Refactoring of sparse histograms
Signed-off-by: beorn7 <beorn@grafana.com>
This commit is contained in:
beorn7
parent
24099603bc
commit
263be8dab7
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@ -563,13 +563,7 @@ func (hc *histogramCounts) observe(v float64, bucket int, doSparse bool) {
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if bucket < len(hc.buckets) {
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atomic.AddUint64(&hc.buckets[bucket], 1)
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}
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for {
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oldBits := atomic.LoadUint64(&hc.sumBits)
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newBits := math.Float64bits(math.Float64frombits(oldBits) + v)
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if atomic.CompareAndSwapUint64(&hc.sumBits, oldBits, newBits) {
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break
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}
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}
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atomicAddFloat(&hc.sumBits, v)
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if doSparse {
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var (
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sparseKey int
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@ -685,10 +679,7 @@ func (h *histogram) Write(out *dto.Metric) error {
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hotCounts := h.counts[n>>63]
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coldCounts := h.counts[(^n)>>63]
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// Await cooldown.
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for count != atomic.LoadUint64(&coldCounts.count) {
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runtime.Gosched() // Let observations get work done.
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}
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waitForCooldown(count, coldCounts)
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his := &dto.Histogram{
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Bucket: make([]*dto.Bucket, len(h.upperBounds)),
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@ -718,29 +709,12 @@ func (h *histogram) Write(out *dto.Metric) error {
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}
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his.Bucket = append(his.Bucket, b)
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}
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// Add all the cold counts to the new hot counts and reset the cold counts.
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atomic.AddUint64(&hotCounts.count, count)
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atomic.StoreUint64(&coldCounts.count, 0)
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for {
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oldBits := atomic.LoadUint64(&hotCounts.sumBits)
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newBits := math.Float64bits(math.Float64frombits(oldBits) + his.GetSampleSum())
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if atomic.CompareAndSwapUint64(&hotCounts.sumBits, oldBits, newBits) {
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atomic.StoreUint64(&coldCounts.sumBits, 0)
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break
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}
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}
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for i := range h.upperBounds {
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atomic.AddUint64(&hotCounts.buckets[i], atomic.LoadUint64(&coldCounts.buckets[i]))
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atomic.StoreUint64(&coldCounts.buckets[i], 0)
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}
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if h.sparseSchema > math.MinInt32 {
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his.SbZeroThreshold = proto.Float64(math.Float64frombits(atomic.LoadUint64(&coldCounts.sparseZeroThresholdBits)))
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his.SbSchema = proto.Int32(atomic.LoadInt32(&coldCounts.sparseSchema))
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zeroBucket := atomic.LoadUint64(&coldCounts.sparseZeroBucket)
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defer func() {
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atomic.AddUint64(&hotCounts.sparseZeroBucket, zeroBucket)
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atomic.StoreUint64(&coldCounts.sparseZeroBucket, 0)
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coldCounts.sparseBucketsPositive.Range(addAndReset(&hotCounts.sparseBucketsPositive, &hotCounts.sparseBucketsNumber))
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coldCounts.sparseBucketsNegative.Range(addAndReset(&hotCounts.sparseBucketsNegative, &hotCounts.sparseBucketsNumber))
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}()
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@ -749,6 +723,7 @@ func (h *histogram) Write(out *dto.Metric) error {
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his.SbNegative = makeSparseBuckets(&coldCounts.sparseBucketsNegative)
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his.SbPositive = makeSparseBuckets(&coldCounts.sparseBucketsPositive)
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}
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addAndResetCounts(hotCounts, coldCounts)
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return nil
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}
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@ -809,159 +784,138 @@ func (h *histogram) limitSparseBuckets(counts *histogramCounts, value float64, b
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if h.sparseMaxBuckets >= atomic.LoadUint32(&hotCounts.sparseBucketsNumber) {
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return // Bucket limit not exceeded after all.
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}
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// Try the various strategies in order.
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if h.maybeReset(hotCounts, coldCounts, coldIdx, value, bucket) {
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return
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}
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if h.maybeWidenZeroBucket(hotCounts, coldCounts) {
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return
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}
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h.doubleBucketWidth(hotCounts, coldCounts)
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}
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// (1) Ideally, we can reset the whole histogram.
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// maybyReset resests the whole histogram if at least h.sparseMinResetDuration
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// has been passed. It returns true if the histogram has been reset. The caller
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// must have locked h.mtx.
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func (h *histogram) maybeReset(hot, cold *histogramCounts, coldIdx uint64, value float64, bucket int) bool {
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// We are using the possibly mocked h.now() rather than
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// time.Since(h.lastResetTime) to enable testing.
