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Update app.py
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app.py
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@@ -1,18 +1,40 @@
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import gradio as gr
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from rag_pipeline import RAGPipeline
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logs = []
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def logger(message):
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logs.append(message)
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if len(logs) >
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logs.pop(0)
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# تهيئة RAGPipeline مع ال logger
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rag = RAGPipeline(logger=logger)
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def
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msg = rag.build_index(chunks)
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return msg, "\n".join(logs)
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@@ -21,25 +43,23 @@ def answer_question(question):
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return answer, "\n".join(sources), "\n".join(logs)
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with gr.Blocks() as demo:
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gr.Markdown("## نظام RAG
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with gr.Tab("رفع المستندات وبناء الفهرس"):
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build_btn = gr.Button("بناء الفهرس")
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build_status = gr.Textbox(label="حالة بناء الفهرس", lines=
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logs_box = gr.Textbox(label="سجلات التشغيل
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build_btn.click(fn=process_documents, inputs=
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with gr.Tab("طرح الأسئلة"):
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question_input = gr.Textbox(label="
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# ask_btn = gr.Button("اطرح السؤال")
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# ask_btn.click(fn=answer_question, inputs=question_input, outputs=[answer_output, sources_output, logs_box2])
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demo.launch()
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import gradio as gr
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import os
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from rag_pipeline import RAGPipeline
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from PyPDF2 import PdfReader
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import docx
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logs = []
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def logger(message):
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logs.append(message)
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if len(logs) > 100:
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logs.pop(0)
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rag = RAGPipeline(logger=logger)
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def extract_text_from_file(file):
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text = ""
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if file.name.endswith(".pdf"):
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reader = PdfReader(file.name)
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for page in reader.pages:
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text += page.extract_text() + "\n"
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elif file.name.endswith(".docx"):
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doc = docx.Document(file.name)
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for para in doc.paragraphs:
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text += para.text + "\n"
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elif file.name.endswith(".txt"):
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with open(file.name, "r", encoding="utf-8") as f:
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text = f.read()
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else:
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logger(f"[RAG] تنسيق الملف غير مدعوم: {file.name}")
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return text
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def process_documents(files):
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all_text = ""
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for file in files:
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all_text += extract_text_from_file(file) + "\n"
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chunks = [t.strip() for t in all_text.split("\n") if t.strip()]
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msg = rag.build_index(chunks)
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return msg, "\n".join(logs)
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return answer, "\n".join(sources), "\n".join(logs)
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with gr.Blocks() as demo:
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gr.Markdown("## 🧠 نظام RAG باللغة العربية")
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with gr.Tab("📄 رفع المستندات وبناء الفهرس"):
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file_input = gr.File(label="اختر ملفات المستندات", file_types=[".pdf", ".docx", ".txt"], file_count="multiple")
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build_btn = gr.Button("🔨 بناء الفهرس")
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build_status = gr.Textbox(label="حالة بناء الفهرس", lines=2)
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logs_box = gr.Textbox(label="📜 سجلات التشغيل", lines=10)
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build_btn.click(fn=process_documents, inputs=file_input, outputs=[build_status, logs_box])
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with gr.Tab("❓ طرح الأسئلة"):
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question_input = gr.Textbox(label="اكتب سؤالك هنا", lines=2)
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ask_btn = gr.Button("📩 إرسال السؤال")
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answer_output = gr.Textbox(label="الإجابة", lines=5)
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sources_output = gr.Textbox(label="المراجع المستخدمة", lines=5)
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logs_box2 = gr.Textbox(label="📜 سجلات التشغيل", lines=10)
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ask_btn.click(fn=answer_question, inputs=question_input, outputs=[answer_output, sources_output, logs_box2])
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demo.launch()
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