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package remotewrite
import (
"flag"
"fmt"
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"net/url"
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"strconv"
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"sync"
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"sync/atomic"
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"time"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/auth"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/bloomfilter"
"github.com/VictoriaMetrics/VictoriaMetrics/lib/bytesutil"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/cgroup"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/flagutil"
"github.com/VictoriaMetrics/VictoriaMetrics/lib/logger"
"github.com/VictoriaMetrics/VictoriaMetrics/lib/memory"
"github.com/VictoriaMetrics/VictoriaMetrics/lib/persistentqueue"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/procutil"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/prompbmarshal"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/promrelabel"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/tenantmetrics"
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"github.com/VictoriaMetrics/metrics"
xxhash "github.com/cespare/xxhash/v2"
)
var (
remoteWriteURLs = flagutil . NewArray ( "remoteWrite.url" , "Remote storage URL to write data to. It must support Prometheus remote_write API. " +
"It is recommended using VictoriaMetrics as remote storage. Example url: http://<victoriametrics-host>:8428/api/v1/write . " +
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"Pass multiple -remoteWrite.url flags in order to replicate data to multiple remote storage systems. See also -remoteWrite.multitenantURL" )
remoteWriteMultitenantURLs = flagutil . NewArray ( "remoteWrite.multitenantURL" , "Base path for multitenant remote storage URL to write data to. " +
"See https://docs.victoriametrics.com/vmagent.html#multitenancy for details. Example url: http://<vminsert>:8480 . " +
"Pass multiple -remoteWrite.multitenantURL flags in order to replicate data to multiple remote storage systems. See also -remoteWrite.url" )
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tmpDataPath = flag . String ( "remoteWrite.tmpDataPath" , "vmagent-remotewrite-data" , "Path to directory where temporary data for remote write component is stored. " +
"See also -remoteWrite.maxDiskUsagePerURL" )
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queues = flag . Int ( "remoteWrite.queues" , cgroup . AvailableCPUs ( ) * 2 , "The number of concurrent queues to each -remoteWrite.url. Set more queues if default number of queues " +
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"isn't enough for sending high volume of collected data to remote storage. Default value is 2 * numberOfAvailableCPUs" )
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showRemoteWriteURL = flag . Bool ( "remoteWrite.showURL" , false , "Whether to show -remoteWrite.url in the exported metrics. " +
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"It is hidden by default, since it can contain sensitive info such as auth key" )
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maxPendingBytesPerURL = flagutil . NewBytes ( "remoteWrite.maxDiskUsagePerURL" , 0 , "The maximum file-based buffer size in bytes at -remoteWrite.tmpDataPath " +
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"for each -remoteWrite.url. When buffer size reaches the configured maximum, then old data is dropped when adding new data to the buffer. " +
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"Buffered data is stored in ~500MB chunks, so the minimum practical value for this flag is 500MB. " +
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"Disk usage is unlimited if the value is set to 0" )
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significantFigures = flagutil . NewArrayInt ( "remoteWrite.significantFigures" , "The number of significant figures to leave in metric values before writing them " +
"to remote storage. See https://en.wikipedia.org/wiki/Significant_figures . Zero value saves all the significant figures. " +
"This option may be used for improving data compression for the stored metrics. See also -remoteWrite.roundDigits" )
roundDigits = flagutil . NewArrayInt ( "remoteWrite.roundDigits" , "Round metric values to this number of decimal digits after the point before writing them to remote storage. " +
"Examples: -remoteWrite.roundDigits=2 would round 1.236 to 1.24, while -remoteWrite.roundDigits=-1 would round 126.78 to 130. " +
"By default digits rounding is disabled. Set it to 100 for disabling it for a particular remote storage. " +
"This option may be used for improving data compression for the stored metrics" )
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sortLabels = flag . Bool ( "sortLabels" , false , ` Whether to sort labels for incoming samples before writing them to all the configured remote storage systems. ` +
` This may be needed for reducing memory usage at remote storage when the order of labels in incoming samples is random. ` +
` For example, if m { k1="v1",k2="v2"} may be sent as m { k2="v2",k1="v1"} ` +
` Enabled sorting for labels can slow down ingestion performance a bit ` )
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maxHourlySeries = flag . Int ( "remoteWrite.maxHourlySeries" , 0 , "The maximum number of unique series vmagent can send to remote storage systems during the last hour. " +
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"Excess series are logged and dropped. This can be useful for limiting series cardinality. See https://docs.victoriametrics.com/vmagent.html#cardinality-limiter" )
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maxDailySeries = flag . Int ( "remoteWrite.maxDailySeries" , 0 , "The maximum number of unique series vmagent can send to remote storage systems during the last 24 hours. " +
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"Excess series are logged and dropped. This can be useful for limiting series churn rate. See https://docs.victoriametrics.com/vmagent.html#cardinality-limiter" )
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)
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var (
// rwctxsDefault contains statically populated entries when -remoteWrite.url is specified.
