milvus/internal/util/segcore/reduce_test.go

246 lines
7.6 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 segcore_test
import (
"context"
"fmt"
"log"
"math"
"path/filepath"
"testing"
"github.com/stretchr/testify/suite"
"google.golang.org/protobuf/encoding/prototext"
"google.golang.org/protobuf/proto"
"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
"github.com/milvus-io/milvus/internal/mocks/util/mock_segcore"
"github.com/milvus-io/milvus/internal/storage"
"github.com/milvus-io/milvus/internal/util/initcore"
"github.com/milvus-io/milvus/internal/util/segcore"
"github.com/milvus-io/milvus/pkg/v2/common"
"github.com/milvus-io/milvus/pkg/v2/proto/internalpb"
"github.com/milvus-io/milvus/pkg/v2/proto/planpb"
"github.com/milvus-io/milvus/pkg/v2/proto/querypb"
"github.com/milvus-io/milvus/pkg/v2/util/funcutil"
"github.com/milvus-io/milvus/pkg/v2/util/paramtable"
"github.com/milvus-io/milvus/pkg/v2/util/testutils"
"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
)
type ReduceSuite struct {
suite.Suite
chunkManager storage.ChunkManager
rootPath string
collectionID int64
partitionID int64
segmentID int64
collection *segcore.CCollection
segment segcore.CSegment
}
func (suite *ReduceSuite) SetupSuite() {
paramtable.Init()
}
func (suite *ReduceSuite) SetupTest() {
localDataRootPath := filepath.Join(paramtable.Get().LocalStorageCfg.Path.GetValue(), typeutil.QueryNodeRole)
initcore.InitLocalChunkManager(localDataRootPath)
err := initcore.InitMmapManager(paramtable.Get())
suite.NoError(err)
ctx := context.Background()
msgLength := 100
suite.rootPath = suite.T().Name()
chunkManagerFactory := storage.NewTestChunkManagerFactory(paramtable.Get(), suite.rootPath)
suite.chunkManager, _ = chunkManagerFactory.NewPersistentStorageChunkManager(ctx)
initcore.InitRemoteChunkManager(paramtable.Get())
suite.collectionID = 100
suite.partitionID = 10
suite.segmentID = 1
schema := mock_segcore.GenTestCollectionSchema("test-reduce", schemapb.DataType_Int64, true)
suite.collection, err = segcore.CreateCCollection(&segcore.CreateCCollectionRequest{
CollectionID: suite.collectionID,
Schema: schema,
IndexMeta: mock_segcore.GenTestIndexMeta(suite.collectionID, schema),
})
suite.NoError(err)
suite.segment, err = segcore.CreateCSegment(&segcore.CreateCSegmentRequest{
Collection: suite.collection,
SegmentID: suite.segmentID,
SegmentType: segcore.SegmentTypeSealed,
IsSorted: false,
})
suite.Require().NoError(err)
binlogs, _, err := mock_segcore.SaveBinLog(ctx,
suite.collectionID,
suite.partitionID,
suite.segmentID,
msgLength,
schema,
suite.chunkManager,
)
suite.Require().NoError(err)
req := &segcore.LoadFieldDataRequest{
RowCount: int64(msgLength),
}
for _, binlog := range binlogs {
req.Fields = append(req.Fields, segcore.LoadFieldDataInfo{Field: binlog})
}
_, err = suite.segment.LoadFieldData(ctx, req)
suite.Require().NoError(err)
}
func (suite *ReduceSuite) TearDownTest() {
suite.segment.Release()
suite.collection.Release()
ctx := context.Background()
suite.chunkManager.RemoveWithPrefix(ctx, suite.rootPath)
}
func (suite *ReduceSuite) TestReduceParseSliceInfo() {
originNQs := []int64{2, 3, 2}
originTopKs := []int64{10, 5, 20}
nqPerSlice := int64(2)
sInfo := segcore.ParseSliceInfo(originNQs, originTopKs, nqPerSlice)
expectedSliceNQs := []int64{2, 2, 1, 2}
expectedSliceTopKs := []int64{10, 5, 5, 20}
suite.True(funcutil.SliceSetEqual(sInfo.SliceNQs, expectedSliceNQs))
suite.True(funcutil.SliceSetEqual(sInfo.SliceTopKs, expectedSliceTopKs))
}
func (suite *ReduceSuite) TestReduceAllFunc() {
nq := int64(10)
// TODO: replace below by genPlaceholderGroup(nq)
vec := testutils.GenerateFloatVectors(1, mock_segcore.DefaultDim)
var searchRawData []byte
for i, ele := range vec {
buf := make([]byte, 4)
common.Endian.PutUint32(buf, math.Float32bits(ele+float32(i*2)))
searchRawData = append(searchRawData, buf...)
