[Dev] Optimize TE CUDA Graph _get_sample_arguments() Time

[buptzyb]

What does this PR do ?

main PR #2392

Optimize _get_sample_arguments() time by not generating static inputs when it's not necessary.

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flowchart LR
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[buptzyb]

/ok to test fc22287

[buptzyb]

/ok to test 72b90af

[HaochenYuan]

Should we add more debug info here? such as f"sample_args and sample_kwargs must not be None when reusing. reuse_fwd_idx={reuse_fwd_idx}, sample_keys={sample_keys}"

[buptzyb]

done

[buptzyb]

/ok to test 2352e50

[buptzyb]

/ok to test daed550