fix: Fix filtering by partition key fails for importing data (#33274) (#33277)

Before executing the import, partition IDs should be reordered according
to partition names. Otherwise, the data might be hashed to the wrong
partition during import. This PR corrects this error.

issue: https://github.com/milvus-io/milvus/issues/33237

pr: https://github.com/milvus-io/milvus/pull/33274

---------

Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
pull/33303/head
yihao.dai 2024-05-23 11:25:40 +08:00 committed by GitHub
parent f10ffb9230
commit ad4c1975bd
No known key found for this signature in database
GPG Key ID: B5690EEEBB952194
6 changed files with 234 additions and 36 deletions

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@ -6100,7 +6100,11 @@ func (node *Proxy) ImportV2(ctx context.Context, req *internalpb.ImportRequest)
resp.Status = merr.Status(err)
return resp, nil
}
partitionIDs = lo.Values(partitions)
_, partitionIDs, err = typeutil.RearrangePartitionsForPartitionKey(partitions)
if err != nil {
resp.Status = merr.Status(err)
return resp, nil
}
} else {
if req.GetPartitionName() == "" {
req.PartitionName = Params.CommonCfg.DefaultPartitionName.GetValue()

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@ -231,7 +231,7 @@ func repackInsertDataWithPartitionKey(ctx context.Context,
}
channel2RowOffsets := assignChannelsByPK(result.IDs, channelNames, insertMsg)
partitionNames, err := getDefaultPartitionNames(ctx, insertMsg.GetDbName(), insertMsg.CollectionName)
partitionNames, err := getDefaultPartitionsInPartitionKeyMode(ctx, insertMsg.GetDbName(), insertMsg.CollectionName)
if err != nil {
log.Warn("get default partition names failed in partition key mode",
zap.String("collectionName", insertMsg.CollectionName),

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@ -3135,7 +3135,7 @@ func TestCreateCollectionTaskWithPartitionKey(t *testing.T) {
// check default partitions
err = InitMetaCache(ctx, rc, nil, nil)
assert.NoError(t, err)
partitionNames, err := getDefaultPartitionNames(ctx, "", task.CollectionName)
partitionNames, err := getDefaultPartitionsInPartitionKeyMode(ctx, "", task.CollectionName)
assert.NoError(t, err)
assert.Equal(t, task.GetNumPartitions(), int64(len(partitionNames)))

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@ -1393,7 +1393,7 @@ func hasParitionKeyModeField(schema *schemapb.CollectionSchema) bool {
return false
}
// getDefaultPartitionNames only used in partition key mode
// getDefaultPartitionsInPartitionKeyMode only used in partition key mode
func getDefaultPartitionsInPartitionKeyMode(ctx context.Context, dbName string, collectionName string) ([]string, error) {
partitions, err := globalMetaCache.GetPartitions(ctx, dbName, collectionName)
if err != nil {
@ -1409,32 +1409,6 @@ func getDefaultPartitionsInPartitionKeyMode(ctx context.Context, dbName string,
return partitionNames, nil
}
// getDefaultPartitionNames only used in partition key mode
func getDefaultPartitionNames(ctx context.Context, dbName string, collectionName string) ([]string, error) {
partitions, err := globalMetaCache.GetPartitions(ctx, dbName, collectionName)
if err != nil {
return nil, err
}
// Make sure the order of the partition names got every time is the same
partitionNames := make([]string, len(partitions))
for partitionName := range partitions {
splits := strings.Split(partitionName, "_")
if len(splits) < 2 {
err = fmt.Errorf("bad default partion name in partition ket mode: %s", partitionName)
return nil, err
}
index, err := strconv.ParseInt(splits[len(splits)-1], 10, 64)
if err != nil {
return nil, err
}
partitionNames[index] = partitionName
}
return partitionNames, nil
}
func assignChannelsByPK(pks *schemapb.IDs, channelNames []string, insertMsg *msgstream.InsertMsg) map[string][]int {
insertMsg.HashValues = typeutil.HashPK2Channels(pks, channelNames)

