USB battery packs have different capacities, typically quoted in mA/Hours.  The table below, shows the continuous use time for the most common types.
USB Power Pack CapacityContinuous Use Time (approx.) 3350mA/H5.5 Hours 5000mA/H8 Hours 15000mA/H24 Hours 22000mA/H36 Hours