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app.py
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import requests
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import json
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import gradio as gr
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from typing import Dict, Any
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import os
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from dataclasses import dataclass
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@dataclass
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class GroqConfig:
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"""تنظیمات Groq API"""
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api_key: str
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base_url: str = "https://api.groq.com/openai/v1"
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model: str = "llama-3.1-8b-instant"
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max_tokens: int = 1000
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temperature: float = 0.1
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class GroqAnonymizer:
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"""سیستم ناشناسسازی با استفاده از Groq"""
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def __init__(self, api_key: str = None):
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if api_key is None:
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api_key = os.getenv("GROQ_API_KEY")
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if not api_key:
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raise ValueError("کلید API یافت نشد")
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self.config = GroqConfig(api_key=api_key)
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self.system_prompt = self._create_system_prompt()
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def _create_system_prompt(self) -> str:
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"""ایجاد دستورالعمل سیستمی برای Groq"""
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return """Replace these in Persian text:
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- Company names with: company-01, company-02, etc.
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- Person names with: person-01, person-02, etc.
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- Numbers/amounts with: amount-01, amount-02, etc.
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- Percentages with: percent-01, percent-02, etc.
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Only return the anonymized text, nothing else."""
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def _make_api_request(self, text: str) -> Dict[str, Any]:
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"""ارسال درخواست به Groq API"""
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headers = {
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"Authorization": f"Bearer {self.config.api_key}",
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"Content-Type": "application/json"
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}
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payload = {
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"messages": [
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{
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"role": "system",
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"content": self.system_prompt
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},
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{
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"role": "user",
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"content": text
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}
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],
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"model": self.config.model,
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"temperature": self.config.temperature,
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"max_tokens": self.config.max_tokens
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}
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try:
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response = requests.post(
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f"{self.config.base_url}/chat/completions",
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headers=headers,
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json=payload,
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timeout=30
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)
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response.raise_for_status()
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return response.json()
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except requests.exceptions.RequestException as e:
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raise Exception(f"خطا در ارتباط با Groq API: {str(e)}")
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def anonymize_text(self, text: str) -> Dict[str, Any]:
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"""ناشناسسازی متن با استفاده از Groq"""
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if not text.strip():
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return {
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"success": False,
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"error": "متن ورودی خالی است"
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}
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try:
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response = self._make_api_request(text)
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if "choices" not in response or not response["choices"]:
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return {
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"success": False,
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"error": "پاسخ نامعتبر از API"
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}
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content = response["choices"][0]["message"]["content"]
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# پاک کردن markdown اگر وجود دارد
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if "```" in content:
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lines = content.split('\n')
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clean_lines = []
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skip = False
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for line in lines:
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if line.strip().startswith('```'):
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skip = not skip
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continue
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if not skip:
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clean_lines.append(line)
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content = '\n'.join(clean_lines)
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# حذف خطوط اضافی و فضاهای خالی
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content = content.strip()
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return {
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"success": True,
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"anonymized_text": content,
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"entities": [], # در حالت ساده entities نداریم
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"statistics": self._count_entities(content),
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"usage": response.get("usage", {})
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}
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except Exception as e:
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return {
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"success": False,
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"error": f"خطا در پردازش: {str(e)}"
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}
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def _count_entities(self, text: str) -> Dict[str, int]:
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"""شمارش موجودیتها در متن ناشناسسازی شده"""
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import re
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company_count = len(re.findall(r'company-\d+', text))
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person_count = len(re.findall(r'person-\d+', text))
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amount_count = len(re.findall(r'amount-\d+', text))
