def randomInit(self):
self.conv_layers = []
num_conv_layers = random.randint(1, Config.MAX_CONV_LAYERS)
for l in range(num_conv_layers):
layer = createRandomLayer().randomInit()
self.conv_layers.append(layer)
self.dense_layers = []
num_dense_layers = random.randint(1, Config.MAX_DENSE_LAYERS)
for l in range(num_dense_layers):
layer = Layer().randomInit()
self.dense_layers.append(layer)
def addLayer(self, individual):
conv_part = random.randint(0, 1)
if (conv_part):
l = random.randint(0, len(individual.conv_layers) - 1)
if random.randint(0, 1):
individual.conv_layers.insert(l, ConvLayer().randomInit())
else:
individual.conv_layers.insert(l, MaxPoolLayer().randomInit())
else:
l = random.randint(0, len(individual.dense_layers) - 1)
individual.dense_layers.insert(l, Layer().randomInit())
return individual,
def randomInit(self):
self.conv_layers = []
num_conv_layers = random.randint(
1, config.global_config["network"]["max_conv_layers"])
for l in range(num_conv_layers):
layer = createRandomLayer().randomInit()
self.conv_layers.append(layer)
self.dense_layers = []
num_dense_layers = random.randint(
1, config.global_config["network"]["max_dense_layers"])
for l in range(num_dense_layers):
layer = Layer().randomInit()
self.dense_layers.append(layer)
def addLayer(self, individual):
l = random.randint(0, len(individual.layers) - 1)
individual.layers.insert(l, Layer().randomInit())
individual.strategy.blocks.insert(l, Block().randomInit())
return individual,
def addLayer(self, individual):
""" Inserts one random layer into individual."""
l = random.randint(0, len(individual.layers) - 1)
individual.layers.insert(l, Layer().randomInit())
return individual,