"""
Real `smolagents` CodeAgent integration for the final project.

This module initializes a `CodeAgent` with standard tools and exposes a 
`run_agent(prompt)` function returning the final answer string.

Notes:
- Requires `smolagents` installed in the environment.
- For serverless inference via Hugging Face, you must be logged in 
  (`huggingface-cli login`) or have `HF_TOKEN` environment variable set,
  and have sufficient provider credits.
"""
from typing import List, Any
import logging
import os

logger = logging.getLogger(__name__)
logging.basicConfig(level=logging.INFO)

from smolagents import (
    CodeAgent,
    InferenceClientModel,
    DuckDuckGoSearchTool,
    FinalAnswerTool,
    VisitWebpageTool,
)

# Get HF token from environment (set by huggingface-cli login or HF_TOKEN env var)
HF_TOKEN = os.environ.get("HF_TOKEN")
if not HF_TOKEN:
    logger.warning(
        "HF_TOKEN not found in environment. Run 'huggingface-cli login' or set HF_TOKEN env var. "
        "CodeAgent initialization will fail without valid credentials."
    )


def make_code_agent(
    max_steps: int = 8,
    verbosity: int = 1,
    model_name: str | None = None,
):
    """Create and return a smolagents CodeAgent configured with standard tools.
    
    Args:
        max_steps: max reasoning steps for the agent.
        verbosity: logging/output verbosity level.
        model_name: HF model ID for serverless inference (e.g., 'allenai/Olmo-3-7B-Instruct').
                   If None, uses the default InferenceClientModel.
    
    Returns:
        CodeAgent instance.
    
    Raises:
        Exception: if InferenceClientModel initialization fails (missing HF login/credits).
    """
    tools: List[Any] = []

    # Standard tools from smolagents
    try:
        tools.append(DuckDuckGoSearchTool())
    except Exception as e:
        logger.debug("DuckDuckGoSearchTool unavailable: %s", e)

    try:
        tools.append(VisitWebpageTool())
    except Exception as e:
        logger.debug("VisitWebpageTool unavailable: %s", e)

    try:
        tools.append(FinalAnswerTool())
    except Exception as e:
        logger.debug("FinalAnswerTool unavailable: %s", e)

    # Initialize serverless inference model
    try:
        if model_name:
            try:
                model = InferenceClientModel(repo_id=model_name, token=HF_TOKEN)
            except Exception:
                try:
                    model = InferenceClientModel(model_id=model_name, token=HF_TOKEN)
                except Exception:
                    model = InferenceClientModel(token=HF_TOKEN)
        else:
            model = InferenceClientModel(token=HF_TOKEN)
        logger.info("InferenceClientModel initialized successfully with HF_TOKEN")
    except Exception as e:
        logger.error(
            "InferenceClientModel initialization failed (ensure HF_TOKEN is set and has credits): %s", e
        )
        raise

    agent = CodeAgent(tools=tools, model=model, max_steps=max_steps, verbosity_level=verbosity)
    return agent


_AGENT_SINGLETON = None


def get_agent():
    """Get or create the singleton CodeAgent instance."""
    global _AGENT_SINGLETON
    if _AGENT_SINGLETON is None:
        _AGENT_SINGLETON = make_code_agent(model_name="allenai/Olmo-3-7B-Think")
    return _AGENT_SINGLETON


def run_agent(prompt: str) -> str:
    """Run the CodeAgent and return the final answer string.
    
    Args:
        prompt: the reasoning task/question for the agent.
    
    Returns:
        The agent's final answer as a string.
    
    Raises:
        Exception: if CodeAgent.run fails (e.g., no HF credentials or credits).
    """
    agent = get_agent()
    res = agent.run(prompt)
    
    # Normalize response to string
    if isinstance(res, dict):
        for key in ("answer", "final_answer", "final"):
            if key in res and isinstance(res[key], str):
                return res[key].strip()
        return str(res)
    
    if isinstance(res, str):
        return res.strip()
    
    return str(res)


if __name__ == "__main__":
    print(run_agent("Give me a short list of 3 fruits."))