"""
Heretic Model Decensor Tool

Allows OmniClaw to autonomously run directional ablation on local HuggingFace 
models to remove censorship/safety alignment constraints.
"""
import logging
import subprocess
from typing import Dict, Any

logger = logging.getLogger(__name__)

class HereticDecensor:
    def __init__(self):
        self.cmd_base = "heretic"

    def decensor_model(self, model_name: str, options: dict = None) -> Dict[str, Any]:
        """
        Runs `heretic <model_name>` locally to decensor the model.
        Note: This process performs inference/analysis on the GPU and can take 
        up to an hour depending on the hardware.
        """
        logger.info(f"Initiating autonomous decensoring of {model_name} via Heretic...")
        
        # Build command
        args = [self.cmd_base, model_name]
        
        # Parse options
        if options:
            if options.get("quantization"):
                args.extend(["--quantization", options["quantization"]])
            # other options could be added here
            
        try:
            # We run it as a subprocess to keep it isolated from our main event loop.
            process = subprocess.run(
                args,
                capture_output=True,
                text=True,
                check=False
            )
            
            if process.returncode == 0:
                logger.info(f"Successfully decensored {model_name}.")
                return {
                    "status": "success",
                    "model": model_name,
                    "message": "Model decensoring complete. The abliterated model is saved locally."
                }
            else:
                logger.error(f"Heretic decensoring failed for {model_name}: {process.stderr}")
                return {
                    "status": "error",
                    "model": model_name,
                    "error": process.stderr,
                    "output": process.stdout
                }
                
        except FileNotFoundError:
            logger.error("Heretic CLI not found. Is it installed via pip?")
            return {"status": "error", "error": "Heretic CLI not found. Please run pip install heretic-llm."}
        except Exception as e:
            logger.error(f"Unexpected error running Heretic: {e}")
            return {"status": "error", "error": str(e)}

if __name__ == "__main__":
    # Test stub
    decensor = HereticDecensor()
    print("Heretic Decensor Module Initialized.")
