Where is Pipeline Parallelism used in practice?

AI governance teams encounter pipeline parallelism mainly in training infrastructure documentation for self-hosted LLM training. The technique is essential at frontier scale, with GPT-4-class training combining pipeline, tensor, and data parallelism in 3D arrangements across thousands of GPUs. T