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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 ! | |
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 | |
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)}" | |
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() | |