The Prometheus monitoring system and time series database.
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// 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 implements a time series storage for float64 sample data.
package tsdb
import (
"bytes"
"fmt"
"io"
"io/ioutil"
"os"
"path/filepath"
"runtime"
"sort"
"strconv"
"sync"
"time"
"unsafe"
"golang.org/x/sync/errgroup"
"github.com/go-kit/kit/log"
"github.com/go-kit/kit/log/level"
"github.com/nightlyone/lockfile"
"github.com/oklog/ulid"
"github.com/pkg/errors"
"github.com/prometheus/client_golang/prometheus"
"github.com/prometheus/tsdb/chunks"
"github.com/prometheus/tsdb/fileutil"
"github.com/prometheus/tsdb/labels"
)
// DefaultOptions used for the DB. They are sane for setups using
// millisecond precision timestampdb.
var DefaultOptions = &Options{
WALFlushInterval: 5 * time.Second,
RetentionDuration: 15 * 24 * 60 * 60 * 1000, // 15 days in milliseconds
BlockRanges: ExponentialBlockRanges(int64(2*time.Hour)/1e6, 3, 5),
NoLockfile: false,
}
// Options of the DB storage.
type Options struct {
// The interval at which the write ahead log is flushed to disk.
WALFlushInterval time.Duration
// Duration of persisted data to keep.
RetentionDuration uint64
// The sizes of the Blocks.
BlockRanges []int64
// NoLockfile disables creation and consideration of a lock file.
NoLockfile bool
}
// Appender allows appending a batch of data. It must be completed with a
// call to Commit or Rollback and must not be reused afterwards.
//
// Operations on the Appender interface are not goroutine-safe.
type Appender interface {
// Add adds a sample pair for the given series. A reference number is
// returned which can be used to add further samples in the same or later
// transactions.
// Returned reference numbers are ephemeral and may be rejected in calls
// to AddFast() at any point. Adding the sample via Add() returns a new
// reference number.
// If the reference is the empty string it must not be used for caching.
Add(l labels.Labels, t int64, v float64) (uint64, error)
// Add adds a sample pair for the referenced series. It is generally faster
// than adding a sample by providing its full label set.
AddFast(ref uint64, t int64, v float64) error
// Commit submits the collected samples and purges the batch.
Commit() error
// Rollback rolls back all modifications made in the appender so far.
Rollback() error
}
// DB handles reads and writes of time series falling into
// a hashed partition of a seriedb.
type DB struct {
dir string
lockf *lockfile.Lockfile
logger log.Logger
metrics *dbMetrics
opts *Options
chunkPool chunks.Pool
compactor Compactor
// Mutex for that must be held when modifying the general block layout.
mtx sync.RWMutex
blocks []*Block
head *Head
compactc chan struct{}
donec chan struct{}
stopc chan struct{}
// cmtx is used to control compactions and deletions.
cmtx sync.Mutex
compactionsEnabled bool
}
type dbMetrics struct {
loadedBlocks prometheus.GaugeFunc
reloads prometheus.Counter
reloadsFailed prometheus.Counter
compactionsTriggered prometheus.Counter
tombCleanTimer prometheus.Histogram
}
func newDBMetrics(db *DB, r prometheus.Registerer) *dbMetrics {
m := &dbMetrics{}
m.loadedBlocks = prometheus.NewGaugeFunc(prometheus.GaugeOpts{
Name: "prometheus_tsdb_blocks_loaded",
Help: "Number of currently loaded data blocks",
}, func() float64 {
db.mtx.RLock()
defer db.mtx.RUnlock()
return float64(len(db.blocks))
})
m.reloads = prometheus.NewCounter(prometheus.CounterOpts{
Name: "prometheus_tsdb_reloads_total",
Help: "Number of times the database reloaded block data from disk.",
})
m.reloadsFailed = prometheus.NewCounter(prometheus.CounterOpts{
Name: "prometheus_tsdb_reloads_failures_total",
Help: "Number of times the database failed to reload block data from disk.",
})
m.compactionsTriggered = prometheus.NewCounter(prometheus.CounterOpts{
Name: "prometheus_tsdb_compactions_triggered_total",
Help: "Total number of triggered compactions for the partition.",
})
m.tombCleanTimer = prometheus.NewHistogram(prometheus.HistogramOpts{
Name: "prometheus_tsdb_tombstone_cleanup_seconds",
Help: "The time taken to recompact blocks to remove tombstones.",
})
if r != nil {
r.MustRegister(
m.loadedBlocks,
m.reloads,
m.reloadsFailed,
m.compactionsTriggered,
m.tombCleanTimer,
)
}
return m
}
// Open returns a new DB in the given directory.
