Torres is accused of shooting 35-year-old Tatiana Vargas in the face and chest in Philadelphia's Kensington section last Dec. 23, Daily Voice reported. She was pronounced dead at the scene.
Vargas worked as a teacher and helped out with her family's South Philly restaurant, according to her obituary. She left behind a son.
Torres is described as 5-foot-9 and 170 pounds with brown eyes and black hair. A reward is offered for information that leads to his arrest.
Submit tips to the US Marshals Service at 1-866-865-8477 or visit usmarshals.gov.
Click here to follow Daily Voice Reading and receive free news updates.