In this thesis, we develop an automatic hardware synthesizer for multiplier-based arithmetic functions such as parallel multipliers/multiplier-accumulator/inner-product calculator. The synthesizer is divided into two major phases. In the first phase called pre-layout netlist generation, the synthesizer generates the gate-level verilog codes and the corresponding test fixture file for pre-layout simulation. The second phase, called layout-generation, is to produce the CIF file of final physical layout based on the gate-level netlist generated in the first phase. The thesis focuses on the first phase. The irregular connection of the Wallace tree in the parallel multiplier is optimized in order to reduce the overall delay and power. In addition to the conventional 3:2 couter that is usually included in standard cell library, our synthesizer can select other different compression elements that are full-custom designed using pass-transistor logic. We also propose several methods to partition the final addition part of the parallel multiplier into several regions in order to further reduce the critical path delay and the area cost. Thus, our multiplier generator combines the advantages of three basic design approaches: high-level synthesis, cell-based design and full-custom design along with area and power optimization.