func Open(dir string, l log.Logger, r prometheus.Registerer, opts *Options) (db *DB, err error) {
if err := os.MkdirAll(dir, 0777); err != nil {
return nil, err
}
if l == nil {
l = log.NewNopLogger()
}
if opts == nil {
opts = DefaultOptions
}
db = &DB{
dir: dir,
logger: l,
opts: opts,
compactc: make(chan struct{}, 1),
donec: make(chan struct{}),
stopc: make(chan struct{}),
compactionsEnabled: true,
chunkPool: chunks.NewPool(),
}
db.metrics = newDBMetrics(db, r)
if !opts.NoLockfile {
absdir, err := filepath.Abs(dir)
if err != nil {
return nil, err
}
lockf, err := lockfile.New(filepath.Join(absdir, "lock"))
if err != nil {
return nil, err
}
if err := lockf.TryLock(); err != nil {
return nil, errors.Wrapf(err, "open DB in %s", dir)
}
db.lockf = &lockf
}
db.compactor, err = NewLeveledCompactor(r, l, opts.BlockRanges, db.chunkPool)
if err != nil {
return nil, errors.Wrap(err, "create leveled compactor")
}
wal, err := OpenSegmentWAL(filepath.Join(dir, "wal"), l, opts.WALFlushInterval, r)
if err != nil {
return nil, err
}
db.head, err = NewHead(r, l, wal, opts.BlockRanges[0])
if err != nil {
return nil, err
}
if err := db.reload(); err != nil {
return nil, err
}
if err := db.head.ReadWAL(); err != nil {
return nil, errors.Wrap(err, "read WAL")
}
go db.run()
return db, nil
}
// Dir returns the directory of the database.
func (db *DB) Dir() string {
return db.dir
}
func (db *DB) run() {
defer close(db.donec)
backoff := time.Duration(0)
for {
select {
case <-db.stopc:
return
case <-time.After(backoff):
}
select {
case <-time.After(1 * time.Minute):
select {
case db.compactc <- struct{}{}:
default:
}
case <-db.compactc:
db.metrics.compactionsTriggered.Inc()
_, err1 := db.retentionCutoff()
if err1 != nil {
level.Error(db.logger).Log("msg", "retention cutoff failed", "err", err1)
}
_, err2 := db.compact()
if err2 != nil {
level.Error(db.logger).Log("msg", "compaction failed", "err", err2)
}
if err1 != nil || err2 != nil {
backoff = exponential(backoff, 1*time.Second, 1*time.Minute)
} else {
backoff = 0
}
case <-db.stopc:
return
}
}
}
func (db *DB) retentionCutoff() (bool, error) {
if db.opts.RetentionDuration == 0 {
return false, nil
}
db.mtx.RLock()
blocks := db.blocks[:]
db.mtx.RUnlock()
if len(blocks) == 0 {
return false, nil
}
last := blocks[len(db.blocks)-1]
mint := last.Meta().MaxTime - int64(db.opts.RetentionDuration)
dirs, err := retentionCutoffDirs(db.dir, mint)
if err != nil {
return false, err
}
// This will close the dirs and then delete the dirs.
return len(dirs) > 0, db.reload(dirs...)
}
// Appender opens a new appender against the database.
func (db *DB) Appender() Appender {
return dbAppender{db: db, Appender: db.head.Appender()}
}
// dbAppender wraps the DB's head appender and triggers compactions on commit
// if necessary.
type dbAppender struct {
Appender
db *DB
}
func (a dbAppender) Commit() error {
err := a.Appender.Commit()
// We could just run this check every few minutes practically. But for benchmarks
// and high frequency use cases this is the safer way.
if a.db.head.MaxTime()-a.db.head.MinTime() > a.db.head.chunkRange/2*3 {
select {
case a.db.compactc <- struct{}{}:
default:
}
}
return err
}
func (db *DB) compact() (changes bool, err error) {
db.cmtx.Lock()
defer db.cmtx.Unlock()
if !db.compactionsEnabled {
return false, nil
}
// Check whether we have pending head blocks that are ready to be persisted.
