milvus/tests/integration/import/binlog_test.go
2024-05-07 17:19:30 +08:00

255 lines
8.7 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 importv2
import (
"context"
"fmt"
"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/pkg/util/paramtable"
"github.com/milvus-io/milvus/tests/integration"
)
func (s *BulkInsertSuite) PrepareCollectionA() (int64, int64, *schemapb.IDs) {
ctx, cancel := context.WithCancel(context.Background())
defer cancel()
c := s.Cluster
const (
dim = 128
dbName = ""
rowNum = 50000
)
collectionName := "TestBinlogImport_A_" + funcutil.GenRandomStr()
schema := integration.ConstructSchema(collectionName, dim, true)
marshaledSchema, err := proto.Marshal(schema)
s.NoError(err)
createCollectionStatus, err := c.Proxy.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{
DbName: dbName,
CollectionName: collectionName,
Schema: marshaledSchema,
ShardsNum: common.DefaultShardsNum,
})
s.NoError(merr.CheckRPCCall(createCollectionStatus, err))
showCollectionsResp, err := c.Proxy.ShowCollections(ctx, &milvuspb.ShowCollectionsRequest{})
s.NoError(merr.CheckRPCCall(showCollectionsResp, err))
log.Info("ShowCollections result", zap.Any("showCollectionsResp", showCollectionsResp))
showPartitionsResp, err := c.Proxy.ShowPartitions(ctx, &milvuspb.ShowPartitionsRequest{
CollectionName: collectionName,
})
s.NoError(merr.CheckRPCCall(showPartitionsResp, err))
log.Info("ShowPartitions result", zap.Any("showPartitionsResp", showPartitionsResp))
fVecColumn := integration.NewFloatVectorFieldData(integration.FloatVecField, rowNum, dim)
hashKeys := integration.GenerateHashKeys(rowNum)
insertResult, err := c.Proxy.Insert(ctx, &milvuspb.InsertRequest{
DbName: dbName,
CollectionName: collectionName,
FieldsData: []*schemapb.FieldData{fVecColumn},
HashKeys: hashKeys,
NumRows: uint32(rowNum),
})
s.NoError(merr.CheckRPCCall(insertResult, err))
insertedIDs := insertResult.GetIDs()
// flush
flushResp, err := c.Proxy.Flush(ctx, &milvuspb.FlushRequest{
DbName: dbName,
CollectionNames: []string{collectionName},
})
s.NoError(merr.CheckRPCCall(flushResp, 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)
segments, err := c.MetaWatcher.ShowSegments()
s.NoError(err)
s.NotEmpty(segments)
for _, segment := range segments {
log.Info("ShowSegments result", zap.String("segment", segment.String()))
}
s.WaitForFlush(ctx, ids, flushTs, dbName, collectionName)
// 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(merr.CheckRPCCall(createIndexStatus, err))
s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField)
// load
loadStatus, err := c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{
DbName: dbName,
CollectionName: collectionName,
})
s.NoError(merr.CheckRPCCall(loadStatus, err))
s.WaitForLoad(ctx, collectionName)
// search
expr := fmt.Sprintf("%s > 0", integration.Int64Field)
nq := 10
topk := 10
roundDecimal := -1
params := integration.GetSearchParams(integration.IndexFaissIvfFlat, metric.L2)
searchReq := integration.ConstructSearchRequest("", collectionName, expr,
integration.FloatVecField, schemapb.DataType_FloatVector, nil, metric.L2, 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()))
// get collectionID and partitionID
collectionID := showCollectionsResp.GetCollectionIds()[0]
partitionID := showPartitionsResp.GetPartitionIDs()[0]
return collectionID, partitionID, insertedIDs
}
func (s *BulkInsertSuite) TestBinlogImport() {
const (
startTs = "0"
endTs = "548373346338803234"
)
collectionID, partitionID, insertedIDs := s.PrepareCollectionA()
c := s.Cluster
ctx := c.GetContext()
collectionName := "TestBulkInsert_B_" + funcutil.GenRandomStr()
schema := integration.ConstructSchema(collectionName, dim, 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(merr.CheckRPCCall(createCollectionStatus, err))
// 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(merr.CheckRPCCall(createIndexStatus, err))
s.WaitForIndexBuilt(ctx, collectionName, integration.FloatVecField)
// load
loadStatus, err := c.Proxy.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{
CollectionName: collectionName,
})
s.NoError(merr.CheckRPCCall(loadStatus, err))
s.WaitForLoad(ctx, collectionName)
files := []*internalpb.ImportFile{
{
Paths: []string{
fmt.Sprintf("/tmp/%s/insert_log/%d/%d/", paramtable.Get().EtcdCfg.RootPath.GetValue(), collectionID, partitionID),
fmt.Sprintf("/tmp/%s/delta_log/%d/%d/", paramtable.Get().EtcdCfg.RootPath.GetValue(), collectionID, partitionID),
},
},
}
importResp, err := c.Proxy.ImportV2(ctx, &internalpb.ImportRequest{
CollectionName: collectionName,
PartitionName: paramtable.Get().CommonCfg.DefaultPartitionName.GetValue(),
Files: files,
Options: []*commonpb.KeyValuePair{
{Key: "startTs", Value: startTs},
{Key: "endTs", Value: endTs},
{Key: "backup", Value: "true"},
},
})
s.NoError(merr.CheckRPCCall(importResp, err))
log.Info("Import result", zap.Any("importResp", importResp))
jobID := importResp.GetJobID()
err = WaitForImportDone(ctx, c, jobID)
s.NoError(err)
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(merr.CheckRPCCall(loadStatus, err))
s.WaitForLoadRefresh(ctx, "", collectionName)
// search
expr := fmt.Sprintf("%s > 0", integration.Int64Field)
nq := 10
topk := 10
roundDecimal := -1
params := integration.GetSearchParams(integration.IndexFaissIvfFlat, metric.L2)
searchReq := integration.ConstructSearchRequest("", collectionName, expr,
integration.FloatVecField, schemapb.DataType_FloatVector, nil, metric.L2, 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()))
// check ids from collectionA, because during binlog import, even if the primary key's autoID is set to true,
// the primary key from the binlog should be used instead of being reassigned.
insertedIDsMap := lo.SliceToMap(insertedIDs.GetIntId().GetData(), func(id int64) (int64, struct{}) {
return id, struct{}{}
})
for _, id := range searchResult.GetResults().GetIds().GetIntId().GetData() {
_, ok := insertedIDsMap[id]
s.True(ok)
}
}