milvus/internal/querycoord/segment_allocator.go

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// Copyright (C) 2019-2020 Zilliz. All rights reserved.
//
// Licensed 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 querycoord
import (
"context"
"errors"
"sort"
"time"
"go.uber.org/zap"
"github.com/milvus-io/milvus/internal/log"
"github.com/milvus-io/milvus/internal/proto/querypb"
"github.com/milvus-io/milvus/internal/util/typeutil"
)
func defaultSegAllocatePolicy() SegmentAllocatePolicy {
return shuffleSegmentsToQueryNodeV2
}
// SegmentAllocatePolicy helper function definition to allocate Segment to queryNode
type SegmentAllocatePolicy func(ctx context.Context, reqs []*querypb.LoadSegmentsRequest, cluster Cluster, wait bool, excludeNodeIDs []int64, includeNodeIDs []int64) error
// shuffleSegmentsToQueryNode shuffle segments to online nodes
// returned are noded id for each segment, which satisfies:
// len(returnedNodeIds) == len(segmentIDs) && segmentIDs[i] is assigned to returnedNodeIds[i]
func shuffleSegmentsToQueryNode(ctx context.Context, reqs []*querypb.LoadSegmentsRequest, cluster Cluster, wait bool, excludeNodeIDs []int64, includeNodeIDs []int64) error {
if len(reqs) == 0 {
return nil
}
for {
availableNodes, err := cluster.onlineNodes()
if err != nil {
log.Debug(err.Error())
if !wait {
return err
}
time.Sleep(1 * time.Second)
continue
}
for _, id := range excludeNodeIDs {
delete(availableNodes, id)
}
nodeID2NumSegemnt := make(map[int64]int)
for nodeID := range availableNodes {
if len(includeNodeIDs) > 0 && !nodeIncluded(nodeID, includeNodeIDs) {
delete(availableNodes, nodeID)
continue
}
numSegments, err := cluster.getNumSegments(nodeID)
if err != nil {
delete(availableNodes, nodeID)
continue
}
nodeID2NumSegemnt[nodeID] = numSegments
}
if len(availableNodes) > 0 {
nodeIDSlice := make([]int64, 0)
for nodeID := range availableNodes {
nodeIDSlice = append(nodeIDSlice, nodeID)
}
for _, req := range reqs {
sort.Slice(nodeIDSlice, func(i, j int) bool {
return nodeID2NumSegemnt[nodeIDSlice[i]] < nodeID2NumSegemnt[nodeIDSlice[j]]
})
req.DstNodeID = nodeIDSlice[0]
nodeID2NumSegemnt[nodeIDSlice[0]]++
}
return nil
}
if !wait {
return errors.New("no queryNode to allocate")
}
}
}
func shuffleSegmentsToQueryNodeV2(ctx context.Context, reqs []*querypb.LoadSegmentsRequest, cluster Cluster, wait bool, excludeNodeIDs []int64, includeNodeIDs []int64) error {
// key = offset, value = segmentSize
if len(reqs) == 0 {
return nil
}
dataSizePerReq := make([]int64, 0)
for _, req := range reqs {
sizePerRecord, err := typeutil.EstimateSizePerRecord(req.Schema)
if err != nil {
return err
}
sizeOfReq := int64(0)
for _, loadInfo := range req.Infos {
sizeOfReq += int64(sizePerRecord) * loadInfo.NumOfRows
}
dataSizePerReq = append(dataSizePerReq, sizeOfReq)
}
for {
// online nodes map and totalMem, usedMem, memUsage of every node
totalMem := make(map[int64]uint64)
memUsage := make(map[int64]uint64)
memUsageRate := make(map[int64]float64)
availableNodes, err := cluster.onlineNodes()
if err != nil && !wait {
return errors.New("no online queryNode to allocate")
}
for _, id := range excludeNodeIDs {
delete(availableNodes, id)
}
for nodeID := range availableNodes {
if len(includeNodeIDs) > 0 && !nodeIncluded(nodeID, includeNodeIDs) {
delete(availableNodes, nodeID)
continue
}
// statistic nodeInfo, used memory, memory usage of every query node
nodeInfo, err := cluster.getNodeInfoByID(nodeID)
if err != nil {
log.Debug("shuffleSegmentsToQueryNodeV2: getNodeInfoByID failed", zap.Error(err))
delete(availableNodes, nodeID)
continue
}
queryNodeInfo := nodeInfo.(*queryNode)
// avoid allocate segment to node which memUsageRate is high
if queryNodeInfo.memUsageRate >= Params.OverloadedMemoryThresholdPercentage {
log.Debug("shuffleSegmentsToQueryNodeV2: queryNode memUsageRate large than MaxMemUsagePerNode", zap.Int64("nodeID", nodeID), zap.Float64("current rate", queryNodeInfo.memUsageRate))
delete(availableNodes, nodeID)
continue
}
// update totalMem, memUsage, memUsageRate
totalMem[nodeID], memUsage[nodeID], memUsageRate[nodeID] = queryNodeInfo.totalMem, queryNodeInfo.memUsage, queryNodeInfo.memUsageRate
}
if len(availableNodes) > 0 {
nodeIDSlice := make([]int64, 0, len(availableNodes))
for nodeID := range availableNodes {
nodeIDSlice = append(nodeIDSlice, nodeID)
}
allocateSegmentsDone := true
for offset, sizeOfReq := range dataSizePerReq {
// sort nodes by memUsageRate, low to high
sort.Slice(nodeIDSlice, func(i, j int) bool {
return memUsageRate[nodeIDSlice[i]] < memUsageRate[nodeIDSlice[j]]
})
findNodeToAllocate := false
// assign load segment request to query node which has least memUsageRate
for _, nodeID := range nodeIDSlice {
memUsageAfterLoad := memUsage[nodeID] + uint64(sizeOfReq)
memUsageRateAfterLoad := float64(memUsageAfterLoad) / float64(totalMem[nodeID])
if memUsageRateAfterLoad > Params.OverloadedMemoryThresholdPercentage {
continue
}
reqs[offset].DstNodeID = nodeID
memUsage[nodeID] = memUsageAfterLoad
memUsageRate[nodeID] = memUsageRateAfterLoad
findNodeToAllocate = true
break
}
// the load segment request can't be allocated to any query node
if !findNodeToAllocate {
allocateSegmentsDone = false
break
}
}
if allocateSegmentsDone {
return nil
}
}
if wait {
time.Sleep(1 * time.Second)
continue
} else {
return errors.New("no queryNode to allocate")
}
}
}
func nodeIncluded(nodeID int64, includeNodeIDs []int64) bool {
for _, id := range includeNodeIDs {
if id == nodeID {
return true
}
}
return false
}