There is also a Penn on E street (NW) that claims to have a Lab running and also has a rental dept.
I haven't used either of these locations recently so I can't attest to the 120 supply but I'd call from your hotel.
You should come in early for the 4th.
Crowded but great for shooting especially if you've never been here.
Have a nice stay and be prepared for sauna weather conditions.