gradio_app.py

# Copyright (c) Opendatalab. All rights reserved.

import base64
import os
import re
import time
import zipfile
from pathlib import Path

import click
import gradio as gr
from gradio_pdf import PDF
from loguru import logger

from mineru.cli.common import prepare_env, read_fn, aio_do_parse, pdf_suffixes, image_suffixes
from mineru.utils.cli_parser import arg_parse
from mineru.utils.hash_utils import str_sha256


async def parse_pdf(doc_path, output_dir, end_page_id, is_ocr, formula_enable, table_enable, language, backend, url):
    os.makedirs(output_dir, exist_ok=True)

    try:
        file_name = f'{safe_stem(Path(doc_path).stem)}_{time.strftime("%y%m%d_%H%M%S")}'
        pdf_data = read_fn(doc_path)
        if is_ocr:
            parse_method = 'ocr'
        else:
            parse_method = 'auto'

        if backend.startswith("vlm"):
            parse_method = "vlm"

        local_image_dir, local_md_dir = prepare_env(output_dir, file_name, parse_method)
        await aio_do_parse(
            output_dir=output_dir,
            pdf_file_names=[file_name],
            pdf_bytes_list=[pdf_data],
            p_lang_list=[language],
            parse_method=parse_method,
            end_page_id=end_page_id,
            formula_enable=formula_enable,
            table_enable=table_enable,
            backend=backend,
            server_url=url,
        )
        return local_md_dir, file_name
    except Exception as e:
        logger.exception(e)
        return None


def compress_directory_to_zip(directory_path, output_zip_path):
    """压缩指定目录到一个 ZIP 文件。

    :param directory_path: 要压缩的目录路径
    :param output_zip_path: 输出的 ZIP 文件路径
    """
    try:
        with zipfile.ZipFile(output_zip_path, 'w', zipfile.ZIP_DEFLATED) as zipf:

            # 遍历目录中的所有文件和子目录
            for root, dirs, files in os.walk(directory_path):
                for file in files:
                    # 构建完整的文件路径
                    file_path = os.path.join(root, file)
                    # 计算相对路径
                    arcname = os.path.relpath(file_path, directory_path)
                    # 添加文件到 ZIP 文件
                    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):
    # 匹配Markdown中的图片标签
    pattern = r'\!\[(?:[^\]]*)\]\(([^)]+)\)'

    # 替换图片链接
    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})'

    # 应用替换
    return re.sub(pattern, replace, markdown_text)


async def to_markdown(file_path, end_pages=10, is_ocr=False, formula_enable=True, table_enable=True, language="ch", backend="pipeline", url=None):
    file_path = to_pdf(file_path)
    # 获取识别的md文件以及压缩包文件路径
    local_md_dir, file_name = await parse_pdf(file_path, './output', end_pages - 1, is_ocr, formula_enable, table_enable, language, backend, url)
    archive_zip_path = os.path.join('./output', str_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('Compression successful')
    else:
        logger.error('Compression failed')
    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)
    # 返回转换后的PDF路径
    new_pdf_path = os.path.join(local_md_dir, file_name + '_layout.pdf')

    return md_content, txt_content, archive_zip_path, new_pdf_path


latex_delimiters_type_a = [
    {'left': '$$', 'right': '$$', 'display': True},
    {'left': '$', 'right': '$', 'display': False},
]
latex_delimiters_type_b = [
    {'left': '\\(', 'right': '\\)', 'display': False},
    {'left': '\\[', 'right': '\\]', 'display': True},
]
latex_delimiters_type_all = latex_delimiters_type_a + latex_delimiters_type_b

header_path = os.path.join(os.path.dirname(os.path.dirname(__file__)), 'resources', 'header.html')
with open(header_path, 'r') as header_file:
    header = header_file.read()


