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Solve the following problem using Python, implementing the functions described below, one line at a time
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Description:
 def autoencoder_range(rhp):
 """Tuning grid of the main autoencoder params."""

  rhp.set_float("dropout", 0.01, 0.3)
  rhp.set_float("gan_loss_factor", 0.01, 0.1)
  rhp.set_float("bottleneck_l2_factor", 0.001, 0.1, scale=rhp.LOG_SCALE)
  rhp.set_discrete("bottleneck_warmup_steps", [200, 2000])
  rhp.set_float("gumbel_temperature", 0, 1)
  rhp.set_float("gumbel_noise_factor", 0, 0.5)