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Browse files- app.py +360 -0
- requirements.txt +3 -0
- utils.py +63 -0
app.py
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| 1 |
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import gradio as gr
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| 2 |
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import random
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| 3 |
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import time
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| 4 |
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from typing import Dict, List, Tuple, Optional
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| 5 |
+
import json
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| 6 |
+
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| 7 |
+
# Mock LLM UI generators (simulating different LLM responses)
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| 8 |
+
def generate_ui_llm1(prompt: str, style: str = "modern") -> str:
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| 9 |
+
"""Simulate LLM 1 generating UI code"""
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| 10 |
+
time.sleep(0.5) # Simulate API call
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| 11 |
+
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| 12 |
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ui_templates = {
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| 13 |
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"form": f"""
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| 14 |
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with gr.Blocks() as ui1:
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| 15 |
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gr.Markdown("# {prompt.title()} - Generated by LLM 1")
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| 16 |
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gr.Textbox(label="Name", placeholder="Enter your name")
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| 17 |
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gr.Number(label="Age", minimum=1, maximum=120)
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| 18 |
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gr.Dropdown(["Option A", "Option B", "Option C"], label="Choice")
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| 19 |
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gr.Button("Submit", variant="primary")
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| 20 |
+
""",
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| 21 |
+
"dashboard": f"""
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| 22 |
+
with gr.Blocks() as ui1:
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| 23 |
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gr.Markdown("## {prompt.title()} Dashboard - LLM 1")
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| 24 |
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with gr.Row():
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| 25 |
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with gr.Column():
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| 26 |
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gr.Number(label="Metric 1", value=42)
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| 27 |
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gr.Number(label="Metric 2", value=128)
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| 28 |
