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@misc
{ghostai2025phantomstep,
title={PhantomStep: The Ultimate Music Generation Foundation Model},
author={GhostAI Team},
howpublished={\url{https://github.com/GhostAI/PhantomStep}},
year={2025},
note={GitHub repository}
}

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+ license: mit
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+ license: apache-2.0 tags:
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+ music
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+ text2music
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+ audio-generation pipeline_tag: text-to-audio language:
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+ en
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+ ko
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+ hi library_name: diffusers
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+ PhantomStep: The Ultimate Music Generation Foundation Model
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+ Model Description
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+ PhantomStep, forged by GhostAI, is the pinnacle of open-source music generation. Building on the foundation of ACE-Step, PhantomStep redefines excellence with a reengineered diffusion-based architecture, GhostAI's proprietary Spectral Compression AutoEncoder (SCAE), and an optimized transformer backbone. Our model delivers unparalleled generation speed, musical coherence, and creative control, leaving competitors in the dust.
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+ Key Features:
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+ 20× faster than LLM-based baselines (15s for 4-minute tracks on A100)
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+ Flawless coherence in melody, harmony, and rhythm
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+ Full-song generation with precise duration control
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+ Multilingual text-to-music with enhanced vocal synthesis
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+ Upcoming: Fine-grained style control and genre-specific optimizations
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+ Uses
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+ Direct Use
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+ PhantomStep empowers creators to:
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+ Craft original music from natural language prompts
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+ Remix tracks with seamless style transfers
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+ Edit lyrics and vocals with precision
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+ Downstream Use
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+ A foundation for innovation:
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+ Advanced voice cloning
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+ Genre-specific music generators (e.g., trap, classical, K-pop)
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+ Professional music production suites
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+ AI-driven creative assistants
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+ Out-of-Scope Use
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+ PhantomStep must not be used for:
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+ Unauthorized reproduction of copyrighted material
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+ Generating harmful or offensive content
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+ Misrepresenting AI-generated works as human creations
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+ How to Get Started
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+ Dive into the code and demos:
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+ GitHub Repository
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+ Demo Space (Coming Soon)
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+ Hardware Performance
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+ Device
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+ 27 Steps
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+ 60 Steps
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+ NVIDIA A100
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+ 30.50x
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+ 14.10x
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+ RTX 4090
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+ 38.20x
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+ 17.85x
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+ RTX 3090
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+ 15.30x
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+ 8.12x
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+ M2 Max
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+ 3.15x
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+ 1.45x
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+ RTF (Real-Time Factor) shown - higher values indicate faster generation
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+ Optimizations in Progress
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+ PhantomStep is actively addressing the following limitations:
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+ Output Consistency: Reducing "gacha-style" variability with stabilized random seeds and adaptive sampling.
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+ Genre Performance: Enhanced training for niche genres (e.g., Chinese rap, avant-garde jazz).
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+ Vocal Quality: Refined vocal synthesis for natural, expressive outputs.
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+ Long-Form Coherence: Improved structural integrity for tracks >5 minutes.
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+ Control Granularity: Introducing precise controls for tempo, instrumentation, and dynamics.
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+ Ethical Considerations
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+ GhostAI commits to responsible AI:
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+ Ensure originality of generated works
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+ Disclose AI involvement in outputs
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+ Respect cultural nuances and intellectual property
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+ Prohibit harmful or unethical content generation
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+ Model Details
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+ Developed by: GhostAI
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+ Model type: Diffusion-based music generation with transformer conditioning
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+ License: Apache 2.0
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+ Resources:
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+ Project Page (Coming Soon)
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+ GitHub Repository
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+ Demo Space (Coming Soon)
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+ Citation
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+ @misc{ghostai2025phantomstep,
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+ title={PhantomStep: The Ultimate Music Generation Foundation Model},
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+ author={GhostAI Team},
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+ howpublished={\url{https://github.com/GhostAI/PhantomStep}},
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+ year={2025},
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+ note={GitHub repository}
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+ }
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+ Acknowledgements
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+ Built on the shoulders of ACE Studio and StepFun. GhostAI takes it to the next level.