Resource Sharing in Dataflow Circuits

IF 3.1 4区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE ACM Transactions on Reconfigurable Technology and Systems Pub Date : 2023-06-02 DOI:https://dl.acm.org/doi/10.1145/3597614
Lana Josipović, Axel Marmet, Andrea Guerrieri, Paolo Ienne
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Abstract

To achieve resource-efficient hardware designs, high-level synthesis tools share (i.e., time-multiplex) functional units among operations of the same type. This optimization is typically performed in conjunction with operation scheduling to ensure the best possible unit usage at each point in time. Dataflow circuits have emerged as an alternative HLS approach to efficiently handle irregular and control-dominated code. However, these circuits do not have a predetermined schedule—in its absence, it is challenging to determine which operations can share a functional unit without a performance penalty. More critically, although sharing seems to imply only some trivial circuitry, time-multiplexing units in dataflow circuits may cause deadlock by blocking certain data transfers and preventing operations from executing. In this paper, we present a technique to automatically identify performance-acceptable resource sharing opportunities in dataflow circuits. More importantly, we describe a sharing mechanism which achieves functionally correct and deadlock-free dataflow designs. On a set of benchmarks obtained from C code, we show that our approach effectively implements resource sharing. It results in significant area savings at a minor performance penalty compared to dataflow circuits which do not support this feature (i.e., it achieves a 64%, 2%, and 18% average reduction in DSPs, LUTs, and FFs, respectively, with an average increase in total execution time of only 2%) and matches the sharing capabilities of a state-of-the-art HLS tool.

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数据流电路中的资源共享
为了实现资源效率高的硬件设计,高级综合工具在同一类型的操作之间共享(即,时间复用)功能单元。这种优化通常与操作调度一起执行,以确保每个时间点的最佳单元使用率。数据流电路已经成为HLS的一种替代方法,可以有效地处理不规则和控制主导的代码。然而,这些电路没有预定的时间表——如果没有预定的时间表,就很难确定哪些操作可以共享一个功能单元而不影响性能。更关键的是,虽然共享似乎只意味着一些琐碎的电路,但数据流电路中的时间复用单元可能会阻塞某些数据传输并阻止操作执行,从而导致死锁。在本文中,我们提出了一种在数据流电路中自动识别性能可接受的资源共享机会的技术。更重要的是,我们描述了一种共享机制,实现了功能正确和无死锁的数据流设计。在从C代码获得的一组基准测试中,我们展示了我们的方法有效地实现了资源共享。与不支持此特性的数据流电路相比,它在较小的性能损失下节省了大量的面积(即,它分别实现了dsp、lut和ff的64%、2%和18%的平均减少,而总执行时间的平均增加仅为2%),并且与最先进的HLS工具的共享功能相匹配。
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来源期刊
ACM Transactions on Reconfigurable Technology and Systems
ACM Transactions on Reconfigurable Technology and Systems COMPUTER SCIENCE, HARDWARE & ARCHITECTURE-
CiteScore
4.90
自引率
8.70%
发文量
79
审稿时长
>12 weeks
期刊介绍: TRETS is the top journal focusing on research in, on, and with reconfigurable systems and on their underlying technology. The scope, rationale, and coverage by other journals are often limited to particular aspects of reconfigurable technology or reconfigurable systems. TRETS is a journal that covers reconfigurability in its own right. Topics that would be appropriate for TRETS would include all levels of reconfigurable system abstractions and all aspects of reconfigurable technology including platforms, programming environments and application successes that support these systems for computing or other applications. -The board and systems architectures of a reconfigurable platform. -Programming environments of reconfigurable systems, especially those designed for use with reconfigurable systems that will lead to increased programmer productivity. -Languages and compilers for reconfigurable systems. -Logic synthesis and related tools, as they relate to reconfigurable systems. -Applications on which success can be demonstrated. The underlying technology from which reconfigurable systems are developed. (Currently this technology is that of FPGAs, but research on the nature and use of follow-on technologies is appropriate for TRETS.) In considering whether a paper is suitable for TRETS, the foremost question should be whether reconfigurability has been essential to success. Topics such as architecture, programming languages, compilers, and environments, logic synthesis, and high performance applications are all suitable if the context is appropriate. For example, an architecture for an embedded application that happens to use FPGAs is not necessarily suitable for TRETS, but an architecture using FPGAs for which the reconfigurability of the FPGAs is an inherent part of the specifications (perhaps due to a need for re-use on multiple applications) would be appropriate for TRETS.
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