milvus/internal/indexnode/task.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 indexnode

import (
	"context"
	"errors"
	"fmt"
	"path"
	"runtime"
	"runtime/debug"
	"strconv"

	"github.com/milvus-io/milvus/internal/proto/schemapb"

	"github.com/milvus-io/milvus/internal/util/indexcgowrapper"

	"github.com/milvus-io/milvus/internal/metrics"

	"go.uber.org/zap"

	"github.com/golang/protobuf/proto"

	etcdkv "github.com/milvus-io/milvus/internal/kv/etcd"
	"github.com/milvus-io/milvus/internal/log"
	"github.com/milvus-io/milvus/internal/proto/commonpb"
	"github.com/milvus-io/milvus/internal/proto/indexpb"
	"github.com/milvus-io/milvus/internal/storage"
	"github.com/milvus-io/milvus/internal/util/funcutil"
	"github.com/milvus-io/milvus/internal/util/retry"
	"github.com/milvus-io/milvus/internal/util/timerecord"
	"github.com/milvus-io/milvus/internal/util/trace"
)

const (
	// paramsKeyToParse is the key of the param to build index.
	paramsKeyToParse = "params"

	// IndexBuildTaskName is the name of the operation to add an index task.
	IndexBuildTaskName = "IndexBuildTask"
)

type Blob = storage.Blob

type task interface {
	Ctx() context.Context
	ID() UniqueID // return ReqID
	Name() string
	SetID(uid UniqueID) // set ReqID
	PreExecute(ctx context.Context) error
	Execute(ctx context.Context) error
	PostExecute(ctx context.Context) error
	WaitToFinish() error
	Notify(err error)
	OnEnqueue() error
	SetError(err error)
	SetState(state TaskState)
	GetState() TaskState
}

// BaseTask is an basic instance of task.
type BaseTask struct {
	done        chan error
	ctx         context.Context
	id          UniqueID
	err         error
	internalErr error
	state       TaskState
}

// SetState sets task's state.
func (bt *BaseTask) SetState(state TaskState) {
	bt.state = state
}

// GetState gets task's state.
func (bt *BaseTask) GetState() TaskState {
	return bt.state
}

// SetError sets an error to task.
func (bt *BaseTask) SetError(err error) {
	bt.err = err
}

// ID returns the id of index task.
func (bt *BaseTask) ID() UniqueID {
	return bt.id
}

// setID set the ID for the task.
func (bt *BaseTask) setID(id UniqueID) {
	bt.id = id
}

// WaitToFinish will wait for the task to complete, if the context is done, it means that the execution of the task has timed out.
func (bt *BaseTask) WaitToFinish() error {
	select {
	case <-bt.ctx.Done():
		return errors.New("timeout")
	case err := <-bt.done:
		return err
	}
}

// Notify will notify WaitToFinish that the task is completed or failed.
func (bt *BaseTask) Notify(err error) {
	bt.done <- err
}

// IndexBuildTask is used to record the information of the index tasks.
type IndexBuildTask struct {
	BaseTask
	cm             storage.ChunkManager
	index          indexcgowrapper.CodecIndex
	etcdKV         *etcdkv.EtcdKV
	savePaths      []string
	req            *indexpb.CreateIndexRequest
	nodeID         UniqueID
	serializedSize uint64
	collectionID   UniqueID
	partitionID    UniqueID
	segmentID      UniqueID
	newTypeParams  map[string]string
	newIndexParams map[string]string
	tr             *timerecord.TimeRecorder
}

// Ctx is the context of index tasks.
func (it *IndexBuildTask) Ctx() context.Context {
	return it.ctx
}

// ID returns the id of index task.
func (it *IndexBuildTask) ID() UniqueID {
	return it.id
}

// SetID sets the id for index task.
func (it *IndexBuildTask) SetID(ID UniqueID) {
	it.BaseTask.setID(ID)
}

// Name is the name of task to build index.
func (bt *BaseTask) Name() string {
	return IndexBuildTaskName
}

