prometheus/db.go

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// Package tsdb implements a time series storage for float64 sample data.
package tsdb
import (
"bytes"
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"fmt"
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"io"
"io/ioutil"
"math"
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"os"
"path/filepath"
"reflect"
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"strconv"
"strings"
"sync"
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"sync/atomic"
"time"
"unsafe"
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"golang.org/x/sync/errgroup"
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"github.com/coreos/etcd/pkg/fileutil"
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"github.com/fabxc/tsdb/labels"
"github.com/go-kit/kit/log"
"github.com/nightlyone/lockfile"
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"github.com/pkg/errors"
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"github.com/prometheus/client_golang/prometheus"
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)
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// DefaultOptions used for the DB. They are sane for setups using
// millisecond precision timestampdb.
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var DefaultOptions = &Options{
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WALFlushInterval: 5 * time.Second,
RetentionDuration: 15 * 24 * 60 * 60 * 1000, // 15 days in milliseconds
MinBlockDuration: 3 * 60 * 60 * 1000, // 2 hours in milliseconds
MaxBlockDuration: 24 * 60 * 60 * 1000, // 1 days in milliseconds
AppendableBlocks: 2,
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}
// Options of the DB storage.
type Options struct {
// The interval at which the write ahead log is flushed to disc.
WALFlushInterval time.Duration
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// Duration of persisted data to keep.
RetentionDuration uint64
// The timestamp range of head blocks after which they get persisted.
// It's the minimum duration of any persisted block.
MinBlockDuration uint64
// The maximum timestamp range of compacted blocks.
MaxBlockDuration uint64
// Number of head blocks that can be appended to.
// Should be two or higher to prevent write errors in general scenarios.
//
// After a new block is started for timestamp t0 or higher, appends with
// timestamps as early as t0 - (n-1) * MinBlockDuration are valid.
AppendableBlocks int
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}
// Appender allows appending a batch of data. It must be completed with a
// call to Commit or Rollback and must not be reused afterwards.
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.
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
}
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const sep = '\xff'
// DB handles reads and writes of time series falling into
// a hashed partition of a seriedb.
type DB struct {
dir string
lockf lockfile.Lockfile
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logger log.Logger
metrics *dbMetrics
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opts *Options
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mtx sync.RWMutex
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persisted []*persistedBlock
heads []*headBlock
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seqBlocks map[int]Block
headGen uint8
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compactor Compactor
compactc chan struct{}
donec chan struct{}
stopc chan struct{}
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}
type dbMetrics struct {
samplesAppended prometheus.Counter
compactionsTriggered prometheus.Counter
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}
func newDBMetrics(r prometheus.Registerer) *dbMetrics {
m := &dbMetrics{}
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m.samplesAppended = prometheus.NewCounter(prometheus.CounterOpts{
Name: "tsdb_samples_appended_total",
Help: "Total number of appended sampledb.",
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})
m.compactionsTriggered = prometheus.NewCounter(prometheus.CounterOpts{
Name: "tsdb_compactions_triggered_total",
Help: "Total number of triggered compactions for the partition.",
})
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if r != nil {
r.MustRegister(
m.samplesAppended,
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m.compactionsTriggered,
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)
}
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
}
absdir, err := filepath.Abs(dir)
if err != nil {
return nil, err
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}
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)
}
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if l == nil {
l = log.NewLogfmtLogger(os.Stdout)
l = log.NewContext(l).With("ts", log.DefaultTimestampUTC, "caller", log.DefaultCaller)
}
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if opts == nil {
opts = DefaultOptions
}
if opts.AppendableBlocks < 1 {
return nil, errors.Errorf("AppendableBlocks must be greater than 0")
}
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db = &DB{
dir: dir,
lockf: lockf,
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logger: l,
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metrics: newDBMetrics(r),
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opts: opts,
compactc: make(chan struct{}, 1),
donec: make(chan struct{}),
stopc: make(chan struct{}),
}
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db.compactor = newCompactor(dir, r, &compactorOptions{
maxBlockRange: opts.MaxBlockDuration,
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})
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if err := db.reloadBlocks(); err != nil {
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return nil, err
}
go db.run()
return db, nil
}
func (db *DB) run() {
defer close(db.donec)
tick := time.NewTicker(30 * time.Second)
defer tick.Stop()
for {
select {
case <-tick.C:
select {
case db.compactc <- struct{}{}:
default:
}
case <-db.compactc:
db.metrics.compactionsTriggered.Inc()
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if err := db.compact(); err != nil {
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db.logger.Log("msg", "compaction failed", "err", err)
}
case <-db.stopc:
return
}
}
}
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func (db *DB) compact() error {
changes := false
// Check whether we have pending head blocks that are ready to be persisted.
