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fix(Auto-fixing Output Parser Node): Only run retry chain on parsing errors (#11569)

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oleg 2024-11-06 17:24:43 +01:00 committed by GitHub
parent d960777293
commit 21b31e488f
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5 changed files with 202 additions and 59 deletions
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26
packages/@n8n/nodes-langchain/nodes/agents/Agent/agents/ToolsAgent/execute.ts
View file

@ -206,10 +206,28 @@ export async function toolsAgentExecute(this: IExecuteFunctions): Promise<INodeE
// If the steps are an AgentFinish and the outputParser is defined it must mean that the LLM didn't use `format_final_response` tool so we will try to parse the output manually
if (outputParser && typeof steps === 'object' && (steps as AgentFinish).returnValues) {
const finalResponse = (steps as AgentFinish).returnValues;
const returnValues = (await outputParser.parse(finalResponse as unknown as string)) as Record<
string,
unknown
>;
let parserInput: string;
if (finalResponse instanceof Object) {
if ('output' in finalResponse) {
try {
// If the output is an object, we will try to parse it as JSON
// this is because parser expects stringified JSON object like { "output": { .... } }
// so we try to parse the output before wrapping it and then stringify it
parserInput = JSON.stringify({ output: jsonParse(finalResponse.output) });
} catch (error) {
// If parsing of the output fails, we will use the raw output
parserInput = finalResponse.output;
}
} else {
// If the output is not an object, we will stringify it as it is
parserInput = JSON.stringify(finalResponse);
}
} else {
parserInput = finalResponse;
}
const returnValues = (await outputParser.parse(parserInput)) as Record<string, unknown>;
return handleParsedStepOutput(returnValues);
}
return handleAgentFinishOutput(steps);

39
packages/@n8n/nodes-langchain/nodes/output_parser/OutputParserAutofixing/OutputParserAutofixing.node.ts
View file

@ -1,5 +1,6 @@
import type { BaseLanguageModel } from '@langchain/core/language_models/base';
import { NodeConnectionType } from 'n8n-workflow';
import { PromptTemplate } from '@langchain/core/prompts';
import { NodeConnectionType, NodeOperationError } from 'n8n-workflow';
import type {
ISupplyDataFunctions,
INodeType,
@ -7,6 +8,7 @@ import type {
SupplyData,
} from 'n8n-workflow';
import { NAIVE_FIX_PROMPT } from './prompt';
import {
N8nOutputFixingParser,
type N8nStructuredOutputParser,
@ -65,6 +67,27 @@ export class OutputParserAutofixing implements INodeType {
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.',
},
],
},
],
};
@ -77,8 +100,20 @@ export class OutputParserAutofixing implements INodeType {
NodeConnectionType.AiOutputParser,
itemIndex,
)) as N8nStructuredOutputParser;
const prompt = this.getNodeParameter('options.prompt', itemIndex, NAIVE_FIX_PROMPT) as string;
const parser = new N8nOutputFixingParser(this, model, outputParser);
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,

16
packages/@n8n/nodes-langchain/nodes/output_parser/OutputParserAutofixing/prompt.ts Normal file
View file

@ -0,0 +1,16 @@
export const NAIVE_FIX_PROMPT = `Instructions:
--------------
{instructions}
--------------
Completion:
--------------
{completion}
--------------
Above, the Completion did not satisfy the constraints given in the Instructions.
Error:
--------------
{error}
--------------
Please try again. Please only respond with an answer that satisfies the constraints laid out in the Instructions:`;

168
packages/@n8n/nodes-langchain/nodes/output_parser/OutputParserAutofixing/test/OutputParserAutofixing.node.test.ts
View file

