n8n/packages/@n8n/nodes-langchain/nodes/retrievers/RetrieverMultiQuery/RetrieverMultiQuery.node.ts

Ignoring revisions in .git-blame-ignore-revs. Click here to bypass and see the normal blame view.

113 lines
2.8 KiB
TypeScript
Raw Normal View History

/* eslint-disable n8n-nodes-base/node-dirname-against-convention */
import {
NodeConnectionType,
type IExecuteFunctions,
type INodeType,
type INodeTypeDescription,
type SupplyData,
} from 'n8n-workflow';
import { MultiQueryRetriever } from 'langchain/retrievers/multi_query';
import type { BaseLanguageModel } from '@langchain/core/language_models/base';
import type { BaseRetriever } from '@langchain/core/retrievers';
import { logWrapper } from '../../../utils/logWrapper';
export class RetrieverMultiQuery implements INodeType {
description: INodeTypeDescription = {
displayName: 'MultiQuery Retriever',
name: 'retrieverMultiQuery',
icon: 'fa:box-open',
group: ['transform'],
version: 1,
description:
'Automates prompt tuning, generates diverse queries and expands document pool for enhanced retrieval.',
defaults: {
name: 'MultiQuery Retriever',
},
codex: {
categories: ['AI'],
subcategories: {
AI: ['Retrievers'],
},
resources: {
primaryDocumentation: [
{
url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.retrievermultiquery/',
},
],
},
},
// 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: [
{
displayName: 'Options',
name: 'options',
placeholder: 'Add Option',
description: 'Additional options to add',
type: 'collection',
default: {},
options: [
{
displayName: 'Query Count',
name: 'queryCount',
default: 3,
typeOptions: { minValue: 1 },
description: 'Number of different versions of the given question to generate',
type: 'number',
},
],
},
],
};
async supplyData(this: IExecuteFunctions, itemIndex: number): Promise<SupplyData> {
this.logger.debug('Supplying data for MultiQuery Retriever');
const options = this.getNodeParameter('options', itemIndex, {}) as { queryCount?: number };
const model = (await this.getInputConnectionData(
NodeConnectionType.AiLanguageModel,
itemIndex,
)) as BaseLanguageModel;
const baseRetriever = (await this.getInputConnectionData(
NodeConnectionType.AiRetriever,
itemIndex,
)) as BaseRetriever;
// TODO: Add support for parserKey
const retriever = MultiQueryRetriever.fromLLM({
llm: model,
retriever: baseRetriever,
...options,
});
return {
response: logWrapper(retriever, this),
};
}
}