convert timeseries.js to TS

This commit is contained in:
Alexander Zobnin
2020-05-07 11:56:41 +03:00
parent e7cd31c75c
commit ffb1862094
2 changed files with 44 additions and 54 deletions

View File

@@ -20,35 +20,30 @@ const POINT_TIMESTAMP = 1;
* Downsample time series by using given function (avg, min, max). * Downsample time series by using given function (avg, min, max).
*/ */
function downsample(datapoints, time_to, ms_interval, func) { function downsample(datapoints, time_to, ms_interval, func) {
var downsampledSeries = []; const downsampledSeries = [];
var timeWindow = { const timeWindow = {
from: time_to * 1000 - ms_interval, from: time_to * 1000 - ms_interval,
to: time_to * 1000 to: time_to * 1000
}; };
var points_sum = 0; let points_sum = 0;
var points_num = 0; let points_num = 0;
var value_avg = 0; let value_avg = 0;
var frame = []; let frame = [];
for (var i = datapoints.length - 1; i >= 0; i -= 1) { for (let i = datapoints.length - 1; i >= 0; i -= 1) {
if (timeWindow.from < datapoints[i][1] && datapoints[i][1] <= timeWindow.to) { if (timeWindow.from < datapoints[i][1] && datapoints[i][1] <= timeWindow.to) {
points_sum += datapoints[i][0]; points_sum += datapoints[i][0];
points_num++; points_num++;
frame.push(datapoints[i][0]); frame.push(datapoints[i][0]);
} } else {
else {
value_avg = points_num ? points_sum / points_num : 0; value_avg = points_num ? points_sum / points_num : 0;
if (func === "max") { if (func === "max") {
downsampledSeries.push([_.max(frame), timeWindow.to]); downsampledSeries.push([_.max(frame), timeWindow.to]);
} } else if (func === "min") {
else if (func === "min") {
downsampledSeries.push([_.min(frame), timeWindow.to]); downsampledSeries.push([_.min(frame), timeWindow.to]);
} } else {
// avg by default
else {
downsampledSeries.push([value_avg, timeWindow.to]); downsampledSeries.push([value_avg, timeWindow.to]);
} }
@@ -72,25 +67,25 @@ function downsample(datapoints, time_to, ms_interval, func) {
* datapoints: [[<value>, <unixtime>], ...] * datapoints: [[<value>, <unixtime>], ...]
*/ */
function groupBy(datapoints, interval, groupByCallback) { function groupBy(datapoints, interval, groupByCallback) {
var ms_interval = utils.parseInterval(interval); const ms_interval = utils.parseInterval(interval);
// Calculate frame timestamps // Calculate frame timestamps
var frames = _.groupBy(datapoints, function (point) { const frames = _.groupBy(datapoints, point => {
// Calculate time for group of points // Calculate time for group of points
return Math.floor(point[1] / ms_interval) * ms_interval; return Math.floor(point[1] / ms_interval) * ms_interval;
}); });
// frame: { '<unixtime>': [[<value>, <unixtime>], ...] } // frame: { '<unixtime>': [[<value>, <unixtime>], ...] }
// return [{ '<unixtime>': <value> }, { '<unixtime>': <value> }, ...] // return [{ '<unixtime>': <value> }, { '<unixtime>': <value> }, ...]
var grouped = _.mapValues(frames, function (frame) { const grouped = _.mapValues(frames, frame => {
var points = _.map(frame, function (point) { const points = _.map(frame, point => {
return point[0]; return point[0];
}); });
return groupByCallback(points); return groupByCallback(points);
}); });
// Convert points to Grafana format // Convert points to Grafana format
return sortByTime(_.map(grouped, function (value, timestamp) { return sortByTime(_.map(grouped, (value, timestamp) => {
return [Number(value), Number(timestamp)]; return [Number(value), Number(timestamp)];
})); }));
} }
@@ -104,15 +99,15 @@ export function groupBy_perf(datapoints, interval, groupByCallback) {
return groupByRange(datapoints, groupByCallback); return groupByRange(datapoints, groupByCallback);
} }
let ms_interval = utils.parseInterval(interval); const ms_interval = utils.parseInterval(interval);
let grouped_series = []; const grouped_series = [];
let frame_values = []; let frame_values = [];
let frame_value; let frame_value;
let frame_ts = datapoints.length ? getPointTimeFrame(datapoints[0][POINT_TIMESTAMP], ms_interval) : 0; let frame_ts = datapoints.length ? getPointTimeFrame(datapoints[0][POINT_TIMESTAMP], ms_interval) : 0;
