milvus/internal/proxy/task_query_test.go
XuanYang-cn 297d75fc92
Enable query pagination (#19231)
Signed-off-by: yangxuan <xuan.yang@zilliz.com>

Signed-off-by: yangxuan <xuan.yang@zilliz.com>
2022-09-20 20:48:50 +08:00

649 lines
18 KiB
Go

package proxy
import (
"context"
"fmt"
"testing"
"time"
"github.com/golang/protobuf/proto"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"go.uber.org/zap"
"github.com/milvus-io/milvus/internal/common"
"github.com/milvus-io/milvus/internal/log"
"github.com/milvus-io/milvus/internal/types"
"github.com/milvus-io/milvus/api/commonpb"
"github.com/milvus-io/milvus/api/milvuspb"
"github.com/milvus-io/milvus/api/schemapb"
"github.com/milvus-io/milvus/internal/proto/internalpb"
"github.com/milvus-io/milvus/internal/proto/querypb"
"github.com/milvus-io/milvus/internal/util/funcutil"
"github.com/milvus-io/milvus/internal/util/typeutil"
)
func TestQueryTask_all(t *testing.T) {
Params.Init()
var (
err error
ctx = context.TODO()
rc = NewRootCoordMock()
qc = NewQueryCoordMock(withValidShardLeaders())
qn = &QueryNodeMock{}
shardsNum = int32(2)
collectionName = t.Name() + funcutil.GenRandomStr()
expr = fmt.Sprintf("%s > 0", testInt64Field)
hitNum = 10
errPolicy = func(context.Context, *shardClientMgr, func(context.Context, int64, types.QueryNode, []string) error, map[string][]nodeInfo) error {
return fmt.Errorf("fake error")
}
)
mockCreator := func(ctx context.Context, address string) (types.QueryNode, error) {
return qn, nil
}
mgr := newShardClientMgr(withShardClientCreator(mockCreator))
rc.Start()
defer rc.Stop()
qc.Start()
defer qc.Stop()
err = InitMetaCache(ctx, rc, qc, mgr)
assert.NoError(t, err)
fieldName2Types := map[string]schemapb.DataType{
testBoolField: schemapb.DataType_Bool,
testInt32Field: schemapb.DataType_Int32,
testInt64Field: schemapb.DataType_Int64,
testFloatField: schemapb.DataType_Float,
testDoubleField: schemapb.DataType_Double,
testFloatVecField: schemapb.DataType_FloatVector,
}
if enableMultipleVectorFields {
fieldName2Types[testBinaryVecField] = schemapb.DataType_BinaryVector
}
schema := constructCollectionSchemaByDataType(collectionName, fieldName2Types, testInt64Field, false)
marshaledSchema, err := proto.Marshal(schema)
assert.NoError(t, err)
createColT := &createCollectionTask{
Condition: NewTaskCondition(ctx),
CreateCollectionRequest: &milvuspb.CreateCollectionRequest{
CollectionName: collectionName,
Schema: marshaledSchema,
ShardsNum: shardsNum,
},
ctx: ctx,
rootCoord: rc,
}
require.NoError(t, createColT.OnEnqueue())
require.NoError(t, createColT.PreExecute(ctx))
require.NoError(t, createColT.Execute(ctx))
require.NoError(t, createColT.PostExecute(ctx))
collectionID, err := globalMetaCache.GetCollectionID(ctx, collectionName)
assert.NoError(t, err)
status, err := qc.LoadCollection(ctx, &querypb.LoadCollectionRequest{
Base: &commonpb.MsgBase{
MsgType: commonpb.MsgType_LoadCollection,
SourceID: Params.ProxyCfg.GetNodeID(),
},
CollectionID: collectionID,
})
require.NoError(t, err)
require.Equal(t, commonpb.ErrorCode_Success, status.ErrorCode)
// test begins
task := &queryTask{
Condition: NewTaskCondition(ctx),
RetrieveRequest: &internalpb.RetrieveRequest{
Base: &commonpb.MsgBase{
MsgType: commonpb.MsgType_Retrieve,
SourceID: Params.ProxyCfg.GetNodeID(),
},
CollectionID: collectionID,
OutputFieldsId: make([]int64, len(fieldName2Types)),
},
ctx: ctx,
result: &milvuspb.QueryResults{
Status: &commonpb.Status{
ErrorCode: commonpb.ErrorCode_Success,
},
},
request: &milvuspb.QueryRequest{
Base: &commonpb.MsgBase{
MsgType: commonpb.MsgType_Retrieve,
SourceID: Params.ProxyCfg.GetNodeID(),
},
CollectionName: collectionName,
Expr: expr,
},
qc: qc,
shardMgr: mgr,
}
assert.NoError(t, task.OnEnqueue())
// test query task with timeout
ctx1, cancel1 := context.WithTimeout(ctx, 10*time.Second)
