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Optimizers with better performance than Adam in CIFAR-10.

1.Optimizers:

a.Adam_tanh

b.Adam_tanh2

c.Adam_tanh3

d.Adam_tanh_w

e.Adam_tanh2_w

f.Adam_tanh3_w

g.diffGradw

2.use_methods:

pip install Adam_tanhx
import Adam_tanhx
#Adam_tanh can be replaced by any optimizer above
optimizer = Adam_tanhx.Adam_tanh(net.parameters())

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