File: C:/github_repos/casibase_customer_0022/object/search_default.go
// Copyright 2023 The Casibase Authors. All Rights Reserved.
//
// Licensed 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 object
import (
"fmt"
"github.com/casibase/casibase/embedding"
"github.com/casibase/casibase/i18n"
)
type DefaultSearchProvider struct {
owner string
}
func NewDefaultSearchProvider(owner string) (*DefaultSearchProvider, error) {
return &DefaultSearchProvider{owner: owner}, nil
}
func (p *DefaultSearchProvider) Search(relatedStores []string, embeddingProviderName string, embeddingProviderObj embedding.EmbeddingProvider, modelProviderName string, text string, knowledgeCount int, lang string) ([]Vector, *embedding.EmbeddingResult, error) {
vectors, err := getRelatedVectors(relatedStores, embeddingProviderName)
if err != nil {
return nil, nil, err
}
qVector, embeddingResult, err := queryVectorSafe(embeddingProviderObj, text, lang)
if err != nil {
return nil, embeddingResult, err
}
if qVector == nil || len(qVector) == 0 {
return nil, embeddingResult, fmt.Errorf(i18n.Translate(lang, "object:no qVector found"))
}
var vectorData [][]float32
for _, candidate := range vectors {
vectorData = append(vectorData, candidate.Data)
}
similarities, err := getNearestVectors(qVector, vectorData, knowledgeCount)
if err != nil {
return nil, embeddingResult, err
}
res := []Vector{}
for _, similarity := range similarities {
vector := vectors[similarity.Index]
vector.Score = similarity.Similarity
res = append(res, *vector)
}
return res, embeddingResult, nil
}