A unified, modular SDXL/Pony/Illustrious powerhouse designed to consolidate professional-grade tools into a single, cohesive environment. This workflow eliminates "tab fatigue" by integrating CFG/Noise engineering, multi-LoRAs management, ControlNet, IPAdapter, InstantID, advanced Upscaling, and Detailers into ONE interface. Designed for speed and high-precision control, this workflow is essentially a "power workbench" overflowing with switches, sliders, and logic gates. It is undeniably complex, complex enough to make a beginner’s brain do a backflip, but for the pros and technical geeks - it’s a total playground. Think of it as the cockpit of a fighter jet: intimidating at first, but incredibly powerful once you know what the buttons do.Don’t panic! I’ve left a breadcrumb trail of notes and mini-tutorials in every single section. Please, I’m begging you read them. If you skip the manual and things get weird, don't say I didn't warn you! Devour the notes before you hit that "Queue Prompt" button; your VRAM (and your sanity) will thank you.Core Philosophy: Process in clear layers; fully configure the workflow in Row 1, generate and review a draft in Row 2, then produce the final high-quality render in Row 3. The completed image returns to Row 2 for side-by-side comparison before saving.The workflow is intentionally organized into three horizontal zones for logical progression:<ul><li>Row 1 (Top) – Setup &amp; Configuration</li><li>Row 2 (Middle) – Draft Generation &amp; Review</li><li>Row 3 (Bottom) – Final Processing &amp; Output</li></ul><hr /><h2 id="system-requirements-and-hardware">🛠️ System Requirements &amp; Hardware</h2><ul><li>GPU: NVIDIA (30xx/40xx Series).</li><li>VRAM: 12GB Minimum / 24GB Recommended.</li><li>System RAM: 32GB Minimum / 64GB+ Recommended.</li></ul><h2 id="software-environment">🎯 Software Environment</h2><ul><li>ComfyUI Version: 0.15.0+</li><li>ComfyUI Frontend: 1.39.16+</li></ul><h2 id="core-software-environment">💻 Core Software Environment</h2><ul><li>Python 3.12.x: (Highly recommended). While versions as low as 3.10, 3.11 may work, 3.12 provides the best compatibility for recent dependency updates). This version provides native support for nested f-strings and delivers improved execution speed.</li><li>PyTorch: 2.10.0+cu130 - (Minimum 2.6.0+cu124) specialized build specifically engineered for full compatibility with CUDA 13.0.</li><li>TorchVision: 0.25.0+cu130</li><li>TorchAudio: 2.10.0+cu130</li></ul><hr /><h2 id="essential-python-dependencies">📦 Essential Python Dependencies</h2>These libraries are crucial for the stability of your Custom Nodes. Versions are strictly locked to prevent conflict.<ul><li>Core: <code>numpy==1.26.4</code>, <code>setuptools&gt;=70.0.0</code>, <code>pydantic&gt;=2.10.0</code>.</li><li>Imaging: <code>pillow==10.x</code>, <code>opencv-python</code>, <code>blendmodes==2025</code>, <code>glitch_this</code>, <code>rembg</code>.</li><li>Identity &amp; Face: <code>insightface==0.7.3</code>, <code>onnxruntime-gpu</code>.</li><li>Miscellaneous: <code>tensorflow</code></li></ul><hr /><h2 id="high-performance-attention">⚡ High-Performance Attention</h2>Please read this article for more information: <a target="_blank" rel="ugc" href="https://civarchive.com/articles/21516/install-sageattention-2-notes">https://civarchive.com/articles/21516/install-sageattention-2-notes</a>.<ul><li>SageAttention: Version 2.2.0 (Mandatory optimization).</li><li>Flash Attention 2: (Fallback/Legacy support via Torch SDPA).</li><li>Flash Attention 3: Version 3.0.0+cu130 (Optimized for RTX 40 series).</li><li>Triton: 3.