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with gr.Column():
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| 29 |
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gr.BarPlot(value={{"categories": ["A", "B", "C"], "values": [10, 20, 30]}})
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| 30 |
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gr.Button("Refresh Data")
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| 31 |
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""",
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| 32 |
+
"chat": f"""
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| 33 |
+
with gr.Blocks() as ui1:
|
| 34 |
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gr.Markdown("# {prompt.title()} Chat - LLM 1")
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| 35 |
+
chatbot = gr.Chatbot()
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| 36 |
+
msg = gr.Textbox(label="Message", placeholder="Type your message...")
|
| 37 |
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gr.Button("Send")
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| 38 |
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""",
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| 39 |
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"data": f"""
|
| 40 |
+
with gr.Blocks() as ui1:
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| 41 |
+
gr.Markdown("## {prompt.title()} Data View - LLM 1")
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| 42 |
+
gr.Dataframe(
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| 43 |
+
headers=["Name", "Score", "Status"],
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| 44 |
+
value=[["Alice", 95, "Active"], ["Bob", 87, "Pending"], ["Charlie", 92, "Active"]]
|
| 45 |
+
)
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| 46 |
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gr.Button("Export")
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| 47 |
+
"""
|
| 48 |
+
}
|
| 49 |
+
|
| 50 |
+
# Choose template based on prompt keywords
|
| 51 |
+
keywords = prompt.lower()
|
| 52 |
+
if "form" in keywords or "input" in keywords:
|
| 53 |
+
return ui_templates["form"]
|
| 54 |
+
elif "dashboard" in keywords or "metric" in keywords or "chart" in keywords:
|
| 55 |
+
return ui_templates["dashboard"]
|
| 56 |
+
elif "chat" in keywords or "message" in keywords:
|
| 57 |
+
return ui_templates["chat"]
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| 58 |
+
else:
|
| 59 |
+
return ui_templates["data"]
|
| 60 |
+
|
| 61 |
+
def generate_ui_llm2(prompt: str, style: str = "minimal") -> str:
|
| 62 |
+
"""Simulate LLM 2 generating UI code"""
|
| 63 |
+
time.sleep(0.5) # Simulate API call
|
| 64 |
+
|
| 65 |
+
ui_templates = {
|
| 66 |
+
"form": f'''
|
| 67 |
+
with gr.Blocks() as ui2:
|
| 68 |
+
gr.Markdown(f"### {prompt.title()} - LLM 2 Design")
|
| 69 |
+
with gr.Group():
|
| 70 |
+
gr.Textbox(label="Full Name", info="Enter your full name")
|
| 71 |
+
gr.Slider(1, 100, value=25, label="Age Range")
|
| 72 |
+
gr.Radio(["Choice 1", "Choice 2", "Choice 3"], label="Selection")
|
| 73 |
+
with gr.Row():
|
| 74 |
+
gr.Button("Submit", variant="primary")
|
| 75 |
+
gr.Button("Reset")
|
| 76 |
+
''',
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| 77 |
+
"dashboard": f'''
|
| 78 |
+
with gr.Blocks() as ui2:
|
| 79 |
+
gr.Markdown(f"## {prompt.title()} Analytics - LLM 2")
|
| 80 |
+
with gr.Row():
|
| 81 |
+
gr.LinePlot(value={{"x": [1,2,3,4], "y": [10,20,15,25]}})
|
| 82 |
+
