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Create app.py
Browse files
app.py
ADDED
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1 |
+
import os
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2 |
+
import gradio as gr
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3 |
+
from groq import Groq
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4 |
+
import json
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5 |
+
from datetime import datetime
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6 |
+
import time
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7 |
+
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8 |
+
class RealTimeFactChecker:
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9 |
+
def __init__(self):
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10 |
+
self.client = None
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11 |
+
self.model_options = ["compound-beta", "compound-beta-mini"]
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12 |
+
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13 |
+
def initialize_client(self, api_key):
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14 |
+
"""Initialize Groq client with API key"""
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15 |
+
try:
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16 |
+
self.client = Groq(api_key=api_key)
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17 |
+
return True, "✅ API Key validated successfully!"
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18 |
+
except Exception as e:
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19 |
+
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 |
+
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47 |
+
RESPONSE FORMAT:
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48 |
+
- Lead with key facts
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49 |
+
- Include relevant context
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50 |
+
- Mention timeframe when relevant (e.g., "as of today", "this week")
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51 |
+
- If multiple sources conflict, acknowledge this
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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."""
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55 |
+
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56 |
+
def query_compound_model(self, query, model, temperature=0.7):
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57 |
+
"""Query the compound model and return response with tool execution info"""
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58 |
+
if not self.client:
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59 |
+
return "❌ Please set a valid API key first.", None, None
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60 |
+
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61 |
+
try:
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62 |
+
start_time = time.time()
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63 |
+
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64 |
+
chat_completion = self.client.chat.completions.create(
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65 |
+
messages=[
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66 |
+
{
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67 |
+
"role": "system",
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68 |
+
"content": self.get_system_prompt()
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69 |
+
},
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70 |
+
{
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71 |
+
"role": "user",
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72 |
+
"content": query,
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73 |
+
}
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74 |
+
],
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75 |
+
model=model,
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76 |
+
temperature=temperature,
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77 |
+
max_tokens=1000
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78 |
+
)
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79 |
+
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80 |
+
end_time = time.time()
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81 |
+
response_time = round(end_time - start_time, 2)
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82 |
+
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83 |
+
# Extract response
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84 |
+
response_content = chat_completion.choices[0].message.content
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85 |
+
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86 |
+
# Check for executed tools
|
87 |
+
executed_tools = getattr(chat_completion.choices[0].message, 'executed_tools', None)
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88 |
+
|
89 |
+
# Format tool execution info
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90 |
+
tool_info = self.format_tool_info(executed_tools)
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91 |
+
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92 |
+
return response_content, tool_info, response_time
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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"
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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?",
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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?"
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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",
|
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 |
+
)
|