lukasz-staniszewski / ace-step-tokemb-violin

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Model's Last Updated: August 13 2026

Introduction of ace-step-tokemb-violin

Model Details of ace-step-tokemb-violin

Token-Embedding (TokEmb) Direction — violin (ACE-Step)

Per-concept T5 hidden-state direction for steering ACE-Step audio generation toward the violin concept. At inference, TokEmbSteeringController adds alpha * direction to the concept token's hidden state in the neutral prompt embedding before the diffusion process.

The .pt file is a dict with keys: direction (Tensor[hidden_dim]), concept (str), hidden_dim (int).

Paper

TADA! Tuning Audio Diffusion Models through Activation Steering — https://huggingface.co/papers/2602.11910

Quickstart
from src.steering import SteerableACEModel, TokEmbSteeringController

model = SteerableACEModel(device="cuda")
model.pipeline.load()
ctrl = TokEmbSteeringController.from_pretrained(
    "lukasz-staniszewski/ace-step-tokemb-violin", alpha=1.0, te_split_step=3,
)

with model.steer(ctrl):
    audio = model.generate(
        prompt="instrumental music", lyrics="[inst]",
        audio_duration=10.0, infer_step=30, manual_seed=0,
    )
Metadata
{
  "hidden_dim": 768,
  "direction_file": "violin_direction.pt"
}

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Url of ace-step-tokemb-violin

Provider of ace-step-tokemb-violin huggingface.co

lukasz-staniszewski
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