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app.py
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| 1 |
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import os
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| 2 |
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import gradio as gr
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| 3 |
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from groq import Groq
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| 4 |
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import json
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| 5 |
+
from datetime import datetime
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import time
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| 7 |
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| 8 |
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class RealTimeFactChecker:
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| 9 |
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def __init__(self):
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| 10 |
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self.client = None
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| 11 |
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self.model_options = ["compound-beta", "compound-beta-mini"]
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| 12 |
+
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| 13 |
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def initialize_client(self, api_key):
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| 14 |
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"""Initialize Groq client with API key"""
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| 15 |
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try:
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| 16 |
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self.client = Groq(api_key=api_key)
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| 17 |
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return True, "✅ API Key validated successfully!"
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| 18 |
+
except Exception as e:
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| 19 |
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return False, f"❌ Error initializing client: {str(e)}"
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| 20 |
+
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| 21 |
+
def get_system_prompt(self):
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| 22 |
+
"""Get the system prompt for consistent behavior"""
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| 23 |
+
return """You are a Real-time Fact Checker and News Agent. Your primary role is to provide accurate, up-to-date information by leveraging web search when needed.
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| 24 |
+
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| 25 |
+
CORE RESPONSIBILITIES:
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| 26 |
+
1. **Fact Verification**: Always verify claims with current, reliable sources
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| 27 |
+
2. **Real-time Information**: Use web search for any information that changes frequently (news, stocks, weather, current events)
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| 28 |
+
3. **Source Transparency**: When using web search, mention the sources or indicate that you've searched for current information
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| 29 |
+
4. **Accuracy First**: If information is uncertain or conflicting, acknowledge this clearly
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| 30 |
+
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| 31 |
+
RESPONSE GUIDELINES:
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| 32 |
+
- **Structure**: Start with a clear, direct answer, then provide supporting details
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| 33 |
+
- **Recency**: Always prioritize the most recent, reliable information
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| 34 |
+
- **Clarity**: Use clear, professional language while remaining accessible
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| 35 |
+
- **Completeness**: Provide comprehensive answers but stay focused on the query
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| 36 |
+
- **Source Awareness**: When you've searched for information, briefly indicate this (e.g., "Based on current reports..." or "Recent data shows...")
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| 37 |
+
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| 38 |
+
WHEN TO SEARCH:
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| 39 |
+
- Breaking news or current events
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| 40 |
+
- Stock prices, market data, or financial information
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| 41 |
+
- Weather conditions or forecasts
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| 42 |
+
- Recent scientific discoveries or research
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| 43 |
+
- Current political developments
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| 44 |
+
- Real-time statistics or data
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| 45 |
+
- Verification of recent claims or rumors
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| 46 |
+
|
| 47 |
+
RESPONSE FORMAT:
|
| 48 |
+
- Lead with key facts
|
| 49 |
+
- Include relevant context
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| 50 |
+
- Mention timeframe when relevant (e.g., "as of today", "this week")
|
| 51 |
+
- If multiple sources conflict, acknowledge this
|
| 52 |
+
- End with a clear summary for complex topics
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| 53 |
+
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| 54 |
+
Remember: Your goal is to be the most reliable, up-to-date source of information possible."""
