AudioLDM 2
Latent diffusion model for text-to-audio, music, and speech generation.
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
- Category
- Music & Audio Generation
- Price
- Free
- Platform
- Local/Desktop
- Difficulty
- Intermediate (3/5)
- Minimum VRAM
- 8 GB
- Added
- Apr 3, 2026