import logging
import os
import io
import tempfile
import requests
from PIL import Image
import cv2
from urllib.parse import urlparse
import socket
import ipaddress
import spaces

# Setup logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)

# Resource Limits
MAX_IMAGE_MB = 50
MAX_IMAGE_RES = (4096, 4096)
MAX_VIDEO_MB = 50
MAX_VIDEO_DURATION = 30  # seconds

@spaces.GPU
def fetch_media_from_url(url):
    """
    Downloads media from a URL. Supports images and videos.
    Returns PIL.Image or video file path.
    """
    logger.info(f"Fetching media from URL: {url}")
    if not is_public_ip(url):
        logger.warning("Blocked non-public URL request (possible SSRF).")
        return None

    try:
        parsed_url = urlparse(url)
        ext = os.path.splitext(parsed_url.path)[-1].lower()
        headers = {"User-Agent": "Mozilla/5.0"}
        r = requests.get(url, headers=headers, timeout=10)

        if r.status_code != 200 or len(r.content) > 50 * 1024 * 1024:
            logger.warning(f"Download failed or file too large.")
            return None

        tmp_file = tempfile.NamedTemporaryFile(delete=False, suffix=ext)
        tmp_file.write(r.content)
        tmp_file.close()

        if ext in [".jpg", ".jpeg", ".png"]:
            return Image.open(tmp_file.name).convert("RGB")
        elif ext in [".mp4", ".avi", ".mov"]:
            return tmp_file.name
        else:
            logger.warning("Unsupported file type from URL.")
            return None
    except Exception as e:
        logger.error(f"URL fetch failed: {e}")
        return None

# Input Validation Functions
def validate_image(img):
    """
    Validates the uploaded image based on size and resolution limits.

    Args:
        img (PIL.Image.Image): Image to validate.

    Returns:
        Tuple[bool, str or None]: (True, None) if valid; (False, reason) otherwise.
    """
    logger.info("Validating uploaded image.")
    try:
        buffer = io.BytesIO()
        img.save(buffer, format="PNG")
        size_mb = len(buffer.getvalue()) / (1024 * 1024)

        if size_mb > MAX_IMAGE_MB:
            logger.warning("Image exceeds size limit of 5MB.")
            return False, "Image exceeds 5MB limit."

        if img.width > MAX_IMAGE_RES[0] or img.height > MAX_IMAGE_RES[1]:
            logger.warning("Image resolution exceeds 1920x1080.")
            return False, "Image resolution exceeds 1920x1080."

        logger.info("Image validation passed.")
        return True, None
    except Exception as e:
        logger.error(f"Error validating image: {e}")
        return False, str(e)

def validate_video(path):
    """
    Validates the uploaded video based on size and duration limits.

    Args:
        path (str): Path to the video file.

    Returns:
        Tuple[bool, str or None]: (True, None) if valid; (False, reason) otherwise.
    """
    logger.info(f"Validating video file at: {path}")
    try:
        size_mb = os.path.getsize(path) / (1024 * 1024)
        if size_mb > MAX_VIDEO_MB:
            logger.warning("Video exceeds size limit of 50MB.")
            return False, "Video exceeds 50MB limit."

        cap = cv2.VideoCapture(path)
        fps = cap.get(cv2.CAP_PROP_FPS)
        frames = cap.get(cv2.CAP_PROP_FRAME_COUNT)
        duration = frames / fps if fps else 0
        cap.release()

        if duration > MAX_VIDEO_DURATION:
            logger.warning("Video exceeds 30 seconds duration limit.")
            return False, "Video exceeds 30 seconds duration limit."

        logger.info("Video validation passed.")
        return True, None
    except Exception as e:
        logger.error(f"Error validating video: {e}")
        return False, str(e)
    
# Input Resolution
def resolve_input(mode, media_upload, url):
    """
    Resolves the media input based on selected mode.
    - If mode is 'Upload', accepts either:
        * 1–5 images (PIL.Image)
        * OR 1 video file (file path as string)
    - If mode is 'URL', fetches remote image or video.
    
    Args:
        mode (str): 'Upload' or 'URL'
        media_upload (List[Union[PIL.Image.Image, str]]): Uploaded media
        url (str): URL to image or video

    Returns:
        List[Union[PIL.Image.Image, str]] or None
    """
    try:
        logger.info(f"Resolving input for mode: {mode}")
        logger.info(f"Raw uploaded input: {media_upload}")

        if mode == "Upload":
            if not media_upload:
                logger.warning("No upload detected.")
                return None

            # Gradio gives file paths, so open and classify them
            image_files = []
            video_files = []

            for file in media_upload:
                if isinstance(file, str):
                    ext = file.lower().split('.')[-1]
                    if ext in ['jpg', 'jpeg', 'png']:
                        try:
                            img = Image.open(file).convert("RGB")
                            image_files.append(img)
                        except Exception as e:
                            logger.warning(f"Failed to open image: {file} - {e}")
                    elif ext in ['mp4', 'avi', 'mov']:
                        video_files.append(file)

            # Only one type of input allowed
            if image_files and video_files:
                logger.warning("Mixed media upload not supported (images + video).")
                return None

            if image_files:
                if 1 <= len(image_files) <= 5:
                    logger.info(f"Accepted {len(image_files)} image(s).")
                    return image_files
                logger.warning("Invalid number of images. Must be 1 to 5.")
                return None

            if video_files:
                if len(video_files) == 1:
                    logger.info("Accepted single video upload.")
                    return video_files
                logger.warning("Only one video allowed.")
                return None

            logger.warning("Unsupported upload type.")
            return None

        elif mode == "URL":
            if not url:
                logger.warning("URL mode selected but URL is empty.")
                return None
            media = fetch_media_from_url(url)
            if media:
                logger.info("Media successfully fetched from URL.")
                return [media]
            else:
                logger.warning("Failed to resolve media from URL.")
                return None

        else:
            logger.error(f"Invalid mode selected: {mode}")
            return None

    except Exception as e:
        logger.error(f"Exception in resolve_input(): {e}")
        return None