|
| 55 |
+
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| 56 |
+
def query_compound_model(self, query, model, temperature=0.7):
|
| 57 |
+
"""Query the compound model and return response with tool execution info"""
|
| 58 |
+
if not self.client:
|
| 59 |
+
return "❌ Please set a valid API key first.", None, None
|
| 60 |
+
|
| 61 |
+
try:
|
| 62 |
+
start_time = time.time()
|
| 63 |
+
|
| 64 |
+
chat_completion = self.client.chat.completions.create(
|
| 65 |
+
messages=[
|
| 66 |
+
{
|
| 67 |
+
"role": "system",
|
| 68 |
+
"content": self.get_system_prompt()
|
| 69 |
+
},
|
| 70 |
+
{
|
| 71 |
+
"role": "user",
|
| 72 |
+
"content": query,
|
| 73 |
+
}
|
| 74 |
+
],
|
| 75 |
+
model=model,
|
| 76 |
+
temperature=temperature,
|
| 77 |
+
max_tokens=1000
|
| 78 |
+
)
|
| 79 |
+
|
| 80 |
+
end_time = time.time()
|
| 81 |
+
response_time = round(end_time - start_time, 2)
|
| 82 |
+
|
| 83 |
+
# Extract response
|
| 84 |
+
response_content = chat_completion.choices[0].message.content
|
| 85 |
+
|
| 86 |
+
# Check for executed tools
|
| 87 |
+
executed_tools = getattr(chat_completion.choices[0].message, 'executed_tools', None)
|
| 88 |
+
|
| 89 |
+
# Format tool execution info
|
| 90 |
+
tool_info = self.format_tool_info(executed_tools)
|
| 91 |
+
|
| 92 |
+
return response_content, tool_info, response_time
|
| 93 |
+
|
| 94 |
+
except Exception as e:
|
| 95 |
+
return f"❌ Error querying model: {str(e)}", None, None
|
| 96 |
+
|
| 97 |
+
def format_tool_info(self, executed_tools):
|
| 98 |
+
"""Format executed tools information for display"""
|
| 99 |
+
if not executed_tools:
|
| 100 |
+
return "🔍 **Tools Used:** None (Used existing knowledge)"
|
| 101 |
+
|
| 102 |
+
tool_info = "🔍 **Tools Used:**\n"
|
| 103 |
+
for i, tool in enumerate(executed_tools, 1):
|
| 104 |
+
tool_name = tool.get('name', 'Unknown')
|
| 105 |
+
tool_info += f"{i}. **{tool_name}**\n"
|
| 106 |
+
|
| 107 |
+
# Add tool parameters if available
|
| 108 |
+
if 'parameters' in tool:
|
| 109 |
+
params = tool['parameters']
|
| 110 |
+
if isinstance(params, dict):
|
| 111 |
+
for key, value in params.items():
|
| 112 |
+
tool_info += f" - {key}: {value}\n"
|
| 113 |
+
|
| 114 |
+
return tool_info
|
| 115 |
+
|
| 116 |
+
def get_example_queries(self):
|
| 117 |
+
"""Return categorized example queries"""
|
| 118 |
+
return {
|
| 119 |
+
"📰 Latest News": [
|
| 120 |
+
"What are the top 3 news stories today?",
|
| 121 |
+
"Latest developments in AI technology this week",
|
| 122 |
+
"Recent political events in the United States",
|
| 123 |
+
"Breaking news about climate change",
|
| 124 |
+
"What happened in the stock market today?"
|
| 125 |
+
],
|
| 126 |
+
"💰 Financial Data": [
|
| 127 |
+
"Current price of Bitcoin",
|
| 128 |
+
"Tesla stock price today",
|
| 129 |
+
"How is the S&P 500 performing today?",
|
| 130 |
+
"Latest cryptocurrency market trends",
|
| 131 |
+
"What's the current inflation rate?"