gr.ScatterPlot(value={{"x": [1,2,3,4], "y": [5,15,10,20]}})
|
| 83 |
+
gr.Number(label="Total", value=100)
|
| 84 |
+
''',
|
| 85 |
+
"chat": f'''
|
| 86 |
+
with gr.Blocks() as ui2:
|
| 87 |
+
gr.Markdown(f"# {prompt.title()} Assistant - LLM 2")
|
| 88 |
+
with gr.Row():
|
| 89 |
+
with gr.Column(scale=3):
|
| 90 |
+
chatbot = gr.Chatbot(height=400)
|
| 91 |
+
with gr.Column(scale=1):
|
| 92 |
+
gr.Dropdown(["Greeting", "Question", "Feedback"], label="Quick Actions")
|
| 93 |
+
msg = gr.Textbox(label="Your input", placeholder="Ask anything...")
|
| 94 |
+
''',
|
| 95 |
+
"data": f'''
|
| 96 |
+
with gr.Blocks() as ui2:
|
| 97 |
+
gr.Markdown(f"## {prompt.title()} Explorer - LLM 2")
|
| 98 |
+
gr.JSON(value={{"data": [{"id": 1, "name": "Item 1"}, {"id": 2, "name": "Item 2"}]}})
|
| 99 |
+
gr.FileExplorer()
|
| 100 |
+
'''
|
| 101 |
+
}
|
| 102 |
+
|
| 103 |
+
# Choose template based on prompt keywords
|
| 104 |
+
keywords = prompt.lower()
|
| 105 |
+
if "form" in keywords or "input" in keywords:
|
| 106 |
+
return ui_templates["form"]
|
| 107 |
+
elif "dashboard" in keywords or "metric" in keywords or "chart" in keywords:
|
| 108 |
+
return ui_templates["dashboard"]
|
| 109 |
+
elif "chat" in keywords or "message" in keywords:
|
| 110 |
+
return ui_templates["chat"]
|
| 111 |
+
else:
|
| 112 |
+
return ui_templates["data"]
|
| 113 |
+
|
| 114 |
+
class UIArena:
|
| 115 |
+
def __init__(self):
|
| 116 |
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self.votes: Dict[str, int] = {"LLM 1": 0, "LLM 2": 0, "Tie": 0}
|
| 117 |
+
self.current_comparison: Optional[Tuple[str, str]] = None
|
| 118 |
+
|
| 119 |
+
def generate_comparison(self, prompt: str) -> Tuple[str, str, str]:
|
| 120 |
+
"""Generate UI code from both LLMs and update comparison"""
|
| 121 |
+
ui1_code = generate_ui_llm1(prompt)
|
| 122 |
+
ui2_code = generate_ui_llm2(prompt)
|
| 123 |
+
|
| 124 |
+
self.current_comparison = (ui1_code, ui2_code)
|
| 125 |
+
|
| 126 |
+
# Create visual previews (simplified for demonstration)
|
| 127 |
+
preview1 = self.create_preview(ui1_code, "LLM 1")
|
| 128 |
+
preview2 = self.create_preview(ui2_code, "LLM 2")
|
| 129 |
+
|
| 130 |
+
return preview1, preview2, f"Comparison generated for: '{prompt}'"
|
| 131 |
+
|
| 132 |
+
def create_preview(self, ui_code: str, llm_name: str) -> str:
|
| 133 |
+
"""Create a visual preview of the UI code"""
|
| 134 |
+
return f"""
|
| 135 |
+
### {llm_name} Generated UI
|
| 136 |
+
|
| 137 |
+
{ui_code}
|
| 138 |
+
**Style Analysis:**
|
| 139 |
+
- Components: {ui_code.count('gr.') - ui_code.count('gr.Blocks')}
|
| 140 |
+
- Layout: {'Row & Column' if 'Row' in ui_code and 'Column' in ui_code else 'Single Column'}
|
| 141 |
+
- Variants: {'Yes' if 'variant=' in ui_code else 'No'}
|
| 142 |
+
"""
|
| 143 |
+
|
| 144 |
+
def vote(self, choice: str) -> Tuple[str, str, str]:
|
| 145 |
+
"""Register a vote"""
|
| 146 |
+
if choice in self.votes:
|
| 147 |
+
self.votes[choice] += 1
|
| 148 |
+
|
| 149 |
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total_votes = sum(self.votes.values())
|
| 150 |
+
if total_votes == 0:
|
| 151 |
+
stats_text = "No votes yet"
|
| 152 |
+
else:
|
| 153 |
+
stats_text = "## Voting Results\n\n"
|
| 154 |
+
for model, votes in self.votes.items():
|
| 155 |
+
percentage = (votes / total_votes) * 100
|
| 156 |
+
stats_text += f"**{model}**: {votes} votes ({percentage:.1f}%)\n"
|
| 157 |
+
|
| 158 |
+
return f"Voted for {choice}!", stats_text, ""
|
| 159 |
+
|
| 160 |
+
def get_stats(self) -> str:
|
| 161 |
+
"""Get current voting statistics"""
