// Copyright 2017 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 ( "fmt" "math/rand" "os" "path/filepath" "sort" "time" "github.com/coreos/etcd/pkg/fileutil" "github.com/go-kit/kit/log" "github.com/oklog/ulid" "github.com/pkg/errors" "github.com/prometheus/client_golang/prometheus" "github.com/prometheus/tsdb/chunks" "github.com/prometheus/tsdb/labels" ) // ExponentialBlockRanges returns the time ranges based on the stepSize func ExponentialBlockRanges(minSize int64, steps, stepSize int) []int64 { ranges := make([]int64, 0, steps) curRange := minSize for i := 0; i < steps; i++ { ranges = append(ranges, curRange) curRange = curRange * int64(stepSize) } return ranges } // Compactor provides compaction against an underlying storage // of time series data. type Compactor interface { // Plan returns a set of non-overlapping directories that can // be compacted concurrently. // Results returned when compactions are in progress are undefined. Plan() ([][]string, error) // Write persists a Block into a directory. Write(b Block) error // Compact runs compaction against the provided directories. Must // only be called concurrently with results of Plan(). Compact(dirs ...string) error } // compactor implements the Compactor interface. type compactor struct { dir string metrics *compactorMetrics logger log.Logger opts *compactorOptions } type compactorMetrics struct { ran prometheus.Counter failed prometheus.Counter duration prometheus.Histogram } func newCompactorMetrics(r prometheus.Registerer) *compactorMetrics { m := &compactorMetrics{} m.ran = prometheus.NewCounter(prometheus.CounterOpts{ Name: "tsdb_compactions_total", Help: "Total number of compactions that were executed for the partition.", }) m.failed = prometheus.NewCounter(prometheus.CounterOpts{ Name: "tsdb_compactions_failed_total", Help: "Total number of compactions that failed for the partition.", }) m.duration = prometheus.NewSummary(prometheus.SummaryOpts{ Name: "tsdb_compaction_duration", Help: "Duration of compaction runs.", }) if r != nil { r.MustRegister( m.ran, m.failed, m.duration, ) } return m } type compactorOptions struct { blockRanges []int64 } func newCompactor(dir string, r prometheus.Registerer, l log.Logger, opts *compactorOptions) *compactor { return &compactor{ dir: dir, opts: opts, logger: l, metrics: newCompactorMetrics(r), } } type compactionInfo struct { seq int generation int mint, maxt int64 } const compactionBlocksLen = 3 type dirMeta struct { dir string meta *BlockMeta } func (c *compactor) Plan() ([][]string, error) { dirs, err := blockDirs(c.dir) if err != nil { return nil, err } var dms []dirMeta for _, dir := range dirs { meta, err := readMetaFile(dir) if err != nil { return nil, err } if meta.Compaction.Generation > 0 { dms = append(dms, dirMeta{dir, meta}) } } sort.Slice(dms, func(i, j int) bool { return dms[i].meta.MinTime < dms[j].meta.MinTime }) if len(dms) <= 1 { return nil, nil } sliceDirs := func(dms []dirMeta) [][]string { if len(dms) == 0 { return nil } var res []string for _, dm := range dms { res = append(res, dm.dir) } return [][]string{res} } planDirs := sliceDirs(c.selectDirs(dms)) if len(dirs) > 1 { return planDirs, nil } // Compact any blocks that have >5% tombstones. for i := len(dms) - 1; i >= 0; i-- { meta := dms[i].meta if meta.MaxTime-meta.MinTime < c.opts.blockRanges[len(c.opts.blockRanges)/2] { break } if meta.Stats.NumSeries/meta.Stats.NumTombstones <= 20 { // 5% return [][]string{{dms[i].dir}}, nil } } return nil, nil } func (c *compactor) selectDirs(ds []dirMeta) []dirMeta { // The way to skip compaction is to not have blockRanges. if len(c.opts.blockRanges) == 1 { return nil } return