n8n/packages/@n8n/nodes-langchain/nodes/retrievers/RetrieverContextualCompression/RetrieverContextualCompression.node.ts
Jan Oberhauser 87def60979
feat: Add AI tool building capabilities (#7336)
Github issue / Community forum post (link here to close automatically):
https://community.n8n.io/t/langchain-memory-chat/23733

---------

Signed-off-by: Oleg Ivaniv <me@olegivaniv.com>
Co-authored-by: Oleg Ivaniv <me@olegivaniv.com>
Co-authored-by: Val <68596159+valya@users.noreply.github.com>
Co-authored-by: Alex Grozav <alex@grozav.com>
Co-authored-by: कारतोफ्फेलस्क्रिप्ट™ <aditya@netroy.in>
Co-authored-by: Deborah <deborah@starfallprojects.co.uk>
Co-authored-by: Jesper Bylund <mail@jesperbylund.com>
Co-authored-by: Jon <jonathan.bennetts@gmail.com>
Co-authored-by: Michael Kret <88898367+michael-radency@users.noreply.github.com>
Co-authored-by: Giulio Andreini <andreini@netseven.it>
Co-authored-by: Mason Geloso <Mason.geloso@gmail.com>
Co-authored-by: Mason Geloso <hone@Masons-Mac-mini.local>
Co-authored-by: Mutasem Aldmour <mutasem@n8n.io>
2023-11-29 12:13:55 +01:00

91 lines
2.4 KiB
TypeScript

/* eslint-disable n8n-nodes-base/node-dirname-against-convention */
import {
NodeConnectionType,
type IExecuteFunctions,
type INodeType,
type INodeTypeDescription,
type SupplyData,
} from 'n8n-workflow';
import { ContextualCompressionRetriever } from 'langchain/retrievers/contextual_compression';
import { LLMChainExtractor } from 'langchain/retrievers/document_compressors/chain_extract';
import type { BaseLanguageModel } from 'langchain/base_language';
import type { BaseRetriever } from 'langchain/schema/retriever';
import { logWrapper } from '../../../utils/logWrapper';
export class RetrieverContextualCompression implements INodeType {
description: INodeTypeDescription = {
displayName: 'Contextual Compression Retriever',
name: 'retrieverContextualCompression',
icon: 'fa:box-open',
group: ['transform'],
version: 1,
description: 'Enhances document similarity search by contextual compression.',
defaults: {
name: 'Contextual Compression Retriever',
},
codex: {
categories: ['AI'],
subcategories: {
AI: ['Retrievers'],
},
resources: {
primaryDocumentation: [
{
url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.retrievercontextualcompression/',
},
],
},
},
// eslint-disable-next-line n8n-nodes-base/node-class-description-inputs-wrong-regular-node
inputs: [
{
displayName: 'Model',
maxConnections: 1,
type: NodeConnectionType.AiLanguageModel,
required: true,
},
{
displayName: 'Retriever',
maxConnections: 1,
type: NodeConnectionType.AiRetriever,
required: true,
},
],
outputs: [
{
displayName: 'Retriever',
maxConnections: 1,
type: NodeConnectionType.AiRetriever,
},
],
properties: [],
};
async supplyData(this: IExecuteFunctions, itemIndex: number): Promise<SupplyData> {
this.logger.verbose('Supplying data for Contextual Compression Retriever');
const model = (await this.getInputConnectionData(
NodeConnectionType.AiLanguageModel,
itemIndex,
)) as BaseLanguageModel;
const baseRetriever = (await this.getInputConnectionData(
NodeConnectionType.AiRetriever,
itemIndex,
)) as BaseRetriever;
const baseCompressor = LLMChainExtractor.fromLLM(model);
const retriever = new ContextualCompressionRetriever({
baseCompressor,
baseRetriever,
});
return {
response: logWrapper(retriever, this),
};
}
}