rwctxsDefault [ ] * remoteWriteCtx
// rwctxsMap contains dynamically populated entries when -remoteWrite.multitenantURL is specified.
rwctxsMap = make ( map [ tenantmetrics . TenantID ] [ ] * remoteWriteCtx )
rwctxsMapLock sync . Mutex
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// Data without tenant id is written to defaultAuthToken if -remoteWrite.multitenantURL is specified.
defaultAuthToken = & auth . Token { }
)
// MultitenancyEnabled returns true if -remoteWrite.multitenantURL is specified.
func MultitenancyEnabled ( ) bool {
return len ( * remoteWriteMultitenantURLs ) > 0
}
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// Contains the current relabelConfigs.
var allRelabelConfigs atomic . Value
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// maxQueues limits the maximum value for `-remoteWrite.queues`. There is no sense in setting too high value,
// since it may lead to high memory usage due to big number of buffers.
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var maxQueues = cgroup . AvailableCPUs ( ) * 16
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// InitSecretFlags must be called after flag.Parse and before any logging.
func InitSecretFlags ( ) {
if ! * showRemoteWriteURL {
// remoteWrite.url can contain authentication codes, so hide it at `/metrics` output.
flagutil . RegisterSecretFlag ( "remoteWrite.url" )
}
}
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// Init initializes remotewrite.
//
// It must be called after flag.Parse().
//
// Stop must be called for graceful shutdown.
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func Init ( ) {
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if len ( * remoteWriteURLs ) == 0 && len ( * remoteWriteMultitenantURLs ) == 0 {
logger . Fatalf ( "at least one `-remoteWrite.url` or `-remoteWrite.multitenantURL` command-line flag must be set" )
}
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if len ( * remoteWriteURLs ) > 0 && len ( * remoteWriteMultitenantURLs ) > 0 {
logger . Fatalf ( "cannot set both `-remoteWrite.url` and `-remoteWrite.multitenantURL` command-line flags" )
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}
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if * maxHourlySeries > 0 {
hourlySeriesLimiter = bloomfilter . NewLimiter ( * maxHourlySeries , time . Hour )
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_ = metrics . NewGauge ( ` vmagent_hourly_series_limit_max_series ` , func ( ) float64 {
return float64 ( hourlySeriesLimiter . MaxItems ( ) )
} )
_ = metrics . NewGauge ( ` vmagent_hourly_series_limit_current_series ` , func ( ) float64 {
return float64 ( hourlySeriesLimiter . CurrentItems ( ) )
} )
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}
if * maxDailySeries > 0 {
dailySeriesLimiter = bloomfilter . NewLimiter ( * maxDailySeries , 24 * time . Hour )
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_ = metrics . NewGauge ( ` vmagent_daily_series_limit_max_series ` , func ( ) float64 {
return float64 ( dailySeriesLimiter . MaxItems ( ) )
} )
_ = metrics . NewGauge ( ` vmagent_daily_series_limit_current_series ` , func ( ) float64 {
return float64 ( dailySeriesLimiter . CurrentItems ( ) )
} )
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}
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if * queues > maxQueues {
* queues = maxQueues
}
if * queues <= 0 {
* queues = 1
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}
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initLabelsGlobal ( )
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// Register SIGHUP handler for config reload before loadRelabelConfigs.
// This guarantees that the config will be re-read if the signal arrives just after loadRelabelConfig.
