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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 | |
# 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 wikipedia_search(query: str, results_limit: int = 5) -> str: | |
""" | |
A tool that searches Wikipedia for a given query and returns a summary of the top result along with other potential matches. | |
Args: | |
query: The search query for Wikipedia. | |
results_limit: The maximum number of search results to consider (default is 5). | |
Returns: | |
A string containing the top result's title and a short summary, as well as other related titles if available. | |
""" | |
try: | |
import wikipedia | |
except ImportError: | |
return "The 'wikipedia' library is not installed. Please install it using 'pip install wikipedia'." | |
try: | |
# Perform the search using Wikipedia's API | |
search_results = wikipedia.search(query, results=results_limit) | |
if not search_results: | |
return f"No results found for '{query}'." | |
# Fetch summary for the top result | |
top_title = search_results[0] | |
try: | |
summary = wikipedia.summary(top_title, sentences=2) | |
except Exception as e: | |
summary = f"Could not retrieve summary for '{top_title}': {e}" | |
# Format additional results if available | |
other_results = search_results[1:] | |
if other_results: | |
others = ", ".join(other_results) | |
return f"Top result: {top_title}\nSummary: {summary}\nOther results: {others}" | |
else: | |
return f"Top result: {top_title}\nSummary: {summary}" | |
except Exception as e: | |
return f"An error occurred during the Wikipedia search: {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 calculator_tool(expression: str) -> str: | |
""" | |
A tool that evaluates a basic arithmetic expression using a safe calculator function. | |
Args: | |
expression: A string containing a basic arithmetic expression (e.g., "2+2", "3*4"). | |
Returns: | |
The result of evaluating the expression as a string. | |
""" | |
from Gradio_UI import calculator # ADDED: Import the safe calculator function | |
return calculator(expression) | |
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, wikipedia_search, calculator_tool], ## 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() |