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Workflow System Benchmarks

This repository contains support code for running benchmarks of multiple workflow systems, including PTero. The benchmarks are intended to compare systems based on performance using constrained resources. They are designed to run on the same base VM image with the same number of virtual CPUs and same amount of RAM.

Benchmarks

There are 2 primary axes for the benchmarks:

  1. The number of steps in a workflow.
  2. The number of concurrent workflows being processed.

The tertiary axis of interest is how parallel the workflows are. This axis is treated discretely, such that all steps in a workflow are parallel or serial.

Based on these axes, the simplest interesting benchmarks are:

  • The wall clock time required for a single parallel workflow to finish as a function of the number of steps.
  • The wall clock time required for a set of concurrent, parallel workflows with a particular number of steps to finish as a function of the number of workflows.
  • The wall clock time required for a single serial workflow to finish as a function of the number of steps.
  • The wall clock time required for a set of concurrent, serial workflows with a particular number of steps to finish as a function of the number of workflows.

The work performed by each step in a workflow should be pluggable. We should include at least two implementations of that work:

  1. sleep - should sleep for a duration determined by its input
  2. spin - should NOP loop for a number of times determined by its input

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