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51870aef08
milvus/internal/proxy/validate_util_test.go
congqixia fe20366b5c
enhance: Remove duplicated schema helper creation in proxy (#35489) 
Related to PRs of #35415

Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
2024-08-15 19:18:53 +08:00

6087 lines
137 KiB
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package proxy
import (
"encoding/json"
"fmt"
"math"
"reflect"
"strings"
"testing"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
"github.com/milvus-io/milvus/pkg/common"
"github.com/milvus-io/milvus/pkg/util/merr"
"github.com/milvus-io/milvus/pkg/util/paramtable"
"github.com/milvus-io/milvus/pkg/util/testutils"
"github.com/milvus-io/milvus/pkg/util/typeutil"
)
func Test_verifyLengthPerRow(t *testing.T) {
maxLength := 16
_, ok := verifyLengthPerRow[string](nil, int64(maxLength))
assert.True(t, ok)
_, ok = verifyLengthPerRow[string]([]string{"111111", "22222"}, int64(maxLength))
assert.True(t, ok)
row, ok := verifyLengthPerRow[string]([]string{strings.Repeat("1", 20)}, int64(maxLength))
assert.False(t, ok)
assert.Equal(t, 0, row)
row, ok = verifyLengthPerRow[string]([]string{strings.Repeat("1", 20), "222"}, int64(maxLength))
assert.False(t, ok)
assert.Equal(t, 0, row)
row, ok = verifyLengthPerRow[string]([]string{"11111", strings.Repeat("2", 20)}, int64(maxLength))
assert.False(t, ok)
assert.Equal(t, 1, row)
}
func Test_validateUtil_checkVarCharFieldData(t *testing.T) {
t.Run("type mismatch", func(t *testing.T) {
f := &schemapb.FieldData{}
v := newValidateUtil()
assert.Error(t, v.checkVarCharFieldData(f, nil))
})
t.Run("max length not found", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
}
fs := &schemapb.FieldSchema{
DataType: schemapb.DataType_VarChar,
}
v := newValidateUtil(withMaxLenCheck())
err := v.checkVarCharFieldData(f, fs)
assert.Error(t, err)
})
t.Run("length exceeds", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
}
fs := &schemapb.FieldSchema{
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "2",
},
},
}
v := newValidateUtil(withMaxLenCheck())
err := v.checkVarCharFieldData(f, fs)
assert.Error(t, err)
})
t.Run("normal case", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
}
fs := &schemapb.FieldSchema{
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "4",
},
},
}
v := newValidateUtil(withMaxLenCheck())
err := v.checkVarCharFieldData(f, fs)
assert.NoError(t, err)
})
t.Run("no check", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
}
fs := &schemapb.FieldSchema{
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "2",
},
},
}
v := newValidateUtil()
err := v.checkVarCharFieldData(f, fs)
assert.NoError(t, err)
})
t.Run("when autoID is true, no need to do max length check", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
}
fs := &schemapb.FieldSchema{
DataType: schemapb.DataType_VarChar,
IsPrimaryKey: true,
AutoID: true,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "2",
},
},
}
v := newValidateUtil(withMaxLenCheck())
err := v.checkVarCharFieldData(f, fs)
assert.NoError(t, err)
})
}
func Test_validateUtil_checkBinaryVectorFieldData(t *testing.T) {
v := newValidateUtil()
assert.Error(t, v.checkBinaryVectorFieldData(&schemapb.FieldData{Field: &schemapb.FieldData_Scalars{}}, nil))
assert.NoError(t, v.checkBinaryVectorFieldData(&schemapb.FieldData{Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: 128,
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: []byte(strings.Repeat("1", 128)),
},
},
}}, nil))
}
func Test_validateUtil_checkFloatVectorFieldData(t *testing.T) {
t.Run("not float vector", func(t *testing.T) {
f := &schemapb.FieldData{}
v := newValidateUtil()
err := v.checkFloatVectorFieldData(f, nil)
assert.Error(t, err)
})
t.Run("no check", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: []float32{1.1, 2.2},
},
},
},
},
}
v := newValidateUtil()
v.checkNAN = false
err := v.checkFloatVectorFieldData(f, nil)
assert.NoError(t, err)
})
t.Run("has nan", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: []float32{float32(math.NaN())},
},
},
},
},
}
v := newValidateUtil(withNANCheck())
err := v.checkFloatVectorFieldData(f, nil)
assert.Error(t, err)
})
t.Run("normal case", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: []float32{1.1, 2.2},
},
},
},
},
}
v := newValidateUtil(withNANCheck())
err := v.checkFloatVectorFieldData(f, nil)
assert.NoError(t, err)
})
t.Run("default", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldId: 100,
FieldName: "vec",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: 100,
Name: "vec",
DataType: schemapb.DataType_FloatVector,
DefaultValue: &schemapb.ValueField{},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
}
func Test_validateUtil_checkFloat16VectorFieldData(t *testing.T) {
nb := 5
dim := int64(8)
data := testutils.GenerateFloat16Vectors(nb, int(dim))
invalidData := testutils.GenerateFloat16VectorsWithInvalidData(nb, int(dim))
t.Run("not float16 vector", func(t *testing.T) {
f := &schemapb.FieldData{}
v := newValidateUtil()
err := v.checkFloat16VectorFieldData(f, nil)
assert.Error(t, err)
})
t.Run("no check", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: invalidData,
},
},
},
}
v := newValidateUtil()
v.checkNAN = false
err := v.checkFloat16VectorFieldData(f, nil)
assert.NoError(t, err)
})
t.Run("has nan", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: invalidData,
},
},
},
}
v := newValidateUtil(withNANCheck())
err := v.checkFloat16VectorFieldData(f, nil)
assert.Error(t, err)
})
t.Run("normal case", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: data,
},
},
},
}
v := newValidateUtil(withNANCheck())
err := v.checkFloat16VectorFieldData(f, nil)
assert.NoError(t, err)
})
t.Run("default", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldId: 100,
FieldName: "vec",
Type: schemapb.DataType_Float16Vector,
Field: &schemapb.FieldData_Vectors{},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: 100,
Name: "vec",
DataType: schemapb.DataType_Float16Vector,
DefaultValue: &schemapb.ValueField{},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
}
func Test_validateUtil_checkBfloatVectorFieldData(t *testing.T) {
nb := 5
dim := int64(8)
data := testutils.GenerateFloat16Vectors(nb, int(dim))
invalidData := testutils.GenerateBFloat16VectorsWithInvalidData(nb, int(dim))
t.Run("not float vector", func(t *testing.T) {
f := &schemapb.FieldData{}
v := newValidateUtil()
err := v.checkBFloat16VectorFieldData(f, nil)
assert.Error(t, err)
})
t.Run("no check", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: invalidData,
},
},
},
}
v := newValidateUtil()
v.checkNAN = false
err := v.checkBFloat16VectorFieldData(f, nil)
assert.NoError(t, err)
})
t.Run("has nan", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: invalidData,
},
},
},
}
v := newValidateUtil(withNANCheck())
err := v.checkBFloat16VectorFieldData(f, nil)
assert.Error(t, err)
})
t.Run("normal case", func(t *testing.T) {
f := &schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: dim,