// They have the highest priority.
db.mtx.RLock()
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if len(db.heads) > db.opts.AppendableBlocks {
for _, h := range db.heads[:len(db.heads)-db.opts.AppendableBlocks] {
// Blocks that won't be appendable when instantiating a new appender
// might still have active appenders on them.
// Abort at the first one we encounter.
if atomic.LoadUint64(&h.activeWriters) > 0 {
break
}
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db.logger.Log("msg", "write head", "seq", h.Meta().Sequence)
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select {
case <-db.stopc:
return nil
default:
}
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if err := db.compactor.Write(h.Dir(), h); err != nil {
db.mtx.RUnlock()
return errors.Wrap(err, "persist head block")
}
changes = true
}
}
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db.mtx.RUnlock()
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// Check for compactions of multiple blocks.
for {
plans, err := db.compactor.Plan()
if err != nil {
return errors.Wrap(err, "plan compaction")
}
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select {
case <-db.stopc:
return nil
default:
}
// We just execute compactions sequentially to not cause too extreme
// CPU and memory spikes.
// TODO(fabxc): return more descriptive plans in the future that allow
// estimation of resource usage and conditional parallelization?
for _, p := range plans {
db.logger.Log("msg", "compact blocks", "seq", fmt.Sprintf("%v", p))
if err := db.compactor.Compact(p...); err != nil {
return errors.Wrapf(err, "compact", p)
}
changes = true
}
// If we didn't compact anything, there's nothing left to do.
if len(plans) == 0 {
break
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}
}
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if changes {
return errors.Wrap(db.reloadBlocks(), "reload blocks")
}
return nil
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}
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// func (db *DB) retentionCutoff() error {
// if db.opts.RetentionDuration == 0 {
// return nil
// }
// h := db.heads[len(db.heads)-1]
// t := h.meta.MinTime - int64(db.opts.RetentionDuration)
// var (
// blocks = db.blocks()
// i int
// b Block
// )
// for i, b = range blocks {
// if b.Meta().MinTime >= t {
// break
// }
// }
// if i <= 1 {
// return nil
// }
// db.logger.Log("msg", "retention cutoff", "idx", i-1)
// db.removeBlocks(0, i)
// for _, b := range blocks[:i] {
// if err := os.RemoveAll(b.Dir()); err != nil {
// return errors.Wrap(err, "removing old block")
// }
// }
// return nil
// }
func (db *DB) reloadBlocks() error {
db.mtx.Lock()
defer db.mtx.Unlock()
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dirs, err := blockDirs(db.dir)
if err != nil {
return errors.Wrap(err, "find blocks")
}
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var (
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metas []*BlockMeta
persisted []*persistedBlock
heads []*headBlock
seqBlocks = make(map[int]Block, len(dirs))
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)
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for _, dir := range dirs {
meta, err := readMetaFile(dir)
if err != nil {
return errors.Wrapf(err, "read meta information %s", dir)
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}
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metas = append(metas, meta)
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}
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for i, meta := range metas {
b, ok := db.seqBlocks[meta.Sequence]
if !ok {
return errors.Errorf("missing block for sequence %d", meta.Sequence)
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}
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if meta.Compaction.Generation == 0 {
if meta.ULID != b.Meta().ULID {
return errors.Errorf("head block ULID changed unexpectedly")
}
heads = append(heads, b.(*headBlock))
} else {
if meta.ULID != b.Meta().ULID {
if err := b.Close(); err != nil {
return err
}
b, err = newPersistedBlock(dirs[i])
if err != nil {
return errors.Wrapf(err, "open persisted block %s", dirs[i])
}
}
persisted = append(persisted, b.(*persistedBlock))
}
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seqBlocks[meta.Sequence] = b
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}
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for seq, b := range db.seqBlocks {
if _, ok := seqBlocks[seq]; !ok {
if err := b.Close(); err != nil {
return err
}
}
}
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db.seqBlocks = seqBlocks
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db.persisted = persisted
db.heads = heads
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return nil
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}
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// Close the partition.
