VictoriaMetrics/app/vmalert/rule/group.go
Haleygo dc28196237
vmalert-tool: implement unittest (#4789)
1. split package rule under /app/vmalert, expose needed objects
2. add vmalert-tool with unittest subcmd

https://github.com/VictoriaMetrics/VictoriaMetrics/issues/2945
2023-10-13 13:54:33 +02:00

783 lines
22 KiB
Go

package rule
import (
"context"
"encoding/json"
"errors"
"flag"
"fmt"
"hash/fnv"
"net/url"
"strconv"
"strings"
"sync"
"time"
"github.com/cheggaaa/pb/v3"
"github.com/VictoriaMetrics/VictoriaMetrics/app/vmalert/config"
"github.com/VictoriaMetrics/VictoriaMetrics/app/vmalert/datasource"
"github.com/VictoriaMetrics/VictoriaMetrics/app/vmalert/notifier"
"github.com/VictoriaMetrics/VictoriaMetrics/app/vmalert/remotewrite"
"github.com/VictoriaMetrics/VictoriaMetrics/app/vmalert/utils"
"github.com/VictoriaMetrics/VictoriaMetrics/lib/decimal"
"github.com/VictoriaMetrics/VictoriaMetrics/lib/logger"
"github.com/VictoriaMetrics/VictoriaMetrics/lib/prompbmarshal"
"github.com/VictoriaMetrics/metrics"
)
var (
ruleUpdateEntriesLimit = flag.Int("rule.updateEntriesLimit", 20, "Defines the max number of rule's state updates stored in-memory. "+
"Rule's updates are available on rule's Details page and are used for debugging purposes. The number of stored updates can be overridden per rule via update_entries_limit param.")
resendDelay = flag.Duration("rule.resendDelay", 0, "MiniMum amount of time to wait before resending an alert to notifier")
maxResolveDuration = flag.Duration("rule.maxResolveDuration", 0, "Limits the maxiMum duration for automatic alert expiration, "+
"which by default is 4 times evaluationInterval of the parent ")
disableAlertGroupLabel = flag.Bool("disableAlertgroupLabel", false, "Whether to disable adding group's Name as label to generated alerts and time series.")
remoteReadLookBack = flag.Duration("remoteRead.lookback", time.Hour, "Lookback defines how far to look into past for alerts timeseries."+
" For example, if lookback=1h then range from now() to now()-1h will be scanned.")
)
// Group is an entity for grouping rules
type Group struct {
mu sync.RWMutex
Name string
File string
Rules []Rule
Type config.Type
Interval time.Duration
EvalOffset *time.Duration
Limit int
Concurrency int
Checksum string
LastEvaluation time.Time
Labels map[string]string
Params url.Values
Headers map[string]string
NotifierHeaders map[string]string
doneCh chan struct{}
finishedCh chan struct{}
// channel accepts new Group obj
// which supposed to update current group
updateCh chan *Group
// evalCancel stores the cancel fn for interrupting
// rules evaluation. Used on groups update() and close().
evalCancel context.CancelFunc
metrics *groupMetrics
// evalAlignment will make the timestamp of group query
// requests be aligned with interval
evalAlignment *bool
}
type groupMetrics struct {
iterationTotal *utils.Counter
iterationDuration *utils.Summary
iterationMissed *utils.Counter
iterationInterval *utils.Gauge
}
func newGroupMetrics(g *Group) *groupMetrics {
m := &groupMetrics{}
labels := fmt.Sprintf(`group=%q, file=%q`, g.Name, g.File)
m.iterationTotal = utils.GetOrCreateCounter(fmt.Sprintf(`vmalert_iteration_total{%s}`, labels))
m.iterationDuration = utils.GetOrCreateSummary(fmt.Sprintf(`vmalert_iteration_duration_seconds{%s}`, labels))
m.iterationMissed = utils.GetOrCreateCounter(fmt.Sprintf(`vmalert_iteration_missed_total{%s}`, labels))
m.iterationInterval = utils.GetOrCreateGauge(fmt.Sprintf(`vmalert_iteration_interval_seconds{%s}`, labels), func() float64 {
g.mu.RLock()
i := g.Interval.Seconds()
g.mu.RUnlock()
return i
})
return m
}
// merges group rule labels into result map
// set2 has priority over set1.
