milvus/internal/querycoordv2/checkers/balance_checker.go
wei liu c02892e9fb
enhance: Balance the collection with the largest row count first (#40297)
issue: #37651
this PR enable to balance the collection with largest row count first,
to avoid temporary migration of small table data to new nodes during
their onboarding, only to be moved out again after the large table
balance, which would cause unnecessary load.

---------

Signed-off-by: Wei Liu <wei.liu@zilliz.com>
2025-03-31 16:00:19 +08:00

257 lines
9.6 KiB
Go

// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package checkers
import (
"context"
"sort"
"strings"
"time"
"github.com/samber/lo"
"go.uber.org/zap"
"github.com/milvus-io/milvus/internal/querycoordv2/balance"
"github.com/milvus-io/milvus/internal/querycoordv2/meta"
. "github.com/milvus-io/milvus/internal/querycoordv2/params"
"github.com/milvus-io/milvus/internal/querycoordv2/session"
"github.com/milvus-io/milvus/internal/querycoordv2/task"
"github.com/milvus-io/milvus/internal/querycoordv2/utils"
"github.com/milvus-io/milvus/pkg/v2/common"
"github.com/milvus-io/milvus/pkg/v2/log"
"github.com/milvus-io/milvus/pkg/v2/proto/querypb"
"github.com/milvus-io/milvus/pkg/v2/util/paramtable"
"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
)
// BalanceChecker checks the cluster distribution and generates balance tasks.
type BalanceChecker struct {
*checkerActivation
meta *meta.Meta
nodeManager *session.NodeManager
normalBalanceCollectionsCurrentRound typeutil.UniqueSet
scheduler task.Scheduler
targetMgr meta.TargetManagerInterface
getBalancerFunc GetBalancerFunc
// record auto balance ts
autoBalanceTs time.Time
}
func NewBalanceChecker(meta *meta.Meta,
targetMgr meta.TargetManagerInterface,
nodeMgr *session.NodeManager,
scheduler task.Scheduler,
getBalancerFunc GetBalancerFunc,
) *BalanceChecker {
return &BalanceChecker{
checkerActivation: newCheckerActivation(),
meta: meta,
targetMgr: targetMgr,
nodeManager: nodeMgr,
normalBalanceCollectionsCurrentRound: typeutil.NewUniqueSet(),
scheduler: scheduler,
getBalancerFunc: getBalancerFunc,
}
}
func (b *BalanceChecker) ID() utils.CheckerType {
return utils.BalanceChecker
}
func (b *BalanceChecker) Description() string {
return "BalanceChecker checks the cluster distribution and generates balance tasks"
}
func (b *BalanceChecker) readyToCheck(ctx context.Context, collectionID int64) bool {
metaExist := (b.meta.GetCollection(ctx, collectionID) != nil)
targetExist := b.targetMgr.IsNextTargetExist(ctx, collectionID) || b.targetMgr.IsCurrentTargetExist(ctx, collectionID, common.AllPartitionsID)
return metaExist && targetExist
}
func (b *BalanceChecker) getReplicaForStoppingBalance(ctx context.Context) []int64 {
ids := b.meta.GetAll(ctx)
// Sort collections using the configured sort order
ids = b.sortCollections(ctx, ids)
if paramtable.Get().QueryCoordCfg.EnableStoppingBalance.GetAsBool() {
for _, cid := range ids {
// if target and meta isn't ready, skip balance this collection
if !b.readyToCheck(ctx, cid) {
continue
}
replicas := b.meta.ReplicaManager.GetByCollection(ctx, cid)
stoppingReplicas := make([]int64, 0)
for _, replica := range replicas {
if replica.RONodesCount() > 0 {
stoppingReplicas = append(stoppingReplicas, replica.GetID())
}
}
if len(stoppingReplicas) > 0 {
return stoppingReplicas
}
}
}
return nil
}
func (b *BalanceChecker) getReplicaForNormalBalance(ctx context.Context) []int64 {
// 1. no stopping balance and auto balance is disabled, return empty collections for balance
// 2. when balancer isn't active, skip auto balance
if !Params.QueryCoordCfg.AutoBalance.GetAsBool() || !b.IsActive() {
return nil
}
ids := b.meta.GetAll(ctx)
// all replicas belonging to loading collection will be skipped
loadedCollections := lo.Filter(ids, func(cid int64, _ int) bool {
collection := b.meta.GetCollection(ctx, cid)
return collection != nil && collection.GetStatus() == querypb.LoadStatus_Loaded
})
// Before performing balancing, check the CurrentTarget/LeaderView/Distribution for all collections.
// If any collection has unready info, skip the balance operation to avoid inconsistencies.
notReadyCollections := lo.Filter(loadedCollections, func(cid int64, _ int) bool {
// todo: should also check distribution and leader view in the future
return !b.targetMgr.IsCurrentTargetReady(ctx, cid)
})
if len(notReadyCollections) > 0 {
log.RatedInfo(10, "skip normal balance, cause collection not ready for balance", zap.Int64s("collectionIDs", notReadyCollections))
return nil
}
