// Copyright 2013 Prometheus Team // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. package metric import ( "fmt" "log" "sort" "time" dto "github.com/prometheus/prometheus/model/generated" "github.com/prometheus/prometheus/coding" "github.com/prometheus/prometheus/coding/indexable" "github.com/prometheus/prometheus/model" "github.com/prometheus/prometheus/stats" "github.com/prometheus/prometheus/storage/raw/leveldb" "sync" ) type chunk model.Values // TruncateBefore returns a subslice of the original such that extraneous // samples in the collection that occur before the provided time are // dropped. The original slice is not mutated. It works with the assumption // that consumers of these values could want preceding values if none would // exist prior to the defined time. func (c chunk) TruncateBefore(t time.Time) chunk { index := sort.Search(len(c), func(i int) bool { timestamp := c[i].Timestamp return !timestamp.Before(t) }) switch index { case 0: return c case len(c): return c[len(c)-1:] default: return c[index-1:] } } type tieredStorageState uint const ( tieredStorageStarting tieredStorageState = iota tieredStorageServing tieredStorageDraining tieredStorageStopping ) const ( // Ignore timeseries in queries that are more stale than this limit. stalenessLimit = time.Minute * 5 // Size of the watermarks cache (used in determining timeseries freshness). wmCacheSizeBytes = 5 * 1024 * 1024 ) // TieredStorage both persists samples and generates materialized views for // queries. type TieredStorage struct { // mu is purely used for state transitions. mu sync.RWMutex // BUG(matt): This introduces a Law of Demeter violation. Ugh. DiskStorage *LevelDBMetricPersistence appendToDiskQueue chan model.Samples memoryArena *memorySeriesStorage memoryTTL time.Duration flushMemoryInterval time.Duration viewQueue chan viewJob draining chan chan<- bool state tieredStorageState memorySemaphore chan bool diskSemaphore chan bool wmCache *WatermarkCache } // viewJob encapsulates a request to extract sample values from the datastore. type viewJob struct { builder ViewRequestBuilder output chan View abort chan bool err chan error stats *stats.TimerGroup } const ( tieredDiskSemaphores = 1 tieredMemorySemaphores = 5 ) func NewTieredStorage(appendToDiskQueueDepth, viewQueueDepth uint, flushMemoryInterval, memoryTTL time.Duration, root string) (*TieredStorage, error) { diskStorage, err := NewLevelDBMetricPersistence(root) if err != nil { return nil, err } wmCache := NewWatermarkCache(wmCacheSizeBytes) memOptions := MemorySeriesOptions{WatermarkCache: wmCache} s := &TieredStorage{ appendToDiskQueue: make(chan model.Samples, appendToDiskQueueDepth), DiskStorage: diskStorage, draining: make(chan chan<- bool), flushMemoryInterval: flushMemoryInterval, memoryArena: NewMemorySeriesStorage(memOptions), memoryTTL: memoryTTL, viewQueue: make(chan viewJob, viewQueueDepth), diskSemaphore: make(chan bool, tieredDiskSemaphores), memorySemaphore: make(chan bool, tieredMemorySemaphores), wmCache: wmCache, } for i := 0; i < tieredDiskSemaphores; i++ { s.diskSemaphore <- true } for i := 0; i < tieredMemorySemaphores; i++ { s.memorySemaphore <- true } return s, nil } // Enqueues Samples for storage. func (t *TieredStorage) AppendSamples(samples model.Samples) (err error) { t.mu.RLock() defer t.mu.RUnlock() if t.state != tieredStorageServing { return fmt.Errorf("Storage is not serving.") } t.memoryArena.AppendSamples(samples) return } // Stops the storage subsystem, flushing all pending operations. func (t *TieredStorage) Drain(drained chan<- bool) { t.mu.Lock() defer t.mu.Unlock() t.drain(drained) } func (t *TieredStorage) drain(drained chan<- bool) { if t.state >= tieredStorageDraining { panic("Illegal State: Supplemental drain requested.") } log.Println("Triggering drain...") t.draining <- (drained) } // Enqueues a ViewRequestBuilder for materialization, subject to a timeout. func (t *TieredStorage) MakeView(builder ViewRequestBuilder, deadline time.Duration, queryStats *stats.TimerGroup) (View, error) { t.mu.RLock() defer