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Create app.py
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app.py
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| 1 |
+
import gradio as gr
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| 2 |
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from functools import lru_cache
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| 3 |
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import random
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| 4 |
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import requests
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| 5 |
+
import logging
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| 6 |
+
import arena_config
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| 7 |
+
import plotly.graph_objects as go
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| 8 |
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from typing import Dict
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| 9 |
+
from leaderboard import get_current_leaderboard, update_leaderboard
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| 10 |
+
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| 11 |
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# Initialize logging for errors only
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| 12 |
+
logging.basicConfig(level=logging.ERROR)
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| 13 |
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logger = logging.getLogger(__name__)
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| 14 |
+
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| 15 |
+
# Function to get available models (using predefined list)
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| 16 |
+
def get_available_models():
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| 17 |
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return [model[0] for model in arena_config.APPROVED_MODELS]
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| 18 |
+
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| 19 |
+
# Function to call Ollama API with caching
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| 20 |
+
@lru_cache(maxsize=100)
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| 21 |
+
def call_ollama_api(model, prompt):
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| 22 |
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payload = {
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| 23 |
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"model": model,
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| 24 |
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"messages": [{"role": "user", "content": prompt}],
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| 25 |
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}
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| 26 |
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try:
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| 27 |
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response = requests.post(
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| 28 |
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f"{arena_config.API_URL}/v1/chat/completions",
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| 29 |
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headers=arena_config.HEADERS,
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| 30 |
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json=payload,
