enhance: Enable balance on querynode with different mem capacity (#36466)

issue: #36464
This PR enable balance on querynode with different mem capacity, for
query node which has more mem capactity will be assigned more records,
and query node with the largest difference between assignedScore and
currentScore will have a higher priority to carry the new segment.

Signed-off-by: Wei Liu <wei.liu@zilliz.com>

internal/proto/query_coord.proto

@@ -609,6 +609,7 @@ message GetDataDistributionResponse {
     repeated ChannelVersionInfo channels = 4;
     repeated LeaderView leader_views = 5;
     int64 lastModifyTs = 6;
+    double memCapacityInMB = 7;
 }
 
 message LeaderView {

internal/querycoordv2/balance/channel_level_score_balancer.go

@@ -161,8 +161,15 @@ func (b *ChannelLevelScoreBalancer) genStoppingSegmentPlan(replica *meta.Replica
 
 func (b *ChannelLevelScoreBalancer) genSegmentPlan(replica *meta.Replica, channelName string, onlineNodes []int64) []SegmentAssignPlan {
 	segmentDist := make(map[int64][]*meta.Segment)
-	nodeScore := b.convertToNodeItems(replica.GetCollectionID(), onlineNodes)
+	nodeItemsMap := b.convertToNodeItems(replica.GetCollectionID(), onlineNodes)
-	totalScore := 0
+	if len(nodeItemsMap) == 0 {
+		return nil
+	}
+	log.Info("node workload status",
+		zap.Int64("collectionID", replica.GetCollectionID()),
+		zap.Int64("replicaID", replica.GetID()),
+		zap.String("channelName", channelName),
+		zap.Stringers("nodes", lo.Values(nodeItemsMap)))
 
 	// list all segment which could be balanced, and calculate node's score
 	for _, node := range onlineNodes {
@@ -171,19 +178,14 @@ func (b *ChannelLevelScoreBalancer) genSegmentPlan(replica *meta.Replica, channe
 			return b.targetMgr.CanSegmentBeMoved(segment.GetCollectionID(), segment.GetID())
 		})
 		segmentDist[node] = segments
-		totalScore += nodeScore[node].getPriority()
-	}
-
-	if totalScore == 0 {
-		return nil
 	}
 
 	// find the segment from the node which has more score than the average
 	segmentsToMove := make([]*meta.Segment, 0)
-	average := totalScore / len(onlineNodes)
 	for node, segments := range segmentDist {
-		leftScore := nodeScore[node].getPriority()
+		currentScore := nodeItemsMap[node].getCurrentScore()
-		if leftScore <= average {
+		assignedScore := nodeItemsMap[node].getAssignedScore()
+		if currentScore <= assignedScore {
 			continue
 		}
 
@@ -192,8 +194,8 @@ func (b *ChannelLevelScoreBalancer) genSegmentPlan(replica *meta.Replica, channe
 		})
 		for _, s := range segments {
 			segmentsToMove = append(segmentsToMove, s)
-			leftScore -= b.calculateSegmentScore(s)
+			currentScore -= b.calculateSegmentScore(s)
-			if leftScore <= average {
+			if currentScore <= assignedScore {
 				break
 			}
 		}

internal/querycoordv2/balance/rowcount_based_balancer.go

@@ -18,6 +18,7 @@ package balance
 
 import (
 	"context"
+	"fmt"
 	"math"
 	"sort"
 
@@ -77,9 +78,8 @@ func (b *RowCountBasedBalancer) AssignSegment(collectionID int64, segments []*me
 		if len(plans) > balanceBatchSize {
 			break
 		}
-		// change node's priority and push back
+		// change node's score and push back
-		p := ni.getPriority()
+		ni.AddCurrentScoreDelta(float64(s.GetNumOfRows()))
-		ni.setPriority(p + int(s.GetNumOfRows()))
 		queue.push(ni)
 	}
 	return plans
@@ -119,9 +119,8 @@ func (b *RowCountBasedBalancer) AssignChannel(channels []*meta.DmChannel, nodes
 			Channel: c,
 		}
 		plans = append(plans, plan)
-		// change node's priority and push back
+		// change node's score and push back
-		p := ni.getPriority()
+		ni.AddCurrentScoreDelta(1)
-		ni.setPriority(p + 1)
 		queue.push(ni)
 	}
 	return plans
@@ -366,14 +365,51 @@ func NewRowCountBasedBalancer(
 
 type nodeItem struct {
 	baseItem
+	fmt.Stringer
 	nodeID        int64
+	assignedScore float64
+	currentScore  float64
 }
 
