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255 lines
11 KiB
Go
255 lines
11 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 entity
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import (
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"testing"
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"github.com/stretchr/testify/assert"
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)
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func TestFieldSchema(t *testing.T) {
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fields := []*Field{
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NewField().WithName("int_field").WithDataType(FieldTypeInt64).WithIsAutoID(true).WithIsPrimaryKey(true).WithDescription("int_field desc"),
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NewField().WithName("string_field").WithDataType(FieldTypeString).WithIsAutoID(false).WithIsPrimaryKey(true).WithIsDynamic(false).WithTypeParams("max_len", "32").WithDescription("string_field desc"),
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NewField().WithName("partition_key").WithDataType(FieldTypeInt32).WithIsPartitionKey(true),
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NewField().WithName("array_field").WithDataType(FieldTypeArray).WithElementType(FieldTypeBool).WithMaxCapacity(128),
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NewField().WithName("clustering_key").WithDataType(FieldTypeInt32).WithIsClusteringKey(true),
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NewField().WithName("varchar_text").WithDataType(FieldTypeVarChar).WithMaxLength(65535).WithEnableAnalyzer(true).WithAnalyzerParams(map[string]any{}).WithMultiAnalyzerParams(map[string]any{}).WithEnableMatch(true),
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NewField().WithName("default_value_bool").WithDataType(FieldTypeBool).WithDefaultValueBool(true),
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NewField().WithName("default_value_int").WithDataType(FieldTypeInt32).WithDefaultValueInt(1),
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NewField().WithName("default_value_long").WithDataType(FieldTypeInt64).WithDefaultValueLong(1),
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NewField().WithName("default_value_float").WithDataType(FieldTypeFloat).WithDefaultValueFloat(1),
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NewField().WithName("default_value_double").WithDataType(FieldTypeDouble).WithDefaultValueDouble(1),
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NewField().WithName("default_value_string").WithDataType(FieldTypeString).WithDefaultValueString("a"),
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}
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for _, field := range fields {
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fieldSchema := field.ProtoMessage()
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assert.Equal(t, field.ID, fieldSchema.GetFieldID())
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assert.Equal(t, field.Name, fieldSchema.GetName())
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assert.EqualValues(t, field.DataType, fieldSchema.GetDataType())
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assert.Equal(t, field.AutoID, fieldSchema.GetAutoID())
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assert.Equal(t, field.PrimaryKey, fieldSchema.GetIsPrimaryKey())
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assert.Equal(t, field.IsPartitionKey, fieldSchema.GetIsPartitionKey())
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assert.Equal(t, field.IsClusteringKey, fieldSchema.GetIsClusteringKey())
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assert.Equal(t, field.IsDynamic, fieldSchema.GetIsDynamic())
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assert.Equal(t, field.Description, fieldSchema.GetDescription())
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assert.Equal(t, field.TypeParams, KvPairsMap(fieldSchema.GetTypeParams()))
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assert.EqualValues(t, field.ElementType, fieldSchema.GetElementType())
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// marshal & unmarshal, still equals
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nf := &Field{}
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nf = nf.ReadProto(fieldSchema)
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assert.Equal(t, field.ID, nf.ID)
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assert.Equal(t, field.Name, nf.Name)
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assert.EqualValues(t, field.DataType, nf.DataType)
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assert.Equal(t, field.AutoID, nf.AutoID)
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assert.Equal(t, field.PrimaryKey, nf.PrimaryKey)
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assert.Equal(t, field.Description, nf.Description)
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assert.Equal(t, field.IsDynamic, nf.IsDynamic)
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assert.Equal(t, field.IsPartitionKey, nf.IsPartitionKey)
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assert.Equal(t, field.IsClusteringKey, nf.IsClusteringKey)
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assert.EqualValues(t, field.TypeParams, nf.TypeParams)
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assert.EqualValues(t, field.ElementType, nf.ElementType)
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}
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assert.NotPanics(t, func() {
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(&Field{}).WithTypeParams("a", "b")
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})
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}
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func TestStructSchema(t *testing.T) {
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// Test NewStructSchema
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schema := NewStructSchema()
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assert.NotNil(t, schema)
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assert.Empty(t, schema.Fields)
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// Test WithField
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field1 := NewField().WithName("age").WithDataType(FieldTypeInt32)
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field2 := NewField().WithName("name").WithDataType(FieldTypeVarChar).WithMaxLength(100)
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field3 := NewField().WithName("score").WithDataType(FieldTypeFloat)
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schema.WithField(field1).WithField(field2).WithField(field3)
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assert.Equal(t, 3, len(schema.Fields))
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assert.Equal(t, "age", schema.Fields[0].Name)
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assert.Equal(t, FieldTypeInt32, schema.Fields[0].DataType)
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assert.Equal(t, "name", schema.Fields[1].Name)
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assert.Equal(t, FieldTypeVarChar, schema.Fields[1].DataType)
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assert.Equal(t, "score", schema.Fields[2].Name)
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assert.Equal(t, FieldTypeFloat, schema.Fields[2].DataType)
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}
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func TestStructSchemaValidate(t *testing.T) {
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t.Run("ok: mixed scalar and vector sub-fields", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("tag").WithDataType(FieldTypeVarChar).WithMaxLength(64)).