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| 31 |
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timeout=100
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| 32 |
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)
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| 33 |
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response.raise_for_status()
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| 34 |
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data = response.json()
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| 35 |
+
return data["choices"][0]["message"]["content"]
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| 36 |
+
except requests.exceptions.RequestException as e:
|
| 37 |
+
logger.error(f"Error calling Ollama API for model {model}: {e}")
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| 38 |
+
return f"Error: Unable to get response from the model."
|
| 39 |
+
|
| 40 |
+
# Generate responses using two randomly selected models
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| 41 |
+
def generate_responses(prompt):
|
| 42 |
+
available_models = get_available_models()
|
| 43 |
+
if len(available_models) < 2:
|
| 44 |
+
return "Error: Not enough models available", "Error: Not enough models available", None, None
|
| 45 |
+
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| 46 |
+
selected_models = random.sample(available_models, 2)
|
| 47 |
+
model_a, model_b = selected_models
|
| 48 |
+
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| 49 |
+
model_a_response = call_ollama_api(model_a, prompt)
|
| 50 |
+
model_b_response = call_ollama_api(model_b, prompt)
|
| 51 |
+
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| 52 |
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return model_a_response, model_b_response, model_a, model_b
|
| 53 |
+
|
| 54 |
+
def battle_arena(prompt):
|
| 55 |
+
response_a, response_b, model_a, model_b = generate_responses(prompt)
|
| 56 |
+
|
| 57 |
+
nickname_a = random.choice(arena_config.model_nicknames)
|
| 58 |
+
nickname_b = random.choice(arena_config.model_nicknames)
|
| 59 |
+
|
| 60 |
+
# Format responses for gr.Chatbot
|
| 61 |
+
response_a_formatted = [{"role": "assistant", "content": response_a}]
|
| 62 |
+
response_b_formatted = [{"role": "assistant", "content": response_b}]
|
| 63 |
+
|
| 64 |
+
if random.choice([True, False]):
|
| 65 |
+
return (
|
| 66 |
+
response_a_formatted, response_b_formatted, model_a, model_b,
|
| 67 |
+
gr.update(label=nickname_a, value=response_a_formatted),
|
| 68 |
+
gr.update(label=nickname_b, value=response_b_formatted),
|
| 69 |
+
gr.update(interactive=True, value=f"Vote for {nickname_a}"),
|
| 70 |
+
gr.update(interactive=True, value=f"Vote for {nickname_b}")
|
| 71 |
+
)
|
| 72 |
+
else:
|
| 73 |
+
return (
|
| 74 |
+
response_b_formatted, response_a_formatted, model_b, model_a,
|
| 75 |
+
gr.update(label=nickname_a, value=response_b_formatted),
|
| 76 |
+
gr.update(label=nickname_b, value=response_a_formatted),
|
| 77 |
+
gr.update(interactive=True, value=f"Vote for {nickname_a}"),
|
| 78 |
+
gr.update(interactive=True, value=f"Vote for {nickname_b}")
|
| 79 |
+
)
|
| 80 |
+
|
| 81 |
+
def record_vote(prompt, left_response, right_response, left_model, right_model, choice):
|
| 82 |
+
# Check if outputs are generated
|
| 83 |
+
if not left_response or not right_response or not left_model or not right_model:
|
| 84 |
+
return (
|
| 85 |
+
"Please generate responses before voting.",
|
| 86 |
+
gr.update(),
|
| 87 |
+
