# Minimal Techno Overdrive LoRA (ACE-Step v1.5 XL-Base)
A finely-tuned Minimal Techno Style LoRA for the ACE-Step v1.5 XL-Base (4B DiT) architecture. This adapter was meticulously trained on high-quality, loudness-normalized minimal techno loops and tracks to capture hypnotizing sub-basses, crisp percussive rolling elements, and dark modular synthesizer stabs.
Perfect for generating dark, driving, and atmospheric electronic music grooves directly on your hardware.
## Technical Specifications & Training Details
- Base Model: ACE-Step v1.5 XL-Base (Official 4B DiT Base Model)
- Hardware Used: NVIDIA GeForce RTX 3090 (24GB VRAM)
- Training Framework: Side-Step Toolchain via flash_attention_2
- Total Dataset Size: 423 high-fidelity audio samples (preprocessed & LUFS-normalized)
- Total Epochs: 100 Epochs (Continuous Checkpoint Resuming)
- Steps per Epoch: 106 Optimizer Steps
- Total Training Steps: 10,600 Steps
- Learning Rate (LR): 5e-5 with cosine_restarts schedule
- Final Training Loss Achievement: Stable plateau reached at ~0.53 Loss per Epoch (Overfitting successfully avoided through low LR fine-tuning).
## Generation & Prompting Guide
- Adapter Weight / Strength: 0.75 - 1.0 (Start at 0.85 for best results)
- Sampler/Scheduler: Standard Audio DiT settings (aligned with ACE-Step v1.5 defaults)
### Example Prompts:
Prompt 1: Pure & Deep (Hypnotic Club Vibe)
minimal techno, deep sub bass, clean rolling bassline, 126 bpm, hypnotic synthesizer plucks, sharp 909 hi-hats, dark industrial atmosphere, high quality audio
Prompt 2: Driving Warehouse (Industrial Groove)
driving minimal techno, rhythmic percussion, modular synth bleeps, punchy kick drum, industrial warehouse reverb, dark electronic groove, 128 bpm, high quality production
Prompt 3: Deep Atmospheric (Ambient Minimal)
atmospheric minimal techno, trippy sound effects, spatial delays, warm analog bass, minimalist arrangement, experimental clicks and cuts, clean mix
Description
A finely-tuned Minimal Techno Style LoRA for the ACE-Step v1.5 XL-Base (4B DiT)
architecture. This adapter was meticulously trained on high-quality, loudness-normalized
minimal techno loops and tracks to capture hypnotizing sub-basses, crisp percussive rolling
elements, and dark modular synthesizer stabs.
Perfect for generating dark, driving, and atmospheric electronic music grooves directly on
your hardware.
------------------------------
## Technical Specifications & Training Details
* Base Model: ACE-Step v1.5 XL-Base (Official 4B DiT Base Model)
* Hardware Used: NVIDIA GeForce RTX 3090 (24GB VRAM)
* Training Framework: Side-Step Toolchain via flash_attention_2
* Total Dataset Size: 423 high-fidelity audio samples (preprocessed & LUFS-normalized)
* Total Epochs: 100 Epochs (Continuous Checkpoint Resuming)
* Steps per Epoch: 106 Optimizer Steps
* Total Training Steps: 10,600 Steps
* Batch Size: 2
* Gradient Accumulation: 2 (Effective Batch Size = 4)
* Learning Rate (LR): 5e-5 ($0.00005$) with cosine_restarts schedule
* Loss Function weighting: min_snr (Minimum Signal-to-Noise Ratio for SFT/Base stability)
* CFG Dropout Ratio: 0.0
* Final Training Loss Achievement: Stable plateau reached at ~0.53 Loss per Epoch
(Overfitting successfully avoided through low LR fine-tuning)