-func newNodeItem(priority int, nodeID int64) nodeItem {
+func newNodeItem(currentScore int, nodeID int64) nodeItem {
 	return nodeItem{
-		baseItem: baseItem{
+		baseItem:     baseItem{},
-			priority: priority,
-		},
 		nodeID:       nodeID,
+		currentScore: float64(currentScore),
 	}
 }
+
+func (b *nodeItem) getPriority() int {
+	// if node lacks more score between assignedScore and currentScore, then higher priority
+	return int(b.currentScore - b.assignedScore)
+}
+
+func (b *nodeItem) setPriority(priority int) {
+	panic("not supported, use updatePriority instead")
+}
+
+func (b *nodeItem) getPriorityWithCurrentScoreDelta(delta float64) int {
+	return int((b.currentScore + delta) - b.assignedScore)
+}
+
+func (b *nodeItem) getCurrentScore() float64 {
+	return b.currentScore
+}
+
+func (b *nodeItem) AddCurrentScoreDelta(delta float64) {
+	b.currentScore += delta
+	b.priority = b.getPriority()
+}
+
+func (b *nodeItem) getAssignedScore() float64 {
+	return b.assignedScore
+}
+
+func (b *nodeItem) setAssignedScore(delta float64) {
+	b.assignedScore += delta
+	b.priority = b.getPriority()
+}
+
+func (b *nodeItem) String() string {
+	return fmt.Sprintf("{NodeID: %d, AssignedScore: %f, CurrentScore: %f, Priority: %d}", b.nodeID, b.assignedScore, b.currentScore, b.priority)
+}

internal/querycoordv2/balance/score_based_balancer.go

@@ -63,6 +63,7 @@ func (b *ScoreBasedBalancer) AssignSegment(collectionID int64, segments []*meta.
 	if len(nodeItemsMap) == 0 {
 		return nil
 	}
+	log.Info("node workload status", zap.Int64("collectionID", collectionID), zap.Stringers("nodes", lo.Values(nodeItemsMap)))
 
 	queue := newPriorityQueue()
 	for _, item := range nodeItemsMap {
@@ -89,13 +90,13 @@ func (b *ScoreBasedBalancer) AssignSegment(collectionID int64, segments []*meta.
 			targetNode := queue.pop().(*nodeItem)
 			// make sure candidate is always push back
 			defer queue.push(targetNode)
-			priorityChange := b.calculateSegmentScore(s)
+			scoreChanges := b.calculateSegmentScore(s)
 
 			sourceNode := nodeItemsMap[s.Node]
 			// if segment's node exist, which means this segment comes from balancer. we should consider the benefit
 			// if the segment reassignment doesn't got enough benefit, we should skip this reassignment
 			// notice: we should skip benefit check for manual balance
-			if !manualBalance && sourceNode != nil && !b.hasEnoughBenefit(sourceNode, targetNode, priorityChange) {
+			if !manualBalance && sourceNode != nil && !b.hasEnoughBenefit(sourceNode, targetNode, scoreChanges) {
 				return
 			}
 
@@ -112,15 +113,15 @@ func (b *ScoreBasedBalancer) AssignSegment(collectionID int64, segments []*meta.
 				Segment:      s,
 				FromScore:    fromScore,
 				ToScore:      int64(targetNode.getPriority()),
-				SegmentScore: int64(priorityChange),
+				SegmentScore: int64(scoreChanges),
 			}
 			plans = append(plans, plan)
 
 			// update the sourceNode and targetNode's score
 			if sourceNode != nil {
-				sourceNode.setPriority(sourceNode.getPriority() - priorityChange)
+				sourceNode.AddCurrentScoreDelta(-scoreChanges)
 			}
-			targetNode.setPriority(targetNode.getPriority() + priorityChange)
+			targetNode.AddCurrentScoreDelta(scoreChanges)
 		}(s)
 
 		if len(plans) > balanceBatchSize {
@@ -130,21 +131,21 @@ func (b *ScoreBasedBalancer) AssignSegment(collectionID int64, segments []*meta.
 	return plans
 }
 
