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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

# Load Italian dictionary once
with open("280000_parole_italiane.txt", "r", encoding="utf-8") as f:
    italian_dict = set(word.strip().lower() for word in f if word.strip().isalpha())

# 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 ?"

@tool
def find_anagrams_in_italian(words: list) -> str:
    """
    Finds valid Italian anagrams for each word in the input list.

    Args:
        words: A list of words.

    Returns:
        A string describing the anagrams found for each word. 
        Words that are not in the Italian dictionary are ignored.
    """
    results = []

    for word in words:
        word_clean = word.lower()
        if word_clean not in italian_dict:
            continue  # Skip words not in the Italian dictionary

        # Build an anagram key by sorting the letters
        key = ''.join(sorted(word_clean))

        # Find other words with the same sorted key
        anagrams = [w for w in italian_dict if ''.join(sorted(w)) == key and w != word_clean]

        if anagrams:
            results.append(f"'{word}': anagrams found -> {', '.join(sorted(anagrams))}")
        else:
            results.append(f"'{word}': no anagrams found.")

    if not results:
        return "No valid Italian words were provided."

    return '\n'.join(results)

@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=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, find_anagrams_in_italian], ## 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()