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enhance: [GoSDK] support unmarshal result set into orm receiver
Related to milvus-io/milvus-sdk-go#800 Signed-off-by: Congqi Xia <[email protected]>
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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. | ||
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package client | ||
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import ( | ||
"reflect" | ||
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"github.com/cockroachdb/errors" | ||
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"github.com/milvus-io/milvus/client/v2/column" | ||
"github.com/milvus-io/milvus/client/v2/entity" | ||
"github.com/milvus-io/milvus/client/v2/row" | ||
) | ||
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// ResultSet is struct for search result set. | ||
type ResultSet struct { | ||
// internal schema for unmarshaling | ||
sch *entity.Schema | ||
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ResultCount int // the returning entry count | ||
GroupByValue column.Column | ||
IDs column.Column // auto generated id, can be mapped to the columns from `Insert` API | ||
Fields DataSet // output field data | ||
Scores []float32 // distance to the target vector | ||
Err error // search error if any | ||
} | ||
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// GetColumn returns column with provided field name. | ||
func (rs *ResultSet) GetColumn(fieldName string) column.Column { | ||
for _, column := range rs.Fields { | ||
if column.Name() == fieldName { | ||
return column | ||
} | ||
} | ||
return nil | ||
} | ||
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// Unmarshal puts dataset into receiver in row based way. | ||
// `receiver` shall be a slice of pointer of model struct | ||
// eg, []*Records, in which type `Record` defines the row data. | ||
// note that distance/score is not unmarshaled here. | ||
func (sr *ResultSet) Unmarshal(receiver any) (err error) { | ||
err = sr.Fields.Unmarshal(receiver) | ||
if err != nil { | ||
return err | ||
} | ||
return sr.fillPKEntry(receiver) | ||
} | ||
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func (sr *ResultSet) fillPKEntry(receiver any) (err error) { | ||
defer func() { | ||
if x := recover(); x != nil { | ||
err = errors.Newf("failed to unmarshal result set: %v", x) | ||
} | ||
}() | ||
rr := reflect.ValueOf(receiver) | ||
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if rr.Kind() == reflect.Ptr { | ||
if rr.IsNil() && rr.CanAddr() { | ||
rr.Set(reflect.New(rr.Type().Elem())) | ||
} | ||
rr = rr.Elem() | ||
} | ||
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rt := rr.Type() | ||
rv := rr | ||
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switch rt.Kind() { | ||
case reflect.Slice: | ||
pkField := sr.sch.PKField() | ||
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et := rt.Elem() | ||
for et.Kind() == reflect.Ptr { | ||
et = et.Elem() | ||
} | ||
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candidates := row.ParseCandidate(et) | ||
candi, ok := candidates[pkField.Name] | ||
if !ok { | ||
// pk field not found in struct, skip | ||
return nil | ||
} | ||
for i := 0; i < sr.IDs.Len(); i++ { | ||
row := rv.Index(i) | ||
for row.Kind() == reflect.Ptr { | ||
row = row.Elem() | ||
} | ||
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val, err := sr.IDs.Get(i) | ||
if err != nil { | ||
return err | ||
} | ||
row.Field(candi).Set(reflect.ValueOf(val)) | ||
} | ||
rr.Set(rv) | ||
default: | ||
return errors.Newf("receiver need to be slice or array but get %v", rt.Kind()) | ||
} | ||
return nil | ||
} | ||
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// DataSet is an alias type for column slice. | ||
// Returned by query API. | ||
type DataSet []column.Column | ||
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// Len returns the row count of dataset. | ||
// if there is no column, it shall return 0. | ||
func (ds DataSet) Len() int { | ||
if len(ds) == 0 { | ||
return 0 | ||
} | ||
return ds[0].Len() | ||
} | ||
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// Unmarshal puts dataset into receiver in row based way. | ||
// `receiver` shall be a slice of pointer of model struct | ||
// eg, []*Records, in which type `Record` defines the row data. | ||
func (ds DataSet) Unmarshal(receiver any) (err error) { | ||
defer func() { | ||
if x := recover(); x != nil { | ||
err = errors.Newf("failed to unmarshal result set: %v", x) | ||
} | ||
}() | ||
rr := reflect.ValueOf(receiver) | ||
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if rr.Kind() == reflect.Ptr { | ||
if rr.IsNil() && rr.CanAddr() { | ||
rr.Set(reflect.New(rr.Type().Elem())) | ||
} | ||
rr = rr.Elem() | ||
} | ||
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rt := rr.Type() | ||
rv := rr | ||
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switch rt.Kind() { | ||
// TODO maybe support Array and just fill data | ||
// case reflect.Array: | ||
case reflect.Slice: | ||
et := rt.Elem() | ||
if et.Kind() != reflect.Ptr { | ||
return errors.Newf("receiver must be slice of pointers but get: %v", et.Kind()) | ||
} | ||
for et.Kind() == reflect.Ptr { | ||
et = et.Elem() | ||
} | ||
for i := 0; i < ds.Len(); i++ { | ||
data := reflect.New(et) | ||
err := ds.fillData(data.Elem(), et, i) | ||
if err != nil { | ||
return err | ||
} | ||
rv = reflect.Append(rv, data) | ||
} | ||
rr.Set(rv) | ||
default: | ||
return errors.Newf("receiver need to be slice or array but get %v", rt.Kind()) | ||
