The sheriff may appoint and qualify special deputies in such numbers as are required by the conditions. Each special deputy shall receive compensation for services rendered and the same mileage allowance as regular deputies, which must be paid by the county within the limits of funds budgeted for such purpose. The sheriff shall have the sole power of appointing special deputies and may remove them at pleasure.