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@ -0,0 +1,215 @@
// 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 importv2
import (
"context"
"fmt"
"math/rand"
"os"
"strings"
"time"
"github.com/golang/protobuf/proto"
"github.com/samber/lo"
"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/schemapb"
"github.com/milvus-io/milvus/internal/proto/internalpb"
"github.com/milvus-io/milvus/pkg/common"
"github.com/milvus-io/milvus/pkg/log"
"github.com/milvus-io/milvus/pkg/util/funcutil"
"github.com/milvus-io/milvus/pkg/util/merr"
"github.com/milvus-io/milvus/pkg/util/metric"
"github.com/milvus-io/milvus/tests/integration"
)
func (s *BulkInsertSuite) TestImportWithPartitionKey() {
const (
rowCount = 10000
)
c := s.Cluster
ctx, cancel := context.WithTimeout(c.GetContext(), 60*time.Second)
defer cancel()
collectionName := "TestBulkInsert_WithPartitionKey_" + funcutil.GenRandomStr()
schema := integration.ConstructSchema(collectionName, dim, true, &schemapb.FieldSchema{
FieldID: 100,
Name: integration.Int64Field,
IsPrimaryKey: true,
DataType: schemapb.DataType_Int64,
AutoID: true,
}, &schemapb.FieldSchema{
FieldID: 101,
Name: integration.FloatVecField,
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: fmt.Sprintf("%d", dim),
},
},
}, &schemapb.FieldSchema{
FieldID: 102,
Name: integration.VarCharField,
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: fmt.Sprintf("%d", 256),
},
},
IsPartitionKey: true,
})
marshaledSchema, err := proto.Marshal(schema)
s.NoError(err)
createCollectionStatus, err := c.Proxy.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{
DbName: "",
CollectionName: collectionName,
Schema: marshaledSchema,
ShardsNum: common.DefaultShardsNum,
})
s.NoError(err)
s.Equal(int32(0), createCollectionStatus.GetCode())
// create index
createIndexStatus, err := c.Proxy.CreateIndex(ctx, &milvuspb.CreateIndexRequest{
CollectionName: collectionName,
FieldName: integration.FloatVecField,
IndexName: "_default",
ExtraParams: integration.ConstructIndexParam(dim, integration.IndexFaissIvfFlat, metric.L2),
})
s.NoError(err)
s.Equal(int32(0), createIndexStatus.GetCode())
s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField)
// import
var files []*internalpb.ImportFile
err = os.MkdirAll(c.ChunkManager.RootPath(), os.ModePerm)
s.NoError(err)
filePath := fmt.Sprintf("/tmp/test_%d.parquet", rand.Int())
insertData, err := GenerateParquetFileAndReturnInsertData(filePath, schema, rowCount)
s.NoError(err)
defer os.Remove(filePath)
files = []*internalpb.ImportFile{
{
Paths: []string{
filePath,
},
},
}
importResp, err := c.Proxy.ImportV2(ctx, &internalpb.ImportRequest{
CollectionName: collectionName,
Files: files,
})
s.NoError(err)
s.Equal(int32(0), importResp.GetStatus().GetCode())
log.Info("Import result", zap.Any("importResp", importResp))
jobID := importResp.GetJobID()
err = WaitForImportDone(ctx, c, jobID)
s.NoError(err)
// load
loadStatus, err := c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{
CollectionName: collectionName,
})
s.NoError(err)
s.Equal(commonpb.ErrorCode_Success, loadStatus.GetErrorCode())
s.WaitForLoad(ctx, collectionName)
segments, err := c.MetaWatcher.ShowSegments()
s.NoError(err)
s.NotEmpty(segments)
log.Info("Show segments", zap.Any("segments", segments))
// load refresh
loadStatus, err = c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{
CollectionName: collectionName,
Refresh: true,
})
s.NoError(err)
s.Equal(commonpb.ErrorCode_Success, loadStatus.GetErrorCode())
s.WaitForLoadRefresh(ctx, "", collectionName)
// query partition key, TermExpr
queryNum := 10
partitionKeyData := insertData.Data[int64(102)].GetRows().([]string)
queryData := partitionKeyData[:queryNum]
strs := lo.Map(queryData, func(str string, _ int) string {
return fmt.Sprintf("\"%s\"", str)
})
str := strings.Join(strs, `,`)
expr := fmt.Sprintf("%s in [%v]", integration.VarCharField, str)
queryResult, err := c.Proxy.Query(ctx, &milvuspb.QueryRequest{
CollectionName: collectionName,
Expr: expr,
OutputFields: []string{integration.VarCharField},
})
err = merr.CheckRPCCall(queryResult, err)
s.NoError(err)
for _, data := range queryResult.GetFieldsData() {
if data.GetType() == schemapb.DataType_VarChar {
resData := data.GetScalars().GetStringData().GetData()
s.Equal(queryNum, len(resData))
s.ElementsMatch(resData, queryData)
}
}
// query partition key, CmpOp 1
expr = fmt.Sprintf("%s >= 0", integration.Int64Field)
queryResult, err = c.Proxy.Query(ctx, &milvuspb.QueryRequest{
CollectionName: collectionName,
Expr: expr,
OutputFields: []string{integration.VarCharField},
})
err = merr.CheckRPCCall(queryResult, err)
s.NoError(err)
for _, data := range queryResult.GetFieldsData() {
if data.GetType() == schemapb.DataType_VarChar {
resData := data.GetScalars().GetStringData().GetData()
s.Equal(rowCount, len(resData))
s.ElementsMatch(resData, partitionKeyData)
}
}
// query partition key, CmpOp 2
target := partitionKeyData[rand.Intn(rowCount)]
expr = fmt.Sprintf("%s == \"%s\"", integration.VarCharField, target)
queryResult, err = c.Proxy.Query(ctx, &milvuspb.QueryRequest{
CollectionName: collectionName,
Expr: expr,
OutputFields: []string{integration.VarCharField},
})
err = merr.CheckRPCCall(queryResult, err)
s.NoError(err)
for _, data := range queryResult.GetFieldsData() {
if data.GetType() == schemapb.DataType_VarChar {
resData := data.GetScalars().GetStringData().GetData()
s.Equal(1, len(resData))
s.Equal(resData[0], target)
}
}
}

