TensorFlow GNN provides a GraphTensor type for representing graphs with multiple node and edge types, tools for data preparation including graph samplers to handle large-scale subgraph sampling, and a collection of ready-to-use GNN models and Keras layers. It also offers a high-level API for training orchestration and is based on a Google-internal library used for scalable graph mining tasks.