mirror of
https://github.com/ClusterCockpit/cc-backend
synced 2025-08-24 11:02:59 +02:00
Import metric store packages
This commit is contained in:
764
internal/memorystore/checkpoint.go
Normal file
764
internal/memorystore/checkpoint.go
Normal file
@@ -0,0 +1,764 @@
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package memorystore
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import (
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"bufio"
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"context"
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"encoding/json"
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"errors"
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"fmt"
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"io/fs"
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"log"
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"os"
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"path"
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"path/filepath"
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"runtime"
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"sort"
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"strconv"
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"strings"
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"sync"
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"sync/atomic"
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"time"
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"github.com/ClusterCockpit/cc-backend/pkg/avro"
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"github.com/ClusterCockpit/cc-lib/util"
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"github.com/linkedin/goavro/v2"
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)
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// Whenever changed, update MarshalJSON as well!
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type CheckpointMetrics struct {
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Data []util.Float `json:"data"`
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Frequency int64 `json:"frequency"`
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Start int64 `json:"start"`
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}
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type CheckpointFile struct {
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Metrics map[string]*CheckpointMetrics `json:"metrics"`
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Children map[string]*CheckpointFile `json:"children"`
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From int64 `json:"from"`
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To int64 `json:"to"`
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}
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var lastCheckpoint time.Time
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func Checkpointing(wg *sync.WaitGroup, ctx context.Context) {
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lastCheckpoint = time.Now()
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if Keys.Checkpoints.FileFormat == "json" {
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ms := GetMemoryStore()
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go func() {
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defer wg.Done()
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d, err := time.ParseDuration(Keys.Checkpoints.Interval)
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if err != nil {
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log.Fatal(err)
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}
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if d <= 0 {
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return
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}
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ticks := func() <-chan time.Time {
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if d <= 0 {
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return nil
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}
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return time.NewTicker(d).C
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}()
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for {
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select {
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case <-ctx.Done():
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return
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case <-ticks:
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log.Printf("start checkpointing (starting at %s)...\n", lastCheckpoint.Format(time.RFC3339))
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now := time.Now()
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n, err := ms.ToCheckpoint(Keys.Checkpoints.RootDir,
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lastCheckpoint.Unix(), now.Unix())
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if err != nil {
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log.Printf("checkpointing failed: %s\n", err.Error())
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} else {
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log.Printf("done: %d checkpoint files created\n", n)
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lastCheckpoint = now
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}
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}
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}
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}()
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} else {
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go func() {
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defer wg.Done()
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d, _ := time.ParseDuration("1m")
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select {
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case <-ctx.Done():
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return
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case <-time.After(time.Duration(avro.CheckpointBufferMinutes) * time.Minute):
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// This is the first tick untill we collect the data for given minutes.
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avro.GetAvroStore().ToCheckpoint(Keys.Checkpoints.RootDir, false)
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// log.Printf("Checkpointing %d avro files", count)
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}
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ticks := func() <-chan time.Time {
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if d <= 0 {
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return nil
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}
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return time.NewTicker(d).C
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}()
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for {
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select {
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case <-ctx.Done():
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return
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case <-ticks:
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// Regular ticks of 1 minute to write data.
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avro.GetAvroStore().ToCheckpoint(Keys.Checkpoints.RootDir, false)
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// log.Printf("Checkpointing %d avro files", count)
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}
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}
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}()
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}
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}
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// As `Float` implements a custom MarshalJSON() function,
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// serializing an array of such types has more overhead
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// than one would assume (because of extra allocations, interfaces and so on).
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func (cm *CheckpointMetrics) MarshalJSON() ([]byte, error) {
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buf := make([]byte, 0, 128+len(cm.Data)*8)
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buf = append(buf, `{"frequency":`...)
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buf = strconv.AppendInt(buf, cm.Frequency, 10)
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buf = append(buf, `,"start":`...)
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buf = strconv.AppendInt(buf, cm.Start, 10)
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buf = append(buf, `,"data":[`...)
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for i, x := range cm.Data {
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if i != 0 {
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buf = append(buf, ',')
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}
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if x.IsNaN() {
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buf = append(buf, `null`...)
