coze-studio/backend/domain/workflow/internal/nodes/knowledge/knowledge_retrieve.go

194 lines
5.1 KiB
Go

/*
* Copyright 2025 coze-dev Authors
*
* 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 knowledge
import (
"context"
"errors"
"github.com/spf13/cast"
"github.com/coze-dev/coze-studio/backend/domain/workflow/crossdomain/knowledge"
"github.com/coze-dev/coze-studio/backend/domain/workflow/entity"
"github.com/coze-dev/coze-studio/backend/domain/workflow/entity/vo"
"github.com/coze-dev/coze-studio/backend/domain/workflow/internal/canvas/convert"
"github.com/coze-dev/coze-studio/backend/domain/workflow/internal/nodes"
"github.com/coze-dev/coze-studio/backend/domain/workflow/internal/schema"
"github.com/coze-dev/coze-studio/backend/pkg/lang/slices"
)
const outputList = "outputList"
type RetrieveConfig struct {
KnowledgeIDs []int64
RetrievalStrategy *knowledge.RetrievalStrategy
}
func (r *RetrieveConfig) Adapt(_ context.Context, n *vo.Node, _ ...nodes.AdaptOption) (*schema.NodeSchema, error) {
ns := &schema.NodeSchema{
Key: vo.NodeKey(n.ID),
Type: entity.NodeTypeKnowledgeRetriever,
Name: n.Data.Meta.Title,
Configs: r,
}
inputs := n.Data.Inputs
datasetListInfoParam := inputs.DatasetParam[0]
datasetIDs := datasetListInfoParam.Input.Value.Content.([]any)
knowledgeIDs := make([]int64, 0, len(datasetIDs))
for _, id := range datasetIDs {
k, err := cast.ToInt64E(id)
if err != nil {
return nil, err
}
knowledgeIDs = append(knowledgeIDs, k)
}
r.KnowledgeIDs = knowledgeIDs
retrievalStrategy := &knowledge.RetrievalStrategy{}
var getDesignatedParamContent = func(name string) (any, bool) {
for _, param := range inputs.DatasetParam {
if param.Name == name {
return param.Input.Value.Content, true
}
}
return nil, false
}
if content, ok := getDesignatedParamContent("topK"); ok {
topK, err := cast.ToInt64E(content)
if err != nil {
return nil, err
}
retrievalStrategy.TopK = &topK
}
if content, ok := getDesignatedParamContent("useRerank"); ok {
useRerank, err := cast.ToBoolE(content)
if err != nil {
return nil, err
}
retrievalStrategy.EnableRerank = useRerank
}
if content, ok := getDesignatedParamContent("useRewrite"); ok {
useRewrite, err := cast.ToBoolE(content)
if err != nil {
return nil, err
}
retrievalStrategy.EnableQueryRewrite = useRewrite
}
if content, ok := getDesignatedParamContent("isPersonalOnly"); ok {
isPersonalOnly, err := cast.ToBoolE(content)
if err != nil {
return nil, err
}
retrievalStrategy.IsPersonalOnly = isPersonalOnly
}
if content, ok := getDesignatedParamContent("useNl2sql"); ok {
useNl2sql, err := cast.ToBoolE(content)
if err != nil {
return nil, err
}
retrievalStrategy.EnableNL2SQL = useNl2sql
}
if content, ok := getDesignatedParamContent("minScore"); ok {
minScore, err := cast.ToFloat64E(content)
if err != nil {
return nil, err
}
retrievalStrategy.MinScore = &minScore
}
if content, ok := getDesignatedParamContent("strategy"); ok {
strategy, err := cast.ToInt64E(content)
if err != nil {
return nil, err
}
searchType, err := convertRetrievalSearchType(strategy)
if err != nil {
return nil, err
}
retrievalStrategy.SearchType = searchType
}
r.RetrievalStrategy = retrievalStrategy
if err := convert.SetInputsForNodeSchema(n, ns); err != nil {
return nil, err
}
if err := convert.SetOutputTypesForNodeSchema(n, ns); err != nil {
return nil, err
}
return ns, nil
}
func (r *RetrieveConfig) Build(_ context.Context, _ *schema.NodeSchema, _ ...schema.BuildOption) (any, error) {
if len(r.KnowledgeIDs) == 0 {
return nil, errors.New("knowledge ids are required")
}
if r.RetrievalStrategy == nil {
return nil, errors.New("retrieval strategy is required")
}
return &Retrieve{
knowledgeIDs: r.KnowledgeIDs,
retrievalStrategy: r.RetrievalStrategy,
retriever: knowledge.GetKnowledgeOperator(),
}, nil
}
type Retrieve struct {
knowledgeIDs []int64
retrievalStrategy *knowledge.RetrievalStrategy
retriever knowledge.KnowledgeOperator
}
func (kr *Retrieve) Invoke(ctx context.Context, input map[string]any) (map[string]any, error) {
query, ok := input["Query"].(string)
if !ok {
return nil, errors.New("capital query key is required")
}
req := &knowledge.RetrieveRequest{
Query: query,
KnowledgeIDs: kr.knowledgeIDs,
RetrievalStrategy: kr.retrievalStrategy,
}
response, err := kr.retriever.Retrieve(ctx, req)
if err != nil {
return nil, err
}
result := make(map[string]any)
result[outputList] = slices.Transform(response.Slices, func(m *knowledge.Slice) any {
return map[string]any{
"documentId": m.DocumentID,
"output": m.Output,
}
})
return result, nil
}