milvus/internal/rootcoord/create_collection_task.go
2024-07-05 18:22:17 +08:00

566 lines
20 KiB
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 rootcoord
import (
"context"
"fmt"
"math"
"strconv"
"github.com/cockroachdb/errors"
"github.com/golang/protobuf/proto"
"go.uber.org/zap"
"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
"github.com/milvus-io/milvus-proto/go-api/v2/milvuspb"
"github.com/milvus-io/milvus-proto/go-api/v2/msgpb"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
"github.com/milvus-io/milvus/internal/metastore/model"
pb "github.com/milvus-io/milvus/internal/proto/etcdpb"
"github.com/milvus-io/milvus/internal/util/proxyutil"
"github.com/milvus-io/milvus/pkg/common"
"github.com/milvus-io/milvus/pkg/log"
ms "github.com/milvus-io/milvus/pkg/mq/msgstream"
"github.com/milvus-io/milvus/pkg/util/commonpbutil"
"github.com/milvus-io/milvus/pkg/util/funcutil"
"github.com/milvus-io/milvus/pkg/util/merr"
"github.com/milvus-io/milvus/pkg/util/parameterutil"
"github.com/milvus-io/milvus/pkg/util/typeutil"
)
type collectionChannels struct {
virtualChannels []string
physicalChannels []string
}
type createCollectionTask struct {
baseTask
Req *milvuspb.CreateCollectionRequest
schema *schemapb.CollectionSchema
collID UniqueID
partIDs []UniqueID
channels collectionChannels
dbID UniqueID
partitionNames []string
}
func (t *createCollectionTask) validate() error {
if t.Req == nil {
return errors.New("empty requests")
}
if err := CheckMsgType(t.Req.GetBase().GetMsgType(), commonpb.MsgType_CreateCollection); err != nil {
return err
}
// 1. check shard number
shardsNum := t.Req.GetShardsNum()
cfgMaxShardNum := Params.RootCoordCfg.DmlChannelNum.GetAsInt32()
if shardsNum > cfgMaxShardNum {
return fmt.Errorf("shard num (%d) exceeds max configuration (%d)", shardsNum, cfgMaxShardNum)
}
cfgShardLimit := Params.ProxyCfg.MaxShardNum.GetAsInt32()
if shardsNum > cfgShardLimit {
return fmt.Errorf("shard num (%d) exceeds system limit (%d)", shardsNum, cfgShardLimit)
}
// 2. check db-collection capacity
db2CollIDs := t.core.meta.ListAllAvailCollections(t.ctx)
if err := t.checkMaxCollectionsPerDB(db2CollIDs); err != nil {
return err
}
// 3. check total collection number
totalCollections := 0
for _, collIDs := range db2CollIDs {
totalCollections += len(collIDs)
}
maxCollectionNum := Params.QuotaConfig.MaxCollectionNum.GetAsInt()
if totalCollections >= maxCollectionNum {
log.Warn("unable to create collection because the number of collection has reached the limit", zap.Int("max_collection_num", maxCollectionNum))
return merr.WrapErrCollectionNumLimitExceeded(t.Req.GetDbName(), maxCollectionNum)
}
// 4. check collection * shard * partition
var newPartNum int64 = 1
if t.Req.GetNumPartitions() > 0 {
newPartNum = t.Req.GetNumPartitions()
}
return checkGeneralCapacity(t.ctx, 1, newPartNum, t.Req.GetShardsNum(), t.core, t.ts)
}
// checkMaxCollectionsPerDB DB properties take precedence over quota configurations for max collections.
