// Copyright 2021 The Prometheus Authors // 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 tsdb import ( "context" "fmt" "math" "github.com/go-kit/log/level" "github.com/pkg/errors" "github.com/prometheus/prometheus/model/exemplar" "github.com/prometheus/prometheus/model/histogram" "github.com/prometheus/prometheus/model/labels" "github.com/prometheus/prometheus/model/value" "github.com/prometheus/prometheus/storage" "github.com/prometheus/prometheus/tsdb/chunkenc" "github.com/prometheus/prometheus/tsdb/chunks" "github.com/prometheus/prometheus/tsdb/record" ) // initAppender is a helper to initialize the time bounds of the head // upon the first sample it receives. type initAppender struct { app storage.Appender head *Head } var _ storage.GetRef = &initAppender{} func (a *initAppender) Append(ref storage.SeriesRef, lset labels.Labels, t int64, v float64) (storage.SeriesRef, error) { if a.app != nil { return a.app.Append(ref, lset, t, v) } a.head.initTime(t) a.app = a.head.appender() return a.app.Append(ref, lset, t, v) } func (a *initAppender) AppendExemplar(ref storage.SeriesRef, l labels.Labels, e exemplar.Exemplar) (storage.SeriesRef, error) { // Check if exemplar storage is enabled. if !a.head.opts.EnableExemplarStorage || a.head.opts.MaxExemplars.Load() <= 0 { return 0, nil } if a.app != nil { return a.app.AppendExemplar(ref, l, e) } // We should never reach here given we would call Append before AppendExemplar // and we probably want to always base head/WAL min time on sample times. a.head.initTime(e.Ts) a.app = a.head.appender() return a.app.AppendExemplar(ref, l, e) } func (a *initAppender) AppendHistogram(ref storage.SeriesRef, l labels.Labels, t int64, h *histogram.Histogram) (storage.SeriesRef, error) { if a.app != nil { return a.app.AppendHistogram(ref, l, t, h) } a.head.initTime(t) a.app = a.head.appender() return a.app.AppendHistogram(ref, l, t, h) } // initTime initializes a head with the first timestamp. This only needs to be called // for a completely fresh head with an empty WAL. func (h *Head) initTime(t int64) { if !h.minTime.CAS(math.MaxInt64, t) { return } // Ensure that max time is initialized to at least the min time we just set. // Concurrent appenders may already have set it to a higher value. h.maxTime.CAS(math.MinInt64, t) } func (a *initAppender) GetRef(lset labels.Labels) (storage.SeriesRef, labels.Labels) { if g, ok := a.app.(storage.GetRef); ok { return g.GetRef(lset) } return 0, nil } func (a *initAppender) Commit() error { if a.app == nil { a.head.metrics.activeAppenders.Dec() return nil } return a.app.Commit() } func (a *initAppender) Rollback() error { if a.app == nil { a.head.metrics.activeAppenders.Dec() return nil } return a.app.Rollback() } // Appender returns a new Appender on the database. func (h *Head) Appender(_ context.Context) storage.Appender { h.metrics.activeAppenders.Inc() // The head cache might not have a starting point yet. The init appender // picks up the first appended timestamp as the base. if h.MinTime() == math.MaxInt64 { return &initAppender{ head: h, } } return h.appender() } func (h *Head) appender() *headAppender { appendID, cleanupAppendIDsBelow := h.iso.newAppendID() // Every appender gets an ID that is cleared upon commit/rollback. // Allocate the exemplars buffer only if exemplars are enabled. var exemplarsBuf []exemplarWithSeriesRef if h.opts.EnableExemplarStorage { exemplarsBuf = h.getExemplarBuffer() } return &headAppender{ head: h, minValidTime: h.appendableMinValidTime(), mint: math.MaxInt64, maxt: math.MinInt64, samples: h.getAppendBuffer(), sampleSeries: h.getSeriesBuffer(), exemplars: exemplarsBuf, appendID: appendID, cleanupAppendIDsBelow: cleanupAppendIDsBelow, } } func (h *Head) appendableMinValidTime() int64 { // Setting the minimum valid time to whichever is greater, the head min valid time or the