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} else {
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buf = strconv.AppendFloat(buf, float64(x), 'f', 1, 32)
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}
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}
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buf = append(buf, `]}`...)
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return buf, nil
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}
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// Metrics stored at the lowest 2 levels are not stored away (root and cluster)!
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// On a per-host basis a new JSON file is created. I have no idea if this will scale.
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// The good thing: Only a host at a time is locked, so this function can run
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// in parallel to writes/reads.
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func (m *MemoryStore) ToCheckpoint(dir string, from, to int64) (int, error) {
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levels := make([]*Level, 0)
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selectors := make([][]string, 0)
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m.root.lock.RLock()
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for sel1, l1 := range m.root.children {
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l1.lock.RLock()
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for sel2, l2 := range l1.children {
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levels = append(levels, l2)
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selectors = append(selectors, []string{sel1, sel2})
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}
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l1.lock.RUnlock()
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}
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m.root.lock.RUnlock()
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type workItem struct {
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level *Level
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dir string
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selector []string
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}
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n, errs := int32(0), int32(0)
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var wg sync.WaitGroup
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wg.Add(NumWorkers)
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work := make(chan workItem, NumWorkers*2)
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for worker := 0; worker < NumWorkers; worker++ {
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go func() {
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defer wg.Done()
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for workItem := range work {
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if err := workItem.level.toCheckpoint(workItem.dir, from, to, m); err != nil {
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if err == ErrNoNewData {
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continue
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}
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log.Printf("error while checkpointing %#v: %s", workItem.selector, err.Error())
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atomic.AddInt32(&errs, 1)
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} else {
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atomic.AddInt32(&n, 1)
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}
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}
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}()
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}
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for i := 0; i < len(levels); i++ {
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dir := path.Join(dir, path.Join(selectors[i]...))
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work <- workItem{
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level: levels[i],
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dir: dir,
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selector: selectors[i],
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}
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}
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close(work)
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wg.Wait()
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if errs > 0 {
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return int(n), fmt.Errorf("%d errors happend while creating checkpoints (%d successes)", errs, n)
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}
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return int(n), nil
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}
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func (l *Level) toCheckpointFile(from, to int64, m *MemoryStore) (*CheckpointFile, error) {
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l.lock.RLock()
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defer l.lock.RUnlock()
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retval := &CheckpointFile{
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From: from,
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To: to,
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Metrics: make(map[string]*CheckpointMetrics),
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Children: make(map[string]*CheckpointFile),
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}
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for metric, minfo := range m.Metrics {
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b := l.metrics[minfo.Offset]
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if b == nil {
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continue
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}
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allArchived := true
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b.iterFromTo(from, to, func(b *buffer) error {
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if !b.archived {
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allArchived = false
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}
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return nil
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})
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if allArchived {
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continue
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}
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data := make([]util.Float, (to-from)/b.frequency+1)
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data, start, end, err := b.read(from, to, data)
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if err != nil {
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return nil, err
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}
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for i := int((end - start) / b.frequency); i < len(data); i++ {
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data[i] = util.NaN
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}
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retval.Metrics[metric] = &CheckpointMetrics{
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Frequency: b.frequency,
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Start: start,
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Data: data,
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}
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}
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for name, child := range l.children {
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val, err := child.toCheckpointFile(from, to, m)
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if err != nil {
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return nil, err
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}
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if val != nil {
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retval.Children[name] = val
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}
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}
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if len(retval.Children) == 0 && len(retval.Metrics) == 0 {
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return nil, nil
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}
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return retval, nil
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}
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func (l *Level) toCheckpoint(dir string, from, to int64, m *MemoryStore) error {
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cf, err := l.toCheckpointFile(from, to, m)
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if err != nil {
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return err
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}
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if cf == nil {
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return ErrNoNewData
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}
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filepath := path.Join(dir, fmt.Sprintf("%d.json", from))
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f, err := os.OpenFile(filepath, os.O_CREATE|os.O_WRONLY, 0o644)
