common.py 8.2 KB

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  1. import os
  2. import click
  3. import fitz
  4. from loguru import logger
  5. import magic_pdf.model as model_config
  6. from magic_pdf.config.enums import SupportedPdfParseMethod
  7. from magic_pdf.config.make_content_config import DropMode, MakeMode
  8. from magic_pdf.data.data_reader_writer import FileBasedDataWriter
  9. from magic_pdf.data.dataset import PymuDocDataset
  10. from magic_pdf.libs.draw_bbox import draw_char_bbox
  11. from magic_pdf.model.doc_analyze_by_custom_model import doc_analyze
  12. from magic_pdf.operators.models import InferenceResult
  13. # from io import BytesIO
  14. # from pypdf import PdfReader, PdfWriter
  15. def prepare_env(output_dir, pdf_file_name, method):
  16. local_parent_dir = os.path.join(output_dir, pdf_file_name, method)
  17. local_image_dir = os.path.join(str(local_parent_dir), 'images')
  18. local_md_dir = local_parent_dir
  19. os.makedirs(local_image_dir, exist_ok=True)
  20. os.makedirs(local_md_dir, exist_ok=True)
  21. return local_image_dir, local_md_dir
  22. # def convert_pdf_bytes_to_bytes_by_pypdf(pdf_bytes, start_page_id=0, end_page_id=None):
  23. # # 将字节数据包装在 BytesIO 对象中
  24. # pdf_file = BytesIO(pdf_bytes)
  25. # # 读取 PDF 的字节数据
  26. # reader = PdfReader(pdf_file)
  27. # # 创建一个新的 PDF 写入器
  28. # writer = PdfWriter()
  29. # # 将所有页面添加到新的 PDF 写入器中
  30. # end_page_id = end_page_id if end_page_id is not None and end_page_id >= 0 else len(reader.pages) - 1
  31. # if end_page_id > len(reader.pages) - 1:
  32. # logger.warning("end_page_id is out of range, use pdf_docs length")
  33. # end_page_id = len(reader.pages) - 1
  34. # for i, page in enumerate(reader.pages):
  35. # if start_page_id <= i <= end_page_id:
  36. # writer.add_page(page)
  37. # # 创建一个字节缓冲区来存储输出的 PDF 数据
  38. # output_buffer = BytesIO()
  39. # # 将 PDF 写入字节缓冲区
  40. # writer.write(output_buffer)
  41. # # 获取字节缓冲区的内容
  42. # converted_pdf_bytes = output_buffer.getvalue()
  43. # return converted_pdf_bytes
  44. def convert_pdf_bytes_to_bytes_by_pymupdf(pdf_bytes, start_page_id=0, end_page_id=None):
  45. document = fitz.open('pdf', pdf_bytes)
  46. output_document = fitz.open()
  47. end_page_id = (
  48. end_page_id
  49. if end_page_id is not None and end_page_id >= 0
  50. else len(document) - 1
  51. )
  52. if end_page_id > len(document) - 1:
  53. logger.warning('end_page_id is out of range, use pdf_docs length')
  54. end_page_id = len(document) - 1
  55. output_document.insert_pdf(document, from_page=start_page_id, to_page=end_page_id)
  56. output_bytes = output_document.tobytes()
  57. return output_bytes
  58. def do_parse(
  59. output_dir,
  60. pdf_file_name,
  61. pdf_bytes,
  62. model_list,
  63. parse_method,
  64. debug_able,
  65. f_draw_span_bbox=True,
  66. f_draw_layout_bbox=True,
  67. f_dump_md=True,
  68. f_dump_middle_json=True,
  69. f_dump_model_json=True,
  70. f_dump_orig_pdf=True,
  71. f_dump_content_list=True,
  72. f_make_md_mode=MakeMode.MM_MD,
  73. f_draw_model_bbox=False,
  74. f_draw_line_sort_bbox=False,
  75. f_draw_char_bbox=False,
  76. start_page_id=0,
  77. end_page_id=None,
  78. lang=None,
  79. layout_model=None,
  80. formula_enable=None,
  81. table_enable=None,
  82. ):
  83. if debug_able:
  84. logger.warning('debug mode is on')
  85. f_draw_model_bbox = True
  86. f_draw_line_sort_bbox = True
  87. # f_draw_char_bbox = True
  88. pdf_bytes = convert_pdf_bytes_to_bytes_by_pymupdf(
  89. pdf_bytes, start_page_id, end_page_id
  90. )
  91. local_image_dir, local_md_dir = prepare_env(output_dir, pdf_file_name, parse_method)
  92. image_writer, md_writer = FileBasedDataWriter(local_image_dir), FileBasedDataWriter(
  93. local_md_dir
  94. )
  95. image_dir = str(os.path.basename(local_image_dir))
