2023-11-29 03:13:55 -08:00
|
|
|
|
import {
|
|
|
|
|
NodeConnectionType,
|
|
|
|
|
type IExecuteFunctions,
|
|
|
|
|
type INodeExecutionData,
|
|
|
|
|
type INodeType,
|
|
|
|
|
type INodeTypeDescription,
|
|
|
|
|
NodeOperationError,
|
|
|
|
|
} from 'n8n-workflow';
|
|
|
|
|
|
|
|
|
|
import { RetrievalQAChain } from 'langchain/chains';
|
2024-03-07 02:36:36 -08:00
|
|
|
|
import type { BaseLanguageModel } from '@langchain/core/language_models/base';
|
|
|
|
|
import type { BaseRetriever } from '@langchain/core/retrievers';
|
2023-11-29 03:13:55 -08:00
|
|
|
|
import { getTemplateNoticeField } from '../../../utils/sharedFields';
|
2024-02-21 05:59:37 -08:00
|
|
|
|
import { getPromptInputByType } from '../../../utils/helpers';
|
2024-04-08 13:51:49 -07:00
|
|
|
|
import { getTracingConfig } from '../../../utils/tracing';
|
2023-11-29 03:13:55 -08:00
|
|
|
|
|
|
|
|
|
export class ChainRetrievalQa implements INodeType {
|
|
|
|
|
description: INodeTypeDescription = {
|
|
|
|
|
displayName: 'Question and Answer Chain',
|
|
|
|
|
name: 'chainRetrievalQa',
|
|
|
|
|
icon: 'fa:link',
|
|
|
|
|
group: ['transform'],
|
2024-02-21 05:59:37 -08:00
|
|
|
|
version: [1, 1.1, 1.2, 1.3],
|
2023-11-29 03:13:55 -08:00
|
|
|
|
description: 'Answer questions about retrieved documents',
|
|
|
|
|
defaults: {
|
|
|
|
|
name: 'Question and Answer Chain',
|
|
|
|
|
color: '#909298',
|
|
|
|
|
},
|
|
|
|
|
codex: {
|
|
|
|
|
alias: ['LangChain'],
|
|
|
|
|
categories: ['AI'],
|
|
|
|
|
subcategories: {
|
|
|
|
|
AI: ['Chains'],
|
|
|
|
|
},
|
|
|
|
|
resources: {
|
|
|
|
|
primaryDocumentation: [
|
|
|
|
|
{
|
|
|
|
|
url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainretrievalqa/',
|
|
|
|
|
},
|
|
|
|
|
],
|
|
|
|
|
},
|
|
|
|
|
},
|
|
|
|
|
// eslint-disable-next-line n8n-nodes-base/node-class-description-inputs-wrong-regular-node
|
|
|
|
|
inputs: [
|
|
|
|
|
NodeConnectionType.Main,
|
|
|
|
|
{
|
|
|
|
|
displayName: 'Model',
|
|
|
|
|
maxConnections: 1,
|
|
|
|
|
type: NodeConnectionType.AiLanguageModel,
|
|
|
|
|
required: true,
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
displayName: 'Retriever',
|
|
|
|
|
maxConnections: 1,
|
|
|
|
|
type: NodeConnectionType.AiRetriever,
|
|
|
|
|
required: true,
|
|
|
|
|
},
|
|
|
|
|
],
|
|
|
|
|
outputs: [NodeConnectionType.Main],
|
|
|
|
|
credentials: [],
|
|
|
|
|
properties: [
|
|
|
|
|
getTemplateNoticeField(1960),
|
|
|
|
|
{
|
|
|
|
|
displayName: 'Query',
|
|
|
|
|
name: 'query',
|
|
|
|
|
type: 'string',
|
|
|
|
|
required: true,
|
|
|
|
|
default: '={{ $json.input }}',
|
|
|
|
|
displayOptions: {
|
|
|
|
|
show: {
|
|
|
|
|
'@version': [1],
|
|
|
|
|
},
|
|
|
|
|
},
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
displayName: 'Query',
|
|
|
|
|
name: 'query',
|
|
|
|
|
type: 'string',
|
|
|
|
|
required: true,
|
|
|
|
|
default: '={{ $json.chat_input }}',
|
|
|
|
|
displayOptions: {
|
|
|
|
|
show: {
|
|
|
|
|
'@version': [1.1],
|
|
|
|
|
},
|
|
|
|
|
},
|
|
|
|
|
},
|
2024-01-09 03:11:39 -08:00
|
|
|
|
{
|
|
|
|
|
displayName: 'Query',
|
|
|
|
|
name: 'query',
|
|
|
|
|
type: 'string',
|
|
|
|
|
required: true,
|
|
|
|
|
default: '={{ $json.chatInput }}',
|
|
|
|
|
displayOptions: {
|
|
|
|
|
show: {
|
|
|
|
|
'@version': [1.2],
|
|
|
|
|
},
|
|
|
|
|
},
|
|
|
|
|
},
|
2024-02-21 05:59:37 -08:00
|
|
|
|
{
|
|
|