func mergeLabels(groupName, ruleName string, set1, set2 map[string]string) map[string]string {
r := map[string]string{}
for k, v := range set1 {
r[k] = v
}
for k, v := range set2 {
if prevV, ok := r[k]; ok {
logger.Infof("label %q=%q for rule %q.%q overwritten with external label %q=%q",
k, prevV, groupName, ruleName, k, v)
}
r[k] = v
}
return r
}
// NewGroup returns a new group
func NewGroup(cfg config.Group, qb datasource.QuerierBuilder, defaultInterval time.Duration, labels map[string]string) *Group {
g := &Group{
Type: cfg.Type,
Name: cfg.Name,
File: cfg.File,
Interval: cfg.Interval.Duration(),
Limit: cfg.Limit,
Concurrency: cfg.Concurrency,
Checksum: cfg.Checksum,
Params: cfg.Params,
Headers: make(map[string]string),
NotifierHeaders: make(map[string]string),
Labels: cfg.Labels,
evalAlignment: cfg.EvalAlignment,
doneCh: make(chan struct{}),
finishedCh: make(chan struct{}),
updateCh: make(chan *Group),
}
if g.Interval == 0 {
g.Interval = defaultInterval
}
if g.Concurrency < 1 {
g.Concurrency = 1
}
if cfg.EvalOffset != nil {
g.EvalOffset = &cfg.EvalOffset.D
}
for _, h := range cfg.Headers {
g.Headers[h.Key] = h.Value
}
for _, h := range cfg.NotifierHeaders {
g.NotifierHeaders[h.Key] = h.Value
}
g.metrics = newGroupMetrics(g)
rules := make([]Rule, len(cfg.Rules))
for i, r := range cfg.Rules {
var extraLabels map[string]string
// apply external labels
if len(labels) > 0 {
extraLabels = labels
}
// apply group labels, it has priority on external labels
if len(cfg.Labels) > 0 {
extraLabels = mergeLabels(g.Name, r.Name(), extraLabels, g.Labels)
}
// apply rules labels, it has priority on other labels
if len(extraLabels) > 0 {
r.Labels = mergeLabels(g.Name, r.Name(), extraLabels, r.Labels)
}
rules[i] = g.newRule(qb, r)
}
g.Rules = rules
return g
}
func (g *Group) newRule(qb datasource.QuerierBuilder, r config.Rule) Rule {
if r.Alert != "" {
return NewAlertingRule(qb, g, r)
}
return NewRecordingRule(qb, g, r)
}
// ID return unique group ID that consists of
// rules file and group Name
func (g *Group) ID() uint64 {
g.mu.RLock()
defer g.mu.RUnlock()
hash := fnv.New64a()
hash.Write([]byte(g.File))
hash.Write([]byte("\xff"))
hash.Write([]byte(g.Name))
hash.Write([]byte(g.Type.Get()))
hash.Write([]byte(g.Interval.String()))
if g.EvalOffset != nil {
hash.Write([]byte(g.EvalOffset.String()))
}
return hash.Sum64()
}
// restore restores alerts state for group rules
func (g *Group) restore(ctx context.Context, qb datasource.QuerierBuilder, ts time.Time, lookback time.Duration) error {
for _, rule := range g.Rules {
ar, ok := rule.(*AlertingRule)
if !ok {
continue
}
if ar.For < 1 {
continue
}
q := qb.BuildWithParams(datasource.QuerierParams{
DataSourceType: g.Type.String(),
EvaluationInterval: g.Interval,
QueryParams: g.Params,
Headers: g.Headers,
Debug: ar.Debug,
})
if err := ar.restore(ctx, q, ts, lookback); err != nil {
return fmt.Errorf("error while restoring rule %q: %w", rule, err)
}
}
return nil
}
// updateWith updates existing group with
// passed group object. This function ignores group
// evaluation interval change. It supposed to be updated
// in group.Start function.
