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AI Toolkit LoRA Training Guides
LoRA Training Guides by Model
30 guides
MiniMax-H3 Ref2V
Training with AI Toolkit
LTX-2.5
Training with AI Toolkit
MiniMax-H3
Training with AI Toolkit
Mage-Flow
Training with AI Toolkit
Mage-Flow Edit
Training with AI Toolkit
Anima
Training with AI Toolkit
Krea 2 Turbo Edit
Turbo edit training, control inputs, and checkpoint evaluation.
Krea 2 Edit
Paired edit datasets, instructions, evaluation, and ComfyUI.
Krea 2 Turbo
Direct Turbo training, adapter setup, and few-step validation.
Boogu Image
Training with AI Toolkit
Boogu Image Edit
Training with AI Toolkit
Krea 2
Raw-to-Turbo training, captions, and checkpoint selection.
PRXPixel
Training with AI Toolkit
Ideogram4
Training with AI Toolkit
Z-Image L2P
Pixel-Space Setup & Compatibility
HiDream-O1
Training with AI Toolkit
ERNIE-Image
Training with AI Toolkit
Nucleus-Image
Training with AI Toolkit
ACE-Step 1.5
Training with AI Toolkit
LTX-2.3
Training with AI Toolkit
LTX-2
Training with AI Toolkit
Qwen Image 2512
Training with AI Toolkit
Qwen Image Edit 2511
Training with AI Toolkit
Qwen Image Edit 2509
Training with AI Toolkit
Z-Image Turbo
Adapter, Turbo Drift & Inference
FLUX.2 [dev]
Training with AI Toolkit
FLUX.2 Klein
Training with AI Toolkit
Wan 2.2 14B Image-to-Video
Training with AI Toolkit
Wan 2.2 14B Text-to-Video
Training with AI Toolkit
Z-Image Base
Base Settings, Time & Checkpoints
LoRA Inference Guides
3 guides
LoRA Training Troubleshooting & Common Issues
20 guides
FLUX.2 Klein: LoKr vs LoRA
Which Gives Better Character Likeness?
Wan 2.2 I2V: Fix Face Drift
Character Consistency with LoRA
Qwen Edit 2511: Preserve Identity
Maintain Likeness with Custom LoRA
Qwen Edit 2511: Photo to Line Art
Faithful Coloring-Book Conversion via LoRA
Qwen Edit 2511: Scene Relighting
Change Lighting Direction Without Face Drift
Z-Image: Base vs Turbo
Model Choice & LoRA Compatibility
Z-Image: Character Dataset Guide
Image Coverage & Caption Examples
LTX-2.3: Character LoRA Training
Consistent Characters on 2.3
LTX-2.3: IC-LoRA Training
Motion Control & Audio-to-Video
FLUX.2 Klein on 16GB VRAM
What Works, What OOMs & When to Use 4B
Z-Image on 8GB VRAM
8GB Fit Test & OOM Diagnosis
AI Toolkit LoRA: Great Preview/Samples, Different Inference
10-Minute Checklist & Fixes
LTX-2 Bus Error (/dev/shm)
Fix DataLoader Shared Memory Crash
FLUX Hugging Face Token
Setup & Troubleshooting
Continue Training After Stop
Resume LoRA from Checkpoint
FLUX Klein 9B High-Likeness Character LoRA Training
Character LoRA Settings Guide
Fix CUDA Out of Memory
Troubleshoot Model Load, Training, or Sampling OOM
Gradient Checkpointing and OOM
Keep VRAM Stable During Training
Wan 2.2 / LTX-2 Video OOM Guide
Safer Frames, Batch Size, and Resolution
Avoid OOM Before Training
Safe Starter Settings for First Successful Runs