mirror of
https://github.com/n8n-io/n8n.git
synced 2024-11-15 09:04:07 -08:00
91 lines
2.9 KiB
TypeScript
91 lines
2.9 KiB
TypeScript
import type { Callbacks } from '@langchain/core/callbacks/manager';
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import type { BaseLanguageModel } from '@langchain/core/language_models/base';
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import type { AIMessage } from '@langchain/core/messages';
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import { BaseOutputParser, OutputParserException } from '@langchain/core/output_parsers';
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import type { PromptTemplate } from '@langchain/core/prompts';
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import type { ISupplyDataFunctions } from 'n8n-workflow';
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import { NodeConnectionType } from 'n8n-workflow';
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import type { N8nStructuredOutputParser } from './N8nStructuredOutputParser';
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import { logAiEvent } from '../helpers';
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export class N8nOutputFixingParser extends BaseOutputParser {
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lc_namespace = ['langchain', 'output_parsers', 'fix'];
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constructor(
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private context: ISupplyDataFunctions,
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private model: BaseLanguageModel,
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private outputParser: N8nStructuredOutputParser,
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private fixPromptTemplate: PromptTemplate,
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) {
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super();
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}
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getRetryChain() {
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return this.fixPromptTemplate.pipe(this.model);
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}
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/**
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* Attempts to parse the completion string using the output parser.
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* If the initial parse fails, it tries to fix the output using a retry chain.
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* @param completion The string to be parsed
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* @returns The parsed response
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* @throws Error if both parsing attempts fail
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*/
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async parse(completion: string, callbacks?: Callbacks) {
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const { index } = this.context.addInputData(NodeConnectionType.AiOutputParser, [
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[{ json: { action: 'parse', text: completion } }],
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]);
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try {
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// First attempt to parse the completion
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const response = await this.outputParser.parse(completion, callbacks, (e) => e);
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logAiEvent(this.context, 'ai-output-parsed', { text: completion, response });
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this.context.addOutputData(NodeConnectionType.AiOutputParser, index, [
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[{ json: { action: 'parse', response } }],
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]);
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return response;
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} catch (error) {
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if (!(error instanceof OutputParserException)) {
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throw error;
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}
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try {
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// Second attempt: use retry chain to fix the output
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const result = (await this.getRetryChain().invoke({
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completion,
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error: error.message,
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instructions: this.getFormatInstructions(),
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})) as AIMessage;
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const resultText = result.content.toString();
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const parsed = await this.outputParser.parse(resultText, callbacks);
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// Add the successfully parsed output to the context
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this.context.addOutputData(NodeConnectionType.AiOutputParser, index, [
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[{ json: { action: 'parse', response: parsed } }],
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]);
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return parsed;
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} catch (autoParseError) {
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// If both attempts fail, add the error to the output and throw
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this.context.addOutputData(NodeConnectionType.AiOutputParser, index, autoParseError);
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throw autoParseError;
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}
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}
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}
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/**
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* Method to get the format instructions for the parser.
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* @returns The format instructions for the parser.
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*/
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getFormatInstructions() {
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return this.outputParser.getFormatInstructions();
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}
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getSchema() {
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return this.outputParser.schema;
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}
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}
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