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if err != nil && os.IsNotExist(err) {
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err = os.MkdirAll(dir, 0o755)
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if err == nil {
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f, err = os.OpenFile(filepath, os.O_CREATE|os.O_WRONLY, 0o644)
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}
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}
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if err != nil {
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return err
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}
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defer f.Close()
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bw := bufio.NewWriter(f)
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if err = json.NewEncoder(bw).Encode(cf); err != nil {
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return err
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}
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return bw.Flush()
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}
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func (m *MemoryStore) FromCheckpoint(dir string, from int64, extension string) (int, error) {
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var wg sync.WaitGroup
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work := make(chan [2]string, NumWorkers)
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n, errs := int32(0), int32(0)
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wg.Add(NumWorkers)
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for worker := 0; worker < NumWorkers; worker++ {
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go func() {
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defer wg.Done()
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for host := range work {
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lvl := m.root.findLevelOrCreate(host[:], len(m.Metrics))
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nn, err := lvl.fromCheckpoint(m, filepath.Join(dir, host[0], host[1]), from, extension)
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if err != nil {
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log.Fatalf("error while loading checkpoints: %s", err.Error())
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atomic.AddInt32(&errs, 1)
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}
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atomic.AddInt32(&n, int32(nn))
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}
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}()
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}
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i := 0
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clustersDir, err := os.ReadDir(dir)
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for _, clusterDir := range clustersDir {
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if !clusterDir.IsDir() {
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err = errors.New("expected only directories at first level of checkpoints/ directory")
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goto done
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}
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hostsDir, e := os.ReadDir(filepath.Join(dir, clusterDir.Name()))
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if e != nil {
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err = e
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goto done
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}
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for _, hostDir := range hostsDir {
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if !hostDir.IsDir() {
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err = errors.New("expected only directories at second level of checkpoints/ directory")
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goto done
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}
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i++
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if i%NumWorkers == 0 && i > 100 {
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// Forcing garbage collection runs here regulary during the loading of checkpoints
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// will decrease the total heap size after loading everything back to memory is done.
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// While loading data, the heap will grow fast, so the GC target size will double
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// almost always. By forcing GCs here, we can keep it growing more slowly so that
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// at the end, less memory is wasted.
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runtime.GC()
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}
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work <- [2]string{clusterDir.Name(), hostDir.Name()}
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}
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}
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done:
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close(work)
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wg.Wait()
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if err != nil {
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return int(n), err
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}
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if errs > 0 {
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return int(n), fmt.Errorf("%d errors happend while creating checkpoints (%d successes)", errs, n)
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}
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return int(n), nil
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}
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// Metrics stored at the lowest 2 levels are not loaded (root and cluster)!
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// This function can only be called once and before the very first write or read.
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// Different host's data is loaded to memory in parallel.
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func (m *MemoryStore) FromCheckpointFiles(dir string, from int64) (int, error) {
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if _, err := os.Stat(dir); os.IsNotExist(err) {
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// The directory does not exist, so create it using os.MkdirAll()
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err := os.MkdirAll(dir, 0755) // 0755 sets the permissions for the directory
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if err != nil {
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log.Fatalf("Error creating directory: %#v\n", err)
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}
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fmt.Printf("%#v Directory created successfully.\n", dir)
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}
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// Config read (replace with your actual config read)
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fileFormat := Keys.Checkpoints.FileFormat
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if fileFormat == "" {
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fileFormat = "avro"
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}
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// Map to easily get the fallback format
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oppositeFormat := map[string]string{
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"json": "avro",
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"avro": "json",
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}
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// First, attempt to load the specified format
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if found, err := checkFilesWithExtension(dir, fileFormat); err != nil {
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return 0, fmt.Errorf("error checking files with extension: %v", err)
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} else if found {
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log.Printf("Loading %s files because fileformat is %s\n", fileFormat, fileFormat)
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return m.FromCheckpoint(dir, from, fileFormat)
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}
|
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// If not found, attempt the opposite format
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altFormat := oppositeFormat[fileFormat]
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if found, err := checkFilesWithExtension(dir, altFormat); err != nil {
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return 0, fmt.Errorf("error checking files with extension: %v", err)
|
||||
} else if found {
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log.Printf("Loading %s files but fileformat is %s\n", altFormat, fileFormat)
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return m.FromCheckpoint(dir, from, altFormat)
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||||
}
|
||||
|
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log.Println("No valid checkpoint files found in the directory.")
