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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
# Below is an example of a tool that does nothing. Amaze us with your creativity !
@tool
def my_cutom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
#Keep this format for the description / args / args description but feel free to modify the tool
"""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:
# Create timezone object
tz = pytz.timezone(timezone)
# Get current time in that 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:
# Log in to the Baostock system
lg = bs.login()
if lg.error_code != '0':
return f"Failed to log in to Baostock: {lg.error_msg}"
# Fetch daily K-line data for the stock (defaults to the most recent trading day)
rs = bs.query_history_k_data_plus(
code=stock_code,
fields="date,code,open,high,low,close,volume", # Fields to retrieve
frequency="d", # Daily K-line
adjustflag="2" # Adjustment type: 2 for forward adjustment
)
if rs.error_code != '0':
return f"Failed to fetch stock data: {rs.error_msg}"
# Convert the data to a DataFrame
data_list = []
while (rs.error_code == '0') & rs.next():
data_list.append(rs.get_row_data())
df = pd.DataFrame(data_list, columns=rs.fields)
# Log out of the Baostock system
bs.logout()
# Check if the data is empty
if df.empty:
return f"No data found for stock code '{stock_code}'."
# Extract the latest trading day's data
latest_data = df.iloc[-1] # Get the last row of data (most recent trading day)
date = latest_data['date'] # Date
stock_name = latest_data['code'] # Stock code
close_price = latest_data['close'] # Closing price
volume = latest_data['volume'] # Trading volume
# Construct the result string
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)}"
# Example call
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,
)
# Import tool from Hub
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_baostock], ## add your tools here (don't remove final answer)
max_steps=6,
verbosity_level=1,
grammar=None,
planning_interval=None,
name=None,
description=None,
prompt_templates=prompt_templates
)
GradioUI(agent).launch() |