} | ||
return nil | ||
} | ||
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func (ds DataSet) fillData(data reflect.Value, dataType reflect.Type, idx int) error { | ||
m := row.ParseCandidate(dataType) | ||
for i := 0; i < len(ds); i++ { | ||
name := ds[i].Name() | ||
fidx, ok := m[name] | ||
if !ok { | ||
// if target is not found, the behavior here is to ignore the column | ||
// `strict` mode could be added in the future to return error if any column missing | ||
continue | ||
} | ||
val, err := ds[i].Get(idx) | ||
if err != nil { | ||
return err | ||
} | ||
// TODO check datatype, return error here instead of reflect panicking & recover | ||
data.Field(fidx).Set(reflect.ValueOf(val)) | ||
} | ||
return nil | ||
} |
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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. | ||
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package client | ||
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import ( | ||
"testing" | ||
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"github.com/stretchr/testify/suite" | ||
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"github.com/milvus-io/milvus/client/v2/column" | ||
"github.com/milvus-io/milvus/client/v2/entity" | ||
) | ||
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type ResultSetSuite struct { | ||
suite.Suite | ||
} | ||
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func (s *ResultSetSuite) TestResultsetUnmarshal() { | ||
type MyData struct { | ||
A int64 `milvus:"name:id"` | ||
V []float32 `milvus:"name:vector"` | ||
} | ||
type OtherData struct { | ||
A string `milvus:"name:id"` | ||
V []float32 `milvus:"name:vector"` | ||
} | ||
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var ( | ||
idData = []int64{1, 2, 3} | ||
vectorData = [][]float32{ | ||
{0.1, 0.2}, | ||
{0.1, 0.2}, | ||
{0.1, 0.2}, | ||
} | ||
) | ||
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rs := DataSet([]column.Column{ | ||
column.NewColumnInt64("id", idData), | ||
column.NewColumnFloatVector("vector", 2, vectorData), | ||
}) | ||
err := rs.Unmarshal([]MyData{}) | ||
s.Error(err) | ||
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receiver := []MyData{} | ||
err = rs.Unmarshal(&receiver) | ||
s.Error(err) | ||
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var ptrReceiver []*MyData | ||
err = rs.Unmarshal(&ptrReceiver) | ||
s.NoError(err) | ||
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for idx, row := range ptrReceiver { | ||
s.Equal(row.A, idData[idx]) | ||
s.Equal(row.V, vectorData[idx]) | ||
} | ||
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var otherReceiver []*OtherData | ||
err = rs.Unmarshal(&otherReceiver) | ||
s.Error(err) | ||
} | ||
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func (s *ResultSetSuite) TestSearchResultUnmarshal() { | ||
type MyData struct { | ||
A int64 `milvus:"name:id"` | ||
V []float32 `milvus:"name:vector"` | ||
} | ||
type OtherData struct { | ||
A string `milvus:"name:id"` | ||
V []float32 `milvus:"name:vector"` | ||
} | ||
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var ( | ||
idData = []int64{1, 2, 3} | ||
vectorData = [][]float32{ | ||
{0.1, 0.2}, | ||
{0.1, 0.2}, | ||
{0.1, 0.2}, | ||
} | ||
) | ||
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sr := ResultSet{ | ||
sch: entity.NewSchema(). | ||
WithField(entity.NewField().WithName("id").WithIsPrimaryKey(true).WithDataType(entity.FieldTypeInt64)). | ||
WithField(entity.NewField().WithName("vector").WithDim(2).WithDataType(entity.FieldTypeFloatVector)), | ||
IDs: column.NewColumnInt64("id", idData), | ||
Fields: DataSet([]column.Column{ | ||
column.NewColumnFloatVector("vector", 2, vectorData), | ||
}), | ||
} | ||
err := sr.Unmarshal([]MyData{}) | ||
s.Error(err) | ||
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receiver := []MyData{} | ||
err = sr.Unmarshal(&receiver) | ||
s.Error(err) | ||
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var ptrReceiver []*MyData | ||
err = sr.Unmarshal(&ptrReceiver) | ||
s.NoError(err) | ||
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for idx, row := range ptrReceiver { | ||
s.Equal(row.A, idData[idx]) | ||
s.Equal(row.V, vectorData[idx]) | ||
} | ||
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var otherReceiver []*OtherData | ||
err = sr.Unmarshal(&otherReceiver) | ||
s.Error(err) | ||
} | ||
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func TestResults(t *testing.T) { | ||
suite.Run(t, new(ResultSetSuite)) | ||
} |
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@@ -0,0 +1,43 @@ | ||
// 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. | ||
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package row | ||
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import ( | ||
"go/ast" | ||
"reflect" | ||
) | ||
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func ParseCandidate(dataType reflect.Type) map[string]int { | ||
result := make(map[string]int) | ||
for i := 0; i < dataType.NumField(); i++ { | ||
f := dataType.Field(i) | ||
// ignore anonymous field for now | ||
if f.Anonymous || !ast.IsExported(f.Name) { | ||
continue | ||
} | ||
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name := f.Name | ||
tag := f.Tag.Get(MilvusTag) | ||
tagSettings := ParseTagSetting(tag, MilvusTagSep) | ||
if tagName, has := tagSettings[MilvusTagName]; has { | ||
name = tagName | ||
} | ||
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result[name] = i | ||
} | ||
return result | ||
} |