milvus/internal/indexnode/task_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 indexnode
import (
"context"
"testing"
"github.com/apache/arrow/go/v12/arrow"
"github.com/apache/arrow/go/v12/arrow/array"
"github.com/apache/arrow/go/v12/arrow/memory"
"github.com/stretchr/testify/suite"
"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
milvus_storage "github.com/milvus-io/milvus-storage/go/storage"
"github.com/milvus-io/milvus-storage/go/storage/options"
"github.com/milvus-io/milvus-storage/go/storage/schema"
"github.com/milvus-io/milvus/internal/proto/indexpb"
"github.com/milvus-io/milvus/internal/util/dependency"
"github.com/milvus-io/milvus/internal/util/typeutil"
"github.com/milvus-io/milvus/pkg/common"
"github.com/milvus-io/milvus/pkg/util/metric"
"github.com/milvus-io/milvus/pkg/util/paramtable"
"github.com/milvus-io/milvus/pkg/util/timerecord"
)
// import (
// "context"
// "github.com/cockroachdb/errors"
// "math/rand"
// "path"
// "strconv"
// "testing"
// "github.com/milvus-io/milvus/internal/kv"
// "github.com/golang/protobuf/proto"
// etcdkv "github.com/milvus-io/milvus/internal/kv/etcd"
// "github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
// "github.com/milvus-io/milvus/internal/proto/indexpb"
// "github.com/milvus-io/milvus/internal/storage"
// "github.com/milvus-io/milvus/pkg/util/etcd"
// "github.com/milvus-io/milvus/pkg/util/timerecord"
// "github.com/stretchr/testify/assert"
// )
// func TestIndexBuildTask_saveIndexMeta(t *testing.T) {
// Params.Init()
// etcdCli, err := etcd.GetEtcdClient(&Params.EtcdCfg)
// assert.NoError(t, err)
// assert.NotNil(t, etcdCli)
// etcdKV := etcdkv.NewEtcdKV(etcdCli, Params.EtcdCfg.MetaRootPath)
// assert.NotNil(t, etcdKV)
// indexBuildID := rand.Int63()
// indexMeta := &indexpb.IndexMeta{
// IndexBuildID: indexBuildID,
// State: commonpb.IndexState_InProgress,
// NodeID: 1,
// IndexVersion: 1,
// }
// metaPath := path.Join("indexes", strconv.FormatInt(indexMeta.IndexBuildID, 10))
// metaValue, err := proto.Marshal(indexMeta)
// assert.NoError(t, err)
// err = etcdKV.Save(metaPath, string(metaValue))
// assert.NoError(t, err)
// indexBuildTask := &IndexBuildTask{
// BaseTask: BaseTask{
// internalErr: errors.New("internal err"),
// },
// etcdKV: etcdKV,
// req: &indexpb.CreateIndexRequest{
// IndexBuildID: indexBuildID,
// Version: 1,
// MetaPath: metaPath,
// },
// tr: &timerecord.TimeRecorder{},
// }
// err = indexBuildTask.saveIndexMeta(context.Background())
// assert.NoError(t, err)
// indexMeta2, _, err := indexBuildTask.loadIndexMeta(context.Background())
// assert.NoError(t, err)
// assert.NotNil(t, indexMeta2)
// assert.Equal(t, commonpb.IndexState_Unissued, indexMeta2.State)
// err = etcdKV.Remove(metaPath)
// assert.NoError(t, err)
// }
// type mockChunkManager struct {
// storage.ChunkManager
// read func(key string) ([]byte, error)
// }
// func (mcm *mockChunkManager) Read(key string) ([]byte, error) {
// return mcm.read(key)
// }
// func TestIndexBuildTask_Execute(t *testing.T) {
// t.Run("task retry", func(t *testing.T) {
// indexTask := &IndexBuildTask{
// cm: &mockChunkManager{
// read: func(key string) ([]byte, error) {
// return nil, errors.New("error occurred")
// },
// },
// req: &indexpb.CreateIndexRequest{
// IndexBuildID: 1,
// DataPaths: []string{"path1", "path2"},
// },
// }
// err := indexTask.Execute(context.Background())
// assert.Error(t, err)
// assert.Equal(t, TaskStateRetry, indexTask.state)
// })
// t.Run("task failed", func(t *testing.T) {
// indexTask := &IndexBuildTask{
// cm: &mockChunkManager{
// read: func(key string) ([]byte, error) {
// return nil, ErrNoSuchKey
// },
// },
// req: &indexpb.CreateIndexRequest{
// IndexBuildID: 1,
// DataPaths: []string{"path1", "path2"},
// },
// }
// err := indexTask.Execute(context.Background())
// assert.ErrorIs(t, err, ErrNoSuchKey)
// assert.Equal(t, TaskStateFailed, indexTask.state)
// })
// }
// type mockETCDKV struct {
// kv.MetaKv
// loadWithPrefix2 func(key string) ([]string, []string, []int64, error)
// }
// func TestIndexBuildTask_loadIndexMeta(t *testing.T) {
// t.Run("load empty meta", func(t *testing.T) {
// indexTask := &IndexBuildTask{
// etcdKV: &mockETCDKV{
// loadWithPrefix2: func(key string) ([]string, []string, []int64, error) {
