Concepts

Image classes

An image can either be a file, an image loaded into an underlying library or a simple buffer of pixels. Each of these states has its own Python class (subclass of willow.image.Image).

For example JPEGImageFile, PillowImage and RGBAImageBuffer are three of the image classes in Willow.

Operations

These are functions that perform actions on an image in a particular state. For example, resize and crop.

Operations can either be defined as methods on the image class or as functions registered separately.

All operations are registered in a central registry and will appear as a method on all other image classes. If it’s called from a class that doesn’t implement the operation, the image will be automatically converted to the nearest image class that supports it and the operation is run on that.

Operations that alter an image return a new image object instead of altering the source one. This also means that if a conversion took place, the new image’s class would be different.

Converters

These are functions that convert an image between two image classes. For example, a converter from JPEGImageFile to PillowImage would simply be a function that calls PIL.Image.open on the underlying file to get a Pillow image.

Like operations, these can either be methods on the image class or registered separately.

Each converter has a cost which helps Willow decide which is the best available image library to use for a particular file format.

Registry

The registry is where all image classes, operations and converters are registered. It contains methods to allow you to register new items and even override existing ones.

It also is responsible for finding operations and planning routes between image classes.

Plugins

These are used to group related image classes, operations and converters together allowing them to be registered as a single unit.

The convention within Willow is to create a single plugin for each underlying library. The default ones are “pillow”, “wand” and “opencv”.

Plugins can be registered even if the underlying library is not installed. This allows Willow to generate a useful error message if an operation is requested that only exists in a plugin without an underlying library.

Optimizers

Optimizers are classes that wrap image optimization libraries such as pngquant or jpegtran and apply to certain image types. They are used to optimize images after they have been saved.

All optimizers are registered in a central registry and can be called from the optimize method on an image.

Optimizers will be registered only if the corresponding library is installed and Willow is configured to use them.