defer cancel1()
// before preExecute
assert.Equal(t, typeutil.ZeroTimestamp, task.TimeoutTimestamp)
task.ctx = ctx1
assert.NoError(t, task.PreExecute(ctx))
// after preExecute
assert.Greater(t, task.TimeoutTimestamp, typeutil.ZeroTimestamp)
task.ctx = ctx
task.queryShardPolicy = errPolicy
assert.Error(t, task.Execute(ctx))
task.queryShardPolicy = mergeRoundRobinPolicy
result1 := &internalpb.RetrieveResults{
Base: &commonpb.MsgBase{MsgType: commonpb.MsgType_RetrieveResult},
Status: &commonpb.Status{
ErrorCode: commonpb.ErrorCode_Success,
},
Ids: &schemapb.IDs{
IdField: &schemapb.IDs_IntId{
IntId: &schemapb.LongArray{Data: generateInt64Array(hitNum)},
},
},
}
outputFieldIDs := make([]UniqueID, 0, len(fieldName2Types))
for i := 0; i < len(fieldName2Types); i++ {
outputFieldIDs = append(outputFieldIDs, int64(common.StartOfUserFieldID+i))
}
task.RetrieveRequest.OutputFieldsId = outputFieldIDs
for fieldName, dataType := range fieldName2Types {
result1.FieldsData = append(result1.FieldsData, generateFieldData(dataType, fieldName, hitNum))
}
task.ctx = ctx
qn.queryError = fmt.Errorf("mock error")
assert.Error(t, task.Execute(ctx))
qn.queryError = nil
qn.withQueryResult = &internalpb.RetrieveResults{
Status: &commonpb.Status{
ErrorCode: commonpb.ErrorCode_NotShardLeader,
},
}
assert.Equal(t, task.Execute(ctx), errInvalidShardLeaders)
qn.withQueryResult = &internalpb.RetrieveResults{
Status: &commonpb.Status{
ErrorCode: commonpb.ErrorCode_UnexpectedError,
},
}
assert.Error(t, task.Execute(ctx))
qn.withQueryResult = result1
assert.NoError(t, task.Execute(ctx))
assert.NoError(t, task.PostExecute(ctx))
}
func Test_translateToOutputFieldIDs(t *testing.T) {
type testCases struct {
name string
outputFields []string
schema *schemapb.CollectionSchema
expectedError bool
expectedIDs []int64
}
cases := []testCases{
{
name: "empty output fields",
outputFields: []string{},
schema: &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: common.RowIDField,
Name: common.RowIDFieldName,
},
{
FieldID: 100,
Name: "ID",
IsPrimaryKey: true,
},
{
FieldID: 101,
Name: "Vector",
},
},
},
expectedError: false,
expectedIDs: []int64{100, 101},
},
{
name: "nil output fields",
outputFields: nil,
schema: &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: common.RowIDField,
Name: common.RowIDFieldName,
},
{
FieldID: 100,
Name: "ID",
IsPrimaryKey: true,
},
{
FieldID: 101,
Name: "Vector",
},
},
},
expectedError: false,
expectedIDs: []int64{100, 101},
},
{
name: "full list",
outputFields: []string{"ID", "Vector"},
schema: &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: common.RowIDField,
Name: common.RowIDFieldName,
},
{
FieldID: 100,
Name: "ID",
IsPrimaryKey: true,
},
{
FieldID: 101,
Name: "Vector",
},
},
},
expectedError: false,
expectedIDs: []int64{100, 101},
},
{
name: "vector only",
outputFields: []string{"Vector"},
schema: &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: common.RowIDField,
Name: common.RowIDFieldName,
},
{
FieldID: 100,
Name: "ID",
IsPrimaryKey: true,
},
{
FieldID: 101,
Name: "Vector",
},
},
},
expectedError: false,
expectedIDs: []int64{101, 100},
},
{
name: "with field not exist",
outputFields: []string{"ID", "Vector", "Extra"},
schema: &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: common.RowIDField,
Name: common.RowIDFieldName,
},
{
FieldID: 100,
Name: "ID",
IsPrimaryKey: true,
},
{
FieldID: 101,
Name: "Vector",
},
},
},
expectedError: true,
},
}
for _, tc := range cases {
t.Run(tc.name, func(t *testing.T) {
ids, err := translateToOutputFieldIDs(tc.outputFields, tc.schema)
if tc.expectedError {
assert.Error(t, err)
} else {
assert.NoError(t, err)
require.Equal(t, len(tc.expectedIDs), len(ids))
for idx, expectedID := range tc.expectedIDs {
assert.Equal(t, expectedID, ids[idx])
}
}
})
}
}