// return []string{}, []string{}, []int64{}, nil
// },
// },
// req: &indexpb.CreateIndexRequest{
// IndexBuildID: 1,
// DataPaths: []string{"path1", "path2"},
// },
// }
// indexMeta, revision, err := indexTask.loadIndexMeta(context.Background())
// assert.NoError(t, err)
// assert.Equal(t, int64(0), revision)
// assert.Equal(t, TaskStateAbandon, indexTask.GetState())
// indexTask.updateTaskState(indexMeta, nil)
// assert.Equal(t, TaskStateAbandon, indexTask.GetState())
// })
// }
// func TestIndexBuildTask_saveIndex(t *testing.T) {
// t.Run("save index failed", func(t *testing.T) {
// indexTask := &IndexBuildTask{
// etcdKV: &mockETCDKV{
// loadWithPrefix2: func(key string) ([]string, []string, []int64, error) {
// return []string{}, []string{}, []int64{}, errors.New("error")
// },
// },
// partitionID: 1,
// segmentID: 1,
// req: &indexpb.CreateIndexRequest{
// IndexBuildID: 1,
// DataPaths: []string{"path1", "path2"},
// Version: 1,
// },
// }
// blobs := []*storage.Blob{
// {
// Key: "key1",
// Value: []byte("value1"),
// },
// {
// Key: "key2",
// Value: []byte("value2"),
// },
// }
// err := indexTask.saveIndex(context.Background(), blobs)
// assert.Error(t, err)
// })
// }
type IndexBuildTaskV2Suite struct {
suite.Suite
schema *schemapb.CollectionSchema
arrowSchema *arrow.Schema
space *milvus_storage.Space
}
func (suite *IndexBuildTaskV2Suite) SetupSuite() {
paramtable.Init()
}
func (suite *IndexBuildTaskV2Suite) SetupTest() {
suite.schema = &schemapb.CollectionSchema{
Name: "test",
Description: "test",
AutoID: false,
Fields: []*schemapb.FieldSchema{
{FieldID: 1, Name: "pk", DataType: schemapb.DataType_Int64, IsPrimaryKey: true},
{FieldID: 2, Name: "ts", DataType: schemapb.DataType_Int64},
{FieldID: 3, Name: "vec", DataType: schemapb.DataType_FloatVector, TypeParams: []*commonpb.KeyValuePair{{Key: "dim", Value: "1"}}},
},
}
var err error
suite.arrowSchema, err = typeutil.ConvertToArrowSchema(suite.schema.Fields)
suite.NoError(err)
tmpDir := suite.T().TempDir()
opt := options.NewSpaceOptionBuilder().
SetSchema(schema.NewSchema(
suite.arrowSchema,
&schema.SchemaOptions{
PrimaryColumn: "pk",
VectorColumn: "vec",
VersionColumn: "ts",
})).
Build()
suite.space, err = milvus_storage.Open("file://"+tmpDir, opt)
suite.NoError(err)
b := array.NewRecordBuilder(memory.DefaultAllocator, suite.arrowSchema)
defer b.Release()
b.Field(0).(*array.Int64Builder).AppendValues([]int64{1}, nil)
b.Field(1).(*array.Int64Builder).AppendValues([]int64{1}, nil)
fb := b.Field(2).(*array.FixedSizeBinaryBuilder)
fb.Reserve(1)
fb.Append([]byte{1, 2, 3, 4})
rec := b.NewRecord()
defer rec.Release()
reader, err := array.NewRecordReader(suite.arrowSchema, []arrow.Record{rec})
suite.NoError(err)
err = suite.space.Write(reader, &options.DefaultWriteOptions)
suite.NoError(err)
}
func (suite *IndexBuildTaskV2Suite) TestBuildIndex() {
req := &indexpb.CreateJobRequest{
BuildID: 1,
IndexVersion: 1,
IndexID: 0,
IndexName: "",
IndexParams: []*commonpb.KeyValuePair{{Key: common.IndexTypeKey, Value: "FLAT"}, {Key: common.MetricTypeKey, Value: metric.L2}, {Key: common.DimKey, Value: "1"}},
TypeParams: []*commonpb.KeyValuePair{{Key: "dim", Value: "1"}},
NumRows: 10,
StorageConfig: &indexpb.StorageConfig{
RootPath: "/tmp/milvus/data",
StorageType: "local",
},
CollectionID: 1,
PartitionID: 1,
SegmentID: 1,
FieldID: 3,
FieldName: "vec",
FieldType: schemapb.DataType_FloatVector,
StorePath: "file://" + suite.space.Path(),
StoreVersion: suite.space.GetCurrentVersion(),
IndexStorePath: "file://" + suite.space.Path(),
Dim: 4,
OptionalScalarFields: []*indexpb.OptionalFieldInfo{
{FieldID: 1, FieldName: "pk", FieldType: 5, DataIds: []int64{0}},
},
}
task := &indexBuildTaskV2{
indexBuildTask: &indexBuildTask{
ident: "test",
ctx: context.Background(),
BuildID: req.GetBuildID(),
ClusterID: req.GetClusterID(),
req: req,
tr: timerecord.NewTimeRecorder("test"),
node: NewIndexNode(context.Background(), dependency.NewDefaultFactory(true)),
},
}
var err error
err = task.Prepare(context.Background())
suite.NoError(err)
err = task.BuildIndex(context.Background())
suite.NoError(err)
err = task.SaveIndexFiles(context.Background())
suite.NoError(err)
}
func TestIndexBuildTaskV2Suite(t *testing.T) {
suite.Run(t, new(IndexBuildTaskV2Suite))
}