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34 changes: 34 additions & 0 deletions src/test_main.py
Original file line number Diff line number Diff line change
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import pytest
from unittest.mock import Mock
from main import Net
import torch

@pytest.fixture
def net():
return Net()

def test_net_init(net):
pytest.assume(isinstance(net.fc1, torch.nn.Linear))
pytest.assume(isinstance(net.fc2, torch.nn.Linear))
pytest.assume(isinstance(net.fc3, torch.nn.Linear))

def test_net_forward(mocker, net):
mock_tensor = mocker.Mock(spec=torch.Tensor)
mock_tensor.view.return_value = mock_tensor
output = net(mock_tensor)
pytest.assume(isinstance(output, torch.Tensor))

def test_training_loop(mocker):
mock_images = mocker.Mock(spec=torch.Tensor)
mock_labels = mocker.Mock(spec=torch.Tensor)
mock_trainloader = [(mock_images, mock_labels) for _ in range(10)]
model = Net()
optimizer = torch.optim.SGD(model.parameters(), lr=0.01)
criterion = torch.nn.NLLLoss()
for images, labels in mock_trainloader:
optimizer.zero_grad()
output = model(images)
loss = criterion(output, labels)
loss.backward()
optimizer.step()
pytest.assume(model.state_dict() is not None)