let point_frame_ts = frame_ts; let point_frame_ts = frame_ts;
let point; let point;
for (let i=0; i < datapoints.length; i++) { for (let i = 0; i < datapoints.length; i++) {
point = datapoints[i]; point = datapoints[i];
point_frame_ts = getPointTimeFrame(point[POINT_TIMESTAMP], ms_interval); point_frame_ts = getPointTimeFrame(point[POINT_TIMESTAMP], ms_interval);
if (point_frame_ts === frame_ts) { if (point_frame_ts === frame_ts) {
@@ -142,7 +137,7 @@ export function groupByRange(datapoints, groupByCallback) {
const frame_start = datapoints[0][POINT_TIMESTAMP]; const frame_start = datapoints[0][POINT_TIMESTAMP];
const frame_end = datapoints[datapoints.length - 1][POINT_TIMESTAMP]; const frame_end = datapoints[datapoints.length - 1][POINT_TIMESTAMP];
let point; let point;
for (let i=0; i < datapoints.length; i++) { for (let i = 0; i < datapoints.length; i++) {
point = datapoints[i]; point = datapoints[i];
frame_values.push(point[POINT_VALUE]); frame_values.push(point[POINT_VALUE]);
} }
@@ -157,30 +152,30 @@ export function groupByRange(datapoints, groupByCallback) {
function sumSeries(timeseries) { function sumSeries(timeseries) {
// Calculate new points for interpolation // Calculate new points for interpolation
var new_timestamps = _.uniq(_.map(_.flatten(timeseries, true), function (point) { let new_timestamps = _.uniq(_.map(_.flatten(timeseries), point => {
return point[1]; return point[1];
})); }));
new_timestamps = _.sortBy(new_timestamps); new_timestamps = _.sortBy(new_timestamps);
var interpolated_timeseries = _.map(timeseries, function (series) { const interpolated_timeseries = _.map(timeseries, series => {
series = fillZeroes(series, new_timestamps); series = fillZeroes(series, new_timestamps);
var timestamps = _.map(series, function (point) { const timestamps = _.map(series, point => {
return point[1]; return point[1];
}); });
var new_points = _.map(_.difference(new_timestamps, timestamps), function (timestamp) { const new_points = _.map(_.difference(new_timestamps, timestamps), timestamp => {
return [null, timestamp]; return [null, timestamp];
}); });
var new_series = series.concat(new_points); const new_series = series.concat(new_points);
return sortByTime(new_series); return sortByTime(new_series);
}); });
_.each(interpolated_timeseries, interpolateSeries); _.each(interpolated_timeseries, interpolateSeries);
var new_timeseries = []; const new_timeseries = [];
var sum; let sum;
for (var i = new_timestamps.length - 1; i >= 0; i--) { for (let i = new_timestamps.length - 1; i >= 0; i--) {
sum = 0; sum = 0;
for (var j = interpolated_timeseries.length - 1; j >= 0; j--) { for (let j = interpolated_timeseries.length - 1; j >= 0; j--) {
sum += interpolated_timeseries[j][i][0]; sum += interpolated_timeseries[j][i][0];
} }
new_timeseries.push([sum, new_timestamps[i]]); new_timeseries.push([sum, new_timestamps[i]]);
@@ -225,9 +220,9 @@ function offset(datapoints, delta) {
* @param {*} datapoints * @param {*} datapoints
*/ */
function delta(datapoints) { function delta(datapoints) {
let newSeries = []; const newSeries = [];
let deltaValue; let deltaValue;
for (var i = 1; i < datapoints.length; i++) { for (let i = 1; i < datapoints.length; i++) {
deltaValue = datapoints[i][0] - datapoints[i - 1][0]; deltaValue = datapoints[i][0] - datapoints[i - 1][0];
newSeries.push([deltaValue, datapoints[i][1]]); newSeries.push([deltaValue, datapoints[i][1]]);
} }
@@ -239,7 +234,7 @@ function delta(datapoints) {
* @param {*} datapoints * @param {*} datapoints
*/ */
function rate(datapoints) { function rate(datapoints) {
let newSeries = []; const newSeries = [];
let point, point_prev; let point, point_prev;
let valueDelta = 0; let valueDelta = 0;
let timeDelta = 0; let timeDelta = 0;
@@ -261,7 +256,7 @@ function rate(datapoints) {
} }
function simpleMovingAverage(datapoints, n) { function simpleMovingAverage(datapoints, n) {
let sma = []; const sma = [];