selectRecurse(ds, c.opts.blockRanges) } func selectRecurse(dms []dirMeta, intervals []int64) []dirMeta { if len(intervals) == 0 { return dms } // Get the blocks by the max interval blocks := splitByRange(dms, intervals[len(intervals)-1]) dirs := []dirMeta{} for i := len(blocks) - 1; i >= 0; i-- { // We need to choose the oldest blocks to compact. If there are a couple of blocks in // the largest interval, we should compact those first. if len(blocks[i]) > 1 { dirs = blocks[i] break } } // If there are too many blocks, see if a smaller interval will catch them. // i.e, if we have 0-20, 60-80, 80-100; all fall under 0-240, but we'd rather compact 60-100 // than all at once. // Again if have 0-1d, 1d-2d, 3-6d we compact 0-1d, 1d-2d to compact it into the 0-3d block instead of compacting all three // This is to honor the boundaries as much as possible. if len(dirs) > 2 { smallerDirs := selectRecurse(dirs, intervals[:len(intervals)-1]) if len(smallerDirs) > 1 { return smallerDirs } } return dirs } // splitByRange splits the directories by the time range. // for example if we have blocks 0-10, 10-20, 50-60, 90-100 and want to split them into 30 interval ranges // splitByRange returns [0-10, 10-20], [50-60], [90-100]. func splitByRange(ds []dirMeta, tr int64) [][]dirMeta { var splitDirs [][]dirMeta for i := 0; i < len(ds); { var group []dirMeta var t0 int64 m := ds[i].meta // Compute start of aligned time range of size tr closest to the current block's start. if m.MinTime >= 0 { t0 = tr * (m.MinTime / tr) } else { t0 = tr * ((m.MinTime - tr + 1) / tr) } // Skip blocks that don't fall into the range. This can happen via mis-alignment or // by being the multiple of the intended range. if ds[i].meta.MinTime < t0 || ds[i].meta.MaxTime > t0+tr { i++ continue } // Add all dirs to the current group that are within [t0, t0+tr]. for ; i < len(ds); i++ { // Either the block falls into the next range or doesn't fit at all (checked above). if ds[i].meta.MinTime < t0 || ds[i].meta.MaxTime > t0+tr { break } group = append(group, ds[i]) } if len(group) > 0 { splitDirs = append(splitDirs, group) } } return splitDirs } func compactBlockMetas(blocks ...BlockMeta) (res BlockMeta) { res.MinTime = blocks[0].MinTime res.MaxTime = blocks[len(blocks)-1].MaxTime sources := map[ulid.ULID]struct{}{} for _, b := range blocks { if b.Compaction.Generation > res.Compaction.Generation { res.Compaction.Generation = b.Compaction.Generation } for _, s := range b.Compaction.Sources { sources[s] = struct{}{} } // If it's an in memory block, its ULID goes into the sources. if b.Compaction.Generation == 0 { sources[b.ULID] = struct{}{} } } res.Compaction.Generation++ for s := range sources { res.Compaction.Sources = append(res.Compaction.Sources, s) } sort.Slice(res.Compaction.Sources, func(i, j int) bool { return res.Compaction.Sources[i].Compare(res.Compaction.Sources[j]) < 0 }) return res } func (c *compactor) Compact(dirs ...string) (err error) { var blocks []Block for _, d := range dirs { b, err := newPersistedBlock(d) if err != nil { return err } defer b.Close() blocks = append(blocks, b) } entropy := rand.New(rand.NewSource(time.Now().UnixNano())) uid := ulid.MustNew(ulid.Now(), entropy) return c.write(uid, blocks...) } func (c *compactor) Write(b Block) error { // Buffering blocks might have been created that often have no data. if b.Meta().Stats.NumSeries == 0 { return errors.Wrap(os.RemoveAll(b.Dir()), "remove empty block") } entropy := rand.New(rand.NewSource(time.Now().UnixNano())) uid := ulid.MustNew(ulid.Now(), entropy) return c.write(uid, b) } // write creates a new block that is the union of the provided blocks into dir. // It cleans