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https://gitee.com/milvus-io/milvus.git
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issue: https://github.com/milvus-io/milvus/issues/41690 This commit implements partial search result functionality when query nodes go down, improving system availability during node failures. The changes include: - Enhanced load balancing in proxy (lb_policy.go) to handle node failures with retry support - Added partial search result capability in querynode delegator and distribution logic - Implemented tests for various partial result scenarios when nodes go down - Added metrics to track partial search results in querynode_metrics.go - Updated parameter configuration to support partial result required data ratio - Replaced old partial_search_test.go with more comprehensive partial_result_on_node_down_test.go - Updated proto definitions and improved retry logic These changes improve query resilience by returning partial results to users when some query nodes are unavailable, ensuring that queries don't completely fail when a portion of data remains accessible. --------- Signed-off-by: Wei Liu <wei.liu@zilliz.com>
548 lines
18 KiB
Go
548 lines
18 KiB
Go
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package delegator
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import (
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"fmt"
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"sync"
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"github.com/samber/lo"
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"go.uber.org/atomic"
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"go.uber.org/zap"
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"github.com/milvus-io/milvus/pkg/v2/log"
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"github.com/milvus-io/milvus/pkg/v2/proto/datapb"
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"github.com/milvus-io/milvus/pkg/v2/proto/querypb"
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"github.com/milvus-io/milvus/pkg/v2/util/merr"
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"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
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)
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const (
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// wildcardNodeID matches any nodeID, used for force distribution correction.
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wildcardNodeID = int64(-1)
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// for growing segment consumed from channel
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initialTargetVersion = int64(0)
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// for growing segment which not exist in target, and it's start position < max sealed dml position
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redundantTargetVersion = int64(-1)
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// for sealed segment which loaded by load segment request, should become readable after sync target version
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unreadableTargetVersion = int64(-2)
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)
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var (
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closedCh chan struct{}
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closeOnce sync.Once
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)
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func getClosedCh() chan struct{} {
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closeOnce.Do(func() {
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closedCh = make(chan struct{})
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close(closedCh)
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})
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return closedCh
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}
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// channelQueryView maintains the sealed segment list which should be used for search/query.
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// for new delegator, will got a new channelQueryView from WatchChannel, and get the queryView update from querycoord before it becomes serviceable
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// after delegator becomes serviceable, it only update the queryView by SyncTargetVersion
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type channelQueryView struct {
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growingSegments typeutil.UniqueSet // growing segment list which should be used for search/query
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sealedSegmentRowCount map[int64]int64 // sealed segment list which should be used for search/query, segmentID -> row count
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partitions typeutil.UniqueSet // partitions list which sealed segments belong to
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version int64 // version of current query view, same as targetVersion in qc
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loadedRatio *atomic.Float64 // loaded ratio of current query view, set serviceable to true if loadedRatio == 1.0
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unloadedSealedSegments []SegmentEntry // workerID -> -1
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}
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func NewChannelQueryView(growings []int64, sealedSegmentRowCount map[int64]int64, partitions []int64, version int64) *channelQueryView {
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return &channelQueryView{
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growingSegments: typeutil.NewUniqueSet(growings...),
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sealedSegmentRowCount: sealedSegmentRowCount,
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partitions: typeutil.NewUniqueSet(partitions...),
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version: version,
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loadedRatio: atomic.NewFloat64(0),
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}
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}
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func (q *channelQueryView) GetVersion() int64 {
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return q.version
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}
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func (q *channelQueryView) Serviceable() bool {
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return q.loadedRatio.Load() >= 1.0
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}
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func (q *channelQueryView) GetLoadedRatio() float64 {
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return q.loadedRatio.Load()
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}
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// distribution is the struct to store segment distribution.
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// it contains both growing and sealed segments.
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type distribution struct {
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// segments information
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// map[SegmentID]=>segmentEntry
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growingSegments map[UniqueID]SegmentEntry
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sealedSegments map[UniqueID]SegmentEntry
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// snapshotVersion indicator
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snapshotVersion int64
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snapshots *typeutil.ConcurrentMap[int64, *snapshot]
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// current is the snapshot for quick usage for search/query
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// generated for each change of distribution
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current *atomic.Pointer[snapshot]
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idfOracle IDFOracle
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// protects current & segments
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mut sync.RWMutex
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// distribution info
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channelName string
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queryView *channelQueryView
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}
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// SegmentEntry stores the segment meta information.
