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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
verbose = True
if verbose: print("Running app.py")
# Below is an example of a tool that does nothing. Amaze us with your creativity !
@tool
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 ?"
# Custom Tools
@tool
def get_joke() -> str:
"""Fetches a random joke from an alternative API (icanhazdadjoke)."""
try:
headers = {"Accept": "application/json"}
response = requests.get("https://icanhazdadjoke.com/", headers=headers).json()
return response["joke"]
except Exception as e:
return f"Error fetching joke: {str(e)}"
@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)}"
# Final Answer Tool (Required)
final_answer = FinalAnswerTool()
MODEL_IDS = [
'Qwen/Qwen2.5-Coder-32B-Instruct',
'Qwen/Qwen2.5-Coder-14B-Instruct',
'Qwen/Qwen2.5-Coder-7B-Instruct',
'Qwen/Qwen2.5-Coder-3B-Instruct',
'Qwen/Qwen2.5-Coder-1.5B-Instruct'
# Add here wherever model is working for you
]
def is_model_overloaded(model_url):
"""Verify if the model is overloaded doing a test call."""
try:
response = requests.post(model_url, json={"inputs": "Test"})
if verbose:
print(response.status_code)
if response.status_code == 503: # 503 Service Unavailable = Overloaded
return True
if response.status_code == 404: # 404 Client Error: Not Found
return True
if response.status_code == 424: # 424 Client Error: Failed Dependency for url:
return True
return False
except requests.RequestException:
return True # if there are an error is overloaded
def get_available_model():
"""Select the first model available from the list."""
for model_url in MODEL_IDS:
print("trying",model_url)
if not is_model_overloaded(model_url):
return model_url
return MODEL_IDS[0] # if all are failing, use the first model by dfault
if verbose: print("Checking available models.")
selected_model_id = get_available_model()
model = HfApiModel(
max_tokens=1048,
temperature=0.5,
#model_id='Qwen/Qwen2.5-Coder-32B-Instruct',
model_id = selected_model_id, # model available selected from the list automatically
custom_role_conversions=None,
)
# Import external tools
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
search_tool = DuckDuckGoSearchTool()
# Load prompt templates
with open("prompts.yaml", 'r') as stream:
prompt_templates = yaml.safe_load(stream)
# Initialize agent with necessary tools
agent = CodeAgent(
model=model,
tools=[final_answer, get_joke, get_current_time_in_timezone, image_generation_tool, search_tool],
max_steps=6,
verbosity_level=1,
grammar=None,
planning_interval=None,
name=None,
description=None,
prompt_templates=prompt_templates
)
# Launch UI
GradioUI(agent).launch()
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