def on_criterion_validation(func):
""" The :func:`on_criterion_validation` decorator is used to initialise a :class:`.Callback` with :meth:`~.Callback.on_criterion_validation`
calling the decorated function
:param func: The function(state) to *decorate*
:type func: function
:return: Initialised callback with :meth:`.Callback.on_criterion_validation` calling func
:rtype: :class:`.Callback`
"""
new_callback = Callback()
new_callback.on_criterion_validation = func
return new_callback
def add_to_loss(func):
""" The :func:`add_to_loss` decorator is used to initialise a :class:`.Callback` with the value returned from func
being added to the loss
:param func: The function(state) to *decorate*
:type func: function
:return: Initialised callback which adds the returned value from func to the loss
:rtype: :class:`.Callback`
"""
def add_to_loss_func(state):
state[torchbearer.LOSS] += func(state)
new_callback = Callback()
new_callback.on_criterion = add_to_loss_func
new_callback.on_criterion_validation = add_to_loss_func
return new_callback
def test_empty_methods(self):
callback = Callback()
self.assertIsNone(callback.on_start({}))
self.assertIsNone(callback.on_start_epoch({}))
self.assertIsNone(callback.on_start_training({}))
self.assertIsNone(callback.on_sample({}))
self.assertIsNone(callback.on_forward({}))
self.assertIsNone(callback.on_criterion({}))
self.assertIsNone(callback.on_backward({}))
self.assertIsNone(callback.on_step_training({}))
self.assertIsNone(callback.on_end_training({}))
self.assertIsNone(callback.on_end_epoch({}))
self.assertIsNone(callback.on_end({}))
self.assertIsNone(callback.on_start_validation({}))
self.assertIsNone(callback.on_sample_validation({}))
self.assertIsNone(callback.on_forward_validation({}))
self.assertIsNone(callback.on_end_validation({}))
self.assertIsNone(callback.on_step_validation({}))
self.assertIsNone(callback.on_criterion_validation({}))
def test_empty_methods(self):
callback = Callback()
self.assertIsNone(callback.on_start({}))
self.assertIsNone(callback.on_start_epoch({}))
self.assertIsNone(callback.on_start_training({}))
self.assertIsNone(callback.on_sample({}))
self.assertIsNone(callback.on_forward({}))
self.assertIsNone(callback.on_criterion({}))
self.assertIsNone(callback.on_backward({}))
self.assertIsNone(callback.on_step_training({}))
self.assertIsNone(callback.on_end_training({}))
self.assertIsNone(callback.on_end_epoch({}))
self.assertIsNone(callback.on_end({}))
self.assertIsNone(callback.on_start_validation({}))
self.assertIsNone(callback.on_sample_validation({}))
self.assertIsNone(callback.on_forward_validation({}))
self.assertIsNone(callback.on_end_validation({}))
self.assertIsNone(callback.on_step_validation({}))
self.assertIsNone(callback.on_criterion_validation({}))