milvus/client/milvusclient/collection_options.go
marcelo-cjl 3b599441fd
feat: Add nullable vector support for proxy and querynode (#46305)
related: #45993 

This commit extends nullable vector support to the proxy layer,
querynode,
and adds comprehensive validation, search reduce, and field data
handling
    for nullable vectors with sparse storage.
    
    Proxy layer changes:
- Update validate_util.go checkAligned() with getExpectedVectorRows()
helper
      to validate nullable vector field alignment using valid data count
- Update checkFloatVectorFieldData/checkSparseFloatVectorFieldData for
      nullable vector validation with proper row count expectations
- Add FieldDataIdxComputer in typeutil/schema.go for logical-to-physical
      index translation during search reduce operations
- Update search_reduce_util.go reduceSearchResultData to use
idxComputers
      for correct field data indexing with nullable vectors
- Update task.go, task_query.go, task_upsert.go for nullable vector
handling
    - Update msg_pack.go with nullable vector field data processing
    
    QueryNode layer changes:
    - Update segments/result.go for nullable vector result handling
- Update segments/search_reduce.go with nullable vector offset
translation
    
    Storage and index changes:
- Update data_codec.go and utils.go for nullable vector serialization
- Update indexcgowrapper/dataset.go and index.go for nullable vector
indexing
    
    Utility changes:
- Add FieldDataIdxComputer struct with Compute() method for efficient
      logical-to-physical index mapping across multiple field data
- Update EstimateEntitySize() and AppendFieldData() with fieldIdxs
parameter
    - Update funcutil.go with nullable vector support functions

<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

* **New Features**
* Full support for nullable vector fields (float, binary, float16,
bfloat16, int8, sparse) across ingest, storage, indexing, search and
retrieval; logical↔physical offset mapping preserves row semantics.
  * Client: compaction control and compaction-state APIs.

* **Bug Fixes**
* Improved validation for adding vector fields (nullable + dimension
checks) and corrected search/query behavior for nullable vectors.

* **Chores**
  * Persisted validity maps with indexes and on-disk formats.

* **Tests**
  * Extensive new and updated end-to-end nullable-vector tests.

<sub>✏️ Tip: You can customize this high-level summary in your review
settings.</sub>
<!-- end of auto-generated comment: release notes by coderabbit.ai -->

