๐Ÿ‘ป GhostPack

Unleash Veo 3-Level Video Sorcery on Your Laptop! ๐Ÿ˜ˆ๐Ÿš€

Transform your โ‰ฅ6GB VRAM GPU into a spectral video powerhouse with ghostai1โ€™s genius math.

GhostPack Preview

Witness the cutting-edge ghostgradio.py interface in action!

โœจ Spectral Features Unleashed

Dive into GhostPackโ€™s revolutionary video generation capabilities.

๐Ÿ“น Veo 3-Level AI

Generates hyper-realistic videos using cutting-edge next-frame prediction, optimized for 8GB RAM laptops with fluid, seamless transitions powered by advanced neural networks.

โšก๏ธ Phantom Speed

Leverages Teacache to slash rendering time by ~40%, delivering frames in ~12-15s on RTX 3060, ideal for rapid prototyping and production.

๐Ÿ› ๏ธ Laptop Domination

Runs 13B parameter models efficiently on GPUs with โ‰ฅ6GB VRAM, tailored for budget-friendly setups like the RTX 3060, democratizing AI video creation.

๐ŸŽ›๏ธ Custom Workflows

Offers extensive customization with adjustable frame lengths, batch sizes, and detailed prompt engineering for unparalleled creative control.

๐Ÿ‘๏ธ Live Preview

Provides real-time frame previews in ghostgradio.py, allowing instant tweaks and visual feedback during the creative process.

๐Ÿค Open Source Power

Thrives on community contributions, offering open-source code for continuous improvement and collaborative innovation.

๐Ÿง™โ€โ™‚๏ธ Ghostai1โ€™s Math Sorcery

Unlock the science behind GhostPackโ€™s performance optimizations.

๐Ÿ”ฎ Teacache

Caches diffusion states to reduce computation, cutting frame time by ~40% (~12s/frame on RTX 3060). Formula: \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \), optimizing GPU cycles.

๐Ÿง™โ€โ™‚๏ธ Sage-Attention

Streamlines transformer attention layers, boosting speed by ~5-10% with \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \), enhancing low-VRAM performance.

โšก CUDA Tweaks

Optimizes memory allocation, reducing latency by ~10-15% with \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \), maximizing GPU efficiency.

๐Ÿš€ Dynamic Scheduling

Adapts processing queues, speeding tasks by ~15-20% with \( T_{\text{sched}} \approx 0.8 \cdot T_{\text{base_sched}} \), improving workflow efficiency.

๐Ÿงฌ Context Packing

Compresses frame contexts into a fixed matrix, saving ~50% VRAM (~2-3GB) with \( M_{\text{VRAM}} \propto O(1) \), enabling long videos on low-memory GPUs.

๐Ÿ’พ tcmalloc

Replaces standard allocation, cutting overhead by ~5-20% with \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \), easing CPU load.

๐Ÿ“ฆ Memory Cache

Preloads data, reducing swaps by ~25% with \( M_{\text{swap}} \approx 0.75 \cdot M_{\text{base_swap}} \), boosting data access speed.

โšก Dynamic Batching

Adapts batch sizes (2-4 frames), increasing throughput by ~30-50% with \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \), optimizing GPU load.

๐Ÿ”‹ Power Optimization

Reduces power draw by ~20-30% during idle with \( P_{\text{idle}} \approx 0.7 \cdot P_{\text{base_idle}} \), perfect for energy-efficient setups.

๐Ÿงต Thread Tuning

Optimizes thread allocation, boosting CPU efficiency by ~10-15% with \( C_{\text{thread}} \approx 0.85 \cdot C_{\text{base_thread}} \).

VRAM Requirements ๐Ÿ–ฅ๏ธ

GPUVRAMPerformanceNotes
GTX 16506GB~18-25s/frameMinimum, use teacache
RTX 30508GB~15-20s/frameBalanced, batch size 2
RTX 306012GB~10-15s/frameOptimal, batch 2-4
RTX 409024GB~1.5-2.5s/frameHigh-end, max batch

๐ŸŽฅ Demo Video Showcase

Behold GhostPackโ€™s spectral video generation in action!

GhostPack Demo GIF

Epic sample from ghostgradio.py, featuring a neon-lit spectral battle scene!

๐ŸŒŒ Future Spectral Phantoms

Groundbreaking upgrades to revolutionize AI video creation.

๐Ÿ—ฃ๏ธ Voice Generation

Advanced AI voice synthesis with customizable tones and pitch, seamlessly integrated into ghostgradio.py for immersive narrated videos.

๐Ÿ–ผ๏ธ AI Images

Generates stunning, high-resolution starting frames with AI-crafted visuals, elevating video pipeline creativity to new heights.

๐ŸŽฎ VR Integration

Future-ready VR video rendering, delivering immersive 3D spectral experiences with real-time interaction.

๐Ÿ› ๏ธ Unleash GhostPack

Step into the future with a simple installation, requiring >30GB disk and compatible hardware.

๐Ÿง Ubuntu

git clone https://github.com/ghostai1/GhostPack
cd GhostPack
chmod +x install_ubuntu.sh
./install_ubuntu.sh

Requires NVIDIA GPU, 8GB RAM, Python 3.10, and CUDA 12.6 for optimal performance.