t.mu.RUnlock() if t.state != tieredStorageServing { return nil, fmt.Errorf("Storage is not serving") } // The result channel needs a one-element buffer in case we have timed out in // MakeView, but the view rendering still completes afterwards and writes to // the channel. result := make(chan View, 1) // The abort channel needs a one-element buffer in case the view rendering // has already exited and doesn't consume from the channel anymore. abortChan := make(chan bool, 1) errChan := make(chan error) queryStats.GetTimer(stats.ViewQueueTime).Start() t.viewQueue <- viewJob{ builder: builder, output: result, abort: abortChan, err: errChan, stats: queryStats, } select { case view := <-result: return view, nil case err := <-errChan: return nil, err case <-time.After(deadline): abortChan <- true return nil, fmt.Errorf("MakeView timed out after %s.", deadline) } } // Starts serving requests. func (t *TieredStorage) Serve(started chan<- bool) { t.mu.Lock() if t.state != tieredStorageStarting { panic("Illegal State: Attempted to restart TieredStorage.") } t.state = tieredStorageServing t.mu.Unlock() flushMemoryTicker := time.NewTicker(t.flushMemoryInterval) defer flushMemoryTicker.Stop() queueReportTicker := time.NewTicker(time.Second) defer queueReportTicker.Stop() go func() { for _ = range queueReportTicker.C { t.reportQueues() } }() started <- true for { select { case <-flushMemoryTicker.C: t.flushMemory(t.memoryTTL) case viewRequest := <-t.viewQueue: viewRequest.stats.GetTimer(stats.ViewQueueTime).Stop() <-t.memorySemaphore go t.renderView(viewRequest) case drainingDone := <-t.draining: t.Flush() drainingDone <- true return } } } func (t *TieredStorage) reportQueues() { queueSizes.Set(map[string]string{"queue": "append_to_disk", "facet": "occupancy"}, float64(len(t.appendToDiskQueue))) queueSizes.Set(map[string]string{"queue": "append_to_disk", "facet": "capacity"}, float64(cap(t.appendToDiskQueue))) queueSizes.Set(map[string]string{"queue": "view_generation", "facet": "occupancy"}, float64(len(t.viewQueue))) queueSizes.Set(map[string]string{"queue": "view_generation", "facet": "capacity"}, float64(cap(t.viewQueue))) } func (t *TieredStorage) Flush() { t.flushMemory(0) } func (t *TieredStorage) flushMemory(ttl time.Duration) { flushOlderThan := time.Now().Add(-1 * ttl) log.Println("Flushing...") t.memoryArena.Flush(flushOlderThan, t.appendToDiskQueue) queueLength := len(t.appendToDiskQueue) if queueLength > 0 { log.Printf("Writing %d samples ...", queueLength) samples := model.Samples{} for i := 0; i < queueLength; i++ { chunk := <-t.appendToDiskQueue samples = append(samples, chunk...) } t.DiskStorage.AppendSamples(samples) } log.Println("Done flushing...") } func (t *TieredStorage) Close() { t.mu.Lock() defer t.mu.Unlock() if t.state == tieredStorageStopping { panic("Illegal State: Attempted to restop TieredStorage.") } drained := make(chan bool) t.drain(drained) <-drained t.memoryArena.Close() t.DiskStorage.Close() // BUG(matt): There is a probability that pending items may hang here and not // get flushed. close(t.appendToDiskQueue) close(t.viewQueue) t.wmCache.Clear() t.state = tieredStorageStopping } func (t *TieredStorage) seriesTooOld(f *model.Fingerprint, i time.Time) (bool, error) { // BUG(julius): Make this configurable by query layer. i = i.Add(-stalenessLimit) wm, ok := t.wmCache.Get(f) if !ok { value := &dto.MetricHighWatermark{} present, err := t.DiskStorage.MetricHighWatermarks.Get(f.ToDTO(), value) if err != nil { return false, err } if present { wmTime := time.Unix(*value.Timestamp, 0).UTC() t.wmCache.Set(f, &Watermarks{High: wmTime}) return wmTime.Before(i), nil } return true, nil } return wm.High.Before(i), nil } func (t *TieredStorage) renderView(viewJob viewJob) { // Telemetry. var err error begin := time.Now() defer func() { t.memorySemaphore <- true duration := time.Since(begin) recordOutcome(duration, err, map[string]string{operation: renderView, result: success}, map[string]string{operation: renderView, result: failure}) }() scanJobsTimer := viewJob.stats.GetTimer(stats.ViewScanJobsTime).Start() scans := viewJob.builder.ScanJobs() scanJobsTimer.Stop() view := newView() var iterator leveldb.Iterator = nil var diskFrontier *diskFrontier = nil var diskPresent = true extractionTimer := viewJob.stats.GetTimer(stats.ViewDataExtractionTime).Start() for _, scanJob := range scans { old, err := t.seriesTooOld(scanJob.fingerprint, *scanJob.operations[0].CurrentTime()) if err != nil { log.Printf("Error getting watermark from cache for %s: %s", scanJob.fingerprint, err) continue } if old { continue } var seriesFrontier *seriesFrontier = nil var seriesPresent = true standingOps := scanJob.operations memValues := t.memoryArena.CloneSamples(scanJob.fingerprint) for len(standingOps) > 0 { // Abort the view rendering if the caller (MakeView) has timed out. if len(viewJob.abort) > 0 { return } // Load data value chunk(s) around the first standing op's current time. targetTime := *standingOps[0].CurrentTime() currentChunk := chunk{} // If we aimed before the oldest value in memory, load more data from disk. if (len(memValues) == 0 || memValues.FirstTimeAfter(targetTime)) && diskPresent && seriesPresent { diskPrepareTimer := viewJob.stats.GetTimer(stats.ViewDiskPreparationTime).Start() // Conditionalize disk access. if diskFrontier == nil && diskPresent { if iterator == nil { <-t.diskSemaphore defer func() { t.diskSemaphore <- true }() // Get a single iterator that will be used for all data extraction // below. iterator = t.DiskStorage.MetricSamples.NewIterator(true) defer iterator.Close() } diskFrontier, diskPresent, err = newDiskFrontier(iterator) if err != nil { panic(err) } if !diskPresent { seriesPresent = false } } if seriesFrontier == nil && diskPresent { seriesFrontier, seriesPresent, err = newSeriesFrontier(scanJob.fingerprint, diskFrontier, iterator) if err != nil { panic(err) } } diskPrepareTimer.Stop() if diskPresent && seriesPresent { diskTimer := viewJob.stats.GetTimer(stats.ViewDiskExtractionTime).Start() diskValues := t.loadChunkAroundTime(iterator, seriesFrontier, scanJob.fingerprint, targetTime) diskTimer.Stop() // If we aimed past the newest value on disk, combine it with the next value from memory. if len(memValues) > 0 && diskValues.LastTimeBefore(targetTime) { latestDiskValue := diskValues[len(diskValues)-1:] currentChunk = append(chunk(latestDiskValue), chunk(memValues)...) } else { currentChunk = chunk(diskValues) } } else { currentChunk = chunk(memValues) } } else { currentChunk = chunk(memValues) } // There's no data at all for this fingerprint, so stop processing ops for it. if len(currentChunk) == 0 { break } currentChunk = currentChunk.TruncateBefore(targetTime) lastChunkTime := currentChunk[len(currentChunk)-1].Timestamp if lastChunkTime.After(targetTime) { targetTime = lastChunkTime } // For each op, extract all needed data from the current chunk. out := model.Values{} for _, op := range standingOps { if op.CurrentTime().After(targetTime) { break } currentChunk = currentChunk.TruncateBefore(*(op.CurrentTime())) for op.CurrentTime() != nil && !op.CurrentTime().After(targetTime) { out = op.ExtractSamples(model.Values(currentChunk)) // Append the extracted samples to the materialized view. view.appendSamples(scanJob.fingerprint, out) } } // Throw away standing ops which are finished. filteredOps := ops{} for _, op := range standingOps { if op.CurrentTime() != nil { filteredOps = append(filteredOps, op) } } standingOps = filteredOps // Sort ops by start time again, since they might be slightly off now. // For example, consider a current chunk of values and two interval ops // with different interval lengths. Their states after the cycle above // could be: // // (C = current op time) // // Chunk: [ X X X X X ] // Op 1: [ X X C . . . ] // Op 2: [ X X C . . .] // // Op 2 now has an earlier current time than Op 1. sort.Sort(startsAtSort{standingOps}) } } extractionTimer.Stop() viewJob.output <- view return } func (t *TieredStorage) loadChunkAroundTime(iterator leveldb.Iterator, frontier *seriesFrontier, fingerprint *model.Fingerprint, ts time.Time) (chunk model.Values) { var ( targetKey = &dto.SampleKey{ Fingerprint: fingerprint.ToDTO(), } foundKey model.SampleKey foundValues model.Values ) // Limit the target key to be within the series' keyspace. if ts.After(frontier.lastSupertime) { targetKey.Timestamp = indexable.EncodeTime(frontier.lastSupertime) } else { targetKey.Timestamp = indexable.EncodeTime(ts) } // Try seeking to target key. rawKey := coding.NewPBEncoder(targetKey).MustEncode() iterator.Seek(rawKey) foundKey, err := extractSampleKey(iterator) if err != nil { panic(err) } // Figure out if we need to rewind by one block. // Imagine the following supertime blocks with time ranges: // // Block 1: ft 1000 - lt 1009 // Block 1: ft 1010 - lt 1019 // // If we are aiming to find time 1005, we would first seek to the block with // supertime 1010, then need to rewind by one block by virtue of LevelDB // iterator seek behavior. // // Only do the rewind if there is another chunk before this one. rewound := false firstTime := foundKey.FirstTimestamp if ts.Before(firstTime) && !frontier.firstSupertime.After(ts) { iterator.Previous() rewound = true } foundValues, err = extractSampleValues(iterator) if err != nil { return } // If we rewound, but the target time is still past the current block, return // the last value of the current (rewound) block and the entire next block. if rewound { foundKey, err = extractSampleKey(iterator) if err != nil { return } currentChunkLastTime := foundKey.LastTimestamp if ts.After(currentChunkLastTime) { sampleCount := len(foundValues) chunk = append(chunk, foundValues[sampleCount-1]) // We know there's a next block since we have rewound from it. iterator.Next() foundValues, err = extractSampleValues(iterator) if err != nil { return } } } // Now append all the samples of the currently seeked block to the output. chunk = append(chunk, foundValues...) return } // Get all label values that are associated with the provided label name. func (t *TieredStorage) GetAllValuesForLabel(labelName model.LabelName) (model.LabelValues, error) { t.mu.RLock() defer t.mu.RUnlock() if t.state != tieredStorageServing { panic("Illegal State: Attempted to query non-running TieredStorage.") } diskValues, err := t.DiskStorage.GetAllValuesForLabel(labelName) if err != nil { return nil, err } memoryValues, err := t.memoryArena.GetAllValuesForLabel(labelName) if err != nil { return nil, err } valueSet := map[model.LabelValue]bool{} values := model.LabelValues{} for _, value := range append(diskValues, memoryValues...) { if !valueSet[value] { values = append(values, value) valueSet[value] = true } } return values, nil } // Get all of the metric fingerprints that are associated with the provided // label set. func (t *TieredStorage) GetFingerprintsForLabelSet(labelSet model.LabelSet) (model.Fingerprints, error) { t.mu.RLock() defer t.mu.RUnlock() if t.state != tieredStorageServing { panic("Illegal State: Attempted to query non-running TieredStorage.") } memFingerprints, err := t.memoryArena.GetFingerprintsForLabelSet(labelSet) if err != nil { return nil, err } diskFingerprints, err := t.DiskStorage.GetFingerprintsForLabelSet(labelSet) if err != nil { return nil, err } fingerprintSet := map[model.Fingerprint]bool{} for _, fingerprint := range append(memFingerprints, diskFingerprints...) { fingerprintSet[*fingerprint] = true } fingerprints := model.Fingerprints{} for fingerprint := range fingerprintSet { fpCopy := fingerprint fingerprints = append(fingerprints, &fpCopy) } return fingerprints, nil } // Get the metric associated with the provided fingerprint. func (t *TieredStorage) GetMetricForFingerprint(f *model.Fingerprint) (model.Metric, error) { t.mu.RLock() defer t.mu.RUnlock() if t.state != tieredStorageServing { panic("Illegal State: Attempted to query non-running TieredStorage.") } m, err := t.memoryArena.GetMetricForFingerprint(f) if err != nil { return nil, err } if m == nil { m, err = t.DiskStorage.GetMetricForFingerprint(f) t.memoryArena.CreateEmptySeries(m) } return m, err }