Programs API

Synalinks offers three methods to create programs, each tailored to different levels of complexity and use cases:

• Sequential Program: This is the simplest method, involving a straightforward list of modules. Ideal for single-input, single-output stacks of modules. However, it is limited in flexibility compared to other methods.

• Functional Program: This is a fully-featured API that supports arbitrary program architectures. Easy to use and suitable for most users, offering greater flexibility than the Sequential program.

• Program Subclassing: This method allows you to implement everything from scratch. Ideal for complex or research use cases. It is also the preferred method for contributing.

Programs API Overview

The Program class

• Program class
• summary method
• get_module method

The Sequential class

• Sequential class
• add method
• pop method

Program training APIs

• compile method
• fit method
• evaluate method
• predict method
• train_on_batch method
• test_on_batch method
• predict_on_batch method

Saving & Serialization

• Whole program saving and loading
• Variables-only saving and loading