n8n/packages/@n8n/nodes-langchain/nodes/output_parser/OutputParserStructured/OutputParserStructured.node.ts
2024-06-25 11:50:12 +02:00

222 lines
6.5 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 { 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 type { JavaScriptSandbox } from 'n8n-nodes-base/dist/nodes/Code/JavaScriptSandbox';
import { getConnectionHintNoticeField } from '../../../utils/sharedFields';
import { logWrapper } from '../../../utils/logWrapper';
import { generateSchema, getSandboxWithZod } from '../../../utils/schemaParsing';
import {
inputSchemaField,
jsonSchemaExampleField,
schemaTypeField,
} from '../../../utils/descriptions';
const STRUCTURED_OUTPUT_KEY = '__structured__output';
const STRUCTURED_OUTPUT_OBJECT_KEY = '__structured__output__object';
const STRUCTURED_OUTPUT_ARRAY_KEY = '__structured__output__array';
export 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 async fromZedJsonSchema(
sandboxedSchema: JavaScriptSandbox,
nodeVersion: number,
): Promise<StructuredOutputParser<z.ZodType<object, z.ZodTypeDef, object>>> {
const zodSchema = (await sandboxedSchema.runCode()) as z.ZodSchema<object>;
let returnSchema: z.ZodSchema<object>;
if (nodeVersion === 1) {
returnSchema = z.object({
[STRUCTURED_OUTPUT_KEY]: z
.object({
[STRUCTURED_OUTPUT_OBJECT_KEY]: zodSchema.optional(),
[STRUCTURED_OUTPUT_ARRAY_KEY]: z.array(zodSchema).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: zodSchema.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, 1.2],
defaultVersion: 1.2,
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]),
{ ...schemaTypeField, displayOptions: { show: { '@version': [{ _cnd: { gte: 1.2 } }] } } },
{
...jsonSchemaExampleField,
default: `{
"state": "California",
"cities": ["Los Angeles", "San Francisco", "San Diego"]
}`,
},
{
...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:
'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: '',
displayOptions: {
hide: {
schemaType: ['fromJson'],
},
},
},
],
};
async supplyData(this: IExecuteFunctions, 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;
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' ? generateSchema(jsonExample) : jsonParse<JSONSchema7>(inputSchema);
const zodSchemaSandbox = getSandboxWithZod(this, jsonSchema, 0);
const nodeVersion = this.getNode().typeVersion;
try {
const parser = await N8nStructuredOutputParser.fromZedJsonSchema(
zodSchemaSandbox,
nodeVersion,
);
return {
response: logWrapper(parser, this),
};
} catch (error) {
throw new NodeOperationError(this.getNode(), 'Error during parsing of JSON Schema.');
}
}
}