Address review, and pick the MoE expert layout automatically #7005

Job	Run time
pr-gate	10m 23s
megatron / run-test	1h 0m 6s
onnx (torch_onnx) / run-test	33m 21s
torch (speculative_decoding) / run-test	18m 56s
onnx (torch_trt) / run-test	7m 57s
onnx (diffusers) / run-test	44m 19s
trtllm (llm_eval) / run-test	22m 3s
trtllm (gpt-oss) / run-test	6m 6s
torch (llm_qat) / run-test	22m 7s
torch (llm_sparsity) / run-test	6m 57s
torch (specdec_bench) / run-test	6m 19s
trtllm (hf_ptq) / run-test	35m 19s
torch (llm_distill) / run-test	5m 55s
example-pr-required-check	4s
	4h 39m 52s

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