MinerU / magic_pdf /pipe /AbsPipe.py
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from abc import ABC, abstractmethod
from magic_pdf.dict2md.ocr_mkcontent import union_make
from magic_pdf.filter.pdf_classify_by_type import classify
from magic_pdf.filter.pdf_meta_scan import pdf_meta_scan
from magic_pdf.libs.MakeContentConfig import MakeMode, DropMode
from magic_pdf.rw.AbsReaderWriter import AbsReaderWriter
from magic_pdf.libs.drop_reason import DropReason
from magic_pdf.libs.json_compressor import JsonCompressor
class AbsPipe(ABC):
"""
txt和ocr处理的抽象类
"""
PIP_OCR = "ocr"
PIP_TXT = "txt"
def __init__(self, pdf_bytes: bytes, model_list: list, image_writer: AbsReaderWriter, is_debug: bool = False):
self.pdf_bytes = pdf_bytes
self.model_list = model_list
self.image_writer = image_writer
self.pdf_mid_data = None # 未压缩
self.is_debug = is_debug
def get_compress_pdf_mid_data(self):
return JsonCompressor.compress_json(self.pdf_mid_data)
@abstractmethod
def pipe_classify(self):
"""
有状态的分类
"""
raise NotImplementedError
@abstractmethod
def pipe_analyze(self):
"""
有状态的跑模型分析
"""
raise NotImplementedError
@abstractmethod
def pipe_parse(self):
"""
有状态的解析
"""
raise NotImplementedError
def pipe_mk_uni_format(self, img_parent_path: str, drop_mode=DropMode.WHOLE_PDF):
content_list = AbsPipe.mk_uni_format(self.get_compress_pdf_mid_data(), img_parent_path, drop_mode)
return content_list
def pipe_mk_markdown(self, img_parent_path: str, drop_mode=DropMode.WHOLE_PDF, md_make_mode=MakeMode.MM_MD):
md_content = AbsPipe.mk_markdown(self.get_compress_pdf_mid_data(), img_parent_path, drop_mode, md_make_mode)
return md_content
@staticmethod
def classify(pdf_bytes: bytes) -> str:
"""
根据pdf的元数据,判断是文本pdf,还是ocr pdf
"""
pdf_meta = pdf_meta_scan(pdf_bytes)
if pdf_meta.get("_need_drop", False): # 如果返回了需要丢弃的标志,则抛出异常
raise Exception(f"pdf meta_scan need_drop,reason is {pdf_meta['_drop_reason']}")
else:
is_encrypted = pdf_meta["is_encrypted"]
is_needs_password = pdf_meta["is_needs_password"]
if is_encrypted or is_needs_password: # 加密的,需要密码的,没有页面的,都不处理
raise Exception(f"pdf meta_scan need_drop,reason is {DropReason.ENCRYPTED}")
else:
is_text_pdf, results = classify(
pdf_meta["total_page"],
pdf_meta["page_width_pts"],
pdf_meta["page_height_pts"],
pdf_meta["image_info_per_page"],
pdf_meta["text_len_per_page"],
pdf_meta["imgs_per_page"],
pdf_meta["text_layout_per_page"],
pdf_meta["invalid_chars"],
)
if is_text_pdf:
return AbsPipe.PIP_TXT
else:
return AbsPipe.PIP_OCR
@staticmethod
def mk_uni_format(compressed_pdf_mid_data: str, img_buket_path: str, drop_mode=DropMode.WHOLE_PDF) -> list:
"""
根据pdf类型,生成统一格式content_list
"""
pdf_mid_data = JsonCompressor.decompress_json(compressed_pdf_mid_data)
pdf_info_list = pdf_mid_data["pdf_info"]
content_list = union_make(pdf_info_list, MakeMode.STANDARD_FORMAT, drop_mode, img_buket_path)
return content_list
@staticmethod
def mk_markdown(compressed_pdf_mid_data: str, img_buket_path: str, drop_mode=DropMode.WHOLE_PDF, md_make_mode=MakeMode.MM_MD) -> list:
"""
根据pdf类型,markdown
"""
pdf_mid_data = JsonCompressor.decompress_json(compressed_pdf_mid_data)
pdf_info_list = pdf_mid_data["pdf_info"]
md_content = union_make(pdf_info_list, md_make_mode, drop_mode, img_buket_path)
return md_content