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Waqas Mohammad

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#software testing Open access Oct 2026

Characterizing Tensor-Parallel Crossover in vLLM Serving on Dual NVIDIA Tesla T4 GPUs

Adding a second GPU to a language-model server divides model work and memory but also introduces synchronization, collective communication, scheduling, and process overhead. We characterize the conditions under which two-way tensor parallelism (TP2) improves upstream vLLM serving on a pinned, PHB-connected pair of NVID...

Waqas Mohammad · 0 citations

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