As per Entry No. (e) of Rule 138(14) of the CGST Rules 2017, Generation of E-Way Bill is "not mandatory" in case of EXEMPTED GOODS notified vide Notification No. 2/2017 - Central Tax ( Rate ), dated 28.06.2017.
Hence Generation of E-Way Bill not required for Exempt Goods.