func (t *createCollectionTask) checkMaxCollectionsPerDB(db2CollIDs map[int64][]int64) error {
collIDs, ok := db2CollIDs[t.dbID]
if !ok {
log.Warn("can not found DB ID", zap.String("collection", t.Req.GetCollectionName()), zap.String("dbName", t.Req.GetDbName()))
return merr.WrapErrDatabaseNotFound(t.Req.GetDbName(), "failed to create collection")
}
db, err := t.core.meta.GetDatabaseByName(t.ctx, t.Req.GetDbName(), typeutil.MaxTimestamp)
if err != nil {
log.Warn("can not found DB ID", zap.String("collection", t.Req.GetCollectionName()), zap.String("dbName", t.Req.GetDbName()))
return merr.WrapErrDatabaseNotFound(t.Req.GetDbName(), "failed to create collection")
}
check := func(maxColNumPerDB int) error {
if len(collIDs) >= maxColNumPerDB {
log.Warn("unable to create collection because the number of collection has reached the limit in DB", zap.Int("maxCollectionNumPerDB", maxColNumPerDB))
return merr.WrapErrCollectionNumLimitExceeded(t.Req.GetDbName(), maxColNumPerDB)
}
return nil
}
maxColNumPerDBStr := db.GetProperty(common.DatabaseMaxCollectionsKey)
if maxColNumPerDBStr != "" {
maxColNumPerDB, err := strconv.Atoi(maxColNumPerDBStr)
if err != nil {
log.Warn("parse value of property fail", zap.String("key", common.DatabaseMaxCollectionsKey),
zap.String("value", maxColNumPerDBStr), zap.Error(err))
return fmt.Errorf(fmt.Sprintf("parse value of property fail, key:%s, value:%s", common.DatabaseMaxCollectionsKey, maxColNumPerDBStr))
}
return check(maxColNumPerDB)
}
maxColNumPerDB := Params.QuotaConfig.MaxCollectionNumPerDB.GetAsInt()
return check(maxColNumPerDB)
}
func checkDefaultValue(schema *schemapb.CollectionSchema) error {
for _, fieldSchema := range schema.Fields {
if fieldSchema.GetDefaultValue() != nil {
switch fieldSchema.GetDefaultValue().Data.(type) {
case *schemapb.ValueField_BoolData:
if fieldSchema.GetDataType() != schemapb.DataType_Bool {
return merr.WrapErrParameterInvalid("DataType_Bool", "not match", "default value type mismatches field schema type")
}
case *schemapb.ValueField_IntData:
if fieldSchema.GetDataType() != schemapb.DataType_Int32 &&
fieldSchema.GetDataType() != schemapb.DataType_Int16 &&
fieldSchema.GetDataType() != schemapb.DataType_Int8 {
return merr.WrapErrParameterInvalid("DataType_Int", "not match", "default value type mismatches field schema type")
}
defaultValue := fieldSchema.GetDefaultValue().GetIntData()
if fieldSchema.GetDataType() == schemapb.DataType_Int16 {
if defaultValue > math.MaxInt16 || defaultValue < math.MinInt16 {
return merr.WrapErrParameterInvalidRange(math.MinInt16, math.MaxInt16, defaultValue, "default value out of range")
}
}
if fieldSchema.GetDataType() == schemapb.DataType_Int8 {
if defaultValue > math.MaxInt8 || defaultValue < math.MinInt8 {
return merr.WrapErrParameterInvalidRange(math.MinInt8, math.MaxInt8, defaultValue, "default value out of range")
}
}
case *schemapb.ValueField_LongData:
if fieldSchema.GetDataType() != schemapb.DataType_Int64 {
return merr.WrapErrParameterInvalid("DataType_Int64", "not match", "default value type mismatches field schema type")
}
case *schemapb.ValueField_FloatData:
if fieldSchema.GetDataType() != schemapb.DataType_Float {
return merr.WrapErrParameterInvalid("DataType_Float", "not match", "default value type mismatches field schema type")
}
case *schemapb.ValueField_DoubleData:
if fieldSchema.GetDataType() != schemapb.DataType_Double {
return merr.WrapErrParameterInvalid("DataType_Double", "not match", "default value type mismatches field schema type")
}
case *schemapb.ValueField_StringData:
if fieldSchema.GetDataType() != schemapb.DataType_VarChar {
return merr.WrapErrParameterInvalid("DataType_VarChar", "not match", "default value type mismatches field schema type")
}
maxLength, err := parameterutil.GetMaxLength(fieldSchema)
if err != nil {
return err
}
defaultValueLength := len(fieldSchema.GetDefaultValue().GetStringData())
if int64(defaultValueLength) > maxLength {
msg := fmt.Sprintf("the length (%d) of string exceeds max length (%d)", defaultValueLength, maxLength)
