import { BaseLanguageModel } from "../../../base_language/index.js"; import { Tool } from "../../../tools/base.js"; import { JsonGetValueTool, JsonListKeysTool, JsonSpec, } from "../../../tools/json.js"; import { JSON_PREFIX, JSON_SUFFIX } from "./prompt.js"; import { LLMChain } from "../../../chains/llm_chain.js"; import { ZeroShotCreatePromptArgs, ZeroShotAgent } from "../../mrkl/index.js"; import { Toolkit } from "../base.js"; import { AgentExecutor } from "../../executor.js"; /** * Represents a toolkit for working with JSON data. It initializes the * JSON tools based on the provided JSON specification. */ export class JsonToolkit extends Toolkit { tools: Tool[]; constructor(public jsonSpec: JsonSpec) { super(); this.tools = [ new JsonListKeysTool(jsonSpec), new JsonGetValueTool(jsonSpec), ]; } } /** * Creates a JSON agent using a language model, a JSON toolkit, and * optional prompt arguments. It creates a prompt for the agent using the * JSON tools and the provided prefix and suffix. It then creates a * ZeroShotAgent with the prompt and the JSON tools, and returns an * AgentExecutor for executing the agent with the tools. * @param llm The language model used to create the JSON agent. * @param toolkit The JSON toolkit used to create the JSON agent. * @param args Optional prompt arguments used to create the JSON agent. * @returns An AgentExecutor for executing the created JSON agent with the tools. */ export function createJsonAgent( llm: BaseLanguageModel, toolkit: JsonToolkit, args?: ZeroShotCreatePromptArgs ) { const { prefix = JSON_PREFIX, suffix = JSON_SUFFIX, inputVariables = ["input", "agent_scratchpad"], } = args ?? {}; const { tools } = toolkit; const prompt = ZeroShotAgent.createPrompt(tools, { prefix, suffix, inputVariables, }); const chain = new LLMChain({ prompt, llm }); const agent = new ZeroShotAgent({ llmChain: chain, allowedTools: tools.map((t) => t.name), }); return AgentExecutor.fromAgentAndTools({ agent, tools, returnIntermediateSteps: true, }); }