How to anneal LR of optimizer?

Currently it seems that you’d input the LR from the start with optim.SGD for example. How do you anneal it?

Please refer to the imagenet example.

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Or you could just recreate the optimizer

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If you recreate the optimizer, would it lose its weights, it seems to be? What do you mean by recreate?