func (db *DB) Close() error {
close(db.stopc)
<-db.donec
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var merr MultiError
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db.mtx.Lock()
defer db.mtx.Unlock()
for _, pb := range db.persisted {
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merr.Add(pb.Close())
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}
for _, hb := range db.heads {
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merr.Add(hb.Close())
}
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merr.Add(db.lockf.Unlock())
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return merr.Err()
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}
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// Appender returns a new Appender on the database.
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func (db *DB) Appender() Appender {
db.mtx.RLock()
a := &dbAppender{db: db}
for _, b := range db.appendable() {
a.heads = append(a.heads, b.Appender().(*headAppender))
}
return a
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}
type dbAppender struct {
db *DB
heads []*headAppender
samples int
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}
func (a *dbAppender) Add(lset labels.Labels, t int64, v float64) (uint64, error) {
h, err := a.appenderFor(t)
if err != nil {
return 0, err
}
ref, err := h.Add(lset, t, v)
if err != nil {
return 0, err
}
a.samples++
return ref | (uint64(h.generation) << 40), nil
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}
func (a *dbAppender) hashedAdd(hash uint64, lset labels.Labels, t int64, v float64) (uint64, error) {
h, err := a.appenderFor(t)
if err != nil {
return 0, err
}
ref, err := h.hashedAdd(hash, lset, t, v)
if err != nil {
return 0, err
}
a.samples++
return ref | (uint64(h.generation) << 40), nil
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}
func (a *dbAppender) AddFast(ref uint64, t int64, v float64) error {
// We store the head generation in the 4th byte and use it to reject
// stale references.
gen := uint8((ref << 16) >> 56)
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h, err := a.appenderFor(t)
if err != nil {
return err
}
// If the reference pointed into a previous block, we cannot
// use it to append the sample.
if h.generation != gen {
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return ErrNotFound
}
if err := h.AddFast(ref, t, v); err != nil {
return err
}
a.samples++
return nil
}
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// appenderFor gets the appender for the head containing timestamp t.
// If the head block doesn't exist yet, it gets created.
func (a *dbAppender) appenderFor(t int64) (*headAppender, error) {
// If there's no fitting head block for t, ensure it gets created.
if len(a.heads) == 0 || t >= a.heads[len(a.heads)-1].meta.MaxTime {
a.db.mtx.RUnlock()
if err := a.db.ensureHead(t); err != nil {
a.db.mtx.RLock()
return nil, err
}
a.db.mtx.RLock()
if len(a.heads) == 0 {
for _, b := range a.db.appendable() {
a.heads = append(a.heads, b.Appender().(*headAppender))
}
} else {
maxSeq := a.heads[len(a.heads)-1].meta.Sequence
for _, b := range a.db.appendable() {
if b.meta.Sequence > maxSeq {
a.heads = append(a.heads, b.Appender().(*headAppender))
}
}
}
}
for i := len(a.heads) - 1; i >= 0; i-- {
if h := a.heads[i]; t >= h.meta.MinTime {
return h, nil
}
}
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return nil, ErrNotFound
}
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func (db *DB) ensureHead(t int64) error {
db.mtx.Lock()
defer db.mtx.Unlock()
// Initial case for a new database: we must create the first
// AppendableBlocks-1 front padding heads.
if len(db.heads) == 0 {
for i := int64(db.opts.AppendableBlocks - 1); i >= 0; i-- {
if _, err := db.cut(t - i*int64(db.opts.MinBlockDuration)); err != nil {
return err
}
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}
}
for {
h := db.heads[len(db.heads)-1]
// If t doesn't exceed the range of heads blocks, there's nothing to do.
