When One GPU Is Not Enough: Choosing Replica, Tensor, and Pipeline Parallelism
Multiple accelerators can increase model capacity, throughput, or resilience, but not by the same mechanism. Learn how replica, tensor, pipeline, and context parallelism trade communication, latency, utilization, and operational complexity.





