prometheus/tsdb/db.go

1629 lines
46 KiB
Go

// 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 (
"context"
"fmt"
"io"
"io/ioutil"
"math"
"os"
"path/filepath"
"runtime"
"sort"
"strconv"
"strings"
"sync"
"time"
"github.com/go-kit/kit/log"
"github.com/go-kit/kit/log/level"
"github.com/oklog/ulid"
"github.com/pkg/errors"
"github.com/prometheus/client_golang/prometheus"
"golang.org/x/sync/errgroup"
"github.com/prometheus/prometheus/pkg/labels"
"github.com/prometheus/prometheus/storage"
"github.com/prometheus/prometheus/tsdb/chunkenc"
"github.com/prometheus/prometheus/tsdb/chunks"
tsdb_errors "github.com/prometheus/prometheus/tsdb/errors"
"github.com/prometheus/prometheus/tsdb/fileutil"
_ "github.com/prometheus/prometheus/tsdb/goversion" // Load the package into main to make sure minium Go version is met.
"github.com/prometheus/prometheus/tsdb/wal"
)
const (
// Default duration of a block in milliseconds.
DefaultBlockDuration = int64(2 * time.Hour / time.Millisecond)
// Block dir suffixes to make deletion and creation operations atomic.
// We decided to do suffixes instead of creating meta.json as last (or delete as first) one,
// because in error case you still can recover meta.json from the block content within local TSDB dir.
// TODO(bwplotka): TSDB can end up with various .tmp files (e.g meta.json.tmp, WAL or segment tmp file. Think
// about removing those too on start to save space. Currently only blocks tmp dirs are removed.
tmpForDeletionBlockDirSuffix = ".tmp-for-deletion"
tmpForCreationBlockDirSuffix = ".tmp-for-creation"
)
var (
// ErrNotReady is returned if the underlying storage is not ready yet.
ErrNotReady = errors.New("TSDB not ready")
)
// DefaultOptions used for the DB. They are sane for setups using
// millisecond precision timestamps.
func DefaultOptions() *Options {
return &Options{
WALSegmentSize: wal.DefaultSegmentSize,
RetentionDuration: int64(15 * 24 * time.Hour / time.Millisecond),
MinBlockDuration: DefaultBlockDuration,
MaxBlockDuration: DefaultBlockDuration,
NoLockfile: false,
AllowOverlappingBlocks: false,
WALCompression: false,
StripeSize: DefaultStripeSize,
HeadChunksWriteBufferSize: chunks.DefaultWriteBufferSize,
}
}
// Options of the DB storage.
type Options struct {
// Segments (wal files) max size.
// WALSegmentSize = 0, segment size is default size.
// WALSegmentSize > 0, segment size is WALSegmentSize.
// WALSegmentSize < 0, wal is disabled.
WALSegmentSize int
// Duration of persisted data to keep.
// Unit agnostic as long as unit is consistent with MinBlockDuration and MaxBlockDuration.
// Typically it is in milliseconds.
RetentionDuration int64
// Maximum number of bytes in blocks to be retained.
// 0 or less means disabled.
// NOTE: For proper storage calculations need to consider
// the size of the WAL folder which is not added when calculating
// the current size of the database.
MaxBytes int64
// NoLockfile disables creation and consideration of a lock file.
NoLockfile bool
// Overlapping blocks are allowed if AllowOverlappingBlocks is true.
// This in-turn enables vertical compaction and vertical query merge.
AllowOverlappingBlocks bool
// WALCompression will turn on Snappy compression for records on the WAL.
WALCompression bool
// StripeSize is the size in entries of the series hash map. Reducing the size will save memory but impact performance.
StripeSize int
// The timestamp range of head blocks after which they get persisted.
// It's the minimum duration of any persisted block.
// Unit agnostic as long as unit is consistent with RetentionDuration and MaxBlockDuration.
// Typically it is in milliseconds.
MinBlockDuration int64
// The maximum timestamp range of compacted blocks.
// Unit agnostic as long as unit is consistent with MinBlockDuration and RetentionDuration.
// Typically it is in milliseconds.
MaxBlockDuration int64
// HeadChunksWriteBufferSize configures the write buffer size used by the head chunks mapper.
HeadChunksWriteBufferSize int
// SeriesLifecycleCallback specifies a list of callbacks that will be called during a lifecycle of a series.
// It is always a no-op in Prometheus and mainly meant for external users who import TSDB.
SeriesLifecycleCallback SeriesLifecycleCallback
// BlocksToDelete is a function which returns the blocks which can be deleted.
// It is always the default time and size based retention in Prometheus and
// mainly meant for external users who import TSDB.
BlocksToDelete BlocksToDeleteFunc
}
type BlocksToDeleteFunc func(blocks []*Block) map[ulid.ULID]struct{}
// DB handles reads and writes of time series falling into
// a hashed partition of a seriedb.
type DB struct {
dir string
lockf fileutil.Releaser
logger log.Logger
metrics *dbMetrics
opts *Options
chunkPool chunkenc.Pool
compactor Compactor
blocksToDelete BlocksToDeleteFunc
// 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 ensures that compactions and deletions don't run simultaneously.
cmtx sync.Mutex
// autoCompactMtx ensures that no compaction gets triggered while
// changing the autoCompact var.
autoCompactMtx sync.Mutex
autoCompact bool
// Cancel a running compaction when a shutdown is initiated.