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if h.sparseMinResetDuration > 0 && h.now().Sub(h.lastResetTime) >= h.sparseMinResetDuration {
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// Completely reset coldCounts.
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h.resetCounts(coldCounts)
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// Repeat the latest observation to not lose it completely.
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coldCounts.observe(value, bucket, true)
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// Make coldCounts the new hot counts while ressetting countAndHotIdx.
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n := atomic.SwapUint64(&h.countAndHotIdx, (coldIdx<<63)+1)
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count := n & ((1 << 63) - 1)
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// Wait for the formerly hot counts to cool down.
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for count != atomic.LoadUint64(&hotCounts.count) {
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runtime.Gosched() // Let observations get work done.
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}
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// Finally, reset the formerly hot counts, too.
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h.resetCounts(hotCounts)
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h.lastResetTime = h.now()
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return
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if h.sparseMinResetDuration == 0 || h.now().Sub(h.lastResetTime) < h.sparseMinResetDuration {
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return false
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}
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// Completely reset coldCounts.
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h.resetCounts(cold)
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// Repeat the latest observation to not lose it completely.
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cold.observe(value, bucket, true)
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// Make coldCounts the new hot counts while ressetting countAndHotIdx.
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n := atomic.SwapUint64(&h.countAndHotIdx, (coldIdx<<63)+1)
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count := n & ((1 << 63) - 1)
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waitForCooldown(count, hot)
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// Finally, reset the formerly hot counts, too.
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h.resetCounts(hot)
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h.lastResetTime = h.now()
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return true
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}
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// (2) Try widening the zero bucket.
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currentZeroThreshold := math.Float64frombits(atomic.LoadUint64(&hotCounts.sparseZeroThresholdBits))
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switch { // Use switch rather than if to be able to break out of it.
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case h.sparseMaxZeroThreshold > currentZeroThreshold:
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// Find the key of the bucket closest to zero.
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smallestKey := findSmallestKey(&hotCounts.sparseBucketsPositive)
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smallestNegativeKey := findSmallestKey(&hotCounts.sparseBucketsNegative)
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if smallestNegativeKey < smallestKey {
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smallestKey = smallestNegativeKey
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}
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if smallestKey == math.MaxInt32 {
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break
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}
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newZeroThreshold := getLe(smallestKey, atomic.LoadInt32(&hotCounts.sparseSchema))
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if newZeroThreshold > h.sparseMaxZeroThreshold {
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break // New threshold would exceed the max threshold.
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}
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atomic.StoreUint64(&coldCounts.sparseZeroThresholdBits, math.Float64bits(newZeroThreshold))
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// Remove applicable buckets.
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if _, loaded := coldCounts.sparseBucketsNegative.LoadAndDelete(smallestKey); loaded {
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atomic.AddUint32(&coldCounts.sparseBucketsNumber, ^uint32(0)) // Decrement, see https://pkg.go.dev/sync/atomic#AddUint32
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}
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if _, loaded := coldCounts.sparseBucketsPositive.LoadAndDelete(smallestKey); loaded {
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atomic.AddUint32(&coldCounts.sparseBucketsNumber, ^uint32(0)) // Decrement, see https://pkg.go.dev/sync/atomic#AddUint32
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}
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// Make coldCounts the new hot counts.
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n := atomic.AddUint64(&h.countAndHotIdx, 1<<63)
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count := n & ((1 << 63) - 1)
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// Swap the pointer names to represent the new roles and make
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// the rest less confusing.
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hotCounts, coldCounts = coldCounts, hotCounts
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// Wait for the (new) cold counts to cool down.
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for count != atomic.LoadUint64(&coldCounts.count) {
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runtime.Gosched() // Let observations get work done.
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}
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// Add all the cold counts to the new hot counts, while merging
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// the newly deleted buckets into the wider zero bucket, and
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// reset and adjust the cold counts.
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// TODO(beorn7): Maybe make it more DRY, cf. Write() method. Maybe
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// it's too different, though...