// See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1240
sighupCh := procutil . NewSighupChan ( )
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rcs , err := loadRelabelConfigs ( )
if err != nil {
logger . Fatalf ( "cannot load relabel configs: %s" , err )
}
allRelabelConfigs . Store ( rcs )
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if len ( * remoteWriteURLs ) > 0 {
rwctxsDefault = newRemoteWriteCtxs ( nil , * remoteWriteURLs )
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}
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// Start config reloader.
configReloaderWG . Add ( 1 )
go func ( ) {
defer configReloaderWG . Done ( )
for {
select {
case <- sighupCh :
case <- stopCh :
return
}
logger . Infof ( "SIGHUP received; reloading relabel configs pointed by -remoteWrite.relabelConfig and -remoteWrite.urlRelabelConfig" )
rcs , err := loadRelabelConfigs ( )
if err != nil {
logger . Errorf ( "cannot reload relabel configs; preserving the previous configs; error: %s" , err )
continue
}
allRelabelConfigs . Store ( rcs )
logger . Infof ( "Successfully reloaded relabel configs" )
}
} ( )
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}
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func newRemoteWriteCtxs ( at * auth . Token , urls [ ] string ) [ ] * remoteWriteCtx {
if len ( urls ) == 0 {
logger . Panicf ( "BUG: urls must be non-empty" )
}
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maxInmemoryBlocks := memory . Allowed ( ) / len ( urls ) / * maxRowsPerBlock / 100
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if maxInmemoryBlocks / * queues > 100 {
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// There is no much sense in keeping higher number of blocks in memory,
// since this means that the producer outperforms consumer and the queue
// will continue growing. It is better storing the queue to file.
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maxInmemoryBlocks = 100 * * queues
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}
if maxInmemoryBlocks < 2 {
maxInmemoryBlocks = 2
}
rwctxs := make ( [ ] * remoteWriteCtx , len ( urls ) )
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for i , remoteWriteURLRaw := range urls {
remoteWriteURL , err := url . Parse ( remoteWriteURLRaw )
if err != nil {
logger . Fatalf ( "invalid -remoteWrite.url=%q: %s" , remoteWriteURL , err )
}
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sanitizedURL := fmt . Sprintf ( "%d:secret-url" , i + 1 )
if at != nil {
// Construct full remote_write url for the given tenant according to https://docs.victoriametrics.com/Cluster-VictoriaMetrics.html#url-format
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remoteWriteURL . Path = fmt . Sprintf ( "%s/insert/%d:%d/prometheus/api/v1/write" , remoteWriteURL . Path , at . AccountID , at . ProjectID )
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sanitizedURL = fmt . Sprintf ( "%s:%d:%d" , sanitizedURL , at . AccountID , at . ProjectID )
}
if * showRemoteWriteURL {
sanitizedURL = fmt . Sprintf ( "%d:%s" , i + 1 , remoteWriteURL )
}
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rwctxs [ i ] = newRemoteWriteCtx ( i , at , remoteWriteURL , maxInmemoryBlocks , sanitizedURL )
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}
return rwctxs
}
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var stopCh = make ( chan struct { } )
var configReloaderWG sync . WaitGroup
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// Stop stops remotewrite.
//
// It is expected that nobody calls Push during and after the call to this func.
func Stop ( ) {
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close ( stopCh )
configReloaderWG . Wait ( )
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for _ , rwctx := range rwctxsDefault {
rwctx . MustStop ( )
}
rwctxsDefault = nil
// There is no need in locking rwctxsMapLock here, since nobody should call Push during the Stop call.
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for _ , rwctxs := range rwctxsMap {
for _ , rwctx := range rwctxs {
rwctx . MustStop ( )
}
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}
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rwctxsMap = nil
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if sl := hourlySeriesLimiter ; sl != nil {
sl . MustStop ( )
}
if sl := dailySeriesLimiter ; sl != nil {
sl . MustStop ( )
}
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}
// Push sends wr to remote storage systems set via `-remoteWrite.url`.
//
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// Note that wr may be modified by Push due to relabeling and rounding.
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func Push ( wr * prompbmarshal . WriteRequest ) {
PushWithAuthToken ( nil , wr )
}
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// PushWithAuthToken sends wr to remote storage systems set via `-remoteWrite.multitenantURL`.
