milvus/tests/integration/compaction/mix_compaction_test.go

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// 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 compaction
import (
"context"
"fmt"
"time"
"github.com/samber/lo"
"go.uber.org/zap"
"google.golang.org/protobuf/proto"
"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/datapb"
"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/pkg/util/paramtable"
"github.com/milvus-io/milvus/tests/integration"
)
func (s *CompactionSuite) TestMixCompaction() {
ctx, cancel := context.WithTimeout(context.Background(), time.Minute*10)
defer cancel()
c := s.Cluster
const (
dim = 128
dbName = ""
rowNum = 10000
batch = 1000
indexType = integration.IndexFaissIvfFlat
metricType = metric.L2
vecType = schemapb.DataType_FloatVector
)
collectionName := "TestCompaction_" + funcutil.GenRandomStr()
schema := integration.ConstructSchemaOfVecDataType(collectionName, dim, true, vecType)
marshaledSchema, err := proto.Marshal(schema)
s.NoError(err)
// create collection
createCollectionStatus, err := c.Proxy.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{
DbName: dbName,
CollectionName: collectionName,
Schema: marshaledSchema,
ShardsNum: common.DefaultShardsNum,
ConsistencyLevel: commonpb.ConsistencyLevel_Strong,
})
err = merr.CheckRPCCall(createCollectionStatus, err)
s.NoError(err)
log.Info("CreateCollection result", zap.Any("createCollectionStatus", createCollectionStatus))
// create index
createIndexStatus, err := c.Proxy.CreateIndex(ctx, &milvuspb.CreateIndexRequest{
CollectionName: collectionName,
FieldName: integration.FloatVecField,
IndexName: "_default",
ExtraParams: integration.ConstructIndexParam(dim, indexType, metricType),
})
err = merr.CheckRPCCall(createIndexStatus, err)
s.NoError(err)
s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField)
// show collection
showCollectionsResp, err := c.Proxy.ShowCollections(ctx, &milvuspb.ShowCollectionsRequest{})
err = merr.CheckRPCCall(showCollectionsResp, err)
s.NoError(err)
log.Info("ShowCollections result", zap.Any("showCollectionsResp", showCollectionsResp))
for i := 0; i < rowNum/batch; i++ {
// insert
fVecColumn := integration.NewFloatVectorFieldData(integration.FloatVecField, batch, dim)
hashKeys := integration.GenerateHashKeys(batch)
insertResult, err := c.Proxy.Insert(ctx, &milvuspb.InsertRequest{
DbName: dbName,
CollectionName: collectionName,
FieldsData: []*schemapb.FieldData{fVecColumn},
HashKeys: hashKeys,
NumRows: uint32(batch),
})
err = merr.CheckRPCCall(insertResult, err)
s.NoError(err)
s.Equal(int64(batch), insertResult.GetInsertCnt())
// flush
flushResp, err := c.Proxy.Flush(ctx, &milvuspb.FlushRequest{
DbName: dbName,
CollectionNames: []string{collectionName},
})
err = merr.CheckRPCCall(flushResp, err)
s.NoError(err)
segmentIDs, has := flushResp.GetCollSegIDs()[collectionName]
ids := segmentIDs.GetData()
s.Require().NotEmpty(segmentIDs)
s.Require().True(has)
flushTs, has := flushResp.GetCollFlushTs()[collectionName]
s.True(has)
s.WaitForFlush(ctx, ids, flushTs, dbName, collectionName)
log.Info("insert done", zap.Int("i", i))
}
segments, err := c.MetaWatcher.ShowSegments()
s.NoError(err)
s.NotEmpty(segments)
// The stats task of segments will create a new segment, potentially triggering compaction simultaneously,
// which may lead to an increase or decrease in the number of segments.
s.True(len(segments) > 0)
for _, segment := range segments {
log.Info("show segment result", zap.String("segment", segment.String()))
}
// wait for compaction completed
showSegments := func() bool {
segments, err = c.MetaWatcher.ShowSegments()
s.NoError(err)
s.NotEmpty(segments)
compactFromSegments := lo.Filter(segments, func(segment *datapb.SegmentInfo, _ int) bool {
return segment.GetState() == commonpb.SegmentState_Dropped
})
compactToSegments := lo.Filter(segments, func(segment *datapb.SegmentInfo, _ int) bool {
return segment.GetState() == commonpb.SegmentState_Flushed
})
log.Info("ShowSegments result", zap.Int("len(compactFromSegments)", len(compactFromSegments)),
zap.Int("len(compactToSegments)", len(compactToSegments)))
// The small segments can be merged based on dataCoord.compaction.min.segment
return len(compactToSegments) <= paramtable.Get().DataCoordCfg.MinSegmentToMerge.GetAsInt()
}
for !showSegments() {
select {
case <-ctx.Done():
s.Fail("waiting for compaction timeout")
return
case <-time.After(1 * time.Second):
}
}
// load
loadStatus, err := c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{
DbName: dbName,
CollectionName: collectionName,
})
err = merr.CheckRPCCall(loadStatus, err)
s.NoError(err)
s.WaitForLoad(ctx, collectionName)
// search
expr := fmt.Sprintf("%s > 0", integration.Int64Field)
nq := 10
topk := 10
roundDecimal := -1
params := integration.GetSearchParams(indexType, metricType)
searchReq := integration.ConstructSearchRequest("", collectionName, expr,
integration.FloatVecField, vecType, nil, metricType, params, nq, dim, topk, roundDecimal)
searchResult, err := c.Proxy.Search(ctx, searchReq)
err = merr.CheckRPCCall(searchResult, err)
s.NoError(err)
s.Equal(nq*topk, len(searchResult.GetResults().GetScores()))
// query
queryResult, err := c.Proxy.Query(ctx, &milvuspb.QueryRequest{
DbName: dbName,
CollectionName: collectionName,
Expr: "",
OutputFields: []string{"count(*)"},
})
err = merr.CheckRPCCall(queryResult, err)
s.NoError(err)
s.Equal(int64(rowNum), queryResult.GetFieldsData()[0].GetScalars().GetLongData().GetData()[0])
// release collection
status, err := c.Proxy.ReleaseCollection(ctx, &milvuspb.ReleaseCollectionRequest{
CollectionName: collectionName,
})
err = merr.CheckRPCCall(status, err)
s.NoError(err)
// drop collection
// status, err = c.Proxy.DropCollection(ctx, &milvuspb.DropCollectionRequest{
// CollectionName: collectionName,
// })
// err = merr.CheckRPCCall(status, err)
// s.NoError(err)
log.Info("Test compaction succeed")
}