prometheus/storage/metric/leveldb.go

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// Copyright 2013 Prometheus Team
// 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.
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package metric
import (
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"flag"
"fmt"
"sort"
"sync"
"time"
"code.google.com/p/goprotobuf/proto"
"github.com/golang/glog"
clientmodel "github.com/prometheus/client_golang/model"
"github.com/prometheus/prometheus/storage"
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"github.com/prometheus/prometheus/storage/raw"
"github.com/prometheus/prometheus/storage/raw/leveldb"
"github.com/prometheus/prometheus/utility"
dto "github.com/prometheus/prometheus/model/generated"
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)
const sortConcurrency = 2
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type LevelDBMetricPersistence struct {
CurationRemarks CurationRemarker
FingerprintToMetrics FingerprintMetricIndex
LabelNameToFingerprints LabelNameFingerprintIndex
LabelSetToFingerprints LabelPairFingerprintIndex
MetricHighWatermarks HighWatermarker
MetricMembershipIndex MetricMembershipIndex
Indexer MetricIndexer
MetricSamples *leveldb.LevelDBPersistence
// The remaining indices will be replaced with generalized interface resolvers:
//
// type FingerprintResolver interface {
// GetFingerprintForMetric(clientmodel.Metric) (*clientmodel.Fingerprint, bool, error)
// GetFingerprintsForLabelName(clientmodel.LabelName) (clientmodel.Fingerprints, bool, error)
// GetFingerprintsForLabelSet(LabelPair) (clientmodel.Fingerprints, bool, error)
// }
// type MetricResolver interface {
// GetMetricsForFingerprint(clientmodel.Fingerprints) (FingerprintMetricMapping, bool, error)
// }
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}
var (
leveldbChunkSize = flag.Int("leveldbChunkSize", 200, "Maximum number of samples stored under one key.")
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// These flag values are back of the envelope, though they seem sensible.
// Please re-evaluate based on your own needs.
curationRemarksCacheSize = flag.Int("curationRemarksCacheSize", 5*1024*1024, "The size for the curation remarks cache (bytes).")
fingerprintsToLabelPairCacheSize = flag.Int("fingerprintsToLabelPairCacheSizeBytes", 25*1024*1024, "The size for the fingerprint to label pair index (bytes).")
highWatermarkCacheSize = flag.Int("highWatermarksByFingerprintSizeBytes", 5*1024*1024, "The size for the metric high watermarks (bytes).")
labelNameToFingerprintsCacheSize = flag.Int("labelNameToFingerprintsCacheSizeBytes", 25*1024*1024, "The size for the label name to metric fingerprint index (bytes).")
labelPairToFingerprintsCacheSize = flag.Int("labelPairToFingerprintsCacheSizeBytes", 25*1024*1024, "The size for the label pair to metric fingerprint index (bytes).")
metricMembershipIndexCacheSize = flag.Int("metricMembershipCacheSizeBytes", 5*1024*1024, "The size for the metric membership index (bytes).")
samplesByFingerprintCacheSize = flag.Int("samplesByFingerprintCacheSizeBytes", 50*1024*1024, "The size for the samples database (bytes).")
