### Build and Install Siril with Ninja

Source: https://siril.readthedocs.io/en/stable/_sources/installation/source.rst.txt

Compiles Siril using Ninja after Meson setup and then installs it. These commands should be run from the build directory.

```bash
cd _build
ninja
ninja install
```

--------------------------------

### Path Parsing Syntax Example

Source: https://siril.readthedocs.io/en/stable/Pathparsing.html

This syntax allows dynamic matching of calibration files based on instrument and filter information. It's useful for managing multiple setups.

```bash
~/astro/masters/flats/$INSTRUME:%s$_$TELESCOP:%s$/$FILTER:%s$/FLAT_bin$XBINNING:%d$.fit

```

--------------------------------

### Configure Autotools Build and Installation Path

Source: https://siril.readthedocs.io/en/stable/installation/source.html

Customize the Autotools build process by passing options to `autogen.sh`. This example sets compiler flags for optimization and specifies a custom installation prefix.

```bash
CFLAGS='-mtune=native -O3' ./autogen.sh --prefix=/opt
```

--------------------------------

### Get Recommended PyTorch Backend

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Determines the recommended PyTorch backend and installation parameters, considering GPU capabilities like CUDA, ROCm, XPU, and MPS.

```python
from sirilpy.gpuhelper import TorchHelper

torch_helper = TorchHelper()
backend_info = torch_helper.get_recommended_backend()
print(f"Recommended PyTorch backend info: {backend_info}")
```

--------------------------------

### Add Siril PPA and Install on Ubuntu/Linux Mint

Source: https://siril.readthedocs.io/en/stable/_sources/installation/linux.rst.txt

Add the Siril PPA repository to get the newer version and then update apt and install Siril. This is the preferred method for Ubuntu or Linux Mint.

```bash
sudo add-apt-repository ppa:lock042/siril
sudo apt-get update
sudo apt-get install siril
```

--------------------------------

### Build Siril from Source with Autotools

Source: https://siril.readthedocs.io/en/stable/_sources/installation/source.rst.txt

Standard procedure to build Siril from source after downloading and installing prerequisites. Use with superuser privileges for 'make install'.

```bash
   ./autogen.sh
   make
   make install
```

--------------------------------

### Install Siril using Homebrew

Source: https://siril.readthedocs.io/en/stable/_sources/installation/macos.rst.txt

Use this command to install Siril via Homebrew. Ensure Homebrew is installed first.

```bash
brew install siril
```

--------------------------------

### Example Wavelet Transform and Reconstruction

Source: https://siril.readthedocs.io/en/stable/processing/atrouwavelets.html

An example demonstrating the command-line usage for computing 6 wavelet layers with the bspline algorithm and then reconstructing the image with specific weights.

```bash
wavelet 6 2
wrecons 31 5 1 1 1 1

```

--------------------------------

### Stacking Default Name Example

Source: https://siril.readthedocs.io/en/stable/preferences/preferences_gui.html

Demonstrates how to construct a default stacking name using FITS header keywords and sequence name. The example uses `$seqname$`, `$LIVETIME:%d$s`, and a sample FITS header to show the resulting filename.

```text
r_pp_light_stacked_3900s.fit
```

--------------------------------

### Install JAX with Hardware Acceleration

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Installs the appropriate JAX variant (CPU, CUDA, ROCm, etc.) based on detected hardware. Use this to ensure correct JAX installation for your system. Optionally specify a variant, version constraint, or force reinstallation.

```python
sirilpy.gpuhelper.JaxHelper().install_jax(force_variant='jax[cuda]', version_constraint='>=0.4.0', force_reinstall=True)
```

--------------------------------

### Ensure Installation of Tifffile Module

Source: https://siril.readthedocs.io/en/stable/scripts/Python-scripts.html

Use `ensure_installed()` to verify and install the 'tifffile' module if it's not already present. This method attempts to import the module and installs it if the import fails. The delay only occurs on the first run.

```python
s.ensure_installed("tifffile")
import tifffile

```

--------------------------------

### Install ONNX Runtime

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Installs the appropriate ONNX Runtime package based on the system configuration. Use the 'force' parameter to re-install even if already present.

```python
from sirilpy.gpuhelper import install_onnxruntime

# Install ONNX Runtime, forcing reinstallation if needed
success = install_onnxruntime(force=True)
print(f"Installation successful: {success}")
```

