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https://gitee.com/milvus-io/milvus.git
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- Introduce dynamic buffer sizing to avoid generating small binlogs during import - Refactor import slot calculation based on CPU and memory constraints - Implement dynamic pool sizing for sync manager and import tasks according to CPU core count issue: https://github.com/milvus-io/milvus/issues/43131 --------- Signed-off-by: bigsheeper <yihao.dai@zilliz.com>
192 lines
6.3 KiB
Go
192 lines
6.3 KiB
Go
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package importv2
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import (
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"context"
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"os"
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"sync"
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"time"
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"go.uber.org/zap"
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"google.golang.org/protobuf/proto"
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"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
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"github.com/milvus-io/milvus-proto/go-api/v2/milvuspb"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/pkg/v2/common"
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"github.com/milvus-io/milvus/pkg/v2/log"
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"github.com/milvus-io/milvus/pkg/v2/proto/internalpb"
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"github.com/milvus-io/milvus/pkg/v2/util/funcutil"
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"github.com/milvus-io/milvus/pkg/v2/util/merr"
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"github.com/milvus-io/milvus/pkg/v2/util/paramtable"
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"github.com/milvus-io/milvus/tests/integration"
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)
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func (s *BulkInsertSuite) runTestAutoID() {
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const (
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rowCount = 10
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fileNum = 10
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)
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c := s.Cluster
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ctx, cancel := context.WithTimeout(c.GetContext(), 240*time.Second)
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defer cancel()
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collectionName := "TestBulkInsert" + funcutil.GenRandomStr()
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var schema *schemapb.CollectionSchema
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fieldSchema1 := &schemapb.FieldSchema{FieldID: 100, Name: "id", DataType: s.pkType, TypeParams: []*commonpb.KeyValuePair{{Key: common.MaxLengthKey, Value: "128"}}, IsPrimaryKey: true, AutoID: true}
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fieldSchema2 := &schemapb.FieldSchema{FieldID: 101, Name: "image_path", DataType: schemapb.DataType_VarChar, TypeParams: []*commonpb.KeyValuePair{{Key: common.MaxLengthKey, Value: "65535"}}}
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fieldSchema3 := &schemapb.FieldSchema{FieldID: 102, Name: "embeddings", DataType: s.vecType, TypeParams: []*commonpb.KeyValuePair{{Key: common.DimKey, Value: "128"}}}
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schema = integration.ConstructSchema(collectionName, dim, true, fieldSchema1, fieldSchema2, fieldSchema3)
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marshaledSchema, err := proto.Marshal(schema)
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s.NoError(err)
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createCollectionStatus, err := c.MilvusClient.CreateCollection(ctx, &milvuspb.CreateCollectionRequest{
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CollectionName: collectionName,
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Schema: marshaledSchema,
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ShardsNum: common.DefaultShardsNum,
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})
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s.NoError(err)
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s.Equal(commonpb.ErrorCode_Success, createCollectionStatus.GetErrorCode())
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wg := &sync.WaitGroup{}
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importReqs := make([]*internalpb.ImportRequest, fileNum)
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for i := 0; i < fileNum; i++ {
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wg.Add(1)
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i := i
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go func() {
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defer wg.Done()
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rowBasedFile := GenerateJSONFile(s.T(), c, schema, rowCount)
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files := []*internalpb.ImportFile{
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{
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Paths: []string{
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rowBasedFile,
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},
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},
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}
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importReqs[i] = &internalpb.ImportRequest{
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CollectionName: collectionName,
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Files: files,
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Options: []*commonpb.KeyValuePair{},
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}
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}()
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}
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defer func() {
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for _, req := range importReqs {
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os.Remove(req.GetFiles()[0].GetPaths()[0])
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}
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}()
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wg.Wait()
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for i := 0; i < fileNum; i++ {
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wg.Add(1)
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i := i
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go func() {
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defer wg.Done()
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importResp, err := c.ProxyClient.ImportV2(ctx, importReqs[i])
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s.NoError(err)
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s.Equal(int32(0), importResp.GetStatus().GetCode())
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log.Info("Import result", zap.Any("importResp", importResp))
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err = WaitForImportDone(ctx, c, importResp.GetJobID())
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s.NoError(err)
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}()
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}
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wg.Wait()
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segments, err := c.ShowSegments(collectionName)
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s.NoError(err)
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s.NotEmpty(segments)
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for _, segment := range segments {
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s.True(len(segment.GetBinlogs()) > 0)
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s.NoError(CheckLogID(segment.GetBinlogs()))
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s.True(len(segment.GetDeltalogs()) == 0)
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s.True(len(segment.GetStatslogs()) > 0)
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s.NoError(CheckLogID(segment.GetStatslogs()))
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}
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// create index
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createIndexStatus, err := c.MilvusClient.CreateIndex(ctx, &milvuspb.CreateIndexRequest{
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CollectionName: collectionName,
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FieldName: "embeddings",
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IndexName: "_default",
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ExtraParams: integration.ConstructIndexParam(dim, s.indexType, s.metricType),
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})
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s.NoError(err)
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s.Equal(commonpb.ErrorCode_Success, createIndexStatus.GetErrorCode())
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s.WaitForIndexBuilt(ctx, collectionName, "embeddings")
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// load
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loadStatus, err := c.MilvusClient.LoadCollection(ctx, &milvuspb.LoadCollectionRequest{
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CollectionName: collectionName,
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})
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s.NoError(err)
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s.Equal(commonpb.ErrorCode_Success, loadStatus.GetErrorCode())
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s.WaitForLoad(ctx, collectionName)
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// search
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expr := ""
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const (
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nq = 2
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topk = 2
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roundDecimal = -1
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)
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params := integration.GetSearchParams(s.indexType, s.metricType)
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searchReq := integration.ConstructSearchRequest("", collectionName, expr,
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"embeddings", s.vecType, nil, s.metricType, params, nq, dim, topk, roundDecimal)
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searchReq.ConsistencyLevel = commonpb.ConsistencyLevel_Eventually
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searchResult, err := c.MilvusClient.Search(ctx, searchReq)
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s.NoError(err)
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s.Equal(commonpb.ErrorCode_Success, searchResult.GetStatus().GetErrorCode())
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s.Equal(nq*topk, len(searchResult.GetResults().GetScores()))
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// verify no duplicate autoID
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expr = "id >= 0"
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if s.pkType == schemapb.DataType_VarChar {
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expr = `id >= "0"`
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}
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queryResult, err := c.MilvusClient.Query(ctx, &milvuspb.QueryRequest{
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CollectionName: collectionName,
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Expr: expr,
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OutputFields: []string{"id"},
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ConsistencyLevel: commonpb.ConsistencyLevel_Eventually,
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})
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err = merr.CheckRPCCall(queryResult, err)
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s.NoError(err)
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count := len(queryResult.GetFieldsData()[0].GetScalars().GetLongData().GetData())
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if s.pkType == schemapb.DataType_VarChar {
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count = len(queryResult.GetFieldsData()[0].GetScalars().GetStringData().GetData())
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}
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s.Equal(rowCount*fileNum, count)
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}
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func (s *BulkInsertSuite) TestAutoID() {
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// make buffer size small to trigger multiple sync
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revertGuard := s.Cluster.MustModifyMilvusConfig(map[string]string{
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paramtable.Get().DataNodeCfg.ImportBaseBufferSize.Key: "0.000001",
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})
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defer revertGuard()
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s.pkType = schemapb.DataType_Int64
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s.runTestAutoID()
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s.pkType = schemapb.DataType_VarChar
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s.runTestAutoID()
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}
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