// OnEnqueue enqueues indexing tasks.
func (it *IndexBuildTask) OnEnqueue() error {
	it.SetID(it.req.IndexBuildID)
	it.SetState(TaskStateNormal)
	log.Debug("IndexNode IndexBuilderTask Enqueue", zap.Int64("taskID", it.ID()), zap.Int64("index buildID", it.req.IndexBuildID))
	it.tr = timerecord.NewTimeRecorder(fmt.Sprintf("IndexBuildTask %d", it.req.IndexBuildID))
	return nil
}

// loadIndexMeta load meta from etcd.
func (it *IndexBuildTask) loadIndexMeta(ctx context.Context) (*indexpb.IndexMeta, int64, error) {
	indexMeta := indexpb.IndexMeta{}
	var source int64
	fn := func() error {
		//TODO error handling need to be optimized, return Unrecoverable to avoid retry
		_, values, versions, err := it.etcdKV.LoadWithPrefix2(it.req.MetaPath)
		if err != nil {
			return err
		}
		if len(values) == 0 {
			return fmt.Errorf("IndexNode loadIndexMeta get empty")
		}
		err = proto.Unmarshal([]byte(values[0]), &indexMeta)
		if err != nil {
			return err
		}
		source = versions[0]
		return nil
	}
	err := retry.Do(ctx, fn, retry.Attempts(3))
	if err != nil {
		return nil, -1, err
	}
	return &indexMeta, source, nil
}

func (it *IndexBuildTask) updateTaskState(indexMeta *indexpb.IndexMeta) TaskState {
	if indexMeta.Version > it.req.Version || indexMeta.State == commonpb.IndexState_Finished {
		it.SetState(TaskStateAbandon)
	} else if indexMeta.MarkDeleted {
		it.SetState(TaskStateAbandon)
	}
	return it.GetState()
}

// saveIndexMeta try to save index meta to metaKV.
// if failed, IndexNode will panic to inform indexcoord.
func (it *IndexBuildTask) saveIndexMeta(ctx context.Context) error {
	defer it.tr.Record("IndexNode IndexBuildTask saveIndexMeta")

	fn := func() error {
		indexMeta, version, err := it.loadIndexMeta(ctx)
		if err != nil {
			errMsg := fmt.Sprintf("IndexNode IndexBuildTask saveIndexMeta fail to load index meta, IndexBuildID=%d", indexMeta.IndexBuildID)
			panic(errMsg)
		}

		if it.internalErr != nil {
			log.Warn("IndexNode IndexBuildTask internal err is not nil, mark the task as retry",
				zap.Int64("buildID", it.req.IndexBuildID))
			it.SetState(TaskStateRetry)
		}

		taskState := it.updateTaskState(indexMeta)
		if taskState == TaskStateAbandon {
			log.Info("IndexNode IndexBuildTask saveIndexMeta", zap.String("TaskState", taskState.String()),
				zap.Int64("IndexBuildID", indexMeta.IndexBuildID))
			return nil
		}

		indexMeta.IndexFilePaths = it.savePaths
		indexMeta.SerializeSize = it.serializedSize

		if taskState == TaskStateFailed {
			log.Error("IndexNode IndexBuildTask saveIndexMeta set indexMeta.state to IndexState_Failed",
				zap.String("TaskState", taskState.String()),
				zap.Int64("IndexBuildID", indexMeta.IndexBuildID), zap.Error(it.err))
			indexMeta.State = commonpb.IndexState_Failed
			indexMeta.FailReason = it.err.Error()
		} else if taskState == TaskStateRetry {
			log.Info("IndexNode IndexBuildTask saveIndexMeta set indexMeta.state to IndexState_Unissued",
				zap.String("TaskState", taskState.String()),
				zap.Int64("IndexBuildID", indexMeta.IndexBuildID), zap.Error(it.internalErr))
			indexMeta.State = commonpb.IndexState_Unissued
		} else { // TaskStateNormal
			log.Info("IndexNode IndexBuildTask saveIndexMeta indexMeta.state to IndexState_Finished",
				zap.String("TaskState", taskState.String()),
				zap.Int64("IndexBuildID", indexMeta.IndexBuildID))
			indexMeta.State = commonpb.IndexState_Finished
		}

		var metaValue []byte
		metaValue, err = proto.Marshal(indexMeta)
		if err != nil {
			errMsg := fmt.Sprintf("IndexNode IndexBuildTask saveIndexMeta fail to marshal index meta, IndexBuildID=%d, err=%s",
				indexMeta.IndexBuildID, err.Error())
			panic(errMsg)
		}

		strMetaValue := string(metaValue)

		return it.etcdKV.CompareVersionAndSwap(it.req.MetaPath, version, strMetaValue)
	}

	err := retry.Do(ctx, fn, retry.Attempts(3))
	if err != nil {
		panic(err.Error())
	}
	return nil
}

