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Create app.py
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app.py
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| 1 |
+
import io
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| 2 |
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import base64
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| 3 |
+
import streamlit as st
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| 4 |
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import os
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| 5 |
+
from together import Together
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| 6 |
+
from PIL import Image
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| 7 |
+
import requests
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from io import BytesIO
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| 9 |
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import json
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| 10 |
+
from streamlit_lottie import st_lottie
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| 11 |
+
from streamlit_option_menu import option_menu
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| 12 |
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import time
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+
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| 14 |
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# Set page config
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| 15 |
+
st.set_page_config(
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| 16 |
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page_title="TeleGuide | AI Telecom Assistant",
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| 17 |
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page_icon="π°οΈ",
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| 18 |
+
layout="wide",
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| 19 |
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initial_sidebar_state="expanded"
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)
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| 21 |
+
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| 22 |
+
# Load Lottie animation
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| 23 |
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def load_lottie(url: str):
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| 24 |
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try:
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| 25 |
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r = requests.get(url)
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| 26 |
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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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| 29 |
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except:
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return None
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+
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| 32 |
+
# Custom CSS with animations and improved styling
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| 33 |
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st.markdown("""
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+
<style>
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+
/* Main app styling */
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| 36 |
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.stApp {
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background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%);
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| 38 |
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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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| 45 |
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box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
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| 46 |
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}
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| 47 |
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| 48 |
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/* Header styling */
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| 49 |
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.main-header {
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| 50 |
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font-size: 2.5rem;
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| 51 |
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font-weight: 700;
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| 52 |
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color: #1E3D59;
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| 53 |
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text-align: center;
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| 54 |
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margin-bottom: 2rem;
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| 55 |
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animation: fadeIn 1.5s ease-in;
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| 56 |
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}
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| 57 |
+
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| 58 |
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/* Button styling */
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| 59 |
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.stButton>button {
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| 60 |
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width: 100%;
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| 61 |
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border-radius: 10px;
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| 62 |
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background: linear-gradient(45deg, #2193b0, #6dd5ed);
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| 63 |
+
color: white;
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| 64 |
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border: none;
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| 65 |
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padding: 0.5rem 1rem;
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| 66 |
+
transition: all 0.3s ease;
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| 67 |
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}
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| 68 |
+
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| 69 |
+
.stButton>button:hover {
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| 70 |
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transform: translateY(-2px);
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| 71 |
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box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2);
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| 72 |
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}
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| 73 |