compactCancel context.CancelFunc
}
type dbMetrics struct {
loadedBlocks prometheus.GaugeFunc
symbolTableSize prometheus.GaugeFunc
reloads prometheus.Counter
reloadsFailed prometheus.Counter
compactionsFailed prometheus.Counter
compactionsTriggered prometheus.Counter
compactionsSkipped prometheus.Counter
sizeRetentionCount prometheus.Counter
timeRetentionCount prometheus.Counter
startTime prometheus.GaugeFunc
tombCleanTimer prometheus.Histogram
blocksBytes prometheus.Gauge
maxBytes prometheus.Gauge
}
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.symbolTableSize = prometheus.NewGaugeFunc(prometheus.GaugeOpts{
Name: "prometheus_tsdb_symbol_table_size_bytes",
Help: "Size of symbol table in memory for loaded blocks",
}, func() float64 {
db.mtx.RLock()
blocks := db.blocks[:]
db.mtx.RUnlock()
symTblSize := uint64(0)
for _, b := range blocks {
symTblSize += b.GetSymbolTableSize()
}
return float64(symTblSize)
})
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 reloadBlocks 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.compactionsFailed = prometheus.NewCounter(prometheus.CounterOpts{
Name: "prometheus_tsdb_compactions_failed_total",
Help: "Total number of compactions that failed for the partition.",
})
m.timeRetentionCount = prometheus.NewCounter(prometheus.CounterOpts{
Name: "prometheus_tsdb_time_retentions_total",
Help: "The number of times that blocks were deleted because the maximum time limit was exceeded.",
})
m.compactionsSkipped = prometheus.NewCounter(prometheus.CounterOpts{
Name: "prometheus_tsdb_compactions_skipped_total",
Help: "Total number of skipped compactions due to disabled auto compaction.",
})
m.startTime = prometheus.NewGaugeFunc(prometheus.GaugeOpts{
Name: "prometheus_tsdb_lowest_timestamp",
Help: "Lowest timestamp value stored in the database. The unit is decided by the library consumer.",
}, func() float64 {
db.mtx.RLock()
defer db.mtx.RUnlock()
if len(db.blocks) == 0 {
return float64(db.head.MinTime())
}
return float64(db.blocks[0].meta.MinTime)
})
m.tombCleanTimer = prometheus.NewHistogram(prometheus.HistogramOpts{
Name: "prometheus_tsdb_tombstone_cleanup_seconds",
Help: "The time taken to recompact blocks to remove tombstones.",
})
m.blocksBytes = prometheus.NewGauge(prometheus.GaugeOpts{
Name: "prometheus_tsdb_storage_blocks_bytes",
Help: "The number of bytes that are currently used for local storage by all blocks.",
})
m.maxBytes = prometheus.NewGauge(prometheus.GaugeOpts{
Name: "prometheus_tsdb_retention_limit_bytes",
Help: "Max number of bytes to be retained in the tsdb blocks, configured 0 means disabled",
})
m.sizeRetentionCount = prometheus.NewCounter(prometheus.CounterOpts{
Name: "prometheus_tsdb_size_retentions_total",
Help: "The number of times that blocks were deleted because the maximum number of bytes was exceeded.",
})
if r != nil {
r.MustRegister(
m.loadedBlocks,
m.symbolTableSize,
m.reloads,
m.reloadsFailed,
m.compactionsFailed,
m.compactionsTriggered,
m.compactionsSkipped,
m.sizeRetentionCount,
m.timeRetentionCount,
m.startTime,
m.tombCleanTimer,
m.blocksBytes,
m.maxBytes,
)
}
return m
}
// ErrClosed is returned when the db is closed.
var ErrClosed = errors.New("db already closed")
// DBReadOnly provides APIs for read only operations on a database.
// Current implementation doesn't support concurrency so
// all API calls should happen in the same go routine.
type DBReadOnly struct {
logger log.Logger
dir string
closers []io.Closer
closed chan struct{}
}
// OpenDBReadOnly opens DB in the given directory for read only operations.
func OpenDBReadOnly(dir string, l log.Logger) (*DBReadOnly, error) {
if _, err := os.Stat(dir); err != nil {
return nil, errors.Wrap(err, "opening the db dir")
}
if l == nil {
l = log.NewNopLogger()
}
return &DBReadOnly{
logger: l,
dir: dir,
closed: make(chan struct{}),
}, nil
}
// FlushWAL creates a new block containing all data that's currently in the memory buffer/WAL.
// Samples that are in existing blocks will not be written to the new block.
// Note that if the read only database is running concurrently with a
// writable database then writing the WAL to the database directory can race.
func (db *DBReadOnly) FlushWAL(dir string) (returnErr error) {
blockReaders, err := db.Blocks()
if err != nil {
return errors.Wrap(err, "read blocks")
}
maxBlockTime := int64(math.MinInt64)
if len(blockReaders) > 0 {
maxBlockTime = blockReaders[len(blockReaders)-1].Meta().MaxTime
}
w, err := wal.Open(db.logger, filepath.Join(db.dir, "wal"))
if err != nil {
return err
}
head, err := NewHead(nil, db.logger, w, DefaultBlockDuration, db.dir, nil, chunks.DefaultWriteBufferSize, DefaultStripeSize, nil)
if err != nil {
return err
}
defer func() {
returnErr = tsdb_errors.NewMulti(
returnErr,
errors.Wrap(head.Close(), "closing Head"),
).Err()
}()
// Set the min valid time for the ingested wal samples
// to be no lower than the maxt of the last block.
if err := head.Init(maxBlockTime); err != nil {
return errors.Wrap(err, "read WAL")
}
mint := head.MinTime()
maxt := head.MaxTime()
rh := NewRangeHead(head, mint, maxt)
compactor, err := NewLeveledCompactor(
context.Background(),
nil,
db.logger,
ExponentialBlockRanges(DefaultOptions().MinBlockDuration, 3, 5),
chunkenc.NewPool(),
)
if err != nil {
return errors.Wrap(err, "create leveled compactor")
}
// Add +1 millisecond to block maxt because block intervals are half-open: [b.MinTime, b.MaxTime).
// Because of this block intervals are always +1 than the total samples it includes.