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: data,
},
},
},
}
v := newValidateUtil(withNANCheck())
err := v.checkBFloat16VectorFieldData(f, nil)
assert.NoError(t, err)
})
t.Run("default", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldId: 100,
FieldName: "vec",
Type: schemapb.DataType_BFloat16Vector,
Field: &schemapb.FieldData_Vectors{},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
FieldID: 100,
Name: "vec",
DataType: schemapb.DataType_BFloat16Vector,
DefaultValue: &schemapb.ValueField{},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
}
func Test_validateUtil_checkAligned(t *testing.T) {
t.Run("float vector column not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_FloatVector,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("float vector column dimension not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_FloatVector,
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_FloatVector,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("field_data dim not match schema dim", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: []float32{1.1, 2.2, 3.3, 4.4, 5.5, 6.6, 7.7, 8.8},
},
},
Dim: 16,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 1)
assert.Error(t, err)
})
t.Run("invalid num rows", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: []float32{1.1, 2.2},
},
},
Dim: 8,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("num rows mismatch", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: []float32{1.1, 2.2, 3.3, 4.4, 5.5, 6.6, 7.7, 8.8},
},
},
Dim: 8,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
//////////////////////////////////////////////////////////////////////
t.Run("binary vector column not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BinaryVector,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("binary vector column dimension not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BinaryVector,
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("field data dim not match schema dim", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BinaryVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: []byte("66666666"),
},
Dim: 128,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("invalid num rows", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BinaryVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: []byte("not128"),
},
Dim: 128,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "128",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("num rows mismatch", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BinaryVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: []byte{'1', '2'},
},
Dim: 8,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
//////////////////////////////////////////////////////////////////////
t.Run("float16 vector column not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float16Vector,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("float16 vector column dimension not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float16Vector,
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float16Vector,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("invalid num rows", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: []byte("not128"),
},
Dim: 128,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "128",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("num rows mismatch", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: []byte{'1', '2'},
},
Dim: 2,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "2",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("field_data dim not match schema dim", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: []byte{'1', '2', '3', '4', '5', '6'},
},
Dim: 16,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "3",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 1)
assert.Error(t, err)
})
//////////////////////////////////////////////////////////////////////
t.Run("bfloat16 vector column not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BFloat16Vector,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("bfloat16 vector column dimension not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BFloat16Vector,
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BFloat16Vector,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("field_data dim not match schema dim", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BFloat16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: []byte{'1', '2', '3', '4', '5', '6'},
},
Dim: 16,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BFloat16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "3",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 1)
assert.Error(t, err)
})
t.Run("invalid num rows", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BFloat16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: []byte("not128"),
},
Dim: 128,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BFloat16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "128",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("num rows mismatch", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_BFloat16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: []byte{'1', '2'},
},
Dim: 2,
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BFloat16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "2",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
//////////////////////////////////////////////////////////////////
t.Run("column not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
t.Run("mismatch", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "8",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 100)
assert.Error(t, err)
})
/////////////////////////////////////////////////////////////////////
t.Run("length of data is incorrect when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
ValidData: []bool{false, false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "8",
},
},
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 3)
assert.Error(t, err)
})
t.Run("normal case", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test1",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: testutils.GenerateFloatVectors(10, 8),
},
},
Dim: 8,
},
},
},
{
FieldName: "test2",
Type: schemapb.DataType_BinaryVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: testutils.GenerateBinaryVectors(10, 8),
},
Dim: 8,
},
},
},
{
FieldName: "test3",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: testutils.GenerateVarCharArray(10, 8),
},
},
},
},
},
{
FieldName: "test4",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: testutils.GenerateVarCharArray(10, 8),
},
},
},
},
ValidData: []bool{true, true, false, false, false, false, false, false, false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test1",
FieldID: 101,
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test2",
FieldID: 102,
DataType: schemapb.DataType_BinaryVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test3",
FieldID: 103,
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "8",