// They have the highest priority.
for {
select {
case <-db.stopc:
return changes, nil
default:
}
// The head has a compactable range if 1.5 level 0 ranges are between the oldest
// and newest timestamp. The 0.5 acts as a buffer of the appendable window.
if db.head.MaxTime()-db.head.MinTime() <= db.opts.BlockRanges[0]/2*3 {
break
}
mint, maxt := rangeForTimestamp(db.head.MinTime(), db.opts.BlockRanges[0])
// Wrap head into a range that bounds all reads to it.
head := &rangeHead{
head: db.head,
mint: mint,
maxt: maxt,
}
if _, err = db.compactor.Write(db.dir, head, mint, maxt); err != nil {
return changes, errors.Wrap(err, "persist head block")
}
changes = true
runtime.GC()
if err := db.reload(); err != nil {
return changes, errors.Wrap(err, "reload blocks")
}
runtime.GC()
}
// Check for compactions of multiple blocks.
for {
plan, err := db.compactor.Plan(db.dir)
if err != nil {
return changes, errors.Wrap(err, "plan compaction")
}
if len(plan) == 0 {
break
}
select {
case <-db.stopc:
return changes, nil
default:
}
if err := db.compactor.Compact(db.dir, plan...); err != nil {
return changes, errors.Wrapf(err, "compact %s", plan)
}
changes = true
runtime.GC()
if err := db.reload(plan...); err != nil {
return changes, errors.Wrap(err, "reload blocks")
}
runtime.GC()
}
return changes, nil
}
// retentionCutoffDirs returns all directories of blocks in dir that are strictly
// before mint.
func retentionCutoffDirs(dir string, mint int64) ([]string, error) {
df, err := fileutil.OpenDir(dir)
if err != nil {
return nil, errors.Wrapf(err, "open directory")
}
defer df.Close()
dirs, err := blockDirs(dir)
if err != nil {
return nil, errors.Wrapf(err, "list block dirs %s", dir)
}
delDirs := []string{}
for _, dir := range dirs {
meta, err := readMetaFile(dir)
if err != nil {
return nil, errors.Wrapf(err, "read block meta %s", dir)
}
// The first block we encounter marks that we crossed the boundary
// of deletable blocks.
if meta.MaxTime >= mint {
break
}
delDirs = append(delDirs, dir)
}
return delDirs, nil
}
func (db *DB) getBlock(id ulid.ULID) (*Block, bool) {
for _, b := range db.blocks {
if b.Meta().ULID == id {
return b, true
}
}
return nil, false
}
func stringsContain(set []string, elem string) bool {
for _, e := range set {
if elem == e {
return true
}
}
return false
}
// reload on-disk blocks and trigger head truncation if new blocks appeared. It takes
// a list of block directories which should be deleted during reload.
func (db *DB) reload(deleteable ...string) (err error) {
defer func() {
if err != nil {
db.metrics.reloadsFailed.Inc()
}
db.metrics.reloads.Inc()
}()
dirs, err := blockDirs(db.dir)
if err != nil {
return errors.Wrap(err, "find blocks")
}
var (
blocks []*Block
exist = map[ulid.ULID]struct{}{}
)
for _, dir := range dirs {
meta, err := readMetaFile(dir)
if err != nil {
return errors.Wrapf(err, "read meta information %s", dir)
}
// If the block is pending for deletion, don't add it to the new block set.
if stringsContain(deleteable, dir) {
continue
}
b, ok := db.getBlock(meta.ULID)
if !ok {
b, err = OpenBlock(dir, db.chunkPool)
if err != nil {
return errors.Wrapf(err, "open block %s", dir)
}
}
blocks = append(blocks, b)
exist[meta.ULID] = struct{}{}
}
if err := validateBlockSequence(blocks); err != nil {
return errors.Wrap(err, "invalid block sequence")
}
// Swap in new blocks first for subsequently created readers to be seen.
