Spaces:
Running
on
Zero
Running
on
Zero
Commit
·
2c499db
1
Parent(s):
275bb85
Refactor XML parsing functions to support both ALTO and PAGE formats, enhancing error handling and output consistency
Browse files
app.py
CHANGED
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@@ -23,18 +23,65 @@ HF_PIPE = pipeline("image-text-to-text", model=HF_MODEL, processor=HF_PROCESSOR)
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# --- Helper Functions ---
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def
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"""
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Dynamically gets the
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"""
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try:
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tree = ET.parse(xml_file_path)
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root = tree.getroot()
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if '}' in root.tag:
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-
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except ET.ParseError:
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print(f"Error parsing XML to find namespace: {xml_file_path}")
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return ''
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def parse_alto_xml_for_text(xml_file_path):
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"""
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@@ -48,7 +95,7 @@ def parse_alto_xml_for_text(xml_file_path):
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return "Error: XML file not provided or does not exist."
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try:
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ns_prefix =
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tree = ET.parse(xml_file_path)
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root = tree.getroot()
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@@ -68,6 +115,26 @@ def parse_alto_xml_for_text(xml_file_path):
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except Exception as e:
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return f"An unexpected error occurred during XML parsing: {e}"
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@spaces.GPU
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def predict(pil_image):
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"""Performs OCR prediction using the Hugging Face model."""
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@@ -148,10 +215,10 @@ def process_files(image_path, xml_path):
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"""
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Main function for the Gradio interface.
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Processes the image for display, runs OCR (Hugging Face model),
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and parses
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"""
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img_to_display = None
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-
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hf_ocr_text_output = "Image not provided or OCR not run."
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if image_path:
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@@ -164,19 +231,17 @@ def process_files(image_path, xml_path):
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else:
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hf_ocr_text_output = "Please upload an image to perform OCR."
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-
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if xml_path:
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-
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else:
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-
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# If only XML is provided without an image
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if not image_path and xml_path:
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img_to_display = None # No image to display
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hf_ocr_text_output = "Upload an image to perform OCR."
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-
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return img_to_display, alto_text_output, hf_ocr_text_output
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# --- Create Gradio App ---
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@@ -185,13 +250,13 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("# OCR Viewer and Extractor")
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gr.Markdown(
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"Upload an image to perform OCR using a Hugging Face model. "
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"Optionally, upload its corresponding ALTO
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)
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with gr.Row():
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with gr.Column(scale=1):
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image_input = gr.File(label="Upload Image (PNG, JPG, etc.)", type="filepath")
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xml_input = gr.File(label="Upload
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submit_button = gr.Button("Process Image and XML", variant="primary")
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with gr.Row():
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@@ -204,8 +269,8 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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interactive=False,
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show_copy_button=True
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)
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-
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label="Text from
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lines=15,
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interactive=False,
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show_copy_button=True
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@@ -214,7 +279,7 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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submit_button.click(
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fn=process_files,
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inputs=[image_input, xml_input],
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outputs=[output_image_display,
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)
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gr.Markdown("---")
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# --- Helper Functions ---
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def get_xml_namespace(xml_file_path):
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"""
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Dynamically gets the namespace from the XML file.
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Returns both the namespace and the format type (ALTO or PAGE).
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"""
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try:
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tree = ET.parse(xml_file_path)
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root = tree.getroot()
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if '}' in root.tag:
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ns = root.tag.split('}')[0] + '}'
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# Determine format based on root element
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if 'PcGts' in root.tag:
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return ns, 'PAGE'
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elif 'alto' in root.tag.lower():
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return ns, 'ALTO'
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except ET.ParseError:
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print(f"Error parsing XML to find namespace: {xml_file_path}")
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return '', 'UNKNOWN'
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def parse_page_xml_for_text(xml_file_path):
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"""
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Parses a PAGE XML file to extract text content.
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Returns:
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- full_text (str): All extracted text concatenated.
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"""
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full_text_lines = []
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if not xml_file_path or not os.path.exists(xml_file_path):
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return "Error: XML file not provided or does not exist."
