Spaces:
Running
on
A100
Running
on
A100
Lasha
commited on
Commit
Β·
ec0660a
1
Parent(s):
923f86f
Add proxy
Browse files- README.md +2 -2
- app.py +115 -5
- packages.txt +1 -0
- requirements.txt +1 -0
README.md
CHANGED
|
@@ -1,13 +1,13 @@
|
|
| 1 |
---
|
| 2 |
title: Music Flamingo
|
| 3 |
-
emoji:
|
| 4 |
colorFrom: yellow
|
| 5 |
colorTo: purple
|
| 6 |
sdk: gradio
|
| 7 |
sdk_version: 5.49.1
|
| 8 |
python_version: 3.12
|
| 9 |
app_file: app.py
|
| 10 |
-
pinned:
|
| 11 |
license: apache-2.0
|
| 12 |
---
|
| 13 |
|
|
|
|
| 1 |
---
|
| 2 |
title: Music Flamingo
|
| 3 |
+
emoji: π΅
|
| 4 |
colorFrom: yellow
|
| 5 |
colorTo: purple
|
| 6 |
sdk: gradio
|
| 7 |
sdk_version: 5.49.1
|
| 8 |
python_version: 3.12
|
| 9 |
app_file: app.py
|
| 10 |
+
pinned: true
|
| 11 |
license: apache-2.0
|
| 12 |
---
|
| 13 |
|
app.py
CHANGED
|
@@ -1,17 +1,123 @@
|
|
|
|
|
| 1 |
import gradio as gr
|
| 2 |
import yt_dlp
|
| 3 |
import os
|
| 4 |
import tempfile
|
| 5 |
import re
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6 |
|
| 7 |
from transformers import AutoModel, AutoProcessor
|
| 8 |
|
| 9 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
|
| 11 |
MODEL_ID = "nvidia/music-flamingo-hf"
|
| 12 |
HERO_IMAGE_URL = "https://musicflamingo.github.io/logo-no-bg.png"
|
| 13 |
HERO_TITLE = "Music Flamingo: Scaling Music Understanding in Audio Language Models"
|
| 14 |
-
HERO_SUBTITLE = "Upload
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 15 |
APP_CSS = """
|
| 16 |
:root {
|
| 17 |
--font-sans: ui-sans-serif, system-ui, sans-serif,
|
|
@@ -40,7 +146,7 @@ body {
|
|
| 40 |
display: flex;
|
| 41 |
flex-direction: column;
|
| 42 |
align-items: center;
|
| 43 |
-
gap:
|
| 44 |
padding: 24px 24px 32px;
|
| 45 |
text-align: center;
|
| 46 |
}
|
|
@@ -179,8 +285,8 @@ EXAMPLE_AUDIO_PROMPTS = [
|
|
| 179 |
"Which line directly precedes the chorus?",
|
| 180 |
],
|
| 181 |
]
|
| 182 |
-
processor = AutoProcessor.from_pretrained(MODEL_ID
|
| 183 |
-
model = AutoModel.from_pretrained(MODEL_ID,
|
| 184 |
|
| 185 |
_youtube_cache = {}
|
| 186 |
|
|
@@ -283,6 +389,8 @@ def download_youtube_audio(url, force_reload=False):
|
|
| 283 |
],
|
| 284 |
"noplaylist": True,
|
| 285 |
}
|
|
|
|
|
|
|
| 286 |
|
| 287 |
with yt_dlp.YoutubeDL(ydl_opts) as ydl:
|
| 288 |
info = ydl.extract_info(url, download=False)
|
|
@@ -372,6 +480,8 @@ with gr.Blocks(css=APP_CSS, theme=gr.themes.Soft(primary_hue="purple", secondary
|
|
| 372 |
<img src="{HERO_IMAGE_URL}" alt="Music Flamingo logo" class="hero__logo" />
|
| 373 |
<h1 class="hero__title">{HERO_TITLE}</h1>
|
| 374 |
<p class="hero__subtitle">{HERO_SUBTITLE}</p>
|
|
|
|
|
|
|
| 375 |
</div>
|
| 376 |
"""
|
| 377 |
)
|
|
|
|
| 1 |
+
import shutil
|
| 2 |
import gradio as gr
|
| 3 |
import yt_dlp
|
| 4 |
import os
|
| 5 |
import tempfile
|
| 6 |
import re
|
| 7 |
+
import subprocess
|
| 8 |
+
import socket
|
| 9 |
+
import time
|
| 10 |
+
import atexit
|
| 11 |
|
| 12 |
from transformers import AutoModel, AutoProcessor
|
| 13 |
|
| 14 |
+
PROXY_URL = None
|
| 15 |
+
_tunnel_proc = None
|
| 16 |
+
|
| 17 |
+
|
| 18 |
+
def _write_temp_key_and_kh(key_str, kh_line):
|
| 19 |
+
key_clean = key_str.replace("\r\n", "\n").replace("\r", "\n")
|
| 20 |
+
if not key_clean.endswith("\n"):
|
| 21 |
+
key_clean += "\n"
|
| 22 |
+
keyf = tempfile.NamedTemporaryFile("w", delete=False)
|
| 23 |
+
keyf.write(key_clean)
|
| 24 |
+
keyf.flush()
|
| 25 |
+
os.chmod(keyf.name, 0o600)
|
| 26 |
+
keyf.close()
|
| 27 |
+
khf = tempfile.NamedTemporaryFile("w", delete=False)
|
