n8n/packages/@n8n/nodes-langchain/nodes/output_parser/OutputParserAutofixing/OutputParserAutofixing.node.ts

123 lines
3.4 KiB
TypeScript

import type { BaseLanguageModel } from '@langchain/core/language_models/base';
import { PromptTemplate } from '@langchain/core/prompts';
import { NodeConnectionType, NodeOperationError } from 'n8n-workflow';
import type {
ISupplyDataFunctions,
INodeType,
INodeTypeDescription,
SupplyData,
} from 'n8n-workflow';
import { NAIVE_FIX_PROMPT } from './prompt';
import {
N8nOutputFixingParser,
type N8nStructuredOutputParser,
} from '../../../utils/output_parsers/N8nOutputParser';
import { getConnectionHintNoticeField } from '../../../utils/sharedFields';
export class OutputParserAutofixing implements INodeType {
description: INodeTypeDescription = {
displayName: 'Auto-fixing Output Parser',
name: 'outputParserAutofixing',
icon: 'fa:tools',
group: ['transform'],
version: 1,
description: 'Automatically fix the output if it is not in the correct format',
defaults: {
name: 'Auto-fixing Output Parser',
},
codex: {
categories: ['AI'],
subcategories: {
AI: ['Output Parsers'],
},
resources: {
primaryDocumentation: [
{
url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserautofixing/',
},
],
},
},
// 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: 'Output Parser',
maxConnections: 1,
required: true,
type: NodeConnectionType.AiOutputParser,
},
],
// eslint-disable-next-line n8n-nodes-base/node-class-description-outputs-wrong
outputs: [NodeConnectionType.AiOutputParser],
outputNames: ['Output Parser'],
properties: [
{
displayName:
'This node wraps another output parser. If the first one fails it calls an LLM to fix the format',
name: 'info',
type: 'notice',
default: '',
},
getConnectionHintNoticeField([NodeConnectionType.AiChain, NodeConnectionType.AiAgent]),
{
displayName: 'Options',
name: 'options',
type: 'collection',
placeholder: 'Add Option',
default: {},
options: [
{
displayName: 'Retry Prompt',
name: 'prompt',
type: 'string',
default: NAIVE_FIX_PROMPT,
typeOptions: {
rows: 10,
},
hint: 'Should include "{error}", "{instructions}", and "{completion}" placeholders',
description:
'Prompt template used for fixing the output. Uses placeholders: "{instructions}" for parsing rules, "{completion}" for the failed attempt, and "{error}" for the validation error message.',
},
],
},
],
};
async supplyData(this: ISupplyDataFunctions, itemIndex: number): Promise<SupplyData> {
const model = (await this.getInputConnectionData(
NodeConnectionType.AiLanguageModel,
itemIndex,
)) as BaseLanguageModel;
const outputParser = (await this.getInputConnectionData(
NodeConnectionType.AiOutputParser,
itemIndex,
)) as N8nStructuredOutputParser;
const prompt = this.getNodeParameter('options.prompt', itemIndex, NAIVE_FIX_PROMPT) as string;
if (prompt.length === 0 || !prompt.includes('{error}')) {
throw new NodeOperationError(
this.getNode(),
'Auto-fixing parser prompt has to contain {error} placeholder',
);
}
const parser = new N8nOutputFixingParser(
this,
model,
outputParser,
PromptTemplate.fromTemplate(prompt),
);
return {
response: parser,
};
}
}