MagicNodes

MagicNodes/
├─ README.md
├─ LICENSE                      # AGPL-3.0-or-later
├─ assets/
├─ docs/
│  ├─ EasyNodes.md
│  ├─ HardNodes.md
│  └─ hard/
│     ├─ CADE25.md
│     ├─ ControlFusion.md
│     ├─ UpscaleModule.md
│     ├─ IDS.md
│     └─ ZeSmartSampler.md
│ 
├─ mod/
│  ├─ easy/
│  │  ├─ mg_cade25_easy.py
│  │  ├─ mg_controlfusion_easy.py
│  │  └─ mg_supersimple_easy.py
│  │  └─ preset_loader.py
│  ├─ hard/
│  │  ├─ mg_cade25.py
│  │  ├─ mg_controlfusion.py
│  │  ├─ mg_tde2.py
│  │  ├─ mg_upscale_module.py
│  │  ├─ mg_ids.py
│  │  └─ mg_zesmart_sampler_v1_1.py
│  │
│  ├─ mg_cleanup.py
│  ├─ mg_combinode.py
│  ├─ mg_latent_adapter.py
│  ├─ mg_sagpu_attention.py
│  └─ mg_seed_latent.py
│  
├─ pressets/
│  ├─ mg_cade25.cfg
│  └─ mg_controlfusion.cfg
│ 
├─ scripts/
│  ├─ check_sageattention.bat
│  └─ check_sageattention.ps1
│ 
├─ depth-anything/              # place Depth Anything v2 weights (.pth), e.g., depth_anything_v2_vitl.pth
│  └─ depth_anything_v2_vitl.pth
│ 
├─ vendor/
│  └─ depth_anything_v2/        # vendored Depth Anything v2 code (Apache-2.0)
│ 
├─ workflows/ 
│  ├─ mg_SuperSimple-Workflow.json
│  ├─ mg_Easy-Workflow.json  
│  └─ mg_i2i_Easy-Workflow.json        
|  
└─ requirements.txt

@misc{rychkovskiy2025cade25zeresfdg,
      title={CADE 2.5 - ZeResFDG: Frequency-Decoupled, Rescaled and Zero-Projected Guidance for SD/SDXL Latent Diffusion Models}, 
      author={Denis Rychkovskiy},
      year={2025},
      eprint={2510.12954},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2510.12954}, 
}

@misc{rychkovskiy2025qsilkmicrograinstabilizationadaptive,
      title={QSilk: Micrograin Stabilization and Adaptive Quantile Clipping for Detail-Friendly Latent Diffusion}, 
      author={Denis Rychkovskiy},
      year={2025},
      eprint={2510.15761},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2510.15761}, 
}