_, err = compactor.Write(dir, rh, mint, maxt+1, nil)
return errors.Wrap(err, "writing WAL")
}
func (db *DBReadOnly) loadDataAsQueryable(maxt int64) (storage.SampleAndChunkQueryable, error) {
select {
case <-db.closed:
return nil, ErrClosed
default:
}
blockReaders, err := db.Blocks()
if err != nil {
return nil, err
}
blocks := make([]*Block, len(blockReaders))
for i, b := range blockReaders {
b, ok := b.(*Block)
if !ok {
return nil, errors.New("unable to convert a read only block to a normal block")
}
blocks[i] = b
}
head, err := NewHead(nil, db.logger, nil, DefaultBlockDuration, db.dir, nil, chunks.DefaultWriteBufferSize, DefaultStripeSize, nil)
if err != nil {
return nil, err
}
maxBlockTime := int64(math.MinInt64)
if len(blocks) > 0 {
maxBlockTime = blocks[len(blocks)-1].Meta().MaxTime
}
// Also add the WAL if the current blocks don't cover the requests time range.
if maxBlockTime <= maxt {
if err := head.Close(); err != nil {
return nil, err
}
w, err := wal.Open(db.logger, filepath.Join(db.dir, "wal"))
if err != nil {
return nil, err
}
head, err = NewHead(nil, db.logger, w, DefaultBlockDuration, db.dir, nil, chunks.DefaultWriteBufferSize, DefaultStripeSize, nil)
if err != nil {
return nil, err
}
// Set the min valid time for the ingested wal samples
// to be no lower than the maxt of the last block.
if err := head.Init(maxBlockTime); err != nil {
return nil, errors.Wrap(err, "read WAL")
}
// Set the wal to nil to disable all wal operations.
// This is mainly to avoid blocking when closing the head.
head.wal = nil
}
db.closers = append(db.closers, head)
return &DB{
dir: db.dir,
logger: db.logger,
blocks: blocks,
head: head,
}, nil
}
// Querier loads the blocks and wal and returns a new querier over the data partition for the given time range.
// Current implementation doesn't support multiple Queriers.
func (db *DBReadOnly) Querier(ctx context.Context, mint, maxt int64) (storage.Querier, error) {
q, err := db.loadDataAsQueryable(maxt)
if err != nil {
return nil, err
}
return q.Querier(ctx, mint, maxt)
}
// ChunkQuerier loads blocks and the wal and returns a new chunk querier over the data partition for the given time range.
// Current implementation doesn't support multiple ChunkQueriers.
func (db *DBReadOnly) ChunkQuerier(ctx context.Context, mint, maxt int64) (storage.ChunkQuerier, error) {
q, err := db.loadDataAsQueryable(maxt)
if err != nil {
return nil, err
}
return q.ChunkQuerier(ctx, mint, maxt)
}
// Blocks returns a slice of block readers for persisted blocks.
func (db *DBReadOnly) Blocks() ([]BlockReader, error) {
select {
case <-db.closed:
return nil, ErrClosed
default:
}
loadable, corrupted, err := openBlocks(db.logger, db.dir, nil, nil)
if err != nil {
return nil, err
}
// Corrupted blocks that have been superseded by a loadable block can be safely ignored.
for _, block := range loadable {
for _, b := range block.Meta().Compaction.Parents {
delete(corrupted, b.ULID)
}
}
if len(corrupted) > 0 {
for _, b := range loadable {
if err := b.Close(); err != nil {
level.Warn(db.logger).Log("msg", "Closing block failed", "err", err, "block", b)
}
}
errs := tsdb_errors.NewMulti()
for ulid, err := range corrupted {
errs.Add(errors.Wrapf(err, "corrupted block %s", ulid.String()))
}
return nil, errs.Err()
}
if len(loadable) == 0 {
return nil, nil
}
sort.Slice(loadable, func(i, j int) bool {
return loadable[i].Meta().MinTime < loadable[j].Meta().MinTime
})
blockMetas := make([]BlockMeta, 0, len(loadable))
for _, b := range loadable {
blockMetas = append(blockMetas, b.Meta())
}
if overlaps := OverlappingBlocks(blockMetas); len(overlaps) > 0 {
level.Warn(db.logger).Log("msg", "Overlapping blocks found during opening", "detail", overlaps.String())
}
// Close all previously open readers and add the new ones to the cache.
for _, closer := range db.closers {
closer.Close()
}
blockClosers := make([]io.Closer, len(loadable))
blockReaders := make([]BlockReader, len(loadable))
for i, b := range loadable {
blockClosers[i] = b
blockReaders[i] = b
}
db.closers = blockClosers
return blockReaders, nil
}
// Close all block readers.
func (db *DBReadOnly) Close() error {
select {
case <-db.closed:
return ErrClosed
default:
}
close(db.closed)
return tsdb_errors.CloseAll(db.closers)
}
// Open returns a new DB in the given directory. If options are empty, DefaultOptions will be used.
func Open(dir string, l log.Logger, r prometheus.Registerer, opts *Options) (db *DB, err error) {
var rngs []int64
opts, rngs = validateOpts(opts, nil)
return open(dir, l, r, opts, rngs)
}
func validateOpts(opts *Options, rngs []int64) (*Options, []int64) {
if opts == nil {
opts = DefaultOptions()
}
if opts.StripeSize <= 0 {
opts.StripeSize = DefaultStripeSize
}
if opts.HeadChunksWriteBufferSize <= 0 {
opts.HeadChunksWriteBufferSize = chunks.DefaultWriteBufferSize
}
if opts.MinBlockDuration <= 0 {
opts.MinBlockDuration = DefaultBlockDuration
}
if opts.MinBlockDuration > opts.MaxBlockDuration {
opts.MaxBlockDuration = opts.MinBlockDuration
}
if len(rngs) == 0 {
// Start with smallest block duration and create exponential buckets until the exceed the
// configured maximum block duration.
