UQ benchmarking

[ktangsali]

PhysicsNeMo-CFD Pull Request

Description

Updates the model wrappers and the benchmarking workflow to support benchmarking on models with UQ. The PR:

• Supports some standard metrics used in UQ studies
• Supports sampling and analytical based UQ methods
• Supports aggregating the UQ metrics across various geometries using Welford statistics
• Adds sample wrappers for an Analytical, MCDropout based and a Model Ensemble based UQ approaches
• Adds a dataset adaptor for DrivAerStar dataset
• Updates the relevant skills

Checklist

• I am familiar with the Contributing Guidelines.
• New or existing tests cover these changes.
• The documentation is up to date with these changes.
• The CHANGELOG.md is up to date with these changes.

Dependencies

[ktangsali]

/blossom-ci