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Browse files- gradio_app.py +72 -9
gradio_app.py
CHANGED
@@ -17,6 +17,7 @@ import base64
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import io
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import re
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from typing import Any, Dict
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import pypdfium2
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from PIL import Image
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@@ -25,7 +26,20 @@ from marker.converters.pdf import PdfConverter
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from marker.models import create_model_dict
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from marker.config.parser import ConfigParser
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from marker.output import text_from_rendered
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-
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def load_models():
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return create_model_dict()
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@@ -83,6 +97,8 @@ def markdown_insert_images(markdown, images):
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if 'model_dict' not in globals():
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model_dict = load_models()
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with gr.Blocks(title="Marker") as demo:
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gr.Markdown("""
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# Marker Demo
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@@ -96,12 +112,15 @@ with gr.Blocks(title="Marker") as demo:
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with gr.Column():
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in_file = gr.File(label="PDF file:", file_types=[".pdf"])
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in_num = gr.Slider(label="PDF file page number", minimum=1, maximum=1, value=1, step=1, visible=False)
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in_img = gr.
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page_range_txt = gr.Textbox(label="Page range to parse, comma separated like 0,5-10,20", value=f"")
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output_format_dd = gr.Dropdown(label="Output format", choices=["markdown", "json", "html"], value="markdown")
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force_ocr_ckb = gr.Checkbox(label="Force OCR", value=True, info="Force OCR on all pages")
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debug_ckb = gr.Checkbox(label="Debug", value=False, info="Show debug information")
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use_llm_ckb = gr.Checkbox(label="Use LLM", value=False, info="Use LLM for higher quality processing")
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strip_existing_ocr_ckb = gr.Checkbox(label="Strip existing OCR", value=False, info="Strip existing OCR text from the PDF and re-OCR.")
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@@ -113,6 +132,7 @@ with gr.Blocks(title="Marker") as demo:
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debug_img_pdf = gr.Image(label="PDF debug image", visible=False)
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debug_img_layout = gr.Image(label="Layout debug image", visible=False)
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def show_image(file, num=1):
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if file is None:
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return [
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@@ -123,7 +143,7 @@ with gr.Blocks(title="Marker") as demo:
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img = get_page_image(file, num)
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return [
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gr.update(visible=True, maximum=count),
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gr.update(visible=True, value=img),
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f"0-{num-1}"]
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in_file.clear(
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@@ -163,8 +183,15 @@ with gr.Blocks(title="Marker") as demo:
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api_name=False
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)
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# Run Marker
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def run_marker_img(filename, page_range, force_ocr, output_format, debug, use_llm, strip_existing_ocr):
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"""
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Run marker on the given PDF file and return processed results in multiple formats.
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@@ -174,6 +201,8 @@ with gr.Blocks(title="Marker") as demo:
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force_ocr (bool, optional): If True (default), force OCR even on text-based PDFs.
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output_format (str, optional): Output format. One of: "markdown", "html", "json".
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Defaults to "markdown".
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debug (bool, optional): If True, return additional debug images (rendered page and layout).
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Defaults to False.
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use_llm (bool, optional): If True, use LLM-assisted parsing for better semantic output.
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@@ -188,6 +217,7 @@ with gr.Blocks(title="Marker") as demo:
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- html_result (str): HTML output string.
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- page_image (dict or None): Rendered image of PDF page (if debug is True, else None).
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- layout_image (dict or None): Visualized layout image (if debug is True, else None).
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"""
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cli_options = {
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"output_format": output_format,
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@@ -218,6 +248,8 @@ with gr.Blocks(title="Marker") as demo:
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img = Image.open(layout_image_path)
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gr_debug_lay = gr.update(visible=True, value=img)
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text, ext, images = text_from_rendered(rendered)
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if output_format == "markdown":
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text = markdown_insert_images(text, images)
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@@ -226,15 +258,45 @@ with gr.Blocks(title="Marker") as demo:
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gr.update(visible=False),
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gr.update(visible=False),
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gr_debug_pdf,
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gr_debug_lay
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]
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elif output_format == "json":
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return [
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gr.update(visible=False),
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gr.update(visible=True, value=text),
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gr.update(visible=False),
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gr_debug_pdf,
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gr_debug_lay
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]
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elif output_format == "html":
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return [
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@@ -242,13 +304,14 @@ with gr.Blocks(title="Marker") as demo:
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gr.update(visible=False),
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gr.update(visible=True, value=text),
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gr_debug_pdf,
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gr_debug_lay
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]
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run_marker_btn.click(
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fn=run_marker_img,
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inputs=[in_file, page_range_txt, force_ocr_ckb, output_format_dd, debug_ckb, use_llm_ckb, strip_existing_ocr_ckb],
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outputs=[result_md, result_json, result_html, debug_img_pdf, debug_img_layout]
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)
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if __name__ == "__main__":
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import io
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import re
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from typing import Any, Dict
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import json
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import pypdfium2
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from PIL import Image
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from marker.models import create_model_dict
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from marker.config.parser import ConfigParser
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from marker.output import text_from_rendered
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from marker.schema import BlockTypes
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COLORS = [
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"#4e79a7",
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"#f28e2c",
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"#e15759",
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"#76b7b2",
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"#59a14f",
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"#edc949",
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"#af7aa1",
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"#ff9da7",
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"#9c755f",
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"#bab0ab"
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]
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def load_models():
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return create_model_dict()
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if 'model_dict' not in globals():
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model_dict = load_models()
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img_state = gr.State([])
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with gr.Blocks(title="Marker") as demo:
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gr.Markdown("""
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# Marker Demo
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with gr.Column():
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in_file = gr.File(label="PDF file:", file_types=[".pdf"])
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in_num = gr.Slider(label="PDF file page number", minimum=1, maximum=1, value=1, step=1, visible=False)
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in_img = gr.AnnotatedImage(
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label="PDF file (preview)", visible=False
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)
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page_range_txt = gr.Textbox(label="Page range to parse, comma separated like 0,5-10,20", value=f"")
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output_format_dd = gr.Dropdown(label="Output format", choices=["markdown", "json", "html"], value="markdown")
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force_ocr_ckb = gr.Checkbox(label="Force OCR", value=True, info="Force OCR on all pages")
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show_blocks_ckb = gr.Checkbox(label="Show Blocks", info="Display detected blocks, only when output is JSON", value=False, interactive=False)
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debug_ckb = gr.Checkbox(label="Debug", value=False, info="Show debug information")
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use_llm_ckb = gr.Checkbox(label="Use LLM", value=False, info="Use LLM for higher quality processing")
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strip_existing_ocr_ckb = gr.Checkbox(label="Strip existing OCR", value=False, info="Strip existing OCR text from the PDF and re-OCR.")