-func (b *ScoreBasedBalancer) hasEnoughBenefit(sourceNode *nodeItem, targetNode *nodeItem, priorityChange int) bool {
+func (b *ScoreBasedBalancer) hasEnoughBenefit(sourceNode *nodeItem, targetNode *nodeItem, scoreChanges float64) bool {
 	// if the score diff between sourceNode and targetNode is lower than the unbalance toleration factor, there is no need to assign it targetNode
-	oldScoreDiff := math.Abs(float64(sourceNode.getPriority()) - float64(targetNode.getPriority()))
+	oldPriorityDiff := math.Abs(float64(sourceNode.getPriority()) - float64(targetNode.getPriority()))
-	if oldScoreDiff < float64(targetNode.getPriority())*params.Params.QueryCoordCfg.ScoreUnbalanceTolerationFactor.GetAsFloat() {
+	if oldPriorityDiff < float64(targetNode.getPriority())*params.Params.QueryCoordCfg.ScoreUnbalanceTolerationFactor.GetAsFloat() {
 		return false
 	}
 
-	newSourceScore := sourceNode.getPriority() - priorityChange
+	newSourcePriority := sourceNode.getPriorityWithCurrentScoreDelta(-scoreChanges)
-	newTargetScore := targetNode.getPriority() + priorityChange
+	newTargetPriority := targetNode.getPriorityWithCurrentScoreDelta(scoreChanges)
-	if newTargetScore > newSourceScore {
+	if newTargetPriority > newSourcePriority {
 		// if score diff reverted after segment reassignment, we will consider the benefit
 		// only trigger following segment reassignment when the generated reverted score diff
 		// is far smaller than the original score diff
-		newScoreDiff := math.Abs(float64(newSourceScore) - float64(newTargetScore))
+		newScoreDiff := math.Abs(float64(newSourcePriority) - float64(newTargetPriority))
-		if newScoreDiff*params.Params.QueryCoordCfg.ReverseUnbalanceTolerationFactor.GetAsFloat() >= oldScoreDiff {
+		if newScoreDiff*params.Params.QueryCoordCfg.ReverseUnbalanceTolerationFactor.GetAsFloat() >= oldPriorityDiff {
 			return false
 		}
 	}
@@ -155,25 +156,48 @@ func (b *ScoreBasedBalancer) hasEnoughBenefit(sourceNode *nodeItem, targetNode *
 func (b *ScoreBasedBalancer) convertToNodeItems(collectionID int64, nodeIDs []int64) map[int64]*nodeItem {
 	totalScore := 0
 	nodeScoreMap := make(map[int64]*nodeItem)
+	nodeMemMap := make(map[int64]float64)
+	totalMemCapacity := float64(0)
+	allNodeHasMemInfo := true
 	for _, node := range nodeIDs {
 		score := b.calculateScore(collectionID, node)
 		nodeItem := newNodeItem(score, node)
 		nodeScoreMap[node] = &nodeItem
 		totalScore += score
+
+		// set memory default to 1.0, will multiply average value to compute assigned score
+		nodeInfo := b.nodeManager.Get(node)
+		if nodeInfo != nil {
+			totalMemCapacity += nodeInfo.MemCapacity()
+			nodeMemMap[node] = nodeInfo.MemCapacity()
+		}
+		allNodeHasMemInfo = allNodeHasMemInfo && nodeInfo != nil && nodeInfo.MemCapacity() > 0
 	}
 