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return 0, nil
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||||
}
|
||||
|
||||
func checkFilesWithExtension(dir string, extension string) (bool, error) {
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found := false
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||||
|
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err := filepath.Walk(dir, func(path string, info os.FileInfo, err error) error {
|
||||
if err != nil {
|
||||
return fmt.Errorf("error accessing path %s: %v", path, err)
|
||||
}
|
||||
if !info.IsDir() && filepath.Ext(info.Name()) == "."+extension {
|
||||
found = true
|
||||
return nil
|
||||
}
|
||||
return nil
|
||||
})
|
||||
if err != nil {
|
||||
return false, fmt.Errorf("error walking through directories: %s", err)
|
||||
}
|
||||
|
||||
return found, nil
|
||||
}
|
||||
|
||||
func (l *Level) loadAvroFile(m *MemoryStore, f *os.File, from int64) error {
|
||||
br := bufio.NewReader(f)
|
||||
|
||||
fileName := f.Name()[strings.LastIndex(f.Name(), "/")+1:]
|
||||
resolution, err := strconv.ParseInt(fileName[0:strings.Index(fileName, "_")], 10, 64)
|
||||
if err != nil {
|
||||
return fmt.Errorf("error while reading avro file (resolution parsing) : %s", err)
|
||||
}
|
||||
|
||||
from_timestamp, err := strconv.ParseInt(fileName[strings.Index(fileName, "_")+1:len(fileName)-5], 10, 64)
|
||||
|
||||
// Same logic according to lineprotocol
|
||||
from_timestamp -= (resolution / 2)
|
||||
|
||||
if err != nil {
|
||||
return fmt.Errorf("error converting timestamp from the avro file : %s", err)
|
||||
}
|
||||
|
||||
// fmt.Printf("File : %s with resolution : %d\n", fileName, resolution)
|
||||
|
||||
var recordCounter int64 = 0
|
||||
|
||||
// Create a new OCF reader from the buffered reader
|
||||
ocfReader, err := goavro.NewOCFReader(br)
|
||||
if err != nil {
|
||||
panic(err)
|
||||
}
|
||||
|
||||
metricsData := make(map[string]util.FloatArray)
|
||||
|
||||
for ocfReader.Scan() {
|
||||
datum, err := ocfReader.Read()
|
||||
if err != nil {
|
||||
return fmt.Errorf("error while reading avro file : %s", err)
|
||||
}
|
||||
|
||||
record, ok := datum.(map[string]interface{})
|
||||
if !ok {
|
||||
panic("failed to assert datum as map[string]interface{}")
|
||||
}
|
||||
|
||||
for key, value := range record {
|
||||
metricsData[key] = append(metricsData[key], util.ConvertToFloat(value.(float64)))
|
||||
}
|
||||
|
||||
recordCounter += 1
|
||||
}
|
||||
|
||||
to := (from_timestamp + (recordCounter / (60 / resolution) * 60))
|
||||
if to < from {
|
||||
return nil
|
||||
}
|
||||
|
||||
for key, floatArray := range metricsData {
|
||||
metricName := avro.ReplaceKey(key)
|
||||
|
||||
if strings.Contains(metricName, avro.Delimiter) {
|
||||
subString := strings.Split(metricName, avro.Delimiter)
|
||||
|
||||
lvl := l
|
||||
|
||||
for i := 0; i < len(subString)-1; i++ {
|
||||
|
||||
sel := subString[i]
|
||||
|
||||
if lvl.children == nil {
|
||||
lvl.children = make(map[string]*Level)
|
||||
}
|
||||
|
||||
child, ok := lvl.children[sel]
|
||||
if !ok {
|
||||
child = &Level{
|
||||
metrics: make([]*buffer, len(m.Metrics)),
|
||||
children: nil,
|
||||
}
|
||||
lvl.children[sel] = child
|
||||
}
|
||||
lvl = child
|
||||
}
|
||||
|
||||