return merr.WrapErrParameterInvalid("valid length string", "string length exceeds max length", msg)
}
default:
panic("default value unsupport data type")
}
}
}
return nil
}
func hasSystemFields(schema *schemapb.CollectionSchema, systemFields []string) bool {
for _, f := range schema.GetFields() {
if funcutil.SliceContain(systemFields, f.GetName()) {
return true
}
}
return false
}
func validateFieldDataType(schema *schemapb.CollectionSchema) error {
for _, field := range schema.GetFields() {
if _, ok := schemapb.DataType_name[int32(field.GetDataType())]; !ok || field.GetDataType() == schemapb.DataType_None {
return merr.WrapErrParameterInvalid("valid field", fmt.Sprintf("field data type: %s is not supported", field.GetDataType()))
}
}
return nil
}
func (t *createCollectionTask) validateSchema(schema *schemapb.CollectionSchema) error {
log.With(zap.String("CollectionName", t.Req.CollectionName))
if t.Req.GetCollectionName() != schema.GetName() {
log.Error("collection name not matches schema name", zap.String("SchemaName", schema.Name))
msg := fmt.Sprintf("collection name = %s, schema.Name=%s", t.Req.GetCollectionName(), schema.Name)
return merr.WrapErrParameterInvalid("collection name matches schema name", "don't match", msg)
}
err := checkDefaultValue(schema)
if err != nil {
log.Error("has invalid default value")
return err
}
if hasSystemFields(schema, []string{RowIDFieldName, TimeStampFieldName, MetaFieldName}) {
log.Error("schema contains system field",
zap.String("RowIDFieldName", RowIDFieldName),
zap.String("TimeStampFieldName", TimeStampFieldName),
zap.String("MetaFieldName", MetaFieldName))
msg := fmt.Sprintf("schema contains system field: %s, %s, %s", RowIDFieldName, TimeStampFieldName, MetaFieldName)
return merr.WrapErrParameterInvalid("schema don't contains system field", "contains", msg)
}
return validateFieldDataType(schema)
}
func (t *createCollectionTask) assignFieldID(schema *schemapb.CollectionSchema) {
for idx := range schema.GetFields() {
schema.Fields[idx].FieldID = int64(idx + StartOfUserFieldID)
}
}
func (t *createCollectionTask) appendDynamicField(schema *schemapb.CollectionSchema) {
if schema.EnableDynamicField {
schema.Fields = append(schema.Fields, &schemapb.FieldSchema{
Name: MetaFieldName,
Description: "dynamic schema",
DataType: schemapb.DataType_JSON,
IsDynamic: true,
})
log.Info("append dynamic field", zap.String("collection", schema.Name))
}
}
func (t *createCollectionTask) appendSysFields(schema *schemapb.CollectionSchema) {
schema.Fields = append(schema.Fields, &schemapb.FieldSchema{
FieldID: int64(RowIDField),
Name: RowIDFieldName,
IsPrimaryKey: false,
Description: "row id",
DataType: schemapb.DataType_Int64,
})
schema.Fields = append(schema.Fields, &schemapb.FieldSchema{
FieldID: int64(TimeStampField),
Name: TimeStampFieldName,
IsPrimaryKey: false,
Description: "time stamp",
DataType: schemapb.DataType_Int64,
})
}
func (t *createCollectionTask) prepareSchema() error {
var schema schemapb.CollectionSchema
if err := proto.Unmarshal(t.Req.GetSchema(), &schema); err != nil {
return err
}
if err := t.validateSchema(&schema); err != nil {
return err
}
t.appendDynamicField(&schema)
t.assignFieldID(&schema)
t.appendSysFields(&schema)
t.schema = &schema
return nil
}
func (t *createCollectionTask) assignShardsNum() {
if t.Req.GetShardsNum() <= 0 {
t.Req.ShardsNum = common.DefaultShardsNum
}
}
func (t *createCollectionTask) assignCollectionID() error {
var err error
t.collID, err = t.core.idAllocator.AllocOne()
return err
}
func (t *createCollectionTask) assignPartitionIDs() error {
t.partitionNames = make([]string, 0)
defaultPartitionName := Params.CommonCfg.DefaultPartitionName.GetValue()
_, err := typeutil.GetPartitionKeyFieldSchema(t.schema)
if err == nil {
partitionNums := t.Req.GetNumPartitions()
// double check, default num of physical partitions should be greater than 0
if partitionNums <= 0 {
return errors.New("the specified partitions should be greater than 0 if partition key is used")