|
| 132 |
+
],
|
| 133 |
+
"🌤️ Weather Updates": [
|
| 134 |
+
"Current weather in New York City",
|
| 135 |
+
"Weather forecast for London this week",
|
| 136 |
+
"Is it going to rain in San Francisco today?",
|
| 137 |
+
"Temperature in Tokyo right now",
|
| 138 |
+
"Weather conditions in Sydney"
|
| 139 |
+
],
|
| 140 |
+
"🔬 Science & Technology": [
|
| 141 |
+
"Latest breakthroughs in fusion energy",
|
| 142 |
+
"Recent discoveries in space exploration",
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| 143 |
+
"New developments in quantum computing",
|
| 144 |
+
"Latest medical research findings",
|
| 145 |
+
"Recent advances in renewable energy"
|
| 146 |
+
],
|
| 147 |
+
"🏆 Sports & Entertainment": [
|
| 148 |
+
"Latest football match results",
|
| 149 |
+
"Who won the recent tennis tournament?",
|
| 150 |
+
"Box office numbers for this weekend",
|
| 151 |
+
"Latest movie releases this month",
|
| 152 |
+
"Recent celebrity news"
|
| 153 |
+
],
|
| 154 |
+
"🔍 Fact Checking": [
|
| 155 |
+
"Is it true that the Earth's population reached 8 billion?",
|
| 156 |
+
"Verify: Did company X announce layoffs recently?",
|
| 157 |
+
"Check if the recent earthquake in Turkey was magnitude 7+",
|
| 158 |
+
"Confirm the latest unemployment rate statistics",
|
| 159 |
+
"Verify recent claims about electric vehicle sales"
|
| 160 |
+
]
|
| 161 |
+
}
|
| 162 |
+
|
| 163 |
+
def create_interface():
|
| 164 |
+
fact_checker = RealTimeFactChecker()
|
| 165 |
+
|
| 166 |
+
def validate_api_key(api_key):
|
| 167 |
+
if not api_key or api_key.strip() == "":
|
| 168 |
+
return "❌ Please enter a valid API key", False
|
| 169 |
+
|
| 170 |
+
success, message = fact_checker.initialize_client(api_key.strip())
|
| 171 |
+
return message, success
|
| 172 |
+
|
| 173 |
+
def process_query(query, model, temperature, api_key, system_prompt):
|
| 174 |
+
if not api_key or api_key.strip() == "":
|
| 175 |
+
return "❌ Please set your API key first", "", ""
|
| 176 |
+
|
| 177 |
+
if not query or query.strip() == "":
|
| 178 |
+
return "❌ Please enter a query", "", ""
|
| 179 |
+
|
| 180 |
+
# Initialize client if not already done
|
| 181 |
+
if not fact_checker.client:
|
| 182 |
+
success, message = fact_checker.initialize_client(api_key.strip())
|
| 183 |
+
if not success:
|
| 184 |
+
return message, "", ""
|
| 185 |
+
|
| 186 |
+
# Use custom system prompt if provided
|
| 187 |
+
if system_prompt and system_prompt.strip():
|
| 188 |
+
original_prompt = fact_checker.get_system_prompt
|
| 189 |
+
fact_checker.get_system_prompt = lambda: system_prompt.strip()
|
| 190 |
+
|
| 191 |
+
response, tool_info, response_time = fact_checker.query_compound_model(
|
| 192 |
+
query.strip(), model, temperature
|
| 193 |
+
)
|
| 194 |
+
|
| 195 |
+
# Restore original system prompt function
|
| 196 |
+
if system_prompt and system_prompt.strip():
|
| 197 |
+
fact_checker.get_system_prompt = original_prompt
|
| 198 |
+
|
| 199 |
+
# Format response with timestamp
|
| 200 |
+
timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
|
| 201 |
+
formatted_response = f"**Query:** {query}\n\n**Response:**\n{response}\n\n---\n*Generated at {timestamp} in {response_time}s*"
|
| 202 |
+
|
| 203 |
+
return formatted_response, tool_info or "", f"⚡ Response time: {response_time}s"
|
| 204 |
+
|
| 205 |
+
def reset_system_prompt():
|
| 206 |
+
return fact_checker.get_system_prompt()
|
| 207 |
+
|
| 208 |
+
def load_example(example_text):
|
| 209 |
+
return example_text
|
| 210 |
+
|
| 211 |
+
# Create the Gradio interface
|
| 212 |
+
with gr.Blocks(title="Real-time Fact Checker & News Agent", theme=gr.themes.Soft()) as demo:
|
| 213 |
+
gr.Markdown("""
|
| 214 |
+
# 🔍 Real-time Fact Checker & News Agent
|
| 215 |
+
|
| 216 |
+
**Powered by Groq's Compound Models with Built-in Web Search**
|
| 217 |
+
|
| 218 |
+
This application provides real-time information by automatically searching the web when needed.
