""" File: module_ocr2.py Description: module to interact with OCR deep learning models. Author: Didier Guillevic Date: 2025-04-07 """ import gradio as gr import os import magic import pdf2image import tempfile import ocr2 # OCR with software 2.0 models # # Get file type: PDF or Image or something else # def get_file_type(file_path): # Check file extension file_extension = os.path.splitext(file_path)[1].lower() # Check MIME type mime = magic.Magic(mime=True) mime_type = mime.from_file(file_path) # Determine file type if file_extension == '.pdf' or mime_type == 'application/pdf': return 'PDF' elif file_extension in ['.jpg', '.jpeg', '.png', '.gif'] or mime_type.startswith('image/'): return 'Image' elif file_extension == '.pptx' or mime_type == 'application/vnd.openxmlformats-officedocument.presentationml.presentation': return 'PowerPoint' else: return 'Other' # # Process one file # def process(input_file: str): """Process given file with OCR using given languages." """ file_type = get_file_type(input_file) if file_type == 'PDF': return ocr2.process_pdf(input_file) elif file_type == 'Image': return ocr2.process_image(input_file) else: return "Unsupported file type. Please upload a PDF, or an image file." return ocr2.process(input_file) # # Preview the document (image or PDF) # def preview_file(file): if file is None: return None, None file_path = file.name file_extension = file_path.lower().split('.')[-1] if file_extension in ['jpg', 'jpeg', 'png', 'gif', 'bmp']: # For images, return the image directly return file_path, None elif file_extension == 'pdf': # For PDFs, convert first page to image using pdf2image try: # Convert only the first page for preview pages = pdf2image.convert_from_path( file_path, first_page=1, last_page=1, dpi=150 # Good quality for preview ) if pages: # Save the first page as a temporary image with tempfile.NamedTemporaryFile(delete=False, suffix='.png') as tmp_file: pages[0].save(tmp_file.name, 'PNG') return tmp_file.name, f"PDF Preview: {os.path.basename(file_path)}" else: return None, "

Could not convert PDF to image

" except Exception as e: return None, f"

Error previewing PDF: {str(e)}

" else: return None, f"

Preview not available for {file_extension} files

" # # User interface # with gr.Blocks() as demo: # Upload file to process with gr.Row(): with gr.Column(): input_file = gr.File( label="Upload a PDF or an image file", file_types=[".pdf", ".jpg", ".jpeg", ".png", ".gif", ".bmp"], scale=1) #preview_image = gr.Image(label="Preview", show_label=True) #preview_text = gr.HTML(label="Status") output_text = gr.Textbox(label="OCR output", scale=2) # Buttons with gr.Row(): ocr_btn = gr.Button(value="OCR", variant="primary") clear_btn = gr.Button("Clear", variant="secondary") # Examples with gr.Accordion("Examples", open=False): examples = gr.Examples( [ ['./scanned_doc.pdf',], ['./passport_jp.png'] ], inputs=[input_file,], outputs=[output_text,], fn=process, cache_examples=False, label="Examples" ) # Update preview when file is uploaded #input_file.change( # fn=preview_file, # inputs=[input_file], # outputs=[preview_image, preview_text] #) # Functions ocr_btn.click( fn=process, inputs=[input_file,], outputs=[output_text,] ) clear_btn.click( fn=lambda : (None, ''), inputs=[], outputs=[input_file, output_text] # input_file, output_text ) if __name__ == '__main__': demo.launch()