rngs = ExponentialBlockRanges(opts.MinBlockDuration, 10, 3)
}
return opts, rngs
}
func open(dir string, l log.Logger, r prometheus.Registerer, opts *Options, rngs []int64) (_ *DB, returnedErr error) {
if err := os.MkdirAll(dir, 0777); err != nil {
return nil, err
}
if l == nil {
l = log.NewNopLogger()
}
for i, v := range rngs {
if v > opts.MaxBlockDuration {
rngs = rngs[:i]
break
}
}
// Fixup bad format written by Prometheus 2.1.
if err := repairBadIndexVersion(l, dir); err != nil {
return nil, errors.Wrap(err, "repair bad index version")
}
walDir := filepath.Join(dir, "wal")
// Migrate old WAL if one exists.
if err := MigrateWAL(l, walDir); err != nil {
return nil, errors.Wrap(err, "migrate WAL")
}
// Remove garbage, tmp blocks.
if err := removeBestEffortTmpDirs(l, dir); err != nil {
return nil, errors.Wrap(err, "remove tmp dirs")
}
db := &DB{
dir: dir,
logger: l,
opts: opts,
compactc: make(chan struct{}, 1),
donec: make(chan struct{}),
stopc: make(chan struct{}),
autoCompact: true,
chunkPool: chunkenc.NewPool(),
blocksToDelete: opts.BlocksToDelete,
}
defer func() {
// Close files if startup fails somewhere.
if returnedErr == nil {
return
}
close(db.donec) // DB is never run if it was an error, so close this channel here.
returnedErr = tsdb_errors.NewMulti(
returnedErr,
errors.Wrap(db.Close(), "close DB after failed startup"),
).Err()
}()
if db.blocksToDelete == nil {
db.blocksToDelete = DefaultBlocksToDelete(db)
}
if !opts.NoLockfile {
absdir, err := filepath.Abs(dir)
if err != nil {
return nil, err
}
lockf, _, err := fileutil.Flock(filepath.Join(absdir, "lock"))
if err != nil {
return nil, errors.Wrap(err, "lock DB directory")
}
db.lockf = lockf
}
var err error
ctx, cancel := context.WithCancel(context.Background())
db.compactor, err = NewLeveledCompactor(ctx, r, l, rngs, db.chunkPool)
if err != nil {
cancel()
return nil, errors.Wrap(err, "create leveled compactor")
}
db.compactCancel = cancel
var wlog *wal.WAL
segmentSize := wal.DefaultSegmentSize
// Wal is enabled.
if opts.WALSegmentSize >= 0 {
// Wal is set to a custom size.
if opts.WALSegmentSize > 0 {
segmentSize = opts.WALSegmentSize
}
wlog, err = wal.NewSize(l, r, walDir, segmentSize, opts.WALCompression)
if err != nil {
return nil, err
}
}
db.head, err = NewHead(r, l, wlog, rngs[0], dir, db.chunkPool, opts.HeadChunksWriteBufferSize, opts.StripeSize, opts.SeriesLifecycleCallback)
if err != nil {
return nil, err
}
// Register metrics after assigning the head block.
db.metrics = newDBMetrics(db, r)
maxBytes := opts.MaxBytes
if maxBytes < 0 {
maxBytes = 0
}
db.metrics.maxBytes.Set(float64(maxBytes))
if err := db.reload(); err != nil {
return nil, err
}
// Set the min valid time for the ingested samples
// to be no lower than the maxt of the last block.
blocks := db.Blocks()
minValidTime := int64(math.MinInt64)
if len(blocks) > 0 {
minValidTime = blocks[len(blocks)-1].Meta().MaxTime
}
if initErr := db.head.Init(minValidTime); initErr != nil {
db.head.metrics.walCorruptionsTotal.Inc()
level.Warn(db.logger).Log("msg", "Encountered WAL read error, attempting repair", "err", initErr)
if err := wlog.Repair(initErr); err != nil {
return nil, errors.Wrap(err, "repair corrupted WAL")
}
}
go db.run()
return db, nil
}
func removeBestEffortTmpDirs(l log.Logger, dir string) error {
files, err := ioutil.ReadDir(dir)
if err != nil {
return err
}
for _, fi := range files {
if isTmpBlockDir(fi) {
if err := os.RemoveAll(filepath.Join(dir, fi.Name())); err != nil {
level.Error(l).Log("msg", "failed to delete tmp block dir", "dir", filepath.Join(dir, fi.Name()), "err", err)
continue
}
level.Info(l).Log("msg", "Found and deleted tmp block dir", "dir", filepath.Join(dir, fi.Name()))
}
}
return nil
}
// StartTime implements the Storage interface.
func (db *DB) StartTime() (int64, error) {
db.mtx.RLock()
defer db.mtx.RUnlock()
if len(db.blocks) > 0 {
return db.blocks[0].Meta().MinTime, nil
}
return db.head.MinTime(), 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()
db.autoCompactMtx.Lock()
if db.autoCompact {
if err := db.Compact(); err != nil {
level.Error(db.logger).Log("msg", "compaction failed", "err", err)
backoff = exponential(backoff, 1*time.Second, 1*time.Minute)
} else {
backoff = 0
}
} else {
db.metrics.compactionsSkipped.Inc()
}
db.autoCompactMtx.Unlock()
case <-db.stopc:
return
}
}
}
// Appender opens a new appender against the database.
func (db *DB) Appender(ctx context.Context) storage.Appender {
return dbAppender{db: db, Appender: db.head.Appender(ctx)}
}
// dbAppender wraps the DB's head appender and triggers compactions on commit
// if necessary.
type dbAppender struct {
storage.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.compactable() {
select {
case a.db.compactc <- struct{}{}:
default:
}
}
return err
}
// Compact data if possible. After successful compaction blocks are reloaded
// which will also delete the blocks that fall out of the retention window.
