Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
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@@ -6,9 +6,6 @@ import os
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# --- Helper Functions ---
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def get_alto_namespace(xml_file_path):
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"""
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Dynamically gets the ALTO namespace from the XML file.
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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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@@ -19,24 +16,14 @@ def get_alto_namespace(xml_file_path):
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return ''
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def parse_alto_xml(xml_file_path):
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"""
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Parses an ALTO XML file to extract text content and bounding box info.
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Returns:
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- full_text (str): All extracted text concatenated.
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- ocr_data (list): A list of dictionaries, each with
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{'text': str, 'x': int, 'y': int, 'w': int, 'h': int}
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"""
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full_text_lines = []
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ocr_data = []
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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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-
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try:
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ns_prefix = get_alto_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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-
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for text_line in root.findall(f'.//{ns_prefix}TextLine'):
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line_text_parts = []
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for string_element in text_line.findall(f'{ns_prefix}String'):
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@@ -49,103 +36,149 @@ def parse_alto_xml(xml_file_path):
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width = int(float(string_element.get('WIDTH')))
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height = int(float(string_element.get('HEIGHT')))
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ocr_data.append({
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'text': text,
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'x': hpos,
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'y': vpos,
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'w': width,
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'h': height
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})
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except (ValueError, TypeError) as e:
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print(f"Warning: Could not parse coordinates for '{text}': {e}")
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ocr_data.append({
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'text': text, 'x': 0, 'y': 0, 'w': 10, 'h': 10
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})
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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), ocr_data
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-
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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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-
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def draw_ocr_on_image(image_pil, ocr_data):
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"""
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Draws bounding boxes and text from ocr_data onto the image.
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"""
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if not image_pil or not ocr_data:
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return image_pil
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draw = ImageDraw.Draw(image_pil)
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try:
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# Filter for items with positive height before calculating average
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valid_heights = [d['h'] for d in ocr_data if d['h'] > 0]
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if valid_heights:
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avg_height = sum(valid_heights) / len(valid_heights)
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else:
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avg_height = 10 # Default if no valid heights
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font_size = max(8, int(avg_height * 0.6))
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font = ImageFont.truetype("arial.ttf", font_size)
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except (IOError, ZeroDivisionError): # ZeroDivisionError should be caught by the check above
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font = ImageFont.load_default()
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font_size = 10
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print("Arial font not found or issue with height calculation, using default font.")
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for item in ocr_data:
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x, y, w, h = item['x'], item['y'], item['w'], item['h']
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text = item['text']
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#
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-
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return image_pil
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# --- Gradio Interface Function ---
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def process_image_and_xml(image_path, xml_path, show_overlay):
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Main function for the Gradio interface.
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image_path and xml_path are now file paths (strings).
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"""
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if image_path is None: # If no image is uploaded at all
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return None, "Please upload an image.", None
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# Try to open the image first, as it's needed for both outputs if XML is missing
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try:
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img_pil = Image.open(image_path).convert("RGB")
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except Exception as e:
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return None, f"Error loading image: {e}", None
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if xml_path is None:
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return img_pil, "Please upload an OCR XML file.", None
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# Both image and XML are presumably present
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extracted_text, ocr_box_data = parse_alto_xml(xml_path)
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-
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overlay_image_pil = None
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if show_overlay:
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if ocr_box_data:
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img_for_overlay = img_pil.copy()
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overlay_image_pil = draw_ocr_on_image(img_for_overlay, ocr_box_data)
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elif not (isinstance(extracted_text, str) and extracted_text.startswith("Error")):
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# Append message if overlay is checked but no boxes, and no major XML parse error
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if isinstance(extracted_text, str):
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extracted_text += "\n(No bounding box data
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else:
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extracted_text = "(No bounding box data
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return img_pil, extracted_text, overlay_image_pil
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-
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# --- Create Gradio App ---
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("# OCR Viewer (ALTO XML)")
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gr.Markdown(
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@@ -153,29 +186,23 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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"The app will display the image, extract and show the plain text, "
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"and optionally overlay the OCR predictions on the image."