// Not thread-safe.
func (g *Group) updateWith(newGroup *Group) error {
rulesRegistry := make(map[uint64]Rule)
for _, nr := range newGroup.Rules {
rulesRegistry[nr.ID()] = nr
}
for i, or := range g.Rules {
nr, ok := rulesRegistry[or.ID()]
if !ok {
// old rule is not present in the new list
// so we mark it for removing
g.Rules[i].close()
g.Rules[i] = nil
continue
}
if err := or.updateWith(nr); err != nil {
return err
}
delete(rulesRegistry, nr.ID())
}
var newRules []Rule
for _, r := range g.Rules {
if r == nil {
// skip nil rules
continue
}
newRules = append(newRules, r)
}
// add the rest of rules from registry
for _, nr := range rulesRegistry {
newRules = append(newRules, nr)
}
// note that g.Interval is not updated here
// so the value can be compared later in
// group.Start function
g.Type = newGroup.Type
g.Concurrency = newGroup.Concurrency
g.Params = newGroup.Params
g.Headers = newGroup.Headers
g.NotifierHeaders = newGroup.NotifierHeaders
g.Labels = newGroup.Labels
g.Limit = newGroup.Limit
g.Checksum = newGroup.Checksum
g.Rules = newRules
return nil
}
// InterruptEval interrupts in-flight rules evaluations
// within the group. It is expected that g.evalCancel
// will be repopulated after the call.
func (g *Group) InterruptEval() {
g.mu.RLock()
defer g.mu.RUnlock()
if g.evalCancel != nil {
g.evalCancel()
}
}
// Close stops the group and it's rules, unregisters group metrics
func (g *Group) Close() {
if g.doneCh == nil {
return
}
close(g.doneCh)
g.InterruptEval()
<-g.finishedCh
g.metrics.iterationDuration.Unregister()
g.metrics.iterationTotal.Unregister()
g.metrics.iterationMissed.Unregister()
g.metrics.iterationInterval.Unregister()
for _, rule := range g.Rules {
rule.close()
}
}
// SkipRandSleepOnGroupStart will skip random sleep delay in group first evaluation
var SkipRandSleepOnGroupStart bool
// Start starts group's evaluation
func (g *Group) Start(ctx context.Context, nts func() []notifier.Notifier, rw remotewrite.RWClient, rr datasource.QuerierBuilder) {
defer func() { close(g.finishedCh) }()
evalTS := time.Now()
// sleep random duration to spread group rules evaluation
// over time in order to reduce load on datasource.
if !SkipRandSleepOnGroupStart {
sleepBeforeStart := delayBeforeStart(evalTS, g.ID(), g.Interval, g.EvalOffset)
g.infof("will start in %v", sleepBeforeStart)
sleepTimer := time.NewTimer(sleepBeforeStart)
select {
case <-ctx.Done():
sleepTimer.Stop()
return
case <-g.doneCh:
sleepTimer.Stop()
return
case <-sleepTimer.C:
}
evalTS = evalTS.Add(sleepBeforeStart)
}
e := &executor{
Rw: rw,
Notifiers: nts,
notifierHeaders: g.NotifierHeaders,
PreviouslySentSeriesToRW: make(map[uint64]map[string][]prompbmarshal.Label),
}
g.infof("started")
eval := func(ctx context.Context, ts time.Time) {
g.metrics.iterationTotal.Inc()
start := time.Now()
if len(g.Rules) < 1 {
g.metrics.iterationDuration.UpdateDuration(start)
g.LastEvaluation = start
return
}
resolveDuration := getResolveDuration(g.Interval, *resendDelay, *maxResolveDuration)
ts = g.adjustReqTimestamp(ts)
errs := e.execConcurrently(ctx, g.Rules, ts, g.Concurrency, resolveDuration, g.Limit)
for err := range errs {
if err != nil {
logger.Errorf("group %q: %s", g.Name, err)
}
}
g.metrics.iterationDuration.UpdateDuration(start)
g.LastEvaluation = start
}
evalCtx, cancel := context.WithCancel(ctx)
g.mu.Lock()
g.evalCancel = cancel
g.mu.Unlock()
defer g.evalCancel()
eval(evalCtx, evalTS)
t := time.NewTicker(g.Interval)
defer t.Stop()
// restore the rules state after the first evaluation
// so only active alerts can be restored.
if rr != nil {
err := g.restore(ctx, rr, evalTS, *remoteReadLookBack)
if err != nil {
logger.Errorf("error while restoring ruleState for group %q: %s", g.Name, err)
}
}
for {
select {
case <-ctx.Done():
logger.Infof("group %q: context cancelled", g.Name)
return
case <-g.doneCh:
logger.Infof("group %q: received stop signal", g.Name)
return
case ng := <-g.updateCh:
g.mu.Lock()
// it is expected that g.evalCancel will be evoked
// somewhere else to unblock group from the rules evaluation.
