Examples with AnalogStatistics com.infiniteautomation.mango.statistics.AnalogStatistics used on opensource projects

Example 6 with AnalogStatistics

use of com.infiniteautomation.mango.statistics.AnalogStatistics in project ma-modules-public by infiniteautomation.

the class PointValueTimeCsvWriter method writeAllStatistics.

@Override
public void writeAllStatistics(StatisticsGenerator statisticsGenerator, DataPointVO vo, boolean rendered) throws IOException {
    if (info.isMultiplePointsPerArray()) {
        if (statisticsGenerator instanceof ValueChangeCounter) {
            // We only need the timestamp here for image links
            ValueChangeCounter stats = (ValueChangeCounter) statisticsGenerator;
            writeDataValue(vo.getXid() + DOT + RollupEnum.START.name(), vo, stats.getStartValue(), stats.getPeriodStartTime(), rendered);
            writeDataValue(vo.getXid() + DOT + RollupEnum.FIRST.name(), vo, stats.getFirstValue(), stats.getFirstTime(), rendered);
            writeDataValue(vo.getXid() + DOT + RollupEnum.LAST.name(), vo, stats.getLastValue(), stats.getLastTime(), rendered);
            writeIntegerField(vo.getXid() + DOT + RollupEnum.COUNT.name(), stats.getCount());
        } else if (statisticsGenerator instanceof StartsAndRuntimeList) {
            StartsAndRuntimeList stats = (StartsAndRuntimeList) statisticsGenerator;
            writeDataValue(vo.getXid() + DOT + RollupEnum.START.name(), vo, stats.getStartValue(), stats.getPeriodStartTime(), rendered);
            writeDataValue(vo.getXid() + DOT + RollupEnum.FIRST.name(), vo, stats.getFirstValue(), stats.getFirstTime(), rendered);
            writeDataValue(vo.getXid() + DOT + RollupEnum.LAST.name(), vo, stats.getLastValue(), stats.getLastTime(), rendered);
            writeIntegerField(vo.getXid() + DOT + RollupEnum.COUNT.name(), stats.getCount());
        } else if (statisticsGenerator instanceof AnalogStatistics) {
            AnalogStatistics stats = (AnalogStatistics) statisticsGenerator;
            writeAccumulator(vo.getXid() + DOT + RollupEnum.ACCUMULATOR.name(), vo, stats, rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.AVERAGE.name(), vo, stats.getAverage(), rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.DELTA.name(), vo, stats.getDelta(), rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.MINIMUM.name(), vo, stats.getMinimumValue(), rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.MAXIMUM.name(), vo, stats.getMaximumValue(), rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.SUM.name(), vo, stats.getSum(), rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.START.name(), vo, stats.getStartValue(), rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.FIRST.name(), vo, stats.getFirstValue(), rendered);
            writeAnalogStatistic(vo.getXid() + DOT + RollupEnum.LAST.name(), vo, stats.getLastValue(), rendered);
            writeIntegral(vo.getXid() + DOT + RollupEnum.INTEGRAL.name(), vo, stats.getIntegral(), rendered);
            writeIntegerField(vo.getXid() + DOT + RollupEnum.COUNT.name(), stats.getCount());
        }
    } else {
        if (statisticsGenerator instanceof ValueChangeCounter) {
            // We only need the timestamp here for image links
            ValueChangeCounter stats = (ValueChangeCounter) statisticsGenerator;
            writeDataValue(RollupEnum.START.name(), vo, stats.getStartValue(), stats.getPeriodStartTime(), rendered);
            writeDataValue(RollupEnum.FIRST.name(), vo, stats.getFirstValue(), stats.getFirstTime(), rendered);
            writeDataValue(RollupEnum.LAST.name(), vo, stats.getLastValue(), stats.getLastTime(), rendered);
            writeIntegerField(RollupEnum.COUNT.name(), stats.getCount());
        } else if (statisticsGenerator instanceof StartsAndRuntimeList) {
            StartsAndRuntimeList stats = (StartsAndRuntimeList) statisticsGenerator;
            writeDataValue(RollupEnum.START.name(), vo, stats.getStartValue(), stats.getPeriodStartTime(), rendered);
            writeDataValue(RollupEnum.FIRST.name(), vo, stats.getFirstValue(), stats.getFirstTime(), rendered);
            writeDataValue(RollupEnum.LAST.name(), vo, stats.getLastValue(), stats.getLastTime(), rendered);
            writeIntegerField(RollupEnum.COUNT.name(), stats.getCount());
        } else if (statisticsGenerator instanceof AnalogStatistics) {
            AnalogStatistics stats = (AnalogStatistics) statisticsGenerator;
            writeAccumulator(RollupEnum.ACCUMULATOR.name(), vo, stats, rendered);
            writeAnalogStatistic(RollupEnum.AVERAGE.name(), vo, stats.getAverage(), rendered);
            writeAnalogStatistic(RollupEnum.DELTA.name(), vo, stats.getDelta(), rendered);
            writeAnalogStatistic(RollupEnum.MINIMUM.name(), vo, stats.getMinimumValue(), rendered);
            writeAnalogStatistic(RollupEnum.MAXIMUM.name(), vo, stats.getMaximumValue(), rendered);
            writeAnalogStatistic(RollupEnum.SUM.name(), vo, stats.getSum(), rendered);
            writeAnalogStatistic(RollupEnum.START.name(), vo, stats.getStartValue(), rendered);
            writeAnalogStatistic(RollupEnum.FIRST.name(), vo, stats.getFirstValue(), rendered);
            writeAnalogStatistic(RollupEnum.LAST.name(), vo, stats.getLastValue(), rendered);
            writeIntegral(RollupEnum.INTEGRAL.name(), vo, stats.getIntegral(), rendered);
            writeIntegerField(RollupEnum.COUNT.name(), stats.getCount());
        }
    }
}