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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 ALTO XML File (.xml)", type="filepath")
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show_overlay_checkbox = gr.Checkbox(label="Show OCR Overlay on Image", value=False)
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submit_button = gr.Button("Process Files", variant="primary")
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-
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with gr.Row():
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with gr.Column(scale=1):
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output_image_orig = gr.Image(label="Uploaded Image", type="pil", interactive=False)
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with gr.Column(scale=1):
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output_text = gr.Textbox(label="Extracted Plain Text", lines=15, interactive=False)
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output_image_overlay = gr.Image(label="Image with OCR Overlay", type="pil", interactive=False, visible=True)
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def update_interface(image_filepath, xml_filepath, show_overlay_val):
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if image_filepath is None and xml_filepath is None:
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return None, "Please upload an image and an XML file.", None
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# `process_image_and_xml` now handles cases where one is None
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img, text, overlay_img = process_image_and_xml(image_filepath, xml_filepath, show_overlay_val)
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return img, text, overlay_img
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submit_button.click(
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inputs=[image_input, xml_input, show_overlay_checkbox],
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outputs=[output_image_orig, output_text, output_image_overlay]
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)
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show_overlay_checkbox.change(
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fn=update_interface,
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inputs=[image_input, xml_input, show_overlay_checkbox],
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outputs=[output_image_orig, output_text, output_image_overlay]
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)
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gr.Markdown("---")
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gr.Markdown("### Example ALTO XML Snippet (for `String` element extraction):")
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gr.Code(
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# Corrected: Omitted language parameter
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value="""
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<alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd">
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<Description>...</Description>
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<TextLine WIDTH="684" HEIGHT="108" ID="p13_t1" HPOS="465" VPOS="196">
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<String ID="p13_w1" CONTENT="Introduction" HPOS="465" VPOS="196" WIDTH="684" HEIGHT="108" STYLEREFS="font0"/>
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</TextLine>
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<String ID="p13_w2" CONTENT="Britain" HPOS="492" VPOS="523" WIDTH="166" HEIGHT="51" STYLEREFS="font1"/>
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<SP WIDTH="24" VPOS="523" HPOS="658"/>
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<String ID="p13_w3" CONTENT="1981" HPOS="682" VPOS="523" WIDTH="117" HEIGHT="51" STYLEREFS="font1"/>
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<!-- ... more String and SP elements ... -->
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</TextLine>
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<!-- ... more TextLine elements ... -->
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</PrintSpace>
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</Page>
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</Layout>
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interactive=False
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)
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if __name__ == "__main__":
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try:
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-
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print("Created dummy_image.png for testing.")
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example_xml_filename = "189819724.34.xml" # Make sure this file exists with your XML content
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if not os.path.exists(example_xml_filename):
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print(f"WARNING: Example XML '{example_xml_filename}' not found. Please create it or upload your own.")
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except ImportError:
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print("Pillow not installed, can't create dummy image.")
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except Exception as e:
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print(f"Error during setup: {e}")
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-
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demo.launch()
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# --- Helper Functions ---
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def get_alto_namespace(xml_file_path):
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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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return ''
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def parse_alto_xml(xml_file_path):
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full_text_lines = []
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ocr_data = []
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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_alto_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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for text_line in root.findall(f'.//{ns_prefix}TextLine'):
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line_text_parts = []
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for string_element in text_line.findall(f'{ns_prefix}String'):
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width = int(float(string_element.get('WIDTH')))
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height = int(float(string_element.get('HEIGHT')))
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ocr_data.append({
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'text': text, 'x': hpos, 'y': vpos, 'w': width, 'h': height
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})
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except (ValueError, TypeError) as e:
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print(f"Warning: Could not parse coordinates for '{text}': {e}")
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ocr_data.append({
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'text': text, 'x': 0, 'y': 0, 'w': 10, 'h': 10
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})
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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), ocr_data
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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 draw_ocr_on_image(image_pil, ocr_data):
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"""
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Draws styled bounding boxes and text from ocr_data onto the image.