// we recreate the evalCtx and g.evalCancel, so it can
// be called again.
evalCtx, cancel = context.WithCancel(ctx)
g.evalCancel = cancel
err := g.updateWith(ng)
if err != nil {
logger.Errorf("group %q: failed to update: %s", g.Name, err)
g.mu.Unlock()
continue
}
// ensure that staleness is tracked for existing rules only
e.purgeStaleSeries(g.Rules)
e.notifierHeaders = g.NotifierHeaders
g.mu.Unlock()
g.infof("re-started")
case <-t.C:
missed := (time.Since(evalTS) / g.Interval) - 1
if missed < 0 {
// missed can become < 0 due to irregular delays during evaluation
// which can result in time.Since(evalTS) < g.Interval
missed = 0
}
if missed > 0 {
g.metrics.iterationMissed.Inc()
}
evalTS = evalTS.Add((missed + 1) * g.Interval)
eval(evalCtx, evalTS)
}
}
}
// UpdateWith inserts new group to updateCh
func (g *Group) UpdateWith(new *Group) {
g.updateCh <- new
}
// DeepCopy returns a deep copy of group
func (g *Group) DeepCopy() *Group {
g.mu.RLock()
data, _ := json.Marshal(g)
g.mu.RUnlock()
newG := Group{}
_ = json.Unmarshal(data, &newG)
newG.Rules = g.Rules
return &newG
}
// delayBeforeStart returns a duration on the interval between [ts..ts+interval].
// delayBeforeStart accounts for `offset`, so returned duration should be always
// bigger than the `offset`.
func delayBeforeStart(ts time.Time, key uint64, interval time.Duration, offset *time.Duration) time.Duration {
var randSleep time.Duration
randSleep = time.Duration(float64(interval) * (float64(key) / (1 << 64)))
sleepOffset := time.Duration(ts.UnixNano() % interval.Nanoseconds())
if randSleep < sleepOffset {
randSleep += interval
}
randSleep -= sleepOffset
// check if `ts` after randSleep is before `offset`,
// if it is, add extra eval_offset to randSleep.
// see https://github.com/VictoriaMetrics/VictoriaMetrics/issues/3409.
if offset != nil {
tmpEvalTS := ts.Add(randSleep)
if tmpEvalTS.Before(tmpEvalTS.Truncate(interval).Add(*offset)) {
randSleep += *offset
}
}
return randSleep
}
func (g *Group) infof(format string, args ...interface{}) {
msg := fmt.Sprintf(format, args...)
logger.Infof("group %q %s; interval=%v; eval_offset=%v; concurrency=%d",
g.Name, msg, g.Interval, g.EvalOffset, g.Concurrency)
}
// Replay performs group replay
func (g *Group) Replay(start, end time.Time, rw remotewrite.RWClient, maxDataPoint, replayRuleRetryAttempts int, replayDelay time.Duration, disableProgressBar bool) int {
var total int
step := g.Interval * time.Duration(maxDataPoint)
ri := rangeIterator{start: start, end: end, step: step}
iterations := int(end.Sub(start)/step) + 1
fmt.Printf("\nGroup %q"+
"\ninterval: \t%v"+
"\nrequests to make: \t%d"+
"\nmax range per request: \t%v\n",
g.Name, g.Interval, iterations, step)
if g.Limit > 0 {
fmt.Printf("\nPlease note, `limit: %d` param has no effect during replay.\n",
g.Limit)
}
for _, rule := range g.Rules {
fmt.Printf("> Rule %q (ID: %d)\n", rule, rule.ID())
var bar *pb.ProgressBar
if !disableProgressBar {
bar = pb.StartNew(iterations)
}
ri.reset()
for ri.next() {
n, err := replayRule(rule, ri.s, ri.e, rw, replayRuleRetryAttempts)
if err != nil {
logger.Fatalf("rule %q: %s", rule, err)
}
total += n
if bar != nil {
bar.Increment()
}
}
if bar != nil {
bar.Finish()
}
// sleep to let remote storage to flush data on-disk
// so chained rules could be calculated correctly
time.Sleep(replayDelay)
}
return total
}
// ExecOnce evaluates all the rules under group for once with given timestamp.
