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GPUs possess thousands of stream processors specifically designed for massive parallel computing. When handling complex tensor operations, Graph Neural Network (GNN) training, or the 3D spatial evolution of million-atom systems, GPUs deliver throughput dozens of times higher than pure CPUs, thoroughly shattering the computational bottlenecks of highly concurrent tasks.