milvus/internal/util/importutilv2/binlog/util.go

209 lines
7.8 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 binlog
import (
"context"
"fmt"
"path"
"sort"
"strconv"
"github.com/samber/lo"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
"github.com/milvus-io/milvus/internal/storage"
"github.com/milvus-io/milvus/internal/storagecommon"
"github.com/milvus-io/milvus/pkg/v2/common"
"github.com/milvus-io/milvus/pkg/v2/proto/datapb"
"github.com/milvus-io/milvus/pkg/v2/util/merr"
"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
)
func readData(reader *storage.BinlogReader, et storage.EventTypeCode) ([]any, [][]bool, error) {
rowsSet := make([]any, 0)
validDataRowsSet := make([][]bool, 0)
for {
event, err := reader.NextEventReader()
if err != nil {
return nil, nil, merr.WrapErrImportFailed(fmt.Sprintf("failed to iterate events reader, error: %v", err))
}
if event == nil {
break // end of the file
}
if event.TypeCode != et {
return nil, nil, merr.WrapErrImportFailed(fmt.Sprintf("wrong binlog type, expect:%s, actual:%s",
et.String(), event.TypeCode.String()))
}
rows, validDataRows, _, err := event.PayloadReaderInterface.GetDataFromPayload()
if err != nil {
return nil, nil, merr.WrapErrImportFailed(fmt.Sprintf("failed to read data, error: %v", err))
}
rowsSet = append(rowsSet, rows)
validDataRowsSet = append(validDataRowsSet, validDataRows)
}
return rowsSet, validDataRowsSet, nil
}
func newBinlogReader(ctx context.Context, cm storage.ChunkManager, path string) (*storage.BinlogReader, error) {
bytes, err := cm.Read(ctx, path) // TODO: dyh, checks if the error is a retryable error
if err != nil {
return nil, merr.WrapErrImportFailed(fmt.Sprintf("failed to open binlog %s", path))
}
var reader *storage.BinlogReader
reader, err = storage.NewBinlogReader(bytes)
if err != nil {
return nil, merr.WrapErrImportFailed(fmt.Sprintf("failed to create reader, binlog:%s, error:%v", path, err))
}
return reader, nil
}
func listInsertLogs(ctx context.Context, cm storage.ChunkManager, insertPrefix string) (map[int64][]string, error) {
insertLogs := make(map[int64][]string)
var walkErr error
if err := cm.WalkWithPrefix(ctx, insertPrefix, true, func(insertLog *storage.ChunkObjectInfo) bool {
fieldPath := path.Dir(insertLog.FilePath)
fieldStrID := path.Base(fieldPath)
fieldID, err := strconv.ParseInt(fieldStrID, 10, 64)
if err != nil {
walkErr = merr.WrapErrImportFailed(fmt.Sprintf("failed to parse field id from log, error: %v", err))
return false
}
insertLogs[fieldID] = append(insertLogs[fieldID], insertLog.FilePath)
return true
}); err != nil {
return nil, err
}
if walkErr != nil {
return nil, walkErr
}
for _, v := range insertLogs {
sort.Strings(v)
}
return insertLogs, nil
}
func createFieldBinlogList(insertLogs map[int64][]string) []*datapb.FieldBinlog {
binlogFields := make([]*datapb.FieldBinlog, 0)
for fieldID, logs := range insertLogs {
binlog := &datapb.FieldBinlog{
FieldID: fieldID,
Binlogs: lo.Map(logs, func(path string, _ int) *datapb.Binlog {
return &datapb.Binlog{
LogPath: path,
}
}),
}
binlogFields = append(binlogFields, binlog)
}
return binlogFields
}
func verify(schema *schemapb.CollectionSchema, storageVersion int64, insertLogs map[int64][]string) (map[int64][]string, *schemapb.CollectionSchema, error) {
// check system fields (ts and rowID)
if storageVersion == storage.StorageV2 {
if _, ok := insertLogs[storagecommon.DefaultShortColumnGroupID]; !ok {
return nil, nil, merr.WrapErrImportFailed("no binlog for system fields")
}
} else {
// storage v1
if _, ok := insertLogs[common.RowIDField]; !ok {
return nil, nil, merr.WrapErrImportFailed("no binlog for RowID field")
}
if _, ok := insertLogs[common.TimeStampField]; !ok {
return nil, nil, merr.WrapErrImportFailed("no binlog for Timestamp field")
}
}
// check binlog file count, must be equal for all fields
for fieldID, logs := range insertLogs {
if len(logs) != len(insertLogs[common.RowIDField]) {
return nil, nil, merr.WrapErrImportFailed(fmt.Sprintf("misaligned binlog count, field%d:%d, field%d:%d",
fieldID, len(logs), common.RowIDField, len(insertLogs[common.RowIDField])))
}
}
if storageVersion == storage.StorageV2 {
for _, field := range schema.GetFields() {
if typeutil.IsVectorType(field.GetDataType()) {
if _, ok := insertLogs[field.GetFieldID()]; !ok {
// vector field must be provided
return nil, nil, merr.WrapErrImportFailed(fmt.Sprintf("no binlog for field:%s", field.GetName()))
}
}
}
return insertLogs, schema, nil
}
// Goal: support import binlog files to a different schema collection.
//
// What we know:
// - The milvus-backup tool knows the original collection's schema, it has the ability to create
// a new collection from the old schema, it also supports restore data into an existing collection
// which could be different schema.
// - The binlog field ids are parsed from the storage path, here we don't know the original field name.
// The binlogs are mapped by fieldID, which could lead to type error later.
//
// How to do:
// - Always import pk field into the target collection no matter it is auto-id or not.
// - Returns an error if the target collection has a Function output field, but the source collection has no this field.
// - If both collections have the function output field, we do not re-run the Function when restoring from a backup.
// - For nullable/defaultValue fields, the binlog is optional.
// - For dynamic field, the binlog is optional.
// - For other fields, if a field is not in the target collection's schema, just skip the binlog of this field.
// - If the target collection's schema contains a field(not nullable/defaultValue) that the source collection
// doesn't have, reports an error
// Here we copy the schema for reading part of collection's data. The storage.NewBinlogRecordReader() requires
// a schema and the schema must be consistent with the binglog files([]*datapb.FieldBinlog)
cloneSchema := typeutil.Clone(schema)
cloneSchema.Fields = []*schemapb.FieldSchema{} // the Fields will be reset according to the validInsertLogs
cloneSchema.EnableDynamicField = false // this flag will be reset
// this loop will reset the cloneSchema.Fields and return validInsertLogs
validInsertLogs := make(map[int64][]string)
for _, field := range schema.GetFields() {
id := field.GetFieldID()
logs, ok := insertLogs[id]
if !ok {
// dynamic field, nullable field, default value field, optional, no need to check
// they will be filled by AppendNullableDefaultFieldsData
if field.GetIsDynamic() || field.GetNullable() || field.GetDefaultValue() != nil {
continue
}
// primary key is required
// function output field is also required
// the other field must be provided
return nil, nil, merr.WrapErrImportFailed(fmt.Sprintf("no binlog for field:%s", field.GetName()))
} else {
// these binlogs are intend to be imported
validInsertLogs[id] = logs
// reset the cloneSchema.Fields
cloneSchema.Fields = append(cloneSchema.Fields, field)
if field.IsDynamic {
cloneSchema.EnableDynamicField = true
}
}
}
return validInsertLogs, cloneSchema, nil
}