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Search PoC: Improves initial indexing speed. Makes params configurable. (#95439)
* Improves initial indexing speed. Makes params configurable. * fix linter errors * removes kind param * updates index test * remove println from test * removes error check in test * adds log for high index latency ands updates max goroutine var with workers config var * fix test timing out - set worker limit * set the batch size --------- Co-authored-by: Scott Lepper <scott.lepper@gmail.com>
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189802d3c3
commit
995128d1db
@ -532,8 +532,11 @@ type Cfg struct {
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ShortLinkExpiration int
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// Unified Storage
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UnifiedStorage map[string]UnifiedStorageConfig
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IndexPath string
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UnifiedStorage map[string]UnifiedStorageConfig
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IndexPath string
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IndexWorkers int
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IndexMaxBatchSize int
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IndexListLimit int
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}
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type UnifiedStorageConfig struct {
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@ -1343,7 +1346,6 @@ func (cfg *Cfg) parseINIFile(iniFile *ini.File) error {
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// unified storage config
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cfg.setUnifiedStorageConfig()
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cfg.setIndexPath()
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return nil
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}
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@ -35,8 +35,11 @@ func (cfg *Cfg) setUnifiedStorageConfig() {
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}
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}
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cfg.UnifiedStorage = storageConfig
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}
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func (cfg *Cfg) setIndexPath() {
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cfg.IndexPath = cfg.Raw.Section("unified_storage").Key("index_path").String()
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// Set indexer config for unified storaae
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section := cfg.Raw.Section("unified_storage")
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cfg.IndexPath = section.Key("index_path").String()
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cfg.IndexWorkers = section.Key("index_workers").MustInt(10)
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cfg.IndexMaxBatchSize = section.Key("index_max_batch_size").MustInt(100)
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cfg.IndexListLimit = section.Key("index_list_limit").MustInt(1000)
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}
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@ -13,10 +13,10 @@ import (
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"github.com/grafana/grafana/pkg/infra/tracing"
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"go.opentelemetry.io/otel/attribute"
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"go.opentelemetry.io/otel/trace"
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"golang.org/x/sync/errgroup"
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)
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const tracingPrexfixIndex = "unified_storage.index."
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const pageSize = 10000
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type Shard struct {
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index bleve.Index
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@ -30,12 +30,11 @@ type Index struct {
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s *server
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log log.Logger
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tracer tracing.Tracer
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path string
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}
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func NewIndex(s *server, opts Opts, path string, tracer tracing.Tracer) *Index {
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if path == "" {
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path = os.TempDir()
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func NewIndex(s *server, opts Opts, tracer tracing.Tracer) *Index {
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if opts.IndexDir == "" {
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opts.IndexDir = os.TempDir()
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}
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idx := &Index{
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@ -44,46 +43,88 @@ func NewIndex(s *server, opts Opts, path string, tracer tracing.Tracer) *Index {
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shards: make(map[string]Shard),
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log: log.New("unifiedstorage.search.index"),
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tracer: tracer,
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path: path,
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}
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return idx
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}
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func (i *Index) IndexBatch(ctx context.Context, list *ListResponse) error {
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ctx, span := i.tracer.Start(ctx, tracingPrexfixIndex+"CreateIndexBatches")
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for _, obj := range list.Items {
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indexableResource, err := NewIndexedResource(obj.Value)
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if err != nil {
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return err
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}
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shard, err := i.getShard(indexableResource.Namespace)
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if err != nil {
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return err
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}
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i.log.Debug("indexing resource in batch", "batch_count", len(list.Items), "tenant", indexableResource.Namespace)
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err = shard.batch.Index(indexableResource.Uid, indexableResource)
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if err != nil {
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return err
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}
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}
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span.End()
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_, span = i.tracer.Start(ctx, tracingPrexfixIndex+"IndexBatches")
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// IndexBatches goes through all the shards and indexes their batches if they are large enough
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func (i *Index) IndexBatches(ctx context.Context, maxSize int, tenants []string) error {
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_, span := i.tracer.Start(ctx, tracingPrexfixIndex+"IndexBatches")
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defer span.End()
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for _, shard := range i.shards {
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err := shard.index.Batch(shard.batch)
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group := errgroup.Group{}
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group.SetLimit(i.opts.Workers)
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totalBatchesIndexed := 0
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for _, tenant := range tenants {
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shard, err := i.getShard(tenant)
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if err != nil {
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return err
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}
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shard.batch.Reset()
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// Index the batch if it is large enough
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if shard.batch.Size() >= maxSize {
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totalBatchesIndexed++
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group.Go(func() error {
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i.log.Debug("indexing batch for shard", "tenant", tenant, "size", shard.batch.Size())
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err = shard.index.Batch(shard.batch)
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if err != nil {
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return err
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}
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shard.batch.Reset()
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return nil
