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Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,295 @@
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1 |
+
import io
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2 |
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import base64
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3 |
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import streamlit as st
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4 |
+
import os
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5 |
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from together import Together
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from PIL import Image
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import requests
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from io import BytesIO
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import json
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from streamlit_lottie import st_lottie
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from streamlit_option_menu import option_menu
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import time
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# Set page config
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st.set_page_config(
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page_title="TeleGuide | AI Telecom Assistant",
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page_icon="π°οΈ",
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layout="wide",
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initial_sidebar_state="expanded"
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)
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# Load Lottie animation
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def load_lottie(url: str):
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try:
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r = requests.get(url)
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if r.status_code != 200:
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return None
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return r.json()
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except:
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return None
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# Custom CSS with animations and improved styling
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st.markdown("""
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<style>
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/* Main app styling */
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.stApp {
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background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%);
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}
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/* Card-like containers */
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.css-1r6slb0 {
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background: white;
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border-radius: 20px;
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padding: 20px;
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box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
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}
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/* Header styling */
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.main-header {
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font-size: 2.5rem;
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font-weight: 700;
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color: #1E3D59;
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text-align: center;
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margin-bottom: 2rem;
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animation: fadeIn 1.5s ease-in;
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}
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+
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/* Button styling */
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.stButton>button {
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width: 100%;
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border-radius: 10px;
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background: linear-gradient(45deg, #2193b0, #6dd5ed);
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color: white;
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border: none;
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padding: 0.5rem 1rem;
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transition: all 0.3s ease;
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}
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+
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.stButton>button:hover {
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transform: translateY(-2px);
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box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2);
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}
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/* Input field styling */
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.stTextInput>div>div>input,
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.stTextArea>div>div>textarea {
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border-radius: 10px;
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border: 2px solid #e0e0e0;
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padding: 10px;
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background-color: white;
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}
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/* Sidebar styling */
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.css-1d391kg {
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background: linear-gradient(180deg, #1E3D59 0%, #2193b0 100%);
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}
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/* Animations */
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@keyframes fadeIn {
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from { opacity: 0; transform: translateY(20px); }
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to { opacity: 1; transform: translateY(0); }
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}
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.fade-in {
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animation: fadeIn 1s ease-in;
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}
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/* Status messages */
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.success-message {
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padding: 1rem;
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border-radius: 10px;
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background-color: #d4edda;
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color: #155724;
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margin: 1rem 0;
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}
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.error-message {
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padding: 1rem;
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border-radius: 10px;
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background-color: #f8d7da;
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color: #721c24;
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margin: 1rem 0;
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}
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</style>
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""", unsafe_allow_html=True)
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+
# Initialize the Together client with error handling
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@st.cache_resource
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def get_together_client():
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try:
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return Together(api_key=st.secrets["api_key"])
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except Exception as e:
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st.error(f"Error initializing API client: {str(e)}")
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return None
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client = get_together_client()
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# Load animations
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lottie_telecom = load_lottie("https://assets4.lottiefiles.com/packages/lf20_qz3tpn4w.json")
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+
lottie_analysis = load_lottie("https://assets4.lottiefiles.com/packages/lf20_xh83pj1k.json")
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132 |
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def process_text_query(query, model="meta-llama/Llama-3.2-3B-Instruct-Turbo"):
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try:
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with st.spinner("Processing your query..."):
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+
response = client.chat.completions.create(
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model=model,
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137 |
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messages=[
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{"role": "system", "content": "You are TeleGuide, an expert AI assistant specialized in telecommunication tasks. Provide detailed, practical, and accurate information."},
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{"role": "user", "content": query}
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],
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max_tokens=500,
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temperature=0.7
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)
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return response.choices[0].message.content
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145 |
+
except Exception as e:
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+
st.error(f"Error processing query: {str(e)}")
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147 |
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return None
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149 |
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def process_image_query(image_base64, query, model="meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo"):
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try:
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with st.spinner("Analyzing image..."):
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152 |
+
system_message = "You are TeleGuide, an expert AI assistant in telecommunications infrastructure analysis."
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153 |
+
response = client.chat.completions.create(
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154 |
+
model=model,
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155 |
+
messages=[
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156 |
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{"role": "system", "content": system_message},
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157 |
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{
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158 |
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"role": "user",
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159 |
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"content": [
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160 |
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{"type": "text", "text": query},
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161 |
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{"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{image_base64}"}}
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162 |
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]
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163 |
+
}
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164 |
+
],
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165 |
+
max_tokens=500,
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166 |
+
temperature=0.7
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167 |
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)
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return response.choices[0].message.content
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169 |
+
except Exception as e:
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170 |
+
st.error(f"Error analyzing image: {str(e)}")
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171 |
+
return None
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172 |
+
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173 |
+
def image_to_base64(image):
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174 |
+
try:
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buffered = io.BytesIO()
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176 |
+
image.save(buffered, format="JPEG")
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177 |
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return base64.b64encode(buffered.getvalue()).decode('utf-8')
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178 |
+
except Exception as e:
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179 |
+
st.error(f"Error converting image: {str(e)}")
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180 |
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return None
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181 |
+
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182 |
+
# Sidebar
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183 |
+
with st.sidebar:
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184 |
+
st.title("π°οΈ TeleGuide")
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185 |
+
st_lottie(lottie_telecom, height=200)
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186 |
+
st.markdown("---")
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187 |
+
st.info("Your AI-powered telecommunication assistant, providing expert analysis and insights.")
