148 lines
3.9 KiB
Go
148 lines
3.9 KiB
Go
/*
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* Copyright 2024 CloudWeGo 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 retriever
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import "github.com/cloudwego/eino/components/embedding"
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// Options is the options for the retriever.
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type Options struct {
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// Index is the index for the retriever, index in different retriever may be different.
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Index *string
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// SubIndex is the sub index for the retriever, sub index in different retriever may be different.
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SubIndex *string
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// TopK is the top k for the retriever, which means the top number of documents to retrieve.
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TopK *int
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// ScoreThreshold is the score threshold for the retriever, eg 0.5 means the score of the document must be greater than 0.5.
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ScoreThreshold *float64
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// Embedding is the embedder for the retriever, which is used to embed the query for retrieval .
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Embedding embedding.Embedder
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// DSLInfo carries backend-specific filter/query expressions. The structure and
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// semantics are defined by the underlying store implementation.
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DSLInfo map[string]any
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}
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// WithIndex wraps the index option.
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func WithIndex(index string) Option {
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return Option{
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apply: func(opts *Options) {
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opts.Index = &index
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},
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}
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}
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// WithSubIndex wraps the sub index option.
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func WithSubIndex(subIndex string) Option {
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return Option{
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apply: func(opts *Options) {
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opts.SubIndex = &subIndex
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},
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}
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}
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// WithTopK wraps the top k option.
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func WithTopK(topK int) Option {
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return Option{
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apply: func(opts *Options) {
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opts.TopK = &topK
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},
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}
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}
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// WithScoreThreshold wraps the score threshold option.
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func WithScoreThreshold(threshold float64) Option {
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return Option{
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apply: func(opts *Options) {
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opts.ScoreThreshold = &threshold
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},
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}
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}
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// WithEmbedding wraps the embedder option.
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func WithEmbedding(emb embedding.Embedder) Option {
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return Option{
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apply: func(opts *Options) {
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opts.Embedding = emb
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},
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}
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}
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// WithDSLInfo wraps the dsl info option.
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func WithDSLInfo(dsl map[string]any) Option {
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return Option{
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apply: func(opts *Options) {
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opts.DSLInfo = dsl
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},
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}
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}
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// Option is a call-time option for a Retriever.
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type Option struct {
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apply func(opts *Options)
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implSpecificOptFn any
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}
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// GetCommonOptions extracts standard [Options] from opts, merging onto base.
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// Implementors must call this to honour caller-provided options:
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//
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// func (r *MyRetriever) Retrieve(ctx context.Context, query string, opts ...retriever.Option) ([]*schema.Document, error) {
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// options := retriever.GetCommonOptions(&retriever.Options{TopK: &r.defaultTopK}, opts...)
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// // use options.TopK, options.ScoreThreshold, options.Embedding, etc.
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// }
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func GetCommonOptions(base *Options, opts ...Option) *Options {
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if base == nil {
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base = &Options{}
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}
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for i := range opts {
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if opts[i].apply != nil {
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opts[i].apply(base)
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}
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}
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return base
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}
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// WrapImplSpecificOptFn wraps an implementation-specific option function so it
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// can be passed alongside standard options. For use by Retriever implementors.
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func WrapImplSpecificOptFn[T any](optFn func(*T)) Option {
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return Option{
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implSpecificOptFn: optFn,
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}
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}
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// GetImplSpecificOptions extracts implementation-specific options from opts,
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// merging onto base. Call alongside [GetCommonOptions] inside Retrieve.
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func GetImplSpecificOptions[T any](base *T, opts ...Option) *T {
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if base == nil {
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base = new(T)
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}
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for i := range opts {
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opt := opts[i]
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if opt.implSpecificOptFn != nil {
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optFn, ok := opt.implSpecificOptFn.(func(*T))
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if ok {
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optFn(base)
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}
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}
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}
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return base
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}
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