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on
A100
Running
on
A100
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
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@@ -33,3 +33,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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static/af3_main_diagram-1.png filter=lfs diff=lfs merge=lfs -text
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static/af3_radial-1.png filter=lfs diff=lfs merge=lfs -text
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static/chat/audio1.mp3 filter=lfs diff=lfs merge=lfs -text
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static/chat/audio2.mp3 filter=lfs diff=lfs merge=lfs -text
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static/logo-no-bg.png filter=lfs diff=lfs merge=lfs -text
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static/voice/voice_2.mp3 filter=lfs diff=lfs merge=lfs -text
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app.py
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import gradio as gr
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import torch
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import llava
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from peft import PeftModel
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import os
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from huggingface_hub import snapshot_download
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# ---------------------------------
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# MULTI-TURN MODEL SETUP
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# ---------------------------------
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MODEL_BASE_MULTI = snapshot_download(repo_id="nvidia/audio-flamingo-3-chat")
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model_multi = llava.load(MODEL_BASE_MULTI, model_base=None, devices=[0])
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generation_config_multi = model_multi.default_generation_config
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# ---------------------------------
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# MULTI-TURN INFERENCE FUNCTION
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# ---------------------------------
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def multi_turn_chat(user_input, audio_file, history, current_audio):
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try:
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if audio_file is not None:
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current_audio = audio_file # Update state if a new file is uploaded
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if current_audio is None:
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return history + [("System", "β Please upload an audio file before chatting.")], history, current_audio
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sound = llava.Sound(current_audio)
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prompt = f"<sound>\n{user_input}"
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response = model_multi.generate_content([sound, prompt], generation_config=generation_config_multi)
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history.append((user_input, response))
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return history, history, current_audio
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except Exception as e:
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history.append((user_input, f"β Error: {str(e)}"))
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return history, history, current_audio
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def speech_prompt_infer(audio_prompt_file):
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try:
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sound = llava.Sound(audio_prompt_file)
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full_prompt = "<sound>"
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response = model_multi.generate_content([sound, full_prompt], generation_config=generation_config_multi)
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return response
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except Exception as e:
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return f"β Error: {str(e)}"
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# ---------------------------------
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# INTERFACE
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# ---------------------------------
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with gr.Blocks(css="""
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.gradio-container {
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max-width: 100% !important;
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width: 100% !important;
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margin: 0 !important;
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padding: 0 !important;
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}
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#component-0, .gr-block.gr-box {
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width: 100% !important;
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}
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.gr-block.gr-box, .gr-column, .gr-row {
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padding: 0 !important;
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margin: 0 !important;
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}
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""") as demo:
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with gr.Column():
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gr.HTML("""
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<div align="center">
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<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;">
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<h2><strong>Audio Flamingo 3</strong></h2>
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<p><em>Advancing Audio Intelligence with Fully Open Large Audio-Language Models</em></p>
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</div>
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<div align="center" style="margin-top: 10px;">
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<a href="https://arxiv.org/abs/2507.08128">
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<img src="https://img.shields.io/badge/arXiv-2503.03983-AD1C18" alt="arXiv" style="display:inline;">
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</a>
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<a href="https://research.nvidia.com/labs/adlr/AF3/">
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<img src="https://img.shields.io/badge/Demo%20page-228B22" alt="Demo Page" style="display:inline;">
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</a>
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<a href="https://github.com/NVIDIA/audio-flamingo">
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<img src="https://img.shields.io/badge/Github-Audio_Flamingo_3-9C276A" alt="GitHub" style="display:inline;">
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</a>
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<a href="https://github.com/NVIDIA/audio-flamingo/stargazers">
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<img src="https://img.shields.io/github/stars/NVIDIA/audio-flamingo.svg?style=social" alt="GitHub Stars" style="display:inline;">
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</a>
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</div>
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<div align="center" style="display: flex; justify-content: center; margin-top: 10px; flex-wrap: wrap; gap: 5px;">
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<a href="https://huggingface.co/nvidia/audio-flamingo-3">
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<img src="https://img.shields.io/badge/π€-Checkpoints-ED5A22.svg">
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</a>
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<a href="https://huggingface.co/nvidia/audio-flamingo-3-chat">
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<img src="https://img.shields.io/badge/π€-Checkpoints_(Chat)-ED5A22.svg">
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</a>
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</div>
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<div align="center" style="display: flex; justify-content: center; margin-top: 10px; flex-wrap: wrap; gap: 5px;">
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<a href="https://huggingface.co/datasets/nvidia/AudioSkills">
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<img src="https://img.shields.io/badge/π€-Dataset:_AudioSkills--XL-ED5A22.svg">
