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Implementation for ACProp ( Momentum centering and asynchronous update for adaptive gradient methdos, NeurIPS 2021)

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I use acprop to train transformer, but it breaks down and keeps 0 bleu. Are there some bugs in the code? the transformer is from https://github.com/juntang-zhuang/fairseq-adabelief lr=5e-4 and 2e-5, eps=1e-16