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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 | |
from typing import Optional | |
import requests | |
# from smolagents.agents import ToolCallingAgent | |
from smolagents import CodeAgent, HfApiModel, tool | |
# Choose which LLM engine to use! | |
model = HfApiModel() | |
# model = TransformersModel(model_id="meta-llama/Llama-3.2-2B-Instruct") | |
# For anthropic: change model_id below to 'anthropic/claude-3-5-sonnet-20240620' | |
# model = LiteLLMModel(model_id="gpt-4o") | |
def get_weather(location: str, celsius: Optional[bool] = False) -> str: | |
""" | |
Get the current weather at the given location using the WeatherStack API. | |
Args: | |
location: The location (city name). | |
celsius: Whether to return the temperature in Celsius (default is False, which returns Fahrenheit). | |
Returns: | |
A string describing the current weather at the location. | |
""" | |
api_key = "your_api_key" # Replace with your API key from https://weatherstack.com/ | |
units = "m" if celsius else "f" # 'm' for Celsius, 'f' for Fahrenheit | |
url = f"http://api.weatherstack.com/current?access_key={api_key}&query={location}&units={units}" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() # Raise an exception for HTTP errors | |
data = response.json() | |
if data.get("error"): # Check if there's an error in the response | |
return f"Error: {data['error'].get('info', 'Unable to fetch weather data.')}" | |
weather = data["current"]["weather_descriptions"][0] | |
temp = data["current"]["temperature"] | |
temp_unit = "°C" if celsius else "°F" | |
return f"The current weather in {location} is {weather} with a temperature of {temp} {temp_unit}." | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching weather data: {str(e)}" | |
def convert_currency(amount: float, from_currency: str, to_currency: str) -> str: | |
""" | |
Converts a specified amount from one currency to another using the ExchangeRate-API. | |
Args: | |
amount: The amount of money to convert. | |
from_currency: The currency code of the currency to convert from (e.g., 'USD'). | |
to_currency: The currency code of the currency to convert to (e.g., 'EUR'). | |
Returns: | |
str: A string describing the converted amount in the target currency, or an error message if the conversion fails. | |
Raises: | |
requests.exceptions.RequestException: If there is an issue with the HTTP request to the ExchangeRate-API. | |
""" | |
api_key = "your_api_key" # Replace with your actual API key from https://www.exchangerate-api.com/ | |
url = f"https://v6.exchangerate-api.com/v6/{api_key}/latest/{from_currency}" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() | |
data = response.json() | |
exchange_rate = data["conversion_rates"].get(to_currency) | |
if not exchange_rate: | |
return f"Error: Unable to find exchange rate for {from_currency} to {to_currency}." | |
converted_amount = amount * exchange_rate | |
return f"{amount} {from_currency} is equal to {converted_amount} {to_currency}." | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching conversion data: {str(e)}" | |
def get_news_headlines() -> str: | |
""" | |
Fetches the top news headlines from the News API for the United States. | |
This function makes a GET request to the News API to retrieve the top news headlines | |
for the United States. It returns the titles and sources of the top 5 articles as a | |
formatted string. If no articles are available, it returns a message indicating that | |
no news is available. In case of a request error, it returns an error message. | |
Returns: | |
str: A string containing the top 5 news headlines and their sources, or an error message. | |
""" | |
api_key = "your_api_key" # Replace with your actual API key from https://newsapi.org/ | |
url = f"https://newsapi.org/v2/top-headlines?country=us&apiKey={api_key}" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() | |
data = response.json() | |
articles = data["articles"] | |
if not articles: | |
return "No news available at the moment." | |
headlines = [f"{article['title']} - {article['source']['name']}" for article in articles[:5]] | |
return "\n".join(headlines) | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching news data: {str(e)}" | |
def get_joke() -> str: | |
""" | |
Fetches a random joke from the JokeAPI. | |
This function sends a GET request to the JokeAPI to retrieve a random joke. | |
It handles both single jokes and two-part jokes (setup and delivery). | |
If the request fails or the response does not contain a joke, an error message is returned. | |
Returns: | |
str: The joke as a string, or an error message if the joke could not be fetched. | |
""" | |
url = "https://v2.jokeapi.dev/joke/Any?type=single" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() | |
data = response.json() | |
if "joke" in data: | |
return data["joke"] | |
elif "setup" in data and "delivery" in data: | |
return f"{data['setup']} - {data['delivery']}" | |
else: | |
return "Error: Unable to fetch joke." | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching joke: {str(e)}" | |
def get_time_in_timezone(location: str) -> str: | |
""" | |
Fetches the current time for a given location using the World Time API. | |
Args: | |
location: The location for which to fetch the current time, formatted as 'Region/City'. | |
Returns: | |
str: A string indicating the current time in the specified location, or an error message if the request fails. | |
Raises: | |
requests.exceptions.RequestException: If there is an issue with the HTTP request. | |
""" | |
url = f"http://worldtimeapi.org/api/timezone/{location}.json" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() | |
data = response.json() | |
current_time = data["datetime"] | |
return f"The current time in {location} is {current_time}." | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching time data: {str(e)}" | |
def get_random_fact() -> str: | |
""" | |
Fetches a random fact from the "uselessfacts.jsph.pl" API. | |
Returns: | |
str: A string containing the random fact or an error message if the request fails. | |
""" | |
url = "https://uselessfacts.jsph.pl/random.json?language=en" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() | |
data = response.json() | |
return f"Random Fact: {data['text']}" | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching random fact: {str(e)}" | |
def search_wikipedia(query: str) -> str: | |
""" | |
Fetches a summary of a Wikipedia page for a given query. | |
Args: | |
query: The search term to look up on Wikipedia. | |
Returns: | |
str: A summary of the Wikipedia page if successful, or an error message if the request fails. | |
Raises: | |
requests.exceptions.RequestException: If there is an issue with the HTTP request. | |
""" | |
url = f"https://en.wikipedia.org/api/rest_v1/page/summary/{query}" | |
try: | |
response = requests.get(url) | |
response.raise_for_status() | |
data = response.json() | |
title = data["title"] | |
extract = data["extract"] | |
return f"Summary for {title}: {extract}" | |
except requests.exceptions.RequestException as e: | |
return f"Error fetching Wikipedia data: {str(e)}" | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
def my_custom_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 ?" | |
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 original Hugging Face Endpoint for contains qwen2.5 coder: | |
# 'Qwen/Qwen2.5-Coder-32B-Instruct' | |
model = HfApiModel( | |
max_tokens=2096, | |
temperature=0.5, | |
model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud', # Endpoint with '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) | |
search_tool = DuckDuckGoSearchTool() | |
with open("prompts.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
agent = CodeAgent( | |
model=model, | |
tools=[ | |
final_answer, | |
search_tool, | |
image_generation_tool, | |
convert_currency, | |
get_weather, | |
get_news_headlines, | |
get_joke, | |
get_random_fact, | |
search_wikipedia, | |
], | |
max_steps=10, | |
verbosity_level=4, | |
grammar=None, | |
planning_interval=3, | |
name=None, | |
description=None, | |
prompt_templates=prompt_templates | |
) | |
GradioUI(agent).launch() |