---------

Signed-off-by: marcelo-cjl <marcelo.chen@zilliz.com>
2025-12-24 10:13:19 +08:00

440 lines
13 KiB
Go

// 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 milvusclient
import (
"fmt"
"google.golang.org/protobuf/proto"
"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
"github.com/milvus-io/milvus-proto/go-api/v2/milvuspb"
"github.com/milvus-io/milvus/client/v2/entity"
"github.com/milvus-io/milvus/client/v2/index"
)
// CreateCollectionOption is the interface builds CreateCollectionRequest.
type CreateCollectionOption interface {
// Request is the method returns the composed request.
Request() *milvuspb.CreateCollectionRequest
// Indexes is the method returns IndexOption to create
Indexes() []CreateIndexOption
IsFast() bool
}
// createCollectionOption contains all the parameters to create collection.
type createCollectionOption struct {
name string
shardNum int32
// fast create collection params
varcharPK bool
varcharPKMaxLength int
pkFieldName string
vectorFieldName string
dim int64
autoID bool
enabledDynamicSchema bool
// advanced create collection params
schema *entity.Schema
consistencyLevel entity.ConsistencyLevel
properties map[string]string
// partition key
numPartitions int64
indexOptions []CreateIndexOption
// is fast create collection
isFast bool
// fast creation with index
metricType entity.MetricType
}
func (opt *createCollectionOption) WithAutoID(autoID bool) *createCollectionOption {
opt.autoID = autoID
return opt
}
func (opt *createCollectionOption) WithShardNum(shardNum int32) *createCollectionOption {
opt.shardNum = shardNum
return opt
}
func (opt *createCollectionOption) WithDynamicSchema(dynamicSchema bool) *createCollectionOption {
opt.enabledDynamicSchema = dynamicSchema
return opt
}
func (opt *createCollectionOption) WithVarcharPK(varcharPK bool, maxLen int) *createCollectionOption {
opt.varcharPK = varcharPK
opt.varcharPKMaxLength = maxLen
return opt
}
func (opt *createCollectionOption) WithIndexOptions(indexOpts ...CreateIndexOption) *createCollectionOption {
opt.indexOptions = indexOpts
return opt
}
func (opt *createCollectionOption) WithProperty(key string, value any) *createCollectionOption {
opt.properties[key] = fmt.Sprintf("%v", value)
return opt
}
func (opt *createCollectionOption) WithConsistencyLevel(cl entity.ConsistencyLevel) *createCollectionOption {
opt.consistencyLevel = cl
return opt
}
func (opt *createCollectionOption) WithMetricType(metricType entity.MetricType) *createCollectionOption {
opt.metricType = metricType
return opt
}
func (opt *createCollectionOption) WithPKFieldName(name string) *createCollectionOption {
opt.pkFieldName = name
return opt
}
func (opt *createCollectionOption) WithVectorFieldName(name string) *createCollectionOption {
opt.vectorFieldName = name
return opt
}
func (opt *createCollectionOption) WithNumPartitions(numPartitions int64) *createCollectionOption {
opt.numPartitions = numPartitions
return opt
}
func (opt *createCollectionOption) Request() *milvuspb.CreateCollectionRequest {
// fast create collection
if opt.isFast {
var pkField *entity.Field
if opt.varcharPK {
pkField = entity.NewField().WithDataType(entity.FieldTypeVarChar).WithMaxLength(int64(opt.varcharPKMaxLength))
} else {
pkField = entity.NewField().WithDataType(entity.FieldTypeInt64)
}
pkField = pkField.WithName(opt.pkFieldName).WithIsPrimaryKey(true).WithIsAutoID(opt.autoID)
opt.schema = entity.NewSchema().
WithName(opt.name).
WithAutoID(opt.autoID).
WithDynamicFieldEnabled(opt.enabledDynamicSchema).
WithField(pkField).
WithField(entity.NewField().WithName(opt.vectorFieldName).WithDataType(entity.FieldTypeFloatVector).WithDim(opt.dim))
}
var schemaBytes []byte
if opt.schema != nil {
opt.schema.WithName(opt.name)
schemaProto := opt.schema.ProtoMessage()
schemaBytes, _ = proto.Marshal(schemaProto)
}
return &milvuspb.CreateCollectionRequest{
DbName: "", // reserved fields, not used for now
CollectionName: opt.name,
Schema: schemaBytes,
ShardsNum: opt.shardNum,
ConsistencyLevel: commonpb.ConsistencyLevel(opt.consistencyLevel),
NumPartitions: opt.numPartitions,
Properties: entity.MapKvPairs(opt.properties),
}
}
func (opt *createCollectionOption) Indexes() []CreateIndexOption {
// fast create
if opt.isFast && opt.indexOptions == nil {
return []CreateIndexOption{
NewCreateIndexOption(opt.name, opt.vectorFieldName, index.NewGenericIndex("", map[string]string{})),
}
}
return opt.indexOptions
}
func (opt *createCollectionOption) IsFast() bool {
return opt.isFast
}
// SimpleCreateCollectionOptions returns a CreateCollectionOption with default fast collection options.
func SimpleCreateCollectionOptions(name string, dim int64) *createCollectionOption {
return &createCollectionOption{
name: name,
shardNum: 1,
pkFieldName: "id",
vectorFieldName: "vector",
autoID: true,
dim: dim,
enabledDynamicSchema: true,
consistencyLevel: entity.DefaultConsistencyLevel,
properties: make(map[string]string),
isFast: true,
metricType: entity.COSINE,
}
}
// NewCreateCollectionOption returns a CreateCollectionOption with customized collection schema
func NewCreateCollectionOption(name string, collectionSchema *entity.Schema) *createCollectionOption {
return &createCollectionOption{
name: name,
shardNum: 1,
schema: collectionSchema,
consistencyLevel: entity.DefaultConsistencyLevel,
properties: make(map[string]string),
metricType: entity.COSINE,
}
}
type ListCollectionOption interface {
Request() *milvuspb.ShowCollectionsRequest
}
type listCollectionOption struct{}
func (opt *listCollectionOption) Request() *milvuspb.ShowCollectionsRequest {
return &milvuspb.ShowCollectionsRequest{}
}
func NewListCollectionOption() *listCollectionOption {
return &listCollectionOption{}
}
// DescribeCollectionOption is the interface builds DescribeCollection request.
type DescribeCollectionOption interface {
