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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>
236 lines
6.9 KiB
Go
236 lines
6.9 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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"runtime/debug"
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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/commonpb"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/storage"
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"github.com/milvus-io/milvus/internal/util/importutilv2"
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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 PreImportTask struct {
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*datapb.PreImportTask
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ctx context.Context
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cancel context.CancelFunc
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partitionIDs []int64
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vchannels []string
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schema *schemapb.CollectionSchema
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options []*commonpb.KeyValuePair
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req *datapb.PreImportRequest
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manager TaskManager
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cm storage.ChunkManager
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}
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func NewPreImportTask(req *datapb.PreImportRequest,
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manager TaskManager,
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cm storage.ChunkManager,
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) Task {
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fileStats := lo.Map(req.GetImportFiles(), func(file *internalpb.ImportFile, _ int) *datapb.ImportFileStats {
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return &datapb.ImportFileStats{
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ImportFile: file,
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}
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})
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ctx, cancel := context.WithCancel(context.Background())
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// During binlog import, even if the primary key's autoID is set to true,
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// the primary key from the binlog should be used instead of being reassigned.
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if importutilv2.IsBackup(req.GetOptions()) {
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UnsetAutoID(req.GetSchema())
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}
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return &PreImportTask{
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PreImportTask: &datapb.PreImportTask{
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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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FileStats: fileStats,
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},
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ctx: ctx,
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cancel: cancel,
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partitionIDs: req.GetPartitionIDs(),
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vchannels: req.GetVchannels(),
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schema: req.GetSchema(),
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options: req.GetOptions(),
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req: req,
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manager: manager,
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cm: cm,
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}
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}
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func (t *PreImportTask) GetPartitionIDs() []int64 {
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return t.partitionIDs
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}
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func (t *PreImportTask) GetVchannels() []string {
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return t.vchannels
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}
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func (t *PreImportTask) GetType() TaskType {
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return PreImportTaskType
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}
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func (t *PreImportTask) GetSchema() *schemapb.CollectionSchema {
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return t.schema
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}
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func (t *PreImportTask) GetSlots() int64 {
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return t.req.GetTaskSlot()
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}
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// PreImportTask buffer size is fixed
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func (t *PreImportTask) GetBufferSize() int64 {
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return paramtable.Get().DataNodeCfg.ImportBaseBufferSize.GetAsInt64()
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}
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func (t *PreImportTask) Cancel() {
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t.cancel()
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}
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func (t *PreImportTask) Clone() Task {
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ctx, cancel := context.WithCancel(t.ctx)
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return &PreImportTask{
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PreImportTask: typeutil.Clone(t.PreImportTask),
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ctx: ctx,
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cancel: cancel,
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partitionIDs: t.GetPartitionIDs(),
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vchannels: t.GetVchannels(),
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schema: t.GetSchema(),
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options: t.options,
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req: t.req,
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manager: t.manager,
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cm: t.cm,
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}
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}
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func (t *PreImportTask) Execute() []*conc.Future[any] {
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bufferSize := int(t.GetBufferSize())
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log.Info("start to preimport", 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.GetImportFiles()),
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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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files := lo.Map(t.GetFileStats(),
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func(fileStat *datapb.ImportFileStats, _ int) *internalpb.ImportFile {
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return fileStat.GetImportFile()
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})
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fn := func(i int, file *internalpb.ImportFile) error {
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reader, err := importutilv2.NewReader(t.ctx, t.cm, t.GetSchema(), file, t.options, bufferSize, t.req.GetStorageConfig())
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if err != nil {
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log.Warn("new reader failed", WrapLogFields(t, zap.String("file", file.String()), zap.Error(err))...)
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reason := fmt.Sprintf("error: %v, file: %s", err, file.String())
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t.manager.Update(t.GetTaskID(), UpdateState(datapb.ImportTaskStateV2_Failed), UpdateReason(reason))
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return err
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}
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defer reader.Close()
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start := time.Now()
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err = t.readFileStat(reader, i)
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if err != nil {
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log.Warn("preimport failed", WrapLogFields(t, zap.String("file", file.String()), zap.Error(err))...)
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reason := fmt.Sprintf("error: %v, file: %s", err, file.String())
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t.manager.Update(t.GetTaskID(), UpdateState(datapb.ImportTaskStateV2_Failed), UpdateReason(reason))
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return err
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}
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log.Info("read file stat done", WrapLogFields(t, zap.Strings("files", 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(files))
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for i, file := range files {
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i := i
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file := file
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f := GetExecPool().Submit(func() (any, error) {
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defer func() {
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debug.FreeOSMemory()
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}()
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err := fn(i, 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 *PreImportTask) readFileStat(reader importutilv2.Reader, fileIdx int) error {
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fileSize, err := reader.Size()
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if err != nil {
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return err
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}
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maxSize := paramtable.Get().DataNodeCfg.MaxImportFileSizeInGB.GetAsFloat() * 1024 * 1024 * 1024
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if fileSize > int64(maxSize) {
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return errors.New(fmt.Sprintf(
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"The import file size has reached the maximum limit allowed for importing, "+
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"fileSize=%d, maxSize=%d", fileSize, int64(maxSize)))
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}
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totalRows := 0
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totalSize := 0
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hashedStats := make(map[string]*datapb.PartitionImportStats)
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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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err = CheckRowsEqual(t.GetSchema(), data)
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if err != nil {
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return err
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}
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rowsCount, err := GetRowsStats(t, data)
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if err != nil {
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return err
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}
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MergeHashedStats(rowsCount, hashedStats)
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rows := data.GetRowNum()
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size := data.GetMemorySize()
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totalRows += rows
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totalSize += size
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log.Info("reading file stat...", WrapLogFields(t, zap.Int("readRows", rows), zap.Int("readSize", size))...)
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}
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stat := &datapb.ImportFileStats{
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FileSize: fileSize,
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TotalRows: int64(totalRows),
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TotalMemorySize: int64(totalSize),
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HashedStats: hashedStats,
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}
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t.manager.Update(t.GetTaskID(), UpdateFileStat(fileIdx, stat))
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return nil
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}
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