// PreExecute does some checks before building the index, for example, whether the index has been deleted.
func (it *IndexBuildTask) PreExecute(ctx context.Context) error {
	log.Debug("IndexNode IndexBuildTask preExecute...", zap.Int64("buildId", it.req.IndexBuildID))
	sp, ctx := trace.StartSpanFromContextWithOperationName(ctx, "CreateIndex-PreExecute")
	defer sp.Finish()
	indexMeta, _, err := it.loadIndexMeta(ctx)
	if err != nil {
		// assume that we can loadIndexMeta later...
		return nil
	}
	it.updateTaskState(indexMeta)
	return nil
}

// PostExecute does some checks after building the index, for example, whether the index has been deleted or
// whether the index task is up to date.
func (it *IndexBuildTask) PostExecute(ctx context.Context) error {
	log.Debug("IndexNode IndexBuildTask PostExecute...", zap.Int64("buildId", it.req.IndexBuildID))
	sp, _ := trace.StartSpanFromContextWithOperationName(ctx, "CreateIndex-PostExecute")
	defer sp.Finish()
	return it.saveIndexMeta(ctx)
}

func (it *IndexBuildTask) prepareParams(ctx context.Context) error {
	typeParams := make(map[string]string)
	for _, kvPair := range it.req.GetTypeParams() {
		key, value := kvPair.GetKey(), kvPair.GetValue()
		_, ok := typeParams[key]
		if ok {
			return errors.New("duplicated key in type params")
		}
		if key == paramsKeyToParse {
			params, err := funcutil.ParseIndexParamsMap(value)
			if err != nil {
				return err
			}
			for pk, pv := range params {
				typeParams[pk] = pv
			}
		} else {
			typeParams[key] = value
		}
	}

	indexParams := make(map[string]string)
	for _, kvPair := range it.req.GetIndexParams() {
		key, value := kvPair.GetKey(), kvPair.GetValue()
		_, ok := indexParams[key]
		if ok {
			return errors.New("duplicated key in index params")
		}
		if key == paramsKeyToParse {
			params, err := funcutil.ParseIndexParamsMap(value)
			if err != nil {
				return err
			}
			for pk, pv := range params {
				indexParams[pk] = pv
			}
		} else {
			indexParams[key] = value
		}
	}
	it.newTypeParams = typeParams
	it.newIndexParams = indexParams
	return nil
}

func (it *IndexBuildTask) loadFieldData(ctx context.Context) (storage.FieldID, storage.FieldData, error) {
	getValueByPath := func(path string) ([]byte, error) {
		data, err := it.cm.Read(path)
		if err != nil {
			return nil, err
		}
		return data, nil
	}
	getBlobByPath := func(path string) (*Blob, error) {
		value, err := getValueByPath(path)
		if err != nil {
			return nil, err
		}
		return &Blob{
			Key:   path,
			Value: value,
		}, nil
	}

	toLoadDataPaths := it.req.GetDataPaths()
	keys := make([]string, len(toLoadDataPaths))
	blobs := make([]*Blob, len(toLoadDataPaths))

	loadKey := func(idx int) error {
		keys[idx] = toLoadDataPaths[idx]
		blob, err := getBlobByPath(toLoadDataPaths[idx])
		if err != nil {
			return err
		}
		blobs[idx] = blob
		return nil
	}
	// Use runtime.GOMAXPROCS(0) instead of runtime.NumCPU()
	// to respect CPU quota of container/pod
	// gomaxproc will be set by `automaxproc`, passing 0 will just retrieve the value
	err := funcutil.ProcessFuncParallel(len(toLoadDataPaths), runtime.GOMAXPROCS(0), loadKey, "loadKey")
	if err != nil {
		log.Warn("loadKey from minio failed", zap.Error(err))
		it.internalErr = err
		// In this case, it.internalErr is no longer nil and err does not need to be returned, otherwise it.err will also be assigned.
		return storage.InvalidUniqueID, nil, err
	}
	loadVectorDuration := it.tr.RecordSpan()
	log.Debug("IndexNode load data success", zap.Int64("buildId", it.req.IndexBuildID))
	it.tr.Record("load field data done")
	metrics.IndexNodeLoadFieldLatency.WithLabelValues(strconv.FormatInt(Params.IndexNodeCfg.GetNodeID(), 10)).Observe(float64(loadVectorDuration))