}
placeholderValue := commonpb.PlaceholderValue{
Tag: "$0",
Type: commonpb.PlaceholderType_FloatVector,
Values: [][]byte{},
}
for i := 0; i < int(nq); i++ {
placeholderValue.Values = append(placeholderValue.Values, searchRawData)
}
placeholderGroup := commonpb.PlaceholderGroup{
Placeholders: []*commonpb.PlaceholderValue{&placeholderValue},
}
placeGroupByte, err := proto.Marshal(&placeholderGroup)
if err != nil {
log.Print("marshal placeholderGroup failed")
}
planStr := `vector_anns: <
field_id: 107
query_info: <
topk: 10
round_decimal: 6
metric_type: "L2"
search_params: "{\"nprobe\": 10}"
>
placeholder_tag: "$0"
>`
var planNode planpb.PlanNode
// proto.UnmarshalText(planStr, &planpb)
prototext.Unmarshal([]byte(planStr), &planNode)
serializedPlan, err := proto.Marshal(&planNode)
suite.NoError(err)
searchReq, err := segcore.NewSearchRequest(suite.collection, &querypb.SearchRequest{
Req: &internalpb.SearchRequest{
SerializedExprPlan: serializedPlan,
MvccTimestamp: typeutil.MaxTimestamp,
},
}, placeGroupByte)
suite.NoError(err)
defer searchReq.Delete()
searchResult, err := suite.segment.Search(context.Background(), searchReq)
suite.NoError(err)
err = mock_segcore.CheckSearchResult(context.Background(), nq, searchReq.Plan(), searchResult)
suite.NoError(err)
// Test Illegal Query
retrievePlan, err := segcore.NewRetrievePlan(
suite.collection,
[]byte(fmt.Sprintf("%d > 100", mock_segcore.RowIDField.ID)),
typeutil.MaxTimestamp,
0)
suite.Error(err)
suite.Nil(retrievePlan)
plan := planpb.PlanNode{
Node: &planpb.PlanNode_Query{
Query: &planpb.QueryPlanNode{
IsCount: true,
},
},
}
expr, err := proto.Marshal(&plan)
suite.NoError(err)
retrievePlan, err = segcore.NewRetrievePlan(
suite.collection,
expr,
typeutil.MaxTimestamp,
0)
suite.NotNil(retrievePlan)
suite.NoError(err)
retrieveResult, err := suite.segment.Retrieve(context.Background(), retrievePlan)
suite.NotNil(retrieveResult)
suite.NoError(err)
result, err := retrieveResult.GetResult()
suite.NoError(err)
suite.NotNil(result)
suite.Equal(int64(100), result.AllRetrieveCount)
retrieveResult.Release()
}
func (suite *ReduceSuite) TestReduceInvalid() {
plan := &segcore.SearchPlan{}
_, err := segcore.ReduceSearchResultsAndFillData(context.Background(), plan, nil, 1, nil, nil)
suite.Error(err)
searchReq, err := mock_segcore.GenSearchPlanAndRequests(suite.collection, []int64{suite.segmentID}, mock_segcore.IndexHNSW, 10)
suite.NoError(err)
searchResults := make([]*segcore.SearchResult, 0)
searchResults = append(searchResults, nil)
_, err = segcore.ReduceSearchResultsAndFillData(context.Background(), searchReq.Plan(), searchResults, 1, []int64{10}, []int64{10})
suite.Error(err)
}
func TestReduce(t *testing.T) {
suite.Run(t, new(ReduceSuite))
}