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

54 lines
2.4 KiB
TypeScript

import { BaseOutputParser } from 'langchain/schema/output_parser'
import { LLMChain } from 'langchain/chains'
import { BaseLanguageModel } from 'langchain/base_language'
import { ICommonObject } from '../../src'
import { ChatPromptTemplate, FewShotPromptTemplate, PromptTemplate, SystemMessagePromptTemplate } from 'langchain/prompts'
export const CATEGORY = 'Output Parser (Experimental)'
export const applyOutputParser = async (response: string, outputParser: BaseOutputParser | undefined): Promise<string> => {
if (outputParser) {
const parsedResponse = await outputParser.parse(response)
// eslint-disable-next-line no-console
console.log('**** parsedResponse ****', parsedResponse)
if (typeof parsedResponse === 'object') {
return JSON.stringify(parsedResponse)
} else {
return parsedResponse as string
}
}
return response
}
export const injectOutputParser = (
outputParser: BaseOutputParser<unknown>,
chain: LLMChain<string, BaseLanguageModel>,
promptValues: ICommonObject | undefined = undefined
) => {
if (outputParser && chain.prompt) {
const formatInstructions = outputParser.getFormatInstructions()
if (chain.prompt instanceof PromptTemplate) {
let pt = chain.prompt
pt.template = pt.template + '\n{format_instructions}'
chain.prompt.partialVariables = { format_instructions: formatInstructions }
} else if (chain.prompt instanceof ChatPromptTemplate) {
let pt = chain.prompt
pt.promptMessages.forEach((msg) => {
if (msg instanceof SystemMessagePromptTemplate) {
;(msg.prompt as any).partialVariables = { format_instructions: outputParser.getFormatInstructions() }
;(msg.prompt as any).template = ((msg.prompt as any).template + '\n{format_instructions}') as string
}
})
} else if (chain.prompt instanceof FewShotPromptTemplate) {
chain.prompt.examplePrompt.partialVariables = { format_instructions: formatInstructions }
chain.prompt.examplePrompt.template = chain.prompt.examplePrompt.template + '\n{format_instructions}'
}
chain.prompt.inputVariables.push('format_instructions')
if (promptValues) {
promptValues = { ...promptValues, format_instructions: outputParser.getFormatInstructions() }
}
}
return promptValues
}