gr.update(interactive=False),
|
| 88 |
+
gr.update(interactive=False),
|
| 89 |
+
gr.update(visible=False),
|
| 90 |
+
gr.update()
|
| 91 |
+
)
|
| 92 |
+
|
| 93 |
+
winner = left_model if choice == "Left is better" else right_model
|
| 94 |
+
loser = right_model if choice == "Left is better" else left_model
|
| 95 |
+
|
| 96 |
+
# Update the leaderboard
|
| 97 |
+
battle_results = update_leaderboard(winner, loser)
|
| 98 |
+
|
| 99 |
+
result_message = f"""
|
| 100 |
+
π Vote recorded! You're awesome! π
|
| 101 |
+
|
| 102 |
+
π΅ In the left corner: {get_human_readable_name(left_model)}
|
| 103 |
+
π΄ In the right corner: {get_human_readable_name(right_model)}
|
| 104 |
+
|
| 105 |
+
π And the champion you picked is... {get_human_readable_name(winner)}! π₯
|
| 106 |
+
"""
|
| 107 |
+
|
| 108 |
+
return (
|
| 109 |
+
gr.update(value=result_message, visible=True), # Show result as Markdown
|
| 110 |
+
get_leaderboard(), # Update leaderboard
|
| 111 |
+
gr.update(interactive=False), # Disable left vote button
|
| 112 |
+
gr.update(interactive=False), # Disable right vote button
|
| 113 |
+
gr.update(visible=True), # Show model names
|
| 114 |
+
get_leaderboard_chart() # Update leaderboard chart
|
| 115 |
+
)
|
| 116 |
+
|
| 117 |
+
def get_leaderboard():
|
| 118 |
+
battle_results = get_current_leaderboard()
|
| 119 |
+
sorted_results = sorted(
|
| 120 |
+
battle_results.items(),
|
| 121 |
+
key=lambda x: (x[1]["wins"], -x[1]["losses"]),
|
| 122 |
+
reverse=True
|
| 123 |
+
)
|
| 124 |
+
leaderboard = """
|
| 125 |
+
<style>
|
| 126 |
+
.leaderboard-table {
|
| 127 |
+
width: 100%;
|
| 128 |
+
border-collapse: collapse;
|
| 129 |
+
font-family: Arial, sans-serif;
|
| 130 |
+
}
|
| 131 |
+
.leaderboard-table th, .leaderboard-table td {
|
| 132 |
+
border: 1px solid #ddd;
|
| 133 |
+
padding: 8px;
|
| 134 |
+
text-align: left;
|
| 135 |
+
}
|
| 136 |
+
.leaderboard-table th {
|
| 137 |
+
background-color: rgba(255, 255, 255, 0.1);
|
| 138 |
+
font-weight: bold;
|
| 139 |
+
}
|
| 140 |
+
.rank-column {
|
| 141 |
+
width: 60px;
|
| 142 |
+
text-align: center;
|
| 143 |
+
}
|
| 144 |
+
.opponent-details {
|
| 145 |
+
font-size: 0.9em;
|
| 146 |
+
color: #888;
|
| 147 |
+
}
|
| 148 |
+
</style>
|
| 149 |
+
<table class='leaderboard-table'>
|
| 150 |
+
<tr>
|
| 151 |
+
<th class='rank-column'>Rank</th>
|
| 152 |
+
<th>Model</th>
|
| 153 |
+
<th>Wins</th>
|
| 154 |
+
<th>Losses</th>
|
| 155 |
+
<th>Win Rate</th>
|
| 156 |
+
<th>Total Battles</th>
|
| 157 |
+
<th>Top Rival</th>
|
| 158 |
+
<th>Toughest Opponent</th>
|
| 159 |
+
</tr>
|
| 160 |
+
"""
|
| 161 |
+
for index, (model, results) in enumerate(sorted_results, start=1):
|
| 162 |
+
total_battles = results["wins"] + results["losses"]
|
| 163 |
+
win_rate = (results["wins"] / total_battles * 100) if total_battles > 0 else 0
|
| 164 |
+
|
| 165 |
+
if index == 1:
|
| 166 |
+
rank_display = "π₯"
|
| 167 |
+
elif index == 2:
|
| 168 |
+
rank_display = "π₯"
|
| 169 |
+
elif index == 3:
|
| 170 |
+
rank_display = "π₯"
|
| 171 |
+
else:
|
| 172 |
+
rank_display = f"{index}"
|
| 173 |
+
|
| 174 |
+
# Find top rival (most wins against)
|
| 175 |
+
top_rival = max(results["opponents"].items(), key=lambda x: x[1]["wins"], default=(None, {"wins": 0}))
|
| 176 |
+
top_rival_name = get_human_readable_name(top_rival[0]) if top_rival[0] else "N/A"
|
| 177 |
+
top_rival_wins = top_rival[1]["wins"]
|
| 178 |
+
|
| 179 |
+
# Find toughest opponent (most losses against)
|
| 180 |
+
toughest_opponent = max(results["opponents"].items(), key=lambda x: x[1]["losses"], default=(None, {"losses": 0}))