+ Windows-compatible build for FP8/NF4 dequantization.</li></ul><hr /><h2 id="required-custom-node-packs">🧩 Required Custom Node Packs</h2><ul><li>Core Infrastructure: <code>rgthree-comfy</code>, <code>ComfyUI-Manager</code>, <code>ComfyUI_essentials</code>, <code>Use Everywhere (UE Nodes)</code>, <code>ComfyUI-LogicUtils</code>, <code>ComfyMath</code>, <code>ComfyUI-JNodes</code>, <code>ComfyLiterals</code>.</li><li>CFG &amp; Sampling: <code>efficiency-nodes-comfyui</code>, <code>sd-perturbed-attention</code>, <code>Skimmed_CFG</code>, <code>RES4LYF</code>, <code>pre_cfg_comfy_nodes_for_ComfyUI</code>, <code>ComfyUI-Detail-Daemon</code>.</li><li>Identity &amp; Perception: <code>ComfyUI_IPAdapter_plus</code>, <code>comfyui_controlnet_aux</code>, <code>ComfyUI_ZenID</code>, <code>ComfyUI-WD14-Tagger</code>, <code>ComfyUI-AdvancedLivePortrait</code>, <code>Extra Models for ComfyUI</code>.</li><li>Upscaling &amp; Motion: <code>ComfyUI Impact Pack</code>, <code>ComfyUI Impact Subpack</code>, <code>UltimateSDUpscale</code>, <code>ComfyUI-SeedVR2_VideoUpscaler</code>.</li><li>Creative Suite: <code>JPS Custom Nodes</code>, <code>Comfyroll Studio</code>, <code>ComfyUI-KJNodes</code>, <code>ComfyUI_Primere_Nodes</code>, <code>ComfyUI-JakeUpgrade</code>, <code>ComfyUI-pause</code>, <code>ComfyUI-mxToolkit</code>.</li><li>VFX &amp; Realism: <code>ComfyUI-Optical-Realism</code>, <code>CRT-Nodes</code>, <code>Virtuoso Nodes</code>, <code>ComfyUI_SKBundle</code>, <code>ComfyUI-FBCNN</code>, <code>comfyui_fill-nodes</code>.</li></ul><hr /><h2 id="model-requirement">📥 Model Requirement</h2><ul><li>SDXL Checkpoint: Any SDXL/Pony/Illustrious</li><li>SDXL VAE: Baked VAE (or any SDXL VAE)</li><li>Upscale/ESRGAN: Any 4x upscale models.</li><li>ControlNet: <code>xinsir/controlnet-tile-sdxl-1.0</code>; <code>ttplanet_sdxl_controlnet_tile</code>; <code>diffusion_pytorch_model-instantID</code>; <code>diffusion_pytorch_model_union_promax</code> (or you can use separated models for every preprocesses)</li><li>IPAdapter: <code>ip-adapter_sdxl_vit-h</code> or <code>ip-adapter-plus_sdxl_vit-h</code>; <code>ip-adapter-faceid-plusv2_sdxl</code> ; <code>ip-adapter-faceid-portrait_sdxl</code>; <code>ip-adapter-faceid-portrait_sdxl_unnorm</code></li><li>CLIP-Vision: <code>CLIP-ViT-H-14</code> or <code>CLIP-ViT-bigG-14</code></li><li>Instant-ID: <code>ip-adapter_instant_id_sdxl</code></li><li>Detailers: Any detailer you prefer, I use person (#1), face (#2), eyes (#3), hair (#4), hands (#5), skin (#5), fashion (non-cond #1), furry (non-cond #2)</li><li>Others: <code>depth_anything_v2_vitl</code> (depth map); <code>ema_vae_fp16</code> (SeedVR2); <code>seedvr2_ema_7b_fp8_e4m3fn_mixed_block/seedvr2_ema_3b_fp8_e4m3fn</code> (SeedVR2); <code>clipseg-rd64-refined-fp16</code> (noise map)</li></ul><hr /><h2 id="optimized-execution-flags-(optional)">🚩 Optimized Execution Flags (Optional)</h2>Use these flags in your .bat file to leverage the full power of your GPU<ul><li>--fast fp16_accumulation</li><li>--dont-upcast-attention</li><li>--use-sage-attention</li><li>--disable-xformers (because xformers only support python &lt;= 3.10.11)</li><li>--preview-method auto</li><li>--highvram/--normalvram/--lowvram</li></ul><h2 id="if-you-love-my-works-please-review-them-with-images-and-consider-donating-me-some-yellow-buzz.-this-would-be-my-great-motivation-to-release-more-future-works.">If you love my works, please review them with images and consider donating me some yellow buzz. This would be my great motivation to release more future works.</h2>

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