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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 os | |
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 ?" | |
# Only for test purposes as it uses a recursive approach, meaning you'll run out of stack for a large repo. | |
def _tree(directory: str, prefix: str = '', level: int = 0, max_depth: int = 3) -> str: | |
""" | |
A tool that generates a visual tree structure of the directory contents. | |
Args: | |
directory: The path to the directory to inspect. | |
prefix: Optional argument defaulting to '', used for calling the function recursively. | |
level: The current level of directory depth. | |
max_depth: The maximum level of directory depth to inspect. | |
""" | |
if level > max_depth: | |
return '' | |
tree_str = '' | |
contents = os.listdir(directory) | |
directories = sorted([d for d in contents if os.path.isdir(os.path.join(directory, d))], key=str.lower) | |
files = sorted([f for f in contents if os.path.isfile(os.path.join(directory, f))], key=str.lower) | |
contents = directories + files | |
pointers = [contents[-1]] | |
for content in contents: | |
pointer = '└── ' if content == pointers[0] else '├── ' | |
tree_str += prefix + pointer + content + '\n' | |
path = os.path.join(directory, content) | |
if os.path.isdir(path): | |
extension = ' ' if content == pointers[0] else '│ ' | |
tree_str += _tree(path, prefix=prefix + extension, level=level + 1, max_depth=max_depths) | |
return tree_str | |
def inspect_directory(directory: str, max_depth: int = 3) -> str: | |
""" | |
A tool that generates a visual tree structure of the directory contents. | |
Args: | |
directory: The path to the directory to inspect. | |
max_depth: The maximum level of directory depth to inspect. | |
""" | |
tree_str = _tree(directory, max_depth=max_depth) | |
return tree_str | |
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=2096, | |
temperature=0.5, | |
# it is possible that this model may be overloaded | |
model_id='Qwen/Qwen2.5-Coder-32B-Instruct', | |
# model_id='open-thoughts/OpenThinker-32B', | |
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=[inspect_directory, get_current_time_in_timezone, final_answer], ## 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() |