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type SegmentEntry struct {
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NodeID int64
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SegmentID UniqueID
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PartitionID UniqueID
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Version int64
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TargetVersion int64
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Level datapb.SegmentLevel
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Offline bool // if delegator failed to execute forwardDelete/Query/Search on segment, it will be offline
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}
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func NewDistribution(channelName string, queryView *channelQueryView) *distribution {
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dist := &distribution{
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channelName: channelName,
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growingSegments: make(map[UniqueID]SegmentEntry),
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sealedSegments: make(map[UniqueID]SegmentEntry),
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snapshots: typeutil.NewConcurrentMap[int64, *snapshot](),
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current: atomic.NewPointer[snapshot](nil),
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queryView: queryView,
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}
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dist.genSnapshot()
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dist.updateServiceable("NewDistribution")
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return dist
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}
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func (d *distribution) SetIDFOracle(idfOracle IDFOracle) {
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d.mut.Lock()
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defer d.mut.Unlock()
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d.idfOracle = idfOracle
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}
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// return segment distribution in query view
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func (d *distribution) PinReadableSegments(requiredLoadRatio float64, partitions ...int64) (sealed []SnapshotItem, growing []SegmentEntry, version int64, err error) {
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d.mut.RLock()
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defer d.mut.RUnlock()
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if d.queryView.GetLoadedRatio() < requiredLoadRatio {
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return nil, nil, -1, merr.WrapErrChannelNotAvailable(d.channelName,
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fmt.Sprintf("channel distribution is not serviceable, required load ratio is %f, current load ratio is %f", requiredLoadRatio, d.queryView.GetLoadedRatio()))
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}
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current := d.current.Load()
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// snapshot sanity check
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// if user specified a partition id which is not serviceable, return err
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for _, partition := range partitions {
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if !current.partitions.Contain(partition) {
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return nil, nil, -1, merr.WrapErrPartitionNotLoaded(partition)
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}
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}
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sealed, growing = current.Get(partitions...)
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version = current.version
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targetVersion := current.GetTargetVersion()
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filterReadable := d.readableFilter(targetVersion)
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sealed, growing = d.filterSegments(sealed, growing, filterReadable)
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if len(d.queryView.unloadedSealedSegments) > 0 {
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// append distribution of unloaded segment
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sealed = append(sealed, SnapshotItem{
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NodeID: -1,
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Segments: d.queryView.unloadedSealedSegments,
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})
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}
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return
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}
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func (d *distribution) PinOnlineSegments(partitions ...int64) (sealed []SnapshotItem, growing []SegmentEntry, version int64) {
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d.mut.RLock()
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defer d.mut.RUnlock()
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current := d.current.Load()
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sealed, growing = current.Get(partitions...)
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filterOnline := func(entry SegmentEntry, _ int) bool {
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return !entry.Offline
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}
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sealed, growing = d.filterSegments(sealed, growing, filterOnline)
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version = current.version
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return
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}
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func (d *distribution) filterSegments(sealed []SnapshotItem, growing []SegmentEntry, filter func(SegmentEntry, int) bool) ([]SnapshotItem, []SegmentEntry) {
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growing = lo.Filter(growing, filter)
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sealed = lo.Map(sealed, func(item SnapshotItem, _ int) SnapshotItem {
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return SnapshotItem{
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NodeID: item.NodeID,
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Segments: lo.Filter(item.Segments, filter),
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}
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})
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return sealed, growing
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}
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// PeekAllSegments returns current snapshot without increasing inuse count
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// show only used by GetDataDistribution.
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func (d *distribution) PeekSegments(readable bool, partitions ...int64) (sealed []SnapshotItem, growing []SegmentEntry) {
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current := d.current.Load()
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sealed, growing = current.Peek(partitions...)
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if readable {
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targetVersion := current.GetTargetVersion()
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filterReadable := d.readableFilter(targetVersion)
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sealed, growing = d.filterSegments(sealed, growing, filterReadable)
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return
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}
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return
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}
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// Unpin notifies snapshot one reference is released.