|
|
displayName: 'Prompt',
|
|
|
|
|
name: 'promptType',
|
|
|
|
|
type: 'options',
|
|
|
|
|
options: [
|
|
|
|
|
{
|
|
|
|
|
// eslint-disable-next-line n8n-nodes-base/node-param-display-name-miscased
|
|
|
|
|
name: 'Take from previous node automatically',
|
|
|
|
|
value: 'auto',
|
|
|
|
|
description: 'Looks for an input field called chatInput',
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
// eslint-disable-next-line n8n-nodes-base/node-param-display-name-miscased
|
|
|
|
|
name: 'Define below',
|
|
|
|
|
value: 'define',
|
|
|
|
|
description:
|
|
|
|
|
'Use an expression to reference data in previous nodes or enter static text',
|
|
|
|
|
},
|
|
|
|
|
],
|
|
|
|
|
displayOptions: {
|
|
|
|
|
hide: {
|
|
|
|
|
'@version': [{ _cnd: { lte: 1.2 } }],
|
|
|
|
|
},
|
|
|
|
|
},
|
|
|
|
|
default: 'auto',
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
displayName: 'Text',
|
|
|
|
|
name: 'text',
|
|
|
|
|
type: 'string',
|
|
|
|
|
required: true,
|
|
|
|
|
default: '',
|
|
|
|
|
typeOptions: {
|
|
|
|
|
rows: 2,
|
|
|
|
|
},
|
|
|
|
|
displayOptions: {
|
|
|
|
|
show: {
|
|
|
|
|
promptType: ['define'],
|
|
|
|
|
},
|
|
|
|
|
},
|
|
|
|
|
},
|
2023-11-29 03:13:55 -08:00
|
|
|
|
],
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
async execute(this: IExecuteFunctions): Promise<INodeExecutionData[][]> {
|
|
|
|
|
this.logger.verbose('Executing Retrieval QA Chain');
|
|
|
|
|
|
|
|
|
|
const model = (await this.getInputConnectionData(
|
|
|
|
|
NodeConnectionType.AiLanguageModel,
|
|
|
|
|
0,
|
|
|
|
|
)) as BaseLanguageModel;
|
|
|
|
|
|
|
|
|
|
const retriever = (await this.getInputConnectionData(
|
|
|
|
|
NodeConnectionType.AiRetriever,
|
|
|
|
|
0,
|
|
|
|
|
)) as BaseRetriever;
|
|
|
|
|
|
|
|
|
|
const items = this.getInputData();
|
|
|
|
|
const chain = RetrievalQAChain.fromLLM(model, retriever);
|
|
|
|
|
|
|
|
|
|
const returnData: INodeExecutionData[] = [];
|
|
|
|
|
|
|
|
|
|
// Run for each item
|
|
|
|
|
for (let itemIndex = 0; itemIndex < items.length; itemIndex++) {
|
2024-04-09 05:06:12 -07:00
|
|
|
|
try {
|
|
|
|
|
let query;
|
2024-02-21 05:59:37 -08:00
|
|
|
|
|
2024-04-09 05:06:12 -07:00
|
|
|
|
if (this.getNode().typeVersion <= 1.2) {
|
|
|
|
|
query = this.getNodeParameter('query', itemIndex) as string;
|
|
|
|
|
} else {
|
|
|
|
|
query = getPromptInputByType({
|
|
|
|
|
ctx: this,
|
|
|
|
|
i: itemIndex,
|
|
|
|
|
inputKey: 'text',
|
|
|
|
|
promptTypeKey: 'promptType',
|
|
|
|
|
});
|
|
|
|
|
}
|
2023-11-29 03:13:55 -08:00
|
|
|
|
|
2024-04-09 05:06:12 -07:00
|
|
|
|
if (query === undefined) {
|
|
|
|
|
throw new NodeOperationError(this.getNode(), 'The ‘query‘ parameter is empty.');
|
|
|
|
|
}
|
2023-11-29 03:13:55 -08:00
|
|
|
|
|
2024-04-09 05:06:12 -07:00
|
|
|
|
const response = await chain.withConfig(getTracingConfig(this)).invoke({ query });
|
|
|
|
|
returnData.push({ json: { response } });
|
|
|
|
|
} catch (error) {
|
|
|
|
|
if (this.continueOnFail()) {
|
|
|
|
|
returnData.push({ json: { error: error.message }, pairedItem: { item: itemIndex } });
|
|
|
|
|
continue;
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
throw error;
|
|
|
|
|
}
|
2023-11-29 03:13:55 -08:00
|
|
|
|
}
|
2024-01-17 07:08:50 -08:00
|
|
|
|
return await this.prepareOutputData(returnData);
|
2023-11-29 03:13:55 -08:00
|
|
|
|
}
|
|
|
|
|
}
|