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"""
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if not image_pil or not ocr_data:
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return image_pil
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draw = ImageDraw.Draw(image_pil)
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for item in ocr_data:
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x, y, w, h = item['x'], item['y'], item['w'], item['h']
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text = item['text']
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+
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# 1. Draw bounding box for the original OCR segment
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draw.rectangle([(x, y), (x + w, y + h)], outline="rgba(255,0,0,190)", width=1) # Red, bit transparent
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# 2. Determine font for this specific item
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# Adaptive font size based on item height, with min/max caps
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# Making it slightly smaller relative to box height for overlay text
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current_font_size = max(8, min(16, int(item['h'] * 0.60)))
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is_truetype = False
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try:
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font = ImageFont.truetype("arial.ttf", current_font_size)
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is_truetype = True
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except IOError:
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try:
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font = ImageFont.truetype("DejaVuSans.ttf", current_font_size)
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is_truetype = True
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except IOError:
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font = ImageFont.load_default() # Small bitmap font, size not controllable
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# print("Arial and DejaVuSans fonts not found, using default PIL font for some items.")
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# 3. Get actual text dimensions for precise placement
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text_actual_width = 0
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text_actual_height = 0
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text_draw_origin_is_top_left = False # Flag to know how to use coordinates with draw.text
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try: # Modern Pillow: use textbbox with anchor for precise bounds
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# Using 'lt' (left-top) anchor means (0,0) in textbbox is relative to top-left of text
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bbox = font.getbbox(text, anchor='lt')
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text_actual_width = bbox[2] - bbox[0]
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text_actual_height = bbox[3] - bbox[1]
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text_draw_origin_is_top_left = True # draw.text with anchor='lt' will use xy as top-left
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except (AttributeError, TypeError): # Fallback for older Pillow or if anchor not supported by getbbox
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try: # Try font.getsize (deprecated but widely available)
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size = font.getsize(text)
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text_actual_width = size[0]
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if is_truetype: # For TrueType, getsize height is usually baseline to top
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ascent, descent = font.getmetrics()
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text_actual_height = ascent + descent # Full line height
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else: # For default font, getsize height is total height
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text_actual_height = size[1]
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except AttributeError: # Ultimate fallback if getsize also fails (unlikely for loaded font)
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text_actual_width = len(text) * current_font_size // 2 # Very rough estimate
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text_actual_height = current_font_size # Very rough estimate
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# 4. Calculate position for the TOP-LEFT of the overlay text
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buffer = 3 # Buffer in pixels between OCR box and text overlay
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text_draw_x = x # Align left edge of text with left edge of box
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# Try to place text above the box
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tentative_text_top_y = y - text_actual_height - buffer
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if tentative_text_top_y < buffer: # If it goes off (or too close to) the top of the image
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tentative_text_top_y = y + h + buffer # Place it below the box
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# Ensure it doesn't go off the bottom either
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if tentative_text_top_y + text_actual_height > image_pil.height - buffer:
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tentative_text_top_y = image_pil.height - text_actual_height - buffer # Pin to bottom
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if tentative_text_top_y < buffer: # If image is too short for text, pin to top
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tentative_text_top_y = buffer
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+
|
| 125 |
+
final_text_top_y = tentative_text_top_y
|
| 126 |
|
| 127 |
+
# 5. Draw background for the overlay text
|
| 128 |
+
bg_padding = 2
|
| 129 |
+
bg_x0 = text_draw_x - bg_padding
|
| 130 |
+
bg_y0 = final_text_top_y - bg_padding
|
| 131 |
+
bg_x1 = text_draw_x + text_actual_width + bg_padding
|
| 132 |
+
bg_y1 = final_text_top_y + text_actual_height + bg_padding
|
| 133 |
|
| 134 |
+
draw.rectangle([(bg_x0, bg_y0), (bg_x1, bg_y1)], fill="rgba(255, 255, 220, 235)") # Light yellow, fairly opaque
|
| 135 |
+
|
| 136 |
+
# 6. Draw the overlay text
|
| 137 |
+
draw_coords = (text_draw_x, final_text_top_y)
|
| 138 |
+
if text_draw_origin_is_top_left:
|
| 139 |
+
try:
|
| 140 |
+
draw.text(draw_coords, text, fill="black", font=font, anchor='lt')
|
| 141 |
+
except (TypeError, AttributeError): # Fallback if anchor='lt' fails at draw time
|
| 142 |
+
# This fallback means background might be slightly off if is_truetype and text_draw_origin_is_top_left was True due to getbbox working