@ -1,15 +1,19 @@
/* eslint-disable @typescript-eslint/unbound-method */
/* eslint-disable @typescript-eslint/no-unsafe-call */
import type { BaseLanguageModel } from '@langchain/core/language_models/base';
import { OutputParserException } from '@langchain/core/output_parsers';
import type { MockProxy } from 'jest-mock-extended';
import { mock } from 'jest-mock-extended';
import { normalizeItems } from 'n8n-core';
import type { IExecuteFunctions, IWorkflowDataProxyData } from 'n8n-workflow';
import { ApplicationError, NodeConnectionType } from 'n8n-workflow';
import { ApplicationError, NodeConnectionType, NodeOperationError } from 'n8n-workflow';
import { N8nOutputFixingParser } from '../../../../utils/output_parsers/N8nOutputParser';
import type { N8nStructuredOutputParser } from '../../../../utils/output_parsers/N8nOutputParser';
import type {
N8nOutputFixingParser,
N8nStructuredOutputParser,
} from '../../../../utils/output_parsers/N8nOutputParser';
import { OutputParserAutofixing } from '../OutputParserAutofixing.node';
import { NAIVE_FIX_PROMPT } from '../prompt';
describe('OutputParserAutofixing', () => {
let outputParser: OutputParserAutofixing;
@ -34,6 +38,13 @@ describe('OutputParserAutofixing', () => {
throw new ApplicationError('Unexpected connection type');
});
thisArg.getNodeParameter.mockReset();
thisArg.getNodeParameter.mockImplementation((parameterName) => {
if (parameterName === 'options.prompt') {
return NAIVE_FIX_PROMPT;
}
throw new ApplicationError('Not implemented');
});
});
afterEach(() => {
@ -48,73 +59,132 @@ describe('OutputParserAutofixing', () => {
});
}
it('should successfully parse valid output without needing to fix it', async () => {
const validOutput = { name: 'Alice', age: 25 };
describe('Configuration', () => {
it('should throw error when prompt template does not contain {error} placeholder', async () => {
thisArg.getNodeParameter.mockImplementation((parameterName) => {
if (parameterName === 'options.prompt') {
return 'Invalid prompt without error placeholder';
}
throw new ApplicationError('Not implemented');
});
mockStructuredOutputParser.parse.mockResolvedValueOnce(validOutput);
await expect(outputParser.supplyData.call(thisArg, 0)).rejects.toThrow(
new NodeOperationError(
thisArg.getNode(),
'Auto-fixing parser prompt has to contain {error} placeholder',
),
);
});
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
it('should throw error when prompt template is empty', async () => {
thisArg.getNodeParameter.mockImplementation((parameterName) => {
if (parameterName === 'options.prompt') {
return '';
}
throw new ApplicationError('Not implemented');
});
// Ensure the response contains the output-fixing parser
expect(response).toBeDefined();
expect(response).toBeInstanceOf(N8nOutputFixingParser);
await expect(outputParser.supplyData.call(thisArg, 0)).rejects.toThrow(
new NodeOperationError(
thisArg.getNode(),
'Auto-fixing parser prompt has to contain {error} placeholder',
),
);
});
const result = await response.parse('{"name": "Alice", "age": 25}');
it('should use default prompt when none specified', async () => {
thisArg.getNodeParameter.mockImplementation((parameterName) => {
if (parameterName === 'options.prompt') {
return NAIVE_FIX_PROMPT;
}
throw new ApplicationError('Not implemented');
});
// Validate that the parser succeeds without retry
expect(result).toEqual(validOutput);
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(1); // Only one call to parse
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
expect(response).toBeDefined();
});
});
it('should throw an error when both structured parser and fixing parser fail', async () => {
mockStructuredOutputParser.parse
.mockRejectedValueOnce(new Error('Invalid JSON')) // First attempt fails
.mockRejectedValueOnce(new Error('Fixing attempt failed')); // Second attempt fails
describe('Parsing', () => {
it('should successfully parse valid output without needing to fix it', async () => {
const validOutput = { name: 'Alice', age: 25 };
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
mockStructuredOutputParser.parse.mockResolvedValueOnce(validOutput);
response.getRetryChain = getMockedRetryChain('{}');
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
await expect(response.parse('Invalid JSON string')).rejects.toThrow('Fixing attempt failed');
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(2);
});
const result = await response.parse('{"name": "Alice", "age": 25}');
it('should reject on the first attempt and succeed on retry with the parsed content', async () => {
const validOutput = { name: 'Bob', age: 28 };
expect(result).toEqual(validOutput);
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(1);
});
mockStructuredOutputParser.parse.mockRejectedValueOnce(new Error('Invalid JSON'));
it('should not retry on non-OutputParserException errors', async () => {
const error = new Error('Some other error');
mockStructuredOutputParser.parse.mockRejectedValueOnce(error);
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
response.getRetryChain = getMockedRetryChain(JSON.stringify(validOutput));
await expect(response.parse('Invalid JSON string')).rejects.toThrow(error);
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(1);
});
mockStructuredOutputParser.parse.mockResolvedValueOnce(validOutput);
it('should retry on OutputParserException and succeed', async () => {
const validOutput = { name: 'Bob', age: 28 };
const result = await response.parse('Invalid JSON string');
mockStructuredOutputParser.parse
.mockRejectedValueOnce(new OutputParserException('Invalid JSON'))
.mockResolvedValueOnce(validOutput);
expect(result).toEqual(validOutput);
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(2); // First fails, second succeeds
});
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
it('should handle non-JSON formatted response from fixing parser', async () => {
mockStructuredOutputParser.parse.mockRejectedValueOnce(new Error('Invalid JSON'));
response.getRetryChain = getMockedRetryChain(JSON.stringify(validOutput));
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
const result = await response.parse('Invalid JSON string');
response.getRetryChain = getMockedRetryChain('This is not JSON');
expect(result).toEqual(validOutput);
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(2);
});
mockStructuredOutputParser.parse.mockRejectedValueOnce(new Error('Unexpected token'));
it('should handle failed retry attempt', async () => {
mockStructuredOutputParser.parse
.mockRejectedValueOnce(new OutputParserException('Invalid JSON'))
.mockRejectedValueOnce(new Error('Still invalid JSON'));
// Expect the structured parser to throw an error on invalid JSON from retry
await expect(response.parse('Invalid JSON string')).rejects.toThrow('Unexpected token');
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(2); // First fails, second tries and fails
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
response.getRetryChain = getMockedRetryChain('Still not valid JSON');
await expect(response.parse('Invalid JSON string')).rejects.toThrow('Still invalid JSON');
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(2);
});
it('should throw non-OutputParserException errors immediately without retry', async () => {
const customError = new Error('Database connection error');
const retryChainSpy = jest.fn();
mockStructuredOutputParser.parse.mockRejectedValueOnce(customError);
const { response } = (await outputParser.supplyData.call(thisArg, 0)) as {
response: N8nOutputFixingParser;
};
response.getRetryChain = retryChainSpy;
await expect(response.parse('Some input')).rejects.toThrow('Database connection error');
expect(mockStructuredOutputParser.parse).toHaveBeenCalledTimes(1);
expect(retryChainSpy).not.toHaveBeenCalled();
});
});
});

