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- # 👻🎬 GhostPackDemo · Apache-2.0
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- Create stunning **30 FPS** AI videos from a single image with local GPU processing.
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- [![Python](https://img.shields.io/badge/python-3.8%2B-blue?logo=python)](https://python.org)
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- [![License](https://img.shields.io/badge/license-Apache%202.0-green)](LICENSE)
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- [![HF Space](https://img.shields.io/badge/🤗%20Spaces-Live%20Demo-orange)](https://huggingface.co/spaces/ghostai1/GhostPackDemo)
 
 
 
 
 
 
 
 
 
 
 
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  ---
8
 
9
- ## Overview
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- GhostPackDemo combines **HunyuanVideo** and **FramePack** into a single GPU pipeline (`ghostpack_main_fixed.py`) with an intuitive **Gradio** UI. Perfect for generating photorealistic videos on GPUs with ≥6GB VRAM, tailored for 8GB RAM laptops.
11
-
12
- ## Features
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- - **Veo 3-Level AI**: Produces hyper-realistic videos with seamless next-frame prediction.
14
- - **Phantom Speed**: Teacache boosts speed by ~40% (~12-15s/frame on RTX 3060).
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- - **Laptop-Friendly**: Runs 13B models on ≥6GB VRAM GPUs (e.g., RTX 3060).
16
- - **Customizable Workflows**: Fine-tune frame length, batch size, and prompts.
17
- - **Live Preview**: Real-time frame previews via ghostgradio.py.
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- - **Open Source**: Community-supported under Apache 2.0.
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-
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- ## Optimizations
21
- - **Speed**: Teacache (~40% faster, \( T_{\text{total}} \approx 0.6 \cdot T_{\text{base}} \)), Sage-Attention (~5-10% faster, \( T_{\text{attn}} \approx 0.9 \cdot T_{\text{base_attn}} \)), CUDA Tweaks (~10-15% latency reduction, \( L_{\text{CUDA}} \approx 0.85 \cdot L_{\text{base}} \)), Dynamic Scheduling (~15-20% task time reduction, \( T_{\text{sched}} \approx 0.8 \cdot T_{\text{base_sched}} \)).
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- - **Memory**: Context Packing (~50% VRAM save, \( M_{\text{VRAM}} \propto O(1) \)), tcmalloc (~5-20% overhead reduction, \( O_{\text{mem}} \approx 0.8 \cdot O_{\text{glibc}} \)), Memory Cache (~25% fewer swaps, \( M_{\text{swap}} \approx 0.75 \cdot M_{\text{base_swap}} \)).
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- - **Compute**: Dynamic Batching (~30-50% throughput increase, \( \text{Throughput} \propto B \cdot \text{FPS}_{\text{base}} \)).
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- - **Efficiency**: Power Optimization (~20-30% power save, \( P_{\text{idle}} \approx 0.7 \cdot P_{\text{base_idle}} \)), Thread Tuning (~10-15% CPU boost, \( C_{\text{thread}} \approx 0.85 \cdot C_{\text{base_thread}} \)).
25
- - **VRAM Needs**: GTX 1650 (6GB, ~18-25s/frame), RTX 3050 (8GB, ~15-20s/frame), RTX 3060 (12GB, ~10-15s/frame), RTX 4090 (24GB, ~1.5-2.5s/frame).
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-
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- ## Demo
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- See GhostPack’s magic with a neon-lit spectral battle scene video. [More Demos](https://github.com/ghostai1/GhostPack/blob/main/demo_videos).
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-
30
- ## Future
31
- - **Voice Generation**: Add AI-synthesized voices for narrated videos.
32
- - **AI Images**: Create high-quality starting frames with AI.
33
- - **VR Integration**: Plan for VR video rendering support.
34
-
35
- ## Installation & How-To
36
- Needs >30GB disk space and compatible hardware.
37
- - **Ubuntu**:
38
- ```bash
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- git clone https://github.com/ghostai1/GhostPack
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- cd GhostPack
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- chmod +x install_ubuntu.sh
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- ./install_ubuntu.sh
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- ```
44
- (Requires NVIDIA GPU, 8GB RAM, Python 3.10, CUDA 12.6)
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-
46
- - **Windows**:
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- ```bash
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- git clone https://github.com/ghostai1/GhostPack
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- cd GhostPack
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- install.bat
51
- ```
52
- (Auto-downloads >30GB models, requires NVIDIA drivers)
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-
54
- - **macOS**:
55
- ```bash
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- git clone https://github.com/ghostai1/GhostPack
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- cd GhostPack
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- chmod +x install_macos.sh
59
- ./install_macos.sh
60
- ```
61
- (Supports M1/M2, slower with Metal)
62
-
63
- ### How-To Use
64
-
65
- - **Start GUI**:
66
- ```bash
67
- source ~/ghostpack_venv/bin/activate
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- cd ~/ghostpack_venv
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- python ghostgradio.py --port 5666 --server 0.0.0.0
70
- ```
71
- - **Craft Video**: Upload an image, enter prompt “A spectral figure glides through a neon-lit city,” enable teacache, set 15fps, 5-second video.
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- - **Monitor Performance**: Use nvidia-smi to check 80-100% GPU usage.
73
- - **Export Video**: Save MP4 with customizable CRF (0-100).
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- - **Latest Release**: Download.
75
 