View File

@ -45,33 +45,38 @@ import (
const dim = 128
func GenerateParquetFile(filePath string, schema *schemapb.CollectionSchema, numRows int) error {
_, err := GenerateParquetFileAndReturnInsertData(filePath, schema, numRows)
return err
}
func GenerateParquetFileAndReturnInsertData(filePath string, schema *schemapb.CollectionSchema, numRows int) (*storage.InsertData, error) {
w, err := os.OpenFile(filePath, os.O_RDWR|os.O_CREATE, 0o666)
if err != nil {
return err
return nil, err
}
pqSchema, err := pq.ConvertToArrowSchema(schema)
if err != nil {
return err
return nil, err
}
fw, err := pqarrow.NewFileWriter(pqSchema, w, parquet.NewWriterProperties(parquet.WithMaxRowGroupLength(int64(numRows))), pqarrow.DefaultWriterProps())
if err != nil {
return err
return nil, err
}
defer fw.Close()
insertData, err := testutil.CreateInsertData(schema, numRows)
if err != nil {
return err
return nil, err
}
columns, err := testutil.BuildArrayData(schema, insertData)
if err != nil {
return err
return nil, err
}
recordBatch := array.NewRecord(pqSchema, columns, int64(numRows))
return fw.Write(recordBatch)
return insertData, fw.Write(recordBatch)
}
func GenerateNumpyFiles(cm storage.ChunkManager, schema *schemapb.CollectionSchema, rowCount int) (*internalpb.ImportFile, error) {