|
| 162 |
+
total_votes = sum(self.votes.values())
|
| 163 |
+
if total_votes == 0:
|
| 164 |
+
return "No votes recorded yet. Generate a comparison and vote!"
|
| 165 |
+
|
| 166 |
+
stats = "## 📊 UI Arena Statistics\n\n"
|
| 167 |
+
for model, votes in self.votes.items():
|
| 168 |
+
percentage = (votes / total_votes) * 100
|
| 169 |
+
bar_length = int(percentage / 5)
|
| 170 |
+
bar = "█" * bar_length + "░" * (20 - bar_length)
|
| 171 |
+
stats += f"**{model}**: {votes} votes ({percentage:.1f}%)\n"
|
| 172 |
+
stats += f"`{bar}`\n\n"
|
| 173 |
+
|
| 174 |
+
stats += f"**Total Votes**: {total_votes}\n"
|
| 175 |
+
|
| 176 |
+
if total_votes > 0:
|
| 177 |
+
winner = max(self.votes, key=self.votes.get)
|
| 178 |
+
if self.votes[winner] == max(self.votes.values()):
|
| 179 |
+
stats += f"**Current Leader**: {winner}"
|
| 180 |
+
|
| 181 |
+
return stats
|
| 182 |
+
|
| 183 |
+
def reset_arena(self) -> Tuple[str, str, str, str]:
|
| 184 |
+
"""Reset the arena"""
|
| 185 |
+
self.votes = {"LLM 1": 0, "LLM 2": 0, "Tie": 0}
|
| 186 |
+
self.current_comparison = None
|
| 187 |
+
return "", "", "Arena reset. Ready for new comparisons!", self.get_stats()
|
| 188 |
+
|
| 189 |
+
# Initialize arena
|
| 190 |
+
arena = UIArena()
|
| 191 |
+
|
| 192 |
+
def create_demo():
|
| 193 |
+
"""Create the main demo interface"""
|
| 194 |
+
|
| 195 |
+
# Custom CSS for better layout
|
| 196 |
+
custom_css = """
|
| 197 |
+
.arena-container {
|
| 198 |
+
border: 2px solid #e0e0e0;
|
| 199 |
+
border-radius: 10px;
|
| 200 |
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padding: 20px;
|
| 201 |
+
margin: 10px;
|
| 202 |
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}
|
| 203 |
+
.comparison-box {
|
| 204 |
+
min-height: 400px;
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| 205 |
+
border: 1px solid #d0d0d0;
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| 206 |
+
border-radius: 8px;
|
| 207 |
+
padding: 15px;
|
| 208 |
+
background: #f9f9f9;
|
| 209 |
+
}
|
| 210 |
+
.vote-button {
|
| 211 |
+
margin: 5px;
|
| 212 |
+
min-width: 120px;
|
| 213 |
+
}
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| 214 |
+
"""
|
| 215 |
+
|
| 216 |
+
with gr.Blocks() as demo:
|
| 217 |
+
gr.HTML("""
|
| 218 |
+
<div style='text-align: center; margin-bottom: 20px;'>
|
| 219 |
+
<h1>🏟️ UI Arena</h1>
|
| 220 |
+
<p>Compare UIs generated by two different LLMs side by side</p>
|
| 221 |
+
<p><a href='https://huggingface.co/spaces/akhaliq/anycoder' target='_blank'>Built with anycoder</a></p>
|
| 222 |
+
</div>
|
| 223 |
+
""")
|
| 224 |
+
|
| 225 |
+
with gr.Row():
|
| 226 |
+
with gr.Column(scale=2):
|
| 227 |
+
gr.Markdown("## 🎯 Generate Comparison")
|
| 228 |
+
|
| 229 |
+
with gr.Row():
|
| 230 |
+
prompt_input = gr.Textbox(
|
| 231 |
+
label="UI Description Prompt",
|
| 232 |
+
placeholder="Describe the UI you want to generate (e.g., 'Create a user registration form', 'Build a metrics dashboard')",
|
| 233 |
+
lines=2
|
| 234 |
+
)
|
| 235 |
+
|
| 236 |
+
with gr.Row():
|
| 237 |
+
generate_btn = gr.Button("🚀 Generate UIs", variant="primary", scale=2)
|
| 238 |
+
reset_btn = gr.Button("🔄 Reset Arena", variant="secondary", scale=1)
|
| 239 |
+
|
| 240 |
+
status_output = gr.Textbox(label="Status", interactive=False)
|
| 241 |
+
|
| 242 |
+
with gr.Column(scale=1):
|
| 243 |
+
gr.Markdown("## 📈 Live Statistics")
|
| 244 |
+
stats_display = gr.Markdown(arena.get_stats())
|
| 245 |
+
|
| 246 |
+
gr.Markdown("---")
|
| 247 |
+
|
| 248 |
+
with gr.Row():
|
| 249 |
+
