hookeai.model_architectures.procedures.model_training.plot_model_parameters_history

plot_model_parameters_history(model_parameters_history, model_parameters_bounds, filename='model_parameter_history', save_dir=None, is_save_fig=False, is_stdout_display=False, is_latex=False)[source]

Plot model learnable parameters history.

Parameters:

  • model_parameters_history (dict) – Model learnable parameters history. For each model parameter (key, str), store the corresponding training history (item, list).

  • model_parameters_bounds (dict) – Model learnable parameters bounds. For each parameter (key, str), the corresponding bounds are stored as a tuple(lower_bound, upper_bound) (item, tuple).

  • filename (str, default='model_parameter_history') – Figure name.

  • save_dir (str, default=None) – Directory where figure is saved. If None, then figure is saved in current working directory.

  • is_save_fig (bool, default=False) – Save figure.

  • is_stdout_display (bool, default=False) – True if displaying figure to standard output device, False otherwise.

  • is_latex (bool, default=False) – If True, then render all strings in LaTeX. If LaTex is not available, then this option is silently set to False and all input strings are processed to remove $(…)$ enclosure.