Example 7 with AnalogStatistics

use of com.infiniteautomation.mango.statistics.AnalogStatistics in project ma-core-public by infiniteautomation.

the class DataPointRT method scheduleTimeoutImpl.

public void scheduleTimeoutImpl(long fireTime) {
    synchronized (intervalLoggingLock) {
        DataValue value;
        if (vo.getLoggingType() == DataPointVO.LoggingTypes.INTERVAL) {
            if (vo.getIntervalLoggingType() == DataPointVO.IntervalLoggingTypes.INSTANT)
                value = PointValueTime.getValue(pointValue);
            else if (vo.getIntervalLoggingType() == DataPointVO.IntervalLoggingTypes.MAXIMUM || vo.getIntervalLoggingType() == DataPointVO.IntervalLoggingTypes.MINIMUM) {
                value = PointValueTime.getValue(intervalValue);
                intervalValue = pointValue;
            } else if (vo.getIntervalLoggingType() == DataPointVO.IntervalLoggingTypes.AVERAGE) {
                // If we don't have enough averaging values then we will bail and wait for more
                if (vo.isOverrideIntervalLoggingSamples() && (averagingValues.size() != vo.getIntervalLoggingSampleWindowSize()))
                    return;
                if (vo.getPointLocator().getDataTypeId() == DataTypes.MULTISTATE) {
                    StartsAndRuntimeList stats = new StartsAndRuntimeList(intervalStartTime, fireTime, intervalValue, averagingValues);
                    double maxProportion = -1;
                    Object valueAtMax = null;
                    for (StartsAndRuntime sar : stats.getData()) {
                        if (sar.getProportion() > maxProportion) {
                            maxProportion = sar.getProportion();
                            valueAtMax = sar.getValue();
                        }
                    }
                    if (valueAtMax != null)
                        value = new MultistateValue(DataValue.objectToValue(valueAtMax).getIntegerValue());
                    else
                        value = null;
                } else {
                    AnalogStatistics stats = new AnalogStatistics(intervalStartTime, fireTime, intervalValue, averagingValues);
                    if (stats.getAverage() == null || (stats.getAverage() == Double.NaN && stats.getCount() == 0))
                        value = null;
                    else if (vo.getPointLocator().getDataTypeId() == DataTypes.NUMERIC)
                        value = new NumericValue(stats.getAverage());
                    else if (vo.getPointLocator().getDataTypeId() == DataTypes.BINARY)
                        value = new BinaryValue(stats.getAverage() >= 0.5);
                    else
                        throw new ShouldNeverHappenException("Unsupported average interval logging data type.");
                }
                // Compute the center point of our average data, starting by finding where our period started
                long sampleWindowStartTime;
                if (vo.isOverrideIntervalLoggingSamples())
                    sampleWindowStartTime = averagingValues.get(0).getTime();
                else
                    sampleWindowStartTime = intervalStartTime;
                intervalStartTime = fireTime;
                // Fix to simulate center tapped filter (un-shift the average)
                fireTime = sampleWindowStartTime + (fireTime - sampleWindowStartTime) / 2L;
                intervalValue = pointValue;
                if (!vo.isOverrideIntervalLoggingSamples())
                    averagingValues.clear();
            } else
                throw new ShouldNeverHappenException("Unknown interval logging type: " + vo.getIntervalLoggingType());
        } else if (vo.getLoggingType() == DataPointVO.LoggingTypes.ON_CHANGE_INTERVAL) {
            // Okay, no changes rescheduled the timer. Get a value, reschedule
            if (pointValue != null) {
                value = pointValue.getValue();
                if (vo.getPointLocator().getDataTypeId() == DataTypes.NUMERIC)
                    toleranceOrigin = pointValue.getDoubleValue();
            } else
                value = null;
            rescheduleChangeInterval(Common.getMillis(vo.getIntervalLoggingPeriodType(), vo.getIntervalLoggingPeriod()));
        } else
            value = null;
        if (value != null) {
            PointValueTime newValue = new PointValueTime(value, fireTime);
            valueCache.logPointValueAsync(newValue, null);
            // Fire logged Events
            fireEvents(null, newValue, null, false, false, true, false, false);
        }
    }
}

