[benchmark_inference.py] Specify `tp_size` to `StaticCache` #2784

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crcrpar wants to merge 3 commits into main from mkozuki/inference_bench_tensor_parallel_sharding_fix

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[benchmark_inference.py] Specify `tp_size` to `StaticCache` #2784

Merge branch 'main' into mkozuki/inference_bench_tensor_parallel_shar…

Lit OSS [bot] / notebooks.yaml / Lit Job (pytorchlightning/lightning-thunder:ubuntu24.04-cuda12.8.1-cudnn-fe1.15.0-py3.12-pt_main-dev) succeeded Jan 7, 2026 in 22m 58s

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