milvus/client/column/nullable.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

154 lines
7.1 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 column
import (
"github.com/cockroachdb/errors"
"github.com/milvus-io/milvus/client/v2/entity"
)
var (
// scalars
NewNullableColumnBool NullableColumnCreateFunc[bool, *ColumnBool] = NewNullableColumnCreator(NewColumnBool).New
NewNullableColumnInt8 NullableColumnCreateFunc[int8, *ColumnInt8] = NewNullableColumnCreator(NewColumnInt8).New
NewNullableColumnInt16 NullableColumnCreateFunc[int16, *ColumnInt16] = NewNullableColumnCreator(NewColumnInt16).New
NewNullableColumnInt32 NullableColumnCreateFunc[int32, *ColumnInt32] = NewNullableColumnCreator(NewColumnInt32).New
NewNullableColumnInt64 NullableColumnCreateFunc[int64, *ColumnInt64] = NewNullableColumnCreator(NewColumnInt64).New
NewNullableColumnVarChar NullableColumnCreateFunc[string, *ColumnVarChar] = NewNullableColumnCreator(NewColumnVarChar).New
NewNullableColumnString NullableColumnCreateFunc[string, *ColumnString] = NewNullableColumnCreator(NewColumnString).New
NewNullableColumnFloat NullableColumnCreateFunc[float32, *ColumnFloat] = NewNullableColumnCreator(NewColumnFloat).New
NewNullableColumnDouble NullableColumnCreateFunc[float64, *ColumnDouble] = NewNullableColumnCreator(NewColumnDouble).New
NewNullableColumnTimestamptz NullableColumnCreateFunc[int64, *ColumnTimestamptz] = NewNullableColumnCreator(NewColumnTimestamptz).New
NewNullableColumnJSONBytes NullableColumnCreateFunc[[]byte, *ColumnJSONBytes] = NewNullableColumnCreator(NewColumnJSONBytes).New
NewNullableColumnGeometryWKT NullableColumnCreateFunc[string, *ColumnGeometryWKT] = NewNullableColumnCreator(NewColumnGeometryWKT).New
// array
NewNullableColumnBoolArray NullableColumnCreateFunc[[]bool, *ColumnBoolArray] = NewNullableColumnCreator(NewColumnBoolArray).New
NewNullableColumnInt8Array NullableColumnCreateFunc[[]int8, *ColumnInt8Array] = NewNullableColumnCreator(NewColumnInt8Array).New
NewNullableColumnInt16Array NullableColumnCreateFunc[[]int16, *ColumnInt16Array] = NewNullableColumnCreator(NewColumnInt16Array).New
NewNullableColumnInt32Array NullableColumnCreateFunc[[]int32, *ColumnInt32Array] = NewNullableColumnCreator(NewColumnInt32Array).New
NewNullableColumnInt64Array NullableColumnCreateFunc[[]int64, *ColumnInt64Array] = NewNullableColumnCreator(NewColumnInt64Array).New
NewNullableColumnVarCharArray NullableColumnCreateFunc[[]string, *ColumnVarCharArray] = NewNullableColumnCreator(NewColumnVarCharArray).New
NewNullableColumnFloatArray NullableColumnCreateFunc[[]float32, *ColumnFloatArray] = NewNullableColumnCreator(NewColumnFloatArray).New
NewNullableColumnDoubleArray NullableColumnCreateFunc[[]float64, *ColumnDoubleArray] = NewNullableColumnCreator(NewColumnDoubleArray).New
)
func NewNullableColumnFloatVector(fieldName string, dim int, values [][]float32, validData []bool) (*ColumnFloatVector, error) {
if len(values) != getValidCount(validData) {
return nil, errors.Newf("values length (%d) must equal valid count (%d) in validData", len(values), getValidCount(validData))
}
col := NewColumnFloatVector(fieldName, dim, values)
col.withValidData(validData)
col.nullable = true
return col, nil
}
func NewNullableColumnBinaryVector(fieldName string, dim int, values [][]byte, validData []bool) (*ColumnBinaryVector, error) {
if len(values) != getValidCount(validData) {
return nil, errors.Newf("values length (%d) must equal valid count (%d) in validData", len(values), getValidCount(validData))
}
col := NewColumnBinaryVector(fieldName, dim, values)
col.withValidData(validData)
col.nullable = true
return col, nil
}
func NewNullableColumnFloat16Vector(fieldName string, dim int, values [][]byte, validData []bool) (*ColumnFloat16Vector, error) {
if len(values) != getValidCount(validData) {
return nil, errors.Newf("values length (%d) must equal valid count (%d) in validData", len(values), getValidCount(validData))
}
col := NewColumnFloat16Vector(fieldName, dim, values)
col.withValidData(validData)
col.nullable = true
return col, nil
}
func NewNullableColumnBFloat16Vector(fieldName string, dim int, values [][]byte, validData []bool) (*ColumnBFloat16Vector, error) {
if len(values) != getValidCount(validData) {
return nil, errors.Newf("values length (%d) must equal valid count (%d) in validData", len(values), getValidCount(validData))
}
col := NewColumnBFloat16Vector(fieldName, dim, values)
col.withValidData(validData)
col.nullable = true
return col, nil
}
func NewNullableColumnInt8Vector(fieldName string, dim int, values [][]int8, validData []bool) (*ColumnInt8Vector, error) {
if len(values) != getValidCount(validData) {
return nil, errors.Newf("values length (%d) must equal valid count (%d) in validData", len(values), getValidCount(validData))
}
col := NewColumnInt8Vector(fieldName, dim, values)
col.withValidData(validData)
col.nullable = true
return col, nil
}
func NewNullableColumnSparseFloatVector(fieldName string, values []entity.SparseEmbedding, validData []bool) (*ColumnSparseFloatVector, error) {
if len(values) != getValidCount(validData) {
return nil, errors.Newf("values length (%d) must equal valid count (%d) in validData", len(values), getValidCount(validData))
}
col := NewColumnSparseVectors(fieldName, values)
col.withValidData(validData)
col.nullable = true
return col, nil
}
func getValidCount(validData []bool) int {
count := 0
for _, v := range validData {
if v {
count++
}
}
return count
}
type NullableColumnCreateFunc[T any, Col interface {
Column
Data() []T
}] func(name string, values []T, validData []bool, opts ...ColumnOption[T]) (Col, error)
type NullableColumnCreator[col interface {
Column
withValidData([]bool)
base() *genericColumnBase[T]
}, T any] struct {
base func(name string, values []T) col
}
func (c NullableColumnCreator[col, T]) New(name string, values []T, validData []bool, opts ...ColumnOption[T]) (col, error) {
result := c.base(name, values)
result.withValidData(validData)
base := result.base()
for _, opt := range opts {
opt(base)
}
return result, result.ValidateNullable()
}
func NewNullableColumnCreator[col interface {
Column
withValidData([]bool)
base() *genericColumnBase[T]
}, T any](base func(name string, values []T) col) NullableColumnCreator[col, T] {
return NullableColumnCreator[col, T]{
base: base,
}
}