Alerting: Rule backtesting with experimental UI (#115525)
* add function to convert StateTransition to LokiEntry * add QueryResultBuilder * update backtesting to produce result similar to historian * make shouldRecord public * filter out noop transitions * add experimental front-end * add new fields * move conversion of api model to AlertRule to validation * add extra labels * calculate tick timestamp using the same logic as in scheduler * implement correct logic of calculating first evaluation timestamp * add uid, group and folder uid they are needed for jitter strategy * add JitterOffsetInDuration and JitterStrategy.String() * add config `backtesting_max_evaluations` to [unified_alerting] (not documented for now) * remove obsolete tests * elevate permisisons for backtesting endpoint * move backtesting to separate dir
This commit is contained in:
@@ -15,10 +15,16 @@ import (
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"github.com/grafana/grafana/pkg/apimachinery/identity"
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"github.com/grafana/grafana/pkg/infra/log"
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"github.com/grafana/grafana/pkg/infra/tracing"
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"github.com/grafana/grafana/pkg/services/featuremgmt"
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"github.com/grafana/grafana/pkg/services/ngalert/eval"
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"github.com/grafana/grafana/pkg/services/ngalert/models"
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"github.com/grafana/grafana/pkg/services/ngalert/schedule"
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"github.com/grafana/grafana/pkg/services/ngalert/schedule/ticker"
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"github.com/grafana/grafana/pkg/services/ngalert/state"
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"github.com/grafana/grafana/pkg/services/ngalert/state/historian"
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history_model "github.com/grafana/grafana/pkg/services/ngalert/state/historian/model"
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"github.com/grafana/grafana/pkg/setting"
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"github.com/grafana/grafana/pkg/util"
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)
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var (
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@@ -28,7 +34,7 @@ var (
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backtestingEvaluatorFactory = newBacktestingEvaluator
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)
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type callbackFunc = func(evaluationIndex int, now time.Time, results eval.Results) error
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type callbackFunc = func(evaluationIndex int, now time.Time, results eval.Results) (bool, error)
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type backtestingEvaluator interface {
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Eval(ctx context.Context, from time.Time, interval time.Duration, evaluations int, callback callbackFunc) error
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@@ -40,11 +46,17 @@ type stateManager interface {
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}
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type Engine struct {
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evalFactory eval.EvaluatorFactory
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createStateManager func() stateManager
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evalFactory eval.EvaluatorFactory
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createStateManager func() stateManager
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disableGrafanaFolder bool
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featureToggles featuremgmt.FeatureToggles
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minInterval time.Duration
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baseInterval time.Duration
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jitterStrategy schedule.JitterStrategy
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maxEvaluations int
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}
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func NewEngine(appUrl *url.URL, evalFactory eval.EvaluatorFactory, tracer tracing.Tracer) *Engine {
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func NewEngine(appUrl *url.URL, evalFactory eval.EvaluatorFactory, tracer tracing.Tracer, cfg setting.UnifiedAlertingSettings, toggles featuremgmt.FeatureToggles) *Engine {
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return &Engine{
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evalFactory: evalFactory,
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createStateManager: func() stateManager {
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@@ -60,74 +72,139 @@ func NewEngine(appUrl *url.URL, evalFactory eval.EvaluatorFactory, tracer tracin
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}
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return state.NewManager(cfg, state.NewNoopPersister())
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},
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disableGrafanaFolder: false,
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featureToggles: toggles,
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minInterval: cfg.MinInterval,
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baseInterval: cfg.BaseInterval,
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maxEvaluations: cfg.BacktestingMaxEvaluations,
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jitterStrategy: schedule.JitterStrategyFrom(cfg, toggles),
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}
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}
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func (e *Engine) Test(ctx context.Context, user identity.Requester, rule *models.AlertRule, from, to time.Time) (*data.Frame, error) {
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ruleCtx := models.WithRuleKey(ctx, rule.GetKey())
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logger := logger.FromContext(ctx)
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func (e *Engine) Test(ctx context.Context, user identity.Requester, rule *models.AlertRule, from, to time.Time, folderTitle string) (res *data.Frame, err error) {
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if rule == nil {
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return nil, fmt.Errorf("%w: rule is not defined", ErrInvalidInputData)
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}
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if !from.Before(to) {
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return nil, fmt.Errorf("%w: invalid interval of the backtesting [%d,%d]", ErrInvalidInputData, from.Unix(), to.Unix())
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return nil, fmt.Errorf("%w: invalid interval [%d,%d]", ErrInvalidInputData, from.Unix(), to.Unix())
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}
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if to.Sub(from).Seconds() < float64(rule.IntervalSeconds) {
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return nil, fmt.Errorf("%w: interval of the backtesting [%d,%d] is less than evaluation interval [%ds]", ErrInvalidInputData, from.Unix(), to.Unix(), rule.IntervalSeconds)
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ruleCtx := models.WithRuleKey(ctx, rule.GetKey())
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logger := logger.FromContext(ruleCtx).New("backtesting", util.GenerateShortUID())
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var warns []string
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if rule.GetInterval() < e.minInterval {
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logger.Warn("Interval adjusted to minimal interval", "originalInterval", rule.GetInterval(), "adjustedInterval", e.minInterval)
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rule = rule.Copy()
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rule.IntervalSeconds = int64(e.minInterval.Seconds())
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warns = append(warns, fmt.Sprintf("Interval adjusted to minimal interval %ds", rule.IntervalSeconds))
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}
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length := int(to.Sub(from).Seconds()) / int(rule.IntervalSeconds)