//
// Note that wr may be modified by Push due to relabeling and rounding.
func PushWithAuthToken ( at * auth . Token , wr * prompbmarshal . WriteRequest ) {
if at == nil && len ( * remoteWriteMultitenantURLs ) > 0 {
// Write data to default tenant if at isn't set while -remoteWrite.multitenantURL is set.
at = defaultAuthToken
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}
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var rwctxs [ ] * remoteWriteCtx
if at == nil {
rwctxs = rwctxsDefault
} else {
if len ( * remoteWriteMultitenantURLs ) == 0 {
logger . Panicf ( "BUG: remoteWriteMultitenantURLs must be non-empty for non-nil at" )
}
rwctxsMapLock . Lock ( )
tenantID := tenantmetrics . TenantID {
AccountID : at . AccountID ,
ProjectID : at . ProjectID ,
}
rwctxs = rwctxsMap [ tenantID ]
if rwctxs == nil {
rwctxs = newRemoteWriteCtxs ( at , * remoteWriteMultitenantURLs )
rwctxsMap [ tenantID ] = rwctxs
}
rwctxsMapLock . Unlock ( )
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}
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var rctx * relabelCtx
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rcs := allRelabelConfigs . Load ( ) . ( * relabelConfigs )
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pcsGlobal := rcs . global
if pcsGlobal . Len ( ) > 0 || len ( labelsGlobal ) > 0 {
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rctx = getRelabelCtx ( )
}
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tss := wr . Timeseries
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rowsCount := getRowsCount ( tss )
globalRowsPushedBeforeRelabel . Add ( rowsCount )
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maxSamplesPerBlock := * maxRowsPerBlock
// Allow up to 10x of labels per each block on average.
maxLabelsPerBlock := 10 * maxSamplesPerBlock
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for len ( tss ) > 0 {
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// Process big tss in smaller blocks in order to reduce the maximum memory usage
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samplesCount := 0
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labelsCount := 0
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i := 0
for i < len ( tss ) {
samplesCount += len ( tss [ i ] . Samples )
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labelsCount += len ( tss [ i ] . Labels )
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i ++
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if samplesCount >= maxSamplesPerBlock || labelsCount >= maxLabelsPerBlock {
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break
}
}
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tssBlock := tss
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if i < len ( tss ) {
tssBlock = tss [ : i ]
tss = tss [ i : ]
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} else {
tss = nil
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}
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if rctx != nil {
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rowsCountBeforeRelabel := getRowsCount ( tssBlock )
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tssBlock = rctx . applyRelabeling ( tssBlock , labelsGlobal , pcsGlobal )
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rowsCountAfterRelabel := getRowsCount ( tssBlock )
rowsDroppedByGlobalRelabel . Add ( rowsCountBeforeRelabel - rowsCountAfterRelabel )
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}
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sortLabelsIfNeeded ( tssBlock )
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tssBlock = limitSeriesCardinality ( tssBlock )
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pushBlockToRemoteStorages ( rwctxs , tssBlock )
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if rctx != nil {
rctx . reset ( )
}
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}
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if rctx != nil {
putRelabelCtx ( rctx )
}
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}
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func pushBlockToRemoteStorages ( rwctxs [ ] * remoteWriteCtx , tssBlock [ ] prompbmarshal . TimeSeries ) {
if len ( tssBlock ) == 0 {
// Nothing to push
return
}
// Push block to remote storages in parallel in order to reduce the time needed for sending the data to multiple remote storage systems.
var wg sync . WaitGroup
for _ , rwctx := range rwctxs {
wg . Add ( 1 )
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go func ( rwctx * remoteWriteCtx ) {
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defer wg . Done ( )
rwctx . Push ( tssBlock )
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} ( rwctx )
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}
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wg . Wait ( )
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}
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// sortLabelsIfNeeded sorts labels if -sortLabels command-line flag is set.
