convert benchmarks to litCI (#21199)
* convert benchmarks to litCI
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* python_version
* image
* install
* noninteractive
* uv
* uv
* cuda
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
