diff --git a/Readme.md b/Readme.md
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--- a/Readme.md
+++ b/Readme.md
@@ -1,116 +1,123 @@
-## Upscale
-Automatically upscale and interpolate video files.
-
-### Table of Contents
-- [Usage](#usage)
-- [Configuration](#configuration)
-- [Stats](#stats)
- - [Real-ESRGAN](#real-esrgan)
- - [RIFE](#rife)
- - [SVT-AV1](#svt-av1)
-- [Requirements](#requirements)
- - [Requirements for 1080p, 1080p@48, 4k](#requirements-for-1080p-1080p48-4k)
- - [Requirements for 4k48fps](#requirements-for-4k48fps)
-- [Installation](#installation)
- - [Windows](#windows)
- - [Arch Linux](#arch-linux)
-
-## Usage
-1. Preparing video file (MKVToolNix)
- - Make sure video file does NOT have an image attachment
- - Video file should have ONE `ass` subtitle file
- - Name video file similar to the following: `Your Title - 01.mkv`
-2. Place `.mkv` file inside `0-Source` folder
-3. Execute `python Start.py`
-
-## Configuration
-The `Start.py` file has two options INSIDE, edit in text editor:
-- `INTERPOLATE_4K`: `True` or `False` (wether or not 4k48fps should be outputted)
-- `MAX_INPUT_WIDTH`: `'720'` (downscales the video to this width, as 1080p upscaling would be insane)
-
-## Stats
-
-#### Real-ESRGAN
-| Input | Output | VRAM | RAM | GPU | FPS | OS |
-| :------: | :-------: | :----: | :----: | :----------: | :-------: | :-----: |
-| 1280x720 | 2120x2880 | ~4.4GB | ~1,8GB | 3090 (@360W) | ~13.56fps | Windows |
-
-#### RIFE
-| Input | Output | VRAM | RAM | GPU | FPS | OS |
-| :----------: | :----------: | :----: | :----: | :----------: | :----: | :-----: |
-| 1080p@23.976 | 1080p@47.952 | ~6.6GB | ~4.0GB | 3090 (@360W) | ~60fps | Windows |
-| 2160p@23.976 | 2160p@47.952 | ~19.4GB | ~8.0GB | 3090 (@360W) | ~18fps | Windows |
-
-#### SVT-AV1
-Settings: CRF 26, Preset 6. See [encodeCDN.py](/utils/encodeCDN.py).
-
-| Input | RAM | FPS | CPU | OS |
-| :-------: | :-----: | :-----: | :-----------------: | :-----: |
-| 1920x1080 | ~3.9GB | ~76fps | Ryzen 7900x (@130W) | Windows |
-| 3840x2160 | ~12.3GB | ~35fps | Ryzen 7900x (@130W) | Windows |
-
-## Requirements
-- **OS**: Windows or Linux
-- **Python**: >=3.12 (Windows) or Python 3.13 (Linux)
-- **RAM**: Min: 16GB - Recommended: 32GB
-
-#### Requirements for 1080p, 1080p@48, 4k
-- **GPU**: NVIDIA GPU with 8GB+ of VRAM
-
-#### Requirements for 4k48fps
-- **GPU**: NVIDIA GPU with 24GB of VRAM
-- **RAM** (Linux): 48GB (there is a memory leak in VapourSynth)
-
-## Installation
-
-#### Windows
-1. Download and install [Python 3.12](https://www.python.org/ftp/python/3.12.8/python-3.12.8-amd64.exe) - Check option to add to path
-2. Download and install [Imagemagick](https://imagemagick.org/script/download.php#windows) - Check option to install legacy tools (Required for creating player previews `thumbs.vtt` and `sprite.jpg`)
-3. Download and install [MKVToolNix](https://mkvtoolnix.download/downloads.html#windows) - **Add to system path environment manually**
-4. Download [ffmpeg](https://www.gyan.dev/ffmpeg/builds/#release-builds) - Either place it inside the MKVToolNix install directory or create a new directory somewhere and **add it to system path environment**
-5. Download and install [VapourSynth R72](https://github.com/vapoursynth/vapoursynth/releases) - Check options to install vsrepo, avisynth support not required
-6. Install `vsrepo` packages, in Terminal (cmd, NOT Powershell!):
- ```cmd
- :: FFmpeg Source Plugin
- vsrepo.py install ffms2
-
- :: (optional) Miscfilters Plugin, used for scenedetection in vsrife
- :: Unsure if it even works
- vsrepo.py install misc
- ```
-7. Install `pip` packages
- ```cmd
- pip install packaging setuptools wheel
- pip install pymediainfo python-dateutil
- pip install torch torchvision --index-url https://download.pytorch.org/whl/cu126
- pip install vsrealesrgan vsrife
- ```
-8. Install models used by `vsrealesrgan` and `vsrife`
- ```ps
- python -m vsrealesrgan
- python -m vsrife
- ```
-
-#### Arch Linux
-Sadly there is some sort of memory leak in vsrife or vapoursynth under Linux.