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WithField(NewField().WithName("emb").WithDataType(FieldTypeFloatVector).WithDim(8))
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assert.NoError(t, ss.Validate("clips"))
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})
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t.Run("empty sub-fields", func(t *testing.T) {
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assert.Error(t, NewStructSchema().Validate("clips"))
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})
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t.Run("duplicate sub-field name", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt32)).
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt32))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject nested array", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeArray).WithElementType(FieldTypeInt32))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject primary key / nullable / autoID", func(t *testing.T) {
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assert.Error(t, NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt32).WithIsPrimaryKey(true)).
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Validate("clips"))
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assert.Error(t, NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt32).WithNullable(true)).
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Validate("clips"))
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assert.Error(t, NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt32).WithIsAutoID(true)).
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Validate("clips"))
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})
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t.Run("nil struct schema", func(t *testing.T) {
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var ss *StructSchema
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("nil sub-field", func(t *testing.T) {
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ss := &StructSchema{Fields: []*Field{nil}}
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("sub-field with empty name", func(t *testing.T) {
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ss := NewStructSchema().WithField(NewField().WithDataType(FieldTypeInt32))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject nested struct sub-field", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeStruct))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject sparse vector sub-field", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeSparseVector))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject partition key sub-field", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt64).WithIsPartitionKey(true))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject clustering key sub-field", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt64).WithIsClusteringKey(true))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject dynamic sub-field", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt64).WithIsDynamic(true))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject default value sub-field", func(t *testing.T) {
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt64).WithDefaultValueLong(7))
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assert.Error(t, ss.Validate("clips"))
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})
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t.Run("reject nested struct schema inside sub-field", func(t *testing.T) {
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inner := NewStructSchema().WithField(NewField().WithName("x").WithDataType(FieldTypeInt32))
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ss := NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeInt64).WithStructSchema(inner))
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assert.Error(t, ss.Validate("clips"))
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})
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}
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func TestSchemaValidateExtra(t *testing.T) {
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t.Run("nil schema", func(t *testing.T) {
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var s *Schema
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assert.Error(t, s.Validate())
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})
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t.Run("schema with nil field", func(t *testing.T) {
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s := &Schema{Fields: []*Field{nil}}
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assert.Error(t, s.Validate())
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})
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t.Run("non-struct fields are skipped", func(t *testing.T) {
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// Only FieldTypeArray + ElementType=FieldTypeStruct triggers StructSchema validation.
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s := NewSchema().WithName("c").
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WithField(NewField().WithName("id").WithDataType(FieldTypeInt64).WithIsPrimaryKey(true)).
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WithField(NewField().WithName("tags").WithDataType(FieldTypeArray).WithElementType(FieldTypeInt32))
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assert.NoError(t, s.Validate())
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})
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}
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func TestSchemaValidateStructArray(t *testing.T) {
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// valid schema passes
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s := NewSchema().WithName("c").
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WithField(NewField().WithName("id").WithDataType(FieldTypeInt64).WithIsPrimaryKey(true)).
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WithField(NewField().WithName("clips").
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WithDataType(FieldTypeArray).WithElementType(FieldTypeStruct).
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WithMaxCapacity(32).
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WithStructSchema(NewStructSchema().
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WithField(NewField().WithName("tag").WithDataType(FieldTypeVarChar).WithMaxLength(64)).
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WithField(NewField().WithName("emb").WithDataType(FieldTypeFloatVector).WithDim(8))))
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assert.NoError(t, s.Validate())
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// schema with invalid struct sub-field fails
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bad := NewSchema().WithName("c").
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WithField(NewField().WithName("id").WithDataType(FieldTypeInt64).WithIsPrimaryKey(true)).
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WithField(NewField().WithName("clips").
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WithDataType(FieldTypeArray).WithElementType(FieldTypeStruct).
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WithStructSchema(NewStructSchema().
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WithField(NewField().WithName("a").WithDataType(FieldTypeStruct))))
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assert.Error(t, bad.Validate())
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}
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func TestFieldWithStructSchema(t *testing.T) {
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// Create a struct schema
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structSchema := NewStructSchema().
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WithField(NewField().WithName("id").WithDataType(FieldTypeInt64)).
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WithField(NewField().WithName("value").WithDataType(FieldTypeDouble))
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// Create a field with struct schema
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field := NewField().
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WithName("struct_array_field").
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WithDataType(FieldTypeArray).
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WithElementType(FieldTypeStruct).
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WithStructSchema(structSchema)
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assert.NotNil(t, field.StructSchema)
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assert.Equal(t, 2, len(field.StructSchema.Fields))
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assert.Equal(t, "id", field.StructSchema.Fields[0].Name)
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assert.Equal(t, FieldTypeInt64, field.StructSchema.Fields[0].DataType)
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assert.Equal(t, "value", field.StructSchema.Fields[1].Name)
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assert.Equal(t, FieldTypeDouble, field.StructSchema.Fields[1].DataType)
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}
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