Files
n8n-enterprise-unlocked/packages/@n8n/nodes-langchain/nodes/output_parser/OutputParserStructured/OutputParserStructured.node.ts

258 lines
6.7 KiB
TypeScript

import type { BaseLanguageModel } from '@langchain/core/language_models/base';
import { PromptTemplate } from '@langchain/core/prompts';
import type { JSONSchema7 } from 'json-schema';
import {
jsonParse,
type INodeType,
type INodeTypeDescription,
type ISupplyDataFunctions,
type SupplyData,
NodeOperationError,
NodeConnectionTypes,
} from 'n8n-workflow';
import type { z } from 'zod';
import {
buildJsonSchemaExampleNotice,
inputSchemaField,
jsonSchemaExampleField,
schemaTypeField,
} from '@utils/descriptions';
import {
N8nOutputFixingParser,
N8nStructuredOutputParser,
} from '@utils/output_parsers/N8nOutputParser';
import { convertJsonSchemaToZod, generateSchemaFromExample } from '@utils/schemaParsing';
import { getConnectionHintNoticeField } from '@utils/sharedFields';
import { NAIVE_FIX_PROMPT } from './prompt';
export class OutputParserStructured implements INodeType {
description: INodeTypeDescription = {
displayName: 'Structured Output Parser',
name: 'outputParserStructured',
icon: 'fa:code',
iconColor: 'black',
group: ['transform'],
version: [1, 1.1, 1.2, 1.3],
defaultVersion: 1.3,
description: 'Return data in a defined JSON format',
defaults: {
name: 'Structured Output Parser',
},
codex: {
alias: ['json', 'zod'],
categories: ['AI'],
subcategories: {
AI: ['Output Parsers'],
},
resources: {
primaryDocumentation: [
{
url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured/',
},
],
},
},
inputs: `={{
((parameters) => {
if (parameters?.autoFix) {
return [
{ displayName: 'Model', maxConnections: 1, type: "${NodeConnectionTypes.AiLanguageModel}", required: true }
];
}
return [];
})($parameter)
}}`,
// eslint-disable-next-line n8n-nodes-base/node-class-description-outputs-wrong
outputs: [NodeConnectionTypes.AiOutputParser],
outputNames: ['Output Parser'],
properties: [
getConnectionHintNoticeField([NodeConnectionTypes.AiChain, NodeConnectionTypes.AiAgent]),
{ ...schemaTypeField, displayOptions: { show: { '@version': [{ _cnd: { gte: 1.2 } }] } } },
{
...jsonSchemaExampleField,
default: `{
"state": "California",
"cities": ["Los Angeles", "San Francisco", "San Diego"]
}`,
},
buildJsonSchemaExampleNotice({
showExtraProps: {
'@version': [{ _cnd: { gte: 1.3 } }],
},
}),
{
...inputSchemaField,
default: `{
"type": "object",
"properties": {
"state": {
"type": "string"
},
"cities": {
"type": "array",
"items": {
"type": "string"
}
}
}
}`,
},
{
displayName: 'JSON Schema',
name: 'jsonSchema',
type: 'json',
description: 'JSON Schema to structure and validate the output against',
default: `{
"type": "object",
"properties": {
"state": {
"type": "string"
},
"cities": {
"type": "array",
"items": {
"type": "string"
}
}
}
}`,
typeOptions: {
rows: 10,
},
required: true,
displayOptions: {
show: {
'@version': [{ _cnd: { lte: 1.1 } }],
},
},
},
{
displayName: 'Auto-Fix Format',
description:
'Whether to automatically fix the output when it is not in the correct format. Will cause another LLM call.',
name: 'autoFix',
type: 'boolean',
default: false,
},
{
displayName: 'Customize Retry Prompt',
name: 'customizeRetryPrompt',
type: 'boolean',
displayOptions: {
show: {
autoFix: [true],
},
},
default: false,
description:
'Whether to customize the prompt used for retrying the output parsing. If disabled, a default prompt will be used.',
},
{
displayName: 'Custom Prompt',
name: 'prompt',
type: 'string',
displayOptions: {
show: {
autoFix: [true],
customizeRetryPrompt: [true],
},
},
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.',
},
],
hints: [
{
message:
'Fields that use $refs might have the wrong type, since this syntax is not currently supported',
type: 'warning',
location: 'outputPane',
whenToDisplay: 'afterExecution',
displayCondition:
'={{ $parameter["schemaType"] === "manual" && $parameter["inputSchema"]?.includes("$ref") }}',
},
],
};
async supplyData(this: ISupplyDataFunctions, itemIndex: number): Promise<SupplyData> {
const schemaType = this.getNodeParameter('schemaType', itemIndex, '') as 'fromJson' | 'manual';
// We initialize these even though one of them will always be empty
// it makes it easer to navigate the ternary operator
const jsonExample = this.getNodeParameter('jsonSchemaExample', itemIndex, '') as string;
let inputSchema: string;
// Enforce all fields to be required in the generated schema if the node version is 1.3 or higher
const jsonExampleAllFieldsRequired = this.getNode().typeVersion >= 1.3;
if (this.getNode().typeVersion <= 1.1) {
inputSchema = this.getNodeParameter('jsonSchema', itemIndex, '') as string;
} else {
inputSchema = this.getNodeParameter('inputSchema', itemIndex, '') as string;
}
const jsonSchema =
schemaType === 'fromJson'
? generateSchemaFromExample(jsonExample, jsonExampleAllFieldsRequired)
: jsonParse<JSONSchema7>(inputSchema);
const zodSchema = convertJsonSchemaToZod<z.ZodSchema<object>>(jsonSchema);
const nodeVersion = this.getNode().typeVersion;
const autoFix = this.getNodeParameter('autoFix', itemIndex, false) as boolean;
let outputParser;
try {
outputParser = await N8nStructuredOutputParser.fromZodJsonSchema(
zodSchema,
nodeVersion,
this,
);
} catch (error) {
throw new NodeOperationError(
this.getNode(),
'Error during parsing of JSON Schema. Please check the schema and try again.',
);
}
if (!autoFix) {
return {
response: outputParser,
};
}
const model = (await this.getInputConnectionData(
NodeConnectionTypes.AiLanguageModel,
itemIndex,
)) as BaseLanguageModel;
const prompt = this.getNodeParameter('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,
};
}
}