latin_lang = [
        'af', 'az', 'bs', 'cs', 'cy', 'da', 'de', 'es', 'et', 'fr', 'ga', 'hr',  # noqa: E126
        '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 = [
        'rs_cyrillic', 'bg', 'mn', 'abq', 'ady', 'kbd', 'ava',  # noqa: E126
        'dar', 'inh', 'che', 'lbe', 'lez', 'tab'
]
east_slavic_lang = ["ru", "be", "uk"]
devanagari_lang = [
        'hi', 'mr', 'ne', 'bh', 'mai', 'ang', 'bho', 'mah', 'sck', 'new', 'gom',  # noqa: E126
        'sa', 'bgc'
]
other_lang = ['ch', 'ch_lite', 'ch_server', 'en', 'korean', 'japan', 'chinese_cht', 'ta', 'te', 'ka', "el", "th"]
add_lang = ['latin', 'arabic', 'east_slavic', 'cyrillic', 'devanagari']

# all_lang = ['', 'auto']
all_lang = []
# all_lang.extend([*other_lang, *latin_lang, *arabic_lang, *cyrillic_lang, *devanagari_lang])
all_lang.extend([*other_lang, *add_lang])


def safe_stem(file_path):
    stem = Path(file_path).stem
    # 只保留字母、数字、下划线和点，其他字符替换为下划线
    return re.sub(r'[^\w.]', '_', stem)


def to_pdf(file_path):

    if file_path is None:
        return None

    pdf_bytes = read_fn(file_path)

    # unique_filename = f'{uuid.uuid4()}.pdf'
    unique_filename = f'{safe_stem(file_path)}.pdf'

    # 构建完整的文件路径
    tmp_file_path = os.path.join(os.path.dirname(file_path), unique_filename)

    # 将字节数据写入文件
    with open(tmp_file_path, 'wb') as tmp_pdf_file:
        tmp_pdf_file.write(pdf_bytes)

    return tmp_file_path


# 更新界面函数
def update_interface(backend_choice):
    if backend_choice in ["vlm-transformers", "vlm-vllm-async-engine"]:
        return gr.update(visible=False), gr.update(visible=False)
    elif backend_choice in ["vlm-http-client"]:
        return gr.update(visible=True), gr.update(visible=False)
    elif backend_choice in ["pipeline"]:
        return gr.update(visible=False), gr.update(visible=True)
    else:
        pass


@click.command(context_settings=dict(ignore_unknown_options=True, allow_extra_args=True))
@click.pass_context
@click.option(
    '--enable-example',
    'example_enable',
    type=bool,
    help="Enable example files for input."
         "The example files to be input need to be placed in the `example` folder within the directory where the command is currently executed.",
    default=True,
)
@click.option(
    '--enable-vllm-engine',
    'vllm_engine_enable',
    type=bool,
    help="Enable vLLM engine backend for faster processing.",
    default=False,
)
@click.option(
    '--enable-api',
    'api_enable',
    type=bool,
    help="Enable gradio API for serving the application.",
    default=True,
)
@click.option(
    '--max-convert-pages',
    'max_convert_pages',
    type=int,
    help="Set the maximum number of pages to convert from PDF to Markdown.",
    default=1000,
)
@click.option(
    '--server-name',
    'server_name',
    type=str,
    help="Set the server name for the Gradio app.",
    default=None,
)
@click.option(
    '--server-port',
    'server_port',
    type=int,
    help="Set the server port for the Gradio app.",
    default=None,
)
@click.option(
    '--latex-delimiters-type',
    'latex_delimiters_type',
    type=click.Choice(['a', 'b', 'all']),
    help="Set the type of LaTeX delimiters to use in Markdown rendering:"
         "'a' for type '$', 'b' for type '()[]', 'all' for both types.",
    default='all',
)
def main(ctx,
        example_enable, vllm_engine_enable, api_enable, max_convert_pages,
        server_name, server_port, latex_delimiters_type, **kwargs
):

    kwargs.update(arg_parse(ctx))

    if latex_delimiters_type == 'a':
        latex_delimiters = latex_delimiters_type_a
    elif latex_delimiters_type == 'b':
        latex_delimiters = latex_delimiters_type_b
    elif latex_delimiters_type == 'all':
        latex_delimiters = latex_delimiters_type_all
    else:
        raise ValueError(f"Invalid latex delimiters type: {latex_delimiters_type}.")

