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# Autogenerated By   : src/main/python/generator/generator.py
# Autogenerated From : scripts/builtin/hyperband.dml

from typing import Dict, Iterable

from systemds.operator import OperationNode, Matrix, Frame, List, MultiReturn, Scalar
from systemds.script_building.dag import OutputType
from systemds.utils.consts import VALID_INPUT_TYPES


def hyperband(X_train: Matrix,
              y_train: Matrix,
              X_val: Matrix,
              y_val: Matrix,
              params: Iterable,
              paramRanges: Matrix,
              **kwargs: Dict[str, VALID_INPUT_TYPES]):
    
    params_dict = {'X_train': X_train, 'y_train': y_train, 'X_val': X_val, 'y_val': y_val, 'params': params, 'paramRanges': paramRanges}
    params_dict.update(kwargs)
    
    vX_0 = Matrix(X_train.sds_context, '')
    vX_1 = Frame(X_train.sds_context, '')
    output_nodes = [vX_0, vX_1, ]

    op = MultiReturn(X_train.sds_context, 'hyperband', output_nodes, named_input_nodes=params_dict)

    vX_0._unnamed_input_nodes = [op]
    vX_1._unnamed_input_nodes = [op]

    return op
