Spaces:
Runtime error
Runtime error
Upload 11 files
Browse files- .gitattributes +6 -0
- app.py +198 -0
- static/af3_main_diagram-1.png +3 -0
- static/af3_radial-1.png +3 -0
- static/chat/.DS_Store +0 -0
- static/chat/audio1.mp3 +3 -0
- static/chat/audio2.mp3 +3 -0
- static/logo-no-bg.png +3 -0
- static/voice/.DS_Store +0 -0
- static/voice/voice_0.mp3 +0 -0
- static/voice/voice_1.mp3 +0 -0
- static/voice/voice_2.mp3 +3 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
static/af3_main_diagram-1.png filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
static/af3_radial-1.png filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
static/chat/audio1.mp3 filter=lfs diff=lfs merge=lfs -text
|
| 39 |
+
static/chat/audio2.mp3 filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
static/logo-no-bg.png filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
static/voice/voice_2.mp3 filter=lfs diff=lfs merge=lfs -text
|
app.py
ADDED
|
@@ -0,0 +1,198 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import torch
|
| 3 |
+
import llava
|
| 4 |
+
from peft import PeftModel
|
| 5 |
+
import os
|
| 6 |
+
from huggingface_hub import snapshot_download
|
| 7 |
+
|
| 8 |
+
# ---------------------------------
|
| 9 |
+
# MULTI-TURN MODEL SETUP
|
| 10 |
+
# ---------------------------------
|
| 11 |
+
MODEL_BASE_MULTI = snapshot_download(repo_id="nvidia/audio-flamingo-3-chat")
|
| 12 |
+
model_multi = llava.load(MODEL_BASE_MULTI, model_base=None, devices=[0])
|
| 13 |
+
generation_config_multi = model_multi.default_generation_config
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
# ---------------------------------
|
| 17 |
+
# MULTI-TURN INFERENCE FUNCTION
|
| 18 |
+
# ---------------------------------
|
| 19 |
+
def multi_turn_chat(user_input, audio_file, history, current_audio):
|
| 20 |
+
try:
|
| 21 |
+
if audio_file is not None:
|
| 22 |
+
current_audio = audio_file # Update state if a new file is uploaded
|
| 23 |
+
|
| 24 |
+
if current_audio is None:
|
| 25 |
+
return history + [("System", "β Please upload an audio file before chatting.")], history, current_audio
|
| 26 |
+
|
| 27 |
+
sound = llava.Sound(current_audio)
|
| 28 |
+
prompt = f"<sound>\n{user_input}"
|
| 29 |
+
|
| 30 |
+
response = model_multi.generate_content([sound, prompt], generation_config=generation_config_multi)
|
| 31 |
+
|
| 32 |
+
history.append((user_input, response))
|
| 33 |
+
return history, history, current_audio
|
| 34 |
+
except Exception as e:
|
| 35 |
+
history.append((user_input, f"β Error: {str(e)}"))
|
| 36 |
+
return history, history, current_audio
|
| 37 |
+
def speech_prompt_infer(audio_prompt_file):
|
| 38 |
+
try:
|
| 39 |
+
sound = llava.Sound(audio_prompt_file)
|
| 40 |
+
full_prompt = "<sound>"
|
| 41 |
+
response = model_multi.generate_content([sound, full_prompt], generation_config=generation_config_multi)
|
| 42 |
+
return response
|
| 43 |
+
except Exception as e:
|
| 44 |
+
return f"β Error: {str(e)}"
|
| 45 |
+
# ---------------------------------
|
| 46 |
+
# INTERFACE
|
| 47 |
+
# ---------------------------------
|
| 48 |
+
with gr.Blocks(css="""
|
| 49 |
+
.gradio-container {
|
| 50 |
+
max-width: 100% !important;
|
| 51 |
+
width: 100% !important;
|
| 52 |
+
margin: 0 !important;
|
| 53 |
+
padding: 0 !important;
|
| 54 |
+
}
|
| 55 |
+
#component-0, .gr-block.gr-box {
|
| 56 |
+
width: 100% !important;
|
| 57 |
+
}
|
| 58 |
+
.gr-block.gr-box, .gr-column, .gr-row {
|
| 59 |
+
padding: 0 !important;
|
| 60 |
+
margin: 0 !important;
|
| 61 |
+
}
|
| 62 |
+
""") as demo:
|
| 63 |
+
|
| 64 |
+
with gr.Column():
|
| 65 |
+
gr.HTML("""
|
| 66 |
+
<div align="center">
|
| 67 |
+
<img src="https://raw.githubusercontent.com/NVIDIA/audio-flamingo/audio_flamingo_3/static/logo-no-bg.png" alt="Audio Flamingo 3 Logo" width="120" style="margin-bottom: 10px;">
|
| 68 |
+
<h2><strong>Audio Flamingo 3</strong></h2>
|
| 69 |
+