+
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| 74 |
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/* Input field styling */
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| 75 |
+
.stTextInput>div>div>input,
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| 76 |
+
.stTextArea>div>div>textarea {
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| 77 |
+
border-radius: 10px;
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| 78 |
+
border: 2px solid #e0e0e0;
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| 79 |
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padding: 10px;
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| 80 |
+
background-color: white;
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| 81 |
+
}
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| 82 |
+
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| 83 |
+
/* Sidebar styling */
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| 84 |
+
.css-1d391kg {
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| 85 |
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background: linear-gradient(180deg, #1E3D59 0%, #2193b0 100%);
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| 86 |
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}
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| 87 |
+
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| 88 |
+
/* Animations */
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| 89 |
+
@keyframes fadeIn {
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| 90 |
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from { opacity: 0; transform: translateY(20px); }
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| 91 |
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to { opacity: 1; transform: translateY(0); }
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| 92 |
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}
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| 93 |
+
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| 94 |
+
.fade-in {
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| 95 |
+
animation: fadeIn 1s ease-in;
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| 96 |
+
}
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| 97 |
+
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| 98 |
+
/* Status messages */
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| 99 |
+
.success-message {
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| 100 |
+
padding: 1rem;
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| 101 |
+
border-radius: 10px;
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| 102 |
+
background-color: #d4edda;
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| 103 |
+
color: #155724;
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| 104 |
+
margin: 1rem 0;
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| 105 |
+
}
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| 106 |
+
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| 107 |
+
.error-message {
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| 108 |
+
padding: 1rem;
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| 109 |
+
border-radius: 10px;
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| 110 |
+
background-color: #f8d7da;
|
| 111 |
+
color: #721c24;
|
| 112 |
+
margin: 1rem 0;
|
| 113 |
+
}
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| 114 |
+
</style>
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| 115 |
+
""", unsafe_allow_html=True)
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| 116 |
+
|
| 117 |
+
# Initialize the Together client with error handling
|
| 118 |
+
@st.cache_resource
|
| 119 |
+
def get_together_client():
|
| 120 |
+
try:
|
| 121 |
+
return Together(api_key=st.secrets["api_key"])
|
| 122 |
+
except Exception as e:
|
| 123 |
+
st.error(f"Error initializing API client: {str(e)}")
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| 124 |
+
return None
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| 125 |
+
|
| 126 |
+
client = get_together_client()
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| 127 |
+
|
| 128 |
+
# Load animations
|
| 129 |
+
lottie_telecom = load_lottie("https://assets4.lottiefiles.com/packages/lf20_qz3tpn4w.json")
|
| 130 |
+
lottie_analysis = load_lottie("https://assets4.lottiefiles.com/packages/lf20_xh83pj1k.json")
|
| 131 |
+
|
| 132 |
+
def process_text_query(query, model="meta-llama/Llama-3.2-3B-Instruct-Turbo"):
|
| 133 |
+
try:
|
| 134 |
+
with st.spinner("Processing your query..."):
|
| 135 |
+
response = client.chat.completions.create(
|
| 136 |
+
model=model,
|
| 137 |
+
messages=[
|
| 138 |
+
{"role": "system", "content": "You are TeleGuide, an expert AI assistant specialized in telecommunication tasks. Provide detailed, practical, and accurate information."},
|
| 139 |
+
{"role": "user", "content": query}
|
| 140 |
+
],
|
| 141 |
+
max_tokens=500,
|
| 142 |
+
temperature=0.7
|
| 143 |
+
)
|
| 144 |
+
return response.choices[0].message.content
|
| 145 |
+
except Exception as e:
|
| 146 |
+
st.error(f"Error processing query: {str(e)}")
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| 147 |
+
return None
|
| 148 |
+
|
| 149 |
+
def process_image_query(image_base64, query, model="meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo"):
|
| 150 |
+
try:
|
| 151 |
+
with st.spinner("Analyzing image..."):
|
| 152 |
+
system_message = "You are TeleGuide, an expert AI assistant in telecommunications infrastructure analysis."
|
| 153 |
+
response = client.chat.completions.create(
|
| 154 |
+
model=model,
|
| 155 |
+
messages=[
|
| 156 |
+
{"role": "system", "content": system_message},
|
| 157 |
+
{
|
| 158 |
+
"role": "user",
|
| 159 |
+
"content": [
|
| 160 |
+
{"type": "text", "text": query},
|
| 161 |
+
{"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{image_base64}"}}
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| 162 |
+
]
|
| 163 |
+
}
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| 164 |
+
],
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| 165 |
+
max_tokens=500,
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| 166 |
+
temperature=0.7
|
| 167 |
+
)
|
| 168 |
+
return response.choices[0].message.content
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| 169 |
+
except Exception as e:
|
| 170 |
+
st.error(f"Error analyzing image: {str(e)}")
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| 171 |
+
return None
|
| 172 |
+
|
| 173 |
+
def image_to_base64(image):
|
| 174 |
+
try:
|
| 175 |
+
buffered = io.BytesIO()
|
| 176 |
+
image.save(buffered, format="JPEG")
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| 177 |
+
return base64.b64encode(buffered.getvalue()).decode('utf-8')
|
| 178 |
+
except Exception as e:
|
| 179 |
+
st.error(f"Error converting image: {str(e)}")
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| 180 |
+
return None
|
| 181 |
+
|
| 182 |
+
# Sidebar
|
| 183 |
+
with st.sidebar:
|
| 184 |
+
st.title("π°οΈ TeleGuide")
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| 185 |
+
st_lottie(lottie_telecom, height=200)
|
| 186 |
+
st.markdown("---")
|
| 187 |
+
st.info("Your AI-powered telecommunication assistant, providing expert analysis and insights.")