compaction window, // ensures that no samples will be added within the compaction window to avoid races. return max(h.minValidTime.Load(), h.MaxTime()-h.chunkRange.Load()/2) } // AppendableMinValidTime returns the minimum valid time for samples to be appended to the Head. // Returns false if Head hasn't been initialized yet and the minimum time isn't known yet. func (h *Head) AppendableMinValidTime() (int64, bool) { if h.MinTime() == math.MaxInt64 { return 0, false } return h.appendableMinValidTime(), true } func max(a, b int64) int64 { if a > b { return a } return b } func (h *Head) getAppendBuffer() []record.RefSample { b := h.appendPool.Get() if b == nil { return make([]record.RefSample, 0, 512) } return b.([]record.RefSample) } func (h *Head) putAppendBuffer(b []record.RefSample) { //nolint:staticcheck // Ignore SA6002 safe to ignore and actually fixing it has some performance penalty. h.appendPool.Put(b[:0]) } func (h *Head) getExemplarBuffer() []exemplarWithSeriesRef { b := h.exemplarsPool.Get() if b == nil { return make([]exemplarWithSeriesRef, 0, 512) } return b.([]exemplarWithSeriesRef) } func (h *Head) putExemplarBuffer(b []exemplarWithSeriesRef) { if b == nil { return } //nolint:staticcheck // Ignore SA6002 safe to ignore and actually fixing it has some performance penalty. h.exemplarsPool.Put(b[:0]) } func (h *Head) getSeriesBuffer() []*memSeries { b := h.seriesPool.Get() if b == nil { return make([]*memSeries, 0, 512) } return b.([]*memSeries) } func (h *Head) putSeriesBuffer(b []*memSeries) { //nolint:staticcheck // Ignore SA6002 safe to ignore and actually fixing it has some performance penalty. h.seriesPool.Put(b[:0]) } func (h *Head) getBytesBuffer() []byte { b := h.bytesPool.Get() if b == nil { return make([]byte, 0, 1024) } return b.([]byte) } func (h *Head) putBytesBuffer(b []byte) { //nolint:staticcheck // Ignore SA6002 safe to ignore and actually fixing it has some performance penalty. h.bytesPool.Put(b[:0]) } type exemplarWithSeriesRef struct { ref storage.SeriesRef exemplar exemplar.Exemplar } type headAppender struct { head *Head minValidTime int64 // No samples below this timestamp are allowed. mint, maxt int64 series []record.RefSeries // New series held by this appender. samples []record.RefSample // New float samples held by this appender. exemplars []exemplarWithSeriesRef // New exemplars held by this appender. sampleSeries []*memSeries // Float series corresponding to the samples held by this appender (using corresponding slice indices - same series may appear more than once). histograms []record.RefHistogram // New histogram samples held by this appender. histogramSeries []*memSeries // Histogram series corresponding to the samples held by this appender (using corresponding slice indices - same series may appear more than once). appendID, cleanupAppendIDsBelow uint64 closed bool } func (a *headAppender) Append(ref storage.SeriesRef, lset labels.Labels, t int64, v float64) (storage.SeriesRef, error) { if t < a.minValidTime { a.head.metrics.outOfBoundSamples.Inc() return 0, storage.ErrOutOfBounds } s := a.head.series.getByID(chunks.HeadSeriesRef(ref)) if s == nil { // Ensure no empty labels have gotten through. lset = lset.WithoutEmpty() if len(lset) == 0 { return 0, errors.Wrap(ErrInvalidSample, "empty labelset") } if l, dup := lset.HasDuplicateLabelNames(); dup { return 0, errors.Wrap(ErrInvalidSample, fmt.Sprintf(`label name "%s" is not unique`, l)) } var created bool var err error s, created, err = a.head.getOrCreate(lset.Hash(), lset) if err != nil { return 0, err } if created { a.series = append(a.series, record.RefSeries{ Ref: s.ref, Labels: lset, }) } } if value.IsStaleNaN(v) && s.isHistogramSeries { return a.AppendHistogram(ref, lset, t, &histogram.Histogram{Sum: v}) } s.Lock() if err := s.appendable(t, v); err != nil { s.Unlock() if err == storage.ErrOutOfOrderSample { a.head.metrics.outOfOrderSamples.Inc() } return 0, err } s.pendingCommit = true s.Unlock() if t < a.mint { a.mint = t } if t > a.maxt { a.maxt = t } a.samples = append(a.samples, record.RefSample{ Ref: s.ref, T: t, V: v, }) a.sampleSeries = append(a.sampleSeries, s) return storage.SeriesRef(s.ref), nil } // appendable checks whether the given sample is valid for appending to the series. func (s *memSeries) appendable(t int64, v float64) error { c := s.head() if c == nil { return nil } if t > c.maxTime { return nil } if t < c.maxTime { return storage.ErrOutOfOrderSample } // We are allowing exact duplicates as we can encounter them in valid cases // like federation and erroring out at that time would be extremely noisy. if math.Float64bits(s.sampleBuf[3].v) != math.Float64bits(v) { return storage.ErrDuplicateSampleForTimestamp } return nil } // appendableHistogram checks whether the given sample is valid for appending to the series. func (s *memSeries) appendableHistogram(t int64, h *histogram.Histogram) error { c := s.head() if c == nil { return nil } if t > c.maxTime { return nil } if t < c.maxTime { return storage.ErrOutOfOrderSample } // TODO(beorn7): do it for histogram. // We are allowing exact duplicates as we can encounter them in valid cases // like federation and erroring out at that time would be extremely noisy. //if math.Float64bits(s.sampleBuf[3].v) != math.Float64bits(v) { // return storage.ErrDuplicateSampleForTimestamp //} return nil } // AppendExemplar for headAppender assumes the series ref already exists, and so it doesn't // use getOrCreate or make any of the lset sanity checks that Append does. func (a *headAppender) AppendExemplar(ref storage.SeriesRef, lset labels.Labels, e exemplar.Exemplar) (storage.SeriesRef, error) { // Check if exemplar storage is enabled. if !a.head.opts.EnableExemplarStorage || a.head.opts.MaxExemplars.Load() <= 0 { return 0, nil } // Get Series s := a.head.series.getByID(chunks.HeadSeriesRef(ref)) if s == nil { s = a.head.series.getByHash(lset.Hash(), lset) if s != nil { ref = storage.SeriesRef(s.ref) } } if s == nil { return 0, fmt.Errorf("unknown HeadSeriesRef when trying to add exemplar: %d", ref) } // Ensure no empty labels have gotten through. e.Labels = e.Labels.WithoutEmpty() err := a.head.exemplars.ValidateExemplar(s.lset, e) if err != nil { if err == storage.ErrDuplicateExemplar || err == storage.ErrExemplarsDisabled { // Duplicate, don't return an error but don't accept the exemplar. return 0, nil } return 0, err } a.exemplars = append(a.exemplars, exemplarWithSeriesRef{ref, e}) return storage.SeriesRef(s.ref), nil } func (a *headAppender) AppendHistogram(ref storage.SeriesRef, lset labels.Labels, t int64, h *histogram.Histogram) (storage.SeriesRef, error) { if t < a.minValidTime { a.head.metrics.outOfBoundSamples.Inc() return 0, storage.ErrOutOfBounds } s := a.head.series.getByID(chunks.HeadSeriesRef(ref)) if s == nil { // Ensure no empty labels have gotten through. lset = lset.WithoutEmpty() if len(lset) == 0 { return 0, errors.Wrap(ErrInvalidSample, "empty labelset") } if l, dup := lset.HasDuplicateLabelNames(); dup { return 0, errors.Wrap(ErrInvalidSample, fmt.Sprintf(`label name "%s" is not unique`, l)) } var created bool var err error s, created, err = a.head.getOrCreate(lset.Hash(), lset) if err != nil { return 0, err } s.isHistogramSeries = true if created { a.head.metrics.histogramSeries.Inc() a.series = append(a.series, record.RefSeries{ Ref: s.ref, Labels: lset, }) } } s.Lock() if err := s.appendableHistogram(t, h); err != nil { s.Unlock() if err == storage.ErrOutOfOrderSample { a.head.metrics.outOfOrderSamples.Inc() } return 0, err } s.pendingCommit = true s.Unlock() if t < a.mint { a.mint = t } if t > a.maxt { a.maxt = t } a.histograms = append(a.histograms, record.RefHistogram{ Ref: