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Browse files- .gitattributes +1 -0
- app.py +37 -0
- chunks.txt +0 -0
- pdf_index.faiss +3 -0
- requirements.txt +4 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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pdf_index.faiss filter=lfs diff=lfs merge=lfs -text
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app.py
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import gradio as gr
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from sentence_transformers import SentenceTransformer
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import faiss
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import numpy as np
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import os
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# 1. تحميل النموذج والفهرس
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model = SentenceTransformer('distiluse-base-multilingual-cased-v2')
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index = faiss.read_index("pdf_index.faiss")
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# 2. تحميل النصوص
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with open("chunks.txt", "r", encoding="utf-8") as f:
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chunks = f.read().split("\n---\n")
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# 3. وظيفة البحث
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def answer_question(question):
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# توليد التضمين
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question_embedding = model.encode([question])
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# البحث في الفهرس
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distances, indices = index.search(question_embedding, 3)
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# استخراج أفضل نتيجة
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best_answer = chunks[indices[0][0]]
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return best_answer[:1000] # تحديد طول الإجابة
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# 4. واجهة Gradio
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with gr.Blocks() as demo:
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gr.Markdown("## نظام الأسئلة والأجوبة الذكي من PDF")
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question = gr.Textbox(label="اطرح سؤالك")
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answer = gr.Textbox(label="الإجابة", lines=5)
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submit = gr.Button("إرسال")
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submit.click(answer_question, inputs=question, outputs=answer)
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demo.launch()
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chunks.txt
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The diff for this file is too large to render.
See raw diff
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pdf_index.faiss
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version https://git-lfs.github.com/spec/v1
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oid sha256:0649089db69891b683491fdb44420e30d5e8d5fd5c0d3bac4d8d71565b42df7e
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size 2359341
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requirements.txt
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transformers
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sentence-transformers
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faiss-cpu
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gradio
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