--------------------------------

### Install PyTorch

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Installs PyTorch with a specified configuration, including CUDA version, extra index URL, and specific packages.

```python
from sirilpy.gpuhelper import TorchHelper

torch_helper = TorchHelper()
# Install PyTorch with specific CUDA version and index URL
torch_helper.install_torch(cuda_version='cu118', extra_index_url='https://download.pytorch.org/whl/cu118')
print("PyTorch installation initiated.")
```

--------------------------------

### Example of a constructed filename

Source: https://siril.readthedocs.io/en/stable/_sources/Pathparsing.rst.txt

An example of a filename generated using the path parsing syntax.

```text
NGC_7023_L_57x120sec_G100_O50_T-9°C_2023-10-07
```

--------------------------------

### Example of a constructed master flat file path

Source: https://siril.readthedocs.io/en/stable/_sources/Pathparsing.rst.txt

An example of a file path generated for a master flat file using the path parsing syntax.

```text
~/astro/masters/flats/ZWO_ASI294MC_Pro_61EDPH/DualBand/FLAT_bin1.fit
```

--------------------------------

### Install Build Dependencies

Source: https://siril.readthedocs.io/en/stable/installation/source.html

List of essential build tools and libraries required to compile Siril from source. These can often be installed via a package manager.

```bash
git, autoconf, automake, libtool, intltool, pkg-tools, make, cmake, gcc, g++

```

--------------------------------

### Evaluated Path Example

Source: https://siril.readthedocs.io/en/stable/Pathparsing.html

This shows how the path parsing syntax from the previous example would be resolved with specific instrument and filter values.

```bash
~/astro/masters/flats/ZWO_ASI294MC_Pro_61EDPH/DualBand/FLAT_bin1.fit

```

--------------------------------

### Install Siril Dependencies

Source: https://siril.readthedocs.io/en/stable/installation/windows.html

Download and execute the script to install Siril's dependencies. This script fetches the latest dependencies, which are generally compatible with stable branches.

```bash
curl -s -o siril-deps.sh https://gitlab.com/free-astro/siril/-/raw/master/build/windows/native-gitlab-ci/siril-deps.sh
bash siril-deps.sh

```

--------------------------------

### Install Siril Dependencies (MSYS2)

Source: https://siril.readthedocs.io/en/stable/_sources/installation/windows.rst.txt

Download and execute the script to install all necessary dependencies for building Siril on Windows. This script fetches the latest version of dependencies.

```bash
curl -s -o siril-deps.sh https://gitlab.com/free-astro/siril/-/raw/master/build/windows/native-gitlab-ci/siril-deps.sh
bash siril-deps.sh
```

--------------------------------

### Install Siril on Ubuntu/Linux Mint (Official Repos)

Source: https://siril.readthedocs.io/en/stable/_sources/installation/linux.rst.txt

Install Siril from the official repositories on Ubuntu or Linux Mint using apt. Note that this version might be outdated.

```bash
sudo apt install siril
```

--------------------------------

### Install Siril on Debian

Source: https://siril.readthedocs.io/en/stable/_sources/installation/linux.rst.txt

Install the Siril binary package on Debian using apt. This command requires superuser privileges.

```bash
apt install siril
```

