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(cherry picked from commit 6232fb4b66b42c8e5f4ef1cc4c5163442cc99208)

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(cherry picked from commit 706a04d34ba64ea23d430d5e50038791aacfae96)

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(cherry picked from commit 7b1bc0a3eb01a6bc2650eda9970049f7825240d7)

This reverts commit d2e2e856.

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[Bugfix][CI] Fix wrong residual shape in TestFusedAddRMSNorm.example_inputs that causes flaky test (#40629)
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