| 28 |
+
khf.write(kh_line.strip() + "\n")
|
| 29 |
+
khf.flush()
|
| 30 |
+
khf.close()
|
| 31 |
+
return keyf.name, khf.name
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
def _validate_private_key(path):
|
| 35 |
+
if not shutil.which("ssh-keygen"):
|
| 36 |
+
return True
|
| 37 |
+
try:
|
| 38 |
+
subprocess.check_output(["ssh-keygen", "-y", "-f", path], stderr=subprocess.STDOUT)
|
| 39 |
+
return True
|
| 40 |
+
except subprocess.CalledProcessError:
|
| 41 |
+
return False
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
def _ensure_local_socks_tunnel():
|
| 45 |
+
global PROXY_URL, _tunnel_proc
|
| 46 |
+
if PROXY_URL:
|
| 47 |
+
return
|
| 48 |
+
srv = os.getenv("SSH_SERVER")
|
| 49 |
+
port = os.getenv("SSH_PORT", "22")
|
| 50 |
+
key = os.getenv("SSH_PRIVATE_KEY")
|
| 51 |
+
hk = os.getenv("SSH_HOSTKEY")
|
| 52 |
+
if not (srv and key and hk and shutil.which("ssh")):
|
| 53 |
+
return
|
| 54 |
+
key_path, kh_path = _write_temp_key_and_kh(key, hk)
|
| 55 |
+
if not _validate_private_key(key_path):
|
| 56 |
+
return
|
| 57 |
+
cmd = [
|
| 58 |
+
"ssh","-NT","-p", port,"-i", key_path,
|
| 59 |
+
"-D","127.0.0.1:1080",
|
| 60 |
+
"-o","IdentitiesOnly=yes",
|
| 61 |
+
"-o","ExitOnForwardFailure=yes",
|
| 62 |
+
"-o","BatchMode=yes",
|
| 63 |
+
"-o","StrictHostKeyChecking=yes",
|
| 64 |
+
"-o", f"UserKnownHostsFile={kh_path}",
|
| 65 |
+
"-o","GlobalKnownHostsFile=/dev/null",
|
| 66 |
+
"-o","ServerAliveInterval=30","-o","ServerAliveCountMax=3",
|
| 67 |
+
srv,
|
| 68 |
+
]
|
| 69 |
+
with open("/tmp/ssh_tunnel.log", "w") as lf:
|
| 70 |
+
_tunnel_proc = subprocess.Popen(cmd, stdout=lf, stderr=lf)
|
| 71 |
+
for _ in range(40):
|
| 72 |
+
if _tunnel_proc.poll() is not None:
|
| 73 |
+
return
|
| 74 |
+
try:
|
| 75 |
+
socket.create_connection(("127.0.0.1", 1080), 0.5).close()
|
| 76 |
+
PROXY_URL = "socks5h://127.0.0.1:1080"
|
| 77 |
+
break
|
| 78 |
+
except OSError:
|
| 79 |
+
time.sleep(0.25)
|
| 80 |
+
atexit.register(lambda: _tunnel_proc and _tunnel_proc.terminate())
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
_ensure_local_socks_tunnel()
|
| 84 |
+
|
| 85 |
|
| 86 |
MODEL_ID = "nvidia/music-flamingo-hf"
|
| 87 |
HERO_IMAGE_URL = "https://musicflamingo.github.io/logo-no-bg.png"
|
| 88 |
HERO_TITLE = "Music Flamingo: Scaling Music Understanding in Audio Language Models"
|
| 89 |
+
HERO_SUBTITLE = "Upload a song and ask anything β including captions, lyrics, genre, key, chords, or complex questions. Music Flamingo gives detailed answers."
|
| 90 |
+
HERO_AUTHORS = """
|
| 91 |
+
<div style="margin-top: 8px; margin-bottom: 4px; padding: 8px 20px; text-align: center; max-width: 900px; margin-inline: auto;">
|
| 92 |
+
<p style="font-size: 0.95rem; line-height: 1.6; margin-bottom: 10px;">
|
| 93 |
+
<strong>Authors:</strong> Sreyan Ghosh<sup>1,2*</sup>, Arushi Goel<sup>1*</sup>, Lasha Koroshinadze<sup>2**</sup>, Sang-gil Lee<sup>1</sup>, Zhifeng Kong<sup>1</sup>, Joao Felipe Santos<sup>1</sup>,<br>Ramani Duraiswami<sup>2</sup>, Dinesh Manocha<sup>2</sup>, Wei Ping<sup>1</sup>, Mohammad Shoeybi<sup>1</sup>, Bryan Catanzaro<sup>1</sup>
|
| 94 |
+
</p>
|
| 95 |
+
<p style="font-size: 0.88rem; opacity: 0.75; margin-bottom: 8px;">
|
| 96 |
+
<sup>1</sup>NVIDIA, CA, USA | <sup>2</sup>University of Maryland, College Park, USA
|
| 97 |
+
</p>
|
| 98 |
+
<p style="font-size: 0.82rem; opacity: 0.65; font-style: italic; margin-bottom: 6px;">
|
| 99 |
+
*Equally contributed and led the project. Names randomly ordered. **Significant technical contribution.
