kibana-123/src/core_plugins/timelion/server/fit_functions/scale.js

Kibana is an open source (Apache Licensed), browser based analytics and search dashboard for Elasticsearch. Kibana is a snap to setup and start using. Kibana strives to be easy to get started with, while also being flexible and powerful, just like Elastic

var _ = require('lodash');

// Downsampling of cummulative metrics
// Good: count, sum
// Bad: avg, min, max


// For upsampling cummulative metrics (eg sum from 1M to 1d), could rename this scale.
// Really only the 0s that screws this up, need to distribute contents of spikes to empty buckets
// Empty is currently 0, which is not right

function sum(set) {
  return _.reduce(set, function (sum, num) { return sum + num; }, 0);
}

module.exports = function (dataTuples, targetTuples) {

  var i = 0;
  var j = 0;
  var spreadCount = 0;
  var result = [];
  var bucket;
  var time;
  var scaleSet;
  var step;
  var nextRealNumber;

  while (i < targetTuples.length) {
    scaleSet = [];
    bucket = targetTuples[i];
    time = bucket[0];

    // Find stuff to sum
    j = 0;
    while (j < dataTuples.length && Math.abs(dataTuples[j][0] <= time)) {
      scaleSet.push(dataTuples[j][1]);
      j++;
    }
    dataTuples.splice(0, j);

    // We hit a real number, or the end
    if (scaleSet.length > 0 || i === targetTuples.length - 1) {

      nextRealNumber = sum(scaleSet);

      step = nextRealNumber;
      // Backfill null buckets
      if (spreadCount > 0) {
        // Naively distibute the nextRealNumber amoungst the buckets
        // Without considering where it is headed next
        // We do spreadCount + 1 so that we include nextRealNumber when we smooth things out,
        // since we'll overwrite it anyway.
        // Thus [5, null, null, 30] becomes [5, 10, 10, 10]
        step = nextRealNumber / (spreadCount + 1);
        while (spreadCount > 0) {

          result[i - spreadCount][1] = step;
          spreadCount--;
        }
      }
      result.push([time, step]);

    } else {
      result.push([time, null]);
      spreadCount++;
    }

    i++;

  }

  return result;
};