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stateManager := e.createStateManager()
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effectiveStrategy := e.jitterStrategy
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if e.jitterStrategy == schedule.JitterByGroup && (rule.RuleGroup == "" || rule.NamespaceUID == "") ||
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e.jitterStrategy == schedule.JitterByRule && rule.UID == "" {
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logger.Warn(fmt.Sprintf("Jitter strategy is set to %s, but rule group or namespace is not set. Ignore jitter", e.jitterStrategy))
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warns = append(warns, fmt.Sprintf("Jitter strategy is set to %s, but rule group or namespace is not set. Ignore jitter. The results of testing will be different than real evaluations", e.jitterStrategy))
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effectiveStrategy = schedule.JitterNever
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}
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jitterOffset := schedule.JitterOffsetInDuration(rule, e.baseInterval, effectiveStrategy)
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firstEval, err := getFirstEvaluationTime(from, rule, e.baseInterval, jitterOffset)
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if err != nil {
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return nil, fmt.Errorf("%w: %s", ErrInvalidInputData, err)
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}
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evaluator, err := backtestingEvaluatorFactory(ruleCtx, e.evalFactory, user, rule.GetEvalCondition().WithSource("backtesting"), &schedule.AlertingResultsFromRuleState{
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Manager: stateManager,
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Rule: rule,
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})
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evaluations := calculateNumberOfEvaluations(firstEval, to, rule.GetInterval())
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if e.maxEvaluations > 0 && evaluations > e.maxEvaluations {
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logger.Warn("Evaluations adjusted to maximal number", "originalEvaluations", evaluations, "adjustedEvaluations", e.maxEvaluations)
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warns = append(warns, fmt.Sprintf("Number of evaluations are adjusted to the limit of %d evaluations. Requested: %d", e.maxEvaluations, evaluations))
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evaluations = e.maxEvaluations
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}
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start := time.Now()
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defer func() {
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if err == nil {
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logger.Info("Rule testing finished successfully", "duration", time.Since(start))
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} else {
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logger.Error("Rule testing finished with error", "duration", time.Since(start), "error", err)
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}
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}()
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stateMgr := e.createStateManager()
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evaluator, err := backtestingEvaluatorFactory(ruleCtx,
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e.evalFactory,
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user,
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rule.GetEvalCondition().WithSource("backtesting"),
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&schedule.AlertingResultsFromRuleState{
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Manager: stateMgr,
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Rule: rule,
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},
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)
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if err != nil {
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return nil, errors.Join(ErrInvalidInputData, err)
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}
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logger.Info("Start testing alert rule", "from", from, "to", to, "interval", rule.IntervalSeconds, "evaluations", length)
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logger.Info("Start testing alert rule", "from", from, "to", to, "interval", rule.GetInterval(), "firstTick", firstEval, "evaluations", evaluations, "jitterOffset", jitterOffset, "jitterStrategy", effectiveStrategy)
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start := time.Now()
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var builder *historian.QueryResultBuilder
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tsField := data.NewField("Time", nil, make([]time.Time, length))
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valueFields := make(map[data.Fingerprint]*data.Field)
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err = evaluator.Eval(ruleCtx, from, time.Duration(rule.IntervalSeconds)*time.Second, length, func(idx int, currentTime time.Time, results eval.Results) error {
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if idx >= length {
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logger.Info("Unexpected evaluation. Skipping", "from", from, "to", to, "interval", rule.IntervalSeconds, "evaluationTime", currentTime, "evaluationIndex", idx, "expectedEvaluations", length)
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return nil
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}
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states := stateManager.ProcessEvalResults(ruleCtx, currentTime, rule, results, nil, nil)
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tsField.Set(idx, currentTime)
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for _, s := range states {
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field, ok := valueFields[s.CacheID]
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if !ok {
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field = data.NewField("", s.Labels, make([]*string, length))
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valueFields[s.CacheID] = field
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}
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if s.State.State != eval.NoData { // set nil if NoData
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value := s.State.State.String()
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if s.StateReason != "" {
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value += " (" + s.StateReason + ")"
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}
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field.Set(idx, &value)
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continue
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}
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}
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return nil
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})
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fields := make([]*data.Field, 0, len(valueFields)+1)
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fields = append(fields, tsField)
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for _, f := range valueFields {
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fields = append(fields, f)
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ruleMeta := history_model.RuleMeta{
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ID: rule.ID,
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OrgID: rule.OrgID,
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UID: rule.UID,
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Title: rule.Title,
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Group: rule.RuleGroup,
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NamespaceUID: rule.NamespaceUID,
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// DashboardUID: "",
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// PanelID: 0,
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Condition: rule.Condition,
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}
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result := data.NewFrame("Testing results", fields...)