|
| 143 |
+
# but draw.text doesn't support anchor. For simplicity, draw at top_y assuming it's baseline.
|
| 144 |
+
ascent = font.getmetrics()[0] if is_truetype else text_actual_height
|
| 145 |
+
draw.text((text_draw_x, final_text_top_y + ascent if is_truetype else final_text_top_y), text, fill="black", font=font)
|
| 146 |
+
else: # Older Pillow, (x,y) is baseline for TrueType, top-left for default
|
| 147 |
+
if is_truetype:
|
| 148 |
+
ascent, _ = font.getmetrics()
|
| 149 |
+
draw.text((text_draw_x, final_text_top_y + ascent), text, fill="black", font=font)
|
| 150 |
+
else: # Default font, (x,y) is top-left
|
| 151 |
+
draw.text((text_draw_x, final_text_top_y), text, fill="black", font=font)
|
| 152 |
+
|
| 153 |
return image_pil
|
| 154 |
|
| 155 |
# --- Gradio Interface Function ---
|
| 156 |
|
| 157 |
def process_image_and_xml(image_path, xml_path, show_overlay):
|
| 158 |
+
if image_path is None:
|
|
|
|
|
|
|
|
|
|
|
|
|
| 159 |
return None, "Please upload an image.", None
|
|
|
|
|
|
|
| 160 |
try:
|
| 161 |
img_pil = Image.open(image_path).convert("RGB")
|
| 162 |
except Exception as e:
|
| 163 |
return None, f"Error loading image: {e}", None
|
| 164 |
|
| 165 |
+
if xml_path is None:
|
| 166 |
return img_pil, "Please upload an OCR XML file.", None
|
| 167 |
|
|
|
|
| 168 |
extracted_text, ocr_box_data = parse_alto_xml(xml_path)
|
|
|
|
| 169 |
overlay_image_pil = None
|
| 170 |
if show_overlay:
|
| 171 |
if ocr_box_data:
|
| 172 |
img_for_overlay = img_pil.copy()
|
| 173 |
overlay_image_pil = draw_ocr_on_image(img_for_overlay, ocr_box_data)
|
| 174 |
elif not (isinstance(extracted_text, str) and extracted_text.startswith("Error")):
|
|
|
|
| 175 |
if isinstance(extracted_text, str):
|
| 176 |
+
extracted_text += "\n(No bounding box data for overlay)"
|
| 177 |
+
else:
|
| 178 |
+
extracted_text = "(No bounding box data for overlay)"
|
|
|
|
| 179 |
return img_pil, extracted_text, overlay_image_pil
|
| 180 |
|
|
|
|
| 181 |
# --- Create Gradio App ---
|
|
|
|
| 182 |
with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
| 183 |
gr.Markdown("# OCR Viewer (ALTO XML)")
|
| 184 |
gr.Markdown(
|
|
|
|
| 186 |
"The app will display the image, extract and show the plain text, "
|
| 187 |
"and optionally overlay the OCR predictions on the image."