// Then close previous blocks, which may block for pending readers to complete.
db.mtx.Lock()
oldBlocks := db.blocks
db.blocks = blocks
db.mtx.Unlock()
for _, b := range oldBlocks {
if _, ok := exist[b.Meta().ULID]; ok {
continue
}
if err := b.Close(); err != nil {
level.Warn(db.logger).Log("msg", "closing block failed", "err", err)
}
if err := os.RemoveAll(b.Dir()); err != nil {
level.Warn(db.logger).Log("msg", "deleting block failed", "err", err)
}
}
// Garbage collect data in the head if the most recent persisted block
// covers data of its current time range.
if len(blocks) == 0 {
return nil
}
maxt := blocks[len(blocks)-1].Meta().MaxTime
return errors.Wrap(db.head.Truncate(maxt), "head truncate failed")
}
func validateBlockSequence(bs []*Block) error {
if len(bs) == 0 {
return nil
}
sort.Slice(bs, func(i, j int) bool {
return bs[i].Meta().MinTime < bs[j].Meta().MinTime
})
prev := bs[0]
for _, b := range bs[1:] {
if b.Meta().MinTime < prev.Meta().MaxTime {
return errors.Errorf("block time ranges overlap (%d, %d)", b.Meta().MinTime, prev.Meta().MaxTime)
}
}
return nil
}
func (db *DB) String() string {
return "HEAD"
}
// Blocks returns the databases persisted blocks.
func (db *DB) Blocks() []*Block {
db.mtx.RLock()
defer db.mtx.RUnlock()
return db.blocks
}
// Head returns the databases's head.
func (db *DB) Head() *Head {
return db.head
}
// Close the partition.
func (db *DB) Close() error {
close(db.stopc)
<-db.donec
db.mtx.Lock()
defer db.mtx.Unlock()
var g errgroup.Group
// blocks also contains all head blocks.
for _, pb := range db.blocks {
g.Go(pb.Close)
}
var merr MultiError
merr.Add(g.Wait())
if db.lockf != nil {
merr.Add(db.lockf.Unlock())
}
merr.Add(db.head.Close())
return merr.Err()
}
// DisableCompactions disables compactions.
func (db *DB) DisableCompactions() {
db.cmtx.Lock()
defer db.cmtx.Unlock()
db.compactionsEnabled = false
level.Info(db.logger).Log("msg", "compactions disabled")
}
// EnableCompactions enables compactions.
func (db *DB) EnableCompactions() {
db.cmtx.Lock()
defer db.cmtx.Unlock()
db.compactionsEnabled = true
level.Info(db.logger).Log("msg", "compactions enabled")
}
// Snapshot writes the current data to the directory.
func (db *DB) Snapshot(dir string) error {
if dir == db.dir {
return errors.Errorf("cannot snapshot into base directory")
}
if _, err := ulid.Parse(dir); err == nil {
return errors.Errorf("dir must not be a valid ULID")
}
db.cmtx.Lock()
defer db.cmtx.Unlock()
db.mtx.RLock()
defer db.mtx.RUnlock()
for _, b := range db.blocks {
level.Info(db.logger).Log("msg", "snapshotting block", "block", b)
if err := b.Snapshot(dir); err != nil {
return errors.Wrapf(err, "error snapshotting block: %s", b.Dir())
}
}
_, err := db.compactor.Write(dir, db.head, db.head.MinTime(), db.head.MaxTime())
return errors.Wrap(err, "snapshot head block")
}
// Querier returns a new querier over the data partition for the given time range.
// A goroutine must not handle more than one open Querier.
func (db *DB) Querier(mint, maxt int64) (Querier, error) {
var blocks []BlockReader
db.mtx.RLock()
defer db.mtx.RUnlock()
for _, b := range db.blocks {
m := b.Meta()
if intervalOverlap(mint, maxt, m.MinTime, m.MaxTime) {
blocks = append(blocks, b)
}
}
if maxt >= db.head.MinTime() {
blocks = append(blocks, db.head)
}
sq := &querier{
blocks: make([]Querier, 0, len(blocks)),
}
for _, b := range blocks {
q, err := NewBlockQuerier(b, mint, maxt)
if err == nil {
sq.blocks = append(sq.blocks, q)
continue
}
// If we fail, all previously opened queriers must be closed.
for _, q := range sq.blocks {
q.Close()
}
return nil, errors.Wrapf(err, "open querier for block %s", b)
}
return sq, nil
}
func rangeForTimestamp(t int64, width int64) (mint, maxt int64) {
mint = (t / width) * width
return mint, mint + width
}
// Delete implements deletion of metrics. It only has atomicity guarantees on a per-block basis.
func (db *DB) Delete(mint, maxt int64, ms ...labels.Matcher) error {
db.cmtx.Lock()
defer db.cmtx.Unlock()
var g errgroup.Group
db.mtx.RLock()
defer db.mtx.RUnlock()
for _, b := range db.blocks {
m := b.Meta()
if intervalOverlap(mint, maxt, m.MinTime, m.MaxTime) {
g.Go(func(b *Block) func() error {
return func() error { return b.Delete(mint, maxt, ms...) }
}(b))
}
}
g.Go(func() error {
return db.head.Delete(mint, maxt, ms...)