<p><em>Advancing Audio Intelligence with Fully Open Large Audio-Language Models</em></p>
|
| 70 |
+
</div>
|
| 71 |
+
|
| 72 |
+
<div align="center" style="margin-top: 10px;">
|
| 73 |
+
<a href="https://arxiv.org/abs/2507.08128">
|
| 74 |
+
<img src="https://img.shields.io/badge/arXiv-2503.03983-AD1C18" alt="arXiv" style="display:inline;">
|
| 75 |
+
</a>
|
| 76 |
+
<a href="https://research.nvidia.com/labs/adlr/AF3/">
|
| 77 |
+
<img src="https://img.shields.io/badge/Demo%20page-228B22" alt="Demo Page" style="display:inline;">
|
| 78 |
+
</a>
|
| 79 |
+
<a href="https://github.com/NVIDIA/audio-flamingo">
|
| 80 |
+
<img src="https://img.shields.io/badge/Github-Audio_Flamingo_3-9C276A" alt="GitHub" style="display:inline;">
|
| 81 |
+
</a>
|
| 82 |
+
<a href="https://github.com/NVIDIA/audio-flamingo/stargazers">
|
| 83 |
+
<img src="https://img.shields.io/github/stars/NVIDIA/audio-flamingo.svg?style=social" alt="GitHub Stars" style="display:inline;">
|
| 84 |
+
</a>
|
| 85 |
+
</div>
|
| 86 |
+
<div align="center" style="display: flex; justify-content: center; margin-top: 10px; flex-wrap: wrap; gap: 5px;">
|
| 87 |
+
<a href="https://huggingface.co/nvidia/audio-flamingo-3">
|
| 88 |
+
<img src="https://img.shields.io/badge/π€-Checkpoints-ED5A22.svg">
|
| 89 |
+
</a>
|
| 90 |
+
<a href="https://huggingface.co/nvidia/audio-flamingo-3-chat">
|
| 91 |
+
<img src="https://img.shields.io/badge/π€-Checkpoints_(Chat)-ED5A22.svg">
|
| 92 |
+
</a>
|
| 93 |
+
</div>
|
| 94 |
+
<div align="center" style="display: flex; justify-content: center; margin-top: 10px; flex-wrap: wrap; gap: 5px;">
|
| 95 |
+
<a href="https://huggingface.co/datasets/nvidia/AudioSkills">
|
| 96 |
+
<img src="https://img.shields.io/badge/π€-Dataset:_AudioSkills--XL-ED5A22.svg">
|
| 97 |
+
</a>
|
| 98 |
+
<a href="https://huggingface.co/datasets/nvidia/LongAudio">
|
| 99 |
+
<img src="https://img.shields.io/badge/π€-Dataset:_LongAudio--XL-ED5A22.svg">
|
| 100 |
+
</a>
|
| 101 |
+
<a href="https://huggingface.co/datasets/nvidia/AF-Chat">
|
| 102 |
+
<img src="https://img.shields.io/badge/π€-Dataset:_AF--Chat-ED5A22.svg">
|
| 103 |
+
</a>
|
| 104 |
+
<a href="https://huggingface.co/datasets/nvidia/AF-Think">
|
| 105 |
+
<img src="https://img.shields.io/badge/π€-Dataset:_AF--Think-ED5A22.svg">
|
| 106 |
+
</a>
|
| 107 |
+
</div>
|
| 108 |
+
""")
|
| 109 |
+
# gr.Markdown("#### NVIDIA (2025)")
|
| 110 |
+
|
| 111 |
+
with gr.Tabs():
|
| 112 |
+
# ---------------- MULTI-TURN CHAT ----------------
|
| 113 |
+
with gr.Tab("π¬ Multi-Turn Chat"):
|
| 114 |
+
chatbot = gr.Chatbot(label="Audio Chatbot")
|
| 115 |
+
audio_input_multi = gr.Audio(type="filepath", label="Upload or Replace Audio Context")
|
| 116 |
+
user_input_multi = gr.Textbox(label="Your message", placeholder="Ask a question about the audio...", lines=8)
|
| 117 |
+
btn_multi = gr.Button("Send")
|
| 118 |
+
history_state = gr.State([]) # Chat history
|
| 119 |
+
current_audio_state = gr.State(None) # Most recent audio file path
|
| 120 |
+
|
| 121 |
+
btn_multi.click(
|
| 122 |
+
fn=multi_turn_chat,
|
| 123 |
+
inputs=[user_input_multi, audio_input_multi, history_state, current_audio_state],
|
| 124 |
+
outputs=[chatbot, history_state, current_audio_state]
|
| 125 |
+
)
|
| 126 |
+
gr.Examples(
|
| 127 |
+
examples=[
|
| 128 |
+
["static/chat/audio1.mp3", "This track feels really peaceful and introspective. What elements make it feel so calming and meditative?"],
|
| 129 |
+
["static/chat/audio2.mp3", "Switching gears, this one is super energetic and synthetic. If I wanted to remix the calming folk piece into something closer to this, what would you suggest?"],
|
| 130 |
+
],
|
| 131 |
+
inputs=[audio_input_multi, user_input_multi],
|
| 132 |
+
label="π§ͺ Try Examples"
|
| 133 |
+
)
|
| 134 |
+
|
| 135 |
+
with gr.Tab("π£οΈ Speech Prompt"):
|
| 136 |
+
gr.Markdown("Use your **voice** to talk to the model.")