// Request is the method returns the composed request.
Request() *milvuspb.DescribeCollectionRequest
}
type describeCollectionOption struct {
name string
}
func (opt *describeCollectionOption) Request() *milvuspb.DescribeCollectionRequest {
return &milvuspb.DescribeCollectionRequest{
CollectionName: opt.name,
}
}
// NewDescribeCollectionOption composes a describeCollectionOption with provided collection name.
func NewDescribeCollectionOption(name string) *describeCollectionOption {
return &describeCollectionOption{
name: name,
}
}
// HasCollectionOption is the interface to build DescribeCollectionRequest.
type HasCollectionOption interface {
Request() *milvuspb.DescribeCollectionRequest
}
type hasCollectionOpt struct {
name string
}
func (opt *hasCollectionOpt) Request() *milvuspb.DescribeCollectionRequest {
return &milvuspb.DescribeCollectionRequest{
CollectionName: opt.name,
}
}
func NewHasCollectionOption(name string) HasCollectionOption {
return &hasCollectionOpt{
name: name,
}
}
// The DropCollectionOption interface builds DropCollectionRequest.
type DropCollectionOption interface {
Request() *milvuspb.DropCollectionRequest
}
type dropCollectionOption struct {
name string
}
func (opt *dropCollectionOption) Request() *milvuspb.DropCollectionRequest {
return &milvuspb.DropCollectionRequest{
CollectionName: opt.name,
}
}
func NewDropCollectionOption(name string) *dropCollectionOption {
return &dropCollectionOption{
name: name,
}
}
type RenameCollectionOption interface {
Request() *milvuspb.RenameCollectionRequest
}
type renameCollectionOption struct {
oldCollectionName string
newCollectionName string
}
func (opt *renameCollectionOption) Request() *milvuspb.RenameCollectionRequest {
return &milvuspb.RenameCollectionRequest{
OldName: opt.oldCollectionName,
NewName: opt.newCollectionName,
}
}
func NewRenameCollectionOption(oldName, newName string) *renameCollectionOption {
return &renameCollectionOption{
oldCollectionName: oldName,
newCollectionName: newName,
}
}
type AlterCollectionPropertiesOption interface {
Request() *milvuspb.AlterCollectionRequest
}
type alterCollectionPropertiesOption struct {
collectionName string
properties map[string]string
}
func (opt *alterCollectionPropertiesOption) WithProperty(key string, value any) *alterCollectionPropertiesOption {
opt.properties[key] = fmt.Sprintf("%v", value)
return opt
}
func (opt *alterCollectionPropertiesOption) Request() *milvuspb.AlterCollectionRequest {
return &milvuspb.AlterCollectionRequest{
CollectionName: opt.collectionName,
Properties: entity.MapKvPairs(opt.properties),
}
}
func NewAlterCollectionPropertiesOption(collection string) *alterCollectionPropertiesOption {
return &alterCollectionPropertiesOption{collectionName: collection, properties: make(map[string]string)}
}
type DropCollectionPropertiesOption interface {
Request() *milvuspb.AlterCollectionRequest
}
type dropCollectionPropertiesOption struct {
collectionName string
keys []string
}
func (opt *dropCollectionPropertiesOption) Request() *milvuspb.AlterCollectionRequest {
return &milvuspb.AlterCollectionRequest{
CollectionName: opt.collectionName,
DeleteKeys: opt.keys,
}
}
func NewDropCollectionPropertiesOption(collection string, propertyKeys ...string) *dropCollectionPropertiesOption {
return &dropCollectionPropertiesOption{
collectionName: collection,
keys: propertyKeys,
}
}
type AlterCollectionFieldPropertiesOption interface {
Request() *milvuspb.AlterCollectionFieldRequest
}
type alterCollectionFieldPropertiesOption struct {
collectionName string
fieldName string
properties map[string]string
}
func (opt *alterCollectionFieldPropertiesOption) WithProperty(key string, value any) *alterCollectionFieldPropertiesOption {
opt.properties[key] = fmt.Sprintf("%v", value)
return opt
}
func (opt *alterCollectionFieldPropertiesOption) Request() *milvuspb.AlterCollectionFieldRequest {
return &milvuspb.AlterCollectionFieldRequest{
CollectionName: opt.collectionName,
FieldName: opt.fieldName,
Properties: entity.MapKvPairs(opt.properties),
}
}
func NewAlterCollectionFieldPropertiesOption(collectionName string, fieldName string) *alterCollectionFieldPropertiesOption {
return &alterCollectionFieldPropertiesOption{
collectionName: collectionName,
fieldName: fieldName,
properties: make(map[string]string),
}
}
type GetCollectionOption interface {
Request() *milvuspb.GetCollectionStatisticsRequest
}
type getCollectionStatsOption struct {
collectionName string
}
func (opt *getCollectionStatsOption) Request() *milvuspb.GetCollectionStatisticsRequest {
return &milvuspb.GetCollectionStatisticsRequest{
CollectionName: opt.collectionName,
}
}
func NewGetCollectionStatsOption(collectionName string) *getCollectionStatsOption {
return &getCollectionStatsOption{collectionName: collectionName}
}
type AddCollectionFieldOption interface {
Request() *milvuspb.AddCollectionFieldRequest
// Validate validates the option before sending request
Validate() error
}
type addCollectionFieldOption struct {
collectionName string
fieldSch *entity.Field
}
func (c *addCollectionFieldOption) Request() *milvuspb.AddCollectionFieldRequest {
bs, _ := proto.Marshal(c.fieldSch.ProtoMessage())
return &milvuspb.AddCollectionFieldRequest{
CollectionName: c.collectionName,
Schema: bs,
}
}
// Validate validates the option before sending request
func (c *addCollectionFieldOption) Validate() error {
// Vector fields must be nullable when adding to existing collection
if c.fieldSch.DataType.IsVectorType() && !c.fieldSch.Nullable {
return fmt.Errorf("adding vector field to existing collection requires nullable=true, field name = %s", c.fieldSch.Name)
}
return nil
}
func NewAddCollectionFieldOption(collectionName string, field *entity.Field) *addCollectionFieldOption {
return &addCollectionFieldOption{
collectionName: collectionName,
fieldSch: field,
}
}