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| 188 |
+
st.markdown("### Features")
|
| 189 |
+
st.markdown("""
|
| 190 |
+
- π Text Analysis
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| 191 |
+
- π Document Processing
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| 192 |
+
- πΌοΈ Image Analysis
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| 193 |
+
- π‘ Infrastructure Planning
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| 194 |
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""")
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| 195 |
+
st.markdown("---")
|
| 196 |
+
st.markdown("#### Powered by Advanced AI")
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| 197 |
+
st.caption("Using Llama 3.2 Models")
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| 198 |
+
|
| 199 |
+
# Main content
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| 200 |
+
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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| 205 |
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options=["Text Analysis", "Document Processing", "Image Analysis"],
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| 206 |
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icons=["chat-dots", "file-text", "image"],
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| 207 |
+
menu_icon="cast",
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| 208 |
+
default_index=0,
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| 209 |
+
orientation="horizontal",
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| 210 |
+
styles={
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| 211 |
+
"container": {"padding": "0!important", "background-color": "transparent"},
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| 212 |
+
"icon": {"color": "#1E3D59", "font-size": "25px"},
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| 213 |
+
"nav-link": {
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| 214 |
+
"font-size": "20px",
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| 215 |
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"text-align": "center",
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| 216 |
+
"margin": "0px",
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| 217 |
+
"--hover-color": "#eee",
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| 218 |
+
},
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| 219 |
+
"nav-link-selected": {"background-color": "#2193b0", "color": "white"},
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| 220 |
+
}
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| 221 |
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)
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| 222 |
+
|
| 223 |
+
if selected == "Text Analysis":
|
| 224 |
+
st.markdown("### π¬ Text Analysis")
|
| 225 |
+
st_lottie(lottie_analysis, height=200)
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| 226 |
+
|
| 227 |
+
query = st.text_area("Enter your telecommunications query:", height=100)
|
| 228 |
+
if st.button("Process Query", key="text_query"):
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| 229 |
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if query:
|
| 230 |
+
response = process_text_query(query)
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| 231 |
+
if response:
|
| 232 |
+
st.markdown('<div class="success-message">β
Query processed successfully!</div>', unsafe_allow_html=True)
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| 233 |
+
st.markdown("### Response:")
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| 234 |
+
st.write(response)
|
| 235 |
+
else:
|
| 236 |
+
st.warning("Please enter a query.")
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| 237 |
+
|
| 238 |
+
elif selected == "Document Processing":
|
| 239 |
+
st.markdown("### π Document Analysis")
|
| 240 |
+
document_type = st.selectbox(
|
| 241 |
+
"Select Document Type",
|
| 242 |
+
["Regulatory Document", "Technical Specification", "Network Planning", "Customer Inquiry"]
|
| 243 |
+
)
|
| 244 |
+
|
| 245 |
+
text_input = st.text_area("Enter document text:", height=150)
|
| 246 |
+
if st.button("Analyze Document"):
|
| 247 |
+
if text_input:
|
| 248 |
+
analysis_prompt = f"Analyze the following {document_type.lower()}: {text_input}"
|
| 249 |
+
response = process_text_query(analysis_prompt)
|
| 250 |
+
if response:
|
| 251 |
+
st.markdown('<div class="success-message">β
Document analyzed successfully!</div>', unsafe_allow_html=True)
|
| 252 |
+
st.markdown("### Analysis Results:")
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| 253 |
+
st.write(response)
|
| 254 |
+
else:
|
| 255 |
+
st.warning("Please enter document text.")
|
| 256 |
+
|
| 257 |
+
elif selected == "Image Analysis":
|
| 258 |
+
st.markdown("### πΌοΈ Image Analysis")
|
| 259 |
+
image_type = st.selectbox(
|
| 260 |
+
"Select Image Type",
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| 261 |
+
["Network Infrastructure", "Equipment", "Site Survey", "Signal Coverage"]
|
| 262 |
+
)
|
| 263 |
+
|
| 264 |
+
uploaded_file = st.file_uploader("Upload image...", type=["jpg", "png", "jpeg"])
|
| 265 |
+
if uploaded_file:
|
| 266 |
+
try:
|
| 267 |
+
image = Image.open(uploaded_file)
|
| 268 |
+
st.image(image, caption="Uploaded Image", use_column_width=True)
|
| 269 |
+
query = st.text_area("Analysis requirements:", height=100)
|
| 270 |
+
|
| 271 |
+
if st.button("Analyze Image"):
|
| 272 |
+
if query:
|
| 273 |
+
image_base64 = image_to_base64(image)
|
| 274 |
+
if image_base64:
|
| 275 |
+
response = process_image_query(image_base64, query)
|
| 276 |
+
if response:
|
| 277 |
+
st.markdown('<div class="success-message">β
Image analyzed successfully!</div>', unsafe_allow_html=True)
|
| 278 |
+
st.markdown("### Analysis Results:")
|
| 279 |
+
st.write(response)
|
| 280 |
+
else:
|
| 281 |
+
st.warning("Please enter analysis requirements.")
|
| 282 |
+
except Exception as e:
|
| 283 |
+
st.error(f"Error processing image: {str(e)}")
|
| 284 |
+
|
| 285 |
+
# Footer
|
| 286 |
+
st.markdown("---")
|
| 287 |
+
st.markdown(
|
| 288 |
+
"""
|
| 289 |
+
<div style='text-align: center; color: #666;'>
|
| 290 |
+
<p>TeleGuide - Your AI-Powered Telecommunications Assistant</p>
|
| 291 |
+
<p>Made with β€οΈ for telecom professionals</p>
|
| 292 |
+
</div>
|
| 293 |
+
""",
|
| 294 |
+
unsafe_allow_html=True
|
| 295 |
+
)
|