Files
MinerU/magic_pdf/user_api.py
T
myhloli 309be741e8 refactor(txt_parse): improve text extraction accuracy with new algorithm
- Implement new text extraction method (txt_spans_extract_v2) to enhance accuracy
- Add character filling in spans for better text reconstruction
- Introduce empty span handling using OCR for missed text
- Optimize span filtering and overlap removal
2024-11-21 18:08:23 +08:00

122 lines
3.9 KiB
Python

"""用户输入: model数组,每个元素代表一个页面 pdf在s3的路径 截图保存的s3位置.
然后:
1)根据s3路径,调用spark集群的api,拿到ak,sk,endpoint,构造出s3PDFReader
2)根据用户输入的s3地址,调用spark集群的api,拿到ak,sk,endpoint,构造出s3ImageWriter
其余部分至于构造s3cli, 获取ak,sk都在code-clean里写代码完成。不要反向依赖!!!
"""
from loguru import logger
from magic_pdf.data.data_reader_writer import DataWriter
from magic_pdf.libs.version import __version__
from magic_pdf.model.doc_analyze_by_custom_model import doc_analyze
from magic_pdf.pdf_parse_by_ocr import parse_pdf_by_ocr
from magic_pdf.pdf_parse_by_txt import parse_pdf_by_txt
PARSE_TYPE_TXT = 'txt'
PARSE_TYPE_OCR = 'ocr'
def parse_txt_pdf(pdf_bytes: bytes, pdf_models: list, imageWriter: DataWriter, is_debug=False,
start_page_id=0, end_page_id=None, lang=None,
*args, **kwargs):
"""解析文本类pdf."""
pdf_info_dict = parse_pdf_by_txt(
pdf_bytes,
pdf_models,
imageWriter,
start_page_id=start_page_id,
end_page_id=end_page_id,
debug_mode=is_debug,
lang=lang,
)
pdf_info_dict['_parse_type'] = PARSE_TYPE_TXT
pdf_info_dict['_version_name'] = __version__
if lang is not None:
pdf_info_dict['_lang'] = lang
return pdf_info_dict
def parse_ocr_pdf(pdf_bytes: bytes, pdf_models: list, imageWriter: DataWriter, is_debug=False,
start_page_id=0, end_page_id=None, lang=None,
*args, **kwargs):
"""解析ocr类pdf."""
pdf_info_dict = parse_pdf_by_ocr(
pdf_bytes,
pdf_models,
imageWriter,
start_page_id=start_page_id,
end_page_id=end_page_id,
debug_mode=is_debug,
lang=lang,
)
pdf_info_dict['_parse_type'] = PARSE_TYPE_OCR
pdf_info_dict['_version_name'] = __version__
if lang is not None:
pdf_info_dict['_lang'] = lang
return pdf_info_dict
def parse_union_pdf(pdf_bytes: bytes, pdf_models: list, imageWriter: DataWriter, is_debug=False,
input_model_is_empty: bool = False,
start_page_id=0, end_page_id=None, lang=None,
*args, **kwargs):
"""ocr和文本混合的pdf,全部解析出来."""
def parse_pdf(method):
try:
return method(
pdf_bytes,
pdf_models,
imageWriter,
start_page_id=start_page_id,
end_page_id=end_page_id,
debug_mode=is_debug,
lang=lang,
)
except Exception as e:
logger.exception(e)
return None
pdf_info_dict = parse_pdf(parse_pdf_by_txt)
if pdf_info_dict is None or pdf_info_dict.get('_need_drop', False):
logger.warning('parse_pdf_by_txt drop or error, switch to parse_pdf_by_ocr')
if input_model_is_empty:
layout_model = kwargs.get('layout_model', None)
formula_enable = kwargs.get('formula_enable', None)
table_enable = kwargs.get('table_enable', None)
pdf_models = doc_analyze(
pdf_bytes,
ocr=True,
start_page_id=start_page_id,
end_page_id=end_page_id,
lang=lang,
layout_model=layout_model,
formula_enable=formula_enable,
table_enable=table_enable,
)
pdf_info_dict = parse_pdf(parse_pdf_by_ocr)
if pdf_info_dict is None:
raise Exception('Both parse_pdf_by_txt and parse_pdf_by_ocr failed.')
else:
pdf_info_dict['_parse_type'] = PARSE_TYPE_OCR
else:
pdf_info_dict['_parse_type'] = PARSE_TYPE_TXT
pdf_info_dict['_version_name'] = __version__
if lang is not None:
pdf_info_dict['_lang'] = lang
return pdf_info_dict