Upgrade default cuda version of torchbench (#84248)
Upgrade CUDA version of torchbench as we are moving away from CUDA 11.3
This PR needs to land together with https://github.com/pytorch/benchmark/pull/1141
RUN_TORCHBENCH: nvfuser
TORCHBENCH_BRANCH: xz9/setup-cuda-compile
Pull Request resolved: https://github.com/pytorch/pytorch/pull/84248
Approved by: https://github.com/erichan1, https://github.com/davidberard98
