fix bug network

This commit is contained in:
Dario Coscia
2023-11-13 12:25:40 +01:00
committed by Nicola Demo
parent ee39b39805
commit a9f14ac323
6 changed files with 127 additions and 80 deletions

View File

@@ -0,0 +1,37 @@
import torch
import pytest
from pina.model.network import Network
from pina.model import FeedForward
from pina import LabelTensor
data = torch.rand((20, 3))
data_lt = LabelTensor(data, ['x', 'y', 'z'])
input_dim = 3
output_dim = 4
torchmodel = FeedForward(input_dim, output_dim)
extra_feat = []
def test_constructor():
Network(model=torchmodel,
input_variables=['x', 'y', 'z'],
output_variables=['a', 'b', 'c', 'd'],
extra_features=None)
def test_forward():
net = Network(model=torchmodel,
input_variables=['x', 'y', 'z'],
output_variables=['a', 'b', 'c', 'd'],
extra_features=None)
out = net.torchmodel(data)
out_lt = net(data_lt)
assert isinstance(out, torch.Tensor)
assert isinstance(out_lt, LabelTensor)
assert out.shape == (20, 4)
assert out_lt.shape == (20, 4)
assert torch.allclose(out_lt, out)
assert out_lt.labels == ['a', 'b', 'c', 'd']
with pytest.raises(AssertionError):
net(data)