Skip to content

estimate the number of processes required to keep up with the current demand

License

Notifications You must be signed in to change notification settings

noblesamurai/autoscale-desired-count

Repository files navigation

autoscale-desired-count

estimate the number of processes required to keep up with the current demand

Prerequisites

$ pip install pre-commit

Installation

This module is installed via npm:

$ pre-commit install --install-hooks
$ npm install autoscale-desired-count

API

getAutoscaleDesiredCount(demand) ⇒ number

Estimate the number of processes required to keep up with the current demand.

Parameter Type Description
demand number the number of jobs that need to be run
opts.concurrency number the number of concurrent jobs the worker processes.
opts.deadline number the time practically all jobs should be completed within.
opts.meanProcessTime number mean job processing time.
opts.requiredCompletionPercentile number percentile of jobs that should happen within the deadline.
opts.stddev number standard deviation (1σ) of job processing time: 68% completed within ± this (defaults to half the meanProcessTime).
opts.target number the number of seconds within which the desired % of tasks will complete. This will be calculated using other opts if not provided.

Examples

Get the number of workers required to process 500 jobs within 1 minute given each job takes about 10 seconds to run and each worker only runs a single job at a time

const getAutoscaleDesiredCount = require('autoscale-desired-count');

const opts = {
  concurrency: 1,
  deadline: 60,
  meanProcessTime: 10
};

const jobs = 500;
const count = getAutoscaleDesiredCount(jobs, opts);

License

The BSD License

Copyright (c) 2020, Andrew Harris

All rights reserved.

Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:

  • Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.

  • Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.

  • Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

About

estimate the number of processes required to keep up with the current demand

Resources

License

Stars

Watchers

Forks

Packages

No packages published