	var insertCodec storage.InsertCodec
	collectionID, partitionID, segmentID, insertData, err2 := insertCodec.DeserializeAll(blobs)
	if err2 != nil {
		return storage.InvalidUniqueID, nil, err2
	}
	metrics.IndexNodeDecodeFieldLatency.WithLabelValues(strconv.FormatInt(Params.IndexNodeCfg.GetNodeID(), 10)).Observe(float64(it.tr.RecordSpan()))

	if len(insertData.Data) != 1 {
		return storage.InvalidUniqueID, nil, errors.New("we expect only one field in deserialized insert data")
	}
	it.collectionID = collectionID
	it.partitionID = partitionID
	it.segmentID = segmentID

	log.Debug("IndexNode deserialize data success",
		zap.Int64("taskID", it.ID()),
		zap.Int64("IndexID", it.req.IndexID),
		zap.Int64("index buildID", it.req.IndexBuildID),
		zap.Int64("collectionID", it.collectionID),
		zap.Int64("partitionID", it.partitionID),
		zap.Int64("segmentID", it.segmentID))

	it.tr.Record("deserialize vector data done")

	// we can ensure that there blobs are in one Field
	var data storage.FieldData
	var fieldID storage.FieldID
	for fID, value := range insertData.Data {
		data = value
		fieldID = fID
		break
	}
	return fieldID, data, nil
}

func (it *IndexBuildTask) buildIndex(ctx context.Context) ([]*storage.Blob, error) {
	var fieldID storage.FieldID
	{
		var err error
		var fieldData storage.FieldData
		fieldID, fieldData, err = it.loadFieldData(ctx)
		if err != nil {
			return nil, err
		}

		dataset := indexcgowrapper.GenDataset(fieldData)
		dType := dataset.DType
		if dType != schemapb.DataType_None {
			it.index, err = indexcgowrapper.NewCgoIndex(dType, it.newTypeParams, it.newIndexParams)
			if err != nil {
				log.Error("failed to create index", zap.Error(err))
				return nil, err
			}

			err = it.index.Build(dataset)
			if err != nil {
				log.Error("failed to build index", zap.Error(err))
				return nil, err
			}
		}

		metrics.IndexNodeKnowhereBuildIndexLatency.WithLabelValues(strconv.FormatInt(Params.IndexNodeCfg.GetNodeID(), 10)).Observe(float64(it.tr.RecordSpan()))

		it.tr.Record("build index done")
	}

	indexBlobs, err := it.index.Serialize()
	if err != nil {
		log.Error("IndexNode index Serialize failed", zap.Error(err))
		return nil, err
	}
	it.tr.Record("index serialize done")

	// early release index for gc, and we can ensure that Delete is idempotent.
	if err := it.index.Delete(); err != nil {
		log.Error("IndexNode IndexBuildTask Execute CIndexDelete failed",
			zap.Int64("buildId", it.req.IndexBuildID),
			zap.Error(err))
	}

	var serializedIndexBlobs []*storage.Blob
	codec := storage.NewIndexFileBinlogCodec()
	serializedIndexBlobs, err = codec.Serialize(
		it.req.IndexBuildID,
		it.req.Version,
		it.collectionID,
		it.partitionID,
		it.segmentID,
		fieldID,
		it.newIndexParams,
		it.req.IndexName,
		it.req.IndexID,
		indexBlobs,
	)
	if err != nil {
		return nil, err
	}
	encodeIndexFileDur := it.tr.Record("index codec serialize done")
	metrics.IndexNodeEncodeIndexFileLatency.WithLabelValues(strconv.FormatInt(Params.IndexNodeCfg.GetNodeID(), 10)).Observe(float64(encodeIndexFileDur.Milliseconds()))
	return serializedIndexBlobs, nil
}