// Old blocks are only deleted on reloadBlocks based on the new block's parent information.
// See DB.reloadBlocks documentation for further information.
func (db *DB) Compact() (returnErr error) {
db.cmtx.Lock()
defer db.cmtx.Unlock()
defer func() {
if returnErr != nil {
db.metrics.compactionsFailed.Inc()
}
}()
lastBlockMaxt := int64(math.MinInt64)
defer func() {
returnErr = tsdb_errors.NewMulti(
returnErr,
errors.Wrap(db.head.truncateWAL(lastBlockMaxt), "WAL truncation in Compact defer"),
).Err()
}()
// Check whether we have pending head blocks that are ready to be persisted.
// They have the highest priority.
for {
select {
case <-db.stopc:
return nil
default:
}
if !db.head.compactable() {
break
}
mint := db.head.MinTime()
maxt := rangeForTimestamp(mint, db.head.chunkRange.Load())
// Wrap head into a range that bounds all reads to it.
// We remove 1 millisecond from maxt because block
// intervals are half-open: [b.MinTime, b.MaxTime). But
// chunk intervals are closed: [c.MinTime, c.MaxTime];
// so in order to make sure that overlaps are evaluated
// consistently, we explicitly remove the last value
// from the block interval here.
if err := db.compactHead(NewRangeHead(db.head, mint, maxt-1)); err != nil {
return errors.Wrap(err, "compact head")
}
// Consider only successful compactions for WAL truncation.
lastBlockMaxt = maxt
}
// Clear some disk space before compacting blocks, especially important
// when Head compaction happened over a long time range.
if err := db.head.truncateWAL(lastBlockMaxt); err != nil {
return errors.Wrap(err, "WAL truncation in Compact")
}
return db.compactBlocks()
}
// CompactHead compacts the given RangeHead.
func (db *DB) CompactHead(head *RangeHead) error {
db.cmtx.Lock()
defer db.cmtx.Unlock()
if err := db.compactHead(head); err != nil {
return errors.Wrap(err, "compact head")
}
if err := db.head.truncateWAL(head.BlockMaxTime()); err != nil {
return errors.Wrap(err, "WAL truncation")
}
return nil
}
// compactHead compacts the given RangeHead.
// The compaction mutex should be held before calling this method.
func (db *DB) compactHead(head *RangeHead) error {
uid, err := db.compactor.Write(db.dir, head, head.MinTime(), head.BlockMaxTime(), nil)
if err != nil {
return errors.Wrap(err, "persist head block")
}
runtime.GC()
if err := db.reloadBlocks(); err != nil {
if errRemoveAll := os.RemoveAll(filepath.Join(db.dir, uid.String())); errRemoveAll != nil {
return tsdb_errors.NewMulti(
errors.Wrap(err, "reloadBlocks blocks"),
errors.Wrapf(errRemoveAll, "delete persisted head block after failed db reloadBlocks:%s", uid),
).Err()
}
return errors.Wrap(err, "reloadBlocks blocks")
}
if err = db.head.truncateMemory(head.BlockMaxTime()); err != nil {
return errors.Wrap(err, "head memory truncate")
}
runtime.GC()
return nil
}
// compactBlocks compacts all the eligible on-disk blocks.
// The compaction mutex should be held before calling this method.
func (db *DB) compactBlocks() (err error) {
// Check for compactions of multiple blocks.
for {
plan, err := db.compactor.Plan(db.dir)
if err != nil {
return errors.Wrap(err, "plan compaction")
}
if len(plan) == 0 {
break
}
select {
case <-db.stopc:
return nil
default:
}
uid, err := db.compactor.Compact(db.dir, plan, db.blocks)
if err != nil {
return errors.Wrapf(err, "compact %s", plan)
}
runtime.GC()
if err := db.reloadBlocks(); err != nil {
if err := os.RemoveAll(filepath.Join(db.dir, uid.String())); err != nil {
return errors.Wrapf(err, "delete compacted block after failed db reloadBlocks:%s", uid)
}
return errors.Wrap(err, "reloadBlocks blocks")
}
runtime.GC()
}
return nil
}
// getBlock iterates a given block range to find a block by a given id.
// If found it returns the block itself and a boolean to indicate that it was found.
func getBlock(allBlocks []*Block, id ulid.ULID) (*Block, bool) {
for _, b := range allBlocks {
if b.Meta().ULID == id {
return b, true
}
}
return nil, false
}
// reload reloads blocks and truncates the head and its WAL.
func (db *DB) reload() error {
if err := db.reloadBlocks(); err != nil {
return errors.Wrap(err, "reloadBlocks")
}
if len(db.blocks) == 0 {
return nil
}
if err := db.head.Truncate(db.blocks[len(db.blocks)-1].MaxTime()); err != nil {
return errors.Wrap(err, "head truncate")
}
return nil
}
// reloadBlocks reloads blocks without touching head.
// Blocks that are obsolete due to replacement or retention will be deleted.
func (db *DB) reloadBlocks() (err error) {
defer func() {
if err != nil {
db.metrics.reloadsFailed.Inc()
}
db.metrics.reloads.Inc()
}()
loadable, corrupted, err := openBlocks(db.logger, db.dir, db.blocks, db.chunkPool)
if err != nil {
return err
}
deletableULIDs := db.blocksToDelete(loadable)
deletable := make(map[ulid.ULID]*Block, len(deletableULIDs))
// Mark all parents of loaded blocks as deletable (no matter if they exists). This makes it resilient against the process
// crashing towards the end of a compaction but before deletions. By doing that, we can pick up the deletion where it left off during a crash.
for _, block := range loadable {
if _, ok := deletableULIDs[block.meta.ULID]; ok {
deletable[block.meta.ULID] = block
}
for _, b := range block.Meta().Compaction.Parents {
if _, ok := corrupted[b.ULID]; ok {
delete(corrupted, b.ULID)
level.Warn(db.logger).Log("msg", "Found corrupted block, but replaced by compacted one so it's safe to delete. This should not happen with atomic deletes.", "block", b.ULID)
}
deletable[b.ULID] = nil
}
}
if len(corrupted) > 0 {
// Corrupted but no child loaded for it.