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func (d *distribution) Unpin(version int64) {
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snapshot, ok := d.snapshots.Get(version)
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if ok {
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snapshot.Done(d.getCleanup(snapshot.version))
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}
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}
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func (d *distribution) getTargetVersion() int64 {
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current := d.current.Load()
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return current.GetTargetVersion()
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}
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// Serviceable returns wether current snapshot is serviceable.
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func (d *distribution) Serviceable() bool {
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return d.queryView.Serviceable()
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}
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// for now, delegator become serviceable only when watchDmChannel is done
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// so we regard all needed growing is loaded and we compute loadRatio based on sealed segments
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func (d *distribution) updateServiceable(triggerAction string) {
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loadedSealedSegments := int64(0)
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totalSealedRowCount := int64(0)
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unloadedSealedSegments := make([]SegmentEntry, 0)
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for id, rowCount := range d.queryView.sealedSegmentRowCount {
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if entry, ok := d.sealedSegments[id]; ok && !entry.Offline {
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loadedSealedSegments += rowCount
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} else {
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unloadedSealedSegments = append(unloadedSealedSegments, SegmentEntry{SegmentID: id, NodeID: -1})
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}
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totalSealedRowCount += rowCount
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}
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// unloaded segment entry list for partial result
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d.queryView.unloadedSealedSegments = unloadedSealedSegments
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loadedRatio := 0.0
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if len(d.queryView.sealedSegmentRowCount) == 0 {
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loadedRatio = 1.0
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} else if loadedSealedSegments == 0 {
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loadedRatio = 0.0
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} else {
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loadedRatio = float64(loadedSealedSegments) / float64(totalSealedRowCount)
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}
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serviceable := loadedRatio >= 1.0
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if serviceable != d.queryView.Serviceable() {
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log.Info("channel distribution serviceable changed",
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zap.String("channel", d.channelName),
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zap.Bool("serviceable", serviceable),
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zap.Float64("loadedRatio", loadedRatio),
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zap.Int64("loadedSealedRowCount", loadedSealedSegments),
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zap.Int64("totalSealedRowCount", totalSealedRowCount),
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zap.Int("unloadedSealedSegmentNum", len(unloadedSealedSegments)),
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zap.Int("totalSealedSegmentNum", len(d.queryView.sealedSegmentRowCount)),
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zap.String("action", triggerAction))
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}
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d.queryView.loadedRatio.Store(loadedRatio)
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}
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// AddDistributions add multiple segment entries.
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func (d *distribution) AddDistributions(entries ...SegmentEntry) {
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d.mut.Lock()
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defer d.mut.Unlock()
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for _, entry := range entries {
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oldEntry, ok := d.sealedSegments[entry.SegmentID]
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if ok && oldEntry.Version >= entry.Version {
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log.Warn("Invalid segment distribution changed, skip it",
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zap.Int64("segmentID", entry.SegmentID),
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zap.Int64("oldVersion", oldEntry.Version),
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zap.Int64("oldNode", oldEntry.NodeID),
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zap.Int64("newVersion", entry.Version),
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zap.Int64("newNode", entry.NodeID),
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)
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continue
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}
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if ok {
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// remain the target version for already loaded segment to void skipping this segment when executing search
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entry.TargetVersion = oldEntry.TargetVersion
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} else {
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_, ok := d.queryView.sealedSegmentRowCount[entry.SegmentID]
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if ok || d.queryView.growingSegments.Contain(entry.SegmentID) {
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// set segment version to query view version, to support partial result
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entry.TargetVersion = d.queryView.GetVersion()
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} else {
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// set segment version to unreadableTargetVersion, if it's not in query view
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entry.TargetVersion = unreadableTargetVersion
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}
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}
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d.sealedSegments[entry.SegmentID] = entry
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}
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d.genSnapshot()
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d.updateServiceable("AddDistributions")
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}
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// AddGrowing adds growing segment distribution.
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func (d *distribution) AddGrowing(entries ...SegmentEntry) {
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d.mut.Lock()
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defer d.mut.Unlock()
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for _, entry := range entries {
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d.growingSegments[entry.SegmentID] = entry
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}
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d.genSnapshot()
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}
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// AddOffline set segmentIDs to offlines.