if t < h.meta.MaxTime {
return nil
}
if _, err := db.cut(h.meta.MaxTime); err != nil {
return err
}
}
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}
func (a *dbAppender) Commit() error {
var merr MultiError
for _, h := range a.heads {
merr.Add(h.Commit())
}
a.db.mtx.RUnlock()
if merr.Err() == nil {
a.db.metrics.samplesAppended.Add(float64(a.samples))
}
return merr.Err()
}
func (a *dbAppender) Rollback() error {
var merr MultiError
for _, h := range a.heads {
merr.Add(h.Rollback())
}
a.db.mtx.RUnlock()
return merr.Err()
}
func (db *DB) appendable() []*headBlock {
if len(db.heads) <= db.opts.AppendableBlocks {
return db.heads
}
return db.heads[len(db.heads)-db.opts.AppendableBlocks:]
}
func (db *DB) compactable() []Block {
db.mtx.RLock()
defer db.mtx.RUnlock()
var blocks []Block
for _, pb := range db.persisted {
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blocks = append(blocks, pb)
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}
if len(db.heads) <= db.opts.AppendableBlocks {
return blocks
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}
for _, h := range db.heads[:len(db.heads)-db.opts.AppendableBlocks] {
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// Blocks that won't be appendable when instantiating a new appender
// might still have active appenders on them.
// Abort at the first one we encounter.
if atomic.LoadUint64(&h.activeWriters) > 0 {
break
}
blocks = append(blocks, h)
}
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return blocks
}
func intervalOverlap(amin, amax, bmin, bmax int64) bool {
if bmin >= amin && bmin <= amax {
return true
}
if amin >= bmin && amin <= bmax {
return true
}
return false
}
func intervalContains(min, max, t int64) bool {
return t >= min && t <= max
}
// blocksForInterval returns all blocks within the partition that may contain
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// data for the given time range.
func (db *DB) blocksForInterval(mint, maxt int64) []Block {
var bs []Block
for _, b := range db.persisted {
m := b.Meta()
if intervalOverlap(mint, maxt, m.MinTime, m.MaxTime) {
bs = append(bs, b)
}
}
for _, b := range db.heads {
m := b.Meta()
if intervalOverlap(mint, maxt, m.MinTime, m.MaxTime) {
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bs = append(bs, b)
}
}
return bs
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}
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// cut starts a new head block to append to. The completed head block
// will still be appendable for the configured grace period.
func (db *DB) cut(mint int64) (*headBlock, error) {
maxt := mint + int64(db.opts.MinBlockDuration)
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dir, seq, err := nextSequenceFile(db.dir, "b-")
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if err != nil {
return nil, err
}
newHead, err := createHeadBlock(dir, seq, db.logger, mint, maxt)
if err != nil {
return nil, err
}
db.heads = append(db.heads, newHead)
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db.seqBlocks[seq] = newHead
db.headGen++
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newHead.generation = db.headGen
select {
case db.compactc <- struct{}{}:
default:
}
return newHead, nil
}
func isBlockDir(fi os.FileInfo) bool {
if !fi.IsDir() {
return false
}
if !strings.HasPrefix(fi.Name(), "b-") {
return false
}
if _, err := strconv.ParseUint(fi.Name()[2:], 10, 32); err != nil {
return false
}
return true
}
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
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}
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func sequenceFiles(dir, prefix string) ([]string, error) {
files, err := ioutil.ReadDir(dir)
if err != nil {
return nil, err
}
var res []string
for _, fi := range files {
if isSequenceFile(fi, prefix) {
res = append(res, filepath.Join(dir, fi.Name()))
}
}
return res, nil
}
func isSequenceFile(fi os.FileInfo, prefix string) bool {
if !strings.HasPrefix(fi.Name(), prefix) {
return false
}
if _, err := strconv.ParseUint(fi.Name()[len(prefix):], 10, 32); err != nil {
return false
}
return true
}
func nextSequenceFile(dir, prefix string) (string, int, error) {
names, err := fileutil.ReadDir(dir)
if err != nil {
return "", 0, err
}
i := uint64(0)
for _, n := range names {
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if !strings.HasPrefix(n, prefix) {
continue
}
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j, err := strconv.ParseUint(n[len(prefix):], 10, 32)
if err != nil {
continue
}
i = j
}
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return filepath.Join(dir, fmt.Sprintf("%s%0.6d", prefix, i+1)), int(i + 1), nil
}
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// PartitionedDB is a time series storage.
