Fair Scheduling in High Performance Computing Environments
暫譯: 高效能計算環境中的公平排程

Sedighi, Art, Smith, Milton

  • 出版商: Springer
  • 出版日期: 2019-06-04
  • 售價: $3,810
  • 貴賓價: 9.5$3,620
  • 語言: 英文
  • 頁數: 146
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030145700
  • ISBN-13: 9783030145705
  • 海外代購書籍(需單獨結帳)

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商品描述

This book introduces a new scheduler to fairly and efficiently distribute system resources to many users of varying usage patterns compete for them in large shared computing environments.  The Rawlsian Fair scheduler developed for this effort is shown to boost performance while reducing delay in high performance computing workloads of certain types including the following four types examined in this book:

i.        Class A – similar but complementary workloads

ii.      Class B – similar but steady vs intermittent workloads

iii.    Class C – Large vs small workloads

iv.    Class D – Large vs noise-like workloads

This new scheduler achieves short-term fairness for small timescale demanding rapid response to varying workloads and usage profiles.  Rawlsian Fair scheduler is shown to consistently benefit workload Classes C and D while it only benefits Classes A and B workloads where they become disproportionate as the number of users increases.

A simulation framework, dSim, simulates the new Rawlsian Fair scheduling mechanism. The dSim helps achieve instantaneous fairness in High Performance Computing environments, effective utilization of computing resources, and user satisfaction through the Rawlsian Fair scheduler.

商品描述(中文翻譯)

這本書介紹了一種新的排程器,旨在公平且有效地將系統資源分配給在大型共享計算環境中競爭的多個用戶,這些用戶的使用模式各不相同。為此開發的 Rawlsian Fair 排程器被證明能在某些類型的高效能計算工作負載中提升性能,同時減少延遲,這些類型包括本書中探討的以下四種:

i. A 類 – 相似但互補的工作負載

ii. B 類 – 相似但穩定的工作負載與間歇性的工作負載

iii. C 類 – 大型工作負載與小型工作負載

iv. D 類 – 大型工作負載與噪聲型工作負載

這個新的排程器實現了短期公平性,適用於需要快速響應變化的工作負載和使用配置的小時間尺度。Rawlsian Fair 排程器被證明能持續惠及 C 類和 D 類工作負載,而僅在用戶數量增加導致不成比例時,才會惠及 A 類和 B 類工作負載。

一個模擬框架 dSim 模擬了新的 Rawlsian Fair 排程機制。dSim 有助於在高效能計算環境中實現瞬時公平性,有效利用計算資源,並通過 Rawlsian Fair 排程器提高用戶滿意度。