๐ŸชŸ Windows

git clone https://github.com/ghostai1/GhostPack
cd GhostPack
install.bat

Automatically downloads >30GB models, ensure NVIDIA drivers are installed.

๐ŸŽ macOS

git clone https://github.com/ghostai1/GhostPack
cd GhostPack
chmod +x install_macos.sh
./install_macos.sh

Supports M1/M2 (slower performance), requires Metal compatibility.

๐Ÿ“น Weave Ghostly Videos

Master GhostPack with this detailed usage guide.

Launch Phantom GUI

source ~/ghostpack_venv/venv/bin/activate
cd ~/ghostpack_venv
python ghostgradio.py --port 5666 --server 0.0.0.0

Activates the virtual environment and launches the GUI, accessible locally on port 5666.

Craft Spells

  • Upload a base image or video frame to kickstart your project.
  • Input a vivid prompt: โ€œA spectral figure glides through a neon-lit city under twin moons.โ€
  • Enable teacache for โšก๏ธ speed and fine-tune batch size for optimal performance.
  • Set 15fps for a 5-second video (~75 frames) or customize duration and frame rate for unique outputs.

Summon Spirits

Monitor GPU usage with nvidia-smi, expecting ~80-100% utilization as the spectral magic unfolds.

Export Results

Export your masterpiece as an MP4 with adjustable compression (CRF 0-100) to balance quality and file size.

๐Ÿค Community Hub

Join a vibrant community to collaborate and innovate.

๐Ÿ’ฌ Discord Server

Connect with creators worldwide for real-time support, updates, and spectral brainstorming sessions.

Join the Spectral Chat

๐Ÿฆ X Thread

Follow for breaking news, expert tutorials, and stunning community-generated showcases.

Dive into X

๐Ÿ” Technical Deep Dive

Explore the intricate technology powering GhostPack.

๐Ÿ› ๏ธ Architecture

Built on HunyuanVideo and FramePackI2V_HY frameworks, utilizing LlamaModel for language processing and CLIPTextModel for visual embeddings, creating a robust AI backbone.

๐Ÿ“Š Pipeline

Employs k-diffusion sampling with unipc for high-fidelity frame generation, optimized with real-time preview capabilities and efficient memory handling.

โ“ Frequently Asked Questions

Minimum requirement: 6GB VRAM GPU (e.g., GTX 1650) with 8GB RAM; Optimal setup: 12GB VRAM (e.g., RTX 3060) for full feature access and performance.

Clone the repository from GitHub, navigate to the directory, and run the appropriate install script (e.g., ./install_ubuntu.sh) as outlined in the Installation section for a seamless setup.

Yes, contributions are welcome! Check the Contributing Guidelines for a detailed process to join the development team.

๐Ÿ“š Tutorials

Master GhostPack with these in-depth learning resources.

๐ŸŽฌ Getting Started

A step-by-step guide to install GhostPack and create your first spectral video, from setup to export.

Start Here

โš™๏ธ Advanced Configuration

Unlock pro-level control with detailed instructions on customizing prompts, batch sizes, and advanced settings.

Go Pro

๐ŸŽฅ Video Export Tips

Expert techniques for exporting MP4s with optimal CRF settings to balance quality, size, and performance.

Export Mastery

๐ŸŒฑ Contributing Guidelines

Join the revolution and shape GhostPackโ€™s future.

๐ŸŽฏ How to Contribute

  • Fork the repository and create a dedicated feature branch for your changes.
  • Submit pull requests with thorough descriptions and tested code.
  • Adhere to coding standards outlined in the wiki for consistency.
  • Test your enhancements with ghostgradio.py to ensure compatibility.
Join the Team

๐Ÿ“ธ Screenshots Gallery

Immerse yourself in GhostPackโ€™s visual magic.

Main Interface

Main Interface: Command Center

Advanced Settings

Advanced Settings: Fine-Tune Power

Logs Display

Logs Display: Performance Insights

Upload your own screenshots to flaunt your spectral creations!

๐Ÿ“‚ Latest Conjurations

Access the freshest files and logs from the GhostPack vault.

๐Ÿ“œ Latest File

Dive into ghostgradio.py, the pulsating core of GhostPackโ€™s GUI, updated regularly.

View File

๐Ÿ“‹ Logs

Explore real-time render logs for debugging and performance optimization.

View Logs

๐Ÿ’ฐ Ads & Exclusive Offers

Level up your spectral journey with these epic deals!

๐ŸŽฎ GhostPack Pro Pack

Unlock exclusive templates, advanced tutorials, and priority support for your GhostPack projects! Visit GhostPack Pro to grab this limited-time offer.

Get Pro Pack Now!

๐ŸŒ GhostAI Marketplace

Sell your spectral creations or buy unique assets on the GhostAI Marketplace! Check out ghostai-marketplace.com for a thriving community hub.

Join Marketplace

๐Ÿ“š GhostPack Masterclass

Enroll in the GhostPack Masterclass for in-depth video sorcery training! Learn advanced techniques at ghostai1.teachable.com and become a pro creator.

Enroll Today!

More exclusive drops coming soonโ€”stay spectral! ๐Ÿš€๐Ÿ‘ป