let w_sum; let w_sum;
let w_avg = null; let w_avg = null;
let w_count = 0; let w_count = 0;
@@ -352,7 +347,7 @@ function expMovingAverage(datapoints, n) {
} }
function PERCENTILE(n, values) { function PERCENTILE(n, values) {
var sorted = _.sortBy(values); const sorted = _.sortBy(values);
return sorted[Math.floor(sorted.length * n / 100)]; return sorted[Math.floor(sorted.length * n / 100)];
} }
@@ -361,7 +356,7 @@ function COUNT(values) {
} }
function SUM(values) { function SUM(values) {
var sum = null; let sum = null;
for (let i = 0; i < values.length; i++) { for (let i = 0; i < values.length; i++) {
if (values[i] !== null) { if (values[i] !== null) {
sum += values[i]; sum += values[i];
@@ -371,7 +366,7 @@ function SUM(values) {
} }
function AVERAGE(values) { function AVERAGE(values) {
let values_non_null = getNonNullValues(values); const values_non_null = getNonNullValues(values);
if (values_non_null.length === 0) { if (values_non_null.length === 0) {
return null; return null;
} }
@@ -379,7 +374,7 @@ function AVERAGE(values) {
} }
function getNonNullValues(values) { function getNonNullValues(values) {
let values_non_null = []; const values_non_null = [];
for (let i = 0; i < values.length; i++) { for (let i = 0; i < values.length; i++) {
if (values[i] !== null) { if (values[i] !== null) {
values_non_null.push(values[i]); values_non_null.push(values[i]);
@@ -397,7 +392,7 @@ function MAX(values) {
} }
function MEDIAN(values) { function MEDIAN(values) {
var sorted = _.sortBy(values); const sorted = _.sortBy(values);
return sorted[Math.floor(sorted.length / 2)]; return sorted[Math.floor(sorted.length / 2)];
} }
@@ -418,7 +413,7 @@ function getPointTimeFrame(timestamp, ms_interval) {
} }
function sortByTime(series) { function sortByTime(series) {
return _.sortBy(series, function (point) { return _.sortBy(series, point => {
return point[1]; return point[1];
}); });
} }
@@ -432,8 +427,8 @@ function sortByTime(series) {
* @param {*} timestamps * @param {*} timestamps
*/ */
function fillZeroes(series, timestamps) { function fillZeroes(series, timestamps) {
let prepend = []; const prepend = [];
let append = []; const append = [];
let new_point; let new_point;
for (let i = 0; i < timestamps.length; i++) { for (let i = 0; i < timestamps.length; i++) {
if (timestamps[i] < series[0][POINT_TIMESTAMP]) { if (timestamps[i] < series[0][POINT_TIMESTAMP]) {
@@ -451,10 +446,10 @@ function fillZeroes(series, timestamps) {
* Interpolate series with gaps * Interpolate series with gaps
*/ */
function interpolateSeries(series) { function interpolateSeries(series) {
var left, right; let left, right;
// Interpolate series // Interpolate series
for (var i = series.length - 1; i >= 0; i--) { for (let i = series.length - 1; i >= 0; i--) {
if (!series[i][0]) { if (!series[i][0]) {
left = findNearestLeft(series, i); left = findNearestLeft(series, i);
right = findNearestRight(series, i); right = findNearestRight(series, i);
@@ -479,7 +474,7 @@ function linearInterpolation(timestamp, left, right) {
} }
function findNearestRight(series, pointIndex) { function findNearestRight(series, pointIndex) {
for (var i = pointIndex; i < series.length; i++) { for (let i = pointIndex; i < series.length; i++) {
if (series[i][0] !== null) { if (series[i][0] !== null) {
return series[i]; return series[i];
} }
@@ -488,7 +483,7 @@ function findNearestRight(series, pointIndex) {
} }
function findNearestLeft(series, pointIndex) { function findNearestLeft(series, pointIndex) {
for (var i = pointIndex; i > 0; i--) { for (let i = pointIndex; i > 0; i--) {
if (series[i][0] !== null) { if (series[i][0] !== null) {
return series[i]; return series[i];
} }

View File

@@ -351,8 +351,3 @@ export function getArrayDepth(a, level = 0) {
export function isNumeric(n: any): boolean { export function isNumeric(n: any): boolean {
return !isNaN(parseFloat(n)) && isFinite(n); return !isNaN(parseFloat(n)) && isFinite(n);
} }
// Fix for backward compatibility with lodash 2.4
if (!_.includes) {
_.includes = (_ as any).contains;
}