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IEEE/ACM International Symposium on Microarchitecture (MICRO)

SuperSFQ: A Hardware Design to Realize High-Frequency Superconducting Processors

Junhyuk Choi, Juwon Hong, Junpyo Kim, Jungmin Cho, Hyeonseong Jeong, Dongmoon Min, Masamitsu Tanaka, Koji Inoue, Jangwoo Kim

Published Oct 17, 2025• 1 citation
Publisher

Abstract

Superconducting computing using single flux quantum (SFQ) technology has been recognized as a promising post-Moore's law era technology thanks to its extremely low power and high performance.Therefore, many researchers have proposed various SFQbased circuits (e.g., ALU, register file) and architectures (e.g., NPU, CPU) to exploit the potential.However, due to the absence of a reliable and high-frequency clocking scheme, general SFQ circuits cannot operate at high frequencies, making all architectural efforts for high-performance SFQ computing ineffective.In this paper, we propose SuperSFQ, a new design methodology for SFQ hardware that unlocks the high-frequency potential of SFQ technology by co-designing the clocking scheme, circuitry, and architecture.First, we propose SuperClocking, a new clocking scheme that enables high frequency in general SFQ hardware.Second, we implement an SFQ-based synchronizer to realize the reliable operation of SuperClocking.Finally, we provide two architectural design guidelines and corresponding solutions to ensure the functional correctness of SuperClocking in general SFQ devices.By applying our clocking scheme, synchronizer, and guidelines to the latest general-purpose SFQ CPU, SuperSFQ achieves up to 62.5 times higher frequency and improves single-thread and multithread performance by 17 and 62.5 times, respectively, compared to conventional designs, with only 34.4% Josephson junction overhead.In addition, to demonstrate the generality of SuperSFQ, we apply SuperSFQ to 48 different benchmark circuits, achieving 88.5 times higher frequency compared to conventional designs, on average.