    if vllm_engine_enable:
        try:
            print("Start init vLLM engine...")
            from mineru.backend.vlm.vlm_analyze import ModelSingleton
            model_singleton = ModelSingleton()
            predictor = model_singleton.get_model(
                "vllm-async-engine",
                None,
                None,
                **kwargs
            )
            print("vLLM engine init successfully.")
        except Exception as e:
            logger.exception(e)
    suffixes = [f".{suffix}" for suffix in pdf_suffixes + image_suffixes]
    with gr.Blocks() as demo:
        gr.HTML(header)
        with gr.Row():
            with gr.Column(variant='panel', scale=5):
                with gr.Row():
                    input_file = gr.File(label='Please upload a PDF or image', file_types=suffixes)
                with gr.Row():
                    max_pages = gr.Slider(1, max_convert_pages, int(max_convert_pages/2), step=1, label='Max convert pages')
                with gr.Row():
                    if vllm_engine_enable:
                        drop_list = ["pipeline", "vlm-vllm-async-engine"]
                        preferred_option = "vlm-vllm-async-engine"
                    else:
                        drop_list = ["pipeline", "vlm-transformers", "vlm-http-client"]
                        preferred_option = "pipeline"
                    backend = gr.Dropdown(drop_list, label="Backend", value=preferred_option)
                with gr.Row(visible=False) as client_options:
                    url = gr.Textbox(label='Server URL', value='http://localhost:30000', placeholder='http://localhost:30000')
                with gr.Row(equal_height=True):
                    with gr.Column():
                        gr.Markdown("**Recognition Options:**")
                        formula_enable = gr.Checkbox(label='Enable formula recognition', value=True)
                        table_enable = gr.Checkbox(label='Enable table recognition', value=True)
                    with gr.Column(visible=False) as ocr_options:
                        language = gr.Dropdown(all_lang, label='Language', value='ch')
                        is_ocr = gr.Checkbox(label='Force enable OCR', value=False)
                with gr.Row():
                    change_bu = gr.Button('Convert')
                    clear_bu = gr.ClearButton(value='Clear')
                pdf_show = PDF(label='PDF preview', interactive=False, visible=True, height=800)
                if example_enable:
                    example_root = os.path.join(os.getcwd(), 'examples')
                    if os.path.exists(example_root):
                        with gr.Accordion('Examples:'):
                            gr.Examples(
                                examples=[os.path.join(example_root, _) for _ in os.listdir(example_root) if
                                          _.endswith(tuple(suffixes))],
                                inputs=input_file
                            )

            with gr.Column(variant='panel', scale=5):
                output_file = gr.File(label='convert result', interactive=False)
                with gr.Tabs():
                    with gr.Tab('Markdown rendering'):
                        md = gr.Markdown(label='Markdown rendering', height=1100, show_copy_button=True,
                                         latex_delimiters=latex_delimiters,
                                         line_breaks=True)
                    with gr.Tab('Markdown text'):
                        md_text = gr.TextArea(lines=45, show_copy_button=True)

        # 添加事件处理
        backend.change(
            fn=update_interface,
            inputs=[backend],
            outputs=[client_options, ocr_options],
            api_name=False
        )
        # 添加demo.load事件，在页面加载时触发一次界面更新
        demo.load(
            fn=update_interface,
            inputs=[backend],
            outputs=[client_options, ocr_options],
            api_name=False
        )
        clear_bu.add([input_file, md, pdf_show, md_text, output_file, is_ocr])

        if api_enable:
            api_name = None
        else:
            api_name = False

        input_file.change(fn=to_pdf, inputs=input_file, outputs=pdf_show, api_name=api_name)
        change_bu.click(
            fn=to_markdown,
            inputs=[input_file, max_pages, is_ocr, formula_enable, table_enable, language, backend, url],
            outputs=[md, md_text, output_file, pdf_show],
            api_name=api_name
        )

    demo.launch(server_name=server_name, server_port=server_port, show_api=api_enable)


if __name__ == '__main__':
    main()