Each PE is consist of N multiplier and 4 shift register. Use 1D winograd to increase throughput Resource Usage on Intel Arria10 FPGA
For example, for 8192 bit factors MiniTera-2 requires 1.5 million CMOS gates and 66.5K cycles and matrix multiplier requires 400 millions CMOS gates and 32.7K cycles. The main goal of our today researches is decreasing multiplication time for very long numbers by parametrical decomposition of ...
For each PE, we use an integer 8-bit MAC unit (multiplier and adder) and registers for preloaded weights and temporarily latched partial sums and inputs. One should note that 8-bit integer formats are widely used in DNN inference engines due to the prevalence of quantization methods [19]....
Design of Neural Network Architecture Using Systolic Array Implemented in Verilog Code. In Proceedings of the 2018 International Symposium on Electronics and Smart Devices (ISESD), Bandung, Indonesia, 23–24 October 2018; pp. 1–4. [Google Scholar] Bagavathi, C.; Saraniya, O. Chapter 13—...
A typical data path composes of three basic elements: (1) Communication: buses, multiplexers, de-multiplexers, and functional units; (2) Operators: adder, comparator, multiplier, shifter, etc.; and (3) Storage: flip-flops, registers, etc. An FSM is used to model a system that transits ...