DOI
10.1145/3725843.3756024

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Superconducting computing using single flux quantum (SFQ) technology has been recognized as a promising post-Moore's law era technology thanks to its extremely low power and high performance.Therefore, many researchers have proposed various SFQbased circuits (e.g., ALU, register file) and architectures (e.g., NPU, CPU) to exploit the potential.However, due to the absence of a reliable and high-frequency clocking scheme, general SFQ circuits cannot operate at high frequencies, making all architectural efforts for high-performance SFQ computing ineffective.In this paper, we propose SuperSFQ, a new design methodology for SFQ hardware that unlocks the high-frequency potential of SFQ technology by co-designing the clocking scheme, circuitry, and architecture.First, we propose SuperClocking, a new clocking scheme that enables high frequency in general SFQ hardware.Second, we implement an SFQ-based synchronizer to realize the reliable operation of SuperClocking.Finally, we provide two architectural design guidelines and corresponding solutions to ensure the functional correctness of SuperClocking in general SFQ devices.By applying our clocking scheme, synchronizer, and guidelines to the latest general-purpose SFQ CPU, SuperSFQ achieves up to 62.5 times higher frequency and improves single-thread and multithread performance by 17 and 62.5 times, respectively, compared to conventional designs, with only 34.4% Josephson junction overhead.In addition, to demonstrate the generality of SuperSFQ, we apply SuperSFQ to 48 different benchmark circuits, achieving 88.5 times higher frequency compared to conventional designs, on average.
Single flux quantum (SFQ) logic circuits, in which a single flux quantum is used for an information carrier, have a possibility to open a new digital system operated with over 100 GHz clock frequencies at extremely low power dissipations. Recently, much progress in basic technologies for designing SFQ circuits and operating circuits with high speeds has been done. By taking advancements in these designing tools, circuits including more than several thousands junctions easily operated with the clock frequency of more than several tens GHz. Applications of SFQ circuits such as high performance computers, high end router and high end servers are being developed in the world taking advantages of the high through-put nature and the low power dissipation of the SFQ logic.
Superconductor single-flux-quantum (SFQ) logic family has been recognized as a promising technology for cryogenic applications (e.g., quantum computing, astronomy, metrology) thanks to its ultra-fast and low-energy characteristics. Therefore, recent efforts in SFQ-based computing have focused on developing fast and low-power SFQ processors for cryogenic applications. However, there still has been little progress toward a convincing SFQ processor design due to the critical performance challenges originating from its extremely deep pipeline. In this paper, we propose a super-fast and low-power in-order SFQ processor by tackling the challenges from the deep pipeline. First, we develop a minimal-depth SFQ processor pipeline with novel architecture-level ideas. Next, we conduct in-depth performance analyses and identify three real performance bottlenecks in the deeply pipelined SFQ processors (i.e., stall/flush logic, RAW stall, fetch unit). Finally, we propose SuperCore, our super-fast SFQ-based processor architecture, with three SFQ-friendly solutions that effectively resolve the identified bottlenecks. With our solutions applied, SuperCore achieves 11 times speed-up over the SFQ processor baseline. In addition, SuperCore achieves six times speed-up and consumes up to 193 times less power compared to in-order CMOS processors running at 4K.
We describe the development of single-flux-quantum (SFQ) microprocessors and the related technologies such as designing, circuit architecture, microarchitecture, etc. Since the microprocessors studied here aim for a general-purpose computing system, we employ the complexity-reduced (CORE) architecture in which the high-speed nature of the SFQ circuits is used not for increasing processor performance but for reducing the circuit complexity. The bit-serial processing is the most suitable way to realize the CORE architecture. We assembled all the best technologies concerning SFQ integrated circuits and designed the SFQ microprocessors, CORE1α, CORE1β, and CORE1γ. The CORE1β was made up of about 11000 Josephson junctions and successfully demonstrated. The peak performance reached 1400 million operations per second with a power consumption of 3.4mW. We showed that the SFQ microprocessors had an advantage in a performance density to semiconductor's ones, which lead to the potential for constructing a high performance SFQ-circuit-based computing system.
Superconductive Rapid Single Flux Quantum (RSFQ) logic and memory, in which ones and zeros are represented by the presence or absence within a timing window of quantized picosecond voltage pulse (/spl int/v(t)dt=h/2e=2.07 mV/spl middot/ps), corresponding to one SFQ, can be integrated into a digital computing system with an operating rate of several tens of GHz, based on the present Nb Josephson junction integrated circuit technology. It is the most promising technology beyond semiconductor transistors for low-power high-end computation. However, as the operating speed of circuits and systems increase, timing uncertainty from fabrication process variations makes global synchronization very hard. In this paper, we present a globally asynchronous, locally synchronous timing methodology for RSFQ digital design, which can solve the global synchronization problem. We also demonstrate the recent experimental results of some asynchronous circuits and systems implemented in RSFQ technology. Several key components such as a self-timed shift register, a self-timed demultiplexor, a Muller-C element, a completion detector, and a clock generator have been designed and tested. High speed operation has been confirmed up to 20 Gb/s for a prototype data buffer system, which consists two self-timed shift registers and an on-chip 5-38 GHz clock generator.
Superconducting digital electronics, especially Single Flux Quantum (SFQ), has emerged as a promising beyond-CMOS technology with Josephson junctions (JJ) as the active device. It has the potential to meet the booming demands of lower power consumption and higher operation speeds in the electronics industry and future exascale supercomputing systems. Despite these promises, scaling SFQ circuits remains a serious challenge that motivates the support of multiple SFQ clock domains. Towards this end, this paper analyzes the impact of setup time violations and metastability in SFQ circuits comparing the derived analytical models to their CMOS counterparts. It also proposes new techniques to reduce the average latency in metastability-tolerant SFQ synchronizers, and evaluates their effects on the layout and critical margin of the design. It further extends the proposed model to estimate the Mean Time Between Failure (MTBF) of flip-flop-based synchronizers and shows that their MTBF with the current feature sizes is unaffected by noise, similar to CMOS. Finally, it curve fits this model to simulations using the state-of-the-art SFQ5ee process and shows that a two-flop SFQ synchronizer with a clock frequency of 25 GHz has an estimated MTBF of ~106years.
I describe the fundamental technologies concerning the single flux quantum (SFQ) logic circuits. Recent remarkable progress in the computer-aided-design (CAD) tool, which is based on the cell-based design technique, enables us to make SFQ integrated circuits. Although the circuit demonstrated so far has 2, 300 Josephson junctions at most, this number will increase because the CAD tool is advancing. The on-chip test system has also been developed to test the high-speed nature of the SFQ circuit. For example, the shift-register employed as a circuit under test operates correctly at 55GHz. I also describe the potential applications of the SFQ circuits. An analog-to-digital converter utilizing the high-speed nature and high sensitivity in the SFQ circuits will be applicable to the front end of the future base stations, which require broad band width, high sensitivity, and flexibility. Packet switches used in the future high-end router need high throughput and functionality. Only SFQ-based packet switches can meet these requirements. Another potential application is a high-end server. We have studied micro-architectures of a processor executing the Java Byte Codes directly and a multiprocessor system constructed by connecting the processors and memories via the ultra-broad-band SFQ network switches. Throughout the study, we employ the concept of the complexity-reduction (CORE), in which the high-speed nature of the SFQ circuits is used for the reduction of the circuit scale or simplification of the micro-architecture; the multiprocessor system has high performances. These clear applications promote rapid technological progress in the SFQ technology, though we must make every endeavor to find new application fields.