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percent_count = len(re.findall(r'percent-\d+', text))
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group_count = len(re.findall(r'group-\d+', text))
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return {
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"company": company_count,
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"person": person_count,
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"amount": amount_count,
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"percent": percent_count,
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"group": group_count
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}
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def create_interface():
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"""ایجاد رابط کاربری"""
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# بررسی وجود کلید API
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api_key_available = bool(os.getenv("GROQ_API_KEY"))
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# CSS سفارشی
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custom_css = """
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.gradio-container {
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font-family: 'Tahoma', 'Arial', sans-serif !important;
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direction: rtl;
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max-width: 1200px;
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margin: 0 auto;
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}
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.result-box {
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background-color: #f0f8ff;
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border: 1px solid #ddd;
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border-radius: 8px;
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padding: 15px;
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}
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.warning-box {
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background-color: #fff3cd;
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border: 1px solid #ffeaa7;
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border-radius: 8px;
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padding: 10px;
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color: #856404;
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}
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.success-box {
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background-color: #d4edda;
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border: 1px solid #c3e6cb;
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border-radius: 8px;
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padding: 10px;
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color: #155724;
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}
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"""
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with gr.Blocks(css=custom_css, title="ناشناسسازی متن فارسی", theme=gr.themes.Soft()) as interface:
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# عنوان
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gr.Markdown("""
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# 🔒 سیستم ناشناسسازی متن فارسی
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### قدرتگرفته از Groq AI برای تشخیص و حفاظت از اطلاعات حساس
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""")
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# نمایش وضعیت API
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if api_key_available:
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gr.Markdown("""
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<div class="success-box">
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✅ <strong>سیستم آماده است</strong> - کلید API تنظیم شده
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</div>
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""")
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api_key_input = gr.Textbox(visible=False, value="")
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else:
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gr.Markdown("""
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<div class="warning-box">
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⚠️ <strong>کلید API تنظیم نشده</strong><br>
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لطفاً کلید Groq API خود را در زیر وارد کنید
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</div>
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""")
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api_key_input = gr.Textbox(
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label="🔑 کلید Groq API",
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placeholder="gsk_...",
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type="password",
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value="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"
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)
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with gr.Row():
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with gr.Column(scale=1):
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input_text = gr.Textbox(
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label="📝 متن ورودی",
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placeholder="متن خود را اینجا وارد کنید...",
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lines=10,
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max_lines=20
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)
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with gr.Row():
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anonymize_btn = gr.Button(
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"🔒 ناشناسسازی متن",
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variant="primary",
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size="lg"
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)
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clear_btn = gr.Button(
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"🗑️ پاک کردن",
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variant="secondary"
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)
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with gr.Column(scale=1):
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output_text = gr.Textbox(
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label="🎯 متن ناشناسسازی شده",
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lines=10,
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max_lines=20,
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elem_classes=["result-box"]
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)
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# دکمه کپی
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copy_btn = gr.Button(
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"📋 کپی متن",
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variant="secondary",
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size="sm"
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)
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# متن برای کپی
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copy_output = gr.Textbox(
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label="📋 متن برای کپی (Ctrl+A و Ctrl+C)",
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lines=3,
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max_lines=10,
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visible=False,
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interactive=True
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)
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with gr.Row():
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with gr.Column():
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statistics_output = gr.Markdown(label="📊 آمار تشخیص")
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with gr.Column():
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usage_output = gr.Markdown(label="⚡ اطلاعات پردازش")
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entities_output = gr.Markdown(label="📋 جزئیات تغییرات")
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def process_text(text: str, api_key_manual: str = ""):
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"""پردازش متن"""
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# حل مشکل NoneType
