purbancz/GaussianRegressionSEA-HMS

MetodyStochastyczne2024

TODO

• Implement the hms optimizer
  • Parsing kernel to extract hyperparameters
  • Implement the optimization loop with hms
  • Loading optimzed hyperparameters to the kernel and fixing it with source_code.utils.fix_kernel(kernel)

Quick start

Install dependencies

Run rhe following command from the project root to install the required dependencies:

pip install -e .

Run the example

python source_code/gpr.py -k kernels/sample_kernel.py -d data/co2_clean.csv --column CO2 -o hms -v