defa1283c44653c29b81403f9d9f19fb3df0a27d,keras/optimizers.py,Nadam,get_updates,#Nadam#Any#Any#Any#,449

Before Change


        m_schedule_next = self.m_schedule * momentum_cache_t * momentum_cache_t_1
        self.updates.append((self.m_schedule, m_schedule_new))

        ms = [K.variable(np.zeros(K.get_value(p).shape)) for p in params]
        vs = [K.variable(np.zeros(K.get_value(p).shape)) for p in params]

        self.weights = ms + vs

        for p, g, m, v in zip(params, grads, ms, vs):
            // the following equations given in [1]
            g_prime = g / (1. - m_schedule_new)

After Change


        m_schedule_next = self.m_schedule * momentum_cache_t * momentum_cache_t_1
        self.updates.append((self.m_schedule, m_schedule_new))

        shapes = [x.shape for x in K.batch_get_value(params)]
        ms = [K.zeros(shape) for shape in shapes]
        vs = [K.zeros(shape) for shape in shapes]
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 8

Instances


Project Name: keras-team/keras
Commit Name: defa1283c44653c29b81403f9d9f19fb3df0a27d
Time: 2016-07-21
Author: francois.chollet@gmail.com
File Name: keras/optimizers.py
Class Name: Nadam
Method Name: get_updates


Project Name: keras-team/keras
Commit Name: defa1283c44653c29b81403f9d9f19fb3df0a27d
Time: 2016-07-21
Author: francois.chollet@gmail.com
File Name: keras/optimizers.py
Class Name: Adam
Method Name: get_updates


Project Name: keras-team/keras
Commit Name: defa1283c44653c29b81403f9d9f19fb3df0a27d
Time: 2016-07-21
Author: francois.chollet@gmail.com
File Name: keras/optimizers.py
Class Name: Nadam
Method Name: get_updates


Project Name: keras-team/keras
Commit Name: defa1283c44653c29b81403f9d9f19fb3df0a27d
Time: 2016-07-21
Author: francois.chollet@gmail.com
File Name: keras/optimizers.py
Class Name: Adamax
Method Name: get_updates