Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
@@ -12,14 +12,11 @@ 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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# The namespace is usually defined in the root <alto> tag
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# e.g., xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd"
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# ET.ElementTree prepends this as {namespace_uri}tag
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if '}' in root.tag:
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return root.tag.split('}')[0] + '}'
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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(xml_file_path):
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"""
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@@ -36,18 +33,15 @@ def parse_alto_xml(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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# Dynamically determine the namespace
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ns_prefix = get_alto_namespace(xml_file_path)
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-
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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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line_text_parts = []
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for string_element in text_line.findall(f'{ns_prefix}String'):
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text = string_element.get('CONTENT')
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if text:
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line_text_parts.append(text)
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try:
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hpos = int(float(string_element.get('HPOS')))
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@@ -63,9 +57,8 @@ def parse_alto_xml(xml_file_path):
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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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# Add with default/placeholder values if needed, or skip
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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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@@ -81,77 +74,61 @@ def parse_alto_xml(xml_file_path):
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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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Args:
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image_pil (PIL.Image): The image to draw on.
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ocr_data (list): List of OCR data dictionaries.
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Returns:
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PIL.Image: Image with overlays.
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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 to load a font, fallback to default if not found
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try:
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font_size = max(8, int(avg_height * 0.6)) # Heuristic for font size
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font = ImageFont.truetype("arial.ttf", font_size)
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except IOError:
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font = ImageFont.load_default()
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font_size = 10
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print("Arial font not found, 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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# Draw bounding box
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draw.rectangle([(x, y), (x + w, y + h)], outline="red", width=2)
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-
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# Draw text (slightly offset for better visibility, handle multi-line if necessary)
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# Simple text drawing; for complex layouts, more sophisticated placement is needed
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text_position = (x + 2, y - font_size - 2 if y - font_size - 2 > 0 else y + 2) # Above or below
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# Optional: Draw a small background for text for better readability
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# text_bbox = draw.textbbox(text_position, text, font=font)
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# draw.rectangle(text_bbox, fill="rgba(255,255,255,0.7)")
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draw.text(text_position, text, fill="green", font=font)
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return image_pil
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# --- Gradio Interface Function ---
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def process_image_and_xml(
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"""
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Main function for the Gradio interface.
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"""
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if
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return None, "Please upload an image.", None
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if
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try:
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img_pil = Image.open(image_file.name).convert("RGB") # Ensure RGB for drawing
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except Exception as e:
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return None, f"Error loading image: {e}", None
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extracted_text, ocr_box_data = parse_alto_xml(xml_file.name)
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overlay_image_pil = None
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if show_overlay and ocr_box_data:
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# Create a copy for drawing to keep the original clean for the first output
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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 show_overlay and not ocr_box_data and not extracted_text.startswith("Error"):
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# If overlay is checked but no bounding boxes (e.g. empty XML or parsing issue not caught as error string)
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extracted_text += "\n(No bounding box data found or parsed for overlay)"
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return img_pil, extracted_text, overlay_image_pil
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@@ -167,8 +144,9 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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with gr.Row():
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with gr.Column(scale=1):
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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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@@ -178,25 +156,22 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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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_f, xml_f, show_overlay_val):
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if image_f is None or xml_f is None:
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# Handle cases where one or both files are not yet uploaded
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img_to_show = Image.open(image_f.name).convert("RGB") if image_f else None
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text_to_show = "Please upload both an image and an XML file."
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overlay_to_show = None
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if image_f is None:
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text_to_show = "Please upload an image file."
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elif xml_f is None:
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text_to_show = "Please upload an XML file."
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return img_to_show, text_to_show, overlay_to_show
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# If "show overlay" is not checked, overlay_img will be None from process_image_and_xml
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# The gr.Image component will handle None by showing nothing or a placeholder.
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return img, text, overlay_img
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submit_button.click(
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@@ -205,7 +180,6 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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outputs=[output_image_orig, output_text, output_image_overlay]
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)
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# Also update if the checkbox changes, provided files are already there
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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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@@ -243,22 +217,21 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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if __name__ == "__main__":
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# To test, create a dummy image and use the XML from your example.
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# Save the XML content you provided as "189819724.34.xml" in the same directory.
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# Create a dummy image, e.g., "dummy_image.png"
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try:
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from PIL import Image as PImage
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img =
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# Optionally add some text to image if you want to see if boxes align (roughly)
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# d = ImageDraw.Draw(img)
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# d.text((500,200), "Test Image", fill=(0,0,0))
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img.save("dummy_image.png")
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print("Created dummy_image.png for testing.")
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#
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#
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except ImportError:
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print("Pillow not installed, can't create dummy image.")
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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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return root.tag.split('}')[0] + '}'
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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(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_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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text = string_element.get('CONTENT')
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if text:
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line_text_parts.append(text)
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try:
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hpos = int(float(string_element.get('HPOS')))
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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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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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avg_height = sum(d['h'] for d in ocr_data if d['h'] > 0) / len(ocr_data) if ocr_data and any(d['h'] > 0 for d in ocr_data) else 10
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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): # Added ZeroDivisionError for safety
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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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draw.rectangle([(x, y), (x + w, y + h)], outline="red", width=2)
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text_position = (x + 2, y - font_size - 2 if y - font_size - 2 > 0 else y + 2)
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draw.text(text_position, text, fill="green", font=font)
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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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"""
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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:
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return None, "Please upload an image.", None
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if xml_path is None:
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# If image_path is not None, we can still show the image
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try:
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img_pil_orig = 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}. Also, please upload an OCR XML file.", None
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return img_pil_orig, "Please upload an OCR XML file.", None
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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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extracted_text, ocr_box_data = parse_alto_xml(xml_path)
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overlay_image_pil = None
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if show_overlay and 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 show_overlay and not ocr_box_data and not (isinstance(extracted_text, str) and extracted_text.startswith("Error")):
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extracted_text += "\n(No bounding box data found or parsed for overlay)"
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return img_pil, extracted_text, overlay_image_pil
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with gr.Row():
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with gr.Column(scale=1):
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# Corrected: type="filepath"
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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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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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# image_filepath and xml_filepath are now strings (paths) or None
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# Initial check for None inputs to provide guidance
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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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if image_filepath is None:
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# xml_filepath might be present, but we need the image first
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return None, "Please upload an image file.", None
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# xml_filepath can be None here, process_image_and_xml handles it
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# Call the main processing function
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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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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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if __name__ == "__main__":
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try:
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# from PIL import Image as PImage # Already imported as Image
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img = Image.new('RGB', (2394, 3612), color = 'lightgray')
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img.save("dummy_image.png")
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print("Created dummy_image.png for testing.")
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# Make sure your example XML is named 189819724.34.xml and is in the same directory
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# Or, create it if it doesn't exist with the content you provided
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example_xml_filename = "189819724.34.xml"
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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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# You could also write the example XML content here if needed for testing
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# with open(example_xml_filename, "w") as f:
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# f.write("""<?xml version="1.0" encoding="UTF-8"?> ...your full XML... </alto>""")
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except ImportError:
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print("Pillow not installed, can't create dummy image.")
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