 	if totalScore == 0 {
 		return nodeScoreMap
 	}
 
-	average := totalScore / len(nodeIDs)
+	// if all node has memory info, we will use totalScore / totalMemCapacity to calculate the score, then average means average score on memory unit
+	// otherwise, we will use totalScore / len(nodeItemsMap) to calculate the score, then average means average score on node unit
+	average := float64(0)
+	if allNodeHasMemInfo {
+		average = float64(totalScore) / totalMemCapacity
+	} else {
+		average = float64(totalScore) / float64(len(nodeIDs))
+	}
+
 	delegatorOverloadFactor := params.Params.QueryCoordCfg.DelegatorMemoryOverloadFactor.GetAsFloat()
-	// use average * delegatorOverloadFactor * delegator_num, to preserve fixed memory size for delegator
 	for _, node := range nodeIDs {
+		if allNodeHasMemInfo {
+			nodeScoreMap[node].setAssignedScore(nodeMemMap[node] * average)
+		} else {
+			nodeScoreMap[node].setAssignedScore(average)
+		}
+		// use assignedScore * delegatorOverloadFactor * delegator_num, to preserve fixed memory size for delegator
 		collectionViews := b.dist.LeaderViewManager.GetByFilter(meta.WithCollectionID2LeaderView(collectionID), meta.WithNodeID2LeaderView(node))
 		if len(collectionViews) > 0 {
-			newScore := nodeScoreMap[node].getPriority() + int(float64(average)*delegatorOverloadFactor)*len(collectionViews)
+			nodeScoreMap[node].AddCurrentScoreDelta(nodeScoreMap[node].getAssignedScore() * delegatorOverloadFactor * float64(len(collectionViews)))
-			nodeScoreMap[node].setPriority(newScore)
 		}
 	}
 	return nodeScoreMap
@@ -217,8 +241,8 @@ func (b *ScoreBasedBalancer) calculateScore(collectionID, nodeID int64) int {
 }
 
 // calculateSegmentScore calculate the score which the segment represented
-func (b *ScoreBasedBalancer) calculateSegmentScore(s *meta.Segment) int {
+func (b *ScoreBasedBalancer) calculateSegmentScore(s *meta.Segment) float64 {
-	return int(float64(s.GetNumOfRows()) * (1 + params.Params.QueryCoordCfg.GlobalRowCountFactor.GetAsFloat()))
+	return float64(s.GetNumOfRows()) * (1 + params.Params.QueryCoordCfg.GlobalRowCountFactor.GetAsFloat())
 }
 
 func (b *ScoreBasedBalancer) BalanceReplica(replica *meta.Replica) ([]SegmentAssignPlan, []ChannelAssignPlan) {
@@ -288,8 +312,10 @@ func (b *ScoreBasedBalancer) genStoppingSegmentPlan(replica *meta.Replica, onlin
 
 func (b *ScoreBasedBalancer) genSegmentPlan(replica *meta.Replica, onlineNodes []int64) []SegmentAssignPlan {
 	segmentDist := make(map[int64][]*meta.Segment)
-	nodeScore := b.convertToNodeItems(replica.GetCollectionID(), onlineNodes)
+	nodeItemsMap := b.convertToNodeItems(replica.GetCollectionID(), onlineNodes)
-	totalScore := 0
+	if len(nodeItemsMap) == 0 {
+		return nil
+	}
 
 	// list all segment which could be balanced, and calculate node's score
 	for _, node := range onlineNodes {
@@ -298,21 +324,16 @@ func (b *ScoreBasedBalancer) genSegmentPlan(replica *meta.Replica, onlineNodes [
 			return b.targetMgr.CanSegmentBeMoved(segment.GetCollectionID(), segment.GetID())
 		})
 		segmentDist[node] = segments
-		totalScore += nodeScore[node].getPriority()
-	}
-
-	if totalScore == 0 {
-		return nil
 	}
 
 	balanceBatchSize := paramtable.Get().QueryCoordCfg.CollectionBalanceSegmentBatchSize.GetAsInt()
 
 	// find the segment from the node which has more score than the average
 	segmentsToMove := make([]*meta.Segment, 0)
-	average := totalScore / len(onlineNodes)
 	for node, segments := range segmentDist {
-		leftScore := nodeScore[node].getPriority()
+		currentScore := nodeItemsMap[node].getCurrentScore()
-		if leftScore <= average {
+		assignedScore := nodeItemsMap[node].getAssignedScore()
+		if currentScore <= assignedScore {
 			continue
 		}
 
@@ -324,8 +345,9 @@ func (b *ScoreBasedBalancer) genSegmentPlan(replica *meta.Replica, onlineNodes [
 			if len(segmentsToMove) >= balanceBatchSize {
 				break
 			}
-			leftScore -= b.calculateSegmentScore(s)
+
-			if leftScore <= average {
+			currentScore -= b.calculateSegmentScore(s)
+			if currentScore <= assignedScore {
 				break
 			}
 		}

internal/querycoordv2/balance/score_based_balancer_test.go

@@ -1001,6 +1001,107 @@ func (suite *ScoreBasedBalancerTestSuite) TestMultiReplicaBalance() {
 	}
 }
 
