human
I am working on the file "FADL1/L7CA_lesson7-cifar10.ipynb".
The first task is:
From this notebook by K.Turgutlu.
Can you write Python code for it?

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Write me a the Python code you requested?
assistant
#Here is the Python code you requested.

class SimpleNet(nn.Module):
    def __init__(self, layers):
        super().__init__()
        self.layers = nn.ModuleList([
            nn.Linear(layers[i], layers[i+1]) for i in range(len(layers) - 1)])
    
    def forward(self, x):
        x = x.view(x.size(0), -1)
        for λ in self.layers:
            λ_x = λ(x)
            x = F.relu(λ_x)
        return F.log_softmax(λ_x, dim=-1)

learn = ConvLearner.from_model_data(SimpleNet([32*32*3, 40, 10]), data)

learn, [o.numel() for o in learn.model.parameters()]

[o for o in learn.model.parameters()]

learn.summary()

learn.lr_find()
learn.sched.plot()

%time learn.fit(lr,2)

%time learn.fit(lr, 2, cycle_len=1)