},
},
},
{
Name: "test4",
FieldID: 104,
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "8",
},
},
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.checkAligned(data, h, 10)
assert.NoError(t, err)
})
}
func Test_validateUtil_Validate(t *testing.T) {
paramtable.Init()
t.Run("nil schema", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_FloatVector,
},
}
v := newValidateUtil()
err := v.Validate(data, nil, 100)
assert.Error(t, err)
})
t.Run("not aligned", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"111", "222"},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "8",
},
},
},
},
}
v := newValidateUtil()
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 100)
assert.Error(t, err)
})
t.Run("has nan", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test1",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: []float32{float32(math.NaN()), float32(math.NaN())},
},
},
},
},
},
{
FieldName: "test2",
Type: schemapb.DataType_BinaryVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: testutils.GenerateBinaryVectors(2, 8),
},
},
},
},
{
FieldName: "test3",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: testutils.GenerateVarCharArray(2, 8),
},
},
},
},
},
{
FieldName: "test4",
Type: schemapb.DataType_Float16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: testutils.GenerateFloat16Vectors(2, 8),
},
},
},
},
{
FieldName: "test5",
Type: schemapb.DataType_BFloat16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: testutils.GenerateBFloat16Vectors(2, 8),
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test1",
FieldID: 101,
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "1",
},
},
},
{
Name: "test2",
FieldID: 102,
DataType: schemapb.DataType_BinaryVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test3",
FieldID: 103,
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "8",
},
},
},
{
Name: "test4",
FieldID: 104,
DataType: schemapb.DataType_Float16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test5",
FieldID: 105,
DataType: schemapb.DataType_BFloat16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
},
}
v := newValidateUtil(withNANCheck(), withMaxLenCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 2)
assert.Error(t, err)
})
t.Run("length exceeds", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test1",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: testutils.GenerateFloatVectors(2, 1),
},
},
},
},
},
{
FieldName: "test2",
Type: schemapb.DataType_BinaryVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: testutils.GenerateBinaryVectors(2, 8),
},
},
},
},
{
FieldName: "test3",
Type: schemapb.DataType_Float16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Float16Vector{
Float16Vector: testutils.GenerateFloat16Vectors(2, 8),
},
},
},
},
{
FieldName: "test4",
Type: schemapb.DataType_BFloat16Vector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Data: &schemapb.VectorField_Bfloat16Vector{
Bfloat16Vector: testutils.GenerateBFloat16Vectors(2, 8),
},
},
},
},
{
FieldName: "test5",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"very_long", "very_very_long"},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test1",
FieldID: 101,
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "1",
},
},
},
{
Name: "test2",
FieldID: 102,
DataType: schemapb.DataType_BinaryVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test3",
FieldID: 103,
DataType: schemapb.DataType_Float16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test4",
FieldID: 104,
DataType: schemapb.DataType_BFloat16Vector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test5",
FieldID: 105,
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "2",
},
},
},
},
}
v := newValidateUtil(withNANCheck(), withMaxLenCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 2)
assert.Error(t, err)
// Validate JSON length
longBytes := make([]byte, paramtable.Get().CommonCfg.JSONMaxLength.GetAsInt()+1)
data = []*schemapb.FieldData{
{
FieldName: "json",
Type: schemapb.DataType_JSON,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{longBytes, longBytes},
},
},
},
},
},
}
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "json",
FieldID: 104,
DataType: schemapb.DataType_JSON,
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 2)
assert.Error(t, err)
})
t.Run("has overflow", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test1",
Type: schemapb.DataType_Int8,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{int32(math.MinInt8) - 1, int32(math.MaxInt8) + 1},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test1",
FieldID: 101,
DataType: schemapb.DataType_Int8,
},
},
}
v := newValidateUtil(withOverflowCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 2)
assert.Error(t, err)
})
t.Run("array data nil", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: nil,
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int64,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "8",
},
},
},
},
}
v := newValidateUtil()
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 100)
assert.Error(t, err)
})
t.Run("exceed max capacity", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int64,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "2",
},
},
},
},
}
v := newValidateUtil(withMaxCapCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 1)
assert.Error(t, err)
})
t.Run("string element exceed max length", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"abcdefghijkl", "ajsgfuioabaxyaefilagskjfhgka"},
},
},
},
},
ElementType: schemapb.DataType_VarChar,
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "10",
},
{
Key: common.MaxLengthKey,
Value: "5",
},
},
},
},
}
v := newValidateUtil(withMaxCapCheck(), withMaxLenCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 1)
assert.Error(t, err)
})
t.Run("no max capacity", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int64,
TypeParams: []*commonpb.KeyValuePair{},
},
},
}
v := newValidateUtil(withMaxCapCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 1)
assert.Error(t, err)
})
t.Run("unsupported element type", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_JSON,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "8",
},
},
},
},
}
v := newValidateUtil(withMaxCapCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 1)
assert.Error(t, err)
})
t.Run("element type not match", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{true, false},
},
},
},
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Bool,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
v := newValidateUtil(withMaxCapCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 1)
assert.Error(t, err)
data = []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{1, 2, 3},
},
},
},
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int8,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck()).Validate(data, helper, 1)
assert.Error(t, err)
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int16,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck()).Validate(data, helper, 1)
