# src/tools/search_postprocessor.py
import base64
import logging
import re
from typing import Any, Dict, List
from urllib.parse import urlparse

logger = logging.getLogger(__name__)


class SearchResultPostProcessor:
    """Search result post-processor"""

    base64_pattern = r"data:image/[^;]+;base64,[a-zA-Z0-9+/=]+"

    def __init__(self, min_score_threshold: float, max_content_length_per_page: int):
        """
        Initialize the post-processor

        Args:
            min_score_threshold: Minimum relevance score threshold
            max_content_length_per_page: Maximum content length
        """
        self.min_score_threshold = min_score_threshold
        self.max_content_length_per_page = max_content_length_per_page

    def process_results(self, results: List[Dict]) -> List[Dict]:
        """
        Process search results

        Args:
            results: Original search result list

        Returns:
            Processed result list
        """
        if not results:
            return []

        # Combined processing in a single loop for efficiency
        cleaned_results = []
        seen_urls = set()

        for result in results:
            # 1. Remove duplicates
            cleaned_result = self._remove_duplicates(result, seen_urls)
            if not cleaned_result:
                continue

            # 2. Filter low quality results
            if (
                "page" == cleaned_result.get("type")
                and self.min_score_threshold
                and self.min_score_threshold > 0
                and cleaned_result.get("score", 0) < self.min_score_threshold
            ):
                continue

            # 3. Clean base64 images from content
            cleaned_result = self._remove_base64_images(cleaned_result)
            if not cleaned_result:
                continue

            # 4. When max_content_length_per_page is set, truncate long content
            if (
                self.max_content_length_per_page
                and self.max_content_length_per_page > 0
            ):
                cleaned_result = self._truncate_long_content(cleaned_result)

            if cleaned_result:
                cleaned_results.append(cleaned_result)

        # 5. Sort (by score descending)
        sorted_results = sorted(
            cleaned_results, key=lambda x: x.get("score", 0), reverse=True
        )

        logger.info(
            f"Search result post-processing: {len(results)} -> {len(sorted_results)}"
        )
        return sorted_results

    def _remove_base64_images(self, result: Dict) -> Dict:
        """Remove base64 encoded images from content"""

        if "page" == result.get("type"):
            cleaned_result = self.processPage(result)
        elif "image" == result.get("type"):
            cleaned_result = self.processImage(result)
        else:
            # For other types, keep as is
            cleaned_result = result.copy()

        return cleaned_result

    def processPage(self, result: Dict) -> Dict:
        """Process page type result"""
        # Clean base64 images from content
        cleaned_result = result.copy()

        if "content" in result:
            original_content = result["content"]
            cleaned_content = re.sub(self.base64_pattern, " ", original_content)
            cleaned_result["content"] = cleaned_content

            # Log if significant content was removed
            if len(cleaned_content) < len(original_content) * 0.8:
                logger.debug(
                    f"Removed base64 images from search content: {result.get('url', 'unknown')}"
                )

        # Clean base64 images from raw content
        if "raw_content" in cleaned_result:
            original_raw_content = cleaned_result["raw_content"]
            cleaned_raw_content = re.sub(self.base64_pattern, " ", original_raw_content)
            cleaned_result["raw_content"] = cleaned_raw_content

            # Log if significant content was removed
            if len(cleaned_raw_content) < len(original_raw_content) * 0.8:
                logger.debug(
                    f"Removed base64 images from search raw content: {result.get('url', 'unknown')}"
                )

        return cleaned_result

    def processImage(self, result: Dict) -> Dict:
        """Process image type result - clean up base64 data and long fields"""
        cleaned_result = result.copy()

        # Remove base64 encoded data from image_url if present
        if "image_url" in cleaned_result and isinstance(
            cleaned_result["image_url"], str
        ):
            # Check if image_url contains base64 data
            if "data:image" in cleaned_result["image_url"]:
                original_image_url = cleaned_result["image_url"]
                cleaned_image_url = re.sub(self.base64_pattern, " ", original_image_url)
                if len(cleaned_image_url) == 0 or not cleaned_image_url.startswith(
                    "http"
                ):
                    logger.debug(
                        f"Removed base64 data from image_url and the cleaned_image_url is empty or not start with http, origin image_url: {result.get('image_url', 'unknown')}"
                    )
                    return {}
                cleaned_result["image_url"] = cleaned_image_url
                logger.debug(
                    f"Removed base64 data from image_url: {result.get('image_url', 'unknown')}"
                )

        # Truncate very long image descriptions
        if "image_description" in cleaned_result and isinstance(
            cleaned_result["image_description"], str
        ):
            if (
                self.max_content_length_per_page
                and len(cleaned_result["image_description"])
                > self.max_content_length_per_page
            ):
                cleaned_result["image_description"] = (
                    cleaned_result["image_description"][
                        : self.max_content_length_per_page
                    ]
                    + "..."
                )
                logger.info(
                    f"Truncated long image description from search result: {result.get('image_url', 'unknown')}"
                )

        return cleaned_result

    def _truncate_long_content(self, result: Dict) -> Dict:
        """Truncate long content"""

        truncated_result = result.copy()

        # Truncate content length
        if "content" in truncated_result:
            content = truncated_result["content"]
            if len(content) > self.max_content_length_per_page:
                truncated_result["content"] = (
                    content[: self.max_content_length_per_page] + "..."
                )
                logger.info(
                    f"Truncated long content from search result: {result.get('url', 'unknown')}"
                )

        # Truncate raw content length (can be slightly longer)
        if "raw_content" in truncated_result:
            raw_content = truncated_result["raw_content"]
            if len(raw_content) > self.max_content_length_per_page * 2:
                truncated_result["raw_content"] = (
                    raw_content[: self.max_content_length_per_page * 2] + "..."
                )
                logger.info(
                    f"Truncated long raw content from search result: {result.get('url', 'unknown')}"
                )

        return truncated_result

    def _remove_duplicates(self, result: Dict, seen_urls: set) -> Dict:
        """Remove duplicate results"""

        url = result.get("url", result.get("image_url", ""))
        if url and url not in seen_urls:
            seen_urls.add(url)
            return result.copy()  # Return a copy to avoid modifying original
        elif not url:
            # Keep results with empty URLs
            return result.copy()  # Return a copy to avoid modifying original

        return {}  # Return empty dict for duplicates