added cpu, gpu tests

This commit is contained in:
William Falcon 2019-07-24 08:31:57 -04:00
parent 5875fadc67
commit b59866f855
3 changed files with 93 additions and 0 deletions

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__init__.py Normal file
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from .new_project_templates.lightning_module_template import LightningTemplateModel

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tests/test_models.py Normal file
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import pytest
from pytorch_lightning import Trainer
from pytorch_lightning.examples.new_project_templates.lightning_module_template import LightningTemplateModel
from argparse import Namespace
from test_tube import Experiment
import os
def get_model():
root_dir = os.path.dirname(os.path.realpath(__file__))
hparams = Namespace(**{'drop_prob': 0.2,
'batch_size': 32,
'in_features': 28*28,
'learning_rate': 0.001*8,
'optimizer_name': 'adam',
'data_root': os.path.join(root_dir, 'mnist'),
'out_features': 10,
'hidden_dim': 1000})
model = LightningTemplateModel(hparams)
return model
def get_exp():
exp = Experiment(debug=True)
return exp
def test_cpu_model():
model = get_model()
trainer = Trainer(
experiment=get_exp(),
max_nb_epochs=1,
train_percent_check=0.4,
val_percent_check=0.4
)
result = trainer.fit(model)
assert result == 1
def test_single_gpu_model():
model = get_model()
trainer = Trainer(
experiment=get_exp(),
max_nb_epochs=1,
train_percent_check=0.4,
val_percent_check=0.4,
gpus=[0]
)
result = trainer.fit(model)
assert result == 1
def test_multi_gpu_model_dp():
model = get_model()
trainer = Trainer(
experiment=get_exp(),
max_nb_epochs=1,
train_percent_check=0.4,
val_percent_check=0.4,
gpus=[0, 1]
)
result = trainer.fit(model)
assert result == 1
def test_multi_gpu_model_ddp():
model = get_model()
trainer = Trainer(
experiment=get_exp(),
max_nb_epochs=1,
train_percent_check=0.4,
val_percent_check=0.4,
gpus=[0, 1],
distributed_backend='ddp'
)
result = trainer.fit(model)
assert result == 1
if __name__ == '__main__':
pytest.main([__file__])