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if api_key_manual is None:
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api_key_manual = ""
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# تعیین کلید API
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final_api_key = ""
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if api_key_manual and api_key_manual.strip():
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final_api_key = api_key_manual.strip()
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elif os.getenv("GROQ_API_KEY"):
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final_api_key = os.getenv("GROQ_API_KEY")
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if not final_api_key:
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return (
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"",
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"❌ کلید API وارد نشده است",
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"",
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""
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)
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if not text or not text.strip():
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return (
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"",
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"❌ لطفاً متن ورودی را وارد کنید",
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"",
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""
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)
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try:
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anonymizer = GroqAnonymizer(api_key=final_api_key)
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result = anonymizer.anonymize_text(text)
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if not result["success"]:
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return (
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"",
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f"❌ خطا: {result['error']}",
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"",
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""
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)
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# آمار
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stats = result.get("statistics", {})
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stats_md = "📊 **آمار تشخیص:**\n\n"
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total = sum(stats.values()) if stats else 0
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stats_md += f"🔢 **کل موارد:** {total}\n\n"
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type_names = {
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'company': 'شرکتها',
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'person': 'افراد',
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'group': 'گروهها',
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'amount': 'مبالغ',
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'percent': 'درصدها'
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}
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if stats:
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for key, value in stats.items():
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if value > 0:
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name = type_names.get(key, key)
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stats_md += f"• {name}: **{value}** مورد\n"
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# اطلاعات پردازش
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usage = result.get("usage", {})
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usage_md = "⚡ **اطلاعات پردازش:**\n\n"
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if usage:
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usage_md += f"• مدل: Llama 3.1\n"
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usage_md += f"• Token های ورودی: {usage.get('prompt_tokens', 'نامشخص')}\n"
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usage_md += f"• Token های خروجی: {usage.get('completion_tokens', 'نامشخص')}\n"
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else:
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usage_md += "✅ پردازش با موفقیت انجام شد"
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# جزئیات موجودیتها
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entities_md = "📋 **جزئیات تغییرات:**\n\n"
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entities_md += "ناشناسسازی با موفقیت انجام شد"
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return (
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result["anonymized_text"],
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stats_md,
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usage_md,
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entities_md
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)
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except Exception as e:
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return (
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"",
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f"❌ خطای غیرمنتظره: {str(e)}",
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"",
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""
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)
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def copy_text(text_to_copy):
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"""تابع کپی متن"""
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if not text_to_copy or not text_to_copy.strip():
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return gr.Textbox(visible=False), "⚠️ متنی برای کپی وجود ندارد"
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return gr.Textbox(value=text_to_copy, visible=True), "✅ متن در کادر زیر آماده کپی است"
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def clear_all():
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"""پاک کردن تمام فیلدها"""
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return "", "", "", "", "", gr.Textbox(visible=False)
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# اتصال رویدادها
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anonymize_btn.click(
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fn=process_text,
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inputs=[input_text, api_key_input],
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outputs=[output_text, statistics_output, usage_output, entities_output]
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)
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copy_btn.click(
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fn=copy_text,
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inputs=[output_text],
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outputs=[copy_output, statistics_output]
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)
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clear_btn.click(
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fn=clear_all,
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outputs=[input_text, output_text, statistics_output, usage_output, entities_output, copy_output]
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)
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# مثالهای نمونه
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gr.Examples(
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examples=[
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["ایران خودرو در اسفندماه سال 1402 حدود 23 هزار و 296 میلیارد تومان درآمد کسب کرد که در مقایسه با بهمن 4.58 درصد افزایش داشت."],
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| 383 |
-
["مهدی اخوان بهابادی، مدیرعامل همراه اول، اعلام کرد درآمد عملیاتی شرکت با رشد 37 درصدی به 70 هزار و 677 میلیارد تومان رسیده است."],
|
| 384 |
-
["بانک پاسارگاد با شناسایی سود خالص 155 هزار میلیارد ریالی در رده دوم سودآورترین بانکهای کشور قرار گرفت."]
|
| 385 |
-
],
|
| 386 |
-
inputs=input_text,
|
| 387 |
-
label="📚 مثالهای آزمایشی"
|
| 388 |
-
)
|
| 389 |
-
|
| 390 |
-
# راهنمای استفاده
|
| 391 |
-
gr.Markdown("""
|
| 392 |
-
---
|
| 393 |
-
### 🎯 **ویژگیها:**
|
| 394 |
-
- 🏢 تشخیص نام شرکتها و سازمانها
|
| 395 |
-
- 👤 تشخیص نام افراد با پیشوندهای مختلف
|
| 396 |
-
- 💰 تشخیص مبالغ مالی و اعداد
|
| 397 |
-
- 📊 تشخیص درصدها با فرمتهای مختلف
|
| 398 |
-
""")
|
| 399 |
-
|
| 400 |
-
return interface
|
| 401 |
-
|
| 402 |
-
# اجرای برنامه
|
| 403 |
-
if __name__ == "__main__":
|
| 404 |
-
interface = create_interface()
|
| 405 |
-
interface.launch()
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