It happened around 3:25 a.m. Tuesday outside John's Roast Pork on Snyder Avenue.
Police said the 20-year-old victim was shot in the foot.
She was taken to the hospital in stable condition.
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Police found two shell casings at the scene.
Caution tape was put up around the eatery's outdoor picnic tables.
Investigators are continuing to look for the shooter.