AudioLDM 2

Latent diffusion model for text-to-audio, music, and speech generation.

Open SourceSelf HostedOffline CapableGPU Required (8GB+ VRAM)
0.0 (0)

About

AudioLDM 2 generates audio from text using a unified latent diffusion approach that covers text-to-audio, text-to-music, and text-to-speech within one framework built on a shared representation of sound. Developed by Haohe Liu and colleagues at CVSSP, University of Surrey, and published in IEEE/ACM Transactions on Audio, Speech, and Language Processing, it ships seven checkpoints including a general-purpose full model, a 48kHz high-fidelity variant, a music-focused model, and speech models trained on GigaSpeech and LJSpeech. Inference runs on CUDA, CPU, or Apple MPS devices, and a Hugging Face Diffusers integration speeds generation up roughly three times while enabling arbitrary-length output. Users work through a command-line interface, a Gradio web app, or the Diffusers API, tuning guidance scale, sampling steps, and seed. The code and models are open source, and the typical audience is audio ML researchers, sound designers, and developers prototyping generative audio features.

Should you use AudioLDM 2?

Pick it when

Pick AudioLDM 2 when you want one framework covering sound effects, music, and speech, including a 48 kHz checkpoint, and need it to run on CUDA, CPU, or Apple MPS through Diffusers, the CLI, or a Gradio app.

Look elsewhere when

Skip it for commercial products, since the repo is CC BY-NC-SA 4.0, or for full songs with sung lyrics, which ACE-Step handles. For production sound effects, Stable Audio Open documents its CC-licensed training data.

Alternatives to AudioLDM 2

  • AudioLDM

    Older predecessor with no dedicated music or speech checkpoints, only worth running to reproduce v1 results as a research baseline.

  • Stable Audio Open

    Stereo 44.1 kHz up to 47 seconds from documented CC-licensed data, with smaller commercial use allowed, but no speech checkpoints or realistic vocals.

  • TangoFlux

    About 3.7 seconds for 30 seconds of 44.1 kHz audio, a fast loop for prompt testing, but no music or speech checkpoints and research-only terms.

  • AudioCraft

    MusicGen and AudioGen split music and sound into separate models with training code, a stronger research base, though its weights are also non-commercial.

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Details

Price
Free
Platform
Local/Desktop
Difficulty
Intermediate (3/5)
Minimum VRAM
8 GB
Added
Apr 3, 2026

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