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307 lines
9.7 KiB
Go
307 lines
9.7 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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"github.com/cockroachdb/errors"
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"github.com/samber/lo"
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"github.com/milvus-io/milvus-proto/go-api/v3/commonpb"
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"github.com/milvus-io/milvus-proto/go-api/v3/schemapb"
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"github.com/milvus-io/milvus/pkg/v3/util/typeutil"
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)
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const (
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// TypeParamDim is the const for field type param dimension
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TypeParamDim = "dim"
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// TypeParamMaxLength is the const for varchar type maximal length
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TypeParamMaxLength = "max_length"
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// TypeParamMaxCapacity is the const for array type max capacity
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TypeParamMaxCapacity = `max_capacity`
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// TypeParamEnableMatch is the const for enable text match
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TypeParamEnableMatch = `enable_match`
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// ClStrong strong consistency level
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ClStrong ConsistencyLevel = ConsistencyLevel(commonpb.ConsistencyLevel_Strong)
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// ClBounded bounded consistency level with default tolerance of 5 seconds
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ClBounded ConsistencyLevel = ConsistencyLevel(commonpb.ConsistencyLevel_Bounded)
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// ClSession session consistency level
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ClSession ConsistencyLevel = ConsistencyLevel(commonpb.ConsistencyLevel_Session)
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// ClEvenually eventually consistency level
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ClEventually ConsistencyLevel = ConsistencyLevel(commonpb.ConsistencyLevel_Eventually)
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// ClCustomized customized consistency level and users pass their own `guarantee_timestamp`.
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ClCustomized ConsistencyLevel = ConsistencyLevel(commonpb.ConsistencyLevel_Customized)
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)
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// ConsistencyLevel enum type for collection Consistency Level
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type ConsistencyLevel commonpb.ConsistencyLevel
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// CommonConsistencyLevel returns corresponding commonpb.ConsistencyLevel
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func (cl ConsistencyLevel) CommonConsistencyLevel() commonpb.ConsistencyLevel {
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return commonpb.ConsistencyLevel(cl)
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}
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// Schema represents schema info of collection in milvus
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type Schema struct {
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CollectionName string
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Description string
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AutoID bool
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Fields []*Field
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EnableDynamicField bool
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Functions []*Function
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ExternalSource string // External data source (e.g., "s3://bucket/path")
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ExternalSpec string // External source config (JSON)
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pkField *Field
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}
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// NewSchema creates an empty schema object.
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func NewSchema() *Schema {
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return &Schema{}
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}
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// WithName sets the name value of schema, returns schema itself.
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func (s *Schema) WithName(name string) *Schema {
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s.CollectionName = name
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return s
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}
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// WithDescription sets the description value of schema, returns schema itself.
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func (s *Schema) WithDescription(desc string) *Schema {
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s.Description = desc
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return s
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}
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func (s *Schema) WithAutoID(autoID bool) *Schema {
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s.AutoID = autoID
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return s
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}
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func (s *Schema) WithDynamicFieldEnabled(dynamicEnabled bool) *Schema {
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s.EnableDynamicField = dynamicEnabled
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return s
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}
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// WithExternalSource sets the external source for the schema (e.g., "s3://bucket/path").
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func (s *Schema) WithExternalSource(externalSource string) *Schema {
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s.ExternalSource = externalSource
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return s
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}
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// WithExternalSpec sets the external spec configuration (JSON format).
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func (s *Schema) WithExternalSpec(externalSpec string) *Schema {
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s.ExternalSpec = externalSpec
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return s
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}
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// WithField adds a field into schema and returns schema itself.
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func (s *Schema) WithField(f *Field) *Schema {
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if f.PrimaryKey {
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s.pkField = f
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}
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s.Fields = append(s.Fields, f)
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return s
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}
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func (s *Schema) WithFunction(f *Function) *Schema {
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s.Functions = append(s.Functions, f)
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return s
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}
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// ProtoMessage returns corresponding server.CollectionSchema
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func (s *Schema) ProtoMessage() *schemapb.CollectionSchema {
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r := &schemapb.CollectionSchema{
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Name: s.CollectionName,
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Description: s.Description,
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AutoID: s.AutoID,
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EnableDynamicField: s.EnableDynamicField,
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ExternalSource: s.ExternalSource,
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ExternalSpec: s.ExternalSpec,
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}
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r.Fields = lo.FilterMap(s.Fields, func(field *Field, _ int) (*schemapb.FieldSchema, bool) {
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if field.DataType == FieldTypeArray && field.ElementType == FieldTypeStruct {
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return nil, false
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}
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return field.ProtoMessage(), true
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})
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r.Functions = lo.Map(s.Functions, func(function *Function, _ int) *schemapb.FunctionSchema {
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return function.ProtoMessage()
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})
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r.StructArrayFields = lo.FilterMap(s.Fields, func(field *Field, _ int) (*schemapb.StructArrayFieldSchema, bool) {
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if field.DataType != FieldTypeArray || field.ElementType != FieldTypeStruct {
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return nil, false
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}
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f := &schemapb.StructArrayFieldSchema{
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Name: field.Name,
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Description: field.Description,
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TypeParams: MapKvPairs(field.TypeParams),
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Nullable: field.Nullable,
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}
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// max_capacity declared on the parent struct field must be carried onto each sub-field's
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// type params — the server validates it per sub-field on insert.