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try:
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ns_prefix, _ = get_xml_namespace(xml_file_path)
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tree = ET.parse(xml_file_path)
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root = tree.getroot()
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# Find all TextLine elements
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for text_line in root.findall(f'.//{ns_prefix}TextLine'):
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# First try to get text from TextEquiv/Unicode
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text_equiv = text_line.find(f'{ns_prefix}TextEquiv/{ns_prefix}Unicode')
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if text_equiv is not None and text_equiv.text:
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full_text_lines.append(text_equiv.text)
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continue
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# If no TextEquiv, try to get text from Word elements
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line_text_parts = []
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for word in text_line.findall(f'{ns_prefix}Word'):
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word_text = word.find(f'{ns_prefix}TextEquiv/{ns_prefix}Unicode')
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if word_text is not None and word_text.text:
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line_text_parts.append(word_text.text)
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if line_text_parts:
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full_text_lines.append(" ".join(line_text_parts))
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return "\n".join(full_text_lines)
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except ET.ParseError as e:
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return f"Error parsing XML: {e}"
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except Exception as e:
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return f"An unexpected error occurred during XML parsing: {e}"
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def parse_alto_xml_for_text(xml_file_path):
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"""
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return "Error: XML file not provided or does not exist."
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try:
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ns_prefix, _ = get_xml_namespace(xml_file_path)
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tree = ET.parse(xml_file_path)
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root = tree.getroot()
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except Exception as e:
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return f"An unexpected error occurred during XML parsing: {e}"
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def parse_xml_for_text(xml_file_path):
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"""
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Main function to parse XML files, automatically detecting the format.
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"""
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if not xml_file_path or not os.path.exists(xml_file_path):
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return "Error: XML file not provided or does not exist."
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try:
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_, xml_format = get_xml_namespace(xml_file_path)
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if xml_format == 'PAGE':
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return parse_page_xml_for_text(xml_file_path)
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elif xml_format == 'ALTO':
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return parse_alto_xml_for_text(xml_file_path)
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else:
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return f"Error: Unsupported XML format. Expected ALTO or PAGE XML."
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except Exception as e:
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return f"Error determining XML format: {str(e)}"
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@spaces.GPU
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def predict(pil_image):
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"""Performs OCR prediction using the Hugging Face model."""
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"""
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Main function for the Gradio interface.
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Processes the image for display, runs OCR (Hugging Face model),
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and parses XML if provided.
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"""
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img_to_display = None
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xml_text_output = "XML not provided or not processed."
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hf_ocr_text_output = "Image not provided or OCR not run."
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if image_path:
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else:
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hf_ocr_text_output = "Please upload an image to perform OCR."
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if xml_path:
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xml_text_output = parse_xml_for_text(xml_path)
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else:
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xml_text_output = "No XML file uploaded."
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# If only XML is provided without an image
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if not image_path and xml_path:
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img_to_display = None # No image to display
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hf_ocr_text_output = "Upload an image to perform OCR."
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return img_to_display, xml_text_output, hf_ocr_text_output
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# --- Create Gradio App ---
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gr.Markdown("# OCR Viewer and Extractor")
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gr.Markdown(
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"Upload an image to perform OCR using a Hugging Face model. "
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"Optionally, upload its corresponding ALTO or PAGE XML file to compare the extracted text."
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)
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with gr.Row():
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with gr.Column(scale=1):
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image_input = gr.File(label="Upload Image (PNG, JPG, etc.)", type="filepath")
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xml_input = gr.File(label="Upload XML File (Optional, ALTO or PAGE format)", type="filepath")
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submit_button = gr.Button("Process Image and XML", variant="primary")
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with gr.Row():
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interactive=False,
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show_copy_button=True
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)
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xml_output_textbox = gr.Textbox(
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label="Text from XML",
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lines=15,
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interactive=False,
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show_copy_button=True
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submit_button.click(
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fn=process_files,
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inputs=[image_input, xml_input],
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outputs=[output_image_display, xml_output_textbox, hf_ocr_output_textbox]
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)
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gr.Markdown("---")
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