内存中位串行处理体系结构的统一编译器框架

IF 1.4 3区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Deyuan Guo;Mohammadhosein Gholamrezaei;Matthew Hofmann;Ashish Venkat;Zhiru Zhang;Kevin Skadron
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引用次数: 0

摘要

内存中位串行处理(PIM)体系结构已经得到了广泛的研究,但是缺乏一个用于生成高效位串行代码的标准化工具,这阻碍了公平的比较。我们提出了一个完全自动化的编译器框架,PIMsynth,用于位串行PIM架构,针对数字和模拟基板。编译器以Verilog为输入,为可编程位串行PIM后端生成优化的微操作代码。我们的流程将逻辑合成、优化步骤、指令调度和后端代码生成集成到一个统一的工具链中。通过编译器,我们提供了一个位串行编译基准套件,用于高效地生成位串行代码。为了启用正确性和性能验证,我们扩展了现有的PIM模拟器,以支持编译器生成的微操作级工作负载。初步结果表明,编译器在手工优化的数字和模拟PIM基线的1.08倍和1.54倍范围内生成具有竞争力的位串行代码。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PIMsynth: A Unified Compiler Framework for Bit-Serial Processing-in-Memory Architectures
Bit-serial processing-in-memory (PIM) architectures have been extensively studied, yet a standardized tool for generating efficient bit-serial code is lacking, hindering fair comparisons. We present a fully automated compiler framework, PIMsynth, for bit-serial PIM architectures, targeting both digital and analog substrates. The compiler takes Verilog as input and generates optimized micro-operation code for programmable bit-serial PIM backends. Our flow integrates logic synthesis, optimization steps, instruction scheduling, and backend code generation into a unified toolchain. With the compiler, we provide a bit-serial compilation benchmark suite designed for efficient bit-serial code generation. To enable correctness and performance validation, we extend an existing PIM simulator to support compiler-generated micro-op-level workloads. Preliminary results demonstrate that the compiler generates competitive bit-serial code within $1.08\times$ and $1.54\times$ of hand-optimized digital and analog PIM baselines.
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来源期刊
IEEE Computer Architecture Letters
IEEE Computer Architecture Letters COMPUTER SCIENCE, HARDWARE & ARCHITECTURE-
CiteScore
4.60
自引率
4.30%
发文量
29
期刊介绍: IEEE Computer Architecture Letters is a rigorously peer-reviewed forum for publishing early, high-impact results in the areas of uni- and multiprocessor computer systems, computer architecture, microarchitecture, workload characterization, performance evaluation and simulation techniques, and power-aware computing. Submissions are welcomed on any topic in computer architecture, especially but not limited to: microprocessor and multiprocessor systems, microarchitecture and ILP processors, workload characterization, performance evaluation and simulation techniques, compiler-hardware and operating system-hardware interactions, interconnect architectures, memory and cache systems, power and thermal issues at the architecture level, I/O architectures and techniques, independent validation of previously published results, analysis of unsuccessful techniques, domain-specific processor architectures (e.g., embedded, graphics, network, etc.), real-time and high-availability architectures, reconfigurable systems.
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