fast_api.py 6.8 KB

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  1. import uuid
  2. import os
  3. from base64 import b64encode
  4. import uvicorn
  5. import argparse
  6. from pathlib import Path
  7. from glob import glob
  8. from fastapi import FastAPI, UploadFile, File, Form
  9. from fastapi.responses import JSONResponse
  10. from typing import List, Optional
  11. from loguru import logger
  12. from mineru.cli.common import aio_do_parse, read_fn
  13. from mineru.version import __version__
  14. app = FastAPI()
  15. def encode_image(image_path: str) -> str:
  16. """Encode image using base64"""
  17. with open(image_path, "rb") as f:
  18. return b64encode(f.read()).decode()
  19. @app.post(path="/file_parse",)
  20. async def parse_pdf(
  21. files: List[UploadFile] = File(...),
  22. output_dir: str = Form("./output"),
  23. lang_list: List[str] = Form(["ch"]),
  24. backend: str = Form("pipeline"),
  25. parse_method: str = Form("auto"),
  26. formula_enable: bool = Form(True),
  27. table_enable: bool = Form(True),
  28. server_url: Optional[str] = Form(None),
  29. reuturn_md: bool = Form(True),
  30. reuturn_middle_json: bool = Form(False),
  31. return_model_output: bool = Form(False),
  32. reuturn_content_list: bool = Form(False),
  33. return_images: bool = Form(False),
  34. start_page_id: int = Form(0),
  35. end_page_id: int = Form(99999),
  36. ):
  37. try:
  38. # 创建唯一的输出目录
  39. unique_dir = os.path.join(output_dir, str(uuid.uuid4()))
  40. os.makedirs(unique_dir, exist_ok=True)
  41. # 处理上传的PDF文件
  42. pdf_file_names = []
  43. pdf_bytes_list = []
  44. for file in files:
  45. content = await file.read()
  46. file_path = Path(file.filename)
  47. # 如果是图像文件或PDF,使用read_fn处理
  48. if file_path.suffix.lower() in [".pdf", ".png", ".jpeg", ".jpg"]:
  49. # 创建临时文件以便使用read_fn
  50. temp_path = Path(unique_dir) / file_path.name
  51. with open(temp_path, "wb") as f:
  52. f.write(content)
  53. try:
  54. pdf_bytes = read_fn(temp_path)
  55. pdf_bytes_list.append(pdf_bytes)
  56. pdf_file_names.append(file_path.stem)
  57. os.remove(temp_path) # 删除临时文件
  58. except Exception as e:
  59. return JSONResponse(
  60. status_code=400,
  61. content={"error": f"处理文件失败: {str(e)}"}
  62. )
  63. else:
  64. return JSONResponse(
  65. status_code=400,
  66. content={"error": f"不支持的文件类型: {file_path.suffix}"}
  67. )
  68. # 设置语言列表,确保与文件数量一致
  69. actual_lang_list = lang_list
  70. if len(actual_lang_list) != len(pdf_file_names):
  71. # 如果语言列表长度不匹配,使用第一个语言或默认"ch"
  72. actual_lang_list = [actual_lang_list[0] if actual_lang_list else "ch"] * len(pdf_file_names)
  73. # 调用异步处理函数
  74. await aio_do_parse(
  75. output_dir=unique_dir,
  76. pdf_file_names=pdf_file_names,
  77. pdf_bytes_list=pdf_bytes_list,
  78. p_lang_list=actual_lang_list,
  79. backend=backend,
  80. parse_method=parse_method,
  81. p_formula_enable=formula_enable,
  82. p_table_enable=table_enable,
  83. server_url=server_url,
  84. f_draw_layout_bbox=False,
  85. f_draw_span_bbox=False,
  86. f_dump_md=reuturn_md,
  87. f_dump_middle_json=reuturn_middle_json,
  88. f_dump_model_output=return_model_output,
  89. f_dump_orig_pdf=False,
  90. f_dump_content_list=reuturn_content_list,
  91. start_page_id=start_page_id,
  92. end_page_id=end_page_id,
  93. )
  94. # 构建结果路径
  95. result_dict = {}
  96. for pdf_name in pdf_file_names:
  97. result_dict[pdf_name] = {}
  98. data = result_dict[pdf_name]
  99. if backend.startswith("pipeline"):
  100. parse_dir = os.path.join(unique_dir, pdf_name, parse_method)
  101. else:
  102. parse_dir = os.path.join(unique_dir, pdf_name, "vlm")
  103. def get_infer_result(file_suffix_identifier: str):
  104. """从结果文件中读取推理结果"""
  105. result_file_path = os.path.join(parse_dir, f"{pdf_name}{file_suffix_identifier}")
  106. if os.path.exists(result_file_path):
  107. with open(result_file_path, "r", encoding="utf-8") as fp:
  108. return fp.read()
  109. return None
  110. if os.path.exists(parse_dir):
  111. if reuturn_md:
  112. data["md_content"] = get_infer_result(".md")
  113. if reuturn_middle_json:
  114. data["middle_json"] = get_infer_result("_middle.json")
  115. if return_model_output:
  116. if backend.startswith("pipeline"):
  117. data["model_output"] = get_infer_result("_model.json")
  118. else:
  119. data["model_output"] = get_infer_result("_model_output.txt")
  120. if reuturn_content_list:
  121. data["content_list"] = get_infer_result("_content_list.json")
  122. if return_images:
  123. image_paths = glob(f"{parse_dir}/images/*.jpg")
  124. data["images"] = {
  125. os.path.basename(
  126. image_path
  127. ): f"data:image/jpeg;base64,{encode_image(image_path)}"
  128. for image_path in image_paths
  129. }
  130. return JSONResponse(
  131. status_code=200,
  132. content={
  133. "status": "success",
  134. "backend": backend,
  135. "version": __version__,
  136. "results": result_dict
  137. }
  138. )
  139. except Exception as e:
  140. logger.exception(e)
  141. return JSONResponse(
  142. status_code=500,
  143. content={"error": str(e)}
  144. )
  145. def main():
  146. """启动MinerU FastAPI服务器的命令行入口"""
  147. parser = argparse.ArgumentParser(description='Start MinerU FastAPI Service')
  148. parser.add_argument('--host', type=str, default='127.0.0.1', help='Server host (default: 127.0.0.1)')
  149. parser.add_argument('--port', type=int, default=8000, help='Server port (default: 8000)')
  150. parser.add_argument('--reload', action='store_true', help='Enable auto-reload (development mode)')
  151. args = parser.parse_args()
  152. print(f"Start MinerU FastAPI Service: http://{args.host}:{args.port}")
  153. print("The API documentation can be accessed at the following address:")
  154. print(f"- Swagger UI: http://{args.host}:{args.port}/docs")
  155. print(f"- ReDoc: http://{args.host}:{args.port}/redoc")
  156. uvicorn.run(
  157. "mineru.cli.fast_api:app",
  158. host=args.host,
  159. port=args.port,
  160. reload=args.reload
  161. )
  162. if __name__ == "__main__":
  163. main()