The 57-year-old woman was sitting on the sidewalk in the first block of Mason Street around 7:30 p.m. when the attack occurred.
The woman was taken to the hospital with injuries including a loss of vision.
Police did not release a description of the suspect, describing him only as a man between 20 and 25 years old, and have not specified any motive for the attack.
No arrest has been reported.