mirror of
https://github.com/farcasclaudiu/Flowise.git
synced 2026-06-29 03:01:10 +03:00
update retrievers and add mmr to other vector stores
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@@ -1,8 +1,9 @@
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import { VectorStore } from 'langchain/vectorstores/base'
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import { INode, INodeData, INodeParams } from '../../../src/Interface'
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import { INode, INodeData, INodeOutputsValue, INodeParams } from '../../../src/Interface'
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import { HydeRetriever, HydeRetrieverOptions, PromptKey } from 'langchain/retrievers/hyde'
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import { BaseLanguageModel } from 'langchain/base_language'
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import { PromptTemplate } from 'langchain/prompts'
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import { handleEscapeCharacters } from '../../../src/utils'
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class HydeRetriever_Retrievers implements INode {
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label: string
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@@ -14,11 +15,12 @@ class HydeRetriever_Retrievers implements INode {
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category: string
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baseClasses: string[]
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inputs: INodeParams[]
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outputs: INodeOutputsValue[]
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constructor() {
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this.label = 'Hyde Retriever'
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this.label = 'HyDE Retriever'
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this.name = 'HydeRetriever'
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this.version = 2.0
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this.version = 3.0
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this.type = 'HydeRetriever'
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this.icon = 'hyderetriever.svg'
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this.category = 'Retrievers'
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@@ -35,6 +37,14 @@ class HydeRetriever_Retrievers implements INode {
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name: 'vectorStore',
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type: 'VectorStore'
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},
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{
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label: 'Query',
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name: 'query',
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type: 'string',
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description: 'Query to retrieve documents from retriever. If not specified, user question will be used',
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optional: true,
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acceptVariable: true
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},
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{
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label: 'Select Defined Prompt',
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name: 'promptKey',
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@@ -121,15 +131,34 @@ Passage:`
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optional: true
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}
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]
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this.outputs = [
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{
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label: 'HyDE Retriever',
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name: 'retriever',
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baseClasses: this.baseClasses
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},
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{
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label: 'Document',
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name: 'document',
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baseClasses: ['Document']
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},
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{
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label: 'Text',
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name: 'text',
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baseClasses: ['string', 'json']
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}
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]
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}
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async init(nodeData: INodeData): Promise<any> {
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async init(nodeData: INodeData, input: string): Promise<any> {
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const llm = nodeData.inputs?.model as BaseLanguageModel
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const vectorStore = nodeData.inputs?.vectorStore as VectorStore
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const promptKey = nodeData.inputs?.promptKey as PromptKey
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const customPrompt = nodeData.inputs?.customPrompt as string
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const query = nodeData.inputs?.query as string
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const topK = nodeData.inputs?.topK as string
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const k = topK ? parseFloat(topK) : 4
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const output = nodeData.outputs?.output as string
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const obj: HydeRetrieverOptions<any> = {
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llm,
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@@ -141,6 +170,19 @@ Passage:`
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else if (promptKey) obj.promptTemplate = promptKey
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const retriever = new HydeRetriever(obj)
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if (output === 'retriever') return retriever
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else if (output === 'document') return await retriever.getRelevantDocuments(query ? query : input)
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else if (output === 'text') {
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let finaltext = ''
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const docs = await retriever.getRelevantDocuments(query ? query : input)
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for (const doc of docs) finaltext += `${doc.pageContent}\n`
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return handleEscapeCharacters(finaltext, false)
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}
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return retriever
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}
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}
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