  96. ds = PymuDocDataset(pdf_bytes, lang=lang)
  97. if len(model_list) == 0:
  98. if model_config.__use_inside_model__:
  99. if parse_method == 'auto':
  100. if ds.classify() == SupportedPdfParseMethod.TXT:
  101. infer_result = ds.apply(
  102. doc_analyze,
  103. ocr=False,
  104. lang=ds._lang,
  105. layout_model=layout_model,
  106. formula_enable=formula_enable,
  107. table_enable=table_enable,
  108. )
  109. pipe_result = infer_result.pipe_txt_mode(
  110. image_writer, debug_mode=True, lang=ds._lang
  111. )
  112. else:
  113. infer_result = ds.apply(
  114. doc_analyze,
  115. ocr=True,
  116. lang=ds._lang,
  117. layout_model=layout_model,
  118. formula_enable=formula_enable,
  119. table_enable=table_enable,
  120. )
  121. pipe_result = infer_result.pipe_ocr_mode(
  122. image_writer, debug_mode=True, lang=ds._lang
  123. )
  124. elif parse_method == 'txt':
  125. infer_result = ds.apply(
  126. doc_analyze,
  127. ocr=False,
  128. lang=ds._lang,
  129. layout_model=layout_model,
  130. formula_enable=formula_enable,
  131. table_enable=table_enable,
  132. )
  133. pipe_result = infer_result.pipe_txt_mode(
  134. image_writer, debug_mode=True, lang=ds._lang
  135. )
  136. elif parse_method == 'ocr':
  137. infer_result = ds.apply(
  138. doc_analyze,
  139. ocr=True,
  140. lang=ds._lang,
  141. layout_model=layout_model,
  142. formula_enable=formula_enable,
  143. table_enable=table_enable,
  144. )
  145. pipe_result = infer_result.pipe_ocr_mode(
  146. image_writer, debug_mode=True, lang=ds._lang
  147. )
  148. else:
  149. logger.error('unknown parse method')
  150. exit(1)
  151. else:
  152. logger.error('need model list input')
  153. exit(2)
  154. else:
  155. infer_result = InferenceResult(model_list, ds)
  156. if parse_method == 'ocr':
  157. pipe_result = infer_result.pipe_ocr_mode(
  158. image_writer, debug_mode=True, lang=ds._lang
  159. )
  160. elif parse_method == 'txt':
  161. pipe_result = infer_result.pipe_txt_mode(
  162. image_writer, debug_mode=True, lang=ds._lang
  163. )
  164. else:
  165. if ds.classify() == SupportedPdfParseMethod.TXT:
  166. pipe_result = infer_result.pipe_txt_mode(
  167. image_writer, debug_mode=True, lang=ds._lang
  168. )
  169. else:
  170. pipe_result = infer_result.pipe_ocr_mode(
  171. image_writer, debug_mode=True, lang=ds._lang
  172. )
  173. if f_draw_model_bbox:
  174. infer_result.draw_model(
  175. os.path.join(local_md_dir, f'{pdf_file_name}_model.pdf')
  176. )
  177. if f_draw_layout_bbox:
  178. pipe_result.draw_layout(
  179. os.path.join(local_md_dir, f'{pdf_file_name}_layout.pdf')
  180. )
  181. if f_draw_span_bbox:
  182. pipe_result.draw_span(os.path.join(local_md_dir, f'{pdf_file_name}_spans.pdf'))
  183. if f_draw_line_sort_bbox:
  184. pipe_result.draw_line_sort(
  185. os.path.join(local_md_dir, f'{pdf_file_name}_line_sort.pdf')
  186. )
  187. if f_draw_char_bbox:
  188. draw_char_bbox(pdf_bytes, local_md_dir, f'{pdf_file_name}_char_bbox.pdf')
  189. if f_dump_md:
  190. pipe_result.dump_md(
  191. md_writer,
  192. f'{pdf_file_name}.md',
  193. image_dir,
  194. drop_mode=DropMode.NONE,
  195. md_make_mode=f_make_md_mode,
  196. )
  197. if f_dump_middle_json:
  198. pipe_result.dump_middle_json(md_writer, f'{pdf_file_name}_middle.json')
  199. if f_dump_model_json:
  200. infer_result.dump_model(md_writer, f'{pdf_file_name}_model.json')
  201. if f_dump_orig_pdf:
  202. md_writer.write(
  203. f'{pdf_file_name}_origin.pdf',
  204. pdf_bytes,
  205. )
  206. if f_dump_content_list:
  207. pipe_result.dump_content_list(
  208. md_writer,
  209. f'{pdf_file_name}_content_list.json',
  210. image_dir
  211. )
  212. logger.info(f'local output dir is {local_md_dir}')
  213. parse_pdf_methods = click.Choice(['ocr', 'txt', 'auto'])