assert.Error(t, err)
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int32,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck()).Validate(data, helper, 1)
assert.Error(t, err)
data = []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{1, 2, 3},
},
},
},
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Float,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck()).Validate(data, helper, 1)
assert.Error(t, err)
data = []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{1, 2, 3},
},
},
},
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Double,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck()).Validate(data, helper, 1)
assert.Error(t, err)
data = []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"a", "b", "c"},
},
},
},
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck()).Validate(data, helper, 1)
assert.Error(t, err)
data = []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{1, 2, 3, 4, 5, 6, 7, 8, 9},
},
},
},
},
},
},
},
},
},
}
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int64,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck()).Validate(data, helper, 1)
assert.Error(t, err)
})
t.Run("array element overflow", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{1, 2, 3, 1 << 9},
},
},
},
},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int8,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck(), withOverflowCheck()).Validate(data, helper, 1)
assert.Error(t, err)
data = []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{1, 2, 3, 1 << 9, 1 << 17},
},
},
},
},
},
},
},
},
},
}
schema = &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int16,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "100",
},
},
},
},
}
helper, err = typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = newValidateUtil(withMaxCapCheck(), withOverflowCheck()).Validate(data, helper, 1)
assert.Error(t, err)
})
t.Run("normal case", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test1",
Type: schemapb.DataType_FloatVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: 8,
Data: &schemapb.VectorField_FloatVector{
FloatVector: &schemapb.FloatArray{
Data: testutils.GenerateFloatVectors(2, 8),
},
},
},
},
},
{
FieldName: "test2",
Type: schemapb.DataType_BinaryVector,
Field: &schemapb.FieldData_Vectors{
Vectors: &schemapb.VectorField{
Dim: 8,
Data: &schemapb.VectorField_BinaryVector{
BinaryVector: testutils.GenerateBinaryVectors(2, 8),
},
},
},
},
{
FieldName: "test3",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: testutils.GenerateVarCharArray(2, 8),
},
},
},
},
},
{
FieldName: "test4",
Type: schemapb.DataType_JSON,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte("{}"), []byte("{}")},
},
},
},
},
},
{
FieldName: "test5",
Type: schemapb.DataType_Int8,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{int32(math.MinInt8) + 1, int32(math.MaxInt8) - 1},
},
},
},
},
},
{
FieldName: "bool_array",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{true, true},
},
},
},
{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{false, false},
},
},
},
},
},
},
},
},
},
{
FieldName: "int_array",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{1, 2, 3},
},
},
},
{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{4, 5, 6},
},
},
},
},
},
},
},
},
},
{
FieldName: "long_array",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3},
},
},
},
{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{4, 5, 6},
},
},
},
},
},
},
},
},
},
{
FieldName: "string_array",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"abc", "def"},
},
},
},
{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"hij", "jkl"},
},
},
},
},
},
},
},
},
},
{
FieldName: "float_array",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{1.1, 2.2, 3.3},
},
},
},
{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{4.4, 5.5, 6.6},
},
},
},
},
},
},
},
},
},
{
FieldName: "double_array",
Type: schemapb.DataType_Array,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_ArrayData{
ArrayData: &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{
{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{1.2, 2.3, 3.4},
},
},
},
{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{4.5, 5.6, 6.7},
},
},
},
},
},
},
},
},
},
{
FieldName: "test6",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{(math.MinInt8) + 1, (math.MaxInt8) - 1},
},
},
},
},
},
{
FieldName: "test7",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: testutils.GenerateFloat32Array(2),
},
},
},
},
},
{
FieldName: "test8",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: testutils.GenerateFloat64Array(2),
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test1",
FieldID: 101,
DataType: schemapb.DataType_FloatVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test2",
FieldID: 102,
DataType: schemapb.DataType_BinaryVector,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.DimKey,
Value: "8",
},
},
},
{
Name: "test3",
FieldID: 103,
DataType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxLengthKey,
Value: "8",
},
},
},
{
Name: "test4",
FieldID: 104,
DataType: schemapb.DataType_JSON,
},
{
Name: "test5",
FieldID: 105,
DataType: schemapb.DataType_Int8,
},
{
Name: "bool_array",
FieldID: 106,
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Bool,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "10",
},
},
},
{
Name: "int_array",
FieldID: 107,
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int16,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "10",
},
},
},
{
Name: "long_array",
FieldID: 108,
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int64,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "10",
},
},
},
{
Name: "string_array",
FieldID: 109,
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_VarChar,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "10",
},
{
Key: common.MaxLengthKey,
Value: "10",
},
},
},
{
Name: "float_array",
FieldID: 110,
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Float,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "10",
},
},
},
{
Name: "double_array",
FieldID: 111,
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Double,
TypeParams: []*commonpb.KeyValuePair{
{
Key: common.MaxCapacityKey,
Value: "10",
},
},
},
{
Name: "test6",
FieldID: 112,
DataType: schemapb.DataType_Int64,
},
{
Name: "test7",
FieldID: 113,
DataType: schemapb.DataType_Float,
},
{
Name: "test8",
FieldID: 114,
DataType: schemapb.DataType_Double,
},
},
}
v := newValidateUtil(withNANCheck(), withMaxLenCheck(), withOverflowCheck(), withMaxCapCheck())
helper, err := typeutil.CreateSchemaHelper(schema)
require.NoError(t, err)
err = v.Validate(data, helper, 2)
assert.NoError(t, err)
})
}
func checkfillWithValueData[T comparable](values []T, v T, length int) bool {
if len(values) != length {
return false
}
for i := 0; i < length; i++ {
if values[i] != v {
return false
}
}
return true
}
func checkJsonfillWithValueData(values [][]byte, v []byte, length int) (bool, error) {
if len(values) != length {