|
| 137 |
+
|
| 138 |
+
with gr.Row():
|
| 139 |
+
with gr.Column():
|
| 140 |
+
speech_input = gr.Audio(type="filepath", label="Speak or Upload Audio")
|
| 141 |
+
btn_speech = gr.Button("Submit")
|
| 142 |
+
gr.Examples(
|
| 143 |
+
examples=[
|
| 144 |
+
["static/voice/voice_0.mp3"],
|
| 145 |
+
["static/voice/voice_1.mp3"],
|
| 146 |
+
["static/voice/voice_2.mp3"],
|
| 147 |
+
],
|
| 148 |
+
inputs=speech_input,
|
| 149 |
+
label="π§ͺ Try Examples"
|
| 150 |
+
)
|
| 151 |
+
with gr.Column():
|
| 152 |
+
response_box = gr.Textbox(label="Model Response", lines=15)
|
| 153 |
+
|
| 154 |
+
btn_speech.click(fn=speech_prompt_infer, inputs=speech_input, outputs=response_box)
|
| 155 |
+
|
| 156 |
+
|
| 157 |
+
# ---------------- ABOUT ----------------
|
| 158 |
+
with gr.Tab("π About"):
|
| 159 |
+
gr.Markdown("""
|
| 160 |
+
### π Overview
|
| 161 |
+
|
| 162 |
+
**Audio Flamingo 3** is a fully open state-of-the-art (SOTA) large audio-language model that advances reasoning and understanding across speech, sound, and music. AF3 introduces:
|
| 163 |
+
|
| 164 |
+
(i) AF-Whisper, a unified audio encoder trained using a novel strategy for joint representation learning across all 3 modalities of speech, sound, and music;
|
| 165 |
+
|
| 166 |
+
(ii) flexible, on-demand thinking, allowing the model to do chain-of-thought reasoning before answering;
|
| 167 |
+
|
| 168 |
+
(iii) multi-turn, multi-audio chat;
|
| 169 |
+
|
| 170 |
+
(iv) long audio understanding and reasoning (including speech) up to 10 minutes; and
|
| 171 |
+
|
| 172 |
+
(v) voice-to-voice interaction.
|
| 173 |
+
|
| 174 |
+
To enable these capabilities, we propose several large-scale training datasets curated using novel strategies, including AudioSkills-XL, LongAudio-XL, AF-Think, and AF-Chat, and train AF3 with a novel five-stage curriculum-based training strategy. Trained on only open-source audio data, AF3 achieves new SOTA results on over 20+ (long) audio understanding and reasoning benchmarks, surpassing both open-weight and closed-source models trained on much larger datasets.
|
| 175 |
+
|
| 176 |
+
**Key Features:**
|
| 177 |
+
|
| 178 |
+
π‘ Audio Flamingo 3 has strong audio, music and speech understanding capabilities.
|
| 179 |
+
|
| 180 |
+
π‘ Audio Flamingo 3 supports on-demand thinking for chain-of-though reasoning.
|
| 181 |
+
|
| 182 |
+
π‘ Audio Flamingo 3 supports long audio and speech understanding for audios up to 10 minutes.
|
| 183 |
+
|
| 184 |
+
π‘ Audio Flamingo 3 can have multi-turn, multi-audio chat with users under complex context.
|
| 185 |
+
|
| 186 |
+
π‘ Audio Flamingo 3 has voice-to-voice conversation abilities.
|
| 187 |
+
|
| 188 |
+
|
| 189 |
+
""")
|
| 190 |
+
|
| 191 |
+
gr.Markdown("Β© 2025 NVIDIA | Built with β€οΈ using Gradio + PyTorch")
|
| 192 |
+
|
| 193 |
+
|
| 194 |
+
# -----------------------
|
| 195 |
+
# Launch App
|
| 196 |
+
# -----------------------
|
| 197 |
+
if __name__ == "__main__":
|
| 198 |
+
demo.launch(share=True)
|
static/af3_main_diagram-1.png
ADDED
|
Git LFS Details
|
static/af3_radial-1.png
ADDED
|
Git LFS Details
|
static/chat/.DS_Store
ADDED
|
Binary file (6.15 kB). View file
|
|
|
static/chat/audio1.mp3
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:927a50999b06065d1e2d728710e54e4205efce7714970f53c1f4e355923034a0
|
| 3 |
+
size 480621
|
static/chat/audio2.mp3
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5a58b3ae4e71f0cfb54fbdcb3bb22c710b61dcb6865d3289c4a86054d0648653
|
| 3 |
+
size 481005
|
static/logo-no-bg.png
ADDED
|
Git LFS Details
|
static/voice/.DS_Store
ADDED
|
Binary file (6.15 kB). View file
|
|
|
static/voice/voice_0.mp3
ADDED
|
Binary file (85.4 kB). View file
|
|
|
static/voice/voice_1.mp3
ADDED
|
Binary file (73 kB). View file
|
|
|
static/voice/voice_2.mp3
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:59ed5f5d55bffd6728d26936ec733b8a01c0e5fcbab5f0c859fd37e56198e069
|
| 3 |
+
size 203040
|