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188 |
+
st.markdown("### Features")
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189 |
+
st.markdown("""
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190 |
+
- π Text Analysis
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191 |
+
- π Document Processing
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192 |
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- πΌοΈ Image Analysis
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- π‘ Infrastructure Planning
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""")
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195 |
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st.markdown("---")
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+
st.markdown("#### Powered by Advanced AI")
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197 |
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st.caption("Using Llama 3.2 Models")
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198 |
+
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199 |
+
# Main content
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+
st.markdown('<h1 class="main-header">Welcome to TeleGuide</h1>', unsafe_allow_html=True)
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201 |
+
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202 |
+
# Navigation
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203 |
+
selected = option_menu(
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204 |
+
menu_title=None,
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+
options=["Text Analysis", "Document Processing", "Image Analysis"],
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icons=["chat-dots", "file-text", "image"],
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menu_icon="cast",
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default_index=0,
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209 |
+
orientation="horizontal",
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210 |
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styles={
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211 |
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"container": {"padding": "0!important", "background-color": "transparent"},
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"icon": {"color": "#1E3D59", "font-size": "25px"},
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"nav-link": {
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"font-size": "20px",
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"text-align": "center",
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"margin": "0px",
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"--hover-color": "#eee",
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},
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219 |
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"nav-link-selected": {"background-color": "#2193b0", "color": "white"},
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220 |
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}
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)
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223 |
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if selected == "Text Analysis":
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st.markdown("### π¬ Text Analysis")
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st_lottie(lottie_analysis, height=200)
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+
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227 |
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query = st.text_area("Enter your telecommunications query:", height=100)
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if st.button("Process Query", key="text_query"):
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if query:
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response = process_text_query(query)
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if response:
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st.markdown('<div class="success-message">β
Query processed successfully!</div>', unsafe_allow_html=True)
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st.markdown("### Response:")
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st.write(response)
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else:
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st.warning("Please enter a query.")
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+
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elif selected == "Document Processing":
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st.markdown("### π Document Analysis")
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document_type = st.selectbox(
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"Select Document Type",
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["Regulatory Document", "Technical Specification", "Network Planning", "Customer Inquiry"]
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)
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+
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text_input = st.text_area("Enter document text:", height=150)
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246 |
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if st.button("Analyze Document"):
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247 |
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if text_input:
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248 |
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analysis_prompt = f"Analyze the following {document_type.lower()}: {text_input}"
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response = process_text_query(analysis_prompt)
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if response:
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st.markdown('<div class="success-message">β
Document analyzed successfully!</div>', unsafe_allow_html=True)
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st.markdown("### Analysis Results:")
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st.write(response)
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else:
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st.warning("Please enter document text.")
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+
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elif selected == "Image Analysis":
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st.markdown("### πΌοΈ Image Analysis")
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image_type = st.selectbox(
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260 |
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"Select Image Type",
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["Network Infrastructure", "Equipment", "Site Survey", "Signal Coverage"]
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)
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263 |
+
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264 |
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uploaded_file = st.file_uploader("Upload image...", type=["jpg", "png", "jpeg"])
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265 |
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if uploaded_file:
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try:
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image = Image.open(uploaded_file)
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st.image(image, caption="Uploaded Image", use_column_width=True)
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269 |
+
query = st.text_area("Analysis requirements:", height=100)
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270 |
+
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271 |
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if st.button("Analyze Image"):
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272 |
+
if query:
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273 |
+
image_base64 = image_to_base64(image)
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274 |
+
if image_base64:
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275 |
+
response = process_image_query(image_base64, query)
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276 |
+
if response:
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277 |
+
st.markdown('<div class="success-message">β
Image analyzed successfully!</div>', unsafe_allow_html=True)
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278 |
+
st.markdown("### Analysis Results:")
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279 |
+
st.write(response)
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280 |
+
else:
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281 |
+
st.warning("Please enter analysis requirements.")
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282 |
+
except Exception as e:
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283 |
+
st.error(f"Error processing image: {str(e)}")
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+
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285 |
+
# Footer
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286 |
+
st.markdown("---")
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287 |
+
st.markdown(
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+
"""
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289 |
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<div style='text-align: center; color: #666;'>
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+
<p>TeleGuide - Your AI-Powered Telecommunications Assistant</p>
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<p>Made with β€οΈ for telecom professionals</p>
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+
</div>
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+
""",
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294 |
+
unsafe_allow_html=True
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295 |
+
)
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