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)
type leveldbOpener func()
type errorCloser interface {
Close() error
}
type closer interface {
Close()
}
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func (l *LevelDBMetricPersistence) Close() {
var persistences = []interface{}{
l.CurationRemarks,
l.FingerprintToMetrics,
l.LabelNameToFingerprints,
l.LabelSetToFingerprints,
l.MetricHighWatermarks,
l.MetricMembershipIndex,
l.MetricSamples,
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}
closerGroup := sync.WaitGroup{}
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for _, c := range persistences {
closerGroup.Add(1)
go func(c interface{}) {
if c != nil {
switch closer := c.(type) {
case closer:
closer.Close()
case errorCloser:
if err := closer.Close(); err != nil {
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glog.Error("Error closing persistence: ", err)
}
}
}
closerGroup.Done()
}(c)
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}
closerGroup.Wait()
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}
func NewLevelDBMetricPersistence(baseDirectory string) (*LevelDBMetricPersistence, error) {
workers := utility.NewUncertaintyGroup(7)
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emission := new(LevelDBMetricPersistence)
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var subsystemOpeners = []struct {
name string
opener leveldbOpener
}{
{
"Label Names and Value Pairs by Fingerprint",
func() {
var err error
emission.FingerprintToMetrics, err = NewLevelDBFingerprintMetricIndex(LevelDBFingerprintMetricIndexOptions{
LevelDBOptions: leveldb.LevelDBOptions{
Name: "Metrics by Fingerprint",
Purpose: "Index",
Path: baseDirectory + "/label_name_and_value_pairs_by_fingerprint",
CacheSizeBytes: *fingerprintsToLabelPairCacheSize,
},
})
workers.MayFail(err)
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},
},
{
"Samples by Fingerprint",
func() {
var err error
emission.MetricSamples, err = leveldb.NewLevelDBPersistence(leveldb.LevelDBOptions{
Name: "Samples",
Purpose: "Timeseries",
Path: baseDirectory + "/samples_by_fingerprint",
CacheSizeBytes: *fingerprintsToLabelPairCacheSize,
})
workers.MayFail(err)
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},
},
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{
"High Watermarks by Fingerprint",
func() {
var err error
emission.MetricHighWatermarks, err = NewLevelDBHighWatermarker(LevelDBHighWatermarkerOptions{
LevelDBOptions: leveldb.LevelDBOptions{
Name: "High Watermarks",
Purpose: "The youngest sample in the database per metric.",
Path: baseDirectory + "/high_watermarks_by_fingerprint",
CacheSizeBytes: *highWatermarkCacheSize,
}})
workers.MayFail(err)
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},
},
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{
"Fingerprints by Label Name",
func() {
var err error
emission.LabelNameToFingerprints, err = NewLevelLabelNameFingerprintIndex(LevelDBLabelNameFingerprintIndexOptions{
LevelDBOptions: leveldb.LevelDBOptions{
Name: "Fingerprints by Label Name",
Purpose: "Index",
Path: baseDirectory + "/fingerprints_by_label_name",
CacheSizeBytes: *labelNameToFingerprintsCacheSize,
},
})
workers.MayFail(err)
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},
},
{
"Fingerprints by Label Name and Value Pair",
func() {
var err error
emission.LabelSetToFingerprints, err = NewLevelDBLabelSetFingerprintIndex(LevelDBLabelSetFingerprintIndexOptions{
LevelDBOptions: leveldb.LevelDBOptions{
Name: "Fingerprints by Label Pair",
Purpose: "Index",
Path: baseDirectory + "/fingerprints_by_label_name_and_value_pair",
CacheSizeBytes: *labelPairToFingerprintsCacheSize,
},
})
workers.MayFail(err)
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},
},
{
"Metric Membership Index",
func() {
var err error
emission.MetricMembershipIndex, err = NewLevelDBMetricMembershipIndex(
LevelDBMetricMembershipIndexOptions{
LevelDBOptions: leveldb.LevelDBOptions{
Name: "Metric Membership",
Purpose: "Index",
Path: baseDirectory + "/metric_membership_index",
CacheSizeBytes: *metricMembershipIndexCacheSize,
},
})
workers.MayFail(err)
},
},
{
"Sample Curation Remarks",
func() {
var err error
emission.CurationRemarks, err = NewLevelDBCurationRemarker(LevelDBCurationRemarkerOptions{
LevelDBOptions: leveldb.LevelDBOptions{
Name: "Sample Curation Remarks",
Purpose: "Ledger of Progress for Various Curators",
Path: baseDirectory + "/curation_remarks",
CacheSizeBytes: *curationRemarksCacheSize,
},
})
workers.MayFail(err)
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},
},
}
for _, subsystem := range subsystemOpeners {
opener := subsystem.opener
go opener()
}
if !workers.Wait() {
for _, err := range workers.Errors() {
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glog.Error("Could not open storage: ", err)
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}
return nil, fmt.Errorf("Unable to open metric persistence.")