func (g *Group) ExecOnce(ctx context.Context, nts func() []notifier.Notifier, rw remotewrite.RWClient, evalTS time.Time) chan error {
e := &executor{
Rw: rw,
Notifiers: nts,
notifierHeaders: g.NotifierHeaders,
PreviouslySentSeriesToRW: make(map[uint64]map[string][]prompbmarshal.Label),
}
if len(g.Rules) < 1 {
return nil
}
resolveDuration := getResolveDuration(g.Interval, *resendDelay, *maxResolveDuration)
return e.execConcurrently(ctx, g.Rules, evalTS, g.Concurrency, resolveDuration, g.Limit)
}
type rangeIterator struct {
step time.Duration
start, end time.Time
iter int
s, e time.Time
}
func (ri *rangeIterator) reset() {
ri.iter = 0
ri.s, ri.e = time.Time{}, time.Time{}
}
func (ri *rangeIterator) next() bool {
ri.s = ri.start.Add(ri.step * time.Duration(ri.iter))
if !ri.end.After(ri.s) {
return false
}
ri.e = ri.s.Add(ri.step)
if ri.e.After(ri.end) {
ri.e = ri.end
}
ri.iter++
return true
}
// getResolveDuration returns the duration after which firing alert
// can be considered as resolved.
func getResolveDuration(groupInterval, delta, maxDuration time.Duration) time.Duration {
if groupInterval > delta {
delta = groupInterval
}
resolveDuration := delta * 4
if maxDuration > 0 && resolveDuration > maxDuration {
resolveDuration = maxDuration
}
return resolveDuration
}
func (g *Group) adjustReqTimestamp(timestamp time.Time) time.Time {
if g.EvalOffset != nil {
// calculate the min timestamp on the evaluationInterval
intervalStart := timestamp.Truncate(g.Interval)
ts := intervalStart.Add(*g.EvalOffset)
if timestamp.Before(ts) {
// if passed timestamp is before the expected evaluation offset,
// then we should adjust it to the previous evaluation round.
// E.g. request with evaluationInterval=1h and evaluationOffset=30m
// was evaluated at 11:20. Then the timestamp should be adjusted
// to 10:30, to the previous evaluationInterval.
return ts.Add(-g.Interval)
}
// EvalOffset shouldn't interfere with evalAlignment,
// so we return it immediately
return ts
}
if g.evalAlignment == nil || *g.evalAlignment {
// align query time with interval to get similar result with grafana when plotting time series.
// see https://github.com/VictoriaMetrics/VictoriaMetrics/issues/5049
// and https://github.com/VictoriaMetrics/VictoriaMetrics/issues/1232
return timestamp.Truncate(g.Interval)
}
return timestamp
}
// executor contains group's notify and rw configs
type executor struct {
Notifiers func() []notifier.Notifier
notifierHeaders map[string]string
Rw remotewrite.RWClient
previouslySentSeriesToRWMu sync.Mutex
// PreviouslySentSeriesToRW stores series sent to RW on previous iteration
// map[ruleID]map[ruleLabels][]prompb.Label
// where `ruleID` is ID of the Rule within a Group
// and `ruleLabels` is []prompb.Label marshalled to a string
PreviouslySentSeriesToRW map[uint64]map[string][]prompbmarshal.Label
}
// execConcurrently executes rules concurrently if concurrency>1
func (e *executor) execConcurrently(ctx context.Context, rules []Rule, ts time.Time, concurrency int, resolveDuration time.Duration, limit int) chan error {
res := make(chan error, len(rules))
if concurrency == 1 {
// fast path
for _, rule := range rules {
res <- e.exec(ctx, rule, ts, resolveDuration, limit)
}
close(res)
return res
}
sem := make(chan struct{}, concurrency)
go func() {
wg := sync.WaitGroup{}
for _, r := range rules {
sem <- struct{}{}
wg.Add(1)
go func(r Rule) {
res <- e.exec(ctx, r, ts, resolveDuration, limit)
<-sem
wg.Done()
}(r)
}
wg.Wait()
close(res)
}()
return res
}
var (
alertsFired = metrics.NewCounter(`vmalert_alerts_fired_total`)
execTotal = metrics.NewCounter(`vmalert_execution_total`)
execErrors = metrics.NewCounter(`vmalert_execution_errors_total`)
remoteWriteErrors = metrics.NewCounter(`vmalert_remotewrite_errors_total`)
remoteWriteTotal = metrics.NewCounter(`vmalert_remotewrite_total`)
)
func (e *executor) exec(ctx context.Context, r Rule, ts time.Time, resolveDuration time.Duration, limit int) error {
execTotal.Inc()
tss, err := r.exec(ctx, ts, limit)
if err != nil {
if errors.Is(err, context.Canceled) {
// the context can be cancelled on graceful shutdown
// or on group update. So no need to handle the error as usual.
