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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 | |
import wikipedia | |
from Gradio_UI import GradioUI | |
# 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 ?" | |
# @tool | |
# def wikipedia_summary(query: str) -> str: | |
# """A tool that fetches a short summary from Wikipedia for a given topic. | |
# Args: | |
# query: The topic to search for. | |
# """ | |
# try: | |
# return wikipedia.summary(query, sentences=2) | |
# except Exception as e: | |
# return f"Error fetching Wikipedia summary: {str(e)}" | |
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)}" | |
def calculate_bmi(weight: float, height: float) -> str: | |
"""A tool that calculates the Body Mass Index (BMI) given weight and height, | |
and provides health recommendations based on the BMI value. | |
Args: | |
weight: Your weight in kilograms. | |
height: Your height in meters or centimeters. | |
If the value is greater than 3, it is assumed to be in centimeters. | |
""" | |
try: | |
# If height is provided in centimeters (i.e., greater than 3), convert to meters. | |
if height > 3: | |
height = height / 100.0 | |
bmi = weight / (height ** 2) | |
bmi = round(bmi, 2) | |
if bmi < 18.5: | |
category = "Underweight" | |
recommendation = ( | |
"Consider increasing your calorie intake with nutrient-dense foods, " | |
"and possibly consult a healthcare provider for a tailored plan." | |
) | |
elif bmi < 25: | |
category = "Normal weight" | |
recommendation = ( | |
"Great job maintaining a healthy weight! Keep up with your balanced diet " | |
"and regular physical activity." | |
) | |
elif bmi < 30: | |
category = "Overweight" | |
recommendation = ( | |
"A balanced diet and regular exercise might help in managing your weight. " | |
"It could be helpful to consult with a nutritionist for personalized advice." | |
) | |
else: | |
category = "Obese" | |
recommendation = ( | |
"It's advisable to consult a healthcare professional for personalized recommendations " | |
"regarding nutrition and exercise." | |
) | |
return f"Your BMI is {bmi} ({category}). {recommendation}" | |
except Exception as e: | |
return f"Error calculating BMI: {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) | |
with open("prompts.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
agent = CodeAgent( | |
model=model, | |
tools=[ | |
final_answer, | |
calculate_bmi, | |
get_current_time_in_timezone | |
], ## 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() |