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atomic.AddUint64(&hotCounts.count, count)
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atomic.StoreUint64(&coldCounts.count, 0)
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for {
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hotBits := atomic.LoadUint64(&hotCounts.sumBits)
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coldBits := atomic.LoadUint64(&coldCounts.sumBits)
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newBits := math.Float64bits(math.Float64frombits(hotBits) + math.Float64frombits(coldBits))
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if atomic.CompareAndSwapUint64(&hotCounts.sumBits, hotBits, newBits) {
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atomic.StoreUint64(&coldCounts.sumBits, 0)
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break
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}
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}
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for i := range h.upperBounds {
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atomic.AddUint64(&hotCounts.buckets[i], atomic.LoadUint64(&coldCounts.buckets[i]))
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atomic.StoreUint64(&coldCounts.buckets[i], 0)
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}
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atomic.AddUint64(&hotCounts.sparseZeroBucket, atomic.LoadUint64(&coldCounts.sparseZeroBucket))
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atomic.StoreUint64(&coldCounts.sparseZeroBucket, 0)
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atomic.StoreUint64(&coldCounts.sparseZeroThresholdBits, math.Float64bits(newZeroThreshold))
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mergeAndDeleteOrAddAndReset := func(hotBuckets, coldBuckets *sync.Map) func(k, v interface{}) bool {
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return func(k, v interface{}) bool {
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key := k.(int)
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bucket := v.(*int64)
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if key == smallestKey {
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// Merge into hot zero bucket...
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atomic.AddUint64(&hotCounts.sparseZeroBucket, uint64(atomic.LoadInt64(bucket)))
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// ...and delete from cold counts.
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coldBuckets.Delete(key)
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atomic.AddUint32(&coldCounts.sparseBucketsNumber, ^uint32(0)) // Decrement, see https://pkg.go.dev/sync/atomic#AddUint32
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} else {
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// Add to corresponding hot bucket...
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if addToSparseBucket(hotBuckets, key, atomic.LoadInt64(bucket)) {
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atomic.AddUint32(&hotCounts.sparseBucketsNumber, 1)
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}
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// ...and reset cold bucket.
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atomic.StoreInt64(bucket, 0)
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// maybeWidenZeroBucket widens the zero bucket until it includes the existing
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// buckets closest to the zero bucket (which could be two, if an equidistant
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// negative and a positive bucket exists, but usually it's only one bucket to be
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// merged into the new wider zero bucket). h.sparseMaxZeroThreshold limits how
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// far the zero bucket can be extended, and if that's not enough to include an
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// existing bucket, the method returns false. The caller must have locked h.mtx.
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func (h *histogram) maybeWidenZeroBucket(hot, cold *histogramCounts) bool {
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currentZeroThreshold := math.Float64frombits(atomic.LoadUint64(&hot.sparseZeroThresholdBits))
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if currentZeroThreshold >= h.sparseMaxZeroThreshold {
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return false
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}
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// Find the key of the bucket closest to zero.
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smallestKey := findSmallestKey(&hot.sparseBucketsPositive)
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smallestNegativeKey := findSmallestKey(&hot.sparseBucketsNegative)
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if smallestNegativeKey < smallestKey {
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smallestKey = smallestNegativeKey
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}
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if smallestKey == math.MaxInt32 {
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return false
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}
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newZeroThreshold := getLe(smallestKey, atomic.LoadInt32(&hot.sparseSchema))
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if newZeroThreshold > h.sparseMaxZeroThreshold {
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return false // New threshold would exceed the max threshold.
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}
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atomic.StoreUint64(&cold.sparseZeroThresholdBits, math.Float64bits(newZeroThreshold))
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// Remove applicable buckets.
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if _, loaded := cold.sparseBucketsNegative.LoadAndDelete(smallestKey); loaded {
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atomicDecUint32(&cold.sparseBucketsNumber)
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}
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if _, loaded := cold.sparseBucketsPositive.LoadAndDelete(smallestKey); loaded {
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atomicDecUint32(&cold.sparseBucketsNumber)
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}
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// Make cold counts the new hot counts.
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n := atomic.AddUint64(&h.countAndHotIdx, 1<<63)
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count := n & ((1 << 63) - 1)
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// Swap the pointer names to represent the new roles and make
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// the rest less confusing.
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hot, cold = cold, hot
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waitForCooldown(count, cold)
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// Add all the now cold counts to the new hot counts...
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addAndResetCounts(hot, cold)
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// ...adjust the new zero threshold in the cold counts, too...
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atomic.StoreUint64(&cold.sparseZeroThresholdBits, math.Float64bits(newZeroThreshold))
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// ...and then merge the newly deleted buckets into the wider zero
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// bucket.
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mergeAndDeleteOrAddAndReset := func(hotBuckets, coldBuckets *sync.Map) func(k, v interface{}) bool {
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return func(k, v interface{}) bool {
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key := k.(int)
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bucket := v.(*int64)
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if key == smallestKey {
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// Merge into hot zero bucket...
