Title :
Architectural Modifications to Enhance the Floating-Point Performance of FPGAs
Author :
Beauchamp, Michael J. ; Hauck, Steve ; Underwood, Keith D. ; Hemmert, K. Scott
Author_Institution :
MIPS Technol., Mountain View
Abstract :
With the density of field-programmable gate arrays (FPGAs) steadily increasing, FPGAs have reached the point where they are capable of implementing complex floating-point applications. However, their general-purpose nature has limited the use of FPGAs in scientific applications that require floating-point arithmetic due to the large amount of FPGA resources that floating-point operations still require. This paper considers three architectural modifications that make floating-point operations more efficient on FPGAs. The first modification embeds floating-point multiply-add units in an island-style FPGA. While offering a dramatic reduction in area and improvement in clock rate, these embedded units are a significant change and may not be justified by the market. The next two modifications target a major component of IEEE compliant floating-point computations: variable length shifters. The first alternative to lookup tables (LUTs) for implementing the variable length shifters is a coarse-grained approach: embedded variable length shifters in the FPGA fabric. These shifters offer a significant reduction in area with a modest increase in clock rate and are smaller and more general than embedded floating-point units. The next alternative is a fine-grained approach: adding a 4:1 multiplexer unit inside a configurable logic block (CLB), in parallel to each 4-LUT. While this offers the smallest overall area improvement, it does offer a significant improvement in clock rate with only a trivial increase in the size of the CLB.
Keywords :
field programmable gate arrays; floating point arithmetic; table lookup; IEEE compliant floating-point computation; architectural modification; clock rate; configurable logic block; field-programmable gate array; floating-point arithmetic; floating-point multiply-add units; floating-point performance; lookup table; reconfigurable architecture; variable length shifter; Clocks; Fabrics; Field programmable gate arrays; Floating-point arithmetic; Laboratories; Multiplexing; Reconfigurable architectures; Reconfigurable logic; Signal processing algorithms; Table lookup; Field-programmable gate array (FPGA); floating-point arithmetic; reconfigurable architecture;
Journal_Title :
Very Large Scale Integration (VLSI) Systems, IEEE Transactions on
DOI :
10.1109/TVLSI.2007.912041