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func (d *distribution) MarkOfflineSegments(segmentIDs ...int64) {
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d.mut.Lock()
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defer d.mut.Unlock()
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updated := false
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for _, segmentID := range segmentIDs {
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entry, ok := d.sealedSegments[segmentID]
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if !ok {
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continue
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}
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updated = true
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entry.Offline = true
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entry.Version = unreadableTargetVersion
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entry.NodeID = -1
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d.sealedSegments[segmentID] = entry
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}
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if updated {
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log.Info("mark sealed segment offline from distribution",
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zap.String("channelName", d.channelName),
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zap.Int64s("segmentIDs", segmentIDs))
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d.genSnapshot()
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d.updateServiceable("MarkOfflineSegments")
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}
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}
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// update readable channel view
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// 1. update readable channel view to support partial result before distribution is serviceable
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// 2. update readable channel view to support full result after new distribution is serviceable
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// Notice: if we don't need to be compatible with 2.5.x, we can just update new query view to support query,
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// and new query view will become serviceable automatically, a sync action after distribution is serviceable is unnecessary
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func (d *distribution) SyncTargetVersion(action *querypb.SyncAction, partitions []int64) {
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d.mut.Lock()
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defer d.mut.Unlock()
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oldValue := d.queryView.version
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d.queryView = &channelQueryView{
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growingSegments: typeutil.NewUniqueSet(action.GetGrowingInTarget()...),
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sealedSegmentRowCount: action.GetSealedSegmentRowCount(),
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partitions: typeutil.NewUniqueSet(partitions...),
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version: action.GetTargetVersion(),
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loadedRatio: atomic.NewFloat64(0),
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}
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sealedSet := typeutil.NewUniqueSet(action.GetSealedInTarget()...)
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droppedSet := typeutil.NewUniqueSet(action.GetDroppedInTarget()...)
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redundantGrowings := make([]int64, 0)
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for _, s := range d.growingSegments {
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// sealed segment already exists or dropped, make growing segment redundant
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if sealedSet.Contain(s.SegmentID) || droppedSet.Contain(s.SegmentID) {
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s.TargetVersion = redundantTargetVersion
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d.growingSegments[s.SegmentID] = s
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redundantGrowings = append(redundantGrowings, s.SegmentID)
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}
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}
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d.queryView.growingSegments.Range(func(s UniqueID) bool {
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entry, ok := d.growingSegments[s]
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if !ok {
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log.Warn("readable growing segment lost, consume from dml seems too slow",
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zap.Int64("segmentID", s))
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return true
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}
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entry.TargetVersion = action.GetTargetVersion()
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d.growingSegments[s] = entry
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return true
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})
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for id := range d.queryView.sealedSegmentRowCount {
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entry, ok := d.sealedSegments[id]
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if !ok {
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continue
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}
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entry.TargetVersion = action.GetTargetVersion()
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d.sealedSegments[id] = entry
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}
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d.genSnapshot()
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if d.idfOracle != nil {
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d.idfOracle.SetNext(d.current.Load())
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d.idfOracle.LazyRemoveGrowings(action.GetTargetVersion(), redundantGrowings...)
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}
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d.updateServiceable("SyncTargetVersion")
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log.Info("Update channel query view",
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zap.String("channel", d.channelName),
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zap.Int64s("partitions", partitions),
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zap.Int64("oldVersion", oldValue),
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zap.Int64("newVersion", action.GetTargetVersion()),
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zap.Bool("serviceable", d.queryView.Serviceable()),
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zap.Float64("loadedRatio", d.queryView.GetLoadedRatio()),
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zap.Int("growingSegmentNum", len(action.GetGrowingInTarget())),
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zap.Int("sealedSegmentNum", len(action.GetSealedInTarget())),
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)
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}
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// GetQueryView returns the current query view.
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func (d *distribution) GetQueryView() *channelQueryView {
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d.mut.RLock()
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defer d.mut.RUnlock()
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return d.queryView
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}
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// RemoveDistributions remove segments distributions and returns the clear signal channel.
