__init__.py example #Python

__init__.py

from .sccs import NeuralSCCS
from .log_linear_hawkes import LogLinearHawkes, StochasticLogAdditiveHawkes

__all__ = ["NeuralSCCS", "LogLinearHawkes", "StochasticLogLinearHawkes"]


def get_model(model, **kwargs):

    if model == 'N-SCCS':
        model = NeuralSCCS(**kwargs)
    elif model == 'MSCCS':
        kwargs["mlp_config"] = {"n_output": kwargs["n_outcomes"]}
        model = NeuralSCCS(**kwargs)
    elif model == "LLH":
        model = LogLinearHawkes(**kwargs)
    elif model == "SLLH":
        model = StochasticLogAdditiveHawkes(include_ddi=False, **kwargs)
    elif model == "SLA^2H":
        model = StochasticLogAdditiveHawkes(include_ddi=True, **kwargs)
    else:
        raise NotImplementedError()

    return model