type PartitionedDB struct {
logger log.Logger
dir string
partitionPow uint
Partitions []*DB
}
func isPowTwo(x int) bool {
return x > 0 && (x&(x-1)) == 0
}
// OpenPartitioned or create a new DB.
func OpenPartitioned(dir string, n int, l log.Logger, r prometheus.Registerer, opts *Options) (*PartitionedDB, error) {
if !isPowTwo(n) {
return nil, errors.Errorf("%d is not a power of two", n)
}
if opts == nil {
opts = DefaultOptions
}
if l == nil {
l = log.NewLogfmtLogger(os.Stdout)
l = log.NewContext(l).With("ts", log.DefaultTimestampUTC, "caller", log.DefaultCaller)
}
if err := os.MkdirAll(dir, 0777); err != nil {
return nil, err
}
c := &PartitionedDB{
logger: l,
dir: dir,
partitionPow: uint(math.Log2(float64(n))),
}
// Initialize vertical partitiondb.
// TODO(fabxc): validate partition number to be power of 2, which is required
// for the bitshift-modulo when finding the right partition.
for i := 0; i < n; i++ {
l := log.NewContext(l).With("partition", i)
d := partitionDir(dir, i)
s, err := Open(d, l, r, opts)
if err != nil {
return nil, fmt.Errorf("initializing partition %q failed: %s", d, err)
}
c.Partitions = append(c.Partitions, s)
}
return c, nil
}
func partitionDir(base string, i int) string {
return filepath.Join(base, fmt.Sprintf("p-%0.4d", i))
}
// Close the database.
func (db *PartitionedDB) Close() error {
var g errgroup.Group
for _, partition := range db.Partitions {
g.Go(partition.Close)
}
return g.Wait()
}
// Appender returns a new appender against the database.
func (db *PartitionedDB) Appender() Appender {
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app := &partitionedAppender{db: db}
for _, p := range db.Partitions {
app.partitions = append(app.partitions, p.Appender().(*dbAppender))
}
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return app
}
type partitionedAppender struct {
db *PartitionedDB
partitions []*dbAppender
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}
func (a *partitionedAppender) Add(lset labels.Labels, t int64, v float64) (uint64, error) {
h := lset.Hash()
p := h >> (64 - a.db.partitionPow)
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ref, err := a.partitions[p].hashedAdd(h, lset, t, v)
if err != nil {
return 0, err
}
return ref | (p << 48), nil
}
func (a *partitionedAppender) AddFast(ref uint64, t int64, v float64) error {
p := uint8((ref << 8) >> 56)
return a.partitions[p].AddFast(ref, t, v)
}
func (a *partitionedAppender) Commit() error {
var merr MultiError
for _, p := range a.partitions {
merr.Add(p.Commit())
}
return merr.Err()
}
func (a *partitionedAppender) Rollback() error {
var merr MultiError
for _, p := range a.partitions {
merr.Add(p.Rollback())
}
return merr.Err()
}
// 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))
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}
for i, err := range es {
if i != 0 {
buf.WriteString("; ")
}
buf.WriteString(err.Error())
}
return buf.String()
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}
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// 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)
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}
}
// Err returns the error list as an error or nil if it is empty.
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func (es MultiError) Err() error {
if len(es) == 0 {
return nil
}
return es
}
func yoloString(b []byte) string {
sh := (*reflect.SliceHeader)(unsafe.Pointer(&b))
h := reflect.StringHeader{
Data: sh.Data,
Len: sh.Len,
}
return *((*string)(unsafe.Pointer(&h)))
}
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func closeAll(cs ...io.Closer) error {
var merr MultiError
for _, c := range cs {
merr.Add(c.Close())
}
return merr.Err()
}