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Create app.py
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app.py
ADDED
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1 |
+
import gradio as gr
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2 |
+
from functools import lru_cache
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3 |
+
import random
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4 |
+
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 |
+
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 |
+
# Initialize logging for errors only
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12 |
+
logging.basicConfig(level=logging.ERROR)
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13 |
+
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 |
+
return [model[0] for model in arena_config.APPROVED_MODELS]
|
18 |
+
|
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 |
+
payload = {
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23 |
+
"model": model,
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24 |
+
"messages": [{"role": "user", "content": prompt}],
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25 |
+
}
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26 |
+
try:
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27 |
+
response = requests.post(
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28 |
+
f"{arena_config.API_URL}/v1/chat/completions",
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29 |
+
headers=arena_config.HEADERS,
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30 |
+
json=payload,
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31 |
+
timeout=100
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32 |
+
)
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33 |
+
response.raise_for_status()
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34 |
+
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:
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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."
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39 |
+
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40 |
+
# Generate responses using two randomly selected models
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41 |
+
def generate_responses(prompt):
|
42 |
+
available_models = get_available_models()
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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)
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47 |
+
model_a, model_b = selected_models
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48 |
+
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49 |
+
model_a_response = call_ollama_api(model_a, prompt)
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50 |
+
model_b_response = call_ollama_api(model_b, prompt)
|
51 |
+
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52 |
+
return model_a_response, model_b_response, model_a, model_b
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53 |
+
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54 |
+
def battle_arena(prompt):
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55 |
+
response_a, response_b, model_a, model_b = generate_responses(prompt)
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56 |
+
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57 |
+
nickname_a = random.choice(arena_config.model_nicknames)
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58 |
+
nickname_b = random.choice(arena_config.model_nicknames)
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59 |
+
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60 |
+
# Format responses for gr.Chatbot
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61 |
+
response_a_formatted = [{"role": "assistant", "content": response_a}]
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62 |
+
response_b_formatted = [{"role": "assistant", "content": response_b}]
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63 |
+
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64 |
+
if random.choice([True, False]):
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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}")
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71 |
+
)
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72 |
+
else:
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73 |
+
return (
|
74 |
+
response_b_formatted, response_a_formatted, model_b, model_a,
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75 |
+
gr.update(label=nickname_a, value=response_b_formatted),
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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,
|
215 |
+
y=wins,
|
216 |
+
name='Wins',
|
217 |
+
marker_color='#22577a'
|
218 |
+
))
|
219 |
+
fig.add_trace(go.Bar(
|
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
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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()
|