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Update test_vae.py #107

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12 changes: 7 additions & 5 deletions tests/test_vae.py
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Original file line number Diff line number Diff line change
Expand Up @@ -3,9 +3,7 @@
from models import VanillaVAE
from torchsummary import summary


class TestVAE(unittest.TestCase):

def setUp(self) -> None:
# self.model2 = VAE(3, 10)
self.model = VanillaVAE(3, 10)
Expand All @@ -22,11 +20,15 @@ def test_forward(self):

def test_loss(self):
x = torch.randn(16, 3, 64, 64)

result = self.model(x)
loss = self.model.loss_function(*result, M_N = 0.005)
print(loss)


def test_reconstruction(self):
x = torch.randn(1, 3, 64, 64)
reconstructed, _, _ = self.model(x)
mse = torch.nn.functional.mse_loss(reconstructed, x)
print(f"Reconstruction MSE: {mse.item()}")

if __name__ == '__main__':
unittest.main()
unittest.main()