193 lines
6.0 KiB
Python
193 lines
6.0 KiB
Python
"""
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PDF处理主服务
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实现顺序降级策略:
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1. 检测语言
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2. 中文PDF → PyMuPDF(快速)
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3. 英文PDF → Nougat → 失败降级PyMuPDF
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"""
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from typing import Dict, Any, Optional
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from loguru import logger
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from .language_detector import detect_language
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from .nougat_extractor import extract_pdf_nougat, check_nougat_available
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from .pdf_extractor import extract_pdf_pymupdf
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def extract_pdf(
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file_path: str,
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force_method: Optional[str] = None
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) -> Dict[str, Any]:
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"""
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PDF提取主函数(顺序降级策略)
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处理流程:
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1. 检测语言
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2. 中文 → 直接PyMuPDF
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3. 英文 → 尝试Nougat → 失败降级PyMuPDF
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Args:
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file_path: PDF文件路径
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force_method: 强制使用的方法 ('nougat' | 'pymupdf')
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Returns:
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{
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"success": True,
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"method": "nougat" | "pymupdf",
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"reason": "chinese_pdf" | "english_pdf" | "nougat_failed" | "nougat_low_quality",
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"text": "提取的文本",
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"metadata": {...}
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}
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"""
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try:
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logger.info(f"开始处理PDF: {file_path}")
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# Step 1: 语言检测
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logger.info("[Step 1] 检测PDF语言...")
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language = detect_language(file_path)
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logger.info(f"检测结果: {language}")
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# 如果强制指定方法
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if force_method:
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logger.info(f"强制使用方法: {force_method}")
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if force_method == 'nougat':
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return extract_pdf_nougat(file_path)
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elif force_method == 'pymupdf':
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result = extract_pdf_pymupdf(file_path)
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result['reason'] = 'force_pymupdf'
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return result
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# Step 2: 中文PDF → 直接PyMuPDF
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if language == 'chinese':
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logger.info("[Step 2] 中文PDF,使用PyMuPDF快速处理")
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result = extract_pdf_pymupdf(file_path)
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if result['success']:
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result['reason'] = 'chinese_pdf'
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result['detected_language'] = language
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logger.info("✅ PyMuPDF处理成功(中文PDF)")
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return result
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else:
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logger.error("❌ PyMuPDF处理失败")
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return result
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# Step 3: 英文PDF → 尝试Nougat
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logger.info("[Step 3] 英文PDF,尝试Nougat高质量解析")
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# 检查Nougat是否可用
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if not check_nougat_available():
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logger.warning("⚠️ Nougat不可用,降级到PyMuPDF")
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result = extract_pdf_pymupdf(file_path)
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if result['success']:
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result['reason'] = 'nougat_unavailable'
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result['detected_language'] = language
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return result
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# 尝试Nougat
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try:
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nougat_result = extract_pdf_nougat(file_path)
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if not nougat_result['success']:
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logger.warning("⚠️ Nougat提取失败,降级到PyMuPDF")
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raise Exception(nougat_result.get('error', 'Nougat failed'))
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# 质量检查
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quality_score = nougat_result['metadata'].get('quality_score', 0)
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logger.info(f"Nougat质量评分: {quality_score:.2f}")
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# 质量阈值:0.7
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if quality_score >= 0.7:
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logger.info("✅ Nougat处理成功(质量合格)")
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nougat_result['reason'] = 'english_pdf_high_quality'
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nougat_result['detected_language'] = language
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return nougat_result
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else:
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logger.warning(f"⚠️ Nougat质量不足: {quality_score:.2f},降级到PyMuPDF")
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raise Exception(f"Quality too low: {quality_score}")
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except Exception as e:
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logger.warning(f"Nougat处理失败: {str(e)},降级到PyMuPDF")
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# Step 4: 降级到PyMuPDF
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logger.info("[Step 4] 降级使用PyMuPDF")
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result = extract_pdf_pymupdf(file_path)
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if result['success']:
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result['reason'] = 'nougat_failed_or_low_quality'
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result['detected_language'] = language
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result['fallback'] = True
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logger.info("✅ PyMuPDF处理成功(降级方案)")
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else:
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logger.error("❌ PyMuPDF处理也失败了")
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return result
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except Exception as e:
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logger.error(f"PDF处理完全失败: {str(e)}")
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return {
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"success": False,
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"error": str(e),
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"method": "unknown"
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}
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def get_pdf_processing_strategy(file_path: str) -> Dict[str, Any]:
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"""
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获取PDF处理策略(不实际提取)
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用于预览将使用哪种方法
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Args:
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file_path: PDF文件路径
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Returns:
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{
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"detected_language": "chinese" | "english",
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"recommended_method": "nougat" | "pymupdf",
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"reason": "...",
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"nougat_available": True | False
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}
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"""
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try:
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# 检测语言
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language = detect_language(file_path)
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# 检查Nougat可用性
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nougat_available = check_nougat_available()
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# 决定策略
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if language == 'chinese':
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recommended_method = 'pymupdf'
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reason = '中文PDF,推荐使用PyMuPDF快速处理'
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elif nougat_available:
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recommended_method = 'nougat'
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reason = '英文PDF,推荐使用Nougat高质量解析'
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else:
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recommended_method = 'pymupdf'
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reason = 'Nougat不可用,使用PyMuPDF'
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return {
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"detected_language": language,
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"recommended_method": recommended_method,
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"reason": reason,
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"nougat_available": nougat_available
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}
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except Exception as e:
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logger.error(f"获取处理策略失败: {str(e)}")
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return {
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"error": str(e)
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}
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