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debug_img_pdf = gr.Image(label="PDF debug image", visible=False)
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debug_img_layout = gr.Image(label="Layout debug image", visible=False)
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def show_image(file, num=1):
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if file is None:
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return [
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img = get_page_image(file, num)
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return [
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gr.update(visible=True, maximum=count),
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gr.update(visible=True, value=(img, [])),
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f"0-{num-1}"]
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in_file.clear(
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api_name=False
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)
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output_format_dd.change(
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fn=lambda x: gr.update(interactive=x == "json", value=x == "json"),
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inputs=[output_format_dd],
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outputs=[show_blocks_ckb],
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api_name=False
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)
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# Run Marker
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def run_marker_img(filename, page_range, force_ocr, output_format, show_blocks, debug, use_llm, strip_existing_ocr):
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"""
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Run marker on the given PDF file and return processed results in multiple formats.
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force_ocr (bool, optional): If True (default), force OCR even on text-based PDFs.
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output_format (str, optional): Output format. One of: "markdown", "html", "json".
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Defaults to "markdown".
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show_blocks (bool, optional): If True, show blocks in preview image with JSON output.
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Defaults to False.
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debug (bool, optional): If True, return additional debug images (rendered page and layout).
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Defaults to False.
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use_llm (bool, optional): If True, use LLM-assisted parsing for better semantic output.
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- html_result (str): HTML output string.
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- page_image (dict or None): Rendered image of PDF page (if debug is True, else None).
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- layout_image (dict or None): Visualized layout image (if debug is True, else None).
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- preview_image (dict or None): Preview image.
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"""
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cli_options = {
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"output_format": output_format,
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img = Image.open(layout_image_path)
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gr_debug_lay = gr.update(visible=True, value=img)
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gr_img = gr.update()
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text, ext, images = text_from_rendered(rendered)
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if output_format == "markdown":
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text = markdown_insert_images(text, images)
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gr.update(visible=False),
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gr.update(visible=False),
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gr_debug_pdf,
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gr_debug_lay,
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gr_img
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]
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elif output_format == "json":
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if show_blocks:
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doc_json = json.loads(text)
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color_map = {}
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sections = []
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def traverse(block):
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if "block_type" in block:
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try:
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index = list(BlockTypes.__members__).index(block["block_type"])
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color = COLORS[index % len(COLORS)]
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except (ValueError, IndexError):
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color = "#cccccc" # fallback color
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label = block["id"].replace("/page/0/", "")
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color_map[label] = color
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bbox = tuple(int(x) for x in block["bbox"])
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sections.append((bbox, label))
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if "children" in block and isinstance(block["children"], list):
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for child in block["children"]:
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traverse(child)
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traverse(doc_json["children"][0])
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page_range = config_parser.generate_config_dict()["page_range"]
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first_page = page_range[0] if page_range else 0
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img = get_page_image(filename, first_page + 1, dpi=72)
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gr_img = gr.update(value=(img, sections), color_map=color_map)
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return [
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gr.update(visible=False),
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gr.update(visible=True, value=text),
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gr.update(visible=False),
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gr_debug_pdf,
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gr_debug_lay,
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gr_img
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]
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elif output_format == "html":
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return [
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gr.update(visible=False),
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gr.update(visible=True, value=text),
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gr_debug_pdf,
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gr_debug_lay,
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gr_img
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]
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run_marker_btn.click(
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fn=run_marker_img,
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inputs=[in_file, page_range_txt, force_ocr_ckb, output_format_dd, show_blocks_ckb, debug_ckb, use_llm_ckb, strip_existing_ocr_ckb],
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outputs=[result_md, result_json, result_html, debug_img_pdf, debug_img_layout, in_img]
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)
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if __name__ == "__main__":
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