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import os | |
from langchain import hub | |
from langchain.agents import initialize_agent, AgentType, Tool | |
from langchain.llms import HuggingFaceHub | |
from langchain_community.tools import DuckDuckGoSearchResults | |
from langchain_experimental.tools import PythonREPLTool | |
from langchain.agents.agent_toolkits import create_python_agent | |
from langchain.agents import load_tools | |
# Lade dein Hugging Face Token (falls benötigt) | |
from huggingface_hub import login | |
# login(token="your-huggingface-token-here") # Optional, falls dein Space das braucht | |
# LLM: Mistral-7B-Instruct über Hugging Face Inference API | |
llm = HuggingFaceHub( | |
repo_id="mistralai/Mistral-7B-Instruct-v0.2", | |
model_kwargs={"temperature": 0.2, "max_new_tokens": 512} | |
) | |
# Tools definieren | |
search_tool = DuckDuckGoSearchResults() | |
python_tool = PythonREPLTool() | |
tools = [ | |
Tool( | |
name="Search", | |
func=search_tool.run, | |
description="Useful for when you need to answer questions about current events or look up information online." | |
), | |
Tool( | |
name="Python_REPL", | |
func=python_tool.run, | |
description="Useful for math, calculations, or running simple python code." | |
), | |
] | |
# Agent initialisieren | |
agent_executor = initialize_agent( | |
tools, | |
llm, | |
agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, | |
verbose=True, | |
handle_parsing_errors=True, | |
) | |