Sunan At-Tirmidhi

Narrated 'Aishah: that the Messenger of Allah (ﷺ): ""Avert the legal penalties from the Muslims as much as possible, if he has a way out then leave him to his way, for if the Imam makes a mistake in forgiving it would be better than making mistake in punishment