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import gradio as gr | |
from transformers import pipeline | |
import langid # مكتبة للكشف عن اللغة | |
# تحميل نماذج التلخيص | |
summarizer_en = pipeline("summarization", model="facebook/bart-large-cnn") | |
summarizer_ar = pipeline("summarization", model="malmarjeh/t5-arabic-text-summarization") | |
def summarize_text(text, language): | |
if not text.strip(): | |
return "Please enter text." if language == "English" else "الرجاء إدخال نص." | |
# الكشف عن لغة النص المدخل | |
detected_language, _ = langid.classify(text) | |
if detected_language == "en": | |
summary = summarizer_en(text, max_length=100, min_length=10, do_sample=False)[0]['summary_text'] | |
elif detected_language == "ar": | |
summary = summarizer_ar(text, max_length=100, min_length=10, do_sample=False)[0]['summary_text'] | |
else: | |
return "Unsupported language." | |
return summary | |
# gradio | |
def translate_ui(language): | |
return { | |
"title": " مرحبًا بك في أداة تلخيص النصوص👋" if language == "العربية" else "👋 Welcome to the Text Summarization Tool!", | |
"summarize_btn": " لخص النص" if language == "العربية" else " Summarize Text", | |
"text_input_label": "أدخل النص" if language == "العربية" else "Enter text", | |
"text_output_label": "النتيجة" if language == "العربية" else "Result" | |
} | |
def update_ui(language): | |
texts = translate_ui(language) | |
return texts["title"], texts["summarize_btn"], texts["text_input_label"], texts["text_output_label"] | |
with gr.Blocks() as demo: | |
lang_toggle = gr.Radio(["العربية", "English"], label="🌍 اختر لغة الواجهة", value="العربية") | |
title = gr.Markdown("## 👋 مرحبًا بك في أداة تلخيص النصوص") | |
with gr.Row(): | |
with gr.Column(): | |
text_input_label = gr.Markdown("أدخل النص") | |
text_input = gr.Textbox(label="") | |
summarize_btn = gr.Button("لخص النص", variant="primary") | |
with gr.Column(): | |
text_output_label = gr.Markdown("النتيجة") | |
text_output = gr.Textbox(label="") | |
# تغيير النصوص عند تغيير اللغة | |
lang_toggle.change(fn=lambda lang: update_ui(lang), inputs=lang_toggle, outputs=[title, summarize_btn, text_input_label, text_output_label]) | |
summarize_btn.click(fn=summarize_text, inputs=[text_input, lang_toggle], outputs=text_output) | |
demo.launch() |