Artificial intelligence is receiving more and more attention. Many companies are actively developing hardware that can realize mobile artificial intelligence, especially in combination with future IoT applications. There are two major genres for mobile intelligent hardware implementation. FPGA pie and ASIC pie. The representative of the FPGA genre is the Zynq platform that Xilinx mainly promotes, and the representative company of the ASIC genre has Movidius. This article mainly introduces the difference between fpga and asic, Xiaobian takes everyone to understand.
FPGA (Field-ProgrammableGateArray), which is a field programmable gate array, is a product further developed on the basis of programmable devices such as PAL, GAL, and CPLD. It emerged as a semi-custom circuit in the field of application specific integrated circuits (ASIC), which not only solves the shortcomings of the custom circuit, but also overcomes the shortcomings of the limited number of original programmable device gates.
ASICs have the advantages of high performance and low power consumption, but any algorithms they contain -- except those executed inside the software processor core -- are "frozen". So at this time we need a field programmable gate array (FPGA). The architecture of earlier FPGA devices was relatively simple—just a series of programmable modules that were programmable interconnected.
FPGA for deep learning accelerator (XilinxKintex7Ultrascle)
The best thing about FPGAs is that we can configure its programmable architecture to implement any combination of digital functions we need. In addition, we can implement algorithms in a massively parallel manner, which means we can perform big data processing very quickly and efficiently.
2, ASIC - application specific integrated circuitCurrently, the ASIC in the integrated circuit industry is considered to be an integrated circuit designed for a specific purpose. Refers to integrated circuits designed and manufactured to meet the needs of specific users and the needs of specific electronic systems. ASIC is characterized by the needs of specific users. ASICs have the advantages of smaller size, lower power consumption, higher reliability, improved performance, enhanced confidentiality, and lower cost compared with general-purpose integrated circuits in mass production.
ASIC for Deep Learning Accelerator (MovidiusMyriad)
Let's start with an application specific integrated circuit (ASIC). As the name suggests, this is a device created for a specific purpose. Once the design is completed, the circuit is fixed and cannot be changed. When most people hear the word ASIC, their "subconscious" reaction is to assume that it is a digital device. In fact, whether it is analog, digital, or a mixture of the two, any custom chip is an ASIC. However, for the purposes of these discussions, we should assume that this is a fully or largely partially digital chip, and that any analog and mixed-signal functions are along the physical interface line (physical layer) or phase-locked loop (PLL).
FPGA design advantages
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