import { BaseLanguageModel } from 'langchain/base_language' import { ICommonObject, INode, INodeData, INodeParams, PromptRetriever } from '../../../src/Interface' import { CustomChainHandler, getBaseClasses } from '../../../src/utils' import { MultiPromptChain } from 'langchain/chains' class MultiPromptChain_Chains implements INode { label: string name: string type: string icon: string category: string baseClasses: string[] description: string inputs: INodeParams[] constructor() { this.label = 'Multi Prompt Chain' this.name = 'multiPromptChain' this.type = 'MultiPromptChain' this.icon = 'chain.svg' this.category = 'Chains' this.description = 'Chain automatically picks an appropriate prompt from multiple prompt templates' this.baseClasses = [this.type, ...getBaseClasses(MultiPromptChain)] this.inputs = [ { label: 'Language Model', name: 'model', type: 'BaseLanguageModel' }, { label: 'Prompt Retriever', name: 'promptRetriever', type: 'PromptRetriever', list: true } ] } async init(nodeData: INodeData): Promise { const model = nodeData.inputs?.model as BaseLanguageModel const promptRetriever = nodeData.inputs?.promptRetriever as PromptRetriever[] const promptNames = [] const promptDescriptions = [] const promptTemplates = [] for (const prompt of promptRetriever) { promptNames.push(prompt.name) promptDescriptions.push(prompt.description) promptTemplates.push(prompt.systemMessage) } const chain = MultiPromptChain.fromPrompts(model, promptNames, promptDescriptions, promptTemplates, undefined, { verbose: process.env.DEBUG === 'true' ? true : false } as any) return chain } async run(nodeData: INodeData, input: string, options: ICommonObject): Promise { const chain = nodeData.instance as MultiPromptChain const obj = { input } if (options.socketIO && options.socketIOClientId) { const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId) const res = await chain.call(obj, [handler]) return res?.text } else { const res = await chain.call(obj) return res?.text } } } module.exports = { nodeClass: MultiPromptChain_Chains }