Python Template
First attempt that writing a simple version of ADKF in jax.
Next steps:
- Better GP implementation (e.g. multiple choices for base kernel). Could look at GP Jax.
- Flexible
L_TandL_Vfunctions - Incorporate automatic implicit differentiation from
jaxopt - vectorize ADKF using vmap to do multiple tasks in a single batch (not 100% sure it is possible, but maybe it is?)
Development
!!PLEASE READ THIS SECTION BEFORE COMMITING ANY CODE TO THIS REPO!!
Installation
To create the environment:
conda env create -f environment.ymlTo update:
conda env update --file environment.yml --pruneFormatting
Use pre-commit to enforce formatting, large file checks, etc.
If not already installed in your environment, run:
conda install pre-commitTo install the precommit hooks:
pre-commit installNow a series of useful checks will be run before any commit.
Testing
pytest is used to check for code correctness.
Tests can be run with the following line of code:
python -m pytest tests/!!Before commiting code or merging to the main branch, please run the line of code above!!
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