import base64 import json import os import time import zipfile from pathlib import Path import re import uuid import pymupdf os.system('pip uninstall -y magic-pdf') os.system('pip install git+https://github.com/opendatalab/MinerU.git@dev') os.system('wget https://github.com/opendatalab/MinerU/raw/dev/scripts/download_models_hf.py -O download_models_hf.py') os.system('python download_models_hf.py') with open('/home/user/magic-pdf.json', 'r') as file: data = json.load(file) data['device-mode'] = "cuda" if os.getenv('apikey'): data['llm-aided-config']['title_aided']['api_key'] = os.getenv('apikey') data['llm-aided-config']['title_aided']['enable'] = True with open('/home/user/magic-pdf.json', 'w') as file: json.dump(data, file, indent=4) os.system('cp -r paddleocr /home/user/.paddleocr') from gradio_pdf import PDF import gradio as gr from loguru import logger from magic_pdf.data.data_reader_writer import FileBasedDataReader from magic_pdf.libs.hash_utils import compute_sha256 from magic_pdf.tools.common import do_parse, prepare_env def create_css(): return """ /* 전체 스타일 */ .gradio-container { background: linear-gradient(135deg, #EFF6FF 0%, #F5F3FF 100%); max-width: 1200px !important; margin: 0 auto !important; padding: 2rem !important; } /* 제목 스타일 */ .title-area { text-align: center; margin-bottom: 2rem; padding: 1rem; background: white; border-radius: 1rem; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1); } .title-area h1 { background: linear-gradient(90deg, #2563EB 0%, #7C3AED 100%); -webkit-background-clip: text; -webkit-text-fill-color: transparent; font-size: 2.5rem; font-weight: bold; margin-bottom: 0.5rem; } .title-area p { color: #6B7280; font-size: 1.1rem; } /* 컴포넌트 스타일링 */ .gr-box, .gr-panel { border: 2px solid #E0E7FF !important; border-radius: 12px !important; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1) !important; background: white !important; } /* 파일 업로드 영역 */ .file-upload { border: 2px dashed #93C5FD !important; border-radius: 8px !important; padding: 2rem !important; background: #F0F9FF !important; transition: all 0.3s ease; } .file-upload:hover { background: #E0F2FE !important; border-color: #60A5FA !important; } /* 버튼 스타일링 */ .gr-button.primary-button { background: linear-gradient(90deg, #2563EB 0%, #7C3AED 100%) !important; color: white !important; border: none !important; border-radius: 8px !important; padding: 0.75rem 1.5rem !important; font-weight: bold !important; transition: opacity 0.2s !important; } .gr-button.primary-button:hover { opacity: 0.9 !important; } .gr-button.secondary-button { background: white !important; color: #4B5563 !important; border: 1px solid #D1D5DB !important; border-radius: 8px !important; padding: 0.75rem 1.5rem !important; } .gr-button.secondary-button:hover { background: #F9FAFB !important; } /* 슬라이더 스타일링 */ .gr-slider { background: #E0E7FF !important; } .gr-slider .gr-slider-handle { background: #4F46E5 !important; } /* 체크박스 스타일링 */ .gr-checkbox { border-color: #6366F1 !important; } .gr-checkbox:checked { background-color: #4F46E5 !important; } /* 탭 스타일링 */ .gr-tabs { border-bottom: 2px solid #E0E7FF !important; } .gr-tab-button { color: #6B7280 !important; padding: 0.75rem 1rem !important; font-weight: 500 !important; } .gr-tab-button.selected { color: #4F46E5 !important; border-bottom: 2px solid #4F46E5 !important; } /* 