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ACE-Step-1.5

lastmod 2026-02-19created 2026-02-193 edits

The most powerful local music generation model that outperforms most commercial alternatives, supporting Mac, AMD, Intel, and CUDA devices.

A local music generation model that outperforms paid services

About

  • Open-source music generation model that achieves commercial-grade music generation quality like Suno even on ordinary consumer hardware
  • Fast generation of a full song in under 10 seconds (RTX 3090)
  • Can run locally even with 4GB VRAM or less, and supports LoRA-based personalized training to reflect the user's musical style
  • Supports cover generation, repainting (partial regeneration), vocal→BGM conversion, track separation, and multitrack synthesis
  • Structure and style can be controlled with lyric prompts in 50+ languages
  • Performance and quality characteristics
    • Delivers audio quality and style diversity at or above commercial models (Suno v4.5–v5 level)
    • Supports 1000+ instruments and genres, with fine-grained timbre control
    • Supports generating audio up to 10 minutes (600 seconds) long and batch generation of 8 songs at once
  • Built-in LoRA training
    • One-click annotation and training in the Gradio UI
    • Training on 8 songs completes within 1 hour on an RTX 3090 (12GB)
    • Supports advanced LoRA/LoKR fine-tuning and VRAM optimization through the Side-Step module
  • Multi-platform compatibility: supports Mac (MLX), AMD ROCm, Intel XPU, CUDA GPU, and CPU, with automatic environment detection and setup scripts
  • Offers various interfaces
    • Gradio Web UI: intuitive web-based music generation interface
    • Studio UI: DAW-like advanced editing environment
    • Python API / REST API / CLI: supports service integration and automation
  • Multilingual documentation set provided in English, Chinese, Japanese, and Korean
  • MIT License: encourages use for creative, educational, and entertainment purposes, with respect for copyright and cultural sensitivity

Documentations

https://arxiv.org/abs/2602.00744
[2602.00744] ACE-Step 1.5 - Pushing the Boundaries of Open-Source Music Generation

See also

  • Suno
  • NotaGen - symbolic music generation model that composes classical music
  • Music

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