def feed_dict_generator(self, a_random_walk, step, gamma):
"""
Method to generate:
1. random walk features.
2. left and right handside matrices.
3. proper time index and overlap vector.
"""
index_1, index_2, overlaps = index_generation(self.weights,
a_random_walk)
batch_inputs = batch_input_generator(a_random_walk,
self.args.random_walk_length,
self.args.window_size)
batch_labels = batch_label_generator(a_random_walk,
self.args.random_walk_length,
self.args.window_size)
feed_dict = {
self.walker_layer.train_labels: batch_labels,
self.walker_layer.train_inputs: batch_inputs,
self.gamma: gamma,
self.step: float(step),
self.regularizer_layer.edge_indices_left: index_1,
self.regularizer_layer.edge_indices_right: index_2,
self.regularizer_layer.overlap: overlaps
}
return feed_dict
def feed_dict_generator(self, a_random_walk, step, gamma):
"""
Method to generate random walk features, gamma and proper time index.
"""
batch_inputs = batch_input_generator(a_random_walk,
self.args.random_walk_length,
self.args.window_size)
batch_labels = batch_label_generator(a_random_walk,
self.args.random_walk_length,
self.args.window_size)
feed_dict = {
self.walker_layer.train_labels: batch_labels,
self.walker_layer.train_inputs: batch_inputs,
self.gamma: gamma,
self.step: float(step)
}
return feed_dict
def feed_dict_generator(self, a_random_walk, step, gamma):
"""
Method to generate:
1. random walk features.
2. left and right handside matrices.
Proper time index and overlap vector.
"""
batch_inputs = batch_input_generator(a_random_walk,
self.args.random_walk_length,
self.args.window_size)
batch_labels = batch_label_generator(a_random_walk,
self.args.random_walk_length,
self.args.window_size)
feed_dict = {
self.walker_layer.train_labels: batch_labels,
self.walker_layer.train_inputs: batch_inputs,
self.gamma: gamma,
self.step: float(step)
}
return feed_dict