anrg-saga 0.0.1

Collection of schedulers for distributed computing

Saga

Saga: Scheduling Algorithms Gathered.

Introduction

This repository contains a collection of scheduling algorithms. The algorithms are implemented in python using a common interface. Scripts for validating the schedules produced by the algorithms are also provided. Scripts for comparing the performance of the algorithms are also provided.

Algorithms

The following algorithms are implemented:

• Common:
  • HEFT: Heteregeneous Earliest Finish Time
  • CPoP: Critical Path on Processor
  • FastestNode: Schedule all tasks on the fastest node
• Stochastic: (stochastic task cost, data size, compute speed, and communication strength)
  • SHEFT
  • Improved SHEFT
  • Stochastic HEFT
  • Mean HEFT

Usage

Installation

Clone the repository and install the requirements:

git clone <repo>
cd <repo>
pip install -e . # -e flag is optional - it installs the package in editable mode

Running the algorithms

The algorithms are implemented as python modules. The following example shows how to run the HEFT algorithm on a workflow:

from saga.common.heft import HeftScheduler

scheduler = HeftScheduler()
network: nx.Graph = ...
task_graph: nx.DiGraph = ...
scheduler.schedule(network, task_graph)