s.ref, T: t, H: h, }) a.histogramSeries = append(a.histogramSeries, s) return storage.SeriesRef(s.ref), nil } var _ storage.GetRef = &headAppender{} func (a *headAppender) GetRef(lset labels.Labels) (storage.SeriesRef, labels.Labels) { s := a.head.series.getByHash(lset.Hash(), lset) if s == nil { return 0, nil } // returned labels must be suitable to pass to Append() return storage.SeriesRef(s.ref), s.lset } // log writes all headAppender's data to the WAL. func (a *headAppender) log() error { if a.head.wal == nil { return nil } buf := a.head.getBytesBuffer() defer func() { a.head.putBytesBuffer(buf) }() var rec []byte var enc record.Encoder if len(a.series) > 0 { rec = enc.Series(a.series, buf) buf = rec[:0] if err := a.head.wal.Log(rec); err != nil { return errors.Wrap(err, "log series") } } if len(a.samples) > 0 { rec = enc.Samples(a.samples, buf) buf = rec[:0] if err := a.head.wal.Log(rec); err != nil { return errors.Wrap(err, "log samples") } } if len(a.exemplars) > 0 { rec = enc.Exemplars(exemplarsForEncoding(a.exemplars), buf) buf = rec[:0] if err := a.head.wal.Log(rec); err != nil { return errors.Wrap(err, "log exemplars") } } if len(a.histograms) > 0 { rec = enc.Histograms(a.histograms, buf) buf = rec[:0] if err := a.head.wal.Log(rec); err != nil { return errors.Wrap(err, "log histograms") } } return nil } func exemplarsForEncoding(es []exemplarWithSeriesRef) []record.RefExemplar { ret := make([]record.RefExemplar, 0, len(es)) for _, e := range es { ret = append(ret, record.RefExemplar{ Ref: chunks.HeadSeriesRef(e.ref), T: e.exemplar.Ts, V: e.exemplar.Value, Labels: e.exemplar.Labels, }) } return ret } // Commit writes to the WAL and adds the data to the Head. func (a *headAppender) Commit() (err error) { if a.closed { return ErrAppenderClosed } defer func() { a.closed = true }() if err := a.log(); err != nil { _ = a.Rollback() // Most likely the same error will happen again. return errors.Wrap(err, "write to WAL") } // No errors logging to WAL, so pass the exemplars along to the in memory storage. for _, e := range a.exemplars { s := a.head.series.getByID(chunks.HeadSeriesRef(e.ref)) // We don't instrument exemplar appends here, all is instrumented by storage. if err := a.head.exemplars.AddExemplar(s.lset, e.exemplar); err != nil { if err == storage.ErrOutOfOrderExemplar { continue } level.Debug(a.head.logger).Log("msg", "Unknown error while adding exemplar", "err", err) } } defer a.head.metrics.activeAppenders.Dec() defer a.head.putAppendBuffer(a.samples) defer a.head.putSeriesBuffer(a.sampleSeries) defer a.head.putExemplarBuffer(a.exemplars) defer a.head.iso.closeAppend(a.appendID) total := len(a.samples) var series *memSeries for i, s := range a.samples { series = a.sampleSeries[i] series.Lock() ok, chunkCreated := series.append(s.T, s.V, a.appendID, a.head.chunkDiskMapper) series.cleanupAppendIDsBelow(a.cleanupAppendIDsBelow) series.pendingCommit = false series.Unlock() if !ok { total-- a.head.metrics.outOfOrderSamples.Inc() } if chunkCreated { a.head.metrics.chunks.Inc() a.head.metrics.chunksCreated.Inc() } } total += len(a.histograms) // TODO: different metric? for i, s := range a.histograms { series = a.histogramSeries[i] series.Lock() ok, chunkCreated := series.appendHistogram(s.T, s.H, a.appendID, a.head.chunkDiskMapper) series.cleanupAppendIDsBelow(a.cleanupAppendIDsBelow) series.pendingCommit = false series.Unlock() if ok { a.head.metrics.histogramSamplesTotal.Inc() } else { total-- a.head.metrics.outOfOrderSamples.Inc() } if chunkCreated { a.head.metrics.chunks.Inc() a.head.metrics.chunksCreated.Inc() } } a.head.metrics.samplesAppended.Add(float64(total)) a.head.updateMinMaxTime(a.mint, a.maxt) return nil } // append adds the sample (t, v) to the series. The caller also has to provide // the appendID for isolation. (The appendID can be zero, which results in no // isolation for this append.) // It is unsafe to call this concurrently with s.iterator(...) without holding the series lock. func (s *memSeries) append(t int64, v float64, appendID uint64, chunkDiskMapper *chunks.ChunkDiskMapper) (sampleInOrder, chunkCreated bool) { c, sampleInOrder, chunkCreated := s.appendPreprocessor(t, chunkenc.EncXOR, chunkDiskMapper) if !sampleInOrder { return sampleInOrder, chunkCreated } s.app.Append(t, v) s.isHistogramSeries = false c.maxTime = t s.sampleBuf[0] = s.sampleBuf[1] s.sampleBuf[1] = s.sampleBuf[2] s.sampleBuf[2] = s.sampleBuf[3] s.sampleBuf[3] = sample{t: t, v: v} if appendID > 0 { s.txs.add(appendID) } return true, chunkCreated } // appendHistogram adds the histogram. // It is unsafe to call this concurrently with s.iterator(...) without holding the series lock. func (s *memSeries) appendHistogram(t int64, h *histogram.Histogram, appendID uint64, chunkDiskMapper *chunks.ChunkDiskMapper) (sampleInOrder, chunkCreated bool) { // Head controls the execution of recoding, so that we own the proper chunk reference afterwards. // We check for Appendable before appendPreprocessor because in case it ends up creating a new chunk, // we need to know if there was also a counter reset or not to set the meta properly. app, _ := s.app.(*chunkenc.HistogramAppender) var ( positiveInterjections, negativeInterjections []chunkenc.Interjection okToAppend, counterReset bool ) if app != nil { positiveInterjections, negativeInterjections, okToAppend, counterReset = app.Appendable(h) } c, sampleInOrder, chunkCreated := s.appendPreprocessor(t, chunkenc.EncHistogram, chunkDiskMapper) if !sampleInOrder { return sampleInOrder, chunkCreated } if !chunkCreated { // We have 3 cases here // - !okToAppend -> We need to cut a new chunk. // - okToAppend but we have interjections -> Existing chunk needs recoding before we can append our histogram. // - okToAppend and no interjections -> Chunk is ready to support our histogram. if !okToAppend || counterReset { c = s.cutNewHeadChunk(t, chunkenc.EncHistogram, chunkDiskMapper) chunkCreated = true } else if len(positiveInterjections) > 0 || len(negativeInterjections) > 0 { // New buckets have appeared. We need to recode all // prior histogram samples within the chunk before we // can process this one. chunk, app := app.Recode(positiveInterjections, negativeInterjections, h.PositiveSpans, h.NegativeSpans) s.headChunk = &memChunk{ minTime: s.headChunk.minTime, maxTime: s.headChunk.maxTime, chunk: chunk, } s.app = app } } if chunkCreated { hc := s.headChunk.chunk.(*chunkenc.HistogramChunk) header := chunkenc.UnknownCounterReset if counterReset { header = chunkenc.CounterReset } else if okToAppend { header = chunkenc.NotCounterReset } hc.SetCounterResetHeader(header) } s.app.AppendHistogram(t, h) s.isHistogramSeries = true c.maxTime = t s.histogramBuf[0] = s.histogramBuf[1] s.histogramBuf[1] = s.histogramBuf[2] s.histogramBuf[2] = s.histogramBuf[3] s.histogramBuf[3] = histogramSample{t: t, h: h} if appendID > 0 { s.txs.add(appendID) } return true, chunkCreated } // appendPreprocessor takes care of cutting new chunks and m-mapping old chunks. // It is unsafe to call this concurrently with s.iterator(...) without holding the series lock. // This should be called only when appending data. func (s *memSeries) appendPreprocessor(t int64, e chunkenc.Encoding, chunkDiskMapper *chunks.ChunkDiskMapper) (c *memChunk, sampleInOrder, chunkCreated bool) { // Based on Gorilla white papers this offers near-optimal compression ratio // so anything bigger that this has diminishing returns and increases // the time range within which we have to decompress all samples. const samplesPerChunk = 120 c = s.head() if c == nil { if len(s.mmappedChunks) > 0 && s.mmappedChunks[len(s.mmappedChunks)-1].maxTime >= t { // Out of order sample. Sample timestamp is already in