| from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool |
| import datetime |
| import requests |
| import pytz |
| import yaml |
| from tools.final_answer import FinalAnswerTool |
|
|
| from Gradio_UI import GradioUI |
|
|
| |
| @tool |
| def my_cutom_tool(arg1:str, arg2:int)-> str: |
| |
| """A tool that does nothing yet |
| Args: |
| arg1: the first argument |
| arg2: the second argument |
| """ |
| return "What magic will you build ?" |
|
|
| @tool |
| def get_current_time_in_timezone(timezone: str) -> str: |
| """A tool that fetches the current local time in a specified timezone. |
| Args: |
| timezone: A string representing a valid timezone (e.g., 'America/New_York'). |
| """ |
| try: |
| |
| tz = pytz.timezone(timezone) |
| |
| local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") |
| return f"The current local time in {timezone} is: {local_time}" |
| except Exception as e: |
| return f"Error fetching time for timezone '{timezone}': {str(e)}" |
|
|
| import baostock as bs |
| import pandas as pd |
| @tool |
| def get_stock_data_baostock(stock_code: str) -> str: |
| """Fetch the latest stock data for a given stock code using Baostock. |
| Args: |
| stock_code: A string representing the stock code (e.g., 'sh.600941' for China Mobile). |
| """ |
| try: |
| |
| lg = bs.login() |
| if lg.error_code != '0': |
| return f"Failed to log in to Baostock: {lg.error_msg}" |
|
|
| |
| rs = bs.query_history_k_data_plus( |
| code=stock_code, |
| fields="date,code,open,high,low,close,volume", |
| frequency="d", |
| adjustflag="2" |
| ) |
| if rs.error_code != '0': |
| return f"Failed to fetch stock data: {rs.error_msg}" |
|
|
| |
| data_list = [] |
| while (rs.error_code == '0') & rs.next(): |
| data_list.append(rs.get_row_data()) |
| df = pd.DataFrame(data_list, columns=rs.fields) |
|
|
| |
| bs.logout() |
|
|
| |
| if df.empty: |
| return f"No data found for stock code '{stock_code}'." |
|
|
| |
| latest_data = df.iloc[-1] |
| date = latest_data['date'] |
| stock_name = latest_data['code'] |
| close_price = latest_data['close'] |
| volume = latest_data['volume'] |
|
|
| |
| result = f"Stock Code: {stock_name}\nDate: {date}\nClosing Price: {close_price}\nVolume: {volume}" |
| return result |
|
|
| except Exception as e: |
| return f"An error occurred while fetching stock data: {str(e)}" |
|
|
| |
| print(get_stock_data_baostock('sh.600941')) |
|
|
|
|
|
|
| final_answer = FinalAnswerTool() |
| model = HfApiModel( |
| max_tokens=2096, |
| temperature=0.5, |
| model_id='Qwen/Qwen2.5-Coder-32B-Instruct', |
| custom_role_conversions=None, |
| ) |
|
|
|
|
| |
| image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) |
|
|
| with open("prompts.yaml", 'r') as stream: |
| prompt_templates = yaml.safe_load(stream) |
| |
| agent = CodeAgent( |
| model=model, |
| tools=[ |
| final_answer, |
| image_generation_tool, |
| get_stock_data], |
| max_steps=6, |
| verbosity_level=1, |
| grammar=None, |
| planning_interval=None, |
| name=None, |
| description=None, |
| prompt_templates=prompt_templates |
| ) |
|
|
|
|
| GradioUI(agent).launch() |