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[BUG] Invalidate trace cache @ step 975: expected module 1003, but got module 1003 #5033

@cbiras

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@cbiras

Describe the bug
I am using pytorch lightning with deepspeed zero3, with offload. Each step of the training, I am receiving the following warning: "Invalidate trace cache @ step 975: expected module 1003, but got module 1003"
I saw other issues with the same bug, but none that prints the same module.

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