}
cfgMaxPartitionNum := Params.RootCoordCfg.MaxPartitionNum.GetAsInt64()
if partitionNums > cfgMaxPartitionNum {
return fmt.Errorf("partition number (%d) exceeds max configuration (%d), collection: %s",
partitionNums, cfgMaxPartitionNum, t.Req.CollectionName)
}
for i := int64(0); i < partitionNums; i++ {
t.partitionNames = append(t.partitionNames, fmt.Sprintf("%s_%d", defaultPartitionName, i))
}
} else {
// compatible with old versions <= 2.2.8
t.partitionNames = append(t.partitionNames, defaultPartitionName)
}
t.partIDs = make([]UniqueID, len(t.partitionNames))
start, end, err := t.core.idAllocator.Alloc(uint32(len(t.partitionNames)))
if err != nil {
return err
}
for i := start; i < end; i++ {
t.partIDs[i-start] = i
}
log.Info("assign partitions when create collection",
zap.String("collectionName", t.Req.GetCollectionName()),
zap.Strings("partitionNames", t.partitionNames))
return nil
}
func (t *createCollectionTask) assignChannels() error {
vchanNames := make([]string, t.Req.GetShardsNum())
// physical channel names
chanNames := t.core.chanTimeTick.getDmlChannelNames(int(t.Req.GetShardsNum()))
if int32(len(chanNames)) < t.Req.GetShardsNum() {
return fmt.Errorf("no enough channels, want: %d, got: %d", t.Req.GetShardsNum(), len(chanNames))
}
for i := int32(0); i < t.Req.GetShardsNum(); i++ {
vchanNames[i] = fmt.Sprintf("%s_%dv%d", chanNames[i], t.collID, i)
}
t.channels = collectionChannels{
virtualChannels: vchanNames,
physicalChannels: chanNames,
}
return nil
}
func (t *createCollectionTask) Prepare(ctx context.Context) error {
db, err := t.core.meta.GetDatabaseByName(ctx, t.Req.GetDbName(), typeutil.MaxTimestamp)
if err != nil {
return err
}
t.dbID = db.ID
if err := t.validate(); err != nil {
return err
}
if err := t.prepareSchema(); err != nil {
return err
}
t.assignShardsNum()
if err := t.assignCollectionID(); err != nil {
return err
}
if err := t.assignPartitionIDs(); err != nil {
return err
}
return t.assignChannels()
}
func (t *createCollectionTask) genCreateCollectionMsg(ctx context.Context, ts uint64) *ms.MsgPack {
collectionID := t.collID
partitionIDs := t.partIDs
// error won't happen here.
marshaledSchema, _ := proto.Marshal(t.schema)
pChannels := t.channels.physicalChannels
vChannels := t.channels.virtualChannels
msgPack := ms.MsgPack{}
msg := &ms.CreateCollectionMsg{
BaseMsg: ms.BaseMsg{
Ctx: ctx,
BeginTimestamp: ts,
EndTimestamp: ts,
HashValues: []uint32{0},
},
CreateCollectionRequest: msgpb.CreateCollectionRequest{
Base: commonpbutil.NewMsgBase(
commonpbutil.WithMsgType(commonpb.MsgType_CreateCollection),
commonpbutil.WithTimeStamp(ts),
),
CollectionID: collectionID,
PartitionIDs: partitionIDs,
Schema: marshaledSchema,
VirtualChannelNames: vChannels,
PhysicalChannelNames: pChannels,
},
}
msgPack.Msgs = append(msgPack.Msgs, msg)
return &msgPack
}
func (t *createCollectionTask) addChannelsAndGetStartPositions(ctx context.Context, ts uint64) (map[string][]byte, error) {
t.core.chanTimeTick.addDmlChannels(t.channels.physicalChannels...)
msg := t.genCreateCollectionMsg(ctx, ts)
return t.core.chanTimeTick.broadcastMarkDmlChannels(t.channels.physicalChannels, msg)
}
func (t *createCollectionTask) getCreateTs() (uint64, error) {
replicateInfo := t.Req.GetBase().GetReplicateInfo()
if !replicateInfo.GetIsReplicate() {
return t.GetTs(), nil
}
if replicateInfo.GetMsgTimestamp() == 0 {
log.Warn("the cdc timestamp is not set in the request for the backup instance")
return 0, merr.WrapErrParameterInvalidMsg("the cdc timestamp is not set in the request for the backup instance")
}
return replicateInfo.GetMsgTimestamp(), nil
}
func (t *createCollectionTask) Execute(ctx context.Context) error {
collID := t.collID
partIDs := t.partIDs
ts, err := t.getCreateTs()
if err != nil {
return err
}
vchanNames := t.channels.virtualChannels
chanNames := t.channels.physicalChannels
startPositions, err := t.addChannelsAndGetStartPositions(ctx, ts)
if err != nil {
// ugly here, since we must get start positions first.
