PAPS: Power budget-Aware Pipeline Scheduling for an Embedded ReRAM-based Accelerator

被引：0
|
作者：
Shuai, Changchi [1 ]
Qiu, Keni [1 ]
机构：
[1] Capital Normal Univ, Beijing, Peoples R China
来源：
SEC'19: PROCEEDINGS OF THE 4TH ACM/IEEE SYMPOSIUM ON EDGE COMPUTING | 2019年
基金：
中国国家自然科学基金;
关键词：
D O I：
10.1145/3318216.3363455
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Many recent works have proposed to embed the emerging resistive switching random-access memory crossbar (ReRAM for short) to an edge device in Internet of Things (IoTs), such that those IoT nodes themselves are smart to process data rather than merely transmit raw data [1]. To acquire high throughput, multiple ReRAMs are scheduled in a pipeline fashion in the execution, but the peak power consumption of the ReRAM pipeline may probably exceed its power budget. Addressing the power issue, this paper proposes a Power budget-Aware Pipeline Scheduling (PAPS) scheme, which can achieve a well balanced and low power ReRAM pipeline.
引用
收藏
页码：352 / 353
页数：2
相关论文
共 50 条
  • [41] Spara: An Energy-Efficient ReRAM-Based Accelerator for Sparse Graph Analytics Applications
    Zheng, Long
    Zhao, Jieshan
    Huang, Yu
    Wang, Qinggang
    Zeng, Zhen
    Xue, Jingling
    Liao, Xiaofei
    Jin, Hai
    2020 IEEE 34TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM IPDPS 2020, 2020, : 696 - 707
  • [42] An Energy-Efficient Inference Engine for a Configurable ReRAM-Based Neural Network Accelerator
    Zheng, Yang-Lin
    Yang, Wei-Yi
    Chen, Ya-Shu
    Han, Ding-Hung
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 42 (03) : 740 - 753
  • [43] ReSpar: Reordering Algorithm for ReRAM-based Sparse Matrix-Vector Multiplication Accelerator
    Hsiao, Yi-Jou
    Nien, Chin-Fu
    Cheng, Hsiang-Yun
    2021 IEEE 39TH INTERNATIONAL CONFERENCE ON COMPUTER DESIGN (ICCD 2021), 2021, : 260 - 268
  • [44] DDBWS: a dynamic deadline and budget-aware workflow scheduling algorithm in workflow-as-a-service environments
    Saeedizade, Ehsan
    Ashtiani, Mehrdad
    JOURNAL OF SUPERCOMPUTING, 2021, 77 (12): : 14525 - 14564
  • [45] DDBWS: a dynamic deadline and budget-aware workflow scheduling algorithm in workflow-as-a-service environments
    Ehsan Saeedizade
    Mehrdad Ashtiani
    The Journal of Supercomputing, 2021, 77 : 14525 - 14564
  • [46] This is SPATEM! A Spatial-Temporal Optimization Framework for Efficient Inference on ReRAM-based CNN Accelerator
    Tsou, Yen-Ting
    Chen, Kuan-Hsun
    Yang, Chia-Lin
    Cheng, Hsiang-Yun
    Chen, Jian-Jia
    Tsai, Der-Yu
    27TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE, ASP-DAC 2022, 2022, : 702 - 707
  • [47] A Thermal-aware Optimization Framework for ReRAM-based Deep Neural Network Acceleration
    Shin, Hyein
    Kang, Myeonggu
    Kim, Lee-Sup
    2020 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER AIDED-DESIGN (ICCAD), 2020,
  • [48] Budget-aware scheduling algorithms for scientific workflows with stochastic task weights on infrastructure as a service Cloud platforms
    Caniou, Yves
    Caron, Eddy
    Kong Win Chang, Aurelie
    Robert, Yves
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2021, 33 (17):
  • [49] Budget-aware scheduling algorithms for scientific workflows with stochastic task weights on heterogeneous IaaS Cloud platforms
    Caniou, Yves
    Caron, Eddy
    Chang, Aurelie Kong Win
    Robert, Yves
    2018 IEEE INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW 2018), 2018, : 15 - 26
  • [50] ODLPIM: A Write-Optimized and Long-Lifetime ReRAM-Based Accelerator for Online Deep Learning
    Zhou, Heng
    Wu, Bing
    Cheng, Huan
    Zhao, Wei
    Wei, Xueliang
    Liu, Jinpeng
    Feng, Dan
    Tong, Wei
    2023 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION, DATE, 2023,
12345