// Close all new blocks to release the lock for windows.
for _, block := range loadable {
if _, open := getBlock(db.blocks, block.Meta().ULID); !open {
block.Close()
}
}
errs := tsdb_errors.NewMulti()
for ulid, err := range corrupted {
errs.Add(errors.Wrapf(err, "corrupted block %s", ulid.String()))
}
return errs.Err()
}
var (
toLoad []*Block
blocksSize int64
)
// All deletable blocks should be unloaded.
// NOTE: We need to loop through loadable one more time as there might be loadable ready to be removed (replaced by compacted block).
for _, block := range loadable {
if _, ok := deletable[block.Meta().ULID]; ok {
deletable[block.Meta().ULID] = block
continue
}
toLoad = append(toLoad, block)
blocksSize += block.Size()
}
db.metrics.blocksBytes.Set(float64(blocksSize))
sort.Slice(toLoad, func(i, j int) bool {
return toLoad[i].Meta().MinTime < toLoad[j].Meta().MinTime
})
if !db.opts.AllowOverlappingBlocks {
if err := validateBlockSequence(toLoad); err != nil {
return errors.Wrap(err, "invalid block sequence")
}
}
// Swap new blocks first for subsequently created readers to be seen.
db.mtx.Lock()
oldBlocks := db.blocks
db.blocks = toLoad
db.mtx.Unlock()
blockMetas := make([]BlockMeta, 0, len(toLoad))
for _, b := range toLoad {
blockMetas = append(blockMetas, b.Meta())
}
if overlaps := OverlappingBlocks(blockMetas); len(overlaps) > 0 {
level.Warn(db.logger).Log("msg", "Overlapping blocks found during reloadBlocks", "detail", overlaps.String())
}
// Append blocks to old, deletable blocks, so we can close them.
for _, b := range oldBlocks {
if _, ok := deletable[b.Meta().ULID]; ok {
deletable[b.Meta().ULID] = b
}
}
if err := db.deleteBlocks(deletable); err != nil {
return errors.Wrapf(err, "delete %v blocks", len(deletable))
}
return nil
}
func openBlocks(l log.Logger, dir string, loaded []*Block, chunkPool chunkenc.Pool) (blocks []*Block, corrupted map[ulid.ULID]error, err error) {
bDirs, err := blockDirs(dir)
if err != nil {
return nil, nil, errors.Wrap(err, "find blocks")
}
corrupted = make(map[ulid.ULID]error)
for _, bDir := range bDirs {
meta, _, err := readMetaFile(bDir)
if err != nil {
level.Error(l).Log("msg", "Failed to read meta.json for a block during reloadBlocks. Skipping", "dir", bDir, "err", err)
continue
}
// See if we already have the block in memory or open it otherwise.
block, open := getBlock(loaded, meta.ULID)
if !open {
block, err = OpenBlock(l, bDir, chunkPool)
if err != nil {
corrupted[meta.ULID] = err
continue
}
}
blocks = append(blocks, block)
}
return blocks, corrupted, nil
}
// DefaultBlocksToDelete returns a filter which decides time based and size based
// retention from the options of the db.
func DefaultBlocksToDelete(db *DB) BlocksToDeleteFunc {
return func(blocks []*Block) map[ulid.ULID]struct{} {
return deletableBlocks(db, blocks)
}
}
// deletableBlocks returns all currently loaded blocks past retention policy or already compacted into a new block.
func deletableBlocks(db *DB, blocks []*Block) map[ulid.ULID]struct{} {
deletable := make(map[ulid.ULID]struct{})
// Sort the blocks by time - newest to oldest (largest to smallest timestamp).
// This ensures that the retentions will remove the oldest blocks.
sort.Slice(blocks, func(i, j int) bool {
return blocks[i].Meta().MaxTime > blocks[j].Meta().MaxTime
})
for _, block := range blocks {
if block.Meta().Compaction.Deletable {
deletable[block.Meta().ULID] = struct{}{}
}
}
for ulid := range BeyondTimeRetention(db, blocks) {
deletable[ulid] = struct{}{}
}
for ulid := range BeyondSizeRetention(db, blocks) {
deletable[ulid] = struct{}{}
}
return deletable
}
// BeyondTimeRetention returns those blocks which are beyond the time retention
// set in the db options.
func BeyondTimeRetention(db *DB, blocks []*Block) (deletable map[ulid.ULID]struct{}) {
// Time retention is disabled or no blocks to work with.
if len(blocks) == 0 || db.opts.RetentionDuration == 0 {
return
}
deletable = make(map[ulid.ULID]struct{})
for i, block := range blocks {
// The difference between the first block and this block is larger than
// the retention period so any blocks after that are added as deletable.
if i > 0 && blocks[0].Meta().MaxTime-block.Meta().MaxTime > db.opts.RetentionDuration {
for _, b := range blocks[i:] {
deletable[b.meta.ULID] = struct{}{}
}
db.metrics.timeRetentionCount.Inc()
break
}
}
return deletable
}
// BeyondSizeRetention returns those blocks which are beyond the size retention
// set in the db options.
func BeyondSizeRetention(db *DB, blocks []*Block) (deletable map[ulid.ULID]struct{}) {
// Size retention is disabled or no blocks to work with.
if len(blocks) == 0 || db.opts.MaxBytes <= 0 {
return
}
deletable = make(map[ulid.ULID]struct{})
// Initializing size counter with WAL size and Head chunks
// written to disk, as that is part of the retention strategy.
blocksSize := db.Head().Size()
for i, block := range blocks {
blocksSize += block.Size()
if blocksSize > int64(db.opts.MaxBytes) {
// Add this and all following blocks for deletion.
for _, b := range blocks[i:] {
deletable[b.meta.ULID] = struct{}{}
}
db.metrics.sizeRetentionCount.Inc()
break
}
}
return deletable
}
// deleteBlocks closes the block if loaded and deletes blocks from the disk if exists.
