The clerks of the courts of general sessions and common pleas of the several counties in this State shall immediately after the adjournment of the court of general sessions, in their respective counties, notify the Department of Corrections of the number of convicts sentenced by the court to imprisonment in the penitentiary. The department, as soon as it receives such notice, shall send a suitable number of guards to convey such convicts to the penitentiary.