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Iván Eduardo Chavez Ayub
2025-06-23 12:09:20 -06:00
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## **Download the installer** from [WarlockHub](https://warlockhub-17vu0fo.gamma.site/warlockhub)
### 🚀Get Warlock-Studio Installer
You can download the latest version **2.1** from any of this platforms:
<table>
<tr>
<td align="center">
<a href="https://sourceforge.net/projects/warlock-studio/files/latest/download">
<img src="https://a.fsdn.com/con/app/sf-download-button" alt="Download from SourceForge" />
</a>
</td>
<td align="center">
<a href="https://ivanayub97.itch.io/warlock-studio">
<img src="rsc/badge-color.png" alt="Download from Itch.io" />
</a>
</td>
<td align="center">
<a href="https://drive.google.com/file/d/1ZSLyaU6zWQErPphXUcdFyxNAfATnb0J7/view?usp=sharing">
<img src="rsc/google_drive-logo.png" alt="Download from Google Drive" />
</a>
</td>
</tr>
</table>
![Warlock-Studio logo](rsc/banner.png)
![Build Status](https://img.shields.io/badge/build-Stable_Release-blue?style=for-the-badge)
![Version](https://img.shields.io/badge/%20Version-2.1-darkred?style=for-the-badge)
![Last Update](https://img.shields.io/badge/Last%20Update-06%2023%202025-purple?style=for-the-badge)
### AI-Powered Media Enhancement & Upscaling Suite 2.0
### AI-Powered Media Enhancement & Upscaling Suite 2.1
Warlock-Studio is an **open-source desktop application** that unifies the power of [**MedIA-Witch**](https://github.com/Ivan-Ayub97/MedIA-Witch.git) and [**MedIA-Wizard**](https://github.com/Ivan-Ayub97/MedIA-Wizard.git) into a single, seamless platform for AI-driven image and video enhancement. Featuring support for the latest upscaling, restoration, and interpolation models with a sleek, intuitive interface, Warlock-Studio brings professional-grade media processing to everyone.
**Warlock-Studio** is an **open-source desktop application** that consolidates the power of [**MedIA-Witch**](https://github.com/Ivan-Ayub97/MedIA-Witch.git) and [**MedIA-Wizard**](https://github.com/Ivan-Ayub97/MedIA-Wizard.git) into a single, seamless platform for AI-driven image and video enhancement.
Now with advanced **AI-based frame interpolation** (RIFE), support for **slow-motion video generation**, refined **GPU management**, and a more modular, scalable UI—Warlock-Studio 2.0 is built for the future of creative enhancement.
It features integration with state-of-the-art models for upscaling, restoration, and frame interpolation—all within an intuitive and streamlined user interface. Warlock-Studio delivers **professional-grade media processing** capabilities to everyone.
### New icon
![icon](Assets/logo.ico)
Version 2.1 introduces major improvements, including:
- Advanced **AI frame interpolation** using **RIFE**
- **Slow-motion video generation**
- Optimized **GPU management**
- A **modular and scalable UI** architecture for better flexibility and performance
---
## Captures
## 📸 Interface Previews
- General UI
### 🔹 Main Interface
![Screenshot of Warlock-Studio](rsc/Capture.png)
- RIFE Options UI
### 🔹 RIFE (Frame Interpolation) Options
![Screenshot of Warlock-Studio](rsc/CaptureRIFE.png)
### 🔹 Icon App
## ![Screenshot of Warlock-Studio](logo.ico)
## 🛠️ Development Status — v2.1
| Component | Status | Notes |
| ----------------------------------- | ---------------- | -------------------------------------------------------------------- |
| **Upscaling Models (ESRGAN, etc.)** | 🟢 **Stable** | Fully integrated support for key enhancement and restoration models. |
| **Frame Interpolation (RIFE)** | 🟢 **New** | Includes slow-motion and intermediate frame generation capabilities. |
| **Batch Processing** | 🟢 **Stable** | Reliable processing for multiple files at once. |
| **User Interface (UI/UX)** | 🟢 **Improved** | Modular and scalable interface enhanced in version 2.0. |
| **GPU Management** | 🟢 **Optimized** | Refined resource handling and device support. |
| **Installer and Packaging** | 🟢 **Stable** | Easy-to-use installer for Windows platforms. |
---
## ✨ Recent Enhancements (v2.1)
- ✅ **Stability Overhaul:** Major improvements in error handling for model loading, frame extraction, and video encoding.
- ✅ **Resilient Processing:** Added fallbacks for video encoding and pre-checks for file operations to prevent crashes.
- ✅ **Safe Thread Management:** Upgraded to a safe `threading.Event` for stopping background tasks reliably.
- ✅ **UI Refinements:** Updated color palette for a new look and feel.
