This library implements sinusoidal positional encodings for deep learning models, supporting PyTorch and TensorFlow. It provides PositionalEncoding1D, PositionalEncoding2D, and PositionalEncoding3D classes along with a Summer class to add encodings to input tensors. The encodings work on tensors of various shapes and are a key building block for transformer-based architectures.