models/__init__.py

"""
Models Package for Neural Hybrid Systems

This package contains all neural network architectures and model utilities.
"""

from .factory import create_model
from .utils import interpolate_trajectory, interpolate_external_input, create_vector_field_with_external_input
from .architectures import HybridLatentODEModel, VanillaODEModel, EventODEModel
from .base import BaseModel
from .components import MLPWithCustomInit
from .components.initialization import (
    init_dynamics_network, init_autoencoder_network,
    init_event_network, init_reset_network
)

# Backward compatibility imports
from .factory import create_hybrid_models, create_neural_ode_models, create_event_ode_models

__all__ = [
    'create_model', 'interpolate_trajectory', 
    'interpolate_external_input', 'create_vector_field_with_external_input',
    'HybridLatentODEModel', 'VanillaODEModel', 'EventODEModel',
    'BaseModel', 'MLPWithCustomInit',
    'init_dynamics_network', 'init_autoencoder_network',
    'init_event_network', 'init_reset_network',
    # Backward compatibility
    'create_hybrid_models', 'create_neural_ode_models', 'create_event_ode_models',
]