code: def analyze_dp(
      q: float,
      noise_multiplier: float,
      steps: int,
      orders: Tuple[float, ...] = (
          1.25,
          1.5,
          1.75,
          2.0,
          2.25,
          2.5,
          3.0,
          3.5,
          4.0,
          4.5,
          5,
          6,
          7,
          8,
          9,
          10,
          11,
          12,
          13,
          14,
          15,
          16,
          17,
          18,
          19,
          20,
      ),
      delta: float = 1e-05,
  ) -> float:
      """Compute and print results of DP-SGD analysis.
  
      Args:
        q: The sampling rate.
        noise_multiplier: The ratio of the standard deviation of the Gaussian noise to the l2-sensitivity
                          of the function to which it is added.
        steps: The number of steps.
        orders: An array (or a scalar) of RDP orders.
        delta: The target delta.
  
      Returns:
        eps
  
      Raises:
        ValueError: If target_delta are messed up.
      """
      if noise_multiplier == 0:
          return float("inf")
  
      rdp = analyze_renyi(q, noise_multiplier, steps, orders)
      eps, _, opt_order = convert_renyidp_to_dp(
          orders, rdp, target_delta=delta
      )
  
      return eps
  
imports: import math
  from typing import Tuple, Union
  import numpy
  from scipy import special
  import six
label_desc: Use image node_id 20 for calling a global function with example usage: analyze_dp(q, noise_multiplier, steps, orders, delta) and returns: eps, float