return false, nil
}
var obj map[string]interface{}
err := json.Unmarshal(v, &obj)
if err != nil {
return false, err
}
for i := 0; i < length; i++ {
var value map[string]interface{}
err := json.Unmarshal(values[i], &value)
if err != nil {
return false, err
}
if !reflect.DeepEqual(value, obj) {
return false, nil
}
}
return true, nil
}
func Test_validateUtil_fillWithValue(t *testing.T) {
t.Run("bool scalars schema not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
t.Run("the length of bool scalars is wrong when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("the length of bool scalars is wrong when has default_value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BoolData{
BoolData: false,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("bool scalars has no data, will fill null value null value according to validData", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetBoolData().Data, false, 2)
assert.True(t, flag)
})
t.Run("bool scalars has no data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{},
},
},
},
},
ValidData: []bool{false, false},
},
}
key := true
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BoolData{
BoolData: key,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetBoolData().Data, schema.Fields[0].GetDefaultValue().GetBoolData(), 2)
assert.True(t, flag)
})
t.Run("bool scalars has no data, but validData length is wrong when fill default value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{},
},
},
},
},
ValidData: []bool{true, true},
},
}
key := true
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BoolData{
BoolData: key,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("bool scalars has data, and schema default value is not set", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{true},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
flag := checkfillWithValueData(data[0].GetScalars().GetBoolData().Data, true, 1)
assert.True(t, flag)
assert.NoError(t, err)
})
t.Run("bool scalars has part of data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{true},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BoolData{
BoolData: true,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetBoolData().Data, true, 2)
assert.True(t, flag)
})
t.Run("bool scalars has data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{true},
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BoolData{
BoolData: false,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetBoolData().Data, true, 1)
assert.True(t, flag)
})
t.Run("bool scalars has data, and no need to fill when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_BoolData{
BoolData: &schemapb.BoolArray{
Data: []bool{true},
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetBoolData().Data, true, 1)
assert.True(t, flag)
})
////////////////////////////////////////////////////////////////////
t.Run("int scalars schema not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
t.Run("the length of int scalars is wrong when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("the length of int scalars is wrong when has default_value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("int scalars has no data, will fill null value according to validData", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetIntData().Data, 0, 2)
assert.True(t, flag)
})
t.Run("int scalars has no data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetIntData().Data, schema.Fields[0].GetDefaultValue().GetIntData(), 2)
assert.True(t, flag)
})
t.Run("int scalars has no data, but validData length is wrong when fill default value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{},
},
},
},
},
ValidData: []bool{true, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("int scalars has data, and schema default value is not set", func(t *testing.T) {
intData := []int32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: intData,
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetIntData().Data, intData[0], 1)
assert.True(t, flag)
})
t.Run("int scalars has part of data, and schema default value is legal", func(t *testing.T) {
intData := []int32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: intData,
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetIntData().Data, intData[0], 2)
assert.True(t, flag)
})
t.Run("int scalars has data, and schema default value is legal", func(t *testing.T) {
intData := []int32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: intData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 2,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetIntData().Data, intData[0], 1)
assert.True(t, flag)
})
t.Run("int scalars has data, and no need to fill when nullable", func(t *testing.T) {
intData := []int32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int32,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: intData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetIntData().Data, intData[0], 1)
assert.True(t, flag)
})
//////////////////////////////////////////////////////////////////
t.Run("long scalars schema not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
t.Run("the length of long scalars is wrong when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("the length of long scalars is wrong when has default_value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_LongData{
LongData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("long scalars has no data, will fill null value according to validData", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetLongData().Data, 0, 2)
assert.True(t, flag)
})
t.Run("long scalars has no data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_LongData{
LongData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetLongData().Data, schema.Fields[0].GetDefaultValue().GetLongData(), 2)
assert.True(t, flag)
})
t.Run("long scalars has no data, but validData length is wrong when fill default value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1},
},
},
},
},
ValidData: []bool{true, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_LongData{
LongData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("long scalars has data, and schema default value is not set", func(t *testing.T) {
longData := []int64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: longData,
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int64,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetLongData().Data, longData[0], 1)
assert.True(t, flag)
})
t.Run("long scalars has part of data, and schema default value is legal", func(t *testing.T) {
longData := []int64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: longData,
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int64,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_LongData{
LongData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetLongData().Data, longData[0], 2)
assert.True(t, flag)
})
t.Run("long scalars has data, and schema default value is legal", func(t *testing.T) {