|
| 181 |
+
toughest_opponent_name = get_human_readable_name(toughest_opponent[0]) if toughest_opponent[0] else "N/A"
|
| 182 |
+
toughest_opponent_losses = toughest_opponent[1]["losses"]
|
| 183 |
+
|
| 184 |
+
leaderboard += f"""
|
| 185 |
+
<tr>
|
| 186 |
+
<td class='rank-column'>{rank_display}</td>
|
| 187 |
+
<td>{get_human_readable_name(model)}</td>
|
| 188 |
+
<td>{results['wins']}</td>
|
| 189 |
+
<td>{results['losses']}</td>
|
| 190 |
+
<td>{win_rate:.2f}%</td>
|
| 191 |
+
<td>{total_battles}</td>
|
| 192 |
+
<td class='opponent-details'>{top_rival_name} (W: {top_rival_wins})</td>
|
| 193 |
+
<td class='opponent-details'>{toughest_opponent_name} (L: {toughest_opponent_losses})</td>
|
| 194 |
+
</tr>
|
| 195 |
+
"""
|
| 196 |
+
leaderboard += "</table>"
|
| 197 |
+
return leaderboard
|
| 198 |
+
|
| 199 |
+
def get_leaderboard_chart():
|
| 200 |
+
battle_results = get_current_leaderboard()
|
| 201 |
+
sorted_results = sorted(
|
| 202 |
+
battle_results.items(),
|
| 203 |
+
key=lambda x: (x[1]["wins"], -x[1]["losses"]),
|
| 204 |
+
reverse=True
|
| 205 |
+
)
|
| 206 |
+
models = [get_human_readable_name(model) for model, _ in sorted_results]
|
| 207 |
+
wins = [results["wins"] for _, results in sorted_results]
|
| 208 |
+
losses = [results["losses"] for _, results in sorted_results]
|
| 209 |
+
|
| 210 |
+
fig = go.Figure()
|
| 211 |
+
|
| 212 |
+
# Stacked Bar chart for Wins and Losses
|
| 213 |
+
fig.add_trace(go.Bar(
|
| 214 |
+
x=models,
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| 215 |
+
y=wins,
|
| 216 |
+
name='Wins',
|
| 217 |
+
marker_color='#22577a'
|
| 218 |
+
))
|
| 219 |
+
fig.add_trace(go.Bar(
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| 220 |
+
x=models,
|
| 221 |
+
y=losses,
|
| 222 |
+
name='Losses',
|
| 223 |
+
marker_color='#38a3a5'
|
| 224 |
+
))
|
| 225 |
+
|
| 226 |
+
# Update layout for full-width and increased height
|
| 227 |
+
fig.update_layout(
|
| 228 |
+
title='Model Performance',
|
| 229 |
+
xaxis_title='Models',
|
| 230 |
+
yaxis_title='Number of Battles',
|
| 231 |
+
barmode='stack',
|
| 232 |
+
height=800,
|
| 233 |
+
width=1450,
|
| 234 |
+
autosize=True,
|
| 235 |
+
legend=dict(
|
| 236 |
+
orientation='h',
|
| 237 |
+
yanchor='bottom',
|
| 238 |
+
y=1.02,
|
| 239 |
+
xanchor='right',
|
| 240 |
+
x=1
|
| 241 |
+
)
|
| 242 |
+
)
|
| 243 |
+
|
| 244 |
+
return fig
|
| 245 |
+
|
| 246 |
+
def new_battle():
|
| 247 |
+
nickname_a = random.choice(arena_config.model_nicknames)
|
| 248 |
+
nickname_b = random.choice(arena_config.model_nicknames)
|
| 249 |
+
return (
|
| 250 |
+
"", # Reset prompt_input
|
| 251 |
+
gr.update(value=[], label=nickname_a), # Reset left Chatbot
|
| 252 |
+
gr.update(value=[], label=nickname_b), # Reset right Chatbot
|
| 253 |
+
None,
|
| 254 |
+
None,
|
| 255 |
+
gr.update(interactive=False, value=f"Vote for {nickname_a}"),
|
| 256 |
+
gr.update(interactive=False, value=f"Vote for {nickname_b}"),
|
| 257 |
+
gr.update(value="", visible=False),
|
| 258 |
+
gr.update(),
|
| 259 |
+
gr.update(visible=False),
|
| 260 |
+
gr.update()
|
| 261 |
+
)
|
| 262 |
+
|
| 263 |
+
# Add this new function
|
| 264 |
+
def get_human_readable_name(model_name: str) -> str:
|
| 265 |
+
model_dict = dict(arena_config.APPROVED_MODELS)
|
| 266 |
+
return model_dict.get(model_name, model_name)
|
| 267 |
+
|
| 268 |
+
# Add this new function to randomly select a prompt
|
| 269 |
+
def random_prompt():
|
| 270 |
+
return random.choice(arena_config.example_prompts)
|
| 271 |
+
|
| 272 |
+
# Initialize Gradio Blocks
|
| 273 |
+
with gr.Blocks(css="""