t.core.chanTimeTick.removeDmlChannels(t.channels.physicalChannels...)
return err
}
partitions := make([]*model.Partition, len(partIDs))
for i, partID := range partIDs {
partitions[i] = &model.Partition{
PartitionID: partID,
PartitionName: t.partitionNames[i],
PartitionCreatedTimestamp: ts,
CollectionID: collID,
State: pb.PartitionState_PartitionCreated,
}
}
collInfo := model.Collection{
CollectionID: collID,
DBID: t.dbID,
Name: t.schema.Name,
Description: t.schema.Description,
AutoID: t.schema.AutoID,
Fields: model.UnmarshalFieldModels(t.schema.Fields),
VirtualChannelNames: vchanNames,
PhysicalChannelNames: chanNames,
ShardsNum: t.Req.ShardsNum,
ConsistencyLevel: t.Req.ConsistencyLevel,
StartPositions: toKeyDataPairs(startPositions),
CreateTime: ts,
State: pb.CollectionState_CollectionCreating,
Partitions: partitions,
Properties: t.Req.Properties,
EnableDynamicField: t.schema.EnableDynamicField,
}
// We cannot check the idempotency inside meta table when adding collection, since we'll execute duplicate steps
// if add collection successfully due to idempotency check. Some steps may be risky to be duplicate executed if they
// are not promised idempotent.
clone := collInfo.Clone()
// need double check in meta table if we can't promise the sequence execution.
existedCollInfo, err := t.core.meta.GetCollectionByName(ctx, t.Req.GetDbName(), t.Req.GetCollectionName(), typeutil.MaxTimestamp)
if err == nil {
equal := existedCollInfo.Equal(*clone)
if !equal {
return fmt.Errorf("create duplicate collection with different parameters, collection: %s", t.Req.GetCollectionName())
}
// make creating collection idempotent.
log.Warn("add duplicate collection", zap.String("collection", t.Req.GetCollectionName()), zap.Uint64("ts", ts))
return nil
}
undoTask := newBaseUndoTask(t.core.stepExecutor)
undoTask.AddStep(&expireCacheStep{
baseStep: baseStep{core: t.core},
dbName: t.Req.GetDbName(),
collectionNames: []string{t.Req.GetCollectionName()},
collectionID: InvalidCollectionID,
ts: ts,
opts: []proxyutil.ExpireCacheOpt{proxyutil.SetMsgType(commonpb.MsgType_DropCollection)},
}, &nullStep{})
undoTask.AddStep(&nullStep{}, &removeDmlChannelsStep{
baseStep: baseStep{core: t.core},
pChannels: chanNames,
}) // remove dml channels if any error occurs.
undoTask.AddStep(&addCollectionMetaStep{
baseStep: baseStep{core: t.core},
coll: &collInfo,
}, &deleteCollectionMetaStep{
baseStep: baseStep{core: t.core},
collectionID: collID,
// When we undo createCollectionTask, this ts may be less than the ts when unwatch channels.
ts: ts,
})
// serve for this case: watching channels succeed in datacoord but failed due to network failure.
undoTask.AddStep(&nullStep{}, &unwatchChannelsStep{
baseStep: baseStep{core: t.core},
collectionID: collID,
channels: t.channels,
isSkip: !Params.CommonCfg.TTMsgEnabled.GetAsBool(),
})
undoTask.AddStep(&watchChannelsStep{
baseStep: baseStep{core: t.core},
info: &watchInfo{
ts: ts,
collectionID: collID,
vChannels: t.channels.virtualChannels,
startPositions: toKeyDataPairs(startPositions),
schema: &schemapb.CollectionSchema{
Name: collInfo.Name,
Description: collInfo.Description,
AutoID: collInfo.AutoID,
Fields: model.MarshalFieldModels(collInfo.Fields),
},
},
}, &nullStep{})
undoTask.AddStep(&changeCollectionStateStep{
baseStep: baseStep{core: t.core},
collectionID: collID,
state: pb.CollectionState_CollectionCreated,
ts: ts,
}, &nullStep{}) // We'll remove the whole collection anyway.
return undoTask.Execute(ctx)
}