---
## 🗂️ Project Structure
```
Warlock-Studio/
├──AI-onnx/
│
└──├──BSRGANx2_fp16.onnx
├──BSRGANx4_fp16.onnx
├──IRCNN_Lx1_fp16.onnx
├──IRCNN_Mx1_fp16.onnx
├──RealESR_Animex4_fp16.onnx
├──RealESR_Gx4_fp16.onnx
├──RealESRGANx4_fp16.onnx
├──RealESRNetx4_fp16.onnx
├──RealSRx4_Anime_fp16.onnx
├──RIFE_fp32.onnx
└──RIFE_Lite_fp32.onnx
├──Assets/
│
└──├──clear_icon.png
├──exiftool.exe
├──ffmpeg.exe
├──info_icon.png
├──logo.ico
├──logo.png
├──stop_icon.png
└──upscale_icon.png
│
├──rsc/
│
└──├──banner.png
├──Capture.png
├──CaptureRIFE.png
└──Image_comparison.png
│
├──CHANGELOG.md
├──CODE_OF_CONDUCT.md
├──CONTRIBUTING.md
├──LICENSE
├──NOTICE.md
├──README.md # This File
├──SECURITY.md
├──Setup.iss
├──Warlock-Studio.py # Main
├──Warlock-Studio.spec
├──Warlock-Studio.py
└──logo.ico
```
## Installation
Follow these steps to get up and running with Warlock-Studio:
To get started with Warlock-Studio:
1. **Run the installer** and follow the on-screen prompts.
2. **Launch the app:** open `Warlock-Studio.exe` on Windows.
3. **Start enhancing** your images and videos with a few clicks!
1. **Run the installer** and follow the setup instructions.
2. **Launch the application** by opening `Warlock-Studio.exe`.
3. **Begin enhancing** your images and videos with just a few clicks!
Warlock-Studio leverages [PyInstaller](https://www.pyinstaller.org/) and [Inno Setup](http://www.jrsoftware.org/isinfo.php) for effortless packaging and installation.
---
Warlock-Studio uses [PyInstaller](https://www.pyinstaller.org/) and [Inno Setup](http://www.jrsoftware.org/isinfo.php) for a seamless packaging and installation experience.
## Key Features
- **State-of-the-Art AI Models:**
Real-ESRGAN, SRGAN, BSRGAN, IRCNN, Waifu2x, Anime4K, **RIFE** and more for noise reduction, resolution boost, high-fidelity restoration, and smooth frame interpolation.
- **State-of-the-Art AI Models**
Real-ESRGAN, SRGAN, BSRGAN, IRCNN, Waifu2x, Anime4K, **RIFE**, and others for denoising, resolution enhancement, detail restoration, and smooth frame interpolation.
- **AI Frame Interpolation & Slow Motion Generation:**
Generate intermediate frames between existing video frames using RIFE. Create smooth **x2/x4/x8** transitions or cinematic slow motion effects.
- **AI Frame Interpolation & Slow Motion**
Generate new in-between frames using RIFE to create smooth **2x/4x/8x** motion or dramatic slow-motion effects.
- **Batch Processing:**
Upscale, interpolate, and enhance multiple images or videos in one go—ideal for large collections.
- **Batch Processing**
Simultaneously process multiple images or videos—ideal for large-scale media projects.
- **Customizable Workflows:**
Pick your AI model, output resolution, file format (PNG, JPEG, MP4, etc.), and quality settings to suit any project.
- **Customizable Workflows**
Choose your preferred AI model, output resolution, format (PNG, JPEG, MP4, etc.), and quality settings for full creative control.
- **Intuitive UI:**
A clean, user-friendly interface designed for both novices and pros—everything you need is a click away.
- **Intuitive Interface**
Designed for both beginners and professionals—simple, clean, and efficient.
- **Open-Source & Extensible:**
Licensed under the MIT License. Additional conditions are described in the [NOTICE](NOTICE) file.
- **Open-Source & Extensible**
Licensed under the MIT License. Additional usage terms can be found in the [NOTICE](NOTICE) file.
---
## How to Use
1. **Run as Administrator** (optional but recommended for best performance).
2. **Load Media:** drag & drop images, videos, or folders into the app.
3. **Configure Settings:**
1. **Run as Administrator** (optional but recommended for optimal performance).
2. **Load your media**: drag and drop images, videos, or folders directly into the app.
3. **Configure settings**:
- **Choose AI Model** (Real-ESRGAN, SRGAN, BSRGAN, IRCNN, Waifu2x, Anime4K, **RIFE**, etc.)
- **Set Output Resolution**, **Format**, and optionally enable **interpolation** or **slow motion**
- Select an **AI Model** (e.g., Real-ESRGAN, SRGAN, BSRGAN, IRCNN, Waifu2x, Anime4K, RIFE)
- Set the **output resolution**, **file format**, and toggle features such as **interpolation** or **slow-motion**
4. **Start Processing:** hit **Start** and let the magic happen.