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atomic.AddUint64(&hot.sparseZeroBucket, uint64(atomic.LoadInt64(bucket)))
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// ...and delete from cold counts.
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coldBuckets.Delete(key)
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atomicDecUint32(&cold.sparseBucketsNumber)
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} else {
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// Add to corresponding hot bucket...
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if addToSparseBucket(hotBuckets, key, atomic.LoadInt64(bucket)) {
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atomic.AddUint32(&hot.sparseBucketsNumber, 1)
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}
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return true
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// ...and reset cold bucket.
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atomic.StoreInt64(bucket, 0)
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}
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return true
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}
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coldCounts.sparseBucketsPositive.Range(mergeAndDeleteOrAddAndReset(&hotCounts.sparseBucketsPositive, &coldCounts.sparseBucketsPositive))
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coldCounts.sparseBucketsNegative.Range(mergeAndDeleteOrAddAndReset(&hotCounts.sparseBucketsNegative, &coldCounts.sparseBucketsNegative))
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return
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}
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// (3) Ultima ratio: Doubling of the bucket width AKA halving the resolution AKA decrementing sparseSchema.
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coldSchema := atomic.LoadInt32(&coldCounts.sparseSchema)
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cold.sparseBucketsPositive.Range(mergeAndDeleteOrAddAndReset(&hot.sparseBucketsPositive, &cold.sparseBucketsPositive))
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cold.sparseBucketsNegative.Range(mergeAndDeleteOrAddAndReset(&hot.sparseBucketsNegative, &cold.sparseBucketsNegative))
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return true
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}
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// doubleBucketWidth doubles the bucket width (by decrementing the schema
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// number). Note that very sparse buckets could lead to a low reduction of the
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// bucket count (or even no reduction at all). The method does nothing if the
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// schema is already -4.
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func (h *histogram) doubleBucketWidth(hot, cold *histogramCounts) {
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coldSchema := atomic.LoadInt32(&cold.sparseSchema)
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if coldSchema == -4 {
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return // Already at lowest resolution.
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}
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coldSchema--
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atomic.StoreInt32(&coldCounts.sparseSchema, coldSchema)
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atomic.StoreInt32(&cold.sparseSchema, coldSchema)
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// Play it simple and just delete all cold buckets.
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atomic.StoreUint32(&coldCounts.sparseBucketsNumber, 0)
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deleteSyncMap(&coldCounts.sparseBucketsNegative)
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deleteSyncMap(&coldCounts.sparseBucketsPositive)
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atomic.StoreUint32(&cold.sparseBucketsNumber, 0)
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deleteSyncMap(&cold.sparseBucketsNegative)
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deleteSyncMap(&cold.sparseBucketsPositive)
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// Make coldCounts the new hot counts.
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n = atomic.AddUint64(&h.countAndHotIdx, 1<<63)
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n := atomic.AddUint64(&h.countAndHotIdx, 1<<63)
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count := n & ((1 << 63) - 1)
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// Swap the pointer names to represent the new roles and make
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// the rest less confusing.
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hotCounts, coldCounts = coldCounts, hotCounts
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// Wait for the (new) cold counts to cool down.
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for count != atomic.LoadUint64(&coldCounts.count) {
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runtime.Gosched() // Let observations get work done.
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}
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// Add all the cold counts to the new hot counts, while merging the cold
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// buckets into the wider hot buckets, and reset and adjust the cold
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// counts.
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// TODO(beorn7): Maybe make it more DRY, cf. Write() method and code
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// above. Maybe it's too different, though...
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atomic.AddUint64(&hotCounts.count, count)
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atomic.StoreUint64(&coldCounts.count, 0)
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for {
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hotBits := atomic.LoadUint64(&hotCounts.sumBits)
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coldBits := atomic.LoadUint64(&coldCounts.sumBits)
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newBits := math.Float64bits(math.Float64frombits(hotBits) + math.Float64frombits(coldBits))
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if atomic.CompareAndSwapUint64(&hotCounts.sumBits, hotBits, newBits) {
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atomic.StoreUint64(&coldCounts.sumBits, 0)
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break
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}
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}
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for i := range h.upperBounds {
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atomic.AddUint64(&hotCounts.buckets[i], atomic.LoadUint64(&coldCounts.buckets[i]))
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atomic.StoreUint64(&coldCounts.buckets[i], 0)
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}
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atomic.AddUint64(&hotCounts.sparseZeroBucket, atomic.LoadUint64(&coldCounts.sparseZeroBucket))
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atomic.StoreUint64(&coldCounts.sparseZeroBucket, 0)
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hot, cold = cold, hot
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waitForCooldown(count, cold)
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// Add all the now cold counts to the new hot counts...
