n8n/packages/@n8n/nodes-langchain/nodes/output_parser/OutputParserStructured/OutputParserStructured.node.ts
oleg 0f7ae3f50a
refactor: Update Langchain to 0.1.41 & add support for Claude 3 (#8825)
Signed-off-by: Oleg Ivaniv <me@olegivaniv.com>
Co-authored-by: Michael Kret <michael.k@radency.com>
2024-03-07 11:36:36 +01:00

184 lines
5.6 KiB
TypeScript

/* eslint-disable n8n-nodes-base/node-dirname-against-convention */
import {
jsonParse,
type IExecuteFunctions,
type INodeType,
type INodeTypeDescription,
type SupplyData,
NodeOperationError,
NodeConnectionType,
} from 'n8n-workflow';
import { parseSchema } from 'json-schema-to-zod';
import { z } from 'zod';
import type { JSONSchema7 } from 'json-schema';
import { StructuredOutputParser } from 'langchain/output_parsers';
import { OutputParserException } from '@langchain/core/output_parsers';
import get from 'lodash/get';
import { logWrapper } from '../../../utils/logWrapper';
import { getConnectionHintNoticeField } from '../../../utils/sharedFields';
const STRUCTURED_OUTPUT_KEY = '__structured__output';
const STRUCTURED_OUTPUT_OBJECT_KEY = '__structured__output__object';
const STRUCTURED_OUTPUT_ARRAY_KEY = '__structured__output__array';
class N8nStructuredOutputParser<T extends z.ZodTypeAny> extends StructuredOutputParser<T> {
async parse(text: string): Promise<z.infer<T>> {
try {
const parsed = (await super.parse(text)) as object;
return (
get(parsed, [STRUCTURED_OUTPUT_KEY, STRUCTURED_OUTPUT_OBJECT_KEY]) ??
get(parsed, [STRUCTURED_OUTPUT_KEY, STRUCTURED_OUTPUT_ARRAY_KEY]) ??
get(parsed, STRUCTURED_OUTPUT_KEY) ??
parsed
);
} catch (e) {
// eslint-disable-next-line n8n-nodes-base/node-execute-block-wrong-error-thrown
throw new OutputParserException(`Failed to parse. Text: "${text}". Error: ${e}`, text);
}
}
static fromZedJsonSchema(
schema: JSONSchema7,
nodeVersion: number,
): StructuredOutputParser<z.ZodType<object, z.ZodTypeDef, object>> {
// Make sure to remove the description from root schema
const { description, ...restOfSchema } = schema;
const zodSchemaString = parseSchema(restOfSchema as JSONSchema7);
// TODO: This is obviously not great and should be replaced later!!!
// eslint-disable-next-line @typescript-eslint/no-implied-eval
const itemSchema = new Function('z', `return (${zodSchemaString})`)(z) as z.ZodSchema<object>;
let returnSchema: z.ZodSchema<object>;
if (nodeVersion === 1) {
returnSchema = z.object({
[STRUCTURED_OUTPUT_KEY]: z
.object({
[STRUCTURED_OUTPUT_OBJECT_KEY]: itemSchema.optional(),
[STRUCTURED_OUTPUT_ARRAY_KEY]: z.array(itemSchema).optional(),
})
.describe(
`Wrapper around the output data. It can only contain ${STRUCTURED_OUTPUT_OBJECT_KEY} or ${STRUCTURED_OUTPUT_ARRAY_KEY} but never both.`,
)
.refine(
(data) => {
// Validate that one and only one of the properties exists
return (
Boolean(data[STRUCTURED_OUTPUT_OBJECT_KEY]) !==
Boolean(data[STRUCTURED_OUTPUT_ARRAY_KEY])
);
},
{
message:
'One and only one of __structured__output__object and __structured__output__array should be present.',
path: [STRUCTURED_OUTPUT_KEY],
},
),
});
} else {
returnSchema = z.object({
output: itemSchema.optional(),
});
}
return N8nStructuredOutputParser.fromZodSchema(returnSchema);
}
}
export class OutputParserStructured implements INodeType {
description: INodeTypeDescription = {
displayName: 'Structured Output Parser',
name: 'outputParserStructured',
icon: 'fa:code',
group: ['transform'],
version: [1, 1.1],
defaultVersion: 1.1,
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/',
},
],
},
},
// eslint-disable-next-line n8n-nodes-base/node-class-description-inputs-wrong-regular-node
inputs: [],
// eslint-disable-next-line n8n-nodes-base/node-class-description-outputs-wrong
outputs: [NodeConnectionType.AiOutputParser],
outputNames: ['Output Parser'],
properties: [
getConnectionHintNoticeField([NodeConnectionType.AiChain, NodeConnectionType.AiAgent]),
{
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,
},
{
displayName:
'The schema has to be defined in the <a target="_blank" href="https://json-schema.org/">JSON Schema</a> format. Look at <a target="_blank" href="https://json-schema.org/learn/miscellaneous-examples.html">this</a> page for examples.',
name: 'notice',
type: 'notice',
default: '',
},
],
};
async supplyData(this: IExecuteFunctions, itemIndex: number): Promise<SupplyData> {
const schema = this.getNodeParameter('jsonSchema', itemIndex) as string;
let itemSchema: JSONSchema7;
try {
itemSchema = jsonParse<JSONSchema7>(schema);
// If the type is not defined, we assume it's an object
if (itemSchema.type === undefined) {
itemSchema = {
type: 'object',
properties: itemSchema.properties || (itemSchema as { [key: string]: JSONSchema7 }),
};
}
} catch (error) {
throw new NodeOperationError(this.getNode(), 'Error during parsing of JSON Schema.');
}
const nodeVersion = this.getNode().typeVersion;
const parser = N8nStructuredOutputParser.fromZedJsonSchema(itemSchema, nodeVersion);
return {
response: logWrapper(parser, this),
};
}
}