|
| 219 |
+
Enter your query below and get up-to-the-minute facts, news, and data!
|
| 220 |
+
""")
|
| 221 |
+
|
| 222 |
+
with gr.Row():
|
| 223 |
+
with gr.Column(scale=2):
|
| 224 |
+
# API Key section
|
| 225 |
+
with gr.Group():
|
| 226 |
+
gr.Markdown("### 🔑 API Configuration")
|
| 227 |
+
api_key_input = gr.Textbox(
|
| 228 |
+
label="Groq API Key",
|
| 229 |
+
placeholder="Enter your Groq API key here...",
|
| 230 |
+
type="password",
|
| 231 |
+
info="Get your free API key from https://console.groq.com/"
|
| 232 |
+
)
|
| 233 |
+
api_status = gr.Textbox(
|
| 234 |
+
label="Status",
|
| 235 |
+
value="⚠️ Please enter your API key",
|
| 236 |
+
interactive=False
|
| 237 |
+
)
|
| 238 |
+
validate_btn = gr.Button("Validate API Key", variant="secondary")
|
| 239 |
+
|
| 240 |
+
# Advanced options
|
| 241 |
+
with gr.Group():
|
| 242 |
+
gr.Markdown("### ⚙️ Advanced Options")
|
| 243 |
+
with gr.Accordion("System Prompt (Click to customize)", open=False):
|
| 244 |
+
system_prompt_input = gr.Textbox(
|
| 245 |
+
label="System Prompt",
|
| 246 |
+
value=fact_checker.get_system_prompt(),
|
| 247 |
+
lines=8,
|
| 248 |
+
info="Customize how the AI behaves and responds"
|
| 249 |
+
)
|
| 250 |
+
reset_prompt_btn = gr.Button("Reset to Default", variant="secondary", size="sm")
|
| 251 |
+
|
| 252 |
+
# Query section
|
| 253 |
+
with gr.Group():
|
| 254 |
+
gr.Markdown("### 💭 Your Query")
|
| 255 |
+
query_input = gr.Textbox(
|
| 256 |
+
label="Ask anything that requires real-time information",
|
| 257 |
+
placeholder="e.g., What are the latest AI developments today?",
|
| 258 |
+
lines=3
|
| 259 |
+
)
|
| 260 |
+
|
| 261 |
+
with gr.Row():
|
| 262 |
+
model_choice = gr.Dropdown(
|
| 263 |
+
choices=fact_checker.model_options,
|
| 264 |
+
value="compound-beta",
|
| 265 |
+
label="Model",
|
| 266 |
+
info="compound-beta: More capable | compound-beta-mini: Faster"
|
| 267 |
+
)
|
| 268 |
+
temperature = gr.Slider(
|
| 269 |
+
minimum=0.0,
|
| 270 |
+
maximum=1.0,
|
| 271 |
+
value=0.7,
|
| 272 |
+
step=0.1,
|
| 273 |
+
label="Temperature",
|
| 274 |
+
info="Higher = more creative, Lower = more focused"
|
| 275 |
+
)
|
| 276 |
+
|
| 277 |
+
submit_btn = gr.Button("🔍 Get Real-time Information", variant="primary", size="lg")
|
| 278 |
+
clear_btn = gr.Button("Clear", variant="secondary")
|
| 279 |
+
|
| 280 |
+
with gr.Column(scale=1):
|
| 281 |
+
# Example queries
|
| 282 |
+
with gr.Group():
|
| 283 |
+
gr.Markdown("### 📝 Example Queries")
|
| 284 |
+
gr.Markdown("Click any example to load it:")
|
| 285 |
+
|
| 286 |
+
examples = fact_checker.get_example_queries()
|
| 287 |
+
for category, queries in examples.items():
|
| 288 |
+
gr.Markdown(f"**{category}**")
|
| 289 |
+
for query in queries:
|