gr.Markdown("## 🔬 Side-by-Side Comparison", elem_classes="arena-container")
|
| 250 |
+
|
| 251 |
+
with gr.Row():
|
| 252 |
+
with gr.Column():
|
| 253 |
+
gr.Markdown("### LLM 1 Output", elem_id="llm1-header")
|
| 254 |
+
ui1_output = gr.Markdown(
|
| 255 |
+
"Waiting for generation...",
|
| 256 |
+
elem_classes=["comparison-box"]
|
| 257 |
+
)
|
| 258 |
+
|
| 259 |
+
with gr.Column():
|
| 260 |
+
gr.Markdown("### LLM 2 Output", elem_id="llm2-header")
|
| 261 |
+
ui2_output = gr.Markdown(
|
| 262 |
+
"Waiting for generation...",
|
| 263 |
+
elem_classes=["comparison-box"]
|
| 264 |
+
)
|
| 265 |
+
|
| 266 |
+
with gr.Row():
|
| 267 |
+
gr.Markdown("## 🗳️ Vote for Your Favorite")
|
| 268 |
+
|
| 269 |
+
with gr.Row():
|
| 270 |
+
vote_status = gr.Textbox(label="Vote Status", interactive=False)
|
| 271 |
+
|
| 272 |
+
with gr.Row():
|
| 273 |
+
with gr.Column():
|
| 274 |
+
vote_llm1_btn = gr.Button("👍 Vote for LLM 1", variant="primary", elem_classes=["vote-button"])
|
| 275 |
+
|
| 276 |
+
with gr.Column():
|
| 277 |
+
vote_tie_btn = gr.Button("🤝 It's a Tie", variant="secondary", elem_classes=["vote-button"])
|
| 278 |
+
|
| 279 |
+
with gr.Column():
|
| 280 |
+
vote_llm2_btn = gr.Button("👍 Vote for LLM 2", variant="primary", elem_classes=["vote-button"])
|
| 281 |
+
|
| 282 |
+
# Event handlers
|
| 283 |
+
generate_btn.click(
|
| 284 |
+
fn=arena.generate_comparison,
|
| 285 |
+
inputs=[prompt_input],
|
| 286 |
+
outputs=[ui1_output, ui2_output, status_output]
|
| 287 |
+
).then(
|
| 288 |
+
fn=arena.get_stats,
|
| 289 |
+
outputs=[stats_display]
|
| 290 |
+
)
|
| 291 |
+
|
| 292 |
+
reset_btn.click(
|
| 293 |
+
fn=arena.reset_arena,
|
| 294 |
+
outputs=[ui1_output, ui2_output, status_output, stats_display]
|
| 295 |
+
)
|
| 296 |
+
|
| 297 |
+
vote_llm1_btn.click(
|
| 298 |
+
fn=lambda: arena.vote("LLM 1"),
|
| 299 |
+
outputs=[vote_status, stats_display, ui1_output]
|
| 300 |
+
)
|
| 301 |
+
|
| 302 |
+
vote_llm2_btn.click(
|
| 303 |
+
fn=lambda: arena.vote("LLM 2"),
|
| 304 |
+
outputs=[vote_status, stats_display, ui2_output]
|
| 305 |
+
)
|
| 306 |
+
|
| 307 |
+
vote_tie_btn.click(
|
| 308 |
+
fn=lambda: arena.vote("Tie"),
|
| 309 |
+
outputs=[vote_status, stats_display, ui1_output]
|
| 310 |
+
)
|
| 311 |
+
|
| 312 |
+
# Auto-refresh stats periodically
|
| 313 |
+
timer = gr.Timer(2)
|
| 314 |
+
timer.tick(fn=arena.get_stats, outputs=[stats_display])
|
| 315 |
+
|
| 316 |
+
return demo
|
| 317 |
+
|
| 318 |
+
# Create and launch the demo
|
| 319 |
+
if __name__ == "__main__":
|
| 320 |
+
demo = create_demo()
|
| 321 |
+
demo.launch(
|
| 322 |
+
theme=gr.themes.Soft(
|
| 323 |
+
primary_hue="blue",
|
| 324 |
+
secondary_hue="indigo",
|
| 325 |
+
neutral_hue="slate",
|
| 326 |
+
text_size="lg",
|
| 327 |
+
spacing_size="lg",
|
| 328 |
+
radius_size="md"
|
| 329 |
+
),
|
| 330 |
+
css="""
|
| 331 |
+
.arena-container {
|
| 332 |
+
border: 2px solid #e0e0e0;
|
| 333 |
+
border-radius: 10px;
|
| 334 |
+
padding: 20px;
|
| 335 |
+
margin: 10px;
|
| 336 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 337 |
+
color: white;
|
| 338 |
+
}
|
| 339 |
+
.comparison-box {
|
| 340 |
+
min-height: 400px;
|
| 341 |
+
border: 1px solid #d0d0d0;
|
| 342 |
+
border-radius: 8px;
|
| 343 |
+
padding: 15px;
|
| 344 |
+
background: #f8f9fa;
|
| 345 |
+
box-shadow: 0 2px 4px rgba(0,0,0,0.1);
|
| 346 |
+
}
|
| 347 |
+
.vote-button {
|
| 348 |
+
margin: 5px;
|
| 349 |
+
min-width: 120px;
|
| 350 |
+
transition: all 0.3s ease;
|
| 351 |
+
}
|
| 352 |
+
.vote-button:hover {
|
| 353 |
+
transform: translateY(-2px);
|
| 354 |
+