--------------------------------

### Example Astro-TIFF Header (FITS-like)

Source: https://siril.readthedocs.io/en/stable/file-formats/Astro-TIFF.html

This example demonstrates the structure of an Astro-TIFF header, which closely resembles a standard FITS file header. It includes essential metadata for astronomical images.

```text
SIMPLE  =                    T / file does conform to FITS standard
BITPIX  =                  -32 / number of bits per data pixel
NAXIS   =                    2 / number of data axes
NAXIS1  =                 6248 / length of data axis 1
NAXIS2  =                 4176 / length of data axis 2
NAXIS3  =                    1 / length of data axis 3
EXTEND  =                    T / FITS dataset may contain extensions
COMMENT   FITS (Flexible Image Transport System) format is defined in 'Astronomy
COMMENT   and Astrophysics', volume 376, page 359; bibcode: 2001A&A...376..359H
BZERO   =                    0 / offset data range to that of unsigned short
BSCALE  =                    1 / default scaling factor
DATE    = '2022-12-14T16:05:47' / UTC date that FITS file was created
DATE-OBS= '2022-05-06T20:29:20.019000' / YYYY-MM-DDThh:mm:ss observation start,
INSTRUME= 'ZWO CCD ASI2600MM Pro' / instrument name
OBSERVER= 'Unknown '           / observer name
TELESCOP= 'iOptron ZEQ25'      / telescope used to acquire this image
ROWORDER= 'TOP-DOWN'           / Order of the rows in image array
XPIXSZ  =                 3.76 / X pixel size microns
YPIXSZ  =                 3.76 / Y pixel size microns
XBINNING=                    1 / Camera binning mode
YBINNING=                    1 / Camera binning mode
FOCALLEN=              370.092 / Camera focal length
CCD-TEMP=                 -9.8 / CCD temp in C
EXPTIME =                  120 / Exposure time [s]
STACKCNT=                  126 / Stack frames
LIVETIME=                15120 / Exposure time after deadtime correction
FILTER  = 'Lum     '           / Active filter name
IMAGETYP= 'Light Frame'        / Type of image
OBJECT  = 'Unknown '           / Name of the object of interest
GAIN    =                  100 / Camera gain
OFFSET  =                   50 / Camera offset
CTYPE1  = 'RA---TAN'           / Coordinate type for the first axis
CTYPE2  = 'DEC--TAN'           / Coordinate type for the second axis
CUNIT1  = 'deg     '           / Unit of coordinates
CUNIT2  = 'deg     '           / Unit of coordinates
EQUINOX =                 2000 / Equatorial equinox
OBJCTRA = '09 39 54.932'       / Image center Right Ascension (hms)
OBJCTDEC= '+70 00 10.118'      / Image center Declination (dms)
RA      =              144.979 / Image center Right Ascension (deg)
DEC     =              70.0028 / Image center Declination (deg)
CRPIX1  =               3123.5 / Axis1 reference pixel
CRPIX2  =               2088.5 / Axis2 reference pixel
CRVAL1  =              144.979 / Axis1 reference value (deg)
CRVAL2  =              70.0028 / Axis2 reference value (deg)
CD1_1   =         -0.000580606 / Scale matrix (1, 1)
CD1_2   =         -4.12215e-05 / Scale matrix (1, 2)
CD2_1   =         -4.11673e-05 / Scale matrix (2, 1)
CD2_2   =          0.000580681 / Scale matrix (2, 2)
PLTSOLVD=                    T / Siril internal solve
HISTORY Background extraction (Correction: Subtraction)
HISTORY Plate Solve
END

```

--------------------------------

### Quick Photometry Result Example (Moffat Fit)

Source: https://siril.readthedocs.io/en/stable/_sources/photometry/quickphotometry.rst.txt

Example output snippet for Siril's quick photometry when the Moffat fitting function is used. This includes the beta parameter specific to the Moffat model.

```text
PSF fit Result (Moffat, beta=2.9, monochrome channel):
```

--------------------------------

### Set up Build Directory with Meson

Source: https://siril.readthedocs.io/en/stable/_sources/installation/source.rst.txt

Initializes the build environment using Meson for a release build. Ensure you are in the Siril source directory before running.

```bash
meson setup _build --buildtype release
```

--------------------------------

### Generate Build System and Compile Siril

Source: https://siril.readthedocs.io/en/stable/installation/windows.html

Set up the Meson build system and compile the Siril code. This command builds the release version and installs it.

```bash
meson setup _build --buildtype release
ninja -C _build install

```

--------------------------------

### Initialize Live Stacking

Source: https://siril.readthedocs.io/en/stable/Commands.html

Starts a live stacking session, optionally using dark and flat calibration files. Supports shift-only registration by default, with options for rotation and 32-bit processing. Note: Siril is unresponsive to other commands during live stacking.

```bash
start_ls [-dark=filename] [-flat=filename] [-rotate] [-32bits]
```

--------------------------------

### Get PyTorch Device

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Obtains a suitable torch device ('cuda', 'cpu', etc.) based on the installed PyTorch package's capabilities. Defaults to using GPU if available.

```python
import torch
from sirilpy.gpuhelper import TorchHelper

torch_helper = TorchHelper()
# Get the appropriate torch device, using GPU if available
device = torch_helper.get_torch_device(use_gpu=True)
print(f"Using PyTorch device: {device}")

# Example of using the device
# tensor = torch.randn(3, 3).to(device)
```

