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Add prediction quality histogram to prometheus metrics
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PhilippMatthes committed May 16, 2024
1 parent 3459acd commit 53463bb
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Showing 2 changed files with 48 additions and 0 deletions.
39 changes: 39 additions & 0 deletions monitor/metrics.go
Original file line number Diff line number Diff line change
Expand Up @@ -45,6 +45,7 @@ var (
getAllThingsForMetrics = things.Things.Range // pointer ref
getCurrentPrimarySignalForMetrics = observations.GetCurrentPrimarySignal // func ref
getCurrentProgramForMetrics = observations.GetCurrentProgram // func ref
getAllPredictionQualities = predictions.GetPredictionQualities // func ref
getCurrentPredictionForMetrics = predictions.GetCurrentPrediction // func ref
getLastPredictionTimeForMetrics = predictions.GetLastPredictionTime // func ref
getObservationsReceivedByTopic = observations.ObservationsReceivedByTopic.Range // pointer ref
Expand Down Expand Up @@ -228,6 +229,44 @@ func generatePrometheusMetrics(m Metrics) []string {
lines = append(lines, fmt.Sprintf("predictor_deviation{bucket=\"%s\"} %d", bucket, value))
}

// Make a histogram similar to our prediction service.
lines = append(lines, "# HELP predictor_prediction_quality_distribution")
lines = append(lines, "# TYPE predictor_prediction_quality_distribution histogram")
predictionQualities := getAllPredictionQualities()
// Buckets: 1.0, 10.0, 20.0, ..., 100.0, +Inf
predictionQualityBuckets := make(map[string]int)
for _, quality := range predictionQualities {
qualityPct := quality * 100
if qualityPct <= 1 {
predictionQualityBuckets["1.0"]++
} else if qualityPct <= 10 {
predictionQualityBuckets["10.0"]++
} else if qualityPct <= 20 {
predictionQualityBuckets["20.0"]++
} else if qualityPct <= 30 {
predictionQualityBuckets["30.0"]++
} else if qualityPct <= 40 {
predictionQualityBuckets["40.0"]++
} else if qualityPct <= 50 {
predictionQualityBuckets["50.0"]++
} else if qualityPct <= 60 {
predictionQualityBuckets["60.0"]++
} else if qualityPct <= 70 {
predictionQualityBuckets["70.0"]++
} else if qualityPct <= 80 {
predictionQualityBuckets["80.0"]++
} else if qualityPct <= 90 {
predictionQualityBuckets["90.0"]++
} else if qualityPct <= 100 {
predictionQualityBuckets["100.0"]++
}
predictionQualityBuckets["+Inf"]++
}
for bucket, value := range predictionQualityBuckets {
lines = append(lines, fmt.Sprintf("predictor_prediction_quality_distribution_bucket{le=\"%s\"} %f", bucket, float64(value)))
}
lines = append(lines, fmt.Sprintf("predictor_prediction_quality_distribution_count %d", len(predictionQualities)))

// Sort alphabetically.
sort.Strings(lines)

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9 changes: 9 additions & 0 deletions predictions/quality.go
Original file line number Diff line number Diff line change
Expand Up @@ -15,6 +15,15 @@ var (
predictionQualities = &sync.Map{}
)

func GetPredictionQualities() map[string]float64 {
qualities := map[string]float64{}
predictionQualities.Range(func(k, v interface{}) bool {
qualities[k.(string)] = v.(float64)
return true
})
return qualities
}

func calculatePredictionQuality(thingName string) error {
// Get the current state of the thing.
primarySignalObservation, ok := observations.GetCurrentPrimarySignal(thingName)
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