Introduction to Graphs and tf.function, TensorFlow Authors, 2022 (Google LLC) - Official guide from TensorFlow that explains eager execution, graph execution, and the use of tf.function in TensorFlow 2.x.
TensorFlow: A System for Large-Scale Machine Learning, Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek G. Murray, Benoit Steiner, Paul Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng, 2016OSDI '16: Proceedings of the 12th USENIX Symposium on Operating Systems Design and Implementation (USENIX Association)DOI: 10.5555/3026877.3026899 - Original research paper introducing the TensorFlow system and its graph-based computation model.
Effective TensorFlow 2.0, TensorFlow team, 2024 - Guide outlining best practices for TensorFlow 2.x, including how tf.function aids in achieving performance and deployability.