leafMetricName := subString[len(subString)-1]
|
||||
err = lvl.createBuffer(m, leafMetricName, floatArray, from_timestamp, resolution)
|
||||
if err != nil {
|
||||
return fmt.Errorf("error while creating buffers from avroReader : %s", err)
|
||||
}
|
||||
} else {
|
||||
err = l.createBuffer(m, metricName, floatArray, from_timestamp, resolution)
|
||||
if err != nil {
|
||||
return fmt.Errorf("error while creating buffers from avroReader : %s", err)
|
||||
}
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
return nil
|
||||
}
|
||||
|
||||
func (l *Level) createBuffer(m *MemoryStore, metricName string, floatArray util.FloatArray, from int64, resolution int64) error {
|
||||
n := len(floatArray)
|
||||
b := &buffer{
|
||||
frequency: resolution,
|
||||
start: from,
|
||||
data: floatArray[0:n:n],
|
||||
prev: nil,
|
||||
next: nil,
|
||||
archived: true,
|
||||
}
|
||||
b.close()
|
||||
|
||||
minfo, ok := m.Metrics[metricName]
|
||||
if !ok {
|
||||
return nil
|
||||
// return errors.New("Unkown metric: " + name)
|
||||
}
|
||||
|
||||
prev := l.metrics[minfo.Offset]
|
||||
if prev == nil {
|
||||
l.metrics[minfo.Offset] = b
|
||||
} else {
|
||||
if prev.start > b.start {
|
||||
return errors.New("wooops")
|
||||
}
|
||||
|
||||
b.prev = prev
|
||||
prev.next = b
|
||||
|
||||
missingCount := ((int(b.start) - int(prev.start)) - len(prev.data)*int(b.frequency))
|
||||
if missingCount > 0 {
|
||||
missingCount /= int(b.frequency)
|
||||
|
||||
for range missingCount {
|
||||
prev.data = append(prev.data, util.NaN)
|
||||
}
|
||||
|
||||
prev.data = prev.data[0:len(prev.data):len(prev.data)]
|
||||
}
|
||||
}
|
||||
l.metrics[minfo.Offset] = b
|
||||
|
||||
return nil
|
||||
}
|
||||
|
||||
func (l *Level) loadJsonFile(m *MemoryStore, f *os.File, from int64) error {
|
||||
br := bufio.NewReader(f)
|
||||
cf := &CheckpointFile{}
|
||||
if err := json.NewDecoder(br).Decode(cf); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
if cf.To != 0 && cf.To < from {
|
||||
return nil
|
||||
}
|
||||
|
||||
if err := l.loadFile(cf, m); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
return nil
|
||||
}
|
||||
|
||||
func (l *Level) loadFile(cf *CheckpointFile, m *MemoryStore) error {
|
||||
for name, metric := range cf.Metrics {
|
||||
n := len(metric.Data)
|
||||
b := &buffer{
|
||||
frequency: metric.Frequency,
|
||||
start: metric.Start,
|
||||
data: metric.Data[0:n:n], // Space is wasted here :(
|
||||
prev: nil,
|
||||
next: nil,
|
||||
archived: true,
|
||||
}
|
||||
b.close()
|
||||
|
||||
minfo, ok := m.Metrics[name]
|
||||
if !ok {
|
||||
continue
|
||||
// return errors.New("Unkown metric: " + name)
|
||||
}
|
||||
|
||||
prev := l.metrics[minfo.Offset]
|
||||
if prev == nil {
|
||||
l.metrics[minfo.Offset] = b
|
||||
} else {
|
||||
if prev.start > b.start {
|
||||
return errors.New("wooops")
|
||||
}
|
||||
|
||||
b.prev = prev
|
||||
prev.next = b
|
||||
}
|
||||
l.metrics[minfo.Offset] = b
|
||||
}
|
||||
|
||||
if len(cf.Children) > 0 && l.children == nil {
|
||||
l.children = make(map[string]*Level)
|
||||
}
|
||||
|
||||
for sel, childCf := range cf.Children {
|
||||
child, ok := l.children[sel]
|
||||
if !ok {
|
||||
child = &Level{
|
||||
metrics: make([]*buffer, len(m.Metrics)),
|
||||
children: nil,
|
||||
}
|
||||
