add symetric option for gp cs

scikit-learn-contrib · Jul 28, 2023 · 97a8cba · 97a8cba
1 parent 2d30a19
commit 97a8cba
Showing 1 changed file with 10 additions and 4 deletions.
diff --git a/mapie/conformity_scores/residual_conformity_scores.py b/mapie/conformity_scores/residual_conformity_scores.py
@@ -625,10 +625,16 @@ def get_signed_conformity_scores(
  std_estim,
  self.eps
  )
- signed_conformity_scores = np.divide(
- np.abs(np.subtract(y[cal_indexes], y_pred[cal_indexes])),
- residuals_pred
- )
+ if self.sym:
+ signed_conformity_scores = np.divide(
+ np.abs(np.subtract(y[cal_indexes], y_pred[cal_indexes])),
+ residuals_pred
+ )
+ else:
+ signed_conformity_scores = np.divide(
+ np.subtract(y[cal_indexes], y_pred[cal_indexes]),
+ residuals_pred
+ )
 
  # reconstruct array with nan and conformity scores
  complete_signed_cs = np.full(