5. **Retrieve Results:** the enhanced files will appear in your selected output folder.
4. **Start Processing**: click **Start** to begin enhancement.
5. **Retrieve your files**: processed outputs will be saved in your chosen destination folder.
---
@@ -81,10 +184,10 @@ Warlock-Studio leverages [PyInstaller](https://www.pyinstaller.org/) and [Inno S
## System Requirements
- **OS:** Windows 10 or later
- **RAM:** 4 GB minimum (8 GB+ recommended)
- **GPU:** NVIDIA or DirectML-compatible GPU highly recommended for speed and compatibility
- **Storage:** Ample space for your media files and outputs
- **Operating System:** Windows 10 or later
- **Memory (RAM):** Minimum 4 GB (8 GB or more recommended)
- **Graphics Card:** NVIDIA or DirectML-compatible GPU highly recommended for performance
- **Storage:** Sufficient disk space for input and output media files
---
@@ -102,13 +205,13 @@ Warlock-Studio leverages [PyInstaller](https://www.pyinstaller.org/) and [Inno S
| RIFE | Apache 2.0 | [hzwer](https://github.com/hzwer) | [GitHub](https://github.com/megvii-research/ECCV2022-RIFE) |
| SRGAN | CC BY-NC-SA 4.0 (Non-Commercial) | [TensorLayer Community](https://github.com/tensorlayer) | [GitHub](https://github.com/tensorlayer/srgan) |
| BSRGAN | Apache 2.0 | [Kai Zhang](https://github.com/cszn) | [GitHub](https://github.com/cszn/BSRGAN) |
| IRCNN | BSD / Other (Mixed) | [Kai Zhang](https://github.com/cszn) | [GitHub](https://github.com/cszn/IRCNN) |
| IRCNN | BSD / Mixed | [Kai Zhang](https://github.com/cszn) | [GitHub](https://github.com/cszn/IRCNN) |
| Anime4K | MIT | [Tianyang Zhang (bloc97)](https://github.com/bloc97) | [GitHub](https://github.com/bloc97/Anime4K) |
| ONNX Runtime | MIT | [Microsoft](https://github.com/microsoft) | [GitHub](https://github.com/microsoft/onnxruntime) |
| PyTorch | BSD 3-Clause | [Meta AI](https://pytorch.org/) | [GitHub](https://github.com/pytorch/pytorch) |
| FFmpeg | LGPL-2.1 / GPL (varies) | [FFmpeg Team](https://ffmpeg.org/) | [Official Site](https://ffmpeg.org) |
| ExifTool | Perl Artistic License 1.0 | [Phil Harvey](https://exiftool.org/) | [Official Site](https://exiftool.org/) |
| DirectML | MIT | [Microsoft](https://github.com/microsoft/) | [Official Site](https://github.com/microsoft/DirectML) |
| DirectML | MIT | [Microsoft](https://github.com/microsoft/) | [GitHub](https://github.com/microsoft/DirectML) |
| Python | Python Software Foundation (PSF) | [Python Software Foundation](https://www.python.org/) | [Official Site](https://www.python.org) |
| PyInstaller | GPLv2+ | [PyInstaller Team](https://github.com/pyinstaller) | [GitHub](https://github.com/pyinstaller/pyinstaller) |
| Inno Setup | Custom Inno License | [Jordan Russell](http://www.jrsoftware.org/) | [Official Site](http://www.jrsoftware.org/isinfo.php) |
@@ -117,19 +220,19 @@ Warlock-Studio leverages [PyInstaller](https://www.pyinstaller.org/) and [Inno S
## Contributions
We welcome your contributions!
We warmly welcome community contributions!
1. **Fork** the repo.
1. **Fork** this repository.
2. **Create a branch** for your feature or fix.
3. **Submit a Pull Request** with a clear description of your changes.
3. **Submit a Pull Request** with a detailed explanation of your changes.
For bug reports, suggestions or questions, reach out at **[negroayub97@gmail.com](mailto:negroayub97@gmail.com)**.
For bug reports, feature suggestions, or inquiries, contact us at: **[negroayub97@gmail.com](mailto:negroayub97@gmail.com)**
Warlock-Studio combines cutting-edge AI with a powerful yet user-friendly interface—take your media to the next level! 🧙‍♂️
**Warlock-Studio** merges cutting-edge artificial intelligence with a powerful yet accessible interface—empowering creators to elevate their media effortlessly. 🧙‍♂️
---
## License
© 2025 Iván Eduardo Chavez Ayub
Licensed under the MIT License. Additional conditions are described in the [NOTICE](NOTICE.md) file.
Distributed under the MIT License. Additional terms are available in the [NOTICE](NOTICE.md) file.