Discrete Event Execution with One-Sided and Two-Sided GVT Algorithms on 216,000 Processor Cores

Author:

Perumalla Kalyan S.1,Park Alfred J.2,Tipparaju Vinod3

Affiliation:

1. Oak Ridge National Laboratory, TN

2. Microsoft Corporation, WA

3. Advanced Micro Devices, Inc.

Abstract

Global Virtual Time (GVT) computation is a key determinant of the efficiency and runtime dynamics of Parallel Discrete Event Simulations (PDES), especially on large-scale parallel platforms. Here, three execution modes of a generalized GVT computation algorithm are studied on high-performance parallel computing systems: (1) a synchronous GVT algorithm that affords ease of implementation, (2) an asynchronous GVT algorithm that is more complex to implement but can relieve blocking latencies, and (3) a variant of the asynchronous GVT algorithm to exploit one-sided communication in extant supercomputing platforms. Performance results are presented of implementations of these algorithms on up to 216,000 cores of a Cray XT5 system, exercised on a range of parameters: optimistic and conservative synchronization, fine- to medium-grained event computation, synthetic and nonsynthetic applications, and different lookahead values. Detailed PDES-specific runtime metrics are presented to further the understanding of tightly coupled discrete event dynamics on massively parallel platforms.

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Science Applications,Modelling and Simulation

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1. Devastator: A Scalable Parallel Discrete Event Simulation Framework for Modern C++;Proceedings of the 38th ACM SIGSIM Conference on Principles of Advanced Discrete Simulation;2024-06-24

2. Rebooting simulation;IISE Transactions;2023-11-08

3. Effective Access to the Committed Global State in Speculative Parallel Discrete Event Simulation on Multi-core Machines;ACM SIGSIM Conference on Principles of Advanced Discrete Simulation;2023-06-21

4. Virtual Time III, Part 2: Combining Conservative and Optimistic Synchronization;ACM Transactions on Modeling and Computer Simulation;2022-10-31

5. GVT-Guided Demand-Driven Scheduling in Parallel Discrete Event Simulation;50th International Conference on Parallel Processing;2021-08-09

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