76
  ---
77
 
78
- ## Community
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
79
 
80
- - **Discord**: Join for support.
81
- - **Report Issues**: Submit.
82
 
83
- ## Technical Deep Dive
84
 
85
- - **Architecture**: Built on HunyuanVideo and FramePackI2V_HY using LlamaModel and CLIPTextModel.
86
- - **Pipeline**: Employs k-diffusion with unipc for high-quality frame generation.
87
- - **Wiki**: Link.
88
 
89
- ## FAQ
90
 
91
- - **Hardware**: Minimum 6GB VRAM (GTX 1650), 8GB RAM; Optimal 12GB VRAM (RTX 3060).
92
- - **Install**: Clone and run the appropriate install script (e.g., ./install_ubuntu.sh).
93
- - **Contribute**: Yes, see Contributing Guidelines.
94
 
95
- ## Tutorials
 
 
96
 
97
- - **Getting Started**: View.
98
- - **Advanced Configuration**: View.
99
- - **Video Export Tips**: View.
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- - **More Tutorials**: Link.
101
 
102
- ## Contribute
 
 
 
 
 
103
 
104
- - Fork the repository, create a branch, submit pull requests, follow wiki standards, and test with ghostgradio.py.
105
- - **Guidelines**: Link.
106
 
107
- ## Screenshots
 
 
 
 
108
 
109
- **Main Interface:**
110
- ![Main Interface](assets/screenshots/main_interface.png)
111
 
112
- **Advanced Settings:**
113
- ![Advanced Settings](assets/screenshots/advanced_settings.png)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
114
 
115
- **Logs Display:**
116
- ![Logs Display](assets/screenshots/logs_display.png)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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118
- Add your own to showcase projects!
 
 
 
119
 
120
- ## Latest Files
 
 
 
 
 
 
 
 
121
 
122
- - **Latest File:** ghostgradio.py.
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- - **Logs:** View.
124
- - **Refresh Repo:** Link | **Refresh Logs:** Link.
125
 
126
- ## License
 
 
127
 
128
- Distributed under Apache 2.0. See LICENSE for details.
 
 
129
 
130
  ---
131
 
132
- 👻 GhostPack by ghostai1 | [GitHub](https://github.com/ghostai1/GhostPack) | [Hugging Face](https://huggingface.co/ghostai1)
 
 
 
 
133
 
134
- Created 07:50 PM CDT, June 11, 2025 😈⚡️
 
 
1
+ # 👻🎬 GhostPackDemo
2
+
3
+ **The fastest open-source AI video generator for local GPUs (Apache-2.0)**
4
+ Create stunning **30 FPS** AI videos from a single image with advanced local GPU acceleration.
5
+ [![Python](https://img.shields.io/badge/python-3.8%2B-blue?logo=python)](https://python.org)
6
+ [![License](https://img.shields.io/badge/license-Apache%202.0-green)](LICENSE)
7
+ [![HF Space](https://img.shields.io/badge/🤗%20Spaces-Live%20Demo-orange)](https://huggingface.co/spaces/ghostai1/GhostPackDemo)
8
+
9
+ ---
10
+
11
+ ## 🚀 Overview
12
+
13
+ GhostPackDemo merges **HunyuanVideo** and **FramePack** into a seamless GPU video pipeline (`ghostpack_main_fixed.py`) with a powerful, easy-to-use **Gradio** interface.
14
+ - **Run on nearly any modern GPU with 6GB+ VRAM.**
15
+ - **Photorealistic, next-gen AI video from a single image.**
16
+ - **Perfect for laptops (8GB RAM) and desktops.**
17
 
18
  ---
19
 
20
+ ## ✨ Key Features
21
+
22
+ - **Veo 3-Level AI**: Next-frame prediction for hyper-realistic videos.
23
+ - **Phantom Speed**: Teacache & Sage-Attention make it 40–50% faster than base.
24
+ - **Flexible**: Control frame length, batch size, and creative prompts.
25
+ - **Live Preview**: See your video build in real time.
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+ - **Community Open Source**: Apache 2.0 license, full repo, no paywalls.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
27
 
28
  ---
29
 
30
+ ## 🚀 Optimizations
31
+
32
+ - **Speed**
33
+ - Teacache: +40% (`T_total ≈ 0.6 × T_base`)
34
+ - Sage-Attention: +10%
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+ - CUDA Tweaks: –15% latency
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+ - Dynamic Scheduling: –20% generation time
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+ - **Memory**
38
+ - Context Packing: –50% VRAM use
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+ - tcmalloc: –20% overhead
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+ - Memory Cache: –25% VRAM swaps
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+ - **Compute**
42
+ - Dynamic Batching: +50% throughput
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+ - **Efficiency**
44
+ - Power Saving: –30% idle power
45
+ - Thread Tuning: +15% CPU boost
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+ - **VRAM Needs**
47
+ - GTX 1650 (6GB): 18–25s/frame
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+ - RTX 3050 (8GB): 15–20s/frame
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+ - RTX 3060 (12GB): 10–15s/frame
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+ - RTX 4090 (24GB): 1.5–2.5s/frame
51
 