| 290 |
+
example_btn = gr.Button(query, variant="secondary", size="sm")
|
| 291 |
+
example_btn.click(
|
| 292 |
+
fn=load_example,
|
| 293 |
+
inputs=[gr.State(query)],
|
| 294 |
+
outputs=[query_input]
|
| 295 |
+
)
|
| 296 |
+
|
| 297 |
+
# Results section
|
| 298 |
+
gr.Markdown("### 📊 Results")
|
| 299 |
+
|
| 300 |
+
with gr.Row():
|
| 301 |
+
with gr.Column(scale=2):
|
| 302 |
+
response_output = gr.Markdown(
|
| 303 |
+
label="Response",
|
| 304 |
+
value="*Your response will appear here...*"
|
| 305 |
+
)
|
| 306 |
+
|
| 307 |
+
with gr.Column(scale=1):
|
| 308 |
+
tool_info_output = gr.Markdown(
|
| 309 |
+
label="Tool Execution Info",
|
| 310 |
+
value="*Tool execution details will appear here...*"
|
| 311 |
+
)
|
| 312 |
+
|
| 313 |
+
performance_output = gr.Textbox(
|
| 314 |
+
label="Performance",
|
| 315 |
+
value="",
|
| 316 |
+
interactive=False
|
| 317 |
+
)
|
| 318 |
+
|
| 319 |
+
# Event handlers
|
| 320 |
+
validate_btn.click(
|
| 321 |
+
fn=validate_api_key,
|
| 322 |
+
inputs=[api_key_input],
|
| 323 |
+
outputs=[api_status, gr.State()]
|
| 324 |
+
)
|
| 325 |
+
|
| 326 |
+
reset_prompt_btn.click(
|
| 327 |
+
fn=reset_system_prompt,
|
| 328 |
+
outputs=[system_prompt_input]
|
| 329 |
+
)
|
| 330 |
+
|
| 331 |
+
submit_btn.click(
|
| 332 |
+
fn=process_query,
|
| 333 |
+
inputs=[query_input, model_choice, temperature, api_key_input, system_prompt_input],
|
| 334 |
+
outputs=[response_output, tool_info_output, performance_output]
|
| 335 |
+
)
|
| 336 |
+
|
| 337 |
+
clear_btn.click(
|
| 338 |
+
fn=lambda: ("", "*Your response will appear here...*", "*Tool execution details will appear here...*", ""),
|
| 339 |
+
outputs=[query_input, response_output, tool_info_output, performance_output]
|
| 340 |
+
)
|
| 341 |
+
|
| 342 |
+
# Footer
|
| 343 |
+
gr.Markdown("""
|
| 344 |
+
---
|
| 345 |
+
### 🔗 Useful Links
|
| 346 |
+
- [Groq Console](https://console.groq.com/) - Get your free API key
|
| 347 |
+
- [Groq Documentation](https://console.groq.com/docs/quickstart) - Learn more about Groq models
|
| 348 |
+
- [Compound Models Info](https://console.groq.com/docs/models) - Details about compound models
|
| 349 |
+
|
| 350 |
+
### 💡 Tips
|
| 351 |
+
- The compound models automatically use web search when real-time information is needed
|
| 352 |
+
- Try different temperature settings: 0.1 for factual queries, 0.7-0.9 for creative questions
|
| 353 |
+
- compound-beta is more capable but slower, compound-beta-mini is faster but less capable
|
| 354 |
+
""")
|
| 355 |
+
|
| 356 |
+
return demo
|
| 357 |
+
|
| 358 |
+
# Launch the application
|
| 359 |
+
if __name__ == "__main__":
|
| 360 |
+
demo = create_interface()
|
| 361 |
+
demo.launch(
|
| 362 |
+
share=True
|
| 363 |
+
)
|