마크다운 출력 영역 */ .markdown-output { background: white !important; border-radius: 8px !important; padding: 1rem !important; box-shadow: inset 0 2px 4px rgba(0, 0, 0, 0.05) !important; } """ def read_fn(path): disk_rw = FileBasedDataReader(os.path.dirname(path)) return disk_rw.read(os.path.basename(path)) def parse_pdf(doc_path, output_dir, end_page_id, is_ocr, layout_mode, formula_enable, table_enable, language): os.makedirs(output_dir, exist_ok=True) try: file_name = f"{str(Path(doc_path).stem)}_{time.time()}" pdf_data = read_fn(doc_path) if is_ocr: parse_method = "ocr" else: parse_method = "auto" local_image_dir, local_md_dir = prepare_env(output_dir, file_name, parse_method) do_parse( output_dir, file_name, pdf_data, [], parse_method, False, end_page_id=end_page_id, layout_model=layout_mode, formula_enable=formula_enable, table_enable=table_enable, lang=language, f_dump_orig_pdf=False, ) return local_md_dir, file_name except Exception as e: logger.exception(e) def compress_directory_to_zip(directory_path, output_zip_path): try: with zipfile.ZipFile(output_zip_path, 'w', zipfile.ZIP_DEFLATED) as zipf: for root, dirs, files in os.walk(directory_path): for file in files: file_path = os.path.join(root, file) arcname = os.path.relpath(file_path, directory_path) zipf.write(file_path, arcname) return 0 except Exception as e: logger.exception(e) return -1 def image_to_base64(image_path): with open(image_path, "rb") as image_file: return base64.b64encode(image_file.read()).decode('utf-8') def replace_image_with_base64(markdown_text, image_dir_path): pattern = r'\!\[(?:[^\]]*)\]\(([^)]+)\)' def replace(match): relative_path = match.group(1) full_path = os.path.join(image_dir_path, relative_path) base64_image = image_to_base64(full_path) return f"![{relative_path}](data:image/jpeg;base64,{base64_image})" return re.sub(pattern, replace, markdown_text) def to_markdown(file_path, end_pages, is_ocr, layout_mode, formula_enable, table_enable, language): file_path = to_pdf(file_path) if end_pages > 20: end_pages = 20 local_md_dir, file_name = parse_pdf(file_path, './output', end_pages - 1, is_ocr, layout_mode, formula_enable, table_enable, language) archive_zip_path = os.path.join("./output", compute_sha256(local_md_dir) + ".zip") zip_archive_success = compress_directory_to_zip(local_md_dir, archive_zip_path) if zip_archive_success == 0: logger.info("압축 성공") else: logger.error("압축 실패") md_path = os.path.join(local_md_dir, file_name + ".md") with open(md_path, 'r', encoding='utf-8') as f: txt_content = f.read() md_content = replace_image_with_base64(txt_content, local_md_dir) new_pdf_path = os.path.join(local_md_dir, file_name + "_layout.pdf") return md_content, txt_content, archive_zip_path, new_pdf_path def to_pdf(file_path): with pymupdf.open(file_path) as f: if f.is_pdf: return file_path else: pdf_bytes = f.convert_to_pdf() unique_filename = f"{uuid.uuid4()}.pdf" tmp_file_path = os.path.join(os.path.dirname(file_path), unique_filename) with open(tmp_file_path, 'wb') as tmp_pdf_file: tmp_pdf_file.write(pdf_bytes) return tmp_file_path latex_delimiters = [{"left": "$$", "right": "$$", "display": True}, {"left": '$', "right": '$', "display": False}] def init_model(): from magic_pdf.model.doc_analyze_by_custom_model import ModelSingleton try: model_manager = ModelSingleton() txt_model = model_manager.get_model(False, False) logger.info(f"txt_model init final") ocr_model = model_manager.get_model(True, False) logger.info(f"ocr_model init final") return 0 except Exception as e: logger.exception(e) return -1 model_init = init_model() logger.info(f"model_init: {model_init}") latin_lang = [ 'af', 'az', 'bs', 'cs', 'cy', 'da', 'de', 'es', 'et', 'fr', 'ga', 'hr', 'hu', 'id', 'is', 'it', 'ku', 'la', 'lt', 'lv', 'mi', 'ms', 'mt', 'nl', 'no', 'oc', 'pi', 'pl', 'pt', 'ro', 'rs_latin', 'sk', 'sl', 'sq', 'sv', 'sw', 'tl', 'tr', 'uz', 'vi', 'french', 'german' ] arabic_lang = ['ar', 'fa', 'ug', 'ur'] cyrillic_lang = [ 'ru', 'rs_cyrillic', 'be', 'bg', 'uk', 'mn', 'abq', 'ady', 'kbd', 'ava', 'dar', 'inh', 'che', 'lbe', 'lez', 'tab' ] devanagari_lang = [ 'hi', 'mr', 'ne', 'bh', 'mai', 'ang', 'bho', 'mah', 'sck', 'new', 'gom', 'sa', 'bgc' ] other_lang = ['ch', 'en', 'korean', 'japan', 'chinese_cht', 'ta', 'te', 'ka'] all_lang = ['', 'auto'] all_lang.extend([*other_lang, *latin_lang, *arabic_lang, *cyrillic_lang, *devanagari_lang]) if __name__ == "__main__": with gr.Blocks(title="OCR FLEX", css=create_css()) as demo: # 타이틀 영역 with gr.Row(elem_classes="title-area"): gr.HTML("""

OCR FLEX

PDF와 이미지에서 텍스트를 빠르고 정확하게 추출하세요

""") with gr.Row(): # 왼쪽 패널 with gr.Column(variant='panel', scale=5): file = gr.File( label="PDF 또는 이미지 파일을 업로드하세요", file_types=[".pdf", ".png", ".jpeg", ".jpg"], elem_classes="file-upload" ) max_pages = gr.Slider( 1, 20, 10, step=1, label='최대 변환 페이지 수', elem_classes="custom-slider" ) with gr.Row(): layout_mode = gr.Dropdown( ["layoutlmv3", "doclayout_yolo"], label="레이아웃 모델", value="doclayout_yolo", elem_classes="custom-dropdown" ) language = gr.Dropdown( all_lang, label="언어", value='auto', elem_classes="custom-dropdown" ) with gr.Row(): formula_enable = gr.Checkbox( label="수식 인식 활성화", value=True, elem_classes="custom-checkbox" ) is_ocr = gr.Checkbox( label="OCR 강제 활성화", value=False, elem_classes="custom-checkbox" ) table_enable = gr.Checkbox( label="표 인식 활성화(테스트)", value=True, elem_classes="custom-checkbox" ) with gr.Row(): change_bu = gr.Button( "변환", elem_classes="primary-button" ) clear_bu = gr.ClearButton( value="초기화", elem_classes="secondary-button" ) pdf_show = PDF( label='PDF 미리보기', interactive=False, visible=True, height=800, elem_classes="pdf-preview" ) with gr.Accordion("예제:", open=False): example_root = os.path.join(os.path.dirname(__file__), "examples") gr.Examples( examples=[os.path.join(example_root, _) for _ in os.listdir(example_root) if _.endswith("pdf")], inputs=file ) # 오른쪽 패널 with gr.Column(variant='panel', scale=5): output_file = gr.File( label="변환 결과", interactive=False, elem_classes="output-file" ) with gr.Tabs() as tabs: with gr.Tab("마크다운 렌더링"): md = gr.Markdown( label="마크다운 렌더링", height=1100, show_copy_button=True, latex_delimiters=latex_delimiters, line_breaks=True, elem_classes="markdown-output" ) with gr.Tab("마크다운 텍스트"): md_text = gr.TextArea( lines=45, show_copy_button=True, elem_classes="markdown-text" ) # 이벤트 핸들러 file.change( fn=to_pdf, inputs=file, outputs=pdf_show ) change_bu.click( fn=to_markdown, inputs=[ file, max_pages, is_ocr, layout_mode, formula_enable, table_enable, language ], outputs=[ md, md_text, output_file, pdf_show ], api_name=False ) clear_bu.add([file, md, pdf_show, md_text, output_file, is_ocr]) # 앱 실행 demo.launch(ssr_mode=True)