box-shadow: 0 4px 8px rgba(0,0,0,0.2);
|
| 355 |
+
}
|
| 356 |
+
""",
|
| 357 |
+
footer_links=[
|
| 358 |
+
{"label": "Built with anycoder", "url": "https://huggingface.co/spaces/akhaliq/anycoder"}
|
| 359 |
+
]
|
| 360 |
+
)
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio>=6.0
|
| 2 |
+
requests
|
| 3 |
+
Pillow
|
utils.py
ADDED
|
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import random
|
| 2 |
+
import time
|
| 3 |
+
from typing import Dict, List, Tuple, Optional
|
| 4 |
+
|
| 5 |
+
def analyze_ui_code(ui_code: str) -> Dict[str, any]:
|
| 6 |
+
"""Analyze UI code and extract metrics"""
|
| 7 |
+
return {
|
| 8 |
+
"components": ui_code.count('gr.') - ui_code.count('gr.Blocks'),
|
| 9 |
+
"has_rows": 'Row' in ui_code,
|
| 10 |
+
"has_columns": 'Column' in ui_code,
|
| 11 |
+
"has_variants": 'variant=' in ui_code,
|
| 12 |
+
"has_interactive_elements": any(comp in ui_code for comp in ['Button', 'Textbox', 'Slider', 'Dropdown']),
|
| 13 |
+
"code_lines": len(ui_code.split('\n')),
|
| 14 |
+
"complexity": "High" if ui_code.count('gr.') > 10 else "Medium" if ui_code.count('gr.') > 5 else "Low"
|
| 15 |
+
}
|
| 16 |
+
|
| 17 |
+
def get_style_tips(ui_code: str) -> List[str]:
|
| 18 |
+
"""Generate style improvement tips based on UI code"""
|
| 19 |
+
tips = []
|
| 20 |
+
|
| 21 |
+
if 'Row' not in ui_code and 'Column' not in ui_code:
|
| 22 |
+
tips.append("Consider using Rows and Columns for better layout organization")
|
| 23 |
+
|
| 24 |
+
if 'variant=' not in ui_code and 'Button' in ui_code:
|
| 25 |
+
tips.append("Add variants to buttons for visual hierarchy")
|
| 26 |
+
|
| 27 |
+
if 'info=' not in ui_code and 'Textbox' in ui_code:
|
| 28 |
+
tips.append("Add info text to input components for better UX")
|
| 29 |
+
|
| 30 |
+
if ui_code.count('gr.') < 5:
|
| 31 |
+
tips.append("Add more components for a richer interface")
|
| 32 |
+
|
| 33 |
+
return tips
|
| 34 |
+
|
| 35 |
+
def simulate_llm_response_time(model_name: str) -> float:
|
| 36 |
+
"""Simulate different response times for different LLMs"""
|
| 37 |
+
base_times = {"LLM 1": 0.5, "LLM 2": 0.7}
|
| 38 |
+
return base_times.get(model_name, 0.6) + random.uniform(-0.1, 0.2)
|
| 39 |
+
|
| 40 |
+
def generate_comparison_insights(ui1_code: str, ui2_code: str) -> str:
|
| 41 |
+
"""Generate insights comparing two UI codes"""
|
| 42 |
+
analysis1 = analyze_ui_code(ui1_code)
|
| 43 |
+
analysis2 = analyze_ui_code(ui2_code)
|
| 44 |
+
|
| 45 |
+
insights = "## 🔍 Comparison Insights\n\n"
|
| 46 |
+
|
| 47 |
+
if analysis1["components"] > analysis2["components"]:
|
| 48 |
+
insights += f"• LLM 1 created a more complex UI with {analysis1['components']} components vs {analysis2['components']}\n"
|
| 49 |
+
elif analysis2["components"] > analysis1["components"]:
|
| 50 |
+
insights += f"• LLM 2 created a more complex UI with {analysis2['components']} components vs {analysis1['components']}\n"
|
| 51 |
+
else:
|
| 52 |
+
insights += f"• Both LLMs created UIs with {analysis1['components']} components\n"
|
| 53 |
+
|
| 54 |
+
if analysis1["has_rows"] and analysis1["has_columns"]:
|
| 55 |
+
insights += "• LLM 1 uses advanced layout with Rows and Columns\n"
|
| 56 |
+
|
| 57 |
+
if analysis2["has_rows"] and analysis2["has_columns"]:
|
| 58 |
+
insights += "• LLM 2 uses advanced layout with Rows and Columns\n"
|
| 59 |
+
|
| 60 |
+
if analysis1["complexity"] != analysis2["complexity"]:
|
| 61 |
+
insights += f"• Complexity difference: LLM 1 ({analysis1['complexity']}) vs LLM 2 ({analysis2['complexity']})\n"
|
| 62 |
+
|
| 63 |
+
return insights
|