l.children[sel] = child
|
||||
}
|
||||
|
||||
if err := child.loadFile(childCf, m); err != nil {
|
||||
return err
|
||||
}
|
||||
}
|
||||
|
||||
return nil
|
||||
}
|
||||
|
||||
func (l *Level) fromCheckpoint(m *MemoryStore, dir string, from int64, extension string) (int, error) {
|
||||
direntries, err := os.ReadDir(dir)
|
||||
if err != nil {
|
||||
if os.IsNotExist(err) {
|
||||
return 0, nil
|
||||
}
|
||||
|
||||
return 0, err
|
||||
}
|
||||
|
||||
allFiles := make([]fs.DirEntry, 0)
|
||||
filesLoaded := 0
|
||||
for _, e := range direntries {
|
||||
if e.IsDir() {
|
||||
child := &Level{
|
||||
metrics: make([]*buffer, len(m.Metrics)),
|
||||
children: make(map[string]*Level),
|
||||
}
|
||||
|
||||
files, err := child.fromCheckpoint(m, path.Join(dir, e.Name()), from, extension)
|
||||
filesLoaded += files
|
||||
if err != nil {
|
||||
return filesLoaded, err
|
||||
}
|
||||
|
||||
l.children[e.Name()] = child
|
||||
} else if strings.HasSuffix(e.Name(), "."+extension) {
|
||||
allFiles = append(allFiles, e)
|
||||
} else {
|
||||
continue
|
||||
}
|
||||
}
|
||||
|
||||
files, err := findFiles(allFiles, from, extension, true)
|
||||
if err != nil {
|
||||
return filesLoaded, err
|
||||
}
|
||||
|
||||
loaders := map[string]func(*MemoryStore, *os.File, int64) error{
|
||||
"json": l.loadJsonFile,
|
||||
"avro": l.loadAvroFile,
|
||||
}
|
||||
|
||||
loader := loaders[extension]
|
||||
|
||||
for _, filename := range files {
|
||||
f, err := os.Open(path.Join(dir, filename))
|
||||
if err != nil {
|
||||
return filesLoaded, err
|
||||
}
|
||||
defer f.Close()
|
||||
|
||||
if err = loader(m, f, from); err != nil {
|
||||
return filesLoaded, err
|
||||
}
|
||||
|
||||
filesLoaded += 1
|
||||
}
|
||||
|
||||
return filesLoaded, nil
|
||||
}
|
||||
|
||||
// This will probably get very slow over time!
|
||||
// A solution could be some sort of an index file in which all other files
|
||||
// and the timespan they contain is listed.
|
||||
func findFiles(direntries []fs.DirEntry, t int64, extension string, findMoreRecentFiles bool) ([]string, error) {
|
||||
nums := map[string]int64{}
|
||||
for _, e := range direntries {
|
||||
if !strings.HasSuffix(e.Name(), "."+extension) {
|
||||
continue
|
||||
}
|
||||
|
||||
ts, err := strconv.ParseInt(e.Name()[strings.Index(e.Name(), "_")+1:len(e.Name())-5], 10, 64)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
nums[e.Name()] = ts
|
||||
}
|
||||
|
||||
sort.Slice(direntries, func(i, j int) bool {
|
||||
a, b := direntries[i], direntries[j]
|
||||
return nums[a.Name()] < nums[b.Name()]
|
||||
})
|
||||
|
||||
filenames := make([]string, 0)
|
||||
for i := 0; i < len(direntries); i++ {
|
||||
e := direntries[i]
|
||||
ts1 := nums[e.Name()]
|
||||
|
||||
if findMoreRecentFiles && t <= ts1 {
|
||||
filenames = append(filenames, e.Name())
|
||||
}
|
||||
if i == len(direntries)-1 {
|
||||
continue
|
||||
}
|
||||
|
||||
enext := direntries[i+1]
|
||||
ts2 := nums[enext.Name()]
|
||||
|
||||
if findMoreRecentFiles {
|
||||
if ts1 < t && t < ts2 {
|
||||
filenames = append(filenames, e.Name())
|
||||
}
|
||||
} else {
|
||||
if ts2 < t {
|
||||
filenames = append(filenames, e.Name())
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return filenames, nil
|
||||
}
|
Reference in New Issue
Block a user