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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 re
from typing import List, Union
import sympy as sp
from sympy.core.expr import Expr
from Gradio_UI import GradioUI
# Below is an example of a tool that does nothing. Amaze us with your creativity !
@tool
def solve_equation(equation_str: str) -> List[Union[Expr, float]]:
"""
A tool for solving single-variable equation provided as a string.
Args:
equation_str: A string representing the equation in the format
"<expression> = <expression>". Expressions can include numbers,
variables (e.g., 'x'), and arithmetic operators (+, -, *, /).
Exponentiation can be specified using Python's '**' operator or the
LaTeX-style '^{...}' (e.g., "x^{1/11}" is interpreted as x**(1/11)).
Returns:
A list of solutions (each a sympy.Expr or float) for the variable found in the equation.
Raises:
ValueError: If the equation does not contain an '=' sign or if no variable is found.
Example:
>>> eq_str = "x^{1/11} + (x^{10/11} / x) = 4.25"
>>> solutions = solve_equation(eq_str)
>>> for sol in solutions:
... print(sol)
"""
# Convert LaTeX-style exponentiation (e.g., x^{1/11}) to Python-style (x**(1/11))
equation_str = re.sub(r'\^\{\s*([^}]*)\s*\}', r'**(\1)', equation_str)
# Replace any remaining '^' with '**'
equation_str = equation_str.replace('^', '**')
# Split the string into left-hand side and right-hand side
if '=' not in equation_str:
raise ValueError("The equation must contain an '=' sign.")
lhs_str, rhs_str = equation_str.split('=')
# Convert the string expressions to sympy expressions
lhs: Expr = sp.sympify(lhs_str)
rhs: Expr = sp.sympify(rhs_str)
# Form the equation lhs == rhs
eq = sp.Eq(lhs, rhs)
# Determine the free symbols (variables) in the equation
variables = list(eq.free_symbols)
if not variables:
raise ValueError("No variable found in the equation.")
elif len(variables) > 1:
# For multiple variables, the first one is chosen for solving.
var = variables[0]
else:
var = variables[0]
# Solve the equation for the chosen variable
solutions: List[Union[Expr, float]] = sp.solve(eq, var)
return solutions
@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 = 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=1048,
temperature=0.5,
# model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
model_id='Qwen/Qwen2.5-3B-Instruct',# it is possible that this model may be overloaded
# model_id='Qwen/Qwen2.5-Coder-14B-Instruct',
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, solve_equation], ## 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() |