func sortLabelsIfNeeded ( tss [ ] prompbmarshal . TimeSeries ) {
if ! * sortLabels {
return
}
for i := range tss {
promrelabel . SortLabels ( tss [ i ] . Labels )
}
}
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func limitSeriesCardinality ( tss [ ] prompbmarshal . TimeSeries ) [ ] prompbmarshal . TimeSeries {
if hourlySeriesLimiter == nil && dailySeriesLimiter == nil {
return tss
}
dst := make ( [ ] prompbmarshal . TimeSeries , 0 , len ( tss ) )
for i := range tss {
labels := tss [ i ] . Labels
h := getLabelsHash ( labels )
if hourlySeriesLimiter != nil && ! hourlySeriesLimiter . Add ( h ) {
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hourlySeriesLimitRowsDropped . Add ( len ( tss [ i ] . Samples ) )
logSkippedSeries ( labels , "-remoteWrite.maxHourlySeries" , hourlySeriesLimiter . MaxItems ( ) )
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continue
}
if dailySeriesLimiter != nil && ! dailySeriesLimiter . Add ( h ) {
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dailySeriesLimitRowsDropped . Add ( len ( tss [ i ] . Samples ) )
logSkippedSeries ( labels , "-remoteWrite.maxDailySeries" , dailySeriesLimiter . MaxItems ( ) )
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continue
}
dst = append ( dst , tss [ i ] )
}
return dst
}
var (
hourlySeriesLimiter * bloomfilter . Limiter
dailySeriesLimiter * bloomfilter . Limiter
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hourlySeriesLimitRowsDropped = metrics . NewCounter ( ` vmagent_hourly_series_limit_rows_dropped_total ` )
dailySeriesLimitRowsDropped = metrics . NewCounter ( ` vmagent_daily_series_limit_rows_dropped_total ` )
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)
func getLabelsHash ( labels [ ] prompbmarshal . Label ) uint64 {
bb := labelsHashBufPool . Get ( )
b := bb . B [ : 0 ]
for _ , label := range labels {
b = append ( b , label . Name ... )
b = append ( b , label . Value ... )
}
h := xxhash . Sum64 ( b )
bb . B = b
labelsHashBufPool . Put ( bb )
return h
}
var labelsHashBufPool bytesutil . ByteBufferPool
func logSkippedSeries ( labels [ ] prompbmarshal . Label , flagName string , flagValue int ) {
select {
case <- logSkippedSeriesTicker . C :
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// Do not use logger.WithThrottler() here, since this will increase CPU usage
// because every call to logSkippedSeries will result to a call to labelsToString.
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logger . Warnf ( "skip series %s because %s=%d reached" , labelsToString ( labels ) , flagName , flagValue )
default :
}
}
var logSkippedSeriesTicker = time . NewTicker ( 5 * time . Second )
func labelsToString ( labels [ ] prompbmarshal . Label ) string {
var b [ ] byte
b = append ( b , '{' )
for i , label := range labels {
b = append ( b , label . Name ... )
b = append ( b , '=' )
b = strconv . AppendQuote ( b , label . Value )
if i + 1 < len ( labels ) {
b = append ( b , ',' )
}
}
b = append ( b , '}' )
return string ( b )
}
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var (
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globalRowsPushedBeforeRelabel = metrics . NewCounter ( "vmagent_remotewrite_global_rows_pushed_before_relabel_total" )
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rowsDroppedByGlobalRelabel = metrics . NewCounter ( "vmagent_remotewrite_global_relabel_metrics_dropped_total" )
)
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type remoteWriteCtx struct {
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idx int
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fq * persistentqueue . FastQueue
c * client
pss [ ] * pendingSeries
pssNextIdx uint64
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rowsPushedAfterRelabel * metrics . Counter
rowsDroppedByRelabel * metrics . Counter
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}
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func newRemoteWriteCtx ( argIdx int , at * auth . Token , remoteWriteURL * url . URL , maxInmemoryBlocks int , sanitizedURL string ) * remoteWriteCtx {
// strip query params, otherwise changing params resets pq
pqURL := * remoteWriteURL
pqURL . RawQuery = ""
pqURL . Fragment = ""
h := xxhash . Sum64 ( [ ] byte ( pqURL . String ( ) ) )
queuePath := fmt . Sprintf ( "%s/persistent-queue/%d_%016X" , * tmpDataPath , argIdx + 1 , h )
fq := persistentqueue . MustOpenFastQueue ( queuePath , sanitizedURL , maxInmemoryBlocks , maxPendingBytesPerURL . N )
_ = metrics . GetOrCreateGauge ( fmt . Sprintf ( ` vmagent_remotewrite_pending_data_bytes { path=%q, url=%q} ` , queuePath , sanitizedURL ) , func ( ) float64 {
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return float64 ( fq . GetPendingBytes ( ) )
} )
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_ = metrics . GetOrCreateGauge ( fmt . Sprintf ( ` vmagent_remotewrite_pending_inmemory_blocks { path=%q, url=%q} ` , queuePath , sanitizedURL ) , func ( ) float64 {
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return float64 ( fq . GetInmemoryQueueLen ( ) )
} )
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var c * client
switch remoteWriteURL . Scheme {
case "http" , "https" :
c = newHTTPClient ( argIdx , remoteWriteURL . String ( ) , sanitizedURL , fq , * queues )
default :
logger . Fatalf ( "unsupported scheme: %s for remoteWriteURL: %s, want `http`, `https`" , remoteWriteURL . Scheme , sanitizedURL )
}
c . init ( argIdx , * queues , sanitizedURL )
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sf := significantFigures . GetOptionalArgOrDefault ( argIdx , 0 )
rd := roundDigits . GetOptionalArgOrDefault ( argIdx , 100 )
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pssLen := * queues
if n := cgroup . AvailableCPUs ( ) ; pssLen > n {
// There is no sense in running more than availableCPUs concurrent pendingSeries,
// since every pendingSeries can saturate up to a single CPU.