-
-If you have 32GB of RAM it should suffice for everything EXCEPT 4k48p, there you probably need 48GB or 64GB of RAM.
-
-```bash
-# System Packages
-sudo pacman -S python vapoursynth ffms2 ffmpeg mkvtoolnix-cli mediainfo imagemagick
-
-# Setup virtual environment (in upscale dirctory)
-python -m venv .venv
-source .venv/bin/activate
-
-# Install pip dependencies
-pip install typing-extensions packaging setuptools wheel
-pip install pymediainfo python-dateutil
-pip install torch torchvision --index-url https://download.pytorch.org/whl/cu126
-pip install vsrealesrgan vsrife
-
-# Install models
-python -m vsrealesrgan
-python -m vsrife
+## Upscale
+Automatically upscale and interpolate video files.
+
+### Table of Contents
+- [Usage](#usage)
+- [Configuration](#configuration)
+- [Stats](#stats)
+ - [Real-ESRGAN](#real-esrgan)
+ - [RIFE](#rife)
+ - [SVT-AV1](#svt-av1)
+- [Requirements](#requirements)
+ - [Requirements for 1080p, 1080p@48, 4k](#requirements-for-1080p-1080p48-4k)
+ - [Requirements for 4k48fps](#requirements-for-4k48fps)
+- [Installation](#installation)
+ - [Windows](#windows)
+ - [Arch Linux](#arch-linux)
+
+## Usage
+1. Preparing video file (MKVToolNix)
+ - Make sure video file does NOT have an image attachment
+ - Video file should have ONE `ass` subtitle file
+ - Name video file similar to the following: `Your Title - 01.mkv`
+2. Place `.mkv` file inside `0-Source` folder
+3. Execute `python Start.py`
+
+## Configuration
+The `Start.py` file has two options INSIDE, edit in text editor:
+- `INTERPOLATE_4K`: `True` or `False` (wether or not 4k48fps should be outputted)
+- `MAX_INPUT_WIDTH`: `'720'` (downscales the video to this width, as 1080p upscaling would be insane)
+
+## Stats
+
+_Note: The VRAM usage is the one reported in `nvidia-smi` and is system wide. Subtract ~1GB for OS._
+
+#### Real-ESRGAN
+| Input | Output | VRAM | RAM | GPU | FPS | OS |
+| :------: | :-------: | :----: | :----: | :----------: | :-------: | :------: |
+| 1280x720 | 2120x2880 | ~4.4GB | ~1.8GB | 3090 (@360W) | ~13.56fps | Windows |
+| 1280x720 | 2120x2880 | ~4.4GB | ~2.4GB | 3090 (@350W) | ~13.73fps | Linux 🐧 |
+
+#### RIFE
+| Input | Output | VRAM | RAM | GPU | FPS | OS |
+| :-------------: | :-------------: | :----: | :----: | :----------: | :----: | :------: |
+| 1080p 23.976fps | 1080p 47.952fps | ~6.6GB | ~4.0GB | 3090 (@360W) | ~60fps | Windows |
+| 1080p 23.976fps | 1080p 47.952fps | ~7.6GB | ~8.4GB | 3090 (@350W) | ~64fps | Linux 🐧 |
+| 2160p 23.976fps | 2160p 47.952fps | ~19.4GB | ~8.0GB | 3090 (@360W) | ~18fps | Windows |
+| 2160p 23.976fps | dnf | n/a | ~31.0GB (run out of memory) | 3090 (@360W) | n/a | Linux 🐧 |
+
+#### SVT-AV1
+Settings: CRF 26, Preset 6. See [encodeCDN.py](/utils/encodeCDN.py).