// Sort collections using the configured sort order
loadedCollections = b.sortCollections(ctx, loadedCollections)
// iterator one normal collection in one round
normalReplicasToBalance := make([]int64, 0)
hasUnbalancedCollection := false
for _, cid := range loadedCollections {
if b.normalBalanceCollectionsCurrentRound.Contain(cid) {
log.RatedDebug(10, "ScoreBasedBalancer is balancing this collection, skip balancing in this round",
zap.Int64("collectionID", cid))
continue
}
hasUnbalancedCollection = true
b.normalBalanceCollectionsCurrentRound.Insert(cid)
for _, replica := range b.meta.ReplicaManager.GetByCollection(ctx, cid) {
normalReplicasToBalance = append(normalReplicasToBalance, replica.GetID())
}
break
}
if !hasUnbalancedCollection {
b.normalBalanceCollectionsCurrentRound.Clear()
log.RatedDebug(10, "ScoreBasedBalancer has balanced all "+
"collections in one round, clear collectionIDs for this round")
}
return normalReplicasToBalance
}
func (b *BalanceChecker) balanceReplicas(ctx context.Context, replicaIDs []int64) ([]balance.SegmentAssignPlan, []balance.ChannelAssignPlan) {
segmentPlans, channelPlans := make([]balance.SegmentAssignPlan, 0), make([]balance.ChannelAssignPlan, 0)
for _, rid := range replicaIDs {
replica := b.meta.ReplicaManager.Get(ctx, rid)
if replica == nil {
continue
}
sPlans, cPlans := b.getBalancerFunc().BalanceReplica(ctx, replica)
segmentPlans = append(segmentPlans, sPlans...)
channelPlans = append(channelPlans, cPlans...)
if len(segmentPlans) != 0 || len(channelPlans) != 0 {
balance.PrintNewBalancePlans(replica.GetCollectionID(), replica.GetID(), sPlans, cPlans)
}
}
return segmentPlans, channelPlans
}
func (b *BalanceChecker) Check(ctx context.Context) []task.Task {
var segmentPlans []balance.SegmentAssignPlan
var channelPlans []balance.ChannelAssignPlan
stoppingReplicas := b.getReplicaForStoppingBalance(ctx)
if len(stoppingReplicas) > 0 {
// check for stopping balance first
segmentPlans, channelPlans = b.balanceReplicas(ctx, stoppingReplicas)
// iterate all collection to find a collection to balance
for len(segmentPlans) == 0 && len(channelPlans) == 0 && b.normalBalanceCollectionsCurrentRound.Len() > 0 {
replicasToBalance := b.getReplicaForStoppingBalance(ctx)
segmentPlans, channelPlans = b.balanceReplicas(ctx, replicasToBalance)
}
} else {
// then check for auto balance
if time.Since(b.autoBalanceTs) > paramtable.Get().QueryCoordCfg.AutoBalanceInterval.GetAsDuration(time.Millisecond) {
b.autoBalanceTs = time.Now()
replicasToBalance := b.getReplicaForNormalBalance(ctx)
segmentPlans, channelPlans = b.balanceReplicas(ctx, replicasToBalance)
// iterate all collection to find a collection to balance
for len(segmentPlans) == 0 && len(channelPlans) == 0 && b.normalBalanceCollectionsCurrentRound.Len() > 0 {
replicasToBalance := b.getReplicaForNormalBalance(ctx)
segmentPlans, channelPlans = b.balanceReplicas(ctx, replicasToBalance)
}
}
}
ret := make([]task.Task, 0)
tasks := balance.CreateSegmentTasksFromPlans(ctx, b.ID(), Params.QueryCoordCfg.SegmentTaskTimeout.GetAsDuration(time.Millisecond), segmentPlans)
task.SetPriority(task.TaskPriorityLow, tasks...)
task.SetReason("segment unbalanced", tasks...)
ret = append(ret, tasks...)
tasks = balance.CreateChannelTasksFromPlans(ctx, b.ID(), Params.QueryCoordCfg.ChannelTaskTimeout.GetAsDuration(time.Millisecond), channelPlans)
task.SetReason("channel unbalanced", tasks...)
ret = append(ret, tasks...)
return ret
}
func (b *BalanceChecker) sortCollections(ctx context.Context, collections []int64) []int64 {
sortOrder := strings.ToLower(Params.QueryCoordCfg.BalanceTriggerOrder.GetValue())
if sortOrder == "" {
sortOrder = "byrowcount" // Default to ByRowCount
}
// Define sorting functions
sortByRowCount := func(i, j int) bool {
rowCount1 := b.targetMgr.GetCollectionRowCount(ctx, collections[i], meta.CurrentTargetFirst)
rowCount2 := b.targetMgr.GetCollectionRowCount(ctx, collections[j], meta.CurrentTargetFirst)
return rowCount1 > rowCount2 || (rowCount1 == rowCount2 && collections[i] < collections[j])
}
sortByCollectionID := func(i, j int) bool {
return collections[i] < collections[j]
}
// Select the appropriate sorting function
var sortFunc func(i, j int) bool
switch sortOrder {
case "byrowcount":
sortFunc = sortByRowCount
case "bycollectionid":
sortFunc = sortByCollectionID
default:
log.Warn("Invalid balance sort order configuration, using default ByRowCount", zap.String("sortOrder", sortOrder))
sortFunc = sortByRowCount
}
// Sort the collections
sort.Slice(collections, sortFunc)
return collections
}