Example 8 with AnalogStatistics

use of com.infiniteautomation.mango.statistics.AnalogStatistics in project ma-core-public by infiniteautomation.

the class AnalogStatisticsQuantizerTest method testStartValueOneValuePerPeriod.

// Test with Start Value and Values
@Test
public void testStartValueOneValuePerPeriod() throws IOException {
    // Generate data at 12 noon for every day in the period
    NextTimePeriodAdjuster adjuster = new NextTimePeriodAdjuster(TimePeriods.DAYS, 1);
    time = ZonedDateTime.of(2017, 01, 01, 12, 00, 00, 0, zoneId);
    List<IdPointValueTime> data = new ArrayList<>();
    double value = 1.0;
    while (time.toInstant().isBefore(to.toInstant())) {
        data.add(new IdPointValueTime(1, new NumericValue(value), time.toInstant().toEpochMilli()));
        time = (ZonedDateTime) adjuster.adjustInto(time);
    }
    // Reset time to track periods
    time = ZonedDateTime.of(2017, 01, 01, 00, 00, 00, 0, zoneId);
    MutableInt counter = new MutableInt(0);
    BucketCalculator bc = new TimePeriodBucketCalculator(from, to, TimePeriods.DAYS, 1);
    AnalogStatisticsQuantizer quantizer = new AnalogStatisticsQuantizer(bc, new StatisticsGeneratorQuantizerCallback<AnalogStatistics>() {

        @Override
        public void quantizedStatistics(AnalogStatistics statisticsGenerator) throws IOException {
            counter.increment();
            AnalogStatistics stats = (AnalogStatistics) statisticsGenerator;
            // Test periodStart
            Assert.assertEquals(time.toInstant().toEpochMilli(), stats.getPeriodStartTime());
            // Test periiodEnd
            Assert.assertEquals(time.plusDays(1).toInstant().toEpochMilli(), stats.getPeriodEndTime());
            ZonedDateTime sampleTime = time.plusHours(12);
            // Start Value was 3 hrs before 1st period start
            // Test Minimum
            Assert.assertEquals(1.0, stats.getMinimumValue(), 0.0001);
            Assert.assertEquals(time.toInstant().toEpochMilli(), (long) stats.getMinimumTime());
            // Test Maximum
            Assert.assertEquals(1.0, stats.getMaximumValue(), 0.0001);
            Assert.assertEquals(time.toInstant().toEpochMilli(), (long) stats.getMaximumTime());
            // Test Average
            Assert.assertEquals(1.0d, stats.getAverage(), 0.0001);
            // Test Integral
            // 24Hrs
            double integral = 1.0d * 24 * 60 * 60;
            Assert.assertEquals(integral, stats.getIntegral(), 0.0001);
            // Test sum
            Assert.assertEquals(1.0d, stats.getSum(), 0.0001);
            // Test first
            Assert.assertEquals(1.0d, stats.getFirstValue(), 0.0001);
            Assert.assertEquals((long) sampleTime.toInstant().toEpochMilli(), (long) stats.getFirstTime());
            // Test last
            Assert.assertEquals(1.0d, stats.getLastValue(), 0.0001);
            Assert.assertEquals((long) sampleTime.toInstant().toEpochMilli(), (long) stats.getLastTime());
            // Test start (the first start value will be null
            Assert.assertEquals(1.0, stats.getStartValue(), 0.0001);
            // Test count
            Assert.assertEquals(1, stats.getCount());
            // Test delta
            Assert.assertEquals(0.0, stats.getDelta(), 0.0001);
            // Move to next period time
            time = (ZonedDateTime) adjuster.adjustInto(time);
        }
    });
    quantizer.firstValue(new IdPointValueTime(1, new NumericValue(1.0), time.minusHours(3).toInstant().toEpochMilli()), 0, true);
    for (int count = 0; count < data.size(); count++) quantizer.row(data.get(count), count + 1);
    quantizer.lastValue(data.get(data.size() - 1), data.size() + 1, true);
    quantizer.done();
    Assert.assertEquals(new Integer(31), counter.getValue());
}

Example 9 with AnalogStatistics

use of com.infiniteautomation.mango.statistics.AnalogStatistics in project ma-core-public by infiniteautomation.

the class AnalogStatisticsQuantizerTest method testNoData.