up all files of the old blocks after completing successfully. func (c *compactor) write(uid ulid.ULID, blocks ...Block) (err error) { c.logger.Log("msg", "compact blocks", "blocks", fmt.Sprintf("%v", blocks)) defer func(t time.Time) { if err != nil { c.metrics.failed.Inc() } c.metrics.ran.Inc() c.metrics.duration.Observe(time.Since(t).Seconds()) }(time.Now()) dir := filepath.Join(c.dir, uid.String()) tmp := dir + ".tmp" if err = os.RemoveAll(tmp); err != nil { return err } if err = os.MkdirAll(tmp, 0777); err != nil { return err } // Populate chunk and index files into temporary directory with // data of all blocks. chunkw, err := newChunkWriter(chunkDir(tmp)) if err != nil { return errors.Wrap(err, "open chunk writer") } indexw, err := newIndexWriter(tmp) if err != nil { return errors.Wrap(err, "open index writer") } meta, err := populateBlock(blocks, indexw, chunkw) if err != nil { return errors.Wrap(err, "write compaction") } meta.ULID = uid if err = writeMetaFile(tmp, meta); err != nil { return errors.Wrap(err, "write merged meta") } if err = chunkw.Close(); err != nil { return errors.Wrap(err, "close chunk writer") } if err = indexw.Close(); err != nil { return errors.Wrap(err, "close index writer") } // Create an empty tombstones file. if err := writeTombstoneFile(tmp, newEmptyTombstoneReader()); err != nil { return errors.Wrap(err, "write new tombstones file") } // Block successfully written, make visible and remove old ones. if err := renameFile(tmp, dir); err != nil { return errors.Wrap(err, "rename block dir") } for _, b := range blocks { if err := os.RemoveAll(b.Dir()); err != nil { return err } } // Properly sync parent dir to ensure changes are visible. df, err := fileutil.OpenDir(dir) if err != nil { return errors.Wrap(err, "sync block dir") } defer df.Close() if err := fileutil.Fsync(df); err != nil { return errors.Wrap(err, "sync block dir") } return nil } // populateBlock fills the index and chunk writers with new data gathered as the union // of the provided blocks. It returns meta information for the new block. func populateBlock(blocks []Block, indexw IndexWriter, chunkw ChunkWriter) (*BlockMeta, error) { var set compactionSet var metas []BlockMeta for i, b := range blocks { metas = append(metas, b.Meta()) all, err := b.Index().Postings("", "") if err != nil { return nil, err } s := newCompactionSeriesSet(b.Index(), b.Chunks(), b.Tombstones(), all) if i == 0 { set = s continue } set, err = newCompactionMerger(set, s) if err != nil { return nil, err } } // We fully rebuild the postings list index from merged series. var ( postings = &memPostings{m: make(map[term][]uint32, 512)} values = map[string]stringset{} i = uint32(0) meta = compactBlockMetas(metas...) ) for set.Next() { lset, chks, dranges := set.At() // The chunks here are not fully deleted. // Skip the series with all deleted chunks. if len(chks) == 0 { continue } if len(dranges) > 0 { // Re-encode the chunk to not have deleted values. for _, chk := range chks { if intervalOverlap(dranges[0].mint, dranges[len(dranges)-1].maxt, chk.MinTime, chk.MaxTime) { newChunk := chunks.NewXORChunk() app, err := newChunk.Appender() if err != nil { return nil, err } it := &deletedIterator{it: chk.Chunk.Iterator(), intervals: dranges} for it.Next() { ts, v := it.At() app.Append(ts, v) } chk.Chunk = newChunk } } } if err := chunkw.WriteChunks(chks...); err != nil { return nil, err } indexw.AddSeries(i, lset, chks...) meta.Stats.NumChunks += uint64(len(chks)) meta.Stats.NumSeries++ for _, chk := range chks { meta.Stats.NumSamples += uint64(chk.Chunk.NumSamples()) } for _, l := range lset { valset, ok := values[l.Name] if !ok { valset = stringset{} values[l.Name] = valset } valset.set(l.Value) postings.add(i, term{name: l.Name, value: l.Value}) } i++ } if set.Err() != nil { return nil, set.Err() } s := make([]string, 0, 256) for n, v := range values { s = s[:0] for x := range v { s = append(s, x) } if err := indexw.WriteLabelIndex([]string{n}, s); err != nil { return nil, err } } for t := range postings.m { if err := indexw.WritePostings(t.name, t.value, postings.get(t)); err != nil { return nil, err } } // Write a postings list containing all series. all := make([]uint32, i) for i := range all { all[i] = uint32(i) } if err := indexw.WritePostings("", "", newListPostings(all)); err != nil { return nil, err } return &meta, nil } type compactionSet interface { Next() bool At() (labels.Labels, []*ChunkMeta, intervals) Err() error } type compactionSeriesSet struct { p Postings index IndexReader chunks ChunkReader tombstones TombstoneReader l labels.Labels c []*ChunkMeta intervals intervals err error } func newCompactionSeriesSet(i IndexReader, c ChunkReader, t TombstoneReader, p Postings) *compactionSeriesSet { return &compactionSeriesSet{ index: i, chunks: c, tombstones: t, p: p, } } func (c *compactionSeriesSet) Next() bool { if !c.p.Next() { return false } c.intervals = c.tombstones.Get(c.p.At()) c.l, c.c, c.err = c.index.Series(c.p.At()) if c.err != nil { return false } // Remove completely deleted chunks. if len(c.intervals) > 0 { chks := make([]*ChunkMeta, 0, len(c.c)) for _, chk := range c.c { if !(interval{chk.MinTime, chk.MaxTime}.isSubrange(c.intervals)) { chks = append(chks, chk) } } c.c = chks } for _, chk := range c.c { chk.Chunk, c.err = c.chunks.Chunk(chk.Ref) if c.err != nil { return false } } return true } func (c *compactionSeriesSet) Err() error { if c.err != nil { return c.err } return c.p.Err() } func (c *compactionSeriesSet) At() (labels.Labels, []*ChunkMeta, intervals) { return c.l, c.c, c.intervals } type compactionMerger struct { a, b compactionSet aok, bok bool l labels.Labels c []*ChunkMeta intervals intervals } type compactionSeries struct { labels labels.Labels chunks []*ChunkMeta } func newCompactionMerger(a, b compactionSet) (*compactionMerger, error) { c := &compactionMerger{ a: a, b: b, } // Initialize first elements of both sets as Next() needs // one element look-ahead. c.aok = c.a.Next() c.bok = c.b.Next() return c, c.Err() } func (c *compactionMerger) compare() int { if !c.aok { return 1 } if !c.bok { return -1 } a, _, _ := c.a.At() b, _, _ := c.b.At() return labels.Compare(a, b) } func (c *compactionMerger) Next() bool { if !c.aok && !c.bok || c.Err() != nil { return false } d := c.compare() // Both sets contain the current series. Chain them into a single one. if d > 0 { c.l, c.c, c.intervals = c.b.At() c.bok = c.b.Next() } else if d < 0 { c.l, c.c, c.intervals = c.a.At() c.aok = c.a.Next() } else { l, ca, ra := c.a.At() _, cb, rb := c.b.At() for _, r := range rb { ra = ra.add(r) } c.l = l c.c = append(ca, cb...) c.intervals = ra c.aok = c.a.Next() c.bok = c.b.Next() } return true } func (c *compactionMerger) Err() error { if c.a.Err() != nil { return c.a.Err() } return c.b.Err() } func (c *compactionMerger) At() (labels.Labels, []*ChunkMeta, intervals) { return c.l, c.c, c.intervals } func renameFile(from, to string) error { if err := os.RemoveAll(to); err != nil { return err } if err := os.Rename(from, to); err != nil { return err } // Directory was renamed; sync parent dir to persist rename. pdir, err := fileutil.OpenDir(filepath.Dir(to)) if err != nil { return err } defer pdir.Close() if err = fileutil.Fsync(pdir); err != nil { return err } if err = pdir.Close(); err != nil { return err } return nil }