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1. Use blocking memory allocation to wait until memory becomes available 2. Perform memory allocation at the file level instead of per task 3. Limit Parquet file reader batch size to prevent excessive memory consumption 4. Limit import buffer size from 20% to 10% of total memory issue: https://github.com/milvus-io/milvus/issues/43387, https://github.com/milvus-io/milvus/issues/43131 --------- Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
262 lines
7.5 KiB
Go
262 lines
7.5 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 importv2
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import (
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"context"
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"fmt"
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"io"
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"time"
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"github.com/cockroachdb/errors"
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"github.com/samber/lo"
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"go.uber.org/zap"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/allocator"
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"github.com/milvus-io/milvus/internal/flushcommon/metacache"
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"github.com/milvus-io/milvus/internal/flushcommon/syncmgr"
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"github.com/milvus-io/milvus/internal/storage"
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"github.com/milvus-io/milvus/internal/util/importutilv2/binlog"
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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/internalpb"
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"github.com/milvus-io/milvus/pkg/v2/util/conc"
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"github.com/milvus-io/milvus/pkg/v2/util/paramtable"
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"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
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)
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type L0ImportTask struct {
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*datapb.ImportTaskV2
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ctx context.Context
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cancel context.CancelFunc
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segmentsInfo map[int64]*datapb.ImportSegmentInfo
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req *datapb.ImportRequest
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allocator allocator.Interface
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manager TaskManager
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syncMgr syncmgr.SyncManager
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cm storage.ChunkManager
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metaCaches map[string]metacache.MetaCache
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}
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func NewL0ImportTask(req *datapb.ImportRequest,
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manager TaskManager,
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syncMgr syncmgr.SyncManager,
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cm storage.ChunkManager,
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) Task {
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ctx, cancel := context.WithCancel(context.Background())
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// Allocator for autoIDs and logIDs.
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alloc := allocator.NewLocalAllocator(req.GetIDRange().GetBegin(), req.GetIDRange().GetEnd())
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task := &L0ImportTask{
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ImportTaskV2: &datapb.ImportTaskV2{
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JobID: req.GetJobID(),
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TaskID: req.GetTaskID(),
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CollectionID: req.GetCollectionID(),
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State: datapb.ImportTaskStateV2_Pending,
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},
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ctx: ctx,
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cancel: cancel,
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segmentsInfo: make(map[int64]*datapb.ImportSegmentInfo),
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req: req,
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allocator: alloc,
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manager: manager,
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syncMgr: syncMgr,
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cm: cm,
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}
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task.metaCaches = NewMetaCache(req)
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return task
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}
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func (t *L0ImportTask) GetType() TaskType {
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return L0ImportTaskType
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}
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func (t *L0ImportTask) GetPartitionIDs() []int64 {
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return t.req.GetPartitionIDs()
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}
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func (t *L0ImportTask) GetVchannels() []string {
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return t.req.GetVchannels()
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}
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func (t *L0ImportTask) GetSchema() *schemapb.CollectionSchema {
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return t.req.GetSchema()
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}
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func (t *L0ImportTask) GetSlots() int64 {
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return t.req.GetTaskSlot()
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}
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// L0 import task buffer size is fixed
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func (t *L0ImportTask) GetBufferSize() int64 {
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return paramtable.Get().DataNodeCfg.ImportBaseBufferSize.GetAsInt64()
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}
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func (t *L0ImportTask) Cancel() {
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t.cancel()
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}
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func (t *L0ImportTask) GetSegmentsInfo() []*datapb.ImportSegmentInfo {
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return lo.Values(t.segmentsInfo)
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}
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func (t *L0ImportTask) Clone() Task {
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ctx, cancel := context.WithCancel(t.ctx)
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infos := make(map[int64]*datapb.ImportSegmentInfo)
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for id, info := range t.segmentsInfo {
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infos[id] = typeutil.Clone(info)
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}
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return &L0ImportTask{
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ImportTaskV2: typeutil.Clone(t.ImportTaskV2),
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ctx: ctx,
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cancel: cancel,
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segmentsInfo: infos,
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req: t.req,
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allocator: t.allocator,
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manager: t.manager,
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syncMgr: t.syncMgr,
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cm: t.cm,
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metaCaches: t.metaCaches,
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}
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}
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func (t *L0ImportTask) Execute() []*conc.Future[any] {
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bufferSize := int(t.GetBufferSize())
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log.Info("start to import l0", WrapLogFields(t,
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zap.Int("bufferSize", bufferSize),
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zap.Int64("taskSlot", t.GetSlots()),
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zap.Any("files", t.req.GetFiles()),
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zap.Any("schema", t.GetSchema()),
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)...)