@Test
public void testNoData() throws IOException {
    NextTimePeriodAdjuster adjuster = new NextTimePeriodAdjuster(TimePeriods.DAYS, 1);
    time = ZonedDateTime.of(2017, 01, 01, 00, 00, 00, 0, zoneId);
    MutableInt counter = new MutableInt(0);
    BucketCalculator bc = new TimePeriodBucketCalculator(from, to, TimePeriods.DAYS, 1);
    AnalogStatisticsQuantizer quantizer = new AnalogStatisticsQuantizer(bc, new StatisticsGeneratorQuantizerCallback<AnalogStatistics>() {

        @Override
        public void quantizedStatistics(AnalogStatistics statisticsGenerator) throws IOException {
            counter.increment();
            AnalogStatistics stats = (AnalogStatistics) statisticsGenerator;
            // Test periodStart
            Assert.assertEquals(time.toInstant().toEpochMilli(), stats.getPeriodStartTime());
            // Test periiodEnd
            Assert.assertEquals(time.plusDays(1).toInstant().toEpochMilli(), stats.getPeriodEndTime());
            // Test Minimum
            Assert.assertEquals(Double.NaN, stats.getMinimumValue(), 0.0001);
            Assert.assertEquals(null, stats.getMinimumTime());
            // Test Maximum
            Assert.assertEquals(Double.NaN, stats.getMaximumValue(), 0.0001);
            Assert.assertEquals(null, stats.getMaximumTime());
            // Test Average
            Assert.assertEquals(Double.NaN, stats.getAverage(), 0.0001);
            // Test Integral
            Assert.assertEquals(Double.NaN, stats.getIntegral(), 0.0001);
            // Test sum
            Assert.assertEquals(0.0d, stats.getSum(), 0.0001);
            // Test first
            Assert.assertEquals(null, stats.getFirstValue());
            Assert.assertEquals(null, stats.getFirstTime());
            // Test last
            Assert.assertEquals(null, stats.getLastValue());
            Assert.assertEquals(null, stats.getLastTime());
            // Test start
            Assert.assertEquals(null, stats.getStartValue());
            // Test count
            Assert.assertEquals(0, stats.getCount());
            // Test delta
            Assert.assertEquals(Double.NaN, stats.getDelta(), 0.0001);
            // Move to next period time
            time = (ZonedDateTime) adjuster.adjustInto(time);
        }
    });
    quantizer.done();
    Assert.assertEquals(new Integer(31), counter.getValue());
}

Example 10 with AnalogStatistics

use of com.infiniteautomation.mango.statistics.AnalogStatistics in project ma-core-public by infiniteautomation.

the class AnalogStatisticsQuantizerTest method testNoStartValueManyValuesPerPeriod.

// TODO Test with End Value on edge of period end i.e. not a bookend (this won't happen via a query)
// 
// Many Values Per Period Tests
// 
@Test
public void testNoStartValueManyValuesPerPeriod() throws IOException {
    // Generate data at 12 noon for every day in the period
    NextTimePeriodAdjuster adjuster = new NextTimePeriodAdjuster(TimePeriods.DAYS, 1);
    NextTimePeriodAdjuster hourlyAdjuster = new NextTimePeriodAdjuster(TimePeriods.HOURS, 1);
    time = ZonedDateTime.of(2017, 01, 01, 12, 00, 00, 0, zoneId);
    List<IdPointValueTime> data = new ArrayList<>();
    while (time.toInstant().isBefore(to.toInstant())) {
        // Insert 10 values per day
        double value = 1.0;
        ZonedDateTime daily = ZonedDateTime.ofInstant(time.toInstant(), zoneId);
        for (int i = 0; i < 10; i++) {
            data.add(new IdPointValueTime(1, new NumericValue(value), daily.toInstant().toEpochMilli()));
            daily = (ZonedDateTime) hourlyAdjuster.adjustInto(daily);
            value = value + 1.0d;
        }
        time = (ZonedDateTime) adjuster.adjustInto(time);
    }
    // Reset time to track periods
    time = ZonedDateTime.of(2017, 01, 01, 00, 00, 00, 0, zoneId);
    MutableInt counter = new MutableInt(0);
    BucketCalculator bc = new TimePeriodBucketCalculator(from, to, TimePeriods.DAYS, 1);
    AnalogStatisticsQuantizer quantizer = new AnalogStatisticsQuantizer(bc, new StatisticsGeneratorQuantizerCallback<AnalogStatistics>() {

