Giter Club home page Giter Club logo

snap-plugin-processor-statistics's Introduction

Snap Processor Plugin - Statistics

Snap plugin intended to process data and return statistics over a sliding window.

  1. Getting Started
  1. Documentation
  1. Community Support
  2. Contributing
  3. License
  4. Acknowledgements

Getting Started

System Requirements

  • Linux/amd64
  • OS X

Installation

Download plugin binary:

You can get the pre-built binaries for your OS and architecture from the plugin's GitHub Releases page. Download the plugin from the latest release and load it into snapteld (/opt/snap/plugins is the default location for Snap packages).

To build the plugin binary:

Fork https://github.com/intelsdi-x/snap-plugin-processor-statistics

Clone repo into $GOPATH/src/github/intelsdi-x/:

$ git clone https://github.com/<yourGithubID>/snap-plugin-processor-statistics

Build the plugin by running make in repo:

$ make

This builds the plugin in ./build

Unit testing:

$ make test-small

Configuration and Usage

Documentation

This Snap processor plugin calculates statistics over a sliding window. To illustrate the sliding window concept, let's say we have a sliding window of 10 over 100 points long, if the sliding factor is 1 and we want to calculate the statistic "average", it will take the average from 0-10, 1-11, 2-12, 3-13 and so on. That takes the 100 data points and averages to 99 points. Sliding window can be used to smooth out a waveform thereby reducing noise. It is very useful in handling noisey data and also in live streaming of data. In regular windowing, it takes the average of data points 0-10, then 11-20, then 21-30 and so on. So there will be 10 points instead of 100. So in regular windowing, we have two variables, the size of the dataset, and the size of the window. Since sliding windows "overlap" the previous and following windows, we have the total size, window size and sliding factor.

Here's an example of the sliding window length concept and also the list of statistics calculated by the processor statistics plugin along with their descriptions- Sliding Window.pdf

The default values of sliding factor is 1 and the interval is 1s. Sliding window length default is 100.

Examples

Example running psutil plugin, statistics processor, and writing data into a file.

Documentation for Snap collector psutil plugin can be found here

In one terminal window, open the Snap daemon :

$ snapteld -t 0 -l 1

The option "-l 1" it is for setting the debugging log level and "-t 0" is for disabling plugin signing.

In another terminal window:

Download and load collector, processor and publisher plugins

$ wget http://snap.ci.snap-telemetry.io/plugins/snap-plugin-collector-psutil/latest/linux/x86_64/snap-plugin-collector-psutil
$ wget http://snap.ci.snap-telemetry.io/plugins/snap-plugin-processor-statistics/latest/linux/x86_64/snap-plugin-processor-statistics
$ wget http://snap.ci.snap-telemetry.io/plugins/snap-plugin-publisher-file/latest/linux/x86_64/snap-plugin-publisher-file
$ chmod 755 snap-plugin-*
$ snaptel plugin load snap-plugin-collector-psutil
$ snaptel plugin load snap-plugin-publisher-file
$ snaptel plugin load snap-plugin-processor-statistics

See available metrics for your system

$ snaptel metric list

Create a task file. For example, psutil-statistics-file.json:

Creating a task manifest file.

{
  "version": 1,
  "schedule": {
    "type": "simple",
    "interval": "1s"
  },
  "workflow": {
    "collect": {
      "metrics": {
        "/intel/psutil/load/load1": {},
        "/intel/psutil/load/load5": {},
        "/intel/psutil/load/load15": {},
        "/intel/psutil/vm/free": {},
        "/intel/psutil/vm/used": {}
      },
      "process": [
        {
          "plugin_name": "statistics",
          "config": {
             "SlidingWindowLength": 5,
             "SlidingFactor": 2
          },
          "process": null,
          "publish": [
            {
              "plugin_name": "file",
              "config": {
                "file": "/tmp/published_statistics.log"
              }
            }
          ]
        }
      ]
    }
  }
}

Start task:

$ snaptel task create -t psutil-statistics-file.json
Using task manifest to create task
Task created
ID: 02dd7ff4-8106-47e9-8b86-70067cd0a850
Name: Task-02dd7ff4-8106-47e9-8b86-70067cd0a850
State: Running

See realtime output from snaptel task watch <task_id> (CTRL+C to exit)

snaptel task watch 02dd7ff4-8106-47e9-8b86-70067cd0a850

This data is published to a file /tmp/published_statistics.log per task specification

Stop task:

$ snaptel task stop 02dd7ff4-8106-47e9-8b86-70067cd0a850
Task stopped:
ID: 02dd7ff4-8106-47e9-8b86-70067cd0a850

Roadmap

There isn't a current roadmap for this plugin, but it is in active development. As we launch this plugin, we do not have any outstanding requirements for the next release.

If you have a feature request, please add it as an issue and feel free to then submit a pull request.

Community Support

This repository is one of many plugins in Snap, the open telemetry framework. See the full project at http://github.com/intelsdi-x/snap. To reach out to other users, head to the main framework.

Contributing

We love contributions!

There's more than one way to give back, from examples to blogs to code updates. See our recommended process in CONTRIBUTING.md.

And thank you! Your contribution, through code and participation, is incredibly important to us.

License

Snap, along with this plugin, is an Open Source software released under the Apache 2.0 License.

Acknowledgements

And thank you! Your participation and contribution through code is important to us.

snap-plugin-processor-statistics's People

Contributors

andrzej-k avatar balajismaniam avatar candysmurf avatar katarzyna-z avatar kindermoumoute avatar marcin-krolik avatar mareahall avatar mbbroberg avatar nanliu avatar rashmigottipati avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.