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})
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}
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}
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err := group.Wait()
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if err != nil {
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return err
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}
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span.AddEvent("batches indexed", trace.WithAttributes(attribute.Int("batches_indexed", totalBatchesIndexed)))
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return nil
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}
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// AddToBatches adds resources to their respective shard's batch
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// returns a list of tenants that have changes
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func (i *Index) AddToBatches(ctx context.Context, list *ListResponse) ([]string, error) {
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_, span := i.tracer.Start(ctx, tracingPrexfixIndex+"AddToBatches")
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defer span.End()
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tenantsWithChanges := make(map[string]bool)
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for _, obj := range list.Items {
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// Transform the raw resource into a more generic indexable resource
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res, err := NewIndexedResource(obj.Value)
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if err != nil {
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return nil, err
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}
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shard, err := i.getShard(res.Namespace)
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if err != nil {
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return nil, err
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}
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i.log.Debug("indexing resource in batch", "batch_count", len(list.Items), "kind", res.Kind, "tenant", res.Namespace)
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err = shard.batch.Index(res.Uid, res)
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if err != nil {
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return nil, err
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}
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if _, ok := tenantsWithChanges[res.Namespace]; !ok {
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tenantsWithChanges[res.Namespace] = true
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}
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}
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tenants := make([]string, 0, len(tenantsWithChanges))
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for tenant, _ := range tenantsWithChanges {
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tenants = append(tenants, tenant)
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}
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return tenants, nil
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}
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func (i *Index) Init(ctx context.Context) error {
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ctx, span := i.tracer.Start(ctx, tracingPrexfixIndex+"Init")
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defer span.End()
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@ -92,12 +133,12 @@ func (i *Index) Init(ctx context.Context) error {
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resourceTypes := fetchResourceTypes()
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totalObjectsFetched := 0
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for _, rt := range resourceTypes {
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i.log.Info("indexing resource", "kind", rt.Key.Resource)
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r := &ListRequest{Options: rt, Limit: pageSize}
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i.log.Info("indexing resource", "kind", rt.Key.Resource, "list_limit", i.opts.ListLimit, "batch_size", i.opts.BatchSize, "workers", i.opts.Workers)
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r := &ListRequest{Options: rt, Limit: int64(i.opts.ListLimit)}
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// Paginate through the list of resources and index each page
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for {
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i.log.Debug("fetching resource list", "kind", rt.Key.Resource)
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i.log.Info("fetching resource list", "kind", rt.Key.Resource)
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list, err := i.s.List(ctx, r)
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if err != nil {
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return err
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@ -105,8 +146,15 @@ func (i *Index) Init(ctx context.Context) error {
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totalObjectsFetched += len(list.Items)
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// Index current page
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err = i.IndexBatch(ctx, list)
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i.log.Info("indexing batch", "kind", rt.Key.Resource, "count", len(list.Items))
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//add changes to batches for shards with changes in the List
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tenants, err := i.AddToBatches(ctx, list)
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if err != nil {
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return err
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}
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// Index the batches for tenants with changes if the batch is large enough
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err = i.IndexBatches(ctx, i.opts.BatchSize, tenants)
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if err != nil {
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return err
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}
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@ -118,6 +166,14 @@ func (i *Index) Init(ctx context.Context) error {
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r.NextPageToken = list.NextPageToken
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}
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}
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//index all remaining batches
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i.log.Info("indexing remaining batches", "shards", len(i.shards))
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err := i.IndexBatches(ctx, 1, i.allTenants())
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if err != nil {
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return err
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}
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span.AddEvent("indexing finished", trace.WithAttributes(attribute.Int64("objects_indexed", int64(totalObjectsFetched))))
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end := time.Now().Unix()
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i.log.Info("Initial indexing finished", "seconds", float64(end-start))
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@ -150,6 +206,9 @@ func (i *Index) Index(ctx context.Context, data *Data) error {
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// record latency from when event was created to when it was indexed
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latencySeconds := float64(time.Now().UnixMicro()-data.Value.ResourceVersion) / 1e6
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if latencySeconds > 5 {
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i.log.Warn("high index latency", "latency", latencySeconds)
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}
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if IndexServerMetrics != nil {
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IndexServerMetrics.IndexLatency.WithLabelValues(data.Key.Resource).Observe(latencySeconds)
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}
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@ -234,9 +293,10 @@ func (i *Index) Count() (uint64, error) {
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}
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type Opts struct {
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Workers int // This controls how many goroutines are used to index objects
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BatchSize int // This is the batch size for how many objects to add to the index at once
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Concurrent bool
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Workers int // This controls how many goroutines are used to index objects
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BatchSize int // This is the batch size for how many objects to add to the index at once
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ListLimit int // This is how big the List page size is. If the response size is too large, the number of items will be limited by the server.
