def focal_loss_lgb_f1_score(preds, lgbDataset):
  preds = sigmoid(preds)
  binary_preds = [int(p>0.5) for p in preds]
  y_true = lgbDataset.get_label()
  return 'f1', f1_score(y_true, binary_preds), True