The assault happened on Tuesday afternoon in the 500 block of Spring Garden Street.
Investigators say an unknown man approached the victim from behind, hit him and then took off.
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Police believe a woman ran out of the restaurant with the suspect.
The victim was treated at Hahnemann University Hospital.
VIDEO: Surveillance video of Subway restaurant assault
If you see this suspect do not approach, contact 911 immediately.
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