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IndexDir string // The directory where the indexes for each tenant are stored
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}
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func createFileIndex(path string) (bleve.Index, string, error) {
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@ -248,12 +308,20 @@ func createFileIndex(path string) (bleve.Index, string, error) {
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return index, indexPath, err
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}
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func (i *Index) allTenants() []string {
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tenants := make([]string, 0, len(i.shards))
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for tenant := range i.shards {
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tenants = append(tenants, tenant)
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}
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return tenants
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}
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func (i *Index) getShard(tenant string) (Shard, error) {
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shard, ok := i.shards[tenant]
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if ok {
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return shard, nil
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}
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index, path, err := createFileIndex(i.path)
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index, path, err := createFileIndex(i.opts.IndexDir)
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if err != nil {
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return Shard{}, err
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}
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@ -56,7 +56,13 @@ func (is *IndexServer) Load(ctx context.Context) error {
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ctx, span := is.tracer.Start(ctx, tracingPrefixIndexServer+"Load")
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defer span.End()
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is.index = NewIndex(is.s, Opts{}, is.cfg.IndexPath, is.tracer)
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opts := Opts{
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Workers: is.cfg.IndexWorkers,
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BatchSize: is.cfg.IndexMaxBatchSize,
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ListLimit: is.cfg.IndexListLimit,
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IndexDir: is.cfg.IndexPath,
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}
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is.index = NewIndex(is.s, opts, is.tracer)
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err := is.index.Init(ctx)
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if err != nil {
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return err
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@ -20,24 +20,27 @@ func TestIndexBatch(t *testing.T) {
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trace, err := tracing.ProvideService(tracingCfg)
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if err != nil {
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t.Fatal(err)
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return
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}
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tmpdir := os.TempDir() + "testindexbatch"
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defer func() {
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err := os.RemoveAll(tmpdir)
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err = os.RemoveAll(tmpdir)
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if err != nil {
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t.Fatal(err)
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return
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}
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}()
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index := &Index{
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tracer: trace,
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shards: make(map[string]Shard),
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path: tmpdir,
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log: log.New("unifiedstorage.search.index"),
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opts: Opts{
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IndexDir: tmpdir,
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ListLimit: 10000,
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Workers: 10,
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BatchSize: 10000,
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},
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}
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ctx := context.Background()
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@ -47,15 +50,17 @@ func TestIndexBatch(t *testing.T) {
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for i := 0; i < 10; i++ {
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list := &ListResponse{Items: loadTestItems(strconv.Itoa(i))}
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start := time.Now()
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err = index.IndexBatch(ctx, list)
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_, err = index.AddToBatches(ctx, list)
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if err != nil {
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t.Fatal(err)
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return
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}
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elapsed := time.Since(start)
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fmt.Println("Time elapsed:", elapsed)
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}
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// index all batches for each shard/tenant
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err = index.IndexBatches(ctx, 1, namespaces)
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elapsed := time.Since(startAll)
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fmt.Println("Total Time elapsed:", elapsed)
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@ -64,7 +69,6 @@ func TestIndexBatch(t *testing.T) {
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total, err := index.Count()
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if err != nil {
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t.Fatal(err)
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return
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}
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assert.Equal(t, uint64(100000), total)
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