longData := []int64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: longData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int64,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_LongData{
LongData: 2,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetLongData().Data, longData[0], 1)
assert.True(t, flag)
})
t.Run("long scalars has data, and no need to fill when nullable", func(t *testing.T) {
longData := []int64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Int64,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: longData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int64,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetLongData().Data, longData[0], 1)
assert.True(t, flag)
})
////////////////////////////////////////////////////////////////////
t.Run("float scalars schema not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
t.Run("the length of float scalars is wrong when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("the length of float scalars is wrong when has default_value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_FloatData{
FloatData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("float scalars has no data, will fill null value according to validData", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetFloatData().Data, 0, 2)
assert.True(t, flag)
})
t.Run("float scalars has no data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_FloatData{
FloatData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetFloatData().Data, schema.Fields[0].GetDefaultValue().GetFloatData(), 2)
assert.True(t, flag)
})
t.Run("float scalars has no data, but validData length is wrong when fill default value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{},
},
},
},
},
ValidData: []bool{true, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_FloatData{
FloatData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("float scalars has data, and schema default value is not set", func(t *testing.T) {
floatData := []float32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: floatData,
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetFloatData().Data, floatData[0], 1)
assert.True(t, flag)
})
t.Run("float scalars has part of data, and schema default value is legal", func(t *testing.T) {
floatData := []float32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: floatData,
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_FloatData{
FloatData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetFloatData().Data, floatData[0], 2)
assert.True(t, flag)
})
t.Run("float scalars has data, and schema default value is legal", func(t *testing.T) {
floatData := []float32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: floatData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_FloatData{
FloatData: 2,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetFloatData().Data, floatData[0], 1)
assert.True(t, flag)
})
t.Run("float scalars has data, and no need to fill when nullable", func(t *testing.T) {
floatData := []float32{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Float,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: floatData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Float,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetFloatData().Data, floatData[0], 1)
assert.True(t, flag)
})
////////////////////////////////////////////////////////////////////
t.Run("double scalars schema not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
t.Run("the length of double scalars is wrong when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("the length of double scalars is wrong when has default_value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_DoubleData{
DoubleData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("double scalars has no data, will fill null value according to validData", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Double,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetDoubleData().Data, 0, 2)
assert.True(t, flag)
})
t.Run("double scalars has no data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Double,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_DoubleData{
DoubleData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetDoubleData().Data, schema.Fields[0].GetDefaultValue().GetDoubleData(), 2)
assert.True(t, flag)
})
t.Run("double scalars has no data, but validData length is wrong when fill default value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{},
},
},
},
},
ValidData: []bool{true, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_DoubleData{
DoubleData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("double scalars has data, and schema default value is not set", func(t *testing.T) {
doubleData := []float64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: doubleData,
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Double,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetDoubleData().Data, doubleData[0], 1)
assert.True(t, flag)
})
t.Run("double scalars has part of data, and schema default value is legal", func(t *testing.T) {
doubleData := []float64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: doubleData,
},
},
},
},
ValidData: []bool{true, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Double,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_DoubleData{
DoubleData: 1,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetDoubleData().Data, doubleData[0], 2)
assert.True(t, flag)
})
t.Run("double scalars has data, and schema default value is legal", func(t *testing.T) {
doubleData := []float64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: doubleData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Double,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_DoubleData{
DoubleData: 2,
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetDoubleData().Data, doubleData[0], 1)
assert.True(t, flag)
})
t.Run("double scalars has data, and no need to fill when nullable", func(t *testing.T) {
doubleData := []float64{1}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Double,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: doubleData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Double,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetDoubleData().Data, doubleData[0], 1)
assert.True(t, flag)
})
//////////////////////////////////////////////////////////////////
t.Run("string scalars schema not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
t.Run("the length of string scalars is wrong when has nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("the length of string scalars is wrong when has default_value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_StringData{
StringData: "b",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("string scalars has no data, will fill null value according to validData", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetStringData().Data, "", 2)
assert.True(t, flag)
})
t.Run("string scalars has no data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_StringData{
