Fix test configuration check and testing (#1804)
* Fix test configuration check and testing * Fix test configuration check and testing * Remove check_testing_configuration during test * Fix docstring * fix function name * remove conflicts
This commit is contained in:
parent
4cdebf9a64
commit
56d521a317
|
@ -334,20 +334,13 @@ class TrainerEvaluationLoopMixin(ABC):
|
|||
return eval_results
|
||||
|
||||
def run_evaluation(self, test_mode: bool = False):
|
||||
# when testing make sure user defined a test step
|
||||
if test_mode and not self.is_overridden('test_step'):
|
||||
raise MisconfigurationException(
|
||||
"You called `.test()` without defining model's `.test_step()`."
|
||||
" Please define and try again")
|
||||
|
||||
# hook
|
||||
model = self.get_model()
|
||||
model.on_pre_performance_check()
|
||||
|
||||
# select dataloaders
|
||||
if test_mode:
|
||||
if self.test_dataloaders is None:
|
||||
self.reset_test_dataloader(model)
|
||||
self.reset_test_dataloader(model)
|
||||
|
||||
dataloaders = self.test_dataloaders
|
||||
max_batches = self.num_test_batches
|
||||
|
|
|
@ -1055,9 +1055,6 @@ class Trainer(
|
|||
else:
|
||||
self.__attach_dataloaders(self.model, test_dataloaders=test_dataloaders)
|
||||
|
||||
# give proper warnings if user only passed in loader without hooks
|
||||
self.check_testing_model_configuration(model if model else self.model)
|
||||
|
||||
if model is not None:
|
||||
self.model = model
|
||||
self.fit(model)
|
||||
|
@ -1076,44 +1073,45 @@ class Trainer(
|
|||
|
||||
def check_model_configuration(self, model: LightningModule):
|
||||
r"""
|
||||
Checks that the model is configured correctly before training is started.
|
||||
Checks that the model is configured correctly before training or testing is started.
|
||||
|
||||
Args:
|
||||
model: The model to test.
|
||||
model: The model to check the configuration.
|
||||
|
||||
"""
|
||||
# Check training_step, train_dataloader, configure_optimizer methods
|
||||
if not self.is_overridden('training_step', model):
|
||||
raise MisconfigurationException(
|
||||
'No `training_step()` method defined. Lightning `Trainer` expects as minimum a'
|
||||
' `training_step()`, `train_dataloader()` and `configure_optimizers()` to be defined.')
|
||||
if not self.testing:
|
||||
if not self.is_overridden('training_step', model):
|
||||
raise MisconfigurationException(
|
||||
'No `training_step()` method defined. Lightning `Trainer` expects as minimum a'
|
||||
' `training_step()`, `training_dataloader()` and `configure_optimizers()` to be defined.')
|
||||
|
||||
if not self.is_overridden('train_dataloader', model):
|
||||
raise MisconfigurationException(
|
||||
'No `train_dataloader()` method defined. Lightning `Trainer` expects as minimum a'
|
||||
' `training_step()`, `train_dataloader()` and `configure_optimizers()` to be defined.')
|
||||
if not self.is_overridden('train_dataloader', model):
|
||||
raise MisconfigurationException(
|
||||
'No `train_dataloader()` method defined. Lightning `Trainer` expects as minimum a'
|
||||
' `training_step()`, `training_dataloader()` and `configure_optimizers()` to be defined.')
|
||||
|
||||
if not self.is_overridden('configure_optimizers', model):
|
||||
raise MisconfigurationException(
|
||||
'No `configure_optimizers()` method defined. Lightning `Trainer` expects as minimum a'
|
||||
' `training_step()`, `train_dataloader()` and `configure_optimizers()` to be defined.')
|
||||
if not self.is_overridden('configure_optimizers', model):
|
||||
raise MisconfigurationException(
|
||||
'No `configure_optimizers()` method defined. Lightning `Trainer` expects as minimum a'
|
||||
' `training_step()`, `training_dataloader()` and `configure_optimizers()` to be defined.')
|
||||
|
||||
# Check val_dataloader, validation_step and validation_epoch_end
|
||||
if self.is_overridden('val_dataloader', model):
|
||||
if not self.is_overridden('validation_step', model):
|
||||
raise MisconfigurationException('You have passed in a `val_dataloader()`'
|
||||
' but have not defined `validation_step()`.')
|
||||
# Check val_dataloader, validation_step and validation_epoch_end
|
||||
if self.is_overridden('val_dataloader', model):
|
||||
if not self.is_overridden('validation_step', model):
|
||||
raise MisconfigurationException('You have passed in a `val_dataloader()`'
|
||||
' but have not defined `validation_step()`.')
|
||||
else:
|
||||
if not self.is_overridden('validation_epoch_end', model):
|
||||
rank_zero_warn(
|
||||
'You have defined a `val_dataloader()` and have defined a `validation_step()`,'
|
||||
' you may also want to define `validation_epoch_end()` for accumulating stats.',
|
||||
RuntimeWarning
|
||||
)
|
||||
else:
|
||||
if not self.is_overridden('validation_epoch_end', model):
|
||||
rank_zero_warn(
|
||||
'You have defined a `val_dataloader()` and have defined a `validation_step()`,'
|
||||
' you may also want to define `validation_epoch_end()` for accumulating stats.',
|
||||
RuntimeWarning
|
||||
)
|
||||
else:
|
||||
if self.is_overridden('validation_step', model):
|
||||
raise MisconfigurationException('You have defined `validation_step()`,'
|
||||
' but have not passed in a val_dataloader().')
|
||||
if self.is_overridden('validation_step', model):
|
||||
raise MisconfigurationException('You have defined `validation_step()`,'
|
||||
' but have not passed in a `val_dataloader()`.')
|
||||
|
||||
# Check test_dataloader, test_step and test_epoch_end
|
||||
if self.is_overridden('test_dataloader', model):
|
||||
|
@ -1126,25 +1124,10 @@ class Trainer(
|
|||
'You have defined a `test_dataloader()` and have defined a `test_step()`, you may also want to'
|
||||
' define `test_epoch_end()` for accumulating stats.', RuntimeWarning
|
||||
)
|
||||
|
||||
def check_testing_model_configuration(self, model: LightningModule):
|
||||
|
||||
has_test_step = self.is_overridden('test_step', model)
|
||||
has_test_epoch_end = self.is_overridden('test_epoch_end', model)
|
||||
gave_test_loader = self.is_overridden('test_dataloader', model)
|
||||
|
||||
if gave_test_loader and not has_test_step:
|
||||
raise MisconfigurationException('You passed in a `test_dataloader` but did not implement `test_step()`')
|
||||
|
||||
if has_test_step and not gave_test_loader:
|
||||
raise MisconfigurationException('You defined `test_step()` but did not implement'
|
||||
' `test_dataloader` nor passed in `.fit(test_dataloaders`.')
|
||||
|
||||
if has_test_step and gave_test_loader and not has_test_epoch_end:
|
||||
rank_zero_warn(
|
||||
'You passed in a `test_dataloader` and have defined a `test_step()`, you may also want to'
|
||||
' define `test_epoch_end()` for accumulating stats.', RuntimeWarning
|
||||
)
|
||||
else:
|
||||
if self.testing and self.is_overridden('test_step', model):
|
||||
raise MisconfigurationException('You have defined `test_step()` but did not'
|
||||
' implement `test_dataloader` nor passed in `.test(test_dataloader)`.')
|
||||
|
||||
|
||||
class _PatchDataLoader(object):
|
||||
|
|
Loading…
Reference in New Issue