|
| 274 |
+
#dice-button {
|
| 275 |
+
min-height: 90px;
|
| 276 |
+
font-size: 35px;
|
| 277 |
+
}
|
| 278 |
+
""") as demo:
|
| 279 |
+
gr.Markdown(arena_config.ARENA_NAME)
|
| 280 |
+
gr.Markdown(arena_config.ARENA_DESCRIPTION)
|
| 281 |
+
|
| 282 |
+
# Battle Arena Tab
|
| 283 |
+
with gr.Tab("Battle Arena"):
|
| 284 |
+
with gr.Row():
|
| 285 |
+
prompt_input = gr.Textbox(
|
| 286 |
+
label="Enter your prompt",
|
| 287 |
+
placeholder="Type your prompt here...",
|
| 288 |
+
scale=20
|
| 289 |
+
)
|
| 290 |
+
random_prompt_btn = gr.Button("π²", scale=1, elem_id="dice-button")
|
| 291 |
+
|
| 292 |
+
gr.Markdown("<br>")
|
| 293 |
+
|
| 294 |
+
# Add the random prompt button functionality
|
| 295 |
+
random_prompt_btn.click(
|
| 296 |
+
random_prompt,
|
| 297 |
+
outputs=prompt_input
|
| 298 |
+
)
|
| 299 |
+
|
| 300 |
+
submit_btn = gr.Button("Generate Responses", variant="primary")
|
| 301 |
+
|
| 302 |
+
with gr.Row():
|
| 303 |
+
left_output = gr.Chatbot(label=random.choice(arena_config.model_nicknames), type="messages")
|
| 304 |
+
right_output = gr.Chatbot(label=random.choice(arena_config.model_nicknames), type="messages")
|
| 305 |
+
|
| 306 |
+
with gr.Row():
|
| 307 |
+
left_vote_btn = gr.Button(f"Vote for {left_output.label}", interactive=False)
|
| 308 |
+
right_vote_btn = gr.Button(f"Vote for {right_output.label}", interactive=False)
|
| 309 |
+
|
| 310 |
+
result = gr.Textbox(label="Result", interactive=False, visible=False)
|
| 311 |
+
|
| 312 |
+
with gr.Row(visible=False) as model_names_row:
|
| 313 |
+
left_model = gr.Textbox(label="π΅ Left Model", interactive=False)
|
| 314 |
+
right_model = gr.Textbox(label="π΄ Right Model", interactive=False)
|
| 315 |
+
|
| 316 |
+
new_battle_btn = gr.Button("New Battle")
|
| 317 |
+
|
| 318 |
+
# Leaderboard Tab
|
| 319 |
+
with gr.Tab("Leaderboard"):
|
| 320 |
+
leaderboard = gr.HTML(label="Leaderboard")
|
| 321 |
+
|
| 322 |
+
# Performance Chart Tab
|
| 323 |
+
with gr.Tab("Performance Chart"):
|
| 324 |
+
leaderboard_chart = gr.Plot(label="Model Performance Chart")
|
| 325 |
+
|
| 326 |
+
# Define interactions
|
| 327 |
+
submit_btn.click(
|
| 328 |
+
battle_arena,
|
| 329 |
+
inputs=prompt_input,
|
| 330 |
+
outputs=[left_output, right_output, left_model, right_model,
|
| 331 |
+
left_output, right_output, left_vote_btn, right_vote_btn]
|
| 332 |
+
)
|
| 333 |
+
|
| 334 |
+
left_vote_btn.click(
|
| 335 |
+
lambda *args: record_vote(*args, "Left is better"),
|
| 336 |
+
inputs=[prompt_input, left_output, right_output, left_model, right_model],
|
| 337 |
+
outputs=[result, leaderboard, left_vote_btn,
|
| 338 |
+
right_vote_btn, model_names_row, leaderboard_chart]
|
| 339 |
+
)
|
| 340 |
+
|
| 341 |
+
right_vote_btn.click(
|
| 342 |
+
lambda *args: record_vote(*args, "Right is better"),
|
| 343 |
+
inputs=[prompt_input, left_output, right_output, left_model, right_model],
|
| 344 |
+
outputs=[result, leaderboard, left_vote_btn,
|
| 345 |
+
right_vote_btn, model_names_row, leaderboard_chart]
|
| 346 |
+
)
|
| 347 |
+
|
| 348 |
+
new_battle_btn.click(
|
| 349 |
+
new_battle,
|
| 350 |
+
outputs=[prompt_input, left_output, right_output, left_model,
|
| 351 |
+
right_model, left_vote_btn, right_vote_btn,
|
| 352 |
+
result, leaderboard, model_names_row, leaderboard_chart]
|
| 353 |
+
)
|
| 354 |
+
|
| 355 |
+
# Update leaderboard and chart on launch
|
| 356 |
+
demo.load(get_leaderboard, outputs=leaderboard)
|
| 357 |
+
demo.load(get_leaderboard_chart, outputs=leaderboard_chart)
|
| 358 |
+
|
| 359 |
+
if __name__ == "__main__":
|
| 360 |
+
demo.launch()
|