StringData: "b",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetStringData().Data, schema.Fields[0].GetDefaultValue().GetStringData(), 2)
assert.True(t, flag)
})
t.Run("string scalars has part of data, and schema default value is legal", func(t *testing.T) {
stringData := []string{"a"}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: stringData,
},
},
},
},
ValidData: []bool{true, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_StringData{
StringData: "a",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetStringData().Data, stringData[0], 2)
assert.True(t, flag)
})
t.Run("string scalars has data, and schema default value is legal", func(t *testing.T) {
stringData := []string{"a"}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: stringData,
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_StringData{
StringData: "b",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetStringData().Data, stringData[0], 1)
assert.True(t, flag)
})
t.Run("string scalars has no data, but validData length is wrong when fill default value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"a"},
},
},
},
},
ValidData: []bool{true, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_StringData{
StringData: "b",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("string scalars has no data, and no need to fill when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{"a"},
},
},
},
},
ValidData: []bool{true, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("string scalars has data, and schema default value is not set", func(t *testing.T) {
stringData := []string{"a"}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: stringData,
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag := checkfillWithValueData(data[0].GetScalars().GetStringData().Data, stringData[0], 1)
assert.True(t, flag)
})
t.Run("json scalars schema not found", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_JSON,
},
}
schema := &schemapb.CollectionSchema{}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
})
t.Run("the length of json scalars is wrong when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_JSON,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("the length of json scalars is wrong when has default_value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_JSON,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{},
},
},
},
},
ValidData: []bool{false, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BytesData{
BytesData: []byte("{\"Hello\":\"world\"}"),
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("json scalars has no data, will fill null value according to validData", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_JSON,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_JSON,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
assert.Equal(t, len(data[0].GetScalars().GetJsonData().Data), 2)
})
t.Run("json scalars has no data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_JSON,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{},
},
},
},
},
ValidData: []bool{false, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BytesData{
BytesData: []byte("{\"Hello\":\"world\"}"),
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag, err := checkJsonfillWithValueData(data[0].GetScalars().GetJsonData().Data, schema.Fields[0].GetDefaultValue().GetBytesData(), 2)
assert.True(t, flag)
assert.NoError(t, err)
})
t.Run("json scalars has no data, but validData length is wrong when fill default value", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{},
},
},
},
},
ValidData: []bool{true, true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_Int32,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BytesData{
BytesData: []byte("{\"Hello\":\"world\"}"),
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 3)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("json scalars has data, and schema default value is not set", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_JSON,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte("{\"Hello\":\"world\"}")},
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag, err := checkJsonfillWithValueData(data[0].GetScalars().GetJsonData().Data, []byte("{\"Hello\":\"world\"}"), 1)
assert.True(t, flag)
assert.NoError(t, err)
})
t.Run("json scalars has part of data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte("{\"Hello\":\"world\"}")},
},
},
},
},
ValidData: []bool{true, false},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_BinaryVector,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BytesData{
BytesData: []byte("{\"Hello\":\"world\"}"),
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 2)
assert.NoError(t, err)
flag, err := checkJsonfillWithValueData(data[0].GetScalars().GetJsonData().Data, schema.Fields[0].GetDefaultValue().GetBytesData(), 2)
assert.NoError(t, err)
assert.True(t, flag)
})
t.Run("json scalars has data, and schema default value is legal", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte("{\"Hello\":\"world\"}")},
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BytesData{
BytesData: []byte("{\"hello\":\"world\"}"),
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag, err := checkJsonfillWithValueData(data[0].GetScalars().GetJsonData().Data, []byte("{\"Hello\":\"world\"}"), 1)
assert.NoError(t, err)
assert.True(t, flag)
})
t.Run("json scalars has data, and no need to fill when nullable", func(t *testing.T) {
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_Bool,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte("{\"Hello\":\"world\"}")},
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.NoError(t, err)
flag, err := checkJsonfillWithValueData(data[0].GetScalars().GetJsonData().Data, []byte("{\"Hello\":\"world\"}"), 1)
assert.NoError(t, err)
assert.True(t, flag)
})
t.Run("check the length of ValidData when not has default value", func(t *testing.T) {
stringData := []string{"a"}
data := []*schemapb.FieldData{
{
FieldName: "test",
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: stringData,
},
},
},
},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
DataType: schemapb.DataType_VarChar,
Nullable: true,
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.Error(t, err)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
t.Run("check the length of ValidData when has default value", func(t *testing.T) {
stringData := []string{"a"}
data := []*schemapb.FieldData{
{
FieldName: "test",
FieldId: 100,
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: stringData,
},
},
},
},
},
{
FieldName: "test1",
FieldId: 101,
Type: schemapb.DataType_VarChar,
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{
StringData: &schemapb.StringArray{
Data: []string{},
},
},
},
},
ValidData: []bool{true},
},
}
schema := &schemapb.CollectionSchema{
Fields: []*schemapb.FieldSchema{
{
Name: "test",
FieldID: 100,
DataType: schemapb.DataType_VarChar,
Nullable: true,
},
{
Name: "test1",
FieldID: 101,
