code: def _reorder_parameters(params, coeffs_parametrized):
      """Takes `params`, and reorganizes it based on whether the Hamiltonian has
      callable phase and/or callable amplitude.
      Consolidates phase and amplitude parameters in the case that both are callable,
      and duplicates phase and/or amplitude parameters if either are callables, since
      they will be passed to two operators in the Hamiltonian"""
  
      reordered_params = []
  
      coeff_idx = 0
      params_idx = 0
  
      for i, coeff in enumerate(coeffs_parametrized):
          if i == coeff_idx:
              if isinstance(coeff, AmplitudeAndPhase):
                  if coeff.phase_is_callable and coeff.amp_is_callable:
                      # add the joined parameters twice, and skip an index
                      reordered_params.append(
                          [params[params_idx], params[params_idx + 1]]
                      )
                      reordered_params.append(
                          [params[params_idx], params[params_idx + 1]]
                      )
                      coeff_idx += 2
                      params_idx += 2
                  elif coeff.phase_is_callable or coeff.amp_is_callable:
                      reordered_params.append(params[params_idx])
                      reordered_params.append(params[params_idx])
                      coeff_idx += 2
                      params_idx += 1
              else:
                  reordered_params.append(params[params_idx])
                  coeff_idx += 1
                  params_idx += 1
  
      return reordered_params
  
imports: from dataclasses import dataclass
  from typing import Callable, List, Union
  import numpy
  import pennylane
  from pennylane.wires import Wires
  from pennylane.operation import Operator
  from pennylane.ops.qubit.hamiltonian import Hamiltonian
  from .parametrized_hamiltonian import ParametrizedHamiltonian
label_desc: Use image node_id 2 for calling a global function with example usage: _reorder_parameters(params, coeffs_parametrized) and returns: reordered_params