This commit is contained in:
gc031298
2025-02-21 10:30:17 +01:00
committed by Nicola Demo
parent ff43a7492b
commit ed0a8bd5e7
15 changed files with 5 additions and 5 deletions

View File

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import torch
import pytest
from pina.model import ResidualFeedForward
def test_constructor():
# simple constructor
ResidualFeedForward(input_dimensions=2, output_dimensions=1)
# wrong transformer nets (not 2)
with pytest.raises(ValueError):
ResidualFeedForward(input_dimensions=2,
output_dimensions=1,
transformer_nets=[torch.nn.Linear(2, 20)])
# wrong transformer nets (not nn.Module)
with pytest.raises(ValueError):
ResidualFeedForward(input_dimensions=2,
output_dimensions=1,
transformer_nets=[2, 2])
def test_forward():
x = torch.rand(10, 2)
model = ResidualFeedForward(input_dimensions=2, output_dimensions=1)
model(x)
def test_backward():
x = torch.rand(10, 2)
x.requires_grad = True
model = ResidualFeedForward(input_dimensions=2, output_dimensions=1)
model(x)
l = torch.mean(model(x))
l.backward()
assert x.grad.shape == torch.Size([10, 2])