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labels := map[string]string{
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historian.OrgIDLabel: fmt.Sprint(ruleMeta.OrgID),
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historian.GroupLabel: fmt.Sprint(ruleMeta.Group),
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historian.FolderUIDLabel: fmt.Sprint(rule.NamespaceUID),
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}
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labelsBytes, err := json.Marshal(labels)
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if err != nil {
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return nil, err
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}
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logger.Info("Rule testing finished successfully", "duration", time.Since(start))
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return result, nil
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// Ensure fallback if empty string is passed
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if folderTitle == "" {
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folderTitle = "Backtesting"
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}
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extraLabels := state.GetRuleExtraLabels(logger, rule, folderTitle, !e.disableGrafanaFolder, e.featureToggles)
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processFn := func(idx int, currentTime time.Time, results eval.Results) (bool, error) {
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// init the builder. Do the best guess for the size of the result
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if builder == nil {
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builder = historian.NewQueryResultBuilder(evaluations * len(results))
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for _, warn := range warns {
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builder.AddWarn(warn)
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}
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}
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states := stateMgr.ProcessEvalResults(ruleCtx, currentTime, rule, results, extraLabels, nil)
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for _, s := range states {
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if !historian.ShouldRecord(s) {
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continue
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}
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entry := historian.StateTransitionToLokiEntry(ruleMeta, s)
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err := builder.AddRow(currentTime, entry, labelsBytes)
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if err != nil {
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return false, err
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}
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}
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return idx <= evaluations, nil
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}
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err = evaluator.Eval(ruleCtx, firstEval, rule.GetInterval(), evaluations, processFn)
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if err != nil {
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return nil, err
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}
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if builder == nil {
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return nil, errors.New("no results were produced")
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}
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return builder.ToFrame(), nil
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}
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func newBacktestingEvaluator(ctx context.Context, evalFactory eval.EvaluatorFactory, user identity.Requester, condition models.Condition, reader eval.AlertingResultsReader) (backtestingEvaluator, error) {
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@@ -173,3 +250,53 @@ type NoopImageService struct{}
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func (s *NoopImageService) NewImage(_ context.Context, _ *models.AlertRule) (*models.Image, error) {
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return &models.Image{}, nil
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}
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func getNextEvaluationTime(currentTime time.Time, rule *models.AlertRule, baseInterval time.Duration, jitterOffset time.Duration) (time.Time, error) {
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if rule.IntervalSeconds%int64(baseInterval.Seconds()) != 0 {
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return time.Time{}, fmt.Errorf("interval %ds is not divisible by base interval %ds", rule.IntervalSeconds, int64(baseInterval.Seconds()))
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}
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freq := rule.IntervalSeconds / int64(baseInterval.Seconds())
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firstTickNum := currentTime.Unix() / int64(baseInterval.Seconds())
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jitterOffsetTicks := int64(jitterOffset / baseInterval)
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firstEvalTickNum := firstTickNum + (jitterOffsetTicks-(firstTickNum%freq)+freq)%freq
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return time.Unix(firstEvalTickNum*int64(baseInterval.Seconds()), 0), nil
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}
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func getFirstEvaluationTime(from time.Time, rule *models.AlertRule, baseInterval time.Duration, jitterOffset time.Duration) (time.Time, error) {
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// Now calculate the time of the tick the same way as in the scheduler
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firstTick := ticker.GetStartTick(from, baseInterval)
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// calculate time of the first evaluation that is at or after the first tick
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firstEval, err := getNextEvaluationTime(firstTick, rule, baseInterval, jitterOffset)
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if err != nil {
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return time.Time{}, err
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}
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// Ensure firstEval is at or after from
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// Calculate how many intervals to skip to get past 'from'
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if firstEval.Before(from) {
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diff := from.Sub(firstEval)
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interval := rule.GetInterval()
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// Ceiling division: how many intervals needed to cover the difference
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intervalsToAdd := (diff + interval - 1) / interval
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firstEval = firstEval.Add(interval * intervalsToAdd)
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}
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return firstEval, nil
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}
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func calculateNumberOfEvaluations(firstEval, to time.Time, interval time.Duration) int {
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var evaluations int
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if to.After(firstEval) {
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evaluations = int(to.Sub(firstEval).Seconds()) / int(interval.Seconds())
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}
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if evaluations == 0 {
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evaluations = 1
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}
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return evaluations
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}
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