fix tests

This commit is contained in:
Nicola Demo
2025-01-23 09:52:23 +01:00
parent 9aed1a30b3
commit a899327de1
32 changed files with 2331 additions and 2428 deletions

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@@ -6,40 +6,32 @@ from pina.solvers import PINN
from pina.trainer import Trainer
from pina.model import FeedForward
from pina.problem.zoo import Poisson2DSquareProblem as Poisson
from pina.optim import TorchOptimizer
# make the problem
poisson_problem = Poisson()
boundaries = ['nil_g1', 'nil_g2', 'nil_g3', 'nil_g4']
n = 10
poisson_problem.discretise_domain(n, 'grid', locations=boundaries)
poisson_problem.discretise_domain(n, 'grid', locations='laplace_D')
model = FeedForward(len(poisson_problem.input_variables),
len(poisson_problem.output_variables))
# make the solver
solver = PINN(problem=poisson_problem, model=model)
adam_optimizer = TorchOptimizer(torch.optim.Adam, lr=0.01)
lbfgs_optimizer = TorchOptimizer(torch.optim.LBFGS, lr= 0.001)
def test_switch_optimizer_constructor():
SwitchOptimizer(new_optimizers=torch.optim.Adam,
new_optimizers_kwargs={'lr': 0.01},
epoch_switch=10)
with pytest.raises(ValueError):
SwitchOptimizer(new_optimizers=[torch.optim.Adam, torch.optim.Adam],
new_optimizers_kwargs=[{
'lr': 0.01
}],
epoch_switch=10)
SwitchOptimizer(adam_optimizer, epoch_switch=10)
def test_switch_optimizer_routine():
# make the trainer
switch_opt_callback = SwitchOptimizer(lbfgs_optimizer, epoch_switch=3)
trainer = Trainer(solver=solver,
callbacks=[
SwitchOptimizer(new_optimizers=torch.optim.LBFGS,
new_optimizers_kwargs={'lr': 0.01},
epoch_switch=3)
],
callbacks=[switch_opt_callback],
accelerator='cpu',
max_epochs=5)
trainer.train()