pssLen = n
}
pss := make ( [ ] * pendingSeries , pssLen )
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for i := range pss {
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pss [ i ] = newPendingSeries ( fq . MustWriteBlock , sf , rd )
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}
return & remoteWriteCtx {
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idx : argIdx ,
fq : fq ,
c : c ,
pss : pss ,
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rowsPushedAfterRelabel : metrics . GetOrCreateCounter ( fmt . Sprintf ( ` vmagent_remotewrite_rows_pushed_after_relabel_total { path=%q, url=%q} ` , queuePath , sanitizedURL ) ) ,
rowsDroppedByRelabel : metrics . GetOrCreateCounter ( fmt . Sprintf ( ` vmagent_remotewrite_relabel_metrics_dropped_total { path=%q, url=%q} ` , queuePath , sanitizedURL ) ) ,
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}
}
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func ( rwctx * remoteWriteCtx ) MustStop ( ) {
for _ , ps := range rwctx . pss {
ps . MustStop ( )
}
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rwctx . idx = 0
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rwctx . pss = nil
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rwctx . fq . UnblockAllReaders ( )
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rwctx . c . MustStop ( )
rwctx . c = nil
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rwctx . fq . MustClose ( )
rwctx . fq = nil
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rwctx . rowsPushedAfterRelabel = nil
rwctx . rowsDroppedByRelabel = nil
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}
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func ( rwctx * remoteWriteCtx ) Push ( tss [ ] prompbmarshal . TimeSeries ) {
var rctx * relabelCtx
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var v * [ ] prompbmarshal . TimeSeries
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rcs := allRelabelConfigs . Load ( ) . ( * relabelConfigs )
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pcs := rcs . perURL [ rwctx . idx ]
if pcs . Len ( ) > 0 {
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rctx = getRelabelCtx ( )
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// Make a copy of tss before applying relabeling in order to prevent
// from affecting time series for other remoteWrite.url configs.
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// See https://github.com/VictoriaMetrics/VictoriaMetrics/issues/467
// and https://github.com/VictoriaMetrics/VictoriaMetrics/issues/599
v = tssRelabelPool . Get ( ) . ( * [ ] prompbmarshal . TimeSeries )
tss = append ( * v , tss ... )
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rowsCountBeforeRelabel := getRowsCount ( tss )
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tss = rctx . applyRelabeling ( tss , nil , pcs )
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rowsCountAfterRelabel := getRowsCount ( tss )
rwctx . rowsDroppedByRelabel . Add ( rowsCountBeforeRelabel - rowsCountAfterRelabel )
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}
pss := rwctx . pss
idx := atomic . AddUint64 ( & rwctx . pssNextIdx , 1 ) % uint64 ( len ( pss ) )
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rowsCount := getRowsCount ( tss )
rwctx . rowsPushedAfterRelabel . Add ( rowsCount )
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pss [ idx ] . Push ( tss )
if rctx != nil {
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* v = prompbmarshal . ResetTimeSeries ( tss )
tssRelabelPool . Put ( v )
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putRelabelCtx ( rctx )
}
}
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var tssRelabelPool = & sync . Pool {
New : func ( ) interface { } {
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a := [ ] prompbmarshal . TimeSeries { }
return & a
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} ,
}
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func getRowsCount ( tss [ ] prompbmarshal . TimeSeries ) int {
rowsCount := 0
for _ , ts := range tss {
rowsCount += len ( ts . Samples )
}
return rowsCount
}