12
packages/@n8n/nodes-langchain/utils/output_parsers/N8nOutputFixingParser.ts
View file

@ -1,12 +1,12 @@
import type { Callbacks } from '@langchain/core/callbacks/manager';
import type { BaseLanguageModel } from '@langchain/core/language_models/base';
import type { AIMessage } from '@langchain/core/messages';
import { BaseOutputParser } from '@langchain/core/output_parsers';
import { BaseOutputParser, OutputParserException } from '@langchain/core/output_parsers';
import type { PromptTemplate } from '@langchain/core/prompts';
import type { ISupplyDataFunctions } from 'n8n-workflow';
import { NodeConnectionType } from 'n8n-workflow';
import type { N8nStructuredOutputParser } from './N8nStructuredOutputParser';
import { NAIVE_FIX_PROMPT } from './prompt';
import { logAiEvent } from '../helpers';
export class N8nOutputFixingParser extends BaseOutputParser {
@ -16,12 +16,13 @@ export class N8nOutputFixingParser extends BaseOutputParser {
private context: ISupplyDataFunctions,
private model: BaseLanguageModel,
private outputParser: N8nStructuredOutputParser,
private fixPromptTemplate: PromptTemplate,
) {
super();
}
getRetryChain() {
return NAIVE_FIX_PROMPT.pipe(this.model);
return this.fixPromptTemplate.pipe(this.model);
}
/**
@ -47,11 +48,14 @@ export class N8nOutputFixingParser extends BaseOutputParser {
return response;
} catch (error) {
if (!(error instanceof OutputParserException)) {
throw error;
}
try {
// Second attempt: use retry chain to fix the output
const result = (await this.getRetryChain().invoke({
completion,
error,
error: error.message,
instructions: this.getFormatInstructions(),
})) as AIMessage;