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| import gradio as gr | |
| import json | |
| from pathlib import Path | |
| from mistralai import Mistral, DocumentURLChunk | |
| from mistralai.models import OCRResponse | |
| client = Mistral(api_key="RJIqm5OvwoMvLeWrFdv5JBx26tLsSSK7") | |
| def replace_images_in_markdown(markdown_str: str, images_dict: dict) -> str: | |
| for img_name, base64_str in images_dict.items(): | |
| markdown_str = markdown_str.replace( | |
| f"", f"" | |
| ) | |
| return markdown_str | |
| def get_combined_markdown(ocr_response: OCRResponse) -> str: | |
| markdowns = [] | |
| for page in ocr_response.pages: | |
| image_data = {} | |
| for img in page.images: | |
| image_data[img.id] = img.image_base64 | |
| markdowns.append(replace_images_in_markdown(page.markdown, image_data)) | |
| return "\n\n".join(markdowns) | |
| def process_pdf(pdf_path): | |
| with open(pdf_path, "rb") as f: | |
| uploaded_file = client.files.upload( | |
| file={ | |
| "file_name": Path(pdf_path).stem, | |
| "content": f.read() | |
| }, | |
| purpose="ocr" | |
| ) | |
| signed_url = client.files.get_signed_url(file_id=uploaded_file.id, expiry=1) | |
| pdf_response = client.ocr.process( | |
| document=DocumentURLChunk(document_url=signed_url.url), | |
| model="mistral-ocr-latest", | |
| include_image_base64=True | |
| ) | |
| markdown = get_combined_markdown(pdf_response) | |
| return markdown | |
| gr.Interface( | |
| fn=process_pdf, | |
| inputs=gr.File(type="filepath", label="ارفع ملف PDF"), | |
| outputs=gr.Markdown(label="الناتج"), | |
| ).launch(share=True, show_error=True) | |