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Fixes #4643

Formula for decayed Adagrad operator:

moment_out = decay * moment + (1 - decay) * grad * grad
param_out = param - learning_rate * grad / (sqrt(moment_out) + epsilon)

@kexinzhao kexinzhao requested a review from jacquesqiao October 9, 2017 19:10

Decayed Adagrad

moment_out = decay * moment + (1 - decay) * grad * grad
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does there have an article about this optimize algorithm?

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I cannot find published article about it.
Just following the formula in http://doc.paddlepaddle.org/develop/doc/api/v2/config/optimizer.html#decayedadagrad

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LGTM!

@kexinzhao kexinzhao merged commit d3b8bff into PaddlePaddle:develop Oct 12, 2017
@kexinzhao kexinzhao deleted the decayed_adagrad_op branch October 12, 2017 06:49
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3 participants