| 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 |
|
|
| |
| @tool |
| def search_hf_models(query: str, task: str = None) -> str: |
| """ |
| Vyhledává modely na Hugging Face podle klíčových slov nebo typu úlohy. |
| Args: |
| query: Hledaná fráze (např. 'text classification') |
| task: Filtr podle typu úlohy (např. 'text-classification') |
| Vrací formátované informace o modelech včetně odkazů |
| """ |
| try: |
| params = {"search": query, "filter": task} if task else {"search": query} |
| response = requests.get( |
| "https://huggingface.co/api/models", |
| params=params, |
| headers={"Accept": "application/json"} |
| ) |
| response.raise_for_status() |
| |
| results = [] |
| for model in response.json()[:5]: |
| model_info = f""" |
| 🧠 **{model['modelId']}** |
| - Autor: {model['author']} |
| - Stažení: {model['downloads']:,} |
| - Úlohy: {', '.join(model.get('tags', []))} |
| - Odkaz: https://huggingface.co/{model['modelId']} |
| """ |
| results.append(model_info) |
| |
| return "\n\n".join(results) if results else "Nenalezeny žádné modely" |
| |
| except Exception as e: |
| return f"Chyba při vyhledávání: {str(e)}" |
|
|
| @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: |
| |
| tz = pytz.timezone(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() |
|
|
| |
| |
|
|
| model = HfApiModel( |
| max_tokens=2096, |
| temperature=0.5, |
| model_id='Qwen/Qwen2.5-Coder-32B-Instruct', |
| custom_role_conversions=None, |
| ) |
|
|
|
|
| |
| 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], |
| max_steps=6, |
| verbosity_level=1, |
| grammar=None, |
| planning_interval=None, |
| name=None, |
| description=None, |
| prompt_templates=prompt_templates |
| ) |
|
|
|
|
| GradioUI(agent).launch() |