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