Add talkgroup activity alerting #17
3 changed files with 20 additions and 11 deletions
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@ -3,8 +3,6 @@ package trending
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import (
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"math"
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"time"
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timeseries "dynatron.me/x/stillbox/internal/timeseries"
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)
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type item[K comparable] struct {
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@ -24,7 +22,7 @@ func newItem[K comparable](id K, options *options[K]) *item[K] {
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defaultHourlyCount := float64(options.baseCount) * float64(options.storageDuration/time.Hour)
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defaultExpectation := float64(options.baseCount) / float64(time.Hour/options.recentDuration)
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return &item[K]{
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eventSeries: options.creator(id),
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eventSeries: options.creator(id, options.clock),
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maxSeries: options.slidingWindowCreator(id),
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options: options,
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@ -74,7 +72,7 @@ func (i *item[K]) score() Score[K] {
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}
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func (i *item[K]) computeCounts() (float64, float64) {
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now := timeseries.DefaultClock.Now()
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now := i.options.clock.Now()
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totalCount, _ := i.eventSeries.Range(now.Add(-i.options.storageDuration), now)
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count, _ := i.eventSeries.Range(now.Add(-i.options.recentDuration), now)
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return count, totalCount
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@ -90,11 +88,11 @@ func (i *item[K]) decayMax() {
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func (i *item[K]) updateMax(score float64) {
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i.max = score
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i.maxTime = timeseries.DefaultClock.Now()
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i.maxTime = i.options.clock.Now()
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}
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func (i *item[K]) computeExponentialDecayMultiplier() float64 {
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return math.Pow(0.5, float64(timeseries.DefaultClock.Now().Unix()-i.maxTime.Unix())/i.options.halfLife.Seconds())
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return math.Pow(0.5, float64(i.options.clock.Now().Unix()-i.maxTime.Unix())/i.options.halfLife.Seconds())
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}
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func computeKullbackLeibler(probability float64, expectation float64) float64 {
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@ -32,6 +32,7 @@ var defaultCountThreshold = 3.0
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type options[K comparable] struct {
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creator TimeSeriesCreator[K]
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slidingWindowCreator SlidingWindowCreator[K]
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clock timeseries.Clock
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halfLife time.Duration
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@ -94,6 +95,12 @@ func WithCountThreshold[K comparable](threshold float64) Option[K] {
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}
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}
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func WithClock[K comparable](clock timeseries.Clock) Option[K] {
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return func(o *options[K]) {
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o.clock = clock
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}
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}
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type Scorer[K comparable] struct {
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options options[K]
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items map[K]*item[K]
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@ -111,9 +118,9 @@ type TimeSeries interface {
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Range(start, end time.Time) (float64, error)
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}
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type TimeSeriesCreator[K comparable] func(K) TimeSeries
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type TimeSeriesCreator[K comparable] func(K, timeseries.Clock) TimeSeries
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func NewMemoryTimeSeries[K comparable](id K) TimeSeries {
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func NewMemoryTimeSeries[K comparable](id K, clock timeseries.Clock) TimeSeries {
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ts, _ := timeseries.NewTimeSeries(timeseries.WithGranularities(
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[]timeseries.Granularity{
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{Granularity: time.Second, Count: 60},
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@ -121,7 +128,7 @@ func NewMemoryTimeSeries[K comparable](id K) TimeSeries {
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{Granularity: time.Hour, Count: 24},
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{Granularity: time.Hour * 24, Count: 7},
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},
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))
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), timeseries.WithClock(clock))
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return ts
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}
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@ -154,11 +161,15 @@ func NewScorer[K comparable](options ...Option[K]) Scorer[K] {
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if scorer.options.baseCount == 0.0 {
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scorer.options.baseCount = defaultBaseCount
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}
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if scorer.options.clock == nil {
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scorer.options.clock = timeseries.DefaultClock
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}
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if scorer.options.slidingWindowCreator == nil {
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scorer.options.slidingWindowCreator = func(id K) SlidingWindow {
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return slidingwindow.NewSlidingWindow(
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slidingwindow.WithStep(time.Hour*24),
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slidingwindow.WithDuration(scorer.options.storageDuration),
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slidingwindow.WithClock(scorer.options.clock),
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)
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}
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}
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@ -72,7 +72,7 @@ func (as *Alerter) Go(ctx context.Context) {
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}
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func newTimeSeries(id cl.Talkgroup) trending.TimeSeries {
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func newTimeSeries(id cl.Talkgroup, clock timeseries.Clock) trending.TimeSeries {
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ts, _ := timeseries.NewTimeSeries(timeseries.WithGranularities(
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[]timeseries.Granularity{
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{Granularity: time.Second, Count: 60},
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@ -80,7 +80,7 @@ func newTimeSeries(id cl.Talkgroup) trending.TimeSeries {
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{Granularity: time.Hour, Count: 24},
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{Granularity: time.Hour * 24, Count: StorageLookbackDays},
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},
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))
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), timeseries.WithClock(clock))
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return ts
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}
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