HallThrusterPEM6
- Remove BaseRV interface and rename rv.py to variable.py

Feat

- completes overhaul to v0.5.0
- adds component pydantic validation, serialization, and model wrapper
- add pydantic validation to Variable, add Transform and Distribution abstractions
- replace BaseRV with Variable and normalization and compression