52
+ ---
 
53
 
54
+ ## 📺 Demo
55
 
56
+ - **Watch a neon-lit spectral battle come to life.**
57
+ - [More Demo Videos](https://github.com/ghostai1/GhostPack/blob/main/demo_videos)
 
58
 
59
+ ---
60
 
61
+ ## 🛠️ Installation
 
 
62
 
63
+ **Requires:**
64
+ - NVIDIA GPU (6GB+ VRAM), 8GB+ RAM, >30GB free disk
65
+ - Python 3.10, CUDA 12.6
66
 
67
+ ### Ubuntu
 
 
 
68
 
69
+ ```bash
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+ git clone https://github.com/ghostai1/GhostPack
71
+ cd GhostPack
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+ chmod +x install_ubuntu.sh
73
+ ./install_ubuntu.sh
74
+ ```
75
 
76
+ ### Windows
 
77
 
78
+ ```bash
79
+ git clone https://github.com/ghostai1/GhostPack
80
+ cd GhostPack
81
+ install.bat
82
+ ```
83
 
84
+ ### macOS
 
85
 
86
+ ```bash
87
+ git clone https://github.com/ghostai1/GhostPack
88
+ cd GhostPack
89
+ chmod +x install_macos.sh
90
+ ./install_macos.sh
91
+ ```
92
+
93
+ ---
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+
95
+ ## ⚡ How To Use
96
+
97
+ 1. **Start the GUI:**
98
+ ```bash
99
+ source ~/ghostpack_venv/bin/activate
100
+ cd ~/ghostpack_venv
101
+ python ghostgradio.py --port 5666 --server 0.0.0.0
102
+ ```
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+ 2. **Generate a video:**
104
+ - Upload a source image.
105
+ - Enter a prompt, e.g., “A spectral figure glides through a neon-lit city.”
106
+ - Set FPS, length, and enable Teacache.
107
+ - Click **Generate**.
108
+ 3. **Monitor GPU:**
109
+ Use `nvidia-smi` to check for 80–100% GPU usage.
110
+ 4. **Export:**
111
+ Save as MP4 with your chosen quality.
112
+
113
+ ---
114
+
115
+ ## 🔮 Roadmap
116
+
117
+ - **AI Voice**: Narrated videos
118
+ - **AI Images**: Create start frames
119
+ - **VR**: Experimental 3D/VR video
120
+
121
+ ---
122
+
123
+ ## 🌎 Community & Support
124
+
125
+ - [Discord](#) — Chat, share, get help
126
+ - [Submit Issues](#) — Bug reports, requests
127
 
128
+ ---
129
+
130
+ ## 📖 Technical Deep Dive
131
+
132
+ - **Core:** HunyuanVideo + FramePackI2V_HY + LlamaModel + CLIPTextModel
133
+ - **Diffusion:** K-Diffusion, Unipc pipeline
134
+ - **Docs:** [Wiki](#)
135
+
136
+ ---
137
+
138
+ ## ❓ FAQ
139
+
140
+ - **Q:** Minimum hardware?
141
+ **A:** 6GB+ VRAM, 8GB+ RAM, CUDA GPU
142
+ - **Q:** How do I install?
143
+ **A:** Clone repo, run install script for your OS.
144
+ - **Q:** Can I contribute?
145
+ **A:** Yes! Fork, branch, PR. See guidelines in repo.
146
+
147
+ ---
148
+
149
+ ## 🧑‍💻 Contributing
150
 
151
+ - Fork & branch the repo
152
+ - Submit pull requests
153
+ - Follow wiki/test with `ghostgradio.py`
154
+ - [Contribution Guidelines](#)
155
 
156
+ ---
157
+
158
+ ## 🖼️ Screenshots
159
+
160
+ **Main UI:**
161
+ ![Main Interface](assets/screenshots/main_interface.png)
162
+
163
+ **Advanced Settings:**
164
+ ![Advanced Settings](assets/screenshots/advanced_settings.png)
165
 
166
+ **Logs:**
167
+ ![Logs Display](assets/screenshots/logs_display.png)
 
168
 
169
+ ---
170
+
171
+ ## 🗂️ Latest Files
172
 
173
+ - **ghostgradio.py**
174
+ - [Logs](#)
175
+ - [Refresh Repo](#) | [Refresh Logs](#)
176
 
177
  ---
178
 
179
+ ## 📜 License
180
+
181
+ Apache 2.0. See [LICENSE](LICENSE).
182
+
183
+ ---
184
 
185
+ **👻 GhostPack by [ghostai1](https://github.com/ghostai1/GhostPack) | [Hugging Face](https://huggingface.co/ghostai1)**
186
+ *Created June 11, 2025*