[Doc] Fix AIR benchmark configuration link failure(with pinned commit id).

[woshiyyya]

Why are these changes needed?

We renamed the release tests configuration filenames in #34466 , which caused some link failures in both 2.4 branch and master. This PR aims to fix these link failures on releases/2.4.0 branch.

Here is a similar PR #34597 on master branch.

(ray-air/benchmarks: line  192) broken    https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_cpu_4.yaml - 404 Client Error: Not Found for url: https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_cpu_4.yaml
(ray-air/benchmarks: line  149) broken    https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_1.yaml#L6-L24 - 404 Client Error: Not Found for url: https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_1.yaml
(ray-air/benchmarks: line  116) broken    https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_1_g4_8xl.yaml#L6-L15 - 404 Client Error: Not Found for url: https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_1_g4_8xl.yaml
(ray-air/benchmarks: line  117) broken    https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_4_g4_12xl.yaml#L6-L15 - 404 Client Error: Not Found for url: https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_4_g4_12xl.yaml
(ray-air/benchmarks: line  150) broken    https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_16.yaml#L5-L25 - 404 Client Error: Not Found for url: https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_16.yaml
(ray-air/benchmarks: line  193) broken    https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_4x4.yaml - 404 Client Error: Not Found for url: https://github.com/ray-project/ray/blob/master/release/air_tests/air_benchmarks/compute_gpu_4x4.yaml
make: *** [Makefile:175: linkcheck] Error 1

Related issue number

Checks

• I've signed off every commit(by using the -s flag, i.e., git commit -s) in this PR.
• I've run scripts/format.sh to lint the changes in this PR.
• I've included any doc changes needed for https://docs.ray.io/en/master/.
  • I've added any new APIs to the API Reference. For example, if I added a
    method in Tune, I've added it in doc/source/tune/api/ under the
    corresponding .rst file.
• I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/
• Testing Strategy
  • Unit tests
  • Release tests
  • This PR is not tested :(