Spaces:
Running
on
Zero
Running
on
Zero
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,268 @@
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1 |
+
import gradio as gr
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from PIL import Image, ImageDraw, ImageFont
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import xml.etree.ElementTree as ET
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4 |
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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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# 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] + '}' # e.g., {http://www.loc.gov/standards/alto/v3/alto.xsd}
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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 '' # Default to no namespace if not found or error
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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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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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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: # Ensure text is not None
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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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vpos = int(float(string_element.get('VPOS')))
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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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# 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 # Placeholder
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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 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 # Return original image if no data or image
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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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# Adjust font size based on average box height or fixed small size
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avg_height = sum(d['h'] for d in ocr_data if d['h'] > 0) / len(ocr_data) if ocr_data else 10
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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 # Default font is usually small
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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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# 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(image_file, xml_file, show_overlay):
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"""
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Main function for the Gradio interface.
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"""
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if image_file is None:
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return None, "Please upload an image.", None
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133 |
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if xml_file is None:
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return Image.open(image_file.name), "Please upload an OCR XML file.", None
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try:
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# Load the image
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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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140 |
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return None, f"Error loading image: {e}", None
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141 |
+
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142 |
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# Parse XML
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143 |
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extracted_text, ocr_box_data = parse_alto_xml(xml_file.name)
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144 |
+
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145 |
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overlay_image_pil = None
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146 |
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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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148 |
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img_for_overlay = img_pil.copy()
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149 |
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overlay_image_pil = draw_ocr_on_image(img_for_overlay, ocr_box_data)
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150 |
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elif show_overlay and not ocr_box_data and not extracted_text.startswith("Error"):
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151 |
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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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+
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154 |
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return img_pil, extracted_text, overlay_image_pil
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156 |
+
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158 |
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# --- Create Gradio App ---
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+
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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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"Upload an image and its corresponding ALTO OCR XML file. "
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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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167 |
+
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168 |
+
with gr.Row():
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169 |
+
with gr.Column(scale=1):
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170 |
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image_input = gr.File(label="Upload Image (PNG, JPG, etc.)", type="file") # Using type="file" for path
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171 |
+
xml_input = gr.File(label="Upload ALTO XML File (.xml)", type="file")
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172 |
+
show_overlay_checkbox = gr.Checkbox(label="Show OCR Overlay on Image", value=False)
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173 |
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submit_button = gr.Button("Process Files", variant="primary")
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174 |
+
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175 |
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with gr.Row():
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176 |
+
with gr.Column(scale=1):
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177 |
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output_image_orig = gr.Image(label="Uploaded Image", type="pil", interactive=False)
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178 |
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with gr.Column(scale=1):
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179 |
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output_text = gr.Textbox(label="Extracted Plain Text", lines=15, interactive=False)
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180 |
+
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181 |
+
output_image_overlay = gr.Image(label="Image with OCR Overlay", type="pil", interactive=False, visible=True) # Always visible, content changes
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182 |
+
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183 |
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def update_interface(image_f, xml_f, show_overlay_val):
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184 |
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if image_f is None or xml_f is None:
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185 |
+
# Handle cases where one or both files are not yet uploaded
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186 |
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img_to_show = Image.open(image_f.name).convert("RGB") if image_f else None
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187 |
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text_to_show = "Please upload both an image and an XML file."
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188 |
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overlay_to_show = None
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189 |
+
if image_f is None:
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190 |
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text_to_show = "Please upload an image file."
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191 |
+
elif xml_f is None:
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192 |
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text_to_show = "Please upload an XML file."
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193 |
+
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return img_to_show, text_to_show, overlay_to_show
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+
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img, text, overlay_img = process_image_and_xml(image_f, xml_f, show_overlay_val)
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197 |
+
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198 |
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# If "show overlay" is not checked, overlay_img will be None from process_image_and_xml
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199 |
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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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201 |
+
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submit_button.click(
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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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# 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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outputs=[output_image_orig, output_text, output_image_overlay]
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)
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+
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215 |
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gr.Markdown("---")
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216 |
+
gr.Markdown("### Example ALTO XML Snippet (for `String` element extraction):")
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217 |
+
gr.Code(
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218 |
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language="xml",
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219 |
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value="""
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220 |
+
<alto xmlns="http://www.loc.gov/standards/alto/v3/alto.xsd">
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221 |
+
<Description>...</Description>
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222 |
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<Styles>...</Styles>
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223 |
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<Layout>
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224 |
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<Page ID="Page13" PHYSICAL_IMG_NR="13" WIDTH="2394" HEIGHT="3612">
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225 |
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<PrintSpace>
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226 |
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<TextLine WIDTH="684" HEIGHT="108" ID="p13_t1" HPOS="465" VPOS="196">
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227 |
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<String ID="p13_w1" CONTENT="Introduction" HPOS="465" VPOS="196" WIDTH="684" HEIGHT="108" STYLEREFS="font0"/>
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228 |
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</TextLine>
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<TextLine WIDTH="1798" HEIGHT="51" ID="p13_t2" HPOS="492" VPOS="523">
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230 |
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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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233 |
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<!-- ... more String and SP elements ... -->
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234 |
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</TextLine>
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<!-- ... more TextLine elements ... -->
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</PrintSpace>
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237 |
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</Page>
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238 |
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</Layout>
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239 |
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</alto>
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""",
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interactive=False
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242 |
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)
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243 |
+
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244 |
+
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245 |
+
if __name__ == "__main__":
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246 |
+
# To test, create a dummy image and use the XML from your example.
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247 |
+
# Save the XML content you provided as "189819724.34.xml" in the same directory.
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248 |
+
# Create a dummy image, e.g., "dummy_image.png"
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249 |
+
try:
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250 |
+
from PIL import Image as PImage
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251 |
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img = PImage.new('RGB', (2394, 3612), color = 'lightgray') # Dimensions from example XML
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252 |
+
# Optionally add some text to image if you want to see if boxes align (roughly)
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253 |
+
# d = ImageDraw.Draw(img)
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254 |
+
# d.text((500,200), "Test Image", fill=(0,0,0))
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255 |
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img.save("dummy_image.png")
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256 |
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print("Created dummy_image.png for testing.")
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257 |
+
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258 |
+
# Ensure the example XML file (189819724.34.xml) exists in the same directory
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259 |
+
# or provide the correct path if it's elsewhere.
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260 |
+
if not os.path.exists("189819724.34.xml"):
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261 |
+
print("WARNING: Example XML '189819724.34.xml' not found. Please create it or upload your own.")
|
262 |
+
|
263 |
+
except ImportError:
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264 |
+
print("Pillow not installed, can't create dummy image.")
|
265 |
+
except Exception as e:
|
266 |
+
print(f"Error creating dummy image: {e}")
|
267 |
+
|
268 |
+
demo.launch()
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