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import gradio as gr | |
from utils import * | |
import os | |
from leaderboard import build_leaderboard | |
# Custom CSS styling similar to the reference space | |
css = """ | |
/* Custom CSS that works with Ocean theme */ | |
.song-arena-header { | |
text-align: center; | |
padding: 20px; | |
margin-bottom: 20px; | |
border-radius: 10px; | |
} | |
.song-arena-logo { | |
max-width: 150px; | |
border-radius: 10px; | |
box-shadow: 0 4px 8px rgba(0,0,0,0.3); | |
} | |
.song-arena-title { | |
font-size: 28px; | |
margin-bottom: 10px; | |
} | |
.song-arena-subtitle { | |
margin-bottom: 15px; | |
} | |
.song-arena-description { | |
font-size: 16px; | |
margin: 0; | |
} | |
/* Resource links styling */ | |
.resource-links { | |
display: flex; | |
justify-content: center; | |
flex-wrap: wrap; | |
gap: 8px; | |
margin-bottom: 25px; | |
} | |
.resource-link { | |
background-color: #222222; | |
color: #4aedd6; | |
border: 1px solid #333333; | |
padding: 8px 16px; | |
border-radius: 20px; | |
margin: 5px; | |
text-decoration: none; | |
display: inline-block; | |
font-weight: 500; | |
box-shadow: 0 2px 4px rgba(0, 0, 0, 0.3); | |
transition: all 0.2s ease; | |
} | |
.resource-link:hover { | |
background-color: #333333; | |
transform: translateY(-2px); | |
box-shadow: 0 3px 6px rgba(0, 0, 0, 0.4); | |
transition: all 0.2s ease; | |
} | |
.resource-link-icon { | |
margin-right: 5px; | |
} | |
/* Footer styling */ | |
.song-arena-footer { | |
text-align: center; | |
margin-top: 30px; | |
padding: 15px; | |
} | |
/* Research warning */ | |
.research-warning { | |
background-color: #ff4c4c; | |
color: white; | |
text-align: center; | |
padding: 10px; | |
border-radius: 8px; | |
font-weight: bold; | |
margin: 15px 0; | |
} | |
""" | |
def build_demo(): | |
last_updated_path = 'results/last_updated.txt' | |
last_updated_str = '' | |
if os.path.exists(last_updated_path): | |
with open(last_updated_path, 'r') as f: | |
date = f.read() | |
last_updated_str = f"\nLast Updated: {date}" | |
with gr.Blocks(css=css) as demo: | |
state = gr.State() | |
# Header and Paper Information | |
gr.HTML( | |
""" | |
<div class="song-arena-header"> | |
<div style="display: flex; justify-content: center; margin-bottom: 20px;"> | |
<img src="https://i.postimg.cc/3Jx3yZ5b/real-vs-fake-sonics-w-logo.jpg" class="song-arena-logo"> | |
</div> | |
<h1 class="song-arena-title">π΅ Song Arena</h1> | |
<h3 class="song-arena-subtitle">SONICS: Synthetic Or Not - Identifying Counterfeit Songs | ICLR 2025 [Poster]</h3> | |
<p class="song-arena-description"> | |
Can you detect if a song is AI-generated or real? Test your skills! | |
</p> | |
</div> | |
""" | |
) | |
# Resource Links | |
gr.HTML( | |
""" | |
<div class="resource-links"> | |
<a href="https://openreview.net/forum?id=PY7KSh29Z8" target="_blank" class="resource-link"> | |
<span class="resource-link-icon">π</span>Paper | |
</a> | |
<a href="https://huggingface.co/datasets/awsaf49/sonics" target="_blank" class="resource-link"> | |
<span class="resource-link-icon">π΅</span>Dataset | |
</a> | |
<a href="https://huggingface.co/collections/awsaf49/sonics-spectttra-67bb6517b3920fd18e409013" target="_blank" class="resource-link"> | |
<span class="resource-link-icon">π€</span>Models | |
</a> | |
<a href="https://arxiv.org/abs/2408.14080" target="_blank" class="resource-link"> | |
<span class="resource-link-icon">π¬</span>ArXiv | |
</a> | |
<a href="https://github.com/awsaf49/sonics" target="_blank" class="resource-link"> | |
<span class="resource-link-icon">π»</span>GitHub | |
</a> | |
</div> | |
""" | |
) | |
# Research purpose warning | |
gr.HTML( | |
""" | |
<div class="research-warning"> | |
β οΈ FOR RESEARCH PURPOSES ONLY β οΈ | |
</div> | |
""" | |
) | |
with gr.Tab("Song Generation", id=0): | |
gr.Markdown("# π΅ Song Arena\nCan you detect if a song is AI-generated or real?") | |
with gr.Row(): | |
with gr.Column(): | |
gr.Markdown("### π Click on **New Round** for a song!") | |
with gr.Row(): | |
with gr.Column(): | |
model_selector = gr.Markdown("", visible=True) | |
with gr.Row(): | |
with gr.Column(): | |
# heard_btn = gr.Button( | |
# value="π© Heard this song before", visible=False, interactive=False | |
# ) | |
audio = gr.Audio(show_download_button=False) | |
with gr.Row(): | |
real_btn = gr.Button(value="π Real", visible=False, interactive=False) | |
fake_btn = gr.Button( | |
value="π€ Fake", visible=False, interactive=False | |
) | |
btn_list = [fake_btn, real_btn] | |
fake_btn.click( | |
fake_last_response, | |
inputs=[state], | |
outputs=[fake_btn, real_btn, model_selector] | |
) | |
real_btn.click( | |
real_last_response, | |
inputs=[state], | |
outputs=[fake_btn, real_btn, model_selector] | |
) | |
# heard_btn.click(generate_songs, state, [state, audio, model_selector]) | |
new_round_button = gr.Button("π΅ New Round π΅") | |
new_round_button.click(generate_songs, state, [state, audio, model_selector]).then( | |
enable_buttons_side_by_side, | |
inputs=None, | |
outputs=btn_list | |
) | |
# How It Works Section | |
with gr.Accordion("How It Works", open=True): | |
gr.Markdown(""" | |
### The SONICS Game | |
This interactive game challenges you to distinguish between real songs created by humans and those generated by AI. Your votes help us understand how well humans can detect AI-generated music. | |
### Instructions: | |
- Click "New Round" to get a random song | |
- Listen carefully | |
- Vote whether you think it's real (human-created) or fake (AI-generated) | |
- Your scores will be tracked on the leaderboard | |
""") | |
with gr.Tab("Leaderboard", id=1): | |
gr.Markdown("# π Leaderboard π" + last_updated_str) | |
gr.Dataframe( | |
headers=[ | |
"π€/ π", | |
"π³οΈ Num Votes", | |
"π Sensitivity", | |
"π Specificity", | |
"π F-1", | |
], | |
datatype=[ | |
"str", | |
"number", | |
"number", | |
], | |
value=build_leaderboard().values, | |
height=1200, | |
column_widths=[200, 100, 100, 100, 100, 100, 100], | |
wrap=False, | |
) | |
# Footer | |
gr.HTML( | |
""" | |
<div class="song-arena-footer"> | |
<p>SONICS: Synthetic Or Not - Identifying Counterfeit Songs | ICLR 2025</p> | |
<p style="font-size: 12px;">For research purposes only</p> | |
</div> | |
""" | |
) | |
return demo | |
if __name__ == "__main__": | |
demo = build_demo() | |
demo.queue(max_size=20).launch(server_name="0.0.0.0") |