fix: [AddField] Fill default value in serde logic when field missing (#42891)

Related to #42856

Default value will be missing after segment get sorted/compacted. This
PR is a temp workaround since in long term default value shall be filled
with storage engine instead.

---------

Signed-off-by: Congqi Xia <congqi.xia@zilliz.com>
This commit is contained in:
congqixia 2025-06-23 14:20:41 +08:00 committed by GitHub
parent 24e24caf14
commit ee056f0bff
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GPG Key ID: B5690EEEBB952194
3 changed files with 290 additions and 6 deletions

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@ -22,8 +22,10 @@ import (
"github.com/apache/arrow/go/v17/arrow"
"github.com/apache/arrow/go/v17/arrow/array"
"github.com/apache/arrow/go/v17/arrow/memory"
"github.com/samber/lo"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
"github.com/milvus-io/milvus/pkg/v2/util/merr"
"github.com/milvus-io/milvus/pkg/v2/util/typeutil"
)
@ -235,6 +237,69 @@ func appendValueAt(builder array.Builder, a arrow.Array, idx int, defaultValue *
}
}
// GenerateEmptyArrayFromSchema generate empty array from schema
// If schema has default value, the array will bef filled with it.
// Otherwise, null will be used instead.
// If input schema is not nullable, an error will be returned.
func GenerateEmptyArrayFromSchema(schema *schemapb.FieldSchema, numRows int) (arrow.Array, error) {
// if not nullable, return error
if !schema.GetNullable() {
return nil, merr.WrapErrServiceInternal(fmt.Sprintf("missing field data %s", schema.Name))
}
dim, _ := typeutil.GetDim(schema)
builder := array.NewBuilder(memory.DefaultAllocator, serdeMap[schema.GetDataType()].arrowType(int(dim))) // serdeEntry[schema.GetDataType()].newBuilder()
if schema.GetDefaultValue() != nil {
switch schema.GetDataType() {
case schemapb.DataType_Bool:
bd := builder.(*array.BooleanBuilder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) bool { return schema.GetDefaultValue().GetBoolData() }),
nil)
case schemapb.DataType_Int8:
bd := builder.(*array.Int8Builder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) int8 { return int8(schema.GetDefaultValue().GetIntData()) }),
nil)
case schemapb.DataType_Int16:
bd := builder.(*array.Int16Builder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) int16 { return int16(schema.GetDefaultValue().GetIntData()) }),
nil)
case schemapb.DataType_Int32:
bd := builder.(*array.Int32Builder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) int32 { return schema.GetDefaultValue().GetIntData() }),
nil)
case schemapb.DataType_Int64:
bd := builder.(*array.Int64Builder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) int64 { return schema.GetDefaultValue().GetLongData() }),
nil)
case schemapb.DataType_Float:
bd := builder.(*array.Float32Builder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) float32 { return schema.GetDefaultValue().GetFloatData() }),
nil)
case schemapb.DataType_Double:
bd := builder.(*array.Float64Builder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) float64 { return schema.GetDefaultValue().GetDoubleData() }),
nil)
case schemapb.DataType_VarChar, schemapb.DataType_String:
bd := builder.(*array.StringBuilder)
bd.AppendValues(
lo.RepeatBy(numRows, func(_ int) string { return schema.GetDefaultValue().GetStringData() }),
nil)
default:
return nil, merr.WrapErrServiceInternal(fmt.Sprintf("Unexpected default value type: %s", schema.GetDataType().String()))
}
} else {
builder.AppendNulls(numRows)
}
return builder.NewArray(), nil
}
// RecordBuilder is a helper to build arrow record.
// Due to current arrow impl (v12), the write performance is largely dependent on the batch size,
// small batch size will cause write performance degradation. To work around this issue, we accumulate

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@ -0,0 +1,220 @@
// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package storage
import (
"math/rand"
"testing"
"github.com/stretchr/testify/assert"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
)
func TestGenerateEmptyArray(t *testing.T) {
type testCase struct {
tag string
field *schemapb.FieldSchema
expectErr bool
expectNull bool
expectValue any
}
cases := []testCase{
{
tag: "no_default_value",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Int8,
Nullable: true,
},
expectErr: false,
expectNull: true,
},
{
tag: "int8",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Int8,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 10,
},
},
},
expectErr: false,
expectNull: false,
expectValue: int8(10),
},
{
tag: "int16",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Int16,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 16,
},
},
},
expectErr: false,
expectNull: false,
expectValue: int16(16),
},
{
tag: "int32",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Int32,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 32,
},
},
},
expectErr: false,
expectNull: false,
expectValue: int32(32),
},
{
tag: "int64",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Int64,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_LongData{
LongData: 64,
},
},
},
expectErr: false,
expectNull: false,
expectValue: int64(64),
},
{
tag: "bool",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Bool,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_BoolData{
BoolData: true,
},
},
},
expectErr: false,
expectNull: false,
expectValue: true,
},
{
tag: "float",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Float,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_FloatData{
FloatData: 0.1,
},
},
},
expectErr: false,
expectNull: false,
expectValue: float32(0.1),
},
{
tag: "double",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Double,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_DoubleData{
DoubleData: 1.2,
},
},
},
expectErr: false,
expectNull: false,
expectValue: float64(1.2),
},
{
tag: "varchar",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_VarChar,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_StringData{
StringData: "varchar",
},
},
},
expectErr: false,
expectNull: false,
expectValue: "varchar",
},
{
tag: "invalid_schema_datatype",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_FloatVector,
Nullable: true,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 10,
},
},
},
expectErr: true,
},
{
tag: "invalid_schema_nullable",
field: &schemapb.FieldSchema{
DataType: schemapb.DataType_Int8,
Nullable: false,
DefaultValue: &schemapb.ValueField{
Data: &schemapb.ValueField_IntData{
IntData: 10,
},
},
},
expectErr: true,
},
}
for _, tc := range cases {
t.Run(tc.tag, func(t *testing.T) {
rowNum := rand.Intn(100) + 1
a, err := GenerateEmptyArrayFromSchema(tc.field, rowNum)
switch {
case tc.expectErr:
assert.Error(t, err)
case tc.expectNull:
assert.NoError(t, err)
assert.EqualValues(t, rowNum, a.Len())
for i := range rowNum {
assert.True(t, a.IsNull(i))
}
default:
assert.NoError(t, err)
assert.EqualValues(t, rowNum, a.Len())
for i := range rowNum {
value, ok := serdeMap[tc.field.DataType].deserialize(a, i)
assert.True(t, a.IsValid(i))
assert.True(t, ok)
assert.Equal(t, tc.expectValue, value)
}
}
})
}
}

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@ -122,13 +122,12 @@ func (crr *CompositeBinlogRecordReader) Next() (Record, error) {
// If the field is not in the current batch, fill with null array
// Note that we're intentionally not filling default value here, because the
// deserializer will fill them later.
if !f.Nullable {
return nil, merr.WrapErrServiceInternal(fmt.Sprintf("missing field data %s", f.Name))
numRows := int(crr.rrs[0].Record().NumRows())
arr, err := GenerateEmptyArrayFromSchema(f, numRows)
if err != nil {
return nil, err
}
dim, _ := typeutil.GetDim(f)
builder := array.NewBuilder(memory.DefaultAllocator, serdeMap[f.DataType].arrowType(int(dim)))
builder.AppendNulls(int(crr.rrs[0].Record().NumRows()))
recs[i] = builder.NewArray()
recs[i] = arr
}
}
return &compositeRecord{