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}
emission.Indexer = &TotalIndexer{
FingerprintToMetric: emission.FingerprintToMetrics,
LabelNameToFingerprint: emission.LabelNameToFingerprints,
LabelPairToFingerprint: emission.LabelSetToFingerprints,
MetricMembership: emission.MetricMembershipIndex,
}
return emission, nil
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}
func (l *LevelDBMetricPersistence) AppendSample(sample *clientmodel.Sample) (err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
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recordOutcome(duration, err, map[string]string{operation: appendSample, result: success}, map[string]string{operation: appendSample, result: failure})
}(time.Now())
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err = l.AppendSamples(clientmodel.Samples{sample})
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return
}
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// groupByFingerprint collects all of the provided samples, groups them
// together by their respective metric fingerprint, and finally sorts
// them chronologically.
func groupByFingerprint(samples clientmodel.Samples) map[clientmodel.Fingerprint]clientmodel.Samples {
fingerprintToSamples := map[clientmodel.Fingerprint]clientmodel.Samples{}
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for _, sample := range samples {
fingerprint := &clientmodel.Fingerprint{}
fingerprint.LoadFromMetric(sample.Metric)
samples := fingerprintToSamples[*fingerprint]
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samples = append(samples, sample)
fingerprintToSamples[*fingerprint] = samples
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}
sortingSemaphore := make(chan bool, sortConcurrency)
doneSorting := sync.WaitGroup{}
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for _, samples := range fingerprintToSamples {
doneSorting.Add(1)
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sortingSemaphore <- true
go func(samples clientmodel.Samples) {
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sort.Sort(samples)
<-sortingSemaphore
doneSorting.Done()
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}(samples)
}
doneSorting.Wait()
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return fingerprintToSamples
}
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func (l *LevelDBMetricPersistence) refreshHighWatermarks(groups map[clientmodel.Fingerprint]clientmodel.Samples) (err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
recordOutcome(duration, err, map[string]string{operation: refreshHighWatermarks, result: success}, map[string]string{operation: refreshHighWatermarks, result: failure})
}(time.Now())
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b := FingerprintHighWatermarkMapping{}
for fp, ss := range groups {
if len(ss) == 0 {
continue
}
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b[fp] = ss[len(ss)-1].Timestamp
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}
return l.MetricHighWatermarks.UpdateBatch(b)
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}
func (l *LevelDBMetricPersistence) AppendSamples(samples clientmodel.Samples) (err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
recordOutcome(duration, err, map[string]string{operation: appendSamples, result: success}, map[string]string{operation: appendSamples, result: failure})
}(time.Now())
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fingerprintToSamples := groupByFingerprint(samples)
indexErrChan := make(chan error, 1)
watermarkErrChan := make(chan error, 1)
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go func(groups map[clientmodel.Fingerprint]clientmodel.Samples) {
metrics := FingerprintMetricMapping{}
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for fingerprint, samples := range groups {
metrics[fingerprint] = samples[0].Metric
}
indexErrChan <- l.Indexer.IndexMetrics(metrics)
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}(fingerprintToSamples)
go func(groups map[clientmodel.Fingerprint]clientmodel.Samples) {
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watermarkErrChan <- l.refreshHighWatermarks(groups)
}(fingerprintToSamples)
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samplesBatch := leveldb.NewBatch()
defer samplesBatch.Close()
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for fingerprint, group := range fingerprintToSamples {
for {
lengthOfGroup := len(group)
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if lengthOfGroup == 0 {
break
}
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take := *leveldbChunkSize
if lengthOfGroup < take {
take = lengthOfGroup
}
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chunk := group[0:take]
group = group[take:lengthOfGroup]
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key := SampleKey{
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Fingerprint: &fingerprint,
FirstTimestamp: chunk[0].Timestamp,
LastTimestamp: chunk[take-1].Timestamp,
SampleCount: uint32(take),
}
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value := &dto.SampleValueSeries{}
for _, sample := range chunk {