})
if err := g.Wait(); err != nil {
return err
}
return nil
}
// CleanTombstones re-writes any blocks with tombstones.
func (db *DB) CleanTombstones() error {
db.cmtx.Lock()
defer db.cmtx.Unlock()
start := time.Now()
defer db.metrics.tombCleanTimer.Observe(float64(time.Since(start).Seconds()))
db.mtx.RLock()
blocks := db.blocks[:]
db.mtx.RUnlock()
deleted := []string{}
for _, b := range blocks {
ok, err := b.CleanTombstones(db.Dir(), db.compactor)
if err != nil {
return errors.Wrapf(err, "clean tombstones: %s", b.Dir())
}
if ok {
deleted = append(deleted, b.Dir())
}
}
if len(deleted) == 0 {
return nil
}
return errors.Wrap(db.reload(deleted...), "reload blocks")
}
func intervalOverlap(amin, amax, bmin, bmax int64) bool {
// Checks Overlap: http://stackoverflow.com/questions/3269434/
return amin <= bmax && bmin <= amax
}
func intervalContains(min, max, t int64) bool {
return t >= min && t <= max
}
func isBlockDir(fi os.FileInfo) bool {
if !fi.IsDir() {
return false
}
_, err := ulid.Parse(fi.Name())
return err == nil
}
func blockDirs(dir string) ([]string, error) {
files, err := ioutil.ReadDir(dir)
if err != nil {
return nil, err
}
var dirs []string
for _, fi := range files {
if isBlockDir(fi) {
dirs = append(dirs, filepath.Join(dir, fi.Name()))
}
}
return dirs, nil
}
func sequenceFiles(dir string) ([]string, error) {
files, err := ioutil.ReadDir(dir)
if err != nil {
return nil, err
}
var res []string
for _, fi := range files {
if _, err := strconv.ParseUint(fi.Name(), 10, 64); err != nil {
continue
}
res = append(res, filepath.Join(dir, fi.Name()))
}
return res, nil
}
func nextSequenceFile(dir string) (string, int, error) {
names, err := fileutil.ReadDir(dir)
if err != nil {
return "", 0, err
}
i := uint64(0)
for _, n := range names {
j, err := strconv.ParseUint(n, 10, 64)
if err != nil {
continue
}
i = j
}
return filepath.Join(dir, fmt.Sprintf("%0.6d", i+1)), int(i + 1), nil
}
// The MultiError type implements the error interface, and contains the
// Errors used to construct it.
type MultiError []error
// Returns a concatenated string of the contained errors
func (es MultiError) Error() string {
var buf bytes.Buffer
if len(es) > 1 {
fmt.Fprintf(&buf, "%d errors: ", len(es))
}
for i, err := range es {
if i != 0 {
buf.WriteString("; ")
}
buf.WriteString(err.Error())
}
return buf.String()
}
// Add adds the error to the error list if it is not nil.
func (es *MultiError) Add(err error) {
if err == nil {
return
}
if merr, ok := err.(MultiError); ok {
*es = append(*es, merr...)
} else {
*es = append(*es, err)
}
}
// Err returns the error list as an error or nil if it is empty.
func (es MultiError) Err() error {
if len(es) == 0 {
return nil
}
return es
}
func yoloString(b []byte) string { return *((*string)(unsafe.Pointer(&b))) }
func yoloBytes(s string) []byte { return *((*[]byte)(unsafe.Pointer(&s))) }
func closeAll(cs ...io.Closer) error {
var merr MultiError
for _, c := range cs {
merr.Add(c.Close())
}
return merr.Err()
}
func exponential(d, min, max time.Duration) time.Duration {
d *= 2
if d < min {
d = min
}
if d > max {
d = max
}
return d
}