+
+| Input | RAM | FPS | CPU | OS |
+| :-------: | :-----: | :-----: | :-----------------: | :------: |
+| 1920x1080 | ~3.9GB | ~76fps | Ryzen 7900x (@130W) | Windows |
+| 1920x1080 | ~4.8GB | ~80fps | Ryzen 7900x (@130W) | Linux 🐧 |
+| 3840x2160 | ~12.3GB | ~35fps | Ryzen 7900x (@130W) | Windows |
+| 3840x2160 | ~13.0GB | ~37fps | Ryzen 7900x (@130W) | Linux 🐧 |
+
+## Requirements
+- **OS**: Windows or Linux
+- **Python**: >=3.12 (Windows) or Python 3.13 (Linux)
+- **RAM**: Min: 16GB - Recommended: 32GB
+
+#### Requirements for 1080p, 1080p@48, 4k
+- **GPU**: NVIDIA GPU with 8GB+ of VRAM
+
+#### Requirements for 4k48fps
+- **GPU**: NVIDIA GPU with 24GB of VRAM
+- **RAM** (Linux): 48GB (there is a memory leak in VapourSynth)
+
+## Installation
+
+#### Windows
+1. Download and install [Python 3.12](https://www.python.org/ftp/python/3.12.8/python-3.12.8-amd64.exe) - Check option to add to path
+2. Download and install [Imagemagick](https://imagemagick.org/script/download.php#windows) - Check option to install legacy tools (Required for creating player previews `thumbs.vtt` and `sprite.jpg`)
+3. Download and install [MKVToolNix](https://mkvtoolnix.download/downloads.html#windows) - **Add to system path environment manually**
+4. Download [ffmpeg](https://www.gyan.dev/ffmpeg/builds/#release-builds) - Either place it inside the MKVToolNix install directory or create a new directory somewhere and **add it to system path environment**
+5. Download and install [VapourSynth R72](https://github.com/vapoursynth/vapoursynth/releases) - Check options to install vsrepo, avisynth support not required
+6. Install `vsrepo` packages, in Terminal (cmd, NOT Powershell!):
+ ```cmd
+ :: FFmpeg Source Plugin
+ vsrepo.py install ffms2
+
+ :: (optional) Miscfilters Plugin, used for scenedetection in vsrife
+ :: Unsure if it even works
+ vsrepo.py install misc
+ ```
+7. Install `pip` packages
+ ```cmd
+ pip install packaging setuptools wheel
+ pip install pymediainfo python-dateutil
+ pip install torch torchvision --index-url https://download.pytorch.org/whl/cu126
+ pip install vsrealesrgan vsrife
+ ```
+8. Install models used by `vsrealesrgan` and `vsrife`
+ ```ps
+ python -m vsrealesrgan
+ python -m vsrife
+ ```
+
+#### Arch Linux
+Sadly there is some sort of memory leak in vsrife or vapoursynth under Linux.
+
+If you have 32GB of RAM it should suffice for everything EXCEPT 4k48p, there you probably need 48GB or 64GB of RAM.
+
+```bash
+# System Packages
+sudo pacman -S python vapoursynth ffms2 ffmpeg mkvtoolnix-cli mediainfo imagemagick
+
+# Setup virtual environment (in upscale dirctory)
+python -m venv .venv
+source .venv/bin/activate
+
+# Install pip dependencies
+pip install typing-extensions packaging setuptools wheel
+pip install pymediainfo python-dateutil
+pip install torch torchvision --index-url https://download.pytorch.org/whl/cu126
+pip install vsrealesrgan vsrife
+
+# Install models
+python -m vsrealesrgan
+python -m vsrife
```
\ No newline at end of file