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addAndResetCounts(hot, cold)
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// ...adjust the schema in the cold counts, too...
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atomic.StoreInt32(&cold.sparseSchema, coldSchema)
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// ...and then merge the cold buckets into the wider hot buckets.
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merge := func(hotBuckets *sync.Map) func(k, v interface{}) bool {
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return func(k, v interface{}) bool {
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key := k.(int)
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@ -973,19 +927,18 @@ func (h *histogram) limitSparseBuckets(counts *histogramCounts, value float64, b
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key /= 2
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// Add to corresponding hot bucket.
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if addToSparseBucket(hotBuckets, key, atomic.LoadInt64(bucket)) {
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atomic.AddUint32(&hotCounts.sparseBucketsNumber, 1)
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atomic.AddUint32(&hot.sparseBucketsNumber, 1)
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}
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return true
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}
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}
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coldCounts.sparseBucketsPositive.Range(merge(&hotCounts.sparseBucketsPositive))
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coldCounts.sparseBucketsNegative.Range(merge(&hotCounts.sparseBucketsNegative))
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atomic.StoreInt32(&coldCounts.sparseSchema, coldSchema)
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cold.sparseBucketsPositive.Range(merge(&hot.sparseBucketsPositive))
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cold.sparseBucketsNegative.Range(merge(&hot.sparseBucketsNegative))
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// Play it simple again and just delete all cold buckets.
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atomic.StoreUint32(&coldCounts.sparseBucketsNumber, 0)
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deleteSyncMap(&coldCounts.sparseBucketsNegative)
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deleteSyncMap(&coldCounts.sparseBucketsPositive)
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atomic.StoreUint32(&cold.sparseBucketsNumber, 0)
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deleteSyncMap(&cold.sparseBucketsNegative)
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deleteSyncMap(&cold.sparseBucketsPositive)
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}
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func (h *histogram) resetCounts(counts *histogramCounts) {
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@ -1385,3 +1338,46 @@ func getLe(key int, schema int32) float64 {
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exp := (key >> schema) + 1
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return math.Ldexp(frac, exp)
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}
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// waitForCooldown returns after the count field in the provided histogramCounts
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// has reached the provided count value.
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func waitForCooldown(count uint64, counts *histogramCounts) {
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for count != atomic.LoadUint64(&counts.count) {
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runtime.Gosched() // Let observations get work done.
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}
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}
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// atomicAddFloat adds the provided float atomically to another float
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// represented by the bit pattern the bits pointer is pointing to.
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func atomicAddFloat(bits *uint64, v float64) {
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||||
for {
|
||||
loadedBits := atomic.LoadUint64(bits)
|
||||
newBits := math.Float64bits(math.Float64frombits(loadedBits) + v)
|
||||
if atomic.CompareAndSwapUint64(bits, loadedBits, newBits) {
|
||||
break
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// atomicDecUint32 atomically decrements the uint32 p points to. See
|
||||
// https://pkg.go.dev/sync/atomic#AddUint32 to understand how this is done.
|
||||
func atomicDecUint32(p *uint32) {
|
||||
atomic.AddUint32(p, ^uint32(0))
|
||||
}
|
||||
|
||||
// addAndResetCounts adds certain fields (count, sum, conventional buckets,
|
||||
// sparse zero bucket) from the cold counts to the corresponding fields in the
|
||||
// hot counts. Those fields are then reset to 0 in the cold counts.
|
||||
func addAndResetCounts(hot, cold *histogramCounts) {
|
||||
atomic.AddUint64(&hot.count, atomic.LoadUint64(&cold.count))
|
||||
atomic.StoreUint64(&cold.count, 0)
|
||||
coldSum := math.Float64frombits(atomic.LoadUint64(&cold.sumBits))
|
||||
atomicAddFloat(&hot.sumBits, coldSum)
|
||||
atomic.StoreUint64(&cold.sumBits, 0)
|
||||
for i := range hot.buckets {
|
||||
atomic.AddUint64(&hot.buckets[i], atomic.LoadUint64(&cold.buckets[i]))
|
||||
atomic.StoreUint64(&cold.buckets[i], 0)
|
||||
}
|
||||
atomic.AddUint64(&hot.sparseZeroBucket, atomic.LoadUint64(&cold.sparseZeroBucket))
|
||||
atomic.StoreUint64(&cold.sparseZeroBucket, 0)
|
||||
}
|
||||
|
|
|
|||
Loading…
Reference in New Issue