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| import datetime | |
| import pytz | |
| import yaml | |
| from smolagents import CodeAgent, HfApiModel | |
| from smolagents.tools import tool | |
| from tools.final_answer import FinalAnswerTool | |
| from Gradio_UI import GradioUI | |
| import datetime | |
| import pytz | |
| import yaml | |
| import math | |
| # ✅ This is the CORRECT and SIMPLE agent | |
| from smolagents.agents import CodeAgent | |
| from smolagents import HfApiModel | |
| from smolagents.tools import tool | |
| from tools.final_answer import FinalAnswerTool | |
| from Gradio_UI import GradioUI | |
| # ----------------------------- | |
| # ✅ Define tools directly here | |
| # ----------------------------- | |
| def sigmoid_transform(x1: float, x2: float, x3: float) -> str: | |
| """Applies the sigmoid transformation to three numbers and returns markdown-formatted output. | |
| Args: | |
| x1: First number | |
| x2: Second number | |
| x3: Third number | |
| Returns: | |
| A markdown string with sigmoid-transformed values. | |
| """ | |
| def sigmoid(x): | |
| return 1 / (1 + math.exp(-x)) | |
| return ( | |
| "### 🔥 Sigmoid Transformation Results\n" | |
| f"- **x1 = {x1}** → σ(x1) = `{sigmoid(x1):.4f}`\n" | |
| f"- **x2 = {x2}** → σ(x2) = `{sigmoid(x2):.4f}`\n" | |
| f"- **x3 = {x3}** → σ(x3) = `{sigmoid(x3):.4f}`\n" | |
| ) | |
| def my_custom_tool(arg1: str, arg2: int) -> str: | |
| """A tool that does nothing yet | |
| Args: | |
| arg1: the first argument | |
| arg2: the second argument | |
| """ | |
| return "What magic will you build?" | |
| def get_current_time_in_timezone(timezone: str) -> str: | |
| """Fetch the current local time in a specified timezone. | |
| Args: | |
| timezone: A valid timezone string (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: {str(e)}" | |
| # ----------------------------- | |
| # ✅ Load simplified prompt template | |
| # ----------------------------- | |
| with open("prompts.yaml") as f: | |
| prompt_templates = yaml.safe_load(f) | |
| # ----------------------------- | |
| # ✅ Set up model and agent | |
| # ----------------------------- | |
| model = HfApiModel( | |
| model_id='Qwen/Qwen2.5-Coder-32B-Instruct', | |
| max_tokens=2048, | |
| temperature=0.5 | |
| ) | |
| final_answer = FinalAnswerTool() | |
| agent = CodeAgent( | |
| model=model, | |
| tools=[final_answer, my_custom_tool, get_current_time_in_timezone], | |
| prompt_templates=prompt_templates, | |
| max_steps=6, | |
| verbosity_level=1, | |
| ) | |
| # ----------------------------- | |
| # ✅ Launch Gradio interface | |
| # ----------------------------- | |
| GradioUI(agent).launch() | |