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parentMaxCap, hasParentMaxCap := field.TypeParams[TypeParamMaxCapacity]
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if field.StructSchema != nil {
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f.Fields = lo.Map(field.StructSchema.Fields, func(sub *Field, _ int) *schemapb.FieldSchema {
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// translate to ArrayStruct
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p := sub.ProtoMessage()
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p.ElementType = p.DataType
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if typeutil.IsVectorType(p.DataType) {
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p.DataType = schemapb.DataType_ArrayOfVector
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} else {
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p.DataType = schemapb.DataType_Array
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}
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if hasParentMaxCap {
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if _, ok := sub.TypeParams[TypeParamMaxCapacity]; !ok {
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p.TypeParams = append(p.TypeParams, &commonpb.KeyValuePair{
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Key: TypeParamMaxCapacity,
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Value: parentMaxCap,
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})
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}
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}
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return p
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})
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}
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return f, true
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})
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return r
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}
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// ReadProto parses proto Collection Schema
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func (s *Schema) ReadProto(p *schemapb.CollectionSchema) *Schema {
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s.Description = p.GetDescription()
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s.CollectionName = p.GetName()
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s.EnableDynamicField = p.GetEnableDynamicField()
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s.ExternalSource = p.GetExternalSource()
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s.ExternalSpec = p.GetExternalSpec()
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// fields
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s.Fields = make([]*Field, 0, len(p.GetFields())+len(p.GetStructArrayFields()))
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for _, fp := range p.GetFields() {
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field := NewField().ReadProto(fp)
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if fp.GetAutoID() {
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s.AutoID = true
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}
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if field.PrimaryKey {
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s.pkField = field
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}
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s.Fields = append(s.Fields, field)
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}
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// struct array fields
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for _, sp := range p.GetStructArrayFields() {
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s.Fields = append(s.Fields, structArrayFieldFromProto(sp))
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}
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// functions
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s.Functions = lo.Map(p.GetFunctions(), func(fn *schemapb.FunctionSchema, _ int) *Function {
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return NewFunction().ReadProto(fn)
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})
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return s
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}
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// structArrayFieldFromProto reverses the ProtoMessage transformation for struct array fields.
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// Server returns struct sub-fields with DataType_Array / DataType_ArrayOfVector and the original
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// element type carried in ElementType. We restore the user-facing Field where DataType is the
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// original (scalar or vector) type.
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func structArrayFieldFromProto(p *schemapb.StructArrayFieldSchema) *Field {
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structSchema := NewStructSchema()
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typeParams := KvPairsMap(p.GetTypeParams())
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for _, sf := range p.GetFields() {
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field := NewField().ReadProto(sf)
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// unwrap Array/ArrayOfVector wrapper added by ProtoMessage()
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switch sf.GetDataType() {
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case schemapb.DataType_Array, schemapb.DataType_ArrayOfVector:
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field.DataType = FieldType(sf.GetElementType())
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field.ElementType = 0
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}
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if _, ok := typeParams[TypeParamMaxCapacity]; !ok {
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if maxCapacity, has := field.TypeParams[TypeParamMaxCapacity]; has {
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typeParams[TypeParamMaxCapacity] = maxCapacity
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}
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}
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structSchema.WithField(field)
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}
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return &Field{
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ID: p.GetFieldID(),
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Name: p.GetName(),
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Description: p.GetDescription(),
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DataType: FieldTypeArray,
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ElementType: FieldTypeStruct,
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TypeParams: typeParams,
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Nullable: p.GetNullable(),
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StructSchema: structSchema,
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}
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}
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// Validate performs client-side sanity checks on the schema. Currently enforces struct-array
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// sub-field rules; may grow over time. Callers should invoke this before CreateCollection; the
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// CreateCollection client path invokes it automatically so users opt in by default.
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func (s *Schema) Validate() error {
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if s == nil {
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return errors.New("nil schema")
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}
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for _, field := range s.Fields {
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if field == nil {
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return errors.New("schema contains nil field")
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}
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if field.DataType == FieldTypeArray && field.ElementType == FieldTypeStruct {
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if err := field.StructSchema.Validate(field.Name); err != nil {
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return err
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}
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}
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}
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return nil
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}
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// PKFieldName returns pk field name for this schemapb.
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func (s *Schema) PKFieldName() string {
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if s.pkField == nil {
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return ""
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}
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return s.pkField.Name
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}
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// PKField returns PK Field schema for this schema.
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func (s *Schema) PKField() *Field {
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return s.pkField
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}
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// MapKvPairs converts map into commonpb.KeyValuePair slice
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func MapKvPairs(m map[string]string) []*commonpb.KeyValuePair {
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pairs := make([]*commonpb.KeyValuePair, 0, len(m))
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for k, v := range m {
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pairs = append(pairs, &commonpb.KeyValuePair{
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Key: k,
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Value: v,
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})
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}
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return pairs
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}
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// KvPairsMap converts commonpb.KeyValuePair slices into map
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func KvPairsMap(kvps []*commonpb.KeyValuePair) map[string]string {
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m := make(map[string]string)
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for _, kvp := range kvps {
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m[kvp.Key] = kvp.Value
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}
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return m
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}
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