[Don't merge] Debug failing quantization test with input batch move

[heheda12345]

Similar to #18147, the input batch move in #17945 also causes quantization/test_cpu_offload.py::test_cpu_offload_gptq fail on main.

pytest -vs quantization/test_cpu_offload.py::test_cpu_offload_gptq
E                       AssertionError: Results for model='Qwen/Qwen2-1.5B-Instruct-GPTQ-Int4' are not the same.
E                       ref_args=['--quantization', 'gptq', '--enforce-eager'] ref_envs=None
E                       compare_args=['--quantization', 'gptq', '--cpu-offload-gb', '1', '--enforce-eager'] compare_envs=None
E                       ref_result={'test': 'seeded_sampling', 'text': ' Mike', 'finish_reason': 'length', 'usage': CompletionUsage(completion_tokens=1, prompt_tokens=5, total_tokens=6, completion_tokens_details=None, prompt_tokens_details=None)}
E                       compare_result={'test': 'seeded_sampling', 'text': '散', 'finish_reason': 'length', 'usage': CompletionUsage(completion_tokens=1, prompt_tokens=5, total_tokens=6, completion_tokens_details=None, prompt_tokens_details=None)}

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[mergify]

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @heheda12345.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

[mergify]

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @heheda12345.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork