milvus/internal/querynode/segment_test.go
2020-11-25 18:39:05 +08:00

853 lines
21 KiB
Go

package querynode
import (
"context"
"encoding/binary"
"log"
"math"
"testing"
"github.com/golang/protobuf/proto"
"github.com/stretchr/testify/assert"
"github.com/zilliztech/milvus-distributed/internal/msgstream"
"github.com/zilliztech/milvus-distributed/internal/proto/commonpb"
"github.com/zilliztech/milvus-distributed/internal/proto/etcdpb"
"github.com/zilliztech/milvus-distributed/internal/proto/schemapb"
"github.com/zilliztech/milvus-distributed/internal/proto/servicepb"
)
//-------------------------------------------------------------------------------------- constructor and destructor
func TestSegment_newSegment(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
deleteSegment(segment)
deleteCollection(collection)
}
func TestSegment_deleteSegment(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
deleteSegment(segment)
deleteCollection(collection)
}
//-------------------------------------------------------------------------------------- stats functions
func TestSegment_getRowCount(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
ids := []int64{1, 2, 3}
timestamps := []uint64{0, 0, 0}
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offset = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offset, int64(0))
err := segment.segmentInsert(offset, &ids, &timestamps, &records)
assert.NoError(t, err)
rowCount := segment.getRowCount()
assert.Equal(t, int64(N), rowCount)
deleteSegment(segment)
deleteCollection(collection)
}
func TestSegment_getDeletedCount(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
ids := []int64{1, 2, 3}
timestamps := []uint64{0, 0, 0}
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offsetInsert = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offsetInsert, int64(0))
var err = segment.segmentInsert(offsetInsert, &ids, &timestamps, &records)
assert.NoError(t, err)
var offsetDelete = segment.segmentPreDelete(10)
assert.GreaterOrEqual(t, offsetDelete, int64(0))
err = segment.segmentDelete(offsetDelete, &ids, &timestamps)
assert.NoError(t, err)
var deletedCount = segment.getDeletedCount()
// TODO: assert.Equal(t, deletedCount, len(ids))
assert.Equal(t, deletedCount, int64(0))
deleteCollection(collection)
}
func TestSegment_getMemSize(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
ids := []int64{1, 2, 3}
timestamps := []uint64{0, 0, 0}
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offset = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offset, int64(0))
err := segment.segmentInsert(offset, &ids, &timestamps, &records)
assert.NoError(t, err)
var memSize = segment.getMemSize()
assert.Equal(t, memSize, int64(2785280))
deleteSegment(segment)
deleteCollection(collection)
}
//-------------------------------------------------------------------------------------- dm & search functions
func TestSegment_segmentInsert(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
ids := []int64{1, 2, 3}
timestamps := []uint64{0, 0, 0}
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offset = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offset, int64(0))
err := segment.segmentInsert(offset, &ids, &timestamps, &records)
assert.NoError(t, err)
deleteSegment(segment)
deleteCollection(collection)
}
func TestSegment_segmentDelete(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
ids := []int64{1, 2, 3}
timestamps := []uint64{0, 0, 0}
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offsetInsert = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offsetInsert, int64(0))
var err = segment.segmentInsert(offsetInsert, &ids, &timestamps, &records)
assert.NoError(t, err)
var offsetDelete = segment.segmentPreDelete(10)
assert.GreaterOrEqual(t, offsetDelete, int64(0))
err = segment.segmentDelete(offsetDelete, &ids, &timestamps)
assert.NoError(t, err)
deleteCollection(collection)
}
func TestSegment_segmentSearch(t *testing.T) {
ctx, cancel := context.WithCancel(context.Background())
defer cancel()
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
ids := []int64{1, 2, 3}
timestamps := []uint64{0, 0, 0}
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offset = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offset, int64(0))
err := segment.segmentInsert(offset, &ids, &timestamps, &records)
assert.NoError(t, err)
dslString := "{\"bool\": { \n\"vector\": {\n \"vec\": {\n \"metric_type\": \"L2\", \n \"params\": {\n \"nprobe\": 10 \n},\n \"query\": \"$0\",\"topk\": 10 \n } \n } \n } \n }"
pulsarURL, _ := Params.pulsarAddress()
const receiveBufSize = 1024
searchProducerChannels := Params.searchChannelNames()
searchStream := msgstream.NewPulsarMsgStream(ctx, receiveBufSize)
searchStream.SetPulsarClient(pulsarURL)
searchStream.CreatePulsarProducers(searchProducerChannels)
var searchRawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
searchRawData = append(searchRawData, buf...)
}
placeholderValue := servicepb.PlaceholderValue{
Tag: "$0",
Type: servicepb.PlaceholderType_VECTOR_FLOAT,
Values: [][]byte{searchRawData},
}
placeholderGroup := servicepb.PlaceholderGroup{
Placeholders: []*servicepb.PlaceholderValue{&placeholderValue},
}
placeHolderGroupBlob, err := proto.Marshal(&placeholderGroup)
if err != nil {
log.Print("marshal placeholderGroup failed")
}
searchTimestamp := Timestamp(1020)
cPlan := CreatePlan(*collection, dslString)
topK := cPlan.GetTopK()
cPlaceholderGroup := ParserPlaceholderGroup(cPlan, placeHolderGroupBlob)
placeholderGroups := make([]*PlaceholderGroup, 0)
placeholderGroups = append(placeholderGroups, cPlaceholderGroup)
var numQueries int64 = 0
for _, pg := range placeholderGroups {
numQueries += pg.GetNumOfQuery()
}
resultIds := make([]IntPrimaryKey, topK*numQueries)
resultDistances := make([]float32, topK*numQueries)
for i := range resultDistances {
resultDistances[i] = math.MaxFloat32
}
err = segment.segmentSearch(cPlan, placeholderGroups, []Timestamp{searchTimestamp}, resultIds, resultDistances, numQueries, topK)
assert.NoError(t, err)
deleteSegment(segment)
deleteCollection(collection)
}
//-------------------------------------------------------------------------------------- preDm functions
func TestSegment_segmentPreInsert(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offset = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offset, int64(0))
deleteSegment(segment)
deleteCollection(collection)
}
func TestSegment_segmentPreDelete(t *testing.T) {
fieldVec := schemapb.FieldSchema{
Name: "vec",
DataType: schemapb.DataType_VECTOR_FLOAT,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "16",
},
},
}
fieldInt := schemapb.FieldSchema{
Name: "age",
DataType: schemapb.DataType_INT32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: "dim",
Value: "1",
},
},
}
schema := schemapb.CollectionSchema{
Name: "collection0",
Fields: []*schemapb.FieldSchema{
&fieldVec, &fieldInt,
},
}
collectionMeta := etcdpb.CollectionMeta{
ID: UniqueID(0),
Schema: &schema,
CreateTime: Timestamp(0),
SegmentIDs: []UniqueID{0},
PartitionTags: []string{"default"},
}
collectionMetaBlob := proto.MarshalTextString(&collectionMeta)
assert.NotEqual(t, "", collectionMetaBlob)
collection := newCollection(&collectionMeta, collectionMetaBlob)
assert.Equal(t, collection.meta.Schema.Name, "collection0")
assert.Equal(t, collection.meta.ID, UniqueID(0))
segmentID := UniqueID(0)
segment := newSegment(collection, segmentID)
assert.Equal(t, segmentID, segment.segmentID)
ids := []int64{1, 2, 3}
timestamps := []uint64{0, 0, 0}
const DIM = 16
const N = 3
var vec = [DIM]float32{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}
var rawData []byte
for _, ele := range vec {
buf := make([]byte, 4)
binary.LittleEndian.PutUint32(buf, math.Float32bits(ele))
rawData = append(rawData, buf...)
}
bs := make([]byte, 4)
binary.LittleEndian.PutUint32(bs, 1)
rawData = append(rawData, bs...)
var records []*commonpb.Blob
for i := 0; i < N; i++ {
blob := &commonpb.Blob{
Value: rawData,
}
records = append(records, blob)
}
var offsetInsert = segment.segmentPreInsert(N)
assert.GreaterOrEqual(t, offsetInsert, int64(0))
var err = segment.segmentInsert(offsetInsert, &ids, &timestamps, &records)
assert.NoError(t, err)
var offsetDelete = segment.segmentPreDelete(10)
assert.GreaterOrEqual(t, offsetDelete, int64(0))
deleteSegment(segment)
deleteCollection(collection)
}