func TestTaskQuery_functions(t *testing.T) {
t.Run("test parseQueryParams", func(t *testing.T) {
tests := []struct {
description string
inKey []string
inValue []string
expectErr bool
outLimit int64
outOffset int64
}{
{"empty input", []string{}, []string{}, false, typeutil.Unlimited, 0},
{"valid limit=1", []string{LimitKey}, []string{"1"}, false, 1, 0},
{"valid limit=1, offset=2", []string{LimitKey, OffsetKey}, []string{"1", "2"}, false, 1, 2},
{"valid no limit, offset=2", []string{OffsetKey}, []string{"2"}, false, typeutil.Unlimited, 0},
{"invalid limit str", []string{LimitKey}, []string{"a"}, true, 0, 0},
{"invalid limit zero", []string{LimitKey}, []string{"0"}, true, 0, 0},
{"invalid offset negative", []string{LimitKey, OffsetKey}, []string{"1", "-1"}, true, 0, 0},
{"invalid limit=16384 offset=16384", []string{LimitKey, OffsetKey}, []string{"16384", "16384"}, true, 0, 0},
}
for _, test := range tests {
t.Run(test.description, func(t *testing.T) {
var inParams []*commonpb.KeyValuePair
for i := range test.inKey {
inParams = append(inParams, &commonpb.KeyValuePair{
Key: test.inKey[i],
Value: test.inValue[i],
})
}
ret, err := parseQueryParams(inParams)
if test.expectErr {
assert.Error(t, err)
assert.Empty(t, ret)
} else {
assert.NoError(t, err)
assert.Equal(t, test.outLimit, ret.limit)
assert.Equal(t, test.outOffset, ret.offset)
}
})
}
})
t.Run("test reduceRetrieveResults", func(t *testing.T) {
const (
Dim = 8
Int64FieldName = "Int64Field"
FloatVectorFieldName = "FloatVectorField"
Int64FieldID = common.StartOfUserFieldID + 1
FloatVectorFieldID = common.StartOfUserFieldID + 2
)
Int64Array := []int64{11, 22}
FloatVector := []float32{1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 11.0, 22.0, 33.0, 44.0, 55.0, 66.0, 77.0, 88.0}
var fieldDataArray1 []*schemapb.FieldData
fieldDataArray1 = append(fieldDataArray1, getFieldData(Int64FieldName, Int64FieldID, schemapb.DataType_Int64, Int64Array[0:2], 1))
fieldDataArray1 = append(fieldDataArray1, getFieldData(FloatVectorFieldName, FloatVectorFieldID, schemapb.DataType_FloatVector, FloatVector[0:16], Dim))
var fieldDataArray2 []*schemapb.FieldData
fieldDataArray2 = append(fieldDataArray2, getFieldData(Int64FieldName, Int64FieldID, schemapb.DataType_Int64, Int64Array[0:2], 1))
fieldDataArray2 = append(fieldDataArray2, getFieldData(FloatVectorFieldName, FloatVectorFieldID, schemapb.DataType_FloatVector, FloatVector[0:16], Dim))
t.Run("test skip dupPK 2", func(t *testing.T) {
result1 := &internalpb.RetrieveResults{
Ids: &schemapb.IDs{
IdField: &schemapb.IDs_IntId{
IntId: &schemapb.LongArray{
Data: []int64{0, 1},
},
},
},
FieldsData: fieldDataArray1,
}
result2 := &internalpb.RetrieveResults{
Ids: &schemapb.IDs{
IdField: &schemapb.IDs_IntId{
IntId: &schemapb.LongArray{
Data: []int64{0, 1},
},
},
},
FieldsData: fieldDataArray2,
}
result, err := reduceRetrieveResults(context.Background(), []*internalpb.RetrieveResults{result1, result2}, nil)
assert.NoError(t, err)
assert.Equal(t, 2, len(result.GetFieldsData()))
assert.Equal(t, Int64Array, result.GetFieldsData()[0].GetScalars().GetLongData().Data)
assert.InDeltaSlice(t, FloatVector, result.FieldsData[1].GetVectors().GetFloatVector().Data, 10e-10)
})
t.Run("test nil results", func(t *testing.T) {
ret, err := reduceRetrieveResults(context.Background(), nil, nil)
assert.NoError(t, err)
assert.Empty(t, ret.GetFieldsData())
})
t.Run("test merge", func(t *testing.T) {
r1 := &internalpb.RetrieveResults{
Ids: &schemapb.IDs{
IdField: &schemapb.IDs_IntId{
IntId: &schemapb.LongArray{
Data: []int64{1, 3},
},
},
},
FieldsData: fieldDataArray1,
}
r2 := &internalpb.RetrieveResults{
Ids: &schemapb.IDs{
IdField: &schemapb.IDs_IntId{
IntId: &schemapb.LongArray{
Data: []int64{2, 4},
},
},
},
FieldsData: fieldDataArray2,
}
resultFloat := []float32{