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t.manager.Update(t.GetTaskID(), UpdateState(datapb.ImportTaskStateV2_InProgress))
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req := t.req
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fn := func(file *internalpb.ImportFile) (err error) {
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defer func() {
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if err != nil {
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var reason string = err.Error()
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if len(t.req.GetFiles()) == 1 {
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reason = fmt.Sprintf("error: %v, file: %s", err, t.req.GetFiles()[0].String())
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}
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log.Warn("l0 import task execute failed", WrapLogFields(t, zap.Any("file", t.req.GetFiles()), zap.String("err", reason))...)
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t.manager.Update(t.GetTaskID(), UpdateState(datapb.ImportTaskStateV2_Failed), UpdateReason(reason))
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}
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}()
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var pkField *schemapb.FieldSchema
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pkField, err = typeutil.GetPrimaryFieldSchema(t.GetSchema())
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if err != nil {
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return
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}
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var reader binlog.L0Reader
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reader, err = binlog.NewL0Reader(t.ctx, t.cm, pkField, file, bufferSize)
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if err != nil {
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return
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}
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start := time.Now()
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err = t.importL0(reader)
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if err != nil {
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return
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}
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log.Info("l0 import done", WrapLogFields(t,
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zap.Strings("l0 prefix", file.GetPaths()),
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zap.Duration("dur", time.Since(start)))...)
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return nil
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}
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futures := make([]*conc.Future[any], 0, len(req.GetFiles()))
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for _, file := range req.GetFiles() {
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file := file
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f := GetExecPool().Submit(func() (any, error) {
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err := fn(file)
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return err, err
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})
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futures = append(futures, f)
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}
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return futures
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}
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func (t *L0ImportTask) importL0(reader binlog.L0Reader) error {
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syncFutures := make([]*conc.Future[struct{}], 0)
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syncTasks := make([]syncmgr.Task, 0)
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for {
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data, err := reader.Read()
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if err != nil {
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if errors.Is(err, io.EOF) {
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break
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}
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return err
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}
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delData, err := HashDeleteData(t, data)
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if err != nil {
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return err
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}
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fs, sts, err := t.syncDelete(delData)
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if err != nil {
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return err
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}
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syncFutures = append(syncFutures, fs...)
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syncTasks = append(syncTasks, sts...)
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}
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err := conc.AwaitAll(syncFutures...)
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if err != nil {
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return err
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}
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for _, syncTask := range syncTasks {
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segmentInfo, err := NewImportSegmentInfo(syncTask, t.metaCaches)
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if err != nil {
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return err
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}
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t.manager.Update(t.GetTaskID(), UpdateSegmentInfo(segmentInfo))
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log.Info("sync l0 data done", WrapLogFields(t, zap.Any("segmentInfo", segmentInfo))...)
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}
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return nil
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}
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func (t *L0ImportTask) syncDelete(delData []*storage.DeleteData) ([]*conc.Future[struct{}], []syncmgr.Task, error) {
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log.Ctx(context.TODO()).Info("start to sync l0 delete data", WrapLogFields(t)...)
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futures := make([]*conc.Future[struct{}], 0)
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syncTasks := make([]syncmgr.Task, 0)
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for channelIdx, data := range delData {
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channel := t.GetVchannels()[channelIdx]
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if data.RowCount == 0 {
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continue
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}
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partitionID := t.GetPartitionIDs()[0]
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segmentID, err := PickSegment(t.req.GetRequestSegments(), channel, partitionID)
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if err != nil {
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return nil, nil, err
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}
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syncTask, err := NewSyncTask(t.ctx, t.allocator, t.metaCaches, t.req.GetTs(),
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segmentID, partitionID, t.GetCollectionID(), channel, nil, data,
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nil, t.req.GetStorageVersion(), t.req.GetStorageConfig())
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if err != nil {
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return nil, nil, err
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}
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future, err := t.syncMgr.SyncDataWithChunkManager(t.ctx, syncTask, t.cm)
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if err != nil {
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log.Ctx(context.TODO()).Error("failed to sync l0 delete data", WrapLogFields(t, zap.Error(err))...)
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return nil, nil, err
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}
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futures = append(futures, future)
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syncTasks = append(syncTasks, syncTask)
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}
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return futures, syncTasks, nil
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}
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