Flowise/packages/components/nodes/outputparsers/StructuredOutputParser/StructuredOutputParser.ts

90 lines
3.4 KiB
TypeScript

import { getBaseClasses, INode, INodeData, INodeParams } from '../../../src'
import { BaseOutputParser } from 'langchain/schema/output_parser'
import { StructuredOutputParser as LangchainStructuredOutputParser } from 'langchain/output_parsers'
import { CATEGORY } from '../OutputParserHelpers'
class StructuredOutputParser implements INode {
label: string
name: string
version: number
description: string
type: string
icon: string
category: string
baseClasses: string[]
inputs: INodeParams[]
credential: INodeParams
constructor() {
this.label = 'Structured Output Parser'
this.name = 'structuredOutputParser'
this.version = 1.0
this.type = 'StructuredOutputParser'
this.description = 'Parse the output of an LLM call into a given (JSON) structure.'
this.icon = 'structure.png'
this.category = CATEGORY
this.baseClasses = [this.type, ...getBaseClasses(BaseOutputParser)]
//TODO: To extend the structureType to ZodSchema
this.inputs = [
{
label: 'Structure Type',
name: 'structureType',
type: 'options',
options: [
{
label: 'Names And Descriptions',
name: 'fromNamesAndDescriptions'
}
],
default: 'fromNamesAndDescriptions'
},
{
label: 'Structure',
name: 'structure',
type: 'string',
rows: 4,
placeholder:
'{' +
' answer: "answer to the question",\n' +
' source: "source used to answer the question, should be a website.",\n' +
'}'
},
{
label: 'Autofix',
name: 'autofixParser',
type: 'boolean',
optional: true,
description: 'In the event that the first call fails, will make another call to the model to fix any errors.'
}
]
}
async init(nodeData: INodeData): Promise<any> {
const structureType = nodeData.inputs?.structureType as string
const structure = nodeData.inputs?.structure as string
const autoFix = nodeData.inputs?.autofixParser as boolean
let parsedStructure: any | undefined = undefined
if (structure && structureType === 'fromNamesAndDescriptions') {
try {
parsedStructure = JSON.parse(structure)
// NOTE: When we change Flowise to return a json response, the following has to be changed to: JsonStructuredOutputParser
let structuredOutputParser = LangchainStructuredOutputParser.fromNamesAndDescriptions(parsedStructure)
Object.defineProperty(structuredOutputParser, 'autoFix', {
enumerable: true,
configurable: true,
writable: true,
value: autoFix
})
return structuredOutputParser
} catch (exception) {
throw new Error('Invalid JSON in StructuredOutputParser: ' + exception)
}
}
throw new Error('Error creating OutputParser.')
}
}
module.exports = { nodeClass: StructuredOutputParser }