|
| 188 |
)
|
|
|
|
| 189 |
with gr.Row():
|
| 190 |
with gr.Column(scale=1):
|
| 191 |
image_input = gr.File(label="Upload Image (PNG, JPG, etc.)", type="filepath")
|
| 192 |
xml_input = gr.File(label="Upload ALTO XML File (.xml)", type="filepath")
|
| 193 |
show_overlay_checkbox = gr.Checkbox(label="Show OCR Overlay on Image", value=False)
|
| 194 |
submit_button = gr.Button("Process Files", variant="primary")
|
|
|
|
| 195 |
with gr.Row():
|
| 196 |
with gr.Column(scale=1):
|
| 197 |
output_image_orig = gr.Image(label="Uploaded Image", type="pil", interactive=False)
|
| 198 |
with gr.Column(scale=1):
|
| 199 |
output_text = gr.Textbox(label="Extracted Plain Text", lines=15, interactive=False)
|
|
|
|
| 200 |
output_image_overlay = gr.Image(label="Image with OCR Overlay", type="pil", interactive=False, visible=True)
|
| 201 |
|
| 202 |
def update_interface(image_filepath, xml_filepath, show_overlay_val):
|
| 203 |
if image_filepath is None and xml_filepath is None:
|
| 204 |
return None, "Please upload an image and an XML file.", None
|
|
|
|
|
|
|
| 205 |
img, text, overlay_img = process_image_and_xml(image_filepath, xml_filepath, show_overlay_val)
|
|
|
|
| 206 |
return img, text, overlay_img
|
| 207 |
|
| 208 |
submit_button.click(
|
|
|
|
| 210 |
inputs=[image_input, xml_input, show_overlay_checkbox],
|
| 211 |
outputs=[output_image_orig, output_text, output_image_overlay]
|
| 212 |
)
|
|
|
|
| 213 |
show_overlay_checkbox.change(
|
| 214 |
fn=update_interface,
|
| 215 |
inputs=[image_input, xml_input, show_overlay_checkbox],
|
| 216 |
outputs=[output_image_orig, output_text, output_image_overlay]
|
| 217 |
)
|
|
|
|
| 218 |
gr.Markdown("---")
|
| 219 |
gr.Markdown("### Example ALTO XML Snippet (for `String` element extraction):")
|
| 220 |
gr.Code(
|
|
|
|
| 221 |
value="""
|
| 222 |
<alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd">
|
| 223 |
<Description>...</Description>
|
|
|
|
| 228 |
<TextLine WIDTH="684" HEIGHT="108" ID="p13_t1" HPOS="465" VPOS="196">
|
| 229 |
<String ID="p13_w1" CONTENT="Introduction" HPOS="465" VPOS="196" WIDTH="684" HEIGHT="108" STYLEREFS="font0"/>
|
| 230 |
</TextLine>
|
| 231 |
+
<!-- ... more TextLine and String elements ... -->
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 232 |
</PrintSpace>
|
| 233 |
</Page>
|
| 234 |
</Layout>
|
|
|
|
| 237 |
interactive=False
|
| 238 |
)
|
| 239 |
|
|
|
|
| 240 |
if __name__ == "__main__":
|
| 241 |
try:
|
| 242 |
+
img_test = Image.new('RGB', (2394, 3612), color = 'lightgray')
|
| 243 |
+
img_test.save("dummy_image.png")
|
| 244 |
print("Created dummy_image.png for testing.")
|
| 245 |
+
example_xml_filename = "189819724.34.xml"
|
|
|
|
| 246 |
if not os.path.exists(example_xml_filename):
|
| 247 |
+
print(f"WARNING: Example XML '{example_xml_filename}' not found. Please create it (using the content from the prompt) or upload your own.")
|
|
|
|
| 248 |
except ImportError:
|
| 249 |
print("Pillow not installed, can't create dummy image.")
|
| 250 |
except Exception as e:
|
| 251 |
print(f"Error during setup: {e}")
|
|
|
|
| 252 |
demo.launch()
|