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271 lines
6.9 KiB
Go
271 lines
6.9 KiB
Go
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package row
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import (
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"testing"
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"github.com/stretchr/testify/assert"
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"github.com/milvus-io/milvus/client/v2/entity"
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)
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// ArrayRow test case type
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type ArrayRow [16]float32
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func (ar *ArrayRow) Collection() string { return "" }
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func (ar *ArrayRow) Partition() string { return "" }
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func (ar *ArrayRow) Description() string { return "" }
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type Uint8Struct struct {
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Attr uint8
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}
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type StringArrayStruct struct {
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Vector [8]string
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}
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type StringSliceStruct struct {
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Vector []string `milvus:"dim:8"`
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}
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type SliceNoDimStruct struct {
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Vector []float32 `milvus:""`
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}
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type SliceBadDimStruct struct {
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Vector []float32 `milvus:"dim:str"`
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}
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type SliceBadDimStruct2 struct {
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Vector []float32 `milvus:"dim:0"`
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}
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func TestParseSchema(t *testing.T) {
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t.Run("invalid cases", func(t *testing.T) {
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// anonymous struct with default collection name ("") will cause error
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anonymusStruct := struct{}{}
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sch, err := ParseSchema(anonymusStruct)
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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// non struct
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arrayRow := ArrayRow([16]float32{})
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sch, err = ParseSchema(&arrayRow)
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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// uint8 not supported
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sch, err = ParseSchema(&Uint8Struct{})
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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// string array not supported
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sch, err = ParseSchema(&StringArrayStruct{})
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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// string slice not supported
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sch, err = ParseSchema(&StringSliceStruct{})
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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// slice vector with no dim
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sch, err = ParseSchema(&SliceNoDimStruct{})
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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// slice vector with bad format dim
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sch, err = ParseSchema(&SliceBadDimStruct{})
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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// slice vector with bad format dim 2
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sch, err = ParseSchema(&SliceBadDimStruct2{})
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assert.Nil(t, sch)
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assert.NotNil(t, err)
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})
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t.Run("valid cases", func(t *testing.T) {
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getVectorField := func(schema *entity.Schema) *entity.Field {
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for _, field := range schema.Fields {
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if field.DataType == entity.FieldTypeFloatVector ||
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field.DataType == entity.FieldTypeBinaryVector ||
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field.DataType == entity.FieldTypeBFloat16Vector ||
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field.DataType == entity.FieldTypeFloat16Vector {
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return field
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}
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}
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return nil
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}
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type ValidStruct struct {
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ID int64 `milvus:"primary_key"`
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Attr1 int8
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Attr2 int16
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Attr3 int32
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Attr4 float32
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Attr5 float64
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Attr6 string
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Vector []float32 `milvus:"dim:128"`
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}
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vs := &ValidStruct{}
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sch, err := ParseSchema(vs)
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assert.Nil(t, err)
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assert.NotNil(t, sch)
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assert.Equal(t, "ValidStruct", sch.CollectionName)
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type ValidFp16Struct struct {
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ID int64 `milvus:"primary_key"`
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Attr1 int8
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Attr2 int16
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Attr3 int32
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Attr4 float32
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Attr5 float64
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Attr6 string
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Vector []byte `milvus:"dim:128;vector_type:fp16"`
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}
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fp16Vs := &ValidFp16Struct{}
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sch, err = ParseSchema(fp16Vs)
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assert.Nil(t, err)
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assert.NotNil(t, sch)
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assert.Equal(t, "ValidFp16Struct", sch.CollectionName)
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vectorField := getVectorField(sch)
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assert.Equal(t, entity.FieldTypeFloat16Vector, vectorField.DataType)
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type ValidBf16Struct struct {