// When the map contains a non nil block object it means it is loaded in memory
// so needs to be closed first as it might need to wait for pending readers to complete.
func (db *DB) deleteBlocks(blocks map[ulid.ULID]*Block) error {
for ulid, block := range blocks {
if block != nil {
if err := block.Close(); err != nil {
level.Warn(db.logger).Log("msg", "Closing block failed", "err", err, "block", ulid)
}
}
toDelete := filepath.Join(db.dir, ulid.String())
if _, err := os.Stat(toDelete); os.IsNotExist(err) {
// Noop.
continue
} else if err != nil {
return errors.Wrapf(err, "stat dir %v", toDelete)
}
// Replace atomically to avoid partial block when process would crash during deletion.
tmpToDelete := filepath.Join(db.dir, fmt.Sprintf("%s%s", ulid, tmpForDeletionBlockDirSuffix))
if err := fileutil.Replace(toDelete, tmpToDelete); err != nil {
return errors.Wrapf(err, "replace of obsolete block for deletion %s", ulid)
}
if err := os.RemoveAll(tmpToDelete); err != nil {
return errors.Wrapf(err, "delete obsolete block %s", ulid)
}
level.Info(db.logger).Log("msg", "Deleting obsolete block", "block", ulid)
}
return nil
}
// validateBlockSequence returns error if given block meta files indicate that some blocks overlaps within sequence.
func validateBlockSequence(bs []*Block) error {
if len(bs) <= 1 {
return nil
}
var metas []BlockMeta
for _, b := range bs {
metas = append(metas, b.meta)
}
overlaps := OverlappingBlocks(metas)
if len(overlaps) > 0 {
return errors.Errorf("block time ranges overlap: %s", overlaps)
}
return nil
}
// TimeRange specifies minTime and maxTime range.
type TimeRange struct {
Min, Max int64
}
// Overlaps contains overlapping blocks aggregated by overlapping range.
type Overlaps map[TimeRange][]BlockMeta
// String returns human readable string form of overlapped blocks.
func (o Overlaps) String() string {
var res []string
for r, overlaps := range o {
var groups []string
for _, m := range overlaps {
groups = append(groups, fmt.Sprintf(
"<ulid: %s, mint: %d, maxt: %d, range: %s>",
m.ULID.String(),
m.MinTime,
m.MaxTime,
(time.Duration((m.MaxTime-m.MinTime)/1000)*time.Second).String(),
))
}
res = append(res, fmt.Sprintf(
"[mint: %d, maxt: %d, range: %s, blocks: %d]: %s",
r.Min, r.Max,
(time.Duration((r.Max-r.Min)/1000)*time.Second).String(),
len(overlaps),
strings.Join(groups, ", ")),
)
}
return strings.Join(res, "\n")
}
// OverlappingBlocks returns all overlapping blocks from given meta files.
func OverlappingBlocks(bm []BlockMeta) Overlaps {
if len(bm) <= 1 {
return nil
}
var (
overlaps [][]BlockMeta
// pending contains not ended blocks in regards to "current" timestamp.
pending = []BlockMeta{bm[0]}
// continuousPending helps to aggregate same overlaps to single group.
continuousPending = true
)
// We have here blocks sorted by minTime. We iterate over each block and treat its minTime as our "current" timestamp.
// We check if any of the pending block finished (blocks that we have seen before, but their maxTime was still ahead current
// timestamp). If not, it means they overlap with our current block. In the same time current block is assumed pending.
for _, b := range bm[1:] {
var newPending []BlockMeta
for _, p := range pending {
// "b.MinTime" is our current time.
if b.MinTime >= p.MaxTime {
continuousPending = false
continue
}
// "p" overlaps with "b" and "p" is still pending.
newPending = append(newPending, p)
}
// Our block "b" is now pending.
pending = append(newPending, b)
if len(newPending) == 0 {
// No overlaps.
continue
}
if continuousPending && len(overlaps) > 0 {
overlaps[len(overlaps)-1] = append(overlaps[len(overlaps)-1], b)
continue
}
overlaps = append(overlaps, append(newPending, b))
// Start new pendings.
continuousPending = true
}
// Fetch the critical overlapped time range foreach overlap groups.
overlapGroups := Overlaps{}
for _, overlap := range overlaps {
minRange := TimeRange{Min: 0, Max: math.MaxInt64}
for _, b := range overlap {
if minRange.Max > b.MaxTime {
minRange.Max = b.MaxTime
}
if minRange.Min < b.MinTime {
minRange.Min = b.MinTime
}
}
overlapGroups[minRange] = overlap
}
return overlapGroups
}
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)
if db.compactCancel != nil {
db.compactCancel()
}
<-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)
}
errs := tsdb_errors.NewMulti(g.Wait())
if db.lockf != nil {
errs.Add(db.lockf.Release())
}
if db.head != nil {
errs.Add(db.head.Close())
}
return errs.Err()
}
// DisableCompactions disables auto compactions.
func (db *DB) DisableCompactions() {
db.autoCompactMtx.Lock()
defer db.autoCompactMtx.Unlock()
db.autoCompact = false
level.Info(db.logger).Log("msg", "Compactions disabled")
}
// EnableCompactions enables auto compactions.
func (db *DB) EnableCompactions() {
db.autoCompactMtx.Lock()
defer db.autoCompactMtx.Unlock()
db.autoCompact = true
level.Info(db.logger).Log("msg", "Compactions enabled")
}
// Snapshot writes the current data to the directory. If withHead is set to true it
// will create a new block containing all data that's currently in the memory buffer/WAL.
func (db *DB) Snapshot(dir string, withHead bool) error {
if dir == db.dir {
return errors.Errorf("cannot snapshot into base directory")
}
if _, err := ulid.ParseStrict(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())
}
}
if !withHead {
return nil
}
mint := db.head.MinTime()
maxt := db.head.MaxTime()
head := NewRangeHead(db.head, mint, maxt)
// Add +1 millisecond to block maxt because block intervals are half-open: [b.MinTime, b.MaxTime).
