Update trtllm-bench to support new Pytorch default.

[FrankD412]

Description

This PR is in direct response to #5312 to shift trtllm-bench and its associated tests to Pytorch and handle the TRT backend more explicitly to make the differentiation clearer.

Test Coverage

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[FrankD412]

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PR_Github #9902 [ run ] completed with state SUCCESS
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PR_Github #10067 [ run ] triggered by Bot

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PR_Github #10065 [ run ] completed with state ABORTED

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PR_Github #10067 [ run ] completed with state SUCCESS
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