        @Override
        public void quantizedStatistics(AnalogStatistics statisticsGenerator) throws IOException {
            counter.increment();
            AnalogStatistics stats = (AnalogStatistics) statisticsGenerator;
            // Test periodStart
            Assert.assertEquals(time.toInstant().toEpochMilli(), stats.getPeriodStartTime());
            // Test periiodEnd
            Assert.assertEquals(time.plusDays(1).toInstant().toEpochMilli(), stats.getPeriodEndTime());
            if (counter.getValue() == 1) {
                // Test Minimum
                Assert.assertEquals(1.0, stats.getMinimumValue(), 0.0001);
                Assert.assertEquals((long) time.plusHours(12).toInstant().toEpochMilli(), (long) stats.getMinimumTime());
                // Test Maximum
                Assert.assertEquals(10.0, stats.getMaximumValue(), 0.0001);
                Assert.assertEquals((long) time.plusHours(12).plusHours(9).toInstant().toEpochMilli(), (long) stats.getMaximumTime());
            } else {
                // Have start value
                // Test Minimum
                Assert.assertEquals(1.0, stats.getMinimumValue(), 0.0001);
                Assert.assertEquals(time.plusHours(12).toInstant().toEpochMilli(), (long) stats.getMinimumTime());
                // Test Maximum
                Assert.assertEquals(10.0, stats.getMaximumValue(), 0.0001);
                Assert.assertEquals(time.toInstant().toEpochMilli(), (long) stats.getMaximumTime());
            }
            // 1-9 for 1hr each, 10 for 12hrs at the start and 2hrs at the end
            if (counter.getValue() == 1) {
                double integral = 1d * 60d * 60d + 2d * 60 * 60 + 3d * 60 * 60 + 4d * 60 * 60 + 5d * 60 * 60 + 6d * 60 * 60 + 7d * 60 * 60 + 8d * 60 * 60 + 9d * 60 * 60;
                integral = integral + 10d * 3d * 60 * 60;
                // first 12hrs didn't have a value
                double average = integral / (12d * 60d * 60d);
                Assert.assertEquals(average, stats.getAverage(), 0.0001);
                // Test Integral
                Assert.assertEquals(integral, stats.getIntegral(), 0.0001);
            } else {
                double integral = 1d * 60d * 60d + 2d * 60 * 60 + 3d * 60 * 60 + 4d * 60 * 60 + 5d * 60 * 60 + 6d * 60 * 60 + 7d * 60 * 60 + 8d * 60 * 60 + 9d * 60 * 60;
                integral = integral + 10d * 15d * 60 * 60;
                double average = integral / (24d * 60d * 60d);
                Assert.assertEquals(average, stats.getAverage(), 0.0001);
                // Test Integral
                Assert.assertEquals(integral, stats.getIntegral(), 0.0001);
            }
            // Test sum
            Assert.assertEquals(55d, stats.getSum(), 0.0001);
            // Test first
            Assert.assertEquals(1.0d, stats.getFirstValue(), 0.0001);
            Assert.assertEquals((long) time.plusHours(12).toInstant().toEpochMilli(), (long) stats.getFirstTime());
            // Test last
            Assert.assertEquals(10.0d, stats.getLastValue(), 0.0001);
            Assert.assertEquals((long) time.plusHours(12).plusHours(9).toInstant().toEpochMilli(), (long) stats.getLastTime());
            // Test start (the first start value will be null
            if (counter.getValue() == 1)
                Assert.assertEquals(null, stats.getStartValue());
            else
                Assert.assertEquals(10.0, stats.getStartValue(), 0.0001);
            // Test count
            Assert.assertEquals(10, stats.getCount());
            // Test delta
            if (counter.getValue() == 1) {
                // 1 to 10
                Assert.assertEquals(9.0, stats.getDelta(), 0.0001);
            } else {
                Assert.assertEquals(0.0, stats.getDelta(), 0.0001);
            }
            // Move to next period time
            time = (ZonedDateTime) adjuster.adjustInto(time);
        }
    });
    quantizer.firstValue(null, 0, true);
    for (int count = 0; count < data.size(); count++) quantizer.row(data.get(count), count + 1);
    quantizer.lastValue(data.get(data.size() - 1), data.size() + 1, true);
    quantizer.done();
    Assert.assertEquals(new Integer(31), counter.getValue());
}