a4d108f270830ddacb24a7caf339898564ca9d78,tensorflow_privacy/privacy/membership_inference_attack/membership_inference_attack.py,,_compute_privacy_risk_score,#Any#Any#,177

Before Change

  test_log_values = np.log(np.maximum(test_values, small_value))
  
  min_log_value = np.amin(np.concatenate((train_log_values, test_log_values)))
  max_log_value = np.amax(np.concatenate((train_log_values, test_log_values)))
  bins_hist = np.linspace(min_log_value, max_log_value, num_bins+1)
  
  train_hist, _ = np.histogram(train_log_values, bins=bins_hist)

After Change

  train_values = np.maximum(train_values, small_value)
  test_values = np.maximum(test_values, small_value)
  
  min_value = min(train_values.min(), test_values.min())
  max_value = max(train_values.max(), test_values.max())
  bins_hist = np.logspace(np.log10(min_value), np.log10(max_value), num_bins+1)
  
  train_hist, _ = np.histogram(train_values, bins=bins_hist)

Instances