common.py 4.8 KB

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  1. # Copyright (c) Opendatalab. All rights reserved.
  2. import io
  3. import json
  4. import os
  5. from pathlib import Path
  6. import pypdfium2 as pdfium
  7. from loguru import logger
  8. from ..api.vlm_middle_json_mkcontent import union_make
  9. from ..backend.vlm.vlm_analyze import doc_analyze
  10. from ..data.data_reader_writer import FileBasedDataWriter
  11. from ..utils.draw_bbox import draw_layout_bbox, draw_span_bbox
  12. from ..utils.enum_class import MakeMode
  13. from ..utils.pdf_image_tools import images_bytes_to_pdf_bytes
  14. pdf_suffixes = [".pdf"]
  15. image_suffixes = [".png", ".jpeg", ".jpg"]
  16. def read_fn(path: Path):
  17. with open(str(path), "rb") as input_file:
  18. file_bytes = input_file.read()
  19. if path.suffix in image_suffixes:
  20. return images_bytes_to_pdf_bytes(file_bytes)
  21. elif path.suffix in pdf_suffixes:
  22. return file_bytes
  23. else:
  24. raise Exception(f"Unknown file suffix: {path.suffix}")
  25. def prepare_env(output_dir, pdf_file_name):
  26. local_parent_dir = os.path.join(output_dir, pdf_file_name)
  27. local_image_dir = os.path.join(str(local_parent_dir), "images")
  28. local_md_dir = local_parent_dir
  29. os.makedirs(local_image_dir, exist_ok=True)
  30. os.makedirs(local_md_dir, exist_ok=True)
  31. return local_image_dir, local_md_dir
  32. def convert_pdf_bytes_to_bytes_by_pypdfium2(pdf_bytes, start_page_id=0, end_page_id=None):
  33. # 从字节数据加载PDF
  34. pdf = pdfium.PdfDocument(pdf_bytes)
  35. # 确定结束页
  36. end_page_id = end_page_id if end_page_id is not None and end_page_id >= 0 else len(pdf) - 1
  37. if end_page_id > len(pdf) - 1:
  38. logger.warning("end_page_id is out of range, use pdf_docs length")
  39. end_page_id = len(pdf) - 1
  40. # 创建一个新的PDF文档
  41. output_pdf = pdfium.PdfDocument.new()
  42. # 选择要导入的页面索引
  43. page_indices = list(range(start_page_id, end_page_id + 1))
  44. # 从原PDF导入页面到新PDF
  45. output_pdf.import_pages(pdf, page_indices)
  46. # 将新PDF保存到内存缓冲区
  47. output_buffer = io.BytesIO()
  48. output_pdf.save(output_buffer)
  49. # 获取字节数据
  50. output_bytes = output_buffer.getvalue()
  51. return output_bytes
  52. def do_parse(
  53. output_dir,
  54. pdf_file_name,
  55. pdf_bytes,
  56. backend="pipeline",
  57. model_path="jinzhenj/OEEzRkQ3RTAtMDMx-0415", # TODO: change to formal path after release.
  58. server_url=None,
  59. f_draw_layout_bbox=True,
  60. f_draw_span_bbox=False,
  61. f_dump_md=True,
  62. f_dump_middle_json=True,
  63. f_dump_model_output=True,
  64. f_dump_orig_pdf=True,
  65. f_dump_content_list=True,
  66. f_make_md_mode=MakeMode.MM_MD,
  67. start_page_id=0,
  68. end_page_id=None,
  69. ):
  70. if backend == 'pipeline':
  71. f_draw_span_bbox = True
  72. pdf_bytes = convert_pdf_bytes_to_bytes_by_pypdfium2(pdf_bytes, start_page_id, end_page_id)
  73. local_image_dir, local_md_dir = prepare_env(output_dir, pdf_file_name)
  74. image_writer, md_writer = FileBasedDataWriter(local_image_dir), FileBasedDataWriter(local_md_dir)
  75. middle_json, infer_result = doc_analyze(pdf_bytes, image_writer=image_writer, backend=backend, server_url=server_url)
  76. pdf_info = middle_json["pdf_info"]
  77. if f_draw_layout_bbox:
  78. draw_layout_bbox(pdf_info, pdf_bytes, local_md_dir, f"{pdf_file_name}_layout.pdf")
  79. if f_draw_span_bbox:
  80. draw_span_bbox(pdf_info, pdf_bytes, local_md_dir, f"{pdf_file_name}_span.pdf")
  81. if f_dump_orig_pdf:
  82. md_writer.write(
  83. f"{pdf_file_name}_origin.pdf",
  84. pdf_bytes,
  85. )
  86. if f_dump_md:
  87. image_dir = str(os.path.basename(local_image_dir))
  88. md_content_str = union_make(pdf_info, f_make_md_mode, image_dir)
  89. md_writer.write_string(
  90. f"{pdf_file_name}.md",
  91. md_content_str,
  92. )
  93. if f_dump_content_list:
  94. image_dir = str(os.path.basename(local_image_dir))
  95. content_list = union_make(pdf_info, MakeMode.STANDARD_FORMAT, image_dir)
  96. md_writer.write_string(
  97. f"{pdf_file_name}_content_list.json",
  98. json.dumps(content_list, ensure_ascii=False, indent=4),
  99. )
  100. if f_dump_middle_json:
  101. md_writer.write_string(
  102. f"{pdf_file_name}_middle.json",
  103. json.dumps(middle_json, ensure_ascii=False, indent=4),
  104. )
  105. if f_dump_model_output:
  106. model_output = ("\n" + "-" * 50 + "\n").join(infer_result)
  107. md_writer.write_string(
  108. f"{pdf_file_name}_model_output.txt",
  109. model_output,
  110. )
  111. logger.info(f"local output dir is {local_md_dir}")
  112. return infer_result
  113. if __name__ == "__main__":
  114. pdf_path = "../../demo/demo2.pdf"
  115. with open(pdf_path, "rb") as f:
  116. try:
  117. result = do_parse("./output", Path(pdf_path).stem, f.read())
  118. except Exception as e:
  119. logger.exception(e)
  120. # dict转成json
  121. print(json.dumps(result, ensure_ascii=False, indent=4))