return nil
}
execErrors.Inc()
return fmt.Errorf("rule %q: failed to execute: %w", r, err)
}
if e.Rw != nil {
pushToRW := func(tss []prompbmarshal.TimeSeries) error {
var lastErr error
for _, ts := range tss {
remoteWriteTotal.Inc()
if err := e.Rw.Push(ts); err != nil {
remoteWriteErrors.Inc()
lastErr = fmt.Errorf("rule %q: remote write failure: %w", r, err)
}
}
return lastErr
}
if err := pushToRW(tss); err != nil {
return err
}
staleSeries := e.getStaleSeries(r, tss, ts)
if err := pushToRW(staleSeries); err != nil {
return err
}
}
ar, ok := r.(*AlertingRule)
if !ok {
return nil
}
alerts := ar.alertsToSend(ts, resolveDuration, *resendDelay)
if len(alerts) < 1 {
return nil
}
wg := sync.WaitGroup{}
errGr := new(utils.ErrGroup)
for _, nt := range e.Notifiers() {
wg.Add(1)
go func(nt notifier.Notifier) {
if err := nt.Send(ctx, alerts, e.notifierHeaders); err != nil {
errGr.Add(fmt.Errorf("rule %q: failed to send alerts to addr %q: %w", r, nt.Addr(), err))
}
wg.Done()
}(nt)
}
wg.Wait()
return errGr.Err()
}
// getStaledSeries checks whether there are stale series from previously sent ones.
func (e *executor) getStaleSeries(r Rule, tss []prompbmarshal.TimeSeries, timestamp time.Time) []prompbmarshal.TimeSeries {
ruleLabels := make(map[string][]prompbmarshal.Label, len(tss))
for _, ts := range tss {
// convert labels to strings so we can compare with previously sent series
key := labelsToString(ts.Labels)
ruleLabels[key] = ts.Labels
}
rID := r.ID()
var staleS []prompbmarshal.TimeSeries
// check whether there are series which disappeared and need to be marked as stale
e.previouslySentSeriesToRWMu.Lock()
for key, labels := range e.PreviouslySentSeriesToRW[rID] {
if _, ok := ruleLabels[key]; ok {
continue
}
// previously sent series are missing in current series, so we mark them as stale
ss := newTimeSeriesPB([]float64{decimal.StaleNaN}, []int64{timestamp.Unix()}, labels)
staleS = append(staleS, ss)
}
// set previous series to current
e.PreviouslySentSeriesToRW[rID] = ruleLabels
e.previouslySentSeriesToRWMu.Unlock()
return staleS
}
// purgeStaleSeries deletes references in tracked
// previouslySentSeriesToRW list to Rules which aren't present
// in the given activeRules list. The method is used when the list
// of loaded rules has changed and executor has to remove
// references to non-existing rules.
func (e *executor) purgeStaleSeries(activeRules []Rule) {
newPreviouslySentSeriesToRW := make(map[uint64]map[string][]prompbmarshal.Label)
e.previouslySentSeriesToRWMu.Lock()
for _, rule := range activeRules {
id := rule.ID()
prev, ok := e.PreviouslySentSeriesToRW[id]
if ok {
// keep previous series for staleness detection
newPreviouslySentSeriesToRW[id] = prev
}
}
e.PreviouslySentSeriesToRW = nil
e.PreviouslySentSeriesToRW = newPreviouslySentSeriesToRW
e.previouslySentSeriesToRWMu.Unlock()
}
func labelsToString(labels []prompbmarshal.Label) string {
var b strings.Builder
b.WriteRune('{')
for i, label := range labels {
if len(label.Name) == 0 {
b.WriteString("__name__")
} else {
b.WriteString(label.Name)
}
b.WriteRune('=')
b.WriteString(strconv.Quote(label.Value))
if i < len(labels)-1 {
b.WriteRune(',')
}
}
b.WriteRune('}')
return b.String()
}