DataType: schemapb.DataType_VarChar,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_StringData{
StringData: "b",
},
},
},
},
}
h, err := typeutil.CreateSchemaHelper(schema)
assert.NoError(t, err)
v := newValidateUtil()
err = v.fillWithValue(data, h, 1)
assert.ErrorIs(t, err, merr.ErrParameterInvalid)
})
}
func Test_verifyOverflowByRange(t *testing.T) {
var err error
err = verifyOverflowByRange(
[]int32{int32(math.MinInt8 - 1)},
math.MinInt8,
math.MaxInt8,
)
assert.Error(t, err)
err = verifyOverflowByRange(
[]int32{int32(math.MaxInt8 + 1)},
math.MinInt8,
math.MaxInt8,
)
assert.Error(t, err)
err = verifyOverflowByRange(
[]int32{int32(math.MinInt8 - 1), int32(math.MaxInt8 + 1)},
math.MinInt8,
math.MaxInt8,
)
assert.Error(t, err)
err = verifyOverflowByRange(
[]int32{int32(math.MaxInt8 + 1), int32(math.MinInt8 - 1)},
math.MinInt8,
math.MaxInt8,
)
assert.Error(t, err)
err = verifyOverflowByRange(
[]int32{1, 2, 3, int32(math.MinInt8 - 1), int32(math.MaxInt8 + 1)},
math.MinInt8,
math.MaxInt8,
)
assert.Error(t, err)
err = verifyOverflowByRange(
[]int32{1, 2, 3, int32(math.MinInt8 + 1), int32(math.MaxInt8 - 1)},
math.MinInt8,
math.MaxInt8,
)
assert.NoError(t, err)
}
func Test_validateUtil_checkIntegerFieldData(t *testing.T) {
t.Run("no check", func(t *testing.T) {
v := newValidateUtil()
assert.Error(t, v.checkIntegerFieldData(&schemapb.FieldData{Field: &schemapb.FieldData_Vectors{}}, nil))
assert.NoError(t, v.checkIntegerFieldData(&schemapb.FieldData{Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{1, 2, 3, 4},
},
},
},
}}, nil))
})
t.Run("tiny int, type mismatch", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck())
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_Int8,
}
data := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_StringData{},
},
},
}
err := v.checkIntegerFieldData(data, f)
assert.Error(t, err)
})
t.Run("tiny int, overflow", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck())
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_Int8,
}
data := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{int32(math.MinInt8 - 1)},
},
},
},
},
}
err := v.checkIntegerFieldData(data, f)
assert.Error(t, err)
})
t.Run("tiny int, normal case", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck())
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_Int8,
}
data := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{int32(math.MinInt8 + 1), int32(math.MaxInt8 - 1)},
},
},
},
},
}
err := v.checkIntegerFieldData(data, f)
assert.NoError(t, err)
})
t.Run("small int, overflow", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck())
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_Int16,
}
data := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{int32(math.MinInt16 - 1)},
},
},
},
},
}
err := v.checkIntegerFieldData(data, f)
assert.Error(t, err)
})
t.Run("small int, normal case", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck())
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_Int16,
}
data := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{int32(math.MinInt16 + 1), int32(math.MaxInt16 - 1)},
},
},
},
},
}
err := v.checkIntegerFieldData(data, f)
assert.NoError(t, err)
})
}
func Test_validateUtil_checkJSONData(t *testing.T) {
t.Run("no json data", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck())
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_JSON,
}
data := &schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_IntData{
IntData: &schemapb.IntArray{
Data: []int32{int32(math.MinInt8 - 1)},
},
},
},
},
}
err := v.checkJSONFieldData(data, f)
assert.Error(t, err)
})
t.Run("json string exceed max length", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck(), withMaxLenCheck())
jsonString := ""
for i := 0; i < Params.CommonCfg.JSONMaxLength.GetAsInt(); i++ {
jsonString += fmt.Sprintf("key: %d, value: %d", i, i)
}
jsonString = "{" + jsonString + "}"
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_JSON,
}
data := &schemapb.FieldData{
FieldName: "json",
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte(jsonString)},
},
},
},
},
}
err := v.checkJSONFieldData(data, f)
assert.Error(t, err)
})
t.Run("dynamic field exceed max length", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck(), withMaxLenCheck())
jsonString := ""
for i := 0; i < Params.CommonCfg.JSONMaxLength.GetAsInt(); i++ {
jsonString += fmt.Sprintf("key: %d, value: %d", i, i)
}
jsonString = "{" + jsonString + "}"
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_JSON,
}
data := &schemapb.FieldData{
FieldName: "$meta",
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte(jsonString)},
},
},
},
},
IsDynamic: true,
}
err := v.checkJSONFieldData(data, f)
assert.Error(t, err)
})
t.Run("invalid_JSON_data", func(t *testing.T) {
v := newValidateUtil(withOverflowCheck(), withMaxLenCheck())
jsonData := "hello"
f := &schemapb.FieldSchema{
DataType: schemapb.DataType_JSON,
IsDynamic: true,
}
data := &schemapb.FieldData{
FieldName: "json",
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_JsonData{
JsonData: &schemapb.JSONArray{
Data: [][]byte{[]byte(jsonData)},
},
},
},
},
}
err := v.checkJSONFieldData(data, f)
assert.Error(t, err)
})
}
func Test_validateUtil_checkLongFieldData(t *testing.T) {
v := newValidateUtil()
assert.Error(t, v.checkLongFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{},
}, nil))
assert.NoError(t, v.checkLongFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_LongData{
LongData: &schemapb.LongArray{
Data: []int64{1, 2, 3, 4},
},
},
},
},
}, nil))
}
func Test_validateUtil_checkFloatFieldData(t *testing.T) {
v := newValidateUtil(withNANCheck())
assert.Error(t, v.checkFloatFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{},
}, nil))
assert.NoError(t, v.checkFloatFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{1, 2, 3, 4},
},
},
},
},
}, nil))
assert.Error(t, v.checkFloatFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_FloatData{
FloatData: &schemapb.FloatArray{
Data: []float32{float32(math.NaN())},
},
},
},
},
}, nil))
}
func Test_validateUtil_checkDoubleFieldData(t *testing.T) {
v := newValidateUtil(withNANCheck())
assert.Error(t, v.checkDoubleFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Vectors{},
}, nil))
assert.NoError(t, v.checkDoubleFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{1, 2, 3, 4},
},
},
},
},
}, nil))
assert.Error(t, v.checkDoubleFieldData(&schemapb.FieldData{
Field: &schemapb.FieldData_Scalars{
Scalars: &schemapb.ScalarField{
Data: &schemapb.ScalarField_DoubleData{
DoubleData: &schemapb.DoubleArray{
Data: []float64{math.NaN()},
},
},
},
},
}, nil))
}
func TestCheckArrayElementNilData(t *testing.T) {
data := &schemapb.ArrayArray{
Data: []*schemapb.ScalarField{nil},
}
fieldSchema := &schemapb.FieldSchema{
Name: "test",
DataType: schemapb.DataType_Array,
ElementType: schemapb.DataType_Int64,
}
v := newValidateUtil()
err := v.checkArrayElement(data, fieldSchema)
assert.True(t, merr.ErrParameterInvalid.Is(err))
}
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