1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0,
1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0,
11.0, 22.0, 33.0, 44.0, 55.0, 66.0, 77.0, 88.0,
11.0, 22.0, 33.0, 44.0, 55.0, 66.0, 77.0, 88.0}
t.Run("test limited", func(t *testing.T) {
tests := []struct {
description string
limit int64
}{
{"limit 1", 1},
{"limit 2", 2},
{"limit 3", 3},
{"limit 4", 4},
}
resultField0 := []int64{11, 11, 22, 22}
for _, test := range tests {
t.Run(test.description, func(t *testing.T) {
result, err := reduceRetrieveResults(context.Background(), []*internalpb.RetrieveResults{r1, r2}, &queryParams{limit: test.limit})
assert.Equal(t, 2, len(result.GetFieldsData()))
assert.Equal(t, resultField0[0:test.limit], result.GetFieldsData()[0].GetScalars().GetLongData().Data)
assert.InDeltaSlice(t, resultFloat[0:test.limit*Dim], result.FieldsData[1].GetVectors().GetFloatVector().Data, 10e-10)
assert.NoError(t, err)
})
}
})
t.Run("test offset", func(t *testing.T) {
tests := []struct {
description string
offset int64
}{
{"offset 0", 0},
{"offset 1", 1},
{"offset 2", 2},
{"offset 3", 3},
}
resultField0 := []int64{11, 11, 22, 22}
for _, test := range tests {
t.Run(test.description, func(t *testing.T) {
result, err := reduceRetrieveResults(context.Background(), []*internalpb.RetrieveResults{r1, r2}, &queryParams{limit: 1, offset: test.offset})
assert.NoError(t, err)
assert.Equal(t, 2, len(result.GetFieldsData()))
assert.Equal(t, resultField0[test.offset:test.offset+1], result.GetFieldsData()[0].GetScalars().GetLongData().Data)
assert.InDeltaSlice(t, resultFloat[test.offset*Dim:(test.offset+1)*Dim], result.FieldsData[1].GetVectors().GetFloatVector().Data, 10e-10)
})
}
})
})
})
}
func getFieldData(fieldName string, fieldID int64, fieldType schemapb.DataType, fieldValue interface{}, dim int64) *schemapb.FieldData {
var fieldData *schemapb.FieldData
switch fieldType {
case schemapb.DataType_Bool:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_Bool,
FieldName: fieldName,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: fieldValue.([]bool),
},
},
},
},
FieldId: fieldID,
}
case schemapb.DataType_Int32:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_Int32,
FieldName: fieldName,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: fieldValue.([]int32),
},
},
},
},
FieldId: fieldID,
}
case schemapb.DataType_Int64:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_Int64,
FieldName: fieldName,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: fieldValue.([]int64),
},
},
},
},
FieldId: fieldID,
}
case schemapb.DataType_Float:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_Float,
FieldName: fieldName,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: fieldValue.([]float32),
},
},
},
},
FieldId: fieldID,
}
case schemapb.DataType_Double:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_Double,
FieldName: fieldName,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: fieldValue.([]float64),
},
},
},
},
FieldId: fieldID,
}
case schemapb.DataType_VarChar:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_VarChar,
FieldName: fieldName,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: fieldValue.([]string),
},
},
},
},
FieldId: fieldID,
}
case schemapb.DataType_BinaryVector:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_BinaryVector,
FieldName: fieldName,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: fieldValue.([]byte),
},
},
},
FieldId: fieldID,
}
case schemapb.DataType_FloatVector:
fieldData = &schemapb.FieldData{
Type: schemapb.DataType_FloatVector,
FieldName: fieldName,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: fieldValue.([]float32),
},
},
},
},
FieldId: fieldID,
}
default:
log.Warn("not supported field type", zap.String("fieldType", fieldType.String()))
}
return fieldData
}