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add another test

This commit is contained in:
Patrick von Platen
2022-05-31 14:46:20 +02:00
parent e779b250e1
commit 18ef809c4d

View File

@@ -42,6 +42,18 @@ def floats_tensor(shape, scale=1.0, rng=None, name=None):
class ModelTesterMixin(unittest.TestCase):
@property
def dummy_input(self):
batch_size = 1
num_channels = 3
sizes = (32, 32)
noise = floats_tensor((batch_size, num_channels) + sizes)
time_step = torch.tensor([10])
return (noise, time_step)
def test_from_pretrained_save_pretrained(self):
config = UNetConfig(dim=8, dim_mults=(1, 2), resnet_block_groups=2)
model = UNetModel(config)
@@ -50,13 +62,16 @@ class ModelTesterMixin(unittest.TestCase):
model.save_pretrained(tmpdirname)
new_model = UNetModel.from_pretrained(tmpdirname)
batch_size = 1
num_channels = 3
sizes = (32, 32)
noise = floats_tensor((batch_size, num_channels) + sizes)
time_step = torch.tensor([10])
dummy_input = self.dummy_input
image = model(noise, time_step)
new_image = new_model(noise, time_step)
image = model(*dummy_input)
new_image = new_model(*dummy_input)
assert (image - new_image).abs().sum() < 1e-5, "Models don't give the same forward pass"
def test_from_pretrained_hub(self):
model = UNetModel.from_pretrained("fusing/ddpm_dummy")
image = model(*self.dummy_input)
assert image is not None, "Make sure output is not None"