milvus/client/read_options.go

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// 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 client
import (
"encoding/json"
"strconv"
"github.com/golang/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"
)
const (
spAnnsField = `anns_field`
spTopK = `topk`
spOffset = `offset`
spParams = `params`
spMetricsType = `metric_type`
spRoundDecimal = `round_decimal`
spIgnoreGrowing = `ignore_growing`
spGroupBy = `group_by_field`
)
type SearchOption interface {
Request() *milvuspb.SearchRequest
}
var _ SearchOption = (*searchOption)(nil)
type searchOption struct {
collectionName string
partitionNames []string
topK int
offset int
outputFields []string
consistencyLevel entity.ConsistencyLevel
useDefaultConsistencyLevel bool
ignoreGrowing bool
expr string
// normal search request
request *annRequest
// TODO add sub request when support hybrid search
}
type annRequest struct {
vectors []entity.Vector
annField string
metricsType entity.MetricType
searchParam map[string]string
groupByField string
}
func (opt *searchOption) Request() *milvuspb.SearchRequest {
// TODO check whether search is hybrid after logic merged
return opt.prepareSearchRequest(opt.request)
}
func (opt *searchOption) prepareSearchRequest(annRequest *annRequest) *milvuspb.SearchRequest {
request := &milvuspb.SearchRequest{
CollectionName: opt.collectionName,
PartitionNames: opt.partitionNames,
Dsl: opt.expr,
DslType: commonpb.DslType_BoolExprV1,
ConsistencyLevel: commonpb.ConsistencyLevel(opt.consistencyLevel),
}
if annRequest != nil {
// nq
request.Nq = int64(len(annRequest.vectors))
// search param
bs, _ := json.Marshal(annRequest.searchParam)
request.SearchParams = entity.MapKvPairs(map[string]string{
spAnnsField: annRequest.annField,
spTopK: strconv.Itoa(opt.topK),
spOffset: strconv.Itoa(opt.offset),
spParams: string(bs),
spMetricsType: string(annRequest.metricsType),
spRoundDecimal: "-1",
spIgnoreGrowing: strconv.FormatBool(opt.ignoreGrowing),
spGroupBy: annRequest.groupByField,
})
// placeholder group
request.PlaceholderGroup = vector2PlaceholderGroupBytes(annRequest.vectors)
}
return request
}
func (opt *searchOption) WithFilter(expr string) *searchOption {
opt.expr = expr
return opt
}
func (opt *searchOption) WithOffset(offset int) *searchOption {
opt.offset = offset
return opt
}
func (opt *searchOption) WithOutputFields(fieldNames []string) *searchOption {
opt.outputFields = fieldNames
return opt
}
func (opt *searchOption) WithConsistencyLevel(consistencyLevel entity.ConsistencyLevel) *searchOption {
opt.consistencyLevel = consistencyLevel
opt.useDefaultConsistencyLevel = false
return opt
}
func (opt *searchOption) WithANNSField(annsField string) *searchOption {
opt.request.annField = annsField
return opt
}
func (opt *searchOption) WithPartitions(partitionNames []string) *searchOption {
opt.partitionNames = partitionNames
return opt
}
func NewSearchOption(collectionName string, limit int, vectors []entity.Vector) *searchOption {
return &searchOption{
collectionName: collectionName,
topK: limit,
request: &annRequest{
vectors: vectors,
},
useDefaultConsistencyLevel: true,
consistencyLevel: entity.ClBounded,
}
}
func vector2PlaceholderGroupBytes(vectors []entity.Vector) []byte {
phg := &commonpb.PlaceholderGroup{
Placeholders: []*commonpb.PlaceholderValue{
vector2Placeholder(vectors),
},
}
bs, _ := proto.Marshal(phg)
return bs
}
func vector2Placeholder(vectors []entity.Vector) *commonpb.PlaceholderValue {
var placeHolderType commonpb.PlaceholderType
ph := &commonpb.PlaceholderValue{
Tag: "$0",
Values: make([][]byte, 0, len(vectors)),
}
if len(vectors) == 0 {
return ph
}
switch vectors[0].(type) {
case entity.FloatVector:
placeHolderType = commonpb.PlaceholderType_FloatVector
case entity.BinaryVector:
placeHolderType = commonpb.PlaceholderType_BinaryVector
case entity.BFloat16Vector:
placeHolderType = commonpb.PlaceholderType_BFloat16Vector
case entity.Float16Vector:
placeHolderType = commonpb.PlaceholderType_Float16Vector
case entity.SparseEmbedding:
placeHolderType = commonpb.PlaceholderType_SparseFloatVector
}
ph.Type = placeHolderType
for _, vector := range vectors {
ph.Values = append(ph.Values, vector.Serialize())
}
return ph
}
type QueryOption interface {
Request() *milvuspb.QueryRequest
}
type queryOption struct {
collectionName string
partitionNames []string
limit int
offset int
outputFields []string
consistencyLevel entity.ConsistencyLevel
useDefaultConsistencyLevel bool
ignoreGrowing bool
expr string
}
func (opt *queryOption) Request() *milvuspb.QueryRequest {
return &milvuspb.QueryRequest{
CollectionName: opt.collectionName,
PartitionNames: opt.partitionNames,
OutputFields: opt.outputFields,
Expr: opt.expr,
ConsistencyLevel: opt.consistencyLevel.CommonConsistencyLevel(),
}
}
func (opt *queryOption) WithFilter(expr string) *queryOption {
opt.expr = expr
return opt
}
func (opt *queryOption) WithOffset(offset int) *queryOption {
opt.offset = offset
return opt
}
func (opt *queryOption) WithOutputFields(fieldNames []string) *queryOption {
opt.outputFields = fieldNames
return opt
}
func (opt *queryOption) WithConsistencyLevel(consistencyLevel entity.ConsistencyLevel) *queryOption {
opt.consistencyLevel = consistencyLevel
opt.useDefaultConsistencyLevel = false
return opt
}
func (opt *queryOption) WithPartitions(partitionNames []string) *queryOption {
opt.partitionNames = partitionNames
return opt
}
func NewQueryOption(collectionName string) *queryOption {
return &queryOption{
collectionName: collectionName,
useDefaultConsistencyLevel: true,
consistencyLevel: entity.ClBounded,
}
}