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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
from datasets import load_dataset | |
import random | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
from tools.final_answer import FinalAnswerTool | |
import os | |
import json | |
from Gradio_UI import GradioUI | |
weather_api_key = os.getenv("weather_key") | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
def get_domain_name(email:str)-> 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 extracts domain name from the specified email. | |
Args: | |
email: a string that contains the email address provided by the user (e.g., user@gmail.com) | |
""" | |
domain = email.split('@')[1] | |
return domain | |
def generate_jokes(joke_type:str)-> 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 retrieves a joke of specified type. Two types are accepted 'dad jokes' and regular jokes. Return | |
the output if it's a string even if it sounds unexpected or unconventional. | |
Args: | |
joke_type: a string that specifies the type of joke to retrieve. Accepted arguments 'dad' or 'regular' | |
""" | |
if joke_type == 'dad': | |
path = 'gnumanth/dad-jokes' | |
col = 'joke' | |
else: | |
path = 'Amirkid/jokes' | |
col = 'text' | |
dataset = load_dataset(path, split = "train") | |
# shuffle to make sure examples will be random | |
dataset = dataset.shuffle() | |
joke = dataset[0][col] | |
return f'The joke is: {joke}' | |
def get_weather(location:str, units:str="imperial")->str: | |
""" | |
A tool that gets current weather for the specified location. Location has to be a city. | |
Args: | |
location: a string that specifies a location. | |
units: a string that specifies measuring units. Two are accepted "metric" meaning Celcius and "imperial" | |
meaning Fahrenheit. The default value is "imperial" | |
""" | |
url = f"http://api.openweathermap.org/geo/1.0/direct?limit=5" | |
params = { | |
"q": location, | |
"appid": weather_api_key, | |
} | |
# retrieve latitude and longuitude | |
response = requests.get(url, params=params) | |
resp = response.json() | |
params = { | |
"lat": resp[0]['lat'], | |
"appid": weather_api_key, | |
"units": units, | |
"lon": resp[0]['lon'] | |
} | |
weather_url = f'https://api.openweathermap.org/data/2.5/weather?' | |
response_weather = requests.get(weather_url, params=params) | |
resp_weather = response_weather.json() | |
combined_dictionary = {'description': resp_weather['weather'][0]['description']} | |
result = {key: resp_weather['main'][key] | |
for key in resp_weather['main'].keys() if key not in ['grnd_level', 'sea_level']} | |
combined_dictionary.update({'units': units}) | |
combined_dictionary.update(result) | |
return combined_dictionary | |
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)}" | |
final_answer = FinalAnswerTool() | |
# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder: | |
# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud' | |
model = HfApiModel( | |
max_tokens=2096, | |
temperature=0.5, | |
model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded | |
custom_role_conversions=None, | |
) | |
# Import tool from Hub | |
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) | |
search_tool = DuckDuckGoSearchTool() | |
with open("prompts.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
agent = CodeAgent( | |
model=model, | |
tools=[final_answer, get_current_time_in_timezone, image_generation_tool, search_tool, get_domain_name, get_weather, generate_jokes], ## 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() |