the mmapped chunks, so ignore it. return c, false, false } // There is no chunk in this series yet, create the first chunk for the sample. c = s.cutNewHeadChunk(t, e, chunkDiskMapper) chunkCreated = true } // Out of order sample. if c.maxTime >= t { return c, false, chunkCreated } if c.chunk.Encoding() != e { // The chunk encoding expected by this append is different than the head chunk's // encoding. So we cut a new chunk with the expected encoding. c = s.cutNewHeadChunk(t, e, chunkDiskMapper) chunkCreated = true } numSamples := c.chunk.NumSamples() if numSamples == 0 { // It could be the new chunk created after reading the chunk snapshot, // hence we fix the minTime of the chunk here. c.minTime = t s.nextAt = rangeForTimestamp(c.minTime, s.chunkRange) } // If we reach 25% of a chunk's desired sample count, predict an end time // for this chunk that will try to make samples equally distributed within // the remaining chunks in the current chunk range. // At latest it must happen at the timestamp set when the chunk was cut. if numSamples == samplesPerChunk/4 { s.nextAt = computeChunkEndTime(c.minTime, c.maxTime, s.nextAt) } if t >= s.nextAt { c = s.cutNewHeadChunk(t, e, chunkDiskMapper) chunkCreated = true } return c, true, chunkCreated } // computeChunkEndTime estimates the end timestamp based the beginning of a // chunk, its current timestamp and the upper bound up to which we insert data. // It assumes that the time range is 1/4 full. // Assuming that the samples will keep arriving at the same rate, it will make the // remaining n chunks within this chunk range (before max) equally sized. func computeChunkEndTime(start, cur, max int64) int64 { n := (max - start) / ((cur - start + 1) * 4) if n <= 1 { return max } return start + (max-start)/n } func (s *memSeries) cutNewHeadChunk(mint int64, e chunkenc.Encoding, chunkDiskMapper *chunks.ChunkDiskMapper) *memChunk { s.mmapCurrentHeadChunk(chunkDiskMapper) s.headChunk = &memChunk{ minTime: mint, maxTime: math.MinInt64, } if chunkenc.IsValidEncoding(e) { var err error s.headChunk.chunk, err = chunkenc.NewEmptyChunk(e) if err != nil { panic(err) // This should never happen. } } else { s.headChunk.chunk = chunkenc.NewXORChunk() } // Set upper bound on when the next chunk must be started. An earlier timestamp // may be chosen dynamically at a later point. s.nextAt = rangeForTimestamp(mint, s.chunkRange) app, err := s.headChunk.chunk.Appender() if err != nil { panic(err) } s.app = app return s.headChunk } func (s *memSeries) mmapCurrentHeadChunk(chunkDiskMapper *chunks.ChunkDiskMapper) { if s.headChunk == nil || s.headChunk.chunk.NumSamples() == 0 { // There is no head chunk, so nothing to m-map here. return } chunkRef, err := chunkDiskMapper.WriteChunk(s.ref, s.headChunk.minTime, s.headChunk.maxTime, s.headChunk.chunk) if err != nil { if err != chunks.ErrChunkDiskMapperClosed { panic(err) } } s.mmappedChunks = append(s.mmappedChunks, &mmappedChunk{ ref: chunkRef, numSamples: uint16(s.headChunk.chunk.NumSamples()), minTime: s.headChunk.minTime, maxTime: s.headChunk.maxTime, }) } // Rollback removes the samples and exemplars from headAppender and writes any series to WAL. func (a *headAppender) Rollback() (err error) { if a.closed { return ErrAppenderClosed } defer func() { a.closed = true }() defer a.head.metrics.activeAppenders.Dec() defer a.head.iso.closeAppend(a.appendID) defer a.head.putSeriesBuffer(a.sampleSeries) var series *memSeries for i := range a.samples { series = a.sampleSeries[i] series.Lock() series.cleanupAppendIDsBelow(a.cleanupAppendIDsBelow) series.pendingCommit = false series.Unlock() } a.head.putAppendBuffer(a.samples) a.head.putExemplarBuffer(a.exemplars) a.samples = nil a.exemplars = nil // Series are created in the head memory regardless of rollback. Thus we have // to log them to the WAL in any case. return a.log() }