// Because of this block intervals are always +1 than the total samples it includes.
if _, err := db.compactor.Write(dir, head, mint, maxt+1, nil); err != nil {
return errors.Wrap(err, "snapshot head block")
}
return nil
}
// Querier returns a new querier over the data partition for the given time range.
func (db *DB) Querier(_ context.Context, mint, maxt int64) (storage.Querier, error) {
var blocks []BlockReader
db.mtx.RLock()
defer db.mtx.RUnlock()
for _, b := range db.blocks {
if b.OverlapsClosedInterval(mint, maxt) {
blocks = append(blocks, b)
}
}
if maxt >= db.head.MinTime() {
blocks = append(blocks, NewRangeHead(db.head, mint, maxt))
}
blockQueriers := make([]storage.Querier, 0, len(blocks))
for _, b := range blocks {
q, err := NewBlockQuerier(b, mint, maxt)
if err == nil {
blockQueriers = append(blockQueriers, q)
continue
}
// If we fail, all previously opened queriers must be closed.
for _, q := range blockQueriers {
// TODO(bwplotka): Handle error.
_ = q.Close()
}
return nil, errors.Wrapf(err, "open querier for block %s", b)
}
return storage.NewMergeQuerier(blockQueriers, nil, storage.ChainedSeriesMerge), nil
}
// ChunkQuerier returns a new chunk querier over the data partition for the given time range.
func (db *DB) ChunkQuerier(_ context.Context, mint, maxt int64) (storage.ChunkQuerier, error) {
var blocks []BlockReader
db.mtx.RLock()
defer db.mtx.RUnlock()
for _, b := range db.blocks {
if b.OverlapsClosedInterval(mint, maxt) {
blocks = append(blocks, b)
}
}
if maxt >= db.head.MinTime() {
blocks = append(blocks, NewRangeHead(db.head, mint, maxt))
}
blockQueriers := make([]storage.ChunkQuerier, 0, len(blocks))
for _, b := range blocks {
q, err := NewBlockChunkQuerier(b, mint, maxt)
if err == nil {
blockQueriers = append(blockQueriers, q)
continue
}
// If we fail, all previously opened queriers must be closed.
for _, q := range blockQueriers {
// TODO(bwplotka): Handle error.
_ = q.Close()
}
return nil, errors.Wrapf(err, "open querier for block %s", b)
}
return storage.NewMergeChunkQuerier(blockQueriers, nil, storage.NewCompactingChunkSeriesMerger(storage.ChainedSeriesMerge)), nil
}
func rangeForTimestamp(t int64, width int64) (maxt int64) {
return (t/width)*width + 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 {
if b.OverlapsClosedInterval(mint, maxt) {
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...)
})
return g.Wait()
}
// CleanTombstones re-writes any blocks with tombstones.
func (db *DB) CleanTombstones() (err error) {
db.cmtx.Lock()
defer db.cmtx.Unlock()
start := time.Now()
defer db.metrics.tombCleanTimer.Observe(time.Since(start).Seconds())
newUIDs := []ulid.ULID{}
defer func() {
// If any error is caused, we need to delete all the new directory created.
if err != nil {
for _, uid := range newUIDs {
dir := filepath.Join(db.Dir(), uid.String())
if err := os.RemoveAll(dir); err != nil {
level.Error(db.logger).Log("msg", "failed to delete block after failed `CleanTombstones`", "dir", dir, "err", err)
}
}
}
}()
db.mtx.RLock()
blocks := db.blocks[:]
db.mtx.RUnlock()
for _, b := range blocks {
if uid, er := b.CleanTombstones(db.Dir(), db.compactor); er != nil {
err = errors.Wrapf(er, "clean tombstones: %s", b.Dir())
return err
} else if uid != nil { // New block was created.
newUIDs = append(newUIDs, *uid)
}
}
if err := db.reloadBlocks(); err != nil {
return errors.Wrap(err, "reload blocks")
}
return nil
}
func isBlockDir(fi os.FileInfo) bool {
if !fi.IsDir() {
return false
}
_, err := ulid.ParseStrict(fi.Name())
return err == nil
}
// isTmpBlockDir returns dir that consists of block dir ULID and tmp extension.
func isTmpBlockDir(fi os.FileInfo) bool {
if !fi.IsDir() {
return false
}
fn := fi.Name()
ext := filepath.Ext(fn)
if ext == tmpForDeletionBlockDirSuffix || ext == tmpForCreationBlockDirSuffix {
if _, err := ulid.ParseStrict(fn[:len(fn)-len(ext)]); err == nil {
return true
}
}
return false
}
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) {
files, err := ioutil.ReadDir(dir)
if err != nil {
return "", 0, err
}
i := uint64(0)
for _, f := range files {
j, err := strconv.ParseUint(f.Name(), 10, 64)
if err != nil {
continue
}
i = j
}
return filepath.Join(dir, fmt.Sprintf("%0.6d", i+1)), int(i + 1), nil
}
func exponential(d, min, max time.Duration) time.Duration {
d *= 2
if d < min {
d = min
}
if d > max {
d = max
}
return d
}