value.Value = append(value.Value, &dto.SampleValueSeries_Value{
Timestamp: proto.Int64(sample.Timestamp.Unix()),
Value: proto.Float64(float64(sample.Value)),
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})
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}
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k := &dto.SampleKey{}
key.Dump(k)
samplesBatch.Put(k, value)
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}
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}
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err = l.MetricSamples.Commit(samplesBatch)
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if err != nil {
return
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}
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err = <-indexErrChan
if err != nil {
return
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}
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err = <-watermarkErrChan
if err != nil {
return
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}
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return
}
func extractSampleKey(i leveldb.Iterator) (*SampleKey, error) {
k := &dto.SampleKey{}
err := proto.Unmarshal(i.Key(), k)
if err != nil {
return nil, err
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}
key := &SampleKey{}
key.Load(k)
return key, nil
}
func extractSampleValues(i leveldb.Iterator) (Values, error) {
v := &dto.SampleValueSeries{}
err := proto.Unmarshal(i.Value(), v)
if err != nil {
return nil, err
}
return NewValuesFromDTO(v), nil
}
func (l *LevelDBMetricPersistence) hasIndexMetric(m clientmodel.Metric) (value bool, err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
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recordOutcome(duration, err, map[string]string{operation: hasIndexMetric, result: success}, map[string]string{operation: hasIndexMetric, result: failure})
}(time.Now())
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return l.MetricMembershipIndex.Has(m)
}
func (l *LevelDBMetricPersistence) HasLabelPair(p *LabelPair) (value bool, err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
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recordOutcome(duration, err, map[string]string{operation: hasLabelPair, result: success}, map[string]string{operation: hasLabelPair, result: failure})
}(time.Now())
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return l.LabelSetToFingerprints.Has(p)
}
func (l *LevelDBMetricPersistence) HasLabelName(n clientmodel.LabelName) (value bool, err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
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recordOutcome(duration, err, map[string]string{operation: hasLabelName, result: success}, map[string]string{operation: hasLabelName, result: failure})
}(time.Now())
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value, err = l.LabelNameToFingerprints.Has(n)
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return
}
func (l *LevelDBMetricPersistence) GetFingerprintsForLabelSet(labelSet clientmodel.LabelSet) (fps clientmodel.Fingerprints, err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
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recordOutcome(duration, err, map[string]string{operation: getFingerprintsForLabelSet, result: success}, map[string]string{operation: getFingerprintsForLabelSet, result: failure})
}(time.Now())
sets := []utility.Set{}
for name, value := range labelSet {
fps, _, err := l.LabelSetToFingerprints.Lookup(&LabelPair{
Name: name,
Value: value,
})
if err != nil {
return nil, err
}
set := utility.Set{}
for _, fp := range fps {
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set.Add(*fp)
}
sets = append(sets, set)
}
numberOfSets := len(sets)
if numberOfSets == 0 {
return nil, nil
}
base := sets[0]
for i := 1; i < numberOfSets; i++ {
base = base.Intersection(sets[i])
}
for _, e := range base.Elements() {
fingerprint := e.(clientmodel.Fingerprint)
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fps = append(fps, &fingerprint)
}
return fps, nil
}
func (l *LevelDBMetricPersistence) GetFingerprintsForLabelName(labelName clientmodel.LabelName) (fps clientmodel.Fingerprints, err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
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recordOutcome(duration, err, map[string]string{operation: getFingerprintsForLabelName, result: success}, map[string]string{operation: getFingerprintsForLabelName, result: failure})
}(time.Now())
// TODO(matt): Update signature to work with ok.
fps, _, err = l.LabelNameToFingerprints.Lookup(labelName)
return fps, err
}
func (l *LevelDBMetricPersistence) GetMetricForFingerprint(f *clientmodel.Fingerprint) (m clientmodel.Metric, err error) {
defer func(begin time.Time) {
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duration := time.Since(begin)
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recordOutcome(duration, err, map[string]string{operation: getMetricForFingerprint, result: success}, map[string]string{operation: getMetricForFingerprint, result: failure})
}(time.Now())
// TODO(matt): Update signature to work with ok.