+func (suite *ScoreBasedBalancerTestSuite) TestQNMemoryCapacity() {
+	cases := []struct {
+		name                 string
+		nodes                []int64
+		collectionID         int64
+		replicaID            int64
+		collectionsSegments  []*datapb.SegmentInfo
+		states               []session.State
+		shouldMock           bool
+		distributions        map[int64][]*meta.Segment
+		distributionChannels map[int64][]*meta.DmChannel
+		expectPlans          []SegmentAssignPlan
+		expectChannelPlans   []ChannelAssignPlan
+	}{
+		{
+			name:         "test qn memory capacity",
+			nodes:        []int64{1, 2},
+			collectionID: 1,
+			replicaID:    1,
+			collectionsSegments: []*datapb.SegmentInfo{
+				{ID: 1, PartitionID: 1}, {ID: 2, PartitionID: 1}, {ID: 3, PartitionID: 1}, {ID: 4, PartitionID: 1},
+			},
+			states: []session.State{session.NodeStateNormal, session.NodeStateNormal},
+			distributions: map[int64][]*meta.Segment{
+				1: {{SegmentInfo: &datapb.SegmentInfo{ID: 1, CollectionID: 1, NumOfRows: 10}, Node: 1}},
+				2: {
+					{SegmentInfo: &datapb.SegmentInfo{ID: 2, CollectionID: 1, NumOfRows: 10}, Node: 2},
+					{SegmentInfo: &datapb.SegmentInfo{ID: 3, CollectionID: 1, NumOfRows: 20}, Node: 2},
+					{SegmentInfo: &datapb.SegmentInfo{ID: 4, CollectionID: 1, NumOfRows: 20}, Node: 2},
+				},
+			},
+			expectPlans:        []SegmentAssignPlan{},
+			expectChannelPlans: []ChannelAssignPlan{},
+		},
+	}
+
+	for _, c := range cases {
+		suite.Run(c.name, func() {
+			suite.SetupSuite()
+			defer suite.TearDownTest()
+			balancer := suite.balancer
+
+			// 1. set up target for multi collections
+			collection := utils.CreateTestCollection(c.collectionID, int32(c.replicaID))
+			suite.broker.EXPECT().GetRecoveryInfoV2(mock.Anything, c.collectionID).Return(
+				nil, c.collectionsSegments, nil)
+			suite.broker.EXPECT().GetPartitions(mock.Anything, c.collectionID).Return([]int64{c.collectionID}, nil).Maybe()
+			collection.LoadPercentage = 100
+			collection.Status = querypb.LoadStatus_Loaded
+			balancer.meta.CollectionManager.PutCollection(collection)
+			balancer.meta.CollectionManager.PutPartition(utils.CreateTestPartition(c.collectionID, c.collectionID))
+			balancer.meta.ReplicaManager.Put(utils.CreateTestReplica(c.replicaID, c.collectionID, c.nodes))
+			balancer.targetMgr.UpdateCollectionNextTarget(c.collectionID)
+			balancer.targetMgr.UpdateCollectionCurrentTarget(c.collectionID)
+			balancer.targetMgr.UpdateCollectionNextTarget(c.collectionID)
+
+			// 2. set up target for distribution for multi collections
+			for node, s := range c.distributions {
+				balancer.dist.SegmentDistManager.Update(node, s...)
+			}
+			for node, v := range c.distributionChannels {
+				balancer.dist.ChannelDistManager.Update(node, v...)
+			}
+
+			// 3. set up nodes info and resourceManager for balancer
+			nodeInfoMap := make(map[int64]*session.NodeInfo)
+			for i := range c.nodes {
+				nodeInfo := session.NewNodeInfo(session.ImmutableNodeInfo{
+					NodeID:   c.nodes[i],
+					Address:  "127.0.0.1:0",
+					Hostname: "localhost",
+				})
+				nodeInfo.UpdateStats(session.WithChannelCnt(len(c.distributionChannels[c.nodes[i]])))
+				nodeInfo.SetState(c.states[i])
+				nodeInfoMap[c.nodes[i]] = nodeInfo
+				suite.balancer.nodeManager.Add(nodeInfo)
+				suite.balancer.meta.ResourceManager.HandleNodeUp(c.nodes[i])
+			}
+			utils.RecoverAllCollection(balancer.meta)
+
+			// test qn has same memory capacity
+			nodeInfoMap[1].UpdateStats(session.WithMemCapacity(1024))
+			nodeInfoMap[2].UpdateStats(session.WithMemCapacity(1024))
+			segmentPlans, channelPlans := suite.getCollectionBalancePlans(balancer, c.collectionID)
+			suite.Len(channelPlans, 0)
+			suite.Len(segmentPlans, 1)
+			suite.Equal(segmentPlans[0].To, int64(1))
+			suite.Equal(segmentPlans[0].Segment.NumOfRows, int64(20))
+
+			// test qn has different memory capacity
+			nodeInfoMap[1].UpdateStats(session.WithMemCapacity(1024))
+			nodeInfoMap[2].UpdateStats(session.WithMemCapacity(2048))
+			segmentPlans, channelPlans = suite.getCollectionBalancePlans(balancer, c.collectionID)
+			suite.Len(channelPlans, 0)
+			suite.Len(segmentPlans, 1)
+			suite.Equal(segmentPlans[0].To, int64(1))
+			suite.Equal(segmentPlans[0].Segment.NumOfRows, int64(10))
+		})
+	}
+}
+
 func TestScoreBasedBalancerSuite(t *testing.T) {
 	suite.Run(t, new(ScoreBasedBalancerTestSuite))
 }