--------------------------------

### Launch Siril from Windows Environment

Source: https://siril.readthedocs.io/en/stable/installation/windows.html

Launch Siril from a native Windows environment, either via the command line or by double-clicking the executable. This is required for the initial setup of the sirilpy module if Python is installed on the system.

```bash
C:\msys2\ucrt64\bin\siril.exe

```

--------------------------------

### Apply Guided Filter (Siril Command Line)

Source: https://siril.readthedocs.io/en/stable/_sources/processing/epf.rst.txt

Applies the Guided filter to an image using the Siril command line. Specify the filter type (1 for bilateral, 2 for guided), diameter, spatial sigma, intensity sigma, and modulation. For guided filter, a guide image can be specified.

```bash
epf 2 diameter sigma_spatial sigma_intensity modulation guide_image

```

--------------------------------

### Build and Install Siril from Source on Windows

Source: https://siril.readthedocs.io/en/stable/_sources/installation/windows.rst.txt

Update pacman, pull submodules, configure with meson, and build/install with ninja. This sequence is used to build Siril from its source code.

```bash
pacman -Syu
cd siril
git pull --recurse-submodules
meson setup _build --reconfigure
ninja -C _build && ninja -C _build install
```

--------------------------------

### Install Siril via Flatpak

Source: https://siril.readthedocs.io/en/stable/_sources/installation/linux.rst.txt

Install the stable version of Siril using the Flatpak package manager. This command installs Siril from the Flathub repository.

```bash
flatpak install flathub org.siril.Siril
```

--------------------------------

### Start Livestacking Session (Command Line)

Source: https://siril.readthedocs.io/en/stable/Livestack.html

Initializes a livestacking session. Optional calibration files can be provided. Default processing uses shift-only registration and 16-bit processing for speed, which can be changed with -rotate and -32bits.

```bash
start_ls [-dark=filename] [-flat=filename] [-rotate] [-32bits]

```

--------------------------------

### Start Livestacking Session (Command Line)

Source: https://siril.readthedocs.io/en/stable/_sources/Livestack.rst.txt

Initiates a livestacking session. Darks and flats can be provided as arguments for real-time calibration.

```bash
siril -f --start_ls "/path/to/your/images/" --darks "/path/to/darks/" --flats "/path/to/flats/"
```

--------------------------------

### Check if ONNX Runtime is Installed

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Verifies if any ONNX Runtime package is currently installed and usable. Returns a tuple indicating installation status and the package name.

```python
from sirilpy.gpuhelper import is_onnxruntime_installed

is_installed, package_name = is_onnxruntime_installed()
print(f"ONNX Runtime installed: {is_installed}, Package: {package_name}")
```

--------------------------------

### Constructing a master flat file path

Source: https://siril.readthedocs.io/en/stable/_sources/Pathparsing.rst.txt

Example of constructing a path to a master flat file using header information like instrument, telescope, and filter.

```text
~/astro/masters/flats/$INSTRUME:%s$_$TELESCOP:%s$/$FILTER:%s$/FLAT_bin$XBINNING:%d$.fit
```

--------------------------------

### Ensure Python Package Installation

Source: https://siril.readthedocs.io/en/stable/_sources/Python-API.rst.txt

Use this method to ensure that necessary Python packages are installed for your script. It leverages pip to install packages if they are not already present.

```python
sirilpy.ensure_installed()

```

--------------------------------

### Import Sirilpy and Ensure Astropy Installation

Source: https://siril.readthedocs.io/en/stable/scripts/Python-scripts.html

Imports the 'sirilpy' module and then ensures 'astropy' is installed, aliasing it as 'ap'. This method automates installation for users without the module, with delays only on the first run.

```python
import sirilpy as s
s.ensure_installed("astropy")
import astropy as ap

