Compression Retriever - LLM filter
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import { INode, INodeData, INodeOutputsValue, INodeParams } from '../../../src/Interface'
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import { BaseRetriever } from 'langchain/schema/retriever'
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import { ContextualCompressionRetriever } from 'langchain/retrievers/contextual_compression'
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import { BaseLanguageModel } from 'langchain/base_language'
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import { LLMChainExtractor } from 'langchain/retrievers/document_compressors/chain_extract'
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class LLMFilterCompressionRetriever_Retrievers implements INode {
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label: string
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name: string
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version: number
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description: string
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type: string
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icon: string
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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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badge: string
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constructor() {
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this.label = 'LLM Filter Retriever'
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this.name = 'llmFilterRetriever'
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this.version = 1.0
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this.type = 'LLMFilterRetriever'
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this.icon = 'compressionRetriever.svg'
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this.category = 'Retrievers'
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this.badge = 'NEW'
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this.description =
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'Iterate over the initially returned documents and extract, from each, only the content that is relevant to the query'
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this.baseClasses = [this.type, 'BaseRetriever']
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this.inputs = [
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{
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label: 'Base Retriever',
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name: 'baseRetriever',
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type: 'VectorStoreRetriever'
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},
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{
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label: 'Language Model',
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name: 'model',
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type: 'BaseLanguageModel',
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optional: true
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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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const baseRetriever = nodeData.inputs?.baseRetriever as BaseRetriever
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const model = nodeData.inputs?.model as BaseLanguageModel
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if (model) {
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return new ContextualCompressionRetriever({
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baseCompressor: LLMChainExtractor.fromLLM(model),
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baseRetriever: baseRetriever
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})
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}
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return {}
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}
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}
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module.exports = { nodeClass: LLMFilterCompressionRetriever_Retrievers }
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<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-chart-bar" width="24" height="24" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round">
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<path stroke="none" d="M0 0h24v24H0z" fill="none"/>
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<path d="M3 12m0 1a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v6a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1z" />
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<path d="M9 8m0 1a1 1 0 0 1 1 -1h4a1 1 0 0 1 1 1v10a1 1 0 0 1 -1 1h-4a1 1 0 0 1 -1 -1z" />
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<path d="M4 20l14 0" />
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</svg>
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After Width: | Height: | Size: 600 B |
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