Examples

These examples demonstrate typical workflows for fitting and data generation.

Fitting Workflows

• examples/fitting_workflows/01_basic_fitting/ Basic workflow for loading data, defining models, fitting, and visualization.

• examples/fitting_workflows/02_dependent_parameters/ Parameter-linking workflows using expressions and physical constraints.

• examples/fitting_workflows/03_multi_cycle/ Multi-cycle, time-dependent modeling workflows.

• examples/fitting_workflows/04_par_profiles/ Profile-aware fitting with auxiliary-axis parameter profiles and profile-parameter dynamics.

• examples/fitting_workflows/05_project_level_fitting/ Project-level fitting with shared parameters across multiple files.

Data Generation

• examples/data_generation/simulator/ Synthetic noisy data generation for testing and validation.

• examples/data_generation/ml_training/ Training dataset generation via parameter-space exploration.

Notebooks

• 01 basic fitting notebook

• 02 dependent parameters notebook

• 03 multi-cycle notebook

• 04 parameter profiles notebook

• 05 project-level fitting notebook

• Simulator data generation notebook

• ML training data generation notebook