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ID int64 `milvus:"primary_key"`
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Attr1 int8
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Attr2 int16
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Attr3 int32
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Attr4 float32
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Attr5 float64
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Attr6 string
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Vector []byte `milvus:"dim:128;vector_type:bf16"`
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}
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bf16Vs := &ValidBf16Struct{}
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sch, err = ParseSchema(bf16Vs)
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assert.Nil(t, err)
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assert.NotNil(t, sch)
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assert.Equal(t, "ValidBf16Struct", sch.CollectionName)
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vectorField = getVectorField(sch)
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assert.Equal(t, entity.FieldTypeBFloat16Vector, vectorField.DataType)
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type ValidByteStruct struct {
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ID int64 `milvus:"primary_key"`
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Vector []byte `milvus:"dim:128"`
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}
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vs2 := &ValidByteStruct{}
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sch, err = ParseSchema(vs2)
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assert.Nil(t, err)
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assert.NotNil(t, sch)
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type ValidArrayStruct struct {
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ID int64 `milvus:"primary_key"`
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Vector [64]float32
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}
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vs3 := &ValidArrayStruct{}
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sch, err = ParseSchema(vs3)
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assert.Nil(t, err)
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assert.NotNil(t, sch)
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type ValidArrayStructByte struct {
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ID int64 `milvus:"primary_key;auto_id"`
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Data *string `milvus:"extra:test\\;false"`
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Vector [64]byte
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}
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vs4 := &ValidArrayStructByte{}
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sch, err = ParseSchema(vs4)
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assert.Nil(t, err)
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assert.NotNil(t, sch)
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vs5 := &ValidStructWithNamedTag{}
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sch, err = ParseSchema(vs5)
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assert.Nil(t, err)
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assert.NotNil(t, sch)
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i64f, vecf := false, false
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for _, field := range sch.Fields {
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if field.Name == "id" {
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i64f = true
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}
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if field.Name == "vector" {
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vecf = true
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}
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}
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assert.True(t, i64f)
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assert.True(t, vecf)
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})
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t.Run("nullable_pointer_fields", func(t *testing.T) {
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type NullableStruct struct {
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ID int64 `milvus:"primary_key"`
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Name *string `milvus:"max_length:256"`
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Age *int32
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Score *float64
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Active *bool
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Vector []float32 `milvus:"dim:16"`
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}
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sch, err := ParseSchema(&NullableStruct{})
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assert.NoError(t, err)
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assert.NotNil(t, sch)
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fieldMap := make(map[string]*entity.Field)
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for _, f := range sch.Fields {
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fieldMap[f.Name] = f
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}
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// PK field should NOT be nullable even if it were a pointer (it's not here)
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assert.False(t, fieldMap["ID"].Nullable)
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// Pointer fields should be nullable
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assert.True(t, fieldMap["Name"].Nullable)
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assert.Equal(t, entity.FieldTypeVarChar, fieldMap["Name"].DataType)
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assert.True(t, fieldMap["Age"].Nullable)
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assert.Equal(t, entity.FieldTypeInt32, fieldMap["Age"].DataType)
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assert.True(t, fieldMap["Score"].Nullable)
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assert.Equal(t, entity.FieldTypeDouble, fieldMap["Score"].DataType)
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assert.True(t, fieldMap["Active"].Nullable)
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assert.Equal(t, entity.FieldTypeBool, fieldMap["Active"].DataType)
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// Non-pointer fields should NOT be nullable
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assert.False(t, fieldMap["Vector"].Nullable)
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})
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t.Run("pointer_pk_not_nullable", func(t *testing.T) {
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type PtrPKStruct struct {
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ID *int64 `milvus:"primary_key"`
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Vector []float32 `milvus:"dim:16"`
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}
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sch, err := ParseSchema(&PtrPKStruct{})
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assert.NoError(t, err)
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assert.NotNil(t, sch)
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for _, f := range sch.Fields {
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if f.Name == "ID" {
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assert.True(t, f.PrimaryKey)
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assert.False(t, f.Nullable, "PK field should not be nullable")
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}
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}
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})
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}
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