def __init__(self, connection, **options):
self.connection = clean_layers(connection)
self.errors_in = []
self.errors_out = []
self.epoch = 0
self.train_epoch_time = None
self.layers = list(self.connection)
self.input_layer = self.layers[0]
self.output_layer = self.layers[-1]
self.train_layers = self.layers[:-1]
# Setup initialized options
super(BaseNetwork, self).__init__(**options)
logs = self.logs
self.setup_defaults()
available_classes = [c.__name__ for c in self.__class__.__mro__]
def classname_grouper(option):
classname = option[1].class_name
class_priority = -available_classes.index(classname)
return (class_priority, classname)
# Sort and group options by classes
grouped_options = groupby(sorted(self.options.items(),
key=classname_grouper),
key=classname_grouper)
if isinstance(self.connection, LayerConnection):
logs.header("Network structure")
logs.log("LAYERS", self.connection)
# Just display in terminal all network options.
logs.header("Network options")
for (_, clsname), class_options in grouped_options:
if not class_options:
# When in some class we remove all available attributes
# we just skip it.
continue
logs.simple("{}:".format(clsname))
for key, data in sorted(class_options):
if key in options:
logger = logs.log
value = options[key]
else:
logger = logs.gray_log
value = data.value
logger("OPTION", "{} = {}".format(key, preformat_value(value)))
logs.empty()
self.init_layers()
super(BaseNetwork, self).__init__()
def _repr_options(self):
options = []
for option_name in self.options:
option_value = getattr(self, option_name)
option_value = preformat_value(option_value)
option_repr = "{}={}".format(option_name, option_value)
options.append(option_repr)
return ', '.join(options)
def _repr_options(self):
options = []
for option_name in self.options:
option_value = getattr(self, option_name)
option_value = preformat_value(option_value)
option_repr = "{}={}".format(option_name, option_value)
options.append(option_repr)
return ', '.join(options)
def show_network_options(self, highlight_options=None):
available_classes = [cls.__name__ for cls in self.__class__.__mro__]
logs = self.logs
if highlight_options is None:
highlight_options = {}
def classname_grouper(option):
classname = option[1].class_name
class_priority = -available_classes.index(classname)
return (class_priority, classname)
# Sort and group options by classes
grouped_options = groupby(
sorted(self.options.items(), key=classname_grouper),
key=classname_grouper
)
if isinstance(self.connection, LayerConnection):
logs.header("Network structure")
logs.log("LAYERS", self.connection)
# Just display in terminal all network options.
logs.header("Network options")
for (_, clsname), class_options in grouped_options:
if not class_options:
# When in some class we remove all available attributes
# we just skip it.
continue
logs.simple("{}:".format(clsname))
for key, data in sorted(class_options):
if key in highlight_options:
logger = logs.log
value = highlight_options[key]
else:
logger = logs.gray_log
value = data.value
logger("OPTION", "{} = {}".format(
key, preformat_value(value))
)
logs.empty()
def show_network_options(self, highlight_options=None):
available_classes = [cls.__name__ for cls in self.__class__.__mro__]
logs = self.logs
if highlight_options is None:
highlight_options = {}
def classname_grouper(option):
classname = option[1].class_name
class_priority = -available_classes.index(classname)
return (class_priority, classname)
# Sort and group options by classes
grouped_options = groupby(sorted(self.options.items(), key=classname_grouper), key=classname_grouper)
if isinstance(self.connection, LayerConnection):
logs.header("Network structure")
logs.log("LAYERS", self.connection)
# Just display in terminal all network options.
logs.header("Network options")
for (_, clsname), class_options in grouped_options:
if not class_options:
# When in some class we remove all available attributes
# we just skip it.
continue
logs.simple("{}:".format(clsname))
for key, data in sorted(class_options):
if key in highlight_options:
logger = logs.log
value = highlight_options[key]
else:
logger = logs.gray_log
value = data.value
logger("OPTION", "{} = {}".format(key, preformat_value(value)))
logs.empty()
def __init__(self, connection, **options):
self.connection = clean_layers(connection)
self.errors_in = []
self.errors_out = []
self.epoch = 0
self.train_epoch_time = None
self.layers = list(self.connection)
self.input_layer = self.layers[0]
self.output_layer = self.layers[-1]
self.train_layers = self.layers[:-1]
# Setup initialized options
super(BaseNetwork, self).__init__(**options)
logs = self.logs
self.setup_defaults()
available_classes = [c.__name__ for c in self.__class__.__mro__]
def classname_grouper(option):
classname = option[1].class_name
class_priority = -available_classes.index(classname)
return (class_priority, classname)
# Sort and group options by classes
grouped_options = groupby(
sorted(self.options.items(), key=classname_grouper),
key=classname_grouper
)
if isinstance(self.connection, LayerConnection):
logs.header("Network structure")
logs.log("LAYERS", self.connection)
# Just display in terminal all network options.
logs.header("Network options")
for (_, clsname), class_options in grouped_options:
if not class_options:
# When in some class we remove all available attributes
# we just skip it.
continue
logs.simple("{}:".format(clsname))
for key, data in sorted(class_options):
if key in options:
logger = logs.log
value = options[key]
else:
logger = logs.gray_log
value = data.value
logger("OPTION", "{} = {}".format(
key, preformat_value(value))
)
logs.empty()
self.init_layers()
super(BaseNetwork, self).__init__()
