NLP, Artificial Intelligence, Data Science, Machine Learning, Neural Networks.
When possible, data-parallel workers are also placed within a node to accelerate gradient communications. Eventually, pipeline parallelism has the lowest communication volume, and so pipeline stages can be scheduled across nodes without being limited by the communication bandwidth. The following