```

--------------------------------

### FITS Header Example

Source: https://siril.readthedocs.io/en/stable/_sources/Pathparsing.rst.txt

A sample FITS header output, showing various keywords and their values, which can be used for path parsing.

```text
SIMPLE  =                    T / C# FITS
BITPIX  =                   16 /
NAXIS   =                    2 / Dimensionality
NAXIS1  =                 4144 /
NAXIS2  =                 2822 /
BZERO   =                32768 /
EXTEND  =                    T / Extensions are permitted
IMAGETYP= 'LIGHT'              / Type of exposure
EXPOSURE=                120.0 / [s] Exposure duration
DATE-OBS= '2022-01-24T01:03:34.729' / Time of observation (UTC)
XBINNING=                    1 / X axis binning factor
YBINNING=                    1 / Y axis binning factor
GAIN    =                  120 / Sensor gain
OFFSET  =                   30 / Sensor gain offset
INSTRUME= 'ZWO ASI294MC Pro'   / Imaging instrument name
SET-TEMP=                -10.0 / [degC] CCD temperature setpoint
CCD-TEMP=                -10.0 / [degC] CCD temperature
BAYERPAT= 'RGGB'               / Sensor Bayer pattern
TELESCOP= '61EDPH'             / Name of telescope
FILTER  = 'DualBand'           / Active filter name
OBJECT  = 'Rosette Nebula     '/ Name of the object of interest
OBJCTRA = '06 30 36'           / [H M S] RA of imaged object
OBJCTDEC= '+04 58 51'          / [D M S] Declination of imaged object
RA      =     97.6960081674312 / [deg] RA of telescope
DEC     =     4.99212765957446 / [deg] Declination of telescope
END
```

--------------------------------

### Ensure Python Packages are Installed

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Use this method to programmatically ensure that necessary Python packages are installed for your Siril script. This is crucial as users may not have direct access to the command line to install them manually.

```python
sirilpy.ensure_installed("numpy")
sirilpy.ensure_installed("packaging")
```

--------------------------------

### Make AppImage Executable

Source: https://siril.readthedocs.io/en/stable/_sources/installation/linux.rst.txt

Allow the downloaded Siril AppImage binary to be executed. Replace Path/To/Application/Siril-x.y.z-x86_64.AppImage with the actual path and version.

```bash
chmod +x Path/To/Application/Siril-x.y.z-x86_64.AppImage
```

--------------------------------

### start_ls Command

Source: https://siril.readthedocs.io/en/stable/Commands.html

Initializes a live stacking session, optionally using calibration files. It waits for input files from the LIVESTACK command until STOP_LS is called.

```APIDOC
## start_ls

### Description
Initializes a livestacking session, using the optional calibration files and waits for input files to be provided by the LIVESTACK command until STOP_LS is called. Default processing will use shift-only registration and 16-bit processing because it's faster, it can be changed to rotation with -rotate and -32bits.

### Usage
```
start_ls [-dark=filename] [-flat=filename] [-rotate] [-32bits]
```

### Options
- **-dark=filename**: Specifies the dark calibration file.
- **-flat=filename**: Specifies the flat calibration file.
- **-rotate**: Enables rotation registration for live stacking.
- **-32bits**: Enables 32-bit processing for live stacking.
```

--------------------------------

### List All Siril Preferences Variables

Source: https://siril.readthedocs.io/en/stable/_sources/preferences/preferences_command.rst.txt

Use the 'get -A' command to display a list of all configurable variables in Siril, including their current values and descriptions. Use '-a' to omit descriptions.

```bash
get -A
```

--------------------------------

### Ensure Installation of Astropy Module

Source: https://siril.readthedocs.io/en/stable/scripts/Python-scripts.html

Use `ensure_installed()` to verify and install the 'astropy' module if it's not already present. This method attempts to import the module and installs it if the import fails. The delay only occurs on the first run.

```python
s.ensure_installed("astropy")
import astropy

```

--------------------------------

### Verify Local Catalogue Installation with Conesearch

Source: https://siril.readthedocs.io/en/stable/astrometry/platesolving.html

Use the `conesearch` command with the `-phot` option to check which stars from your image will be used for Photometric Calibration (PCC) and are available in your installed catalogues. This is useful after installing local catalogues.

```bash
conesearch -phot

```

--------------------------------

### Specify Siril Configuration File

Source: https://siril.readthedocs.io/en/stable/Preferences.html

Use this command to start Siril with a specific configuration file, allowing for multiple independent settings profiles.

```bash
siril -i path/to/my_other_config.ini