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</a>
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<a href="https://huggingface.co/datasets/nvidia/LongAudio">
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<img src="https://img.shields.io/badge/π€-Dataset:_LongAudio--XL-ED5A22.svg">
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</a>
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<a href="https://huggingface.co/datasets/nvidia/AF-Chat">
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<img src="https://img.shields.io/badge/π€-Dataset:_AF--Chat-ED5A22.svg">
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</a>
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<a href="https://huggingface.co/datasets/nvidia/AF-Think">
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<img src="https://img.shields.io/badge/π€-Dataset:_AF--Think-ED5A22.svg">
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</a>
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</div>
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""")
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# gr.Markdown("#### NVIDIA (2025)")
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with gr.Tabs():
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# ---------------- MULTI-TURN CHAT ----------------
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with gr.Tab("π¬ Multi-Turn Chat"):
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chatbot = gr.Chatbot(label="Audio Chatbot")
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audio_input_multi = gr.Audio(type="filepath", label="Upload or Replace Audio Context")
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user_input_multi = gr.Textbox(label="Your message", placeholder="Ask a question about the audio...", lines=8)
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btn_multi = gr.Button("Send")
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history_state = gr.State([]) # Chat history
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current_audio_state = gr.State(None) # Most recent audio file path
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btn_multi.click(
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fn=multi_turn_chat,
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inputs=[user_input_multi, audio_input_multi, history_state, current_audio_state],
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outputs=[chatbot, history_state, current_audio_state]
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)
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gr.Examples(
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examples=[
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["static/chat/audio1.mp3", "This track feels really peaceful and introspective. What elements make it feel so calming and meditative?"],
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["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?"],
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],
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inputs=[audio_input_multi, user_input_multi],
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label="π§ͺ Try Examples"
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)
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with gr.Tab("π£οΈ Speech Prompt"):
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gr.Markdown("Use your **voice** to talk to the model.")
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with gr.Row():
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with gr.Column():
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speech_input = gr.Audio(type="filepath", label="Speak or Upload Audio")
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btn_speech = gr.Button("Submit")
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gr.Examples(
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examples=[
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["static/voice/voice_0.mp3"],
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["static/voice/voice_1.mp3"],
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["static/voice/voice_2.mp3"],
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],
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inputs=speech_input,
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label="π§ͺ Try Examples"
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)
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with gr.Column():
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response_box = gr.Textbox(label="Model Response", lines=15)
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btn_speech.click(fn=speech_prompt_infer, inputs=speech_input, outputs=response_box)
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# ---------------- ABOUT ----------------
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with gr.Tab("π About"):
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gr.Markdown("""
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### π Overview
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**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:
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(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;
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(ii) flexible, on-demand thinking, allowing the model to do chain-of-thought reasoning before answering;
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(iii) multi-turn, multi-audio chat;
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(iv) long audio understanding and reasoning (including speech) up to 10 minutes; and
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(v) voice-to-voice interaction.
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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.
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**Key Features:**
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π‘ Audio Flamingo 3 has strong audio, music and speech understanding capabilities.
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π‘ Audio Flamingo 3 supports on-demand thinking for chain-of-though reasoning.
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π‘ Audio Flamingo 3 supports long audio and speech understanding for audios up to 10 minutes.
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π‘ Audio Flamingo 3 can have multi-turn, multi-audio chat with users under complex context.
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π‘ Audio Flamingo 3 has voice-to-voice conversation abilities.
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""")
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gr.Markdown("Β© 2025 NVIDIA | Built with β€οΈ using Gradio + PyTorch")
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# -----------------------
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# Launch App
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# -----------------------
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if __name__ == "__main__":
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demo.launch(share=True)
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static/af3_main_diagram-1.png
ADDED
![]() |
Git LFS Details
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static/af3_radial-1.png
ADDED
![]() |
Git LFS Details
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static/chat/.DS_Store
ADDED
Binary file (6.15 kB). View file
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static/chat/audio1.mp3
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:927a50999b06065d1e2d728710e54e4205efce7714970f53c1f4e355923034a0
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size 480621
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static/chat/audio2.mp3
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version https://git-lfs.github.com/spec/v1
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oid sha256:5a58b3ae4e71f0cfb54fbdcb3bb22c710b61dcb6865d3289c4a86054d0648653
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size 481005
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static/logo-no-bg.png
ADDED
![]() |
Git LFS Details
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static/voice/.DS_Store
ADDED
Binary file (6.15 kB). View file
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static/voice/voice_0.mp3
ADDED
Binary file (85.4 kB). View file
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static/voice/voice_1.mp3
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Binary file (73 kB). View file
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static/voice/voice_2.mp3
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:59ed5f5d55bffd6728d26936ec733b8a01c0e5fcbab5f0c859fd37e56198e069
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size 203040
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