|
| 100 |
+
</p>
|
| 101 |
+
<p style="font-size: 0.85rem; opacity: 0.7; margin-bottom: 0;">
|
| 102 |
+
<strong>Correspondence:</strong> <a href="mailto:sreyang@umd.edu" style="color: inherit; text-decoration: underline;">sreyang@umd.edu</a>, <a href="mailto:arushig@nvidia.com" style="color: inherit; text-decoration: underline;">arushig@nvidia.com</a>
|
| 103 |
+
</p>
|
| 104 |
+
</div>
|
| 105 |
+
"""
|
| 106 |
+
HERO_BADGES = """
|
| 107 |
+
<div style="display: flex; justify-content: center; margin-top: 6px; align-items: center;">
|
| 108 |
+
<div style="display: flex; justify-content: center; flex-wrap: wrap; gap: 8px;">
|
| 109 |
+
<a href="https://research.nvidia.com/labs/adlr/MF/"><img src="https://img.shields.io/badge/Demo page-228B22" alt="Demo page"></a>
|
| 110 |
+
<a href="https://github.com/NVIDIA/audio-flamingo"><img src='https://img.shields.io/badge/Github-Audio Flamingo 3-9C276A' alt="Github"></a>
|
| 111 |
+
<a href="https://github.com/NVIDIA/audio-flamingo/stargazers"><img src="https://img.shields.io/github/stars/NVIDIA/audio-flamingo.svg?style=social" alt="Stars"></a>
|
| 112 |
+
<a href="https://huggingface.co/nvidia/music-flamingo">
|
| 113 |
+
<img src="https://img.shields.io/badge/π€-Checkpoints-ED5A22.svg" alt="Checkpoints">
|
| 114 |
+
</a>
|
| 115 |
+
<a href="https://huggingface.co/datasets/nvidia/MF-Skills">
|
| 116 |
+
<img src="https://img.shields.io/badge/π€-Dataset: MF--Skills-ED5A22.svg" alt="Dataset">
|
| 117 |
+
</a>
|
| 118 |
+
</div>
|
| 119 |
+
</div>
|
| 120 |
+
"""
|
| 121 |
APP_CSS = """
|
| 122 |
:root {
|
| 123 |
--font-sans: ui-sans-serif, system-ui, sans-serif,
|
|
|
|
| 146 |
display: flex;
|
| 147 |
flex-direction: column;
|
| 148 |
align-items: center;
|
| 149 |
+
gap: 12px;
|
| 150 |
padding: 24px 24px 32px;
|
| 151 |
text-align: center;
|
| 152 |
}
|
|
|
|
| 285 |
"Which line directly precedes the chorus?",
|
| 286 |
],
|
| 287 |
]
|
| 288 |
+
processor = AutoProcessor.from_pretrained(MODEL_ID)
|
| 289 |
+
model = AutoModel.from_pretrained(MODEL_ID, device_map="auto").eval()
|
| 290 |
|
| 291 |
_youtube_cache = {}
|
| 292 |
|
|
|
|
| 389 |
],
|
| 390 |
"noplaylist": True,
|
| 391 |
}
|
| 392 |
+
if PROXY_URL:
|
| 393 |
+
ydl_opts["proxy"] = PROXY_URL
|
| 394 |
|
| 395 |
with yt_dlp.YoutubeDL(ydl_opts) as ydl:
|
| 396 |
info = ydl.extract_info(url, download=False)
|
|
|
|
| 480 |
<img src="{HERO_IMAGE_URL}" alt="Music Flamingo logo" class="hero__logo" />
|
| 481 |
<h1 class="hero__title">{HERO_TITLE}</h1>
|
| 482 |
<p class="hero__subtitle">{HERO_SUBTITLE}</p>
|
| 483 |
+
{HERO_AUTHORS}
|
| 484 |
+
{HERO_BADGES}
|
| 485 |
</div>
|
| 486 |
"""
|
| 487 |
)
|
packages.txt
CHANGED
|
@@ -1,3 +1,4 @@
|
|
| 1 |
ffmpeg
|
| 2 |
libsndfile1
|
| 3 |
git
|
|
|
|
|
|
| 1 |
ffmpeg
|
| 2 |
libsndfile1
|
| 3 |
git
|
| 4 |
+
openssh-client
|
requirements.txt
CHANGED
|
@@ -7,3 +7,4 @@ librosa
|
|
| 7 |
soundfile
|
| 8 |
yt-dlp
|
| 9 |
gradio
|
|
|
|
|
|
| 7 |
soundfile
|
| 8 |
yt-dlp
|
| 9 |
gradio
|
| 10 |
+
pysocks
|