No person, firm or corporation shall commence the erection, construction, enlargement, alteration, removal, improvement, demolition, conversion or change in the nature of the occupancy of any building or structure or cause the same to be done without first obtaining a separate building permit from the Building Department for each such building or structure, except that no building permit shall be required for the performance of ordinary repairs which are not structural in nature.