feat: manually mirror opencoze's code from bytedance
Change-Id: I09a73aadda978ad9511264a756b2ce51f5761adf
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/*
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* Copyright 2025 coze-dev Authors
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package agentflow
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import (
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"context"
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"fmt"
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"strconv"
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"strings"
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"github.com/cloudwego/eino/schema"
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knowledgeModel "github.com/coze-dev/coze-studio/backend/api/model/crossdomain/knowledge"
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"github.com/coze-dev/coze-studio/backend/api/model/ocean/cloud/bot_common"
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"github.com/coze-dev/coze-studio/backend/crossdomain/contract/crossknowledge"
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knowledgeEntity "github.com/coze-dev/coze-studio/backend/domain/knowledge/entity"
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"github.com/coze-dev/coze-studio/backend/domain/knowledge/service"
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"github.com/coze-dev/coze-studio/backend/pkg/lang/conv"
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"github.com/coze-dev/coze-studio/backend/pkg/lang/slices"
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)
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type retrieverConfig struct {
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knowledgeConfig *bot_common.Knowledge
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}
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func newKnowledgeRetriever(_ context.Context, conf *retrieverConfig) (*knowledgeRetriever, error) {
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return &knowledgeRetriever{
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knowledgeConfig: conf.knowledgeConfig,
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}, nil
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}
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type knowledgeRetriever struct {
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knowledgeConfig *bot_common.Knowledge
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}
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func (r *knowledgeRetriever) Retrieve(ctx context.Context, req *AgentRequest) ([]*schema.Document, error) {
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if r.knowledgeConfig == nil || len(r.knowledgeConfig.KnowledgeInfo) == 0 {
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return nil, nil
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}
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knowledgeIDs := make([]int64, 0, len(r.knowledgeConfig.KnowledgeInfo))
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for _, v := range r.knowledgeConfig.KnowledgeInfo {
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id, err := strconv.ParseInt(v.GetId(), 10, 64)
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if err != nil {
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return nil, err
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}
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knowledgeIDs = append(knowledgeIDs, id)
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}
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kr, err := genKnowledgeRequest(ctx, knowledgeIDs, r.knowledgeConfig,
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req.Input.Content, req.History)
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if err != nil {
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return nil, err
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}
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resp, err := crossknowledge.DefaultSVC().Retrieve(ctx, kr)
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if err != nil {
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return nil, err
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}
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docs, err := convertDocument(ctx, resp.RetrieveSlices)
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if err != nil {
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return nil, err
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}
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return docs, nil
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}
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func (r *knowledgeRetriever) PackRetrieveResultInfo(ctx context.Context, docs []*schema.Document) (string, error) {
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packedRes := strings.Builder{}
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for idx, doc := range docs {
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if doc == nil {
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continue
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}
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packedRes.WriteString(fmt.Sprintf("---\nrecall slice %d: %s\n", idx+1, doc.Content))
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}
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return packedRes.String(), nil
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}
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func genKnowledgeRequest(_ context.Context, ids []int64, conf *bot_common.Knowledge,
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query string, history []*schema.Message,
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) (*service.RetrieveRequest, error) {
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rr := &service.RetrieveRequest{
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Query: query,
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ChatHistory: history,
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KnowledgeIDs: ids,
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Strategy: &knowledgeEntity.RetrievalStrategy{
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TopK: conf.TopK,
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MinScore: conf.MinScore,
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SelectType: func() knowledgeModel.SelectType {
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if conf.Auto != nil && *conf.Auto {
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return knowledgeModel.SelectTypeAuto
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}
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return knowledgeModel.SelectTypeOnDemand
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}(),
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SearchType: func() knowledgeModel.SearchType {
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if conf.SearchStrategy == nil {
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return knowledgeModel.SearchTypeSemantic
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}
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switch *conf.SearchStrategy {
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case bot_common.SearchStrategy_SemanticSearch:
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return knowledgeModel.SearchTypeSemantic
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case bot_common.SearchStrategy_FullTextSearch:
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return knowledgeModel.SearchTypeFullText
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case bot_common.SearchStrategy_HybirdSearch:
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return knowledgeModel.SearchTypeHybrid
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default:
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return knowledgeModel.SearchTypeSemantic
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}
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}(),
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EnableQueryRewrite: conf.RecallStrategy != nil && conf.RecallStrategy.UseRewrite != nil && *conf.RecallStrategy.UseRewrite,
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EnableRerank: conf.RecallStrategy != nil && conf.RecallStrategy.UseRerank != nil && *conf.RecallStrategy.UseRerank,
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EnableNL2SQL: conf.RecallStrategy != nil && conf.RecallStrategy.UseNl2sql != nil && *conf.RecallStrategy.UseNl2sql,
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},
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}
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return rr, nil
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}
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func convertDocument(_ context.Context, docSlice []*knowledgeModel.RetrieveSlice) ([]*schema.Document, error) {
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return slices.Transform(docSlice, func(a *knowledgeModel.RetrieveSlice) *schema.Document {
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doc := &schema.Document{
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ID: strconv.FormatInt(a.Slice.ID, 10),
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Content: a.Slice.GetSliceContent(),
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MetaData: map[string]any{
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"dataset_id": conv.Int64ToStr(a.Slice.KnowledgeID),
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"dataset_name": a.Slice.Name,
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"document_id": conv.Int64ToStr(a.Slice.DocumentID),
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"document_name": a.Slice.DocumentName,
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},
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}
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doc.WithScore(a.Score)
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return doc
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}), nil
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}
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