```

--------------------------------

### Siril FITS Header Example

Source: https://siril.readthedocs.io/en/stable/Pathparsing.html

A sample FITS header dump showing various keys and their values, such as IMAGETYP, EXPOSURE, DATE-OBS, GAIN, and SET-TEMP. These keys can be used in path parsing.

```text
SIMPLE  =                    T / C# FITS
BITPIX  =                   16 /
NAXIS   =                    2 /
NAXIS1  =                 4144 /
NAXIS2  =                 2822 /
BZERO   =                32768 /
EXTEND  =                    T / Extensions are permitted
IMAGETYP= 'LIGHT'              / Type of exposure
EXPOSURE=                120.0 / [s] Exposure duration
DATE-OBS= '2022-01-24T01:03:34.729' / Time of observation (UTC)
XBINNING=                    1 / X axis binning factor
YBINNING=                    1 / Y axis binning factor
GAIN    =                  120 / Sensor gain
OFFSET  =                   30 / Sensor gain offset
INSTRUME= 'ZWO ASI294MC Pro'   / Imaging instrument name
SET-TEMP=                -10.0 / [degC] CCD temperature setpoint
CCD-TEMP=                -10.0 / [degC] CCD temperature
BAYERPAT= 'RGGB'               / Sensor Bayer pattern
TELESCOP= '61EDPH'             / Name of telescope
FILTER  = 'DualBand'           / Active filter name
OBJECT  = 'Rosette Nebula     '/ Name of the object of interest
OBJCTRA = '06 30 36'           / [H M S] RA of imaged object
OBJCTDEC= '+04 58 51'          / [D M S] Declination of imaged object
RA      =     97.6960081674312 / [deg] RA of telescope
DEC     =     4.99212765957446 / [deg] Declination of telescope
END

```

--------------------------------

### Ensure PyTorch Installation

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Ensures PyTorch is installed with the correct backend. Allows specifying a CUDA version to override auto-detection.

```python
from sirilpy.gpuhelper import TorchHelper

torch_helper = TorchHelper()
# Ensure PyTorch is installed, optionally specifying CUDA version
success = torch_helper.ensure_torch(cuda_version='cu118')
print(f"PyTorch ensured: {success}")
```

--------------------------------

### Install Siril Dependencies on Arch Linux

Source: https://siril.readthedocs.io/en/stable/_sources/installation/source.rst.txt

Installs mandatory and some optional dependencies for Siril on Arch Linux using pacman.

```bash
      pacman -S base-devel cmake git intltool gtk3 fftw cfitsio gsl opencv
      exiv2 libraw wcslib gtksourceview4
```

--------------------------------

### Build Siril with Meson

Source: https://siril.readthedocs.io/en/stable/installation/source.html

Use Meson and Ninja for building Siril. This is the recommended approach. Ensure you are in the source directory before running these commands.

```bash
meson setup _build --buildtype release

cd _build
ninja
ninja install
```

--------------------------------

### Install Siril Build Dependencies on Debian

Source: https://siril.readthedocs.io/en/stable/_sources/installation/source.rst.txt

Installs packages required for building Siril on Debian-based systems using apt.

```bash
   apt build-dep siril
```

--------------------------------

### Siril Command Line: Capabilities

Source: https://siril.readthedocs.io/en/stable/_sources/Installation.rst.txt

This snippet shows how to use the 'capabilities' command in Siril to check your installation. It is included within the Siril command line admonition.

```bash
siril --capabilities
```

--------------------------------

### Example of Generated Filename

Source: https://siril.readthedocs.io/en/stable/Pathparsing.html

This is an example of how a stacked image file would be named when using the $defstack format defined previously.

```text
Result_Rosette_Nebula_2022-01-24_12000s.fit

```

--------------------------------

### 2-Pass Registration and Application

Source: https://siril.readthedocs.io/en/stable/_sources/preprocessing/registration.rst.txt

Performs a two-pass registration on a sequence and then applies the calculated transformations. The output sequence is named 'pp_light'.

```text
# Align lights in 2 passes
register pp_light -2pass
seqapplyreg pp_light
```

--------------------------------

### Check if JAX is Installed

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Verifies if JAX is installed without attempting to import it. This is a quick check to determine JAX's presence.

```python
sirilpy.gpuhelper.JaxHelper().is_jax_installed()
```

--------------------------------

### Check if PyTorch is Installed

Source: https://siril.readthedocs.io/en/stable/Python-API.html

Checks if PyTorch is installed without actually importing the library. This is useful for conditional logic before attempting to use PyTorch.

```python
from sirilpy.gpuhelper import TorchHelper

torch_helper = TorchHelper()
is_installed = torch_helper.is_torch_installed()
print(f"PyTorch is installed: {is_installed}")
```