internal/querycoordv2/dist/dist_handler.go

@@ -123,8 +123,8 @@ func (dh *distHandler) handleDistResp(resp *querypb.GetDataDistributionResponse,
 		node.UpdateStats(
 			session.WithSegmentCnt(len(resp.GetSegments())),
 			session.WithChannelCnt(len(resp.GetChannels())),
+			session.WithMemCapacity(resp.GetMemCapacityInMB()),
 		)
-
 		dh.updateSegmentsDistribution(resp)
 		dh.updateChannelsDistribution(resp)
 		dh.updateLeaderView(resp)

internal/querycoordv2/session/node_manager.go

@@ -159,6 +159,13 @@ func (n *NodeInfo) ChannelCnt() int {
 	return n.stats.getChannelCnt()
 }
 
+// return node's memory capacity in mb
+func (n *NodeInfo) MemCapacity() float64 {
+	n.mu.RLock()
+	defer n.mu.RUnlock()
+	return n.stats.getMemCapacity()
+}
+
 func (n *NodeInfo) SetLastHeartbeat(time time.Time) {
 	n.lastHeartbeat.Store(time.UnixNano())
 }
@@ -218,3 +225,9 @@ func WithChannelCnt(cnt int) StatsOption {
 		n.setChannelCnt(cnt)
 	}
 }
+
+func WithMemCapacity(capacity float64) StatsOption {
+	return func(n *NodeInfo) {
+		n.setMemCapacity(capacity)
+	}
+}

internal/querycoordv2/session/stats.go

@@ -19,6 +19,7 @@ package session
 type stats struct {
 	segmentCnt      int
 	channelCnt      int
+	memCapacityInMB float64
 }
 
 func (s *stats) setSegmentCnt(cnt int) {
@@ -37,6 +38,14 @@ func (s *stats) getChannelCnt() int {
 	return s.channelCnt
 }
 
+func (s *stats) setMemCapacity(capacity float64) {
+	s.memCapacityInMB = capacity
+}
+
+func (s *stats) getMemCapacity() float64 {
+	return s.memCapacityInMB
+}
+
 func newStats() stats {
 	return stats{}
 }

internal/querynodev2/services.go

@@ -48,6 +48,7 @@ import (
 	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/util/commonpbutil"
 	"github.com/milvus-io/milvus/pkg/util/funcutil"
+	"github.com/milvus-io/milvus/pkg/util/hardware"
 	"github.com/milvus-io/milvus/pkg/util/merr"
 	"github.com/milvus-io/milvus/pkg/util/metricsinfo"
 	"github.com/milvus-io/milvus/pkg/util/paramtable"
@@ -1245,6 +1246,7 @@ func (node *QueryNode) GetDataDistribution(ctx context.Context, req *querypb.Get
 		Channels:        channelVersionInfos,
 		LeaderViews:     leaderViews,
 		LastModifyTs:    lastModifyTs,
+		MemCapacityInMB: float64(hardware.GetMemoryCount() / 1024 / 1024),
 	}, nil
 }