Tensor Parallelism Checklist: Maximize GPU Utilization

Tensor parallelism splits model computations across GPUs to boost efficiency. Below is a comparison of key techniques: Tensor parallelism improves training speed by 2–4x compared to single-GPU setups, as seen in vLLM benchmarks. It also enhances model accuracy by maintaining full-precision…