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func (d *distribution) RemoveDistributions(sealedSegments []SegmentEntry, growingSegments []SegmentEntry) chan struct{} {
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d.mut.Lock()
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defer d.mut.Unlock()
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for _, sealed := range sealedSegments {
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entry, ok := d.sealedSegments[sealed.SegmentID]
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if !ok {
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continue
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}
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if entry.NodeID == sealed.NodeID || sealed.NodeID == wildcardNodeID {
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delete(d.sealedSegments, sealed.SegmentID)
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}
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}
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for _, growing := range growingSegments {
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_, ok := d.growingSegments[growing.SegmentID]
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if !ok {
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continue
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}
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delete(d.growingSegments, growing.SegmentID)
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}
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log.Info("remove segments from distribution",
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zap.String("channelName", d.channelName),
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zap.Int64s("growing", lo.Map(growingSegments, func(s SegmentEntry, _ int) int64 { return s.SegmentID })),
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zap.Int64s("sealed", lo.Map(sealedSegments, func(s SegmentEntry, _ int) int64 { return s.SegmentID })),
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)
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d.updateServiceable("RemoveDistributions")
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// wait previous read even not distribution changed
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// in case of segment balance caused segment lost track
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return d.genSnapshot()
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}
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// getSnapshot converts current distribution to snapshot format.
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// in which, user could use found nodeID=>segmentID list.
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// mutex RLock is required before calling this method.
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func (d *distribution) genSnapshot() chan struct{} {
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// stores last snapshot
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// ok to be nil
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last := d.current.Load()
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|
|
nodeSegments := make(map[int64][]SegmentEntry)
|
|
for _, entry := range d.sealedSegments {
|
|
nodeSegments[entry.NodeID] = append(nodeSegments[entry.NodeID], entry)
|
|
}
|
|
|
|
// only store working partition entry in snapshot to reduce calculation
|
|
dist := make([]SnapshotItem, 0, len(nodeSegments))
|
|
for nodeID, items := range nodeSegments {
|
|
dist = append(dist, SnapshotItem{
|
|
NodeID: nodeID,
|
|
Segments: lo.Map(items, func(entry SegmentEntry, _ int) SegmentEntry {
|
|
if !d.queryView.partitions.Contain(entry.PartitionID) {
|
|
entry.TargetVersion = unreadableTargetVersion
|
|
}
|
|
return entry
|
|
}),
|
|
})
|
|
}
|
|
|
|
growing := make([]SegmentEntry, 0, len(d.growingSegments))
|
|
for _, entry := range d.growingSegments {
|
|
if !d.queryView.partitions.Contain(entry.PartitionID) {
|
|
entry.TargetVersion = unreadableTargetVersion
|
|
}
|
|
growing = append(growing, entry)
|
|
}
|
|
|
|
// update snapshot version
|
|
d.snapshotVersion++
|
|
newSnapShot := NewSnapshot(dist, growing, last, d.snapshotVersion, d.queryView.GetVersion())
|
|
newSnapShot.partitions = d.queryView.partitions
|
|
|
|
d.current.Store(newSnapShot)
|
|
// shall be a new one
|
|
d.snapshots.GetOrInsert(d.snapshotVersion, newSnapShot)
|
|
|
|
// first snapshot, return closed chan
|
|
if last == nil {
|
|
ch := make(chan struct{})
|
|
close(ch)
|
|
return ch
|
|
}
|
|
|
|
last.Expire(d.getCleanup(last.version))
|
|
|
|
return last.cleared
|
|
}
|
|
|
|
func (d *distribution) readableFilter(targetVersion int64) func(entry SegmentEntry, _ int) bool {
|
|
return func(entry SegmentEntry, _ int) bool {
|
|
// segment L0 is not readable for now
|
|
return entry.Level != datapb.SegmentLevel_L0 && (entry.TargetVersion == targetVersion || entry.TargetVersion == initialTargetVersion)
|
|
}
|
|
}
|
|
|
|
// getCleanup returns cleanup snapshots function.
|
|
func (d *distribution) getCleanup(version int64) snapshotCleanup {
|
|
return func() {
|
|
d.snapshots.GetAndRemove(version)
|
|
}
|
|
}
|