Using BabyAGI in Chinese to search the Internet

This module implements a Chinese-language version of BabyAGI (Artificial General Intelligence) with internet search capabilities.

Overview

The AGI module provides:

  • Autonomous Task Planning: Automatically create and prioritize tasks toward objectives
  • Chinese Language Processing: Full Chinese language support for prompts and responses
  • Internet Search Integration: DuckDuckGo search capabilities for real-time information
  • Vector Storage: FAISS-based memory system for task context and results
  • LangChain Integration: Built on LangChain framework for LLM orchestration

Key Components

  • Task creation and prioritization chains
  • Task execution with tool integration
  • Vector-based memory and context retrieval
  • Chinese prompt templates and output parsing
  • Web search tool integration

Reference Documentation

Links to related BabyAGI implementations and LangChain resources:

import time
from collections import deque
from typing import Dict, List, Optional, Any

Vector Storage Setup

Initialize the Chinese text embedding model and FAISS vector database for task memory.

LangChain Components

Implementation of BabyAGI chains for task creation, prioritization, and execution in Chinese.

class BabyAGI[source]

BabyAGI(memory:Optional[BaseMemory]=None, callback_manager:BaseCallbackManager=None, verbose:bool=None, task_list:deque=None, task_creation_chain:TaskCreationChain, task_prioritization_chain:TaskPrioritizationChain, execution_chain:Chain, task_id_counter:int=1, vectorstore:VectorStore, max_iterations:Optional[int]=None) :: Chain

Controller model for the BabyAGI agent.

Tool Integration

Adding search capabilities and other tools to enhance AGI functionality.

References:

Tool Integration

Adding search capabilities and other tools to enhance AGI functionality.

Agent Executor Setup

Configuration of the LangChain agent executor with Chinese language support.

References:

Agent Executor Setup

Configuration of the LangChain agent executor with Chinese language support.

class ZeroRoundAgent[source]

ZeroRoundAgent(llm_chain:LLMChain, output_parser:AgentOutputParser=None, allowed_tools:Optional[List[str]]=None) :: ZeroShotAgent

Agent for the MRKL chain.

Reference: LangChain MRKLOutputParser

class ChineseOutputParser[source]

ChineseOutputParser(default_action:Optional[str]=None, default_action_input:Optional[str]=None) :: AgentOutputParser

Class to parse the output of an LLM call.

Output parsers help structure language model responses.

BabyAGI Execution

Main execution functions for running the Chinese BabyAGI system.

BabyAGI Execution

Main execution functions for running the Chinese BabyAGI system.

mock_baby_agi[source]

mock_baby_agi(objective)