Solving a linear program with (sub) gradient descent

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Can one solve a linear program with gradient descent?

Smoothness should not be a problem, because non-smooth ReLu units seem not to cause a problem for gradient descent solvers.

Constraints should be handleable with an augmented Lagrangian method.