func (it *IndexBuildTask) saveIndex(ctx context.Context, blobs []*storage.Blob) error {
	blobCnt := len(blobs)
	it.serializedSize = 0
	for i := range blobs {
		it.serializedSize += uint64(len(blobs[i].Value))
	}

	getSavePathByKey := func(key string) string {
		return path.Join(Params.IndexNodeCfg.IndexStorageRootPath, strconv.Itoa(int(it.req.IndexBuildID)), strconv.Itoa(int(it.req.Version)),
			strconv.Itoa(int(it.partitionID)), strconv.Itoa(int(it.segmentID)), key)
	}

	it.savePaths = make([]string, blobCnt)
	saveIndexFile := func(idx int) error {
		blob := blobs[idx]
		savePath := getSavePathByKey(blob.Key)
		saveIndexFileFn := func() error {
			v, err := it.etcdKV.Load(it.req.MetaPath)
			if err != nil {
				log.Warn("IndexNode load meta failed", zap.Any("path", it.req.MetaPath), zap.Error(err))
				return err
			}
			indexMeta := indexpb.IndexMeta{}
			err = proto.Unmarshal([]byte(v), &indexMeta)
			if err != nil {
				log.Warn("IndexNode Unmarshal indexMeta error ", zap.Error(err))
				return err
			}
			//log.Debug("IndexNode Unmarshal indexMeta success ", zap.Any("meta", indexMeta))
			if indexMeta.Version > it.req.Version {
				log.Warn("IndexNode try saveIndexFile failed req.Version is low", zap.Any("req.Version", it.req.Version),
					zap.Any("indexMeta.Version", indexMeta.Version))
				return errors.New("This task has been reassigned, check indexMeta.version and request ")
			}
			return it.cm.Write(savePath, blob.Value)
		}
		err := retry.Do(ctx, saveIndexFileFn, retry.Attempts(5))
		if err != nil {
			log.Warn("IndexNode try saveIndexFile final", zap.Error(err), zap.Any("savePath", savePath))
			return err
		}
		it.savePaths[idx] = savePath
		return nil
	}

	// If an error occurs, return the error that the task state will be set to retry.
	return funcutil.ProcessFuncParallel(blobCnt, runtime.NumCPU(), saveIndexFile, "saveIndexFile")
}

func (it *IndexBuildTask) releaseMemory() {
	debug.FreeOSMemory()
}

// Execute actually performs the task of building an index.
func (it *IndexBuildTask) Execute(ctx context.Context) error {
	log.Debug("IndexNode IndexBuildTask Execute ...", zap.Int64("buildId", it.req.IndexBuildID))
	sp, _ := trace.StartSpanFromContextWithOperationName(ctx, "CreateIndex-Execute")
	defer sp.Finish()

	if err := it.prepareParams(ctx); err != nil {
		it.SetState(TaskStateFailed)
		log.Error("IndexNode IndexBuildTask Execute prepareParams failed",
			zap.Int64("buildId", it.req.IndexBuildID),
			zap.Error(err))
		return err
	}

	defer it.releaseMemory()

	var err error

	var blobs []*storage.Blob
	blobs, err = it.buildIndex(ctx)
	if err != nil {
		it.SetState(TaskStateFailed)
		log.Error("IndexNode IndexBuildTask Execute buildIndex failed",
			zap.Int64("buildId", it.req.IndexBuildID),
			zap.Error(err))
		return err
	}

	err = it.saveIndex(ctx, blobs)
	if err != nil {
		it.SetState(TaskStateRetry)
		return err
	}
	saveIndexFileDur := it.tr.Record("index file save done")
	metrics.IndexNodeSaveIndexFileLatency.WithLabelValues(strconv.FormatInt(Params.IndexNodeCfg.GetNodeID(), 10)).Observe(float64(saveIndexFileDur.Milliseconds()))
	it.tr.Elapse("index building all done")
	log.Info("IndexNode CreateIndex successfully ", zap.Int64("collect", it.collectionID),
		zap.Int64("partition", it.partitionID), zap.Int64("segment", it.segmentID))

	return nil
}