code: def _reorder_AmpPhaseFreq(params, coeffs_parametrized):
      """Takes `params`, and reorganizes it based on whether the Hamiltonian has
      callable phase and/or callable amplitude and/or callable freq.
  
      Consolidates amplitude, phase and freq parameters if they are callable,
      and duplicates parameters 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, AmplitudeAndPhaseAndFreq):
                  is_callables = [
                      coeff.phase_is_callable,
                      coeff.amp_is_callable,
                      coeff.freq_is_callable,
                  ]
  
                  num_callables = sum(is_callables)
  
                  # package parameters according to how many coeffs are callable
                  reordered_params.extend(
                      [params[params_idx : params_idx + num_callables]]
                  )
  
                  coeff_idx += 1
                  params_idx += num_callables
  
              else:
                  reordered_params.append(params[params_idx])
                  coeff_idx += 1
                  params_idx += 1
  
      return reordered_params
  
imports: import warnings
  from dataclasses import dataclass
  from typing import Callable, List, Union
  import numpy
  import pennylane
  from pennylane.pulse import HardwareHamiltonian
  from pennylane.pulse.hardware_hamiltonian import HardwarePulse
  from pennylane.typing import TensorLike
  from pennylane.wires import Wires
label_desc: Use image node_id 6 for calling a global function with example usage: _reorder_AmpPhaseFreq(params, coeffs_parametrized) and returns: reordered_params