code: def generate_reverberated_wav_scp(
      wav_scp,  # a dictionary whose values are the Kaldi-IO strings of the speech recordings
      durations,  # a dictionary whose values are the duration (in sec) of the speech recordings
      output_dir,  # output directory to write the corrupted wav.scp
      room_dict,  # the room dictionary, please refer to make_room_dict() for the format
      pointsource_noise_list,  # the point source noise list
      iso_noise_dict,  # the isotropic noise dictionary
      foreground_snr_array,  # the SNR for adding the foreground noises
      background_snr_array,  # the SNR for adding the background noises
      num_replicas,  # Number of replicate to generated for the data
      include_original,  # include a copy of the original data
      prefix,  # prefix for the id of the corrupted utterances
      speech_rvb_probability,  # Probability of reverberating a speech signal
      shift_output,  # option whether to shift the output waveform
      isotropic_noise_addition_probability,  # Probability of adding isotropic noises
      pointsource_noise_addition_probability,  # Probability of adding point-source noises
      max_noises_per_minute,  # maximum number of point-source noises that can be added to a recording according to its duration
  ):
      """This is the main function to generate pipeline command for the corruption
      The generic command of wav-reverberate will be like:
      wav-reverberate --duration=t --impulse-response=rir.wav
      --additive-signals='noise1.wav,noise2.wav' --snrs='snr1,snr2' --start-times='s1,s2' input.wav output.wav
      """
      foreground_snrs = list_cyclic_iterator(foreground_snr_array)
      background_snrs = list_cyclic_iterator(background_snr_array)
      corrupted_wav_scp = {}
      keys = sorted(wav_scp.keys())
      if include_original:
          start_index = 0
      else:
          start_index = 1
  
      for i in range(start_index, num_replicas + 1):
          for recording_id in keys:
              wav_original_pipe = wav_scp[recording_id]
              # check if it is really a pipe
              if len(wav_original_pipe.split()) == 1:
                  wav_original_pipe = "cat {0} |".format(
                      wav_original_pipe
                  )
              speech_dur = durations[recording_id]
              max_noises_recording = math.floor(
                  max_noises_per_minute * speech_dur / 60
              )
  
              reverberate_opts = generate_reverberation_opts(
                  room_dict,  # the room dictionary, please refer to make_room_dict() for the format
                  pointsource_noise_list,  # the point source noise list
                  iso_noise_dict,  # the isotropic noise dictionary
                  foreground_snrs,  # the SNR for adding the foreground noises
                  background_snrs,  # the SNR for adding the background noises
                  speech_rvb_probability,  # Probability of reverberating a speech signal
                  isotropic_noise_addition_probability,  # Probability of adding isotropic noises
                  pointsource_noise_addition_probability,  # Probability of adding point-source noises
                  speech_dur,  # duration of the recording
                  max_noises_recording,  # Maximum number of point-source noises that can be added
              )
  
              # prefix using index 0 is reserved for original data e.g. rvb0_swb0035 corresponds to the swb0035 recording in original data
              if reverberate_opts == "" or i == 0:
                  wav_corrupted_pipe = "{0}".format(wav_original_pipe)
              else:
                  wav_corrupted_pipe = "{0} wav-reverberate --shift-output={1} {2} - - |".format(
                      wav_original_pipe, shift_output, reverberate_opts
                  )
  
              new_recording_id = get_new_id(recording_id, prefix, i)
              corrupted_wav_scp[new_recording_id] = wav_corrupted_pipe
  
      write_dict_to_file(corrupted_wav_scp, output_dir + "/wav.scp")
  
imports: import argparse, shlex, glob, math, os, random, sys, warnings, copy, imp, ast
label_desc: Use image node_id 10 for calling a global function with example usage: generate_reverberated_wav_scp(wav_scp, durations, output_dir, room_dict, pointsource_noise_list, iso_noise_dict, foreground_snr_array, background_snr_array, num_replicas, include_original, prefix, speech_rvb_probability, shift_output, isotropic_noise_addition_probability, pointsource_noise_addition_probability, max_noises_per_minute) without return types