Examples¶

The examples/ folder contains runnable scripts for each method family.

Run Commands¶

python examples/vi_beam.py
python examples/laplace_beam.py
python examples/sgld_beam.py
python examples/mc_dropout_beam.py
python examples/uqresult_laplace.py
python examples/uqresult_mc_dropout.py
python examples/uqresult_gp.py

Example Map¶

• examples/vi_beam.py: Bayes by Backprop ELBO training and uncertainty prediction
• examples/laplace_beam.py: MAP + Laplace approximation workflow
• examples/sgld_beam.py: posterior sampling via SGLD
• examples/mc_dropout_beam.py: MC Dropout inference
• examples/uqresult_laplace.py: standardized UQResult output for Laplace
• examples/uqresult_mc_dropout.py: standardized UQResult output for MC Dropout
• examples/uqresult_gp.py: standardized UQResult output for exact/sparse GP

Benchmarks¶

Manual/local benchmark suite:

python benchmarks/run_benchmarks.py --preset quick

Source: examples directory