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ComfyUI RTX Optimization Guide

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Free Community Resource

ComfyUI RTX Ultimate Package v2.2

Optimize your ComfyUI installation for RTX GPUs and achieve 2.3x faster AI video generation. Free one-click installer with complete documentation and proven benchmark results from RTX 5080 16GB testing.

2.3x
Performance Boost
10m 12s
vs 23m 28s baseline
FREE
Forever

📦 Download Complete Package v2.2

Includes: One-click installer, optimized launchers, complete documentation, benchmark data, and troubleshooting guides. Everything you need to accelerate ComfyUI.

⬇ Download Package (37 KB)

Simplified installation: single one-click installer does everything automatically.

📊 Performance Results

Tested on RTX 5080 16GB with real production workflow (452 frames, 832x464 video generation).

+130%
Total Speedup
56.6%
Time Reduction
13.8 GB
VRAM Usage
📈 View Complete Benchmark Results & Methodology →

🚀 Quick Start Guide

Get started in 3 simple steps. Full documentation included in the package.

  1. Download & Extract

    Download the package above and extract it. You'll get a simplified structure with ONE_CLICK_INSTALLER folder containing everything you need.

  2. Run One-Click Installer

    Navigate to ONE_CLICK_INSTALLER and run install_comfyui_ultimate_v2.2.bat. The installer automatically sets up ComfyUI, PyTorch, and SageAttention.

  3. Launch & Enjoy

    Use the automatically deployed launch_ultimate.bat launcher. In 15-30 minutes, you'll have ComfyUI running 2.3x faster!

⚙️ What Gets Installed

The optimization package uses proven open-source technologies to accelerate ComfyUI.

PyTorch 2.8.0 + CUDA 12.9

Latest stable PyTorch with CUDA 12.9 support for optimal RTX GPU performance.

SageAttention 2.2.0

FP8 precision optimization that provides ~2x speedup on attention operations with <0.5% quality loss.

Triton 3.5.1 Windows

Latest optimized Triton build for Windows, providing the backend for SageAttention acceleration.

Optimized Launchers

Two launchers included: launch_ultimate.bat (optimized) and launch_safe.bat (troubleshooting fallback).

💻 System Requirements

Make sure your system meets these requirements before installation.

✅ Required:
• Windows 10/11 (64-bit)
• NVIDIA RTX GPU (3000/4000/5000 series)
• 12GB+ VRAM recommended (8GB minimum for image generation)
• 10GB+ free disk space
• Git for Windows
• Internet connection for downloads
⚠️ Note: This package is optimized for RTX GPUs. Performance on other GPUs may vary. Tested extensively on RTX 5080 16GB. Community validation on RTX 4090 and 4080 is welcome.

📖 What's Included in the Package

📁 ComfyUI_RTX_Ultimate_v2.2/ │ ├─ 📄 README.md Package overview ├─ 📄 START_HERE.md ⭐ Read this first! │ └─ 📁 ONE_CLICK_INSTALLER/ ├─ 📄 install_comfyui_ultimate_v2.2.bat ⭐ One-click installer ├─ 📄 README.md Installation guide ├─ 📄 BENCHMARK_RESULTS.md Performance data │ ├─ 📁 scripts/ Launch scripts │ ├─ 📄 launch_ultimate.bat (optimized) │ └─ 📄 launch_safe.bat (safe mode) │ ├─ 📁 guides/ Complete documentation │ ├─ 📄 CHANGELOG.md │ ├─ 📄 CONTRIBUTING.md │ ├─ 📄 INDEX.md │ ├─ 📄 LICENSE.txt │ ├─ 📄 PACKAGE_FINAL_COMMUNITY.md │ ├─ 📄 PACKAGE_STRUCTURE.md │ ├─ 📄 PACKAGE_SUMMARY.md │ ├─ 📄 QUICKSTART.md │ ├─ 📄 README.md │ └─ 📄 START_HERE.md │ └─ 📁 benchmark/ Benchmark data └─ 📄 BENCHMARK_RESULTS_FULL.md

Total: 17 files, 37 KB compressed
Type: One-click installer + Complete documentation + Benchmark data

✨ What's New in v2.2

Simplified Installation

Single one-click installer replaces the previous multi-step process. Everything is automated: ComfyUI setup, PyTorch installation, SageAttention integration, and launcher deployment.

Updated Triton 3.5.1

Latest Windows build of Triton (was 3.4.0 in v2.1) for improved stability and performance with SageAttention.

Automatic Launcher Deployment

Launchers are now automatically copied from the scripts/ folder and desktop shortcuts are created during installation. No manual steps required.

Streamlined Package Structure

Removed the OPTIMIZATION_PACK folder. Single unified structure with ONE_CLICK_INSTALLER makes it easier to understand and use.

❓ Frequently Asked Questions

Is this really free?

Yes, completely free forever. No hidden costs, no registration, no data collection. This is a community resource.

Will this work on my RTX GPU?

Tested on RTX 5080 16GB. Should work on RTX 3000/4000/5000 series with 12GB+ VRAM. Performance may vary by GPU model.

Do I need ComfyUI experience?

No! The one-click installer handles everything automatically. Just run the installer and follow the simple steps.

Can I use this with existing ComfyUI?

The v2.2 installer creates a fresh ComfyUI installation. If you want to optimize an existing installation, you can manually apply the techniques from the documentation.

What if I have problems?

Complete troubleshooting guide included in package. Community support available on NRGUMN AI CREATION Discord.

🙏 Credits & License

This package uses and builds upon excellent open-source projects.

Technologies Used:
• ComfyUI (comfyanonymous)
• PyTorch 2.8.0 (Facebook AI Research)
• SageAttention 2.2.0 (THU ML Lab)
• Triton 3.5.1 Windows (woct0rdho)

Package License:
Free to use, modify, and share. No commercial restrictions. Attribution appreciated but not required. Created by NRGUMN AI CREATION for the ComfyUI community.

📚 Related Resources

⬇ Download ComfyUI RTX Ultimate Package v2.2

Free • No registration • 37 KB download • One-click installation