m, _, err = l.FingerprintToMetrics.Lookup(f)
return m, nil
}
func (l *LevelDBMetricPersistence) GetValueAtTime(f *clientmodel.Fingerprint, t time.Time) Values {
panic("Not implemented")
}
func (l *LevelDBMetricPersistence) GetBoundaryValues(f *clientmodel.Fingerprint, i Interval) Values {
panic("Not implemented")
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}
func (l *LevelDBMetricPersistence) GetRangeValues(f *clientmodel.Fingerprint, i Interval) Values {
panic("Not implemented")
}
type MetricKeyDecoder struct{}
func (d *MetricKeyDecoder) DecodeKey(in interface{}) (out interface{}, err error) {
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unmarshaled := dto.LabelPair{}
err = proto.Unmarshal(in.([]byte), &unmarshaled)
if err != nil {
return
}
out = LabelPair{
Name: clientmodel.LabelName(*unmarshaled.Name),
Value: clientmodel.LabelValue(*unmarshaled.Value),
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}
return
}
func (d *MetricKeyDecoder) DecodeValue(in interface{}) (out interface{}, err error) {
return
}
type LabelNameFilter struct {
labelName clientmodel.LabelName
}
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func (f LabelNameFilter) Filter(key, value interface{}) (filterResult storage.FilterResult) {
labelPair, ok := key.(LabelPair)
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if ok && labelPair.Name == f.labelName {
return storage.ACCEPT
}
return storage.SKIP
}
type CollectLabelValuesOp struct {
labelValues []clientmodel.LabelValue
}
func (op *CollectLabelValuesOp) Operate(key, value interface{}) (err *storage.OperatorError) {
labelPair := key.(LabelPair)
op.labelValues = append(op.labelValues, clientmodel.LabelValue(labelPair.Value))
return
}
func (l *LevelDBMetricPersistence) GetAllValuesForLabel(labelName clientmodel.LabelName) (values clientmodel.LabelValues, err error) {
filter := &LabelNameFilter{
labelName: labelName,
}
labelValuesOp := &CollectLabelValuesOp{}
_, err = l.LabelSetToFingerprints.ForEach(&MetricKeyDecoder{}, filter, labelValuesOp)
if err != nil {
return
}
values = labelValuesOp.labelValues
return
}
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// Prune compacts each database's keyspace serially.
//
// Beware that it would probably be imprudent to run this on a live user-facing
// server due to latency implications.
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func (l *LevelDBMetricPersistence) Prune() {
l.CurationRemarks.Prune()
l.FingerprintToMetrics.Prune()
l.LabelNameToFingerprints.Prune()
l.LabelSetToFingerprints.Prune()
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l.MetricHighWatermarks.Prune()
l.MetricMembershipIndex.Prune()
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l.MetricSamples.Prune()
}
func (l *LevelDBMetricPersistence) Sizes() (total uint64, err error) {
size := uint64(0)
if size, _, err = l.CurationRemarks.Size(); err != nil {
return 0, err
}
total += size
if size, _, err = l.FingerprintToMetrics.Size(); err != nil {
return 0, err
}
total += size
if size, _, err = l.LabelNameToFingerprints.Size(); err != nil {
return 0, err
}
total += size
if size, _, err = l.LabelSetToFingerprints.Size(); err != nil {
return 0, err
}
total += size
if size, _, err = l.MetricHighWatermarks.Size(); err != nil {
return 0, err
}
total += size
if size, _, err = l.MetricMembershipIndex.Size(); err != nil {
return 0, err
}
total += size
if size, err = l.MetricSamples.Size(); err != nil {
return 0, err
}
total += size
return total, nil
}
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func (l *LevelDBMetricPersistence) States() raw.DatabaseStates {
return raw.DatabaseStates{
l.CurationRemarks.State(),
l.FingerprintToMetrics.State(),
l.LabelNameToFingerprints.State(),
l.LabelSetToFingerprints.State(),
l.MetricHighWatermarks.State(),
l.MetricMembershipIndex.State(),
l.MetricSamples.State(),
}
}