def test_09(self):
lmbda = 3
opt = tvl1.TVL1Deconv.Options({'MaxMainIter': 20})
b = tvl1.TVL1Deconv(cp.ones((1, )), self.D, lmbda, opt)
b.solve()
opt['Y0'] = b.Y
try:
c = tvl1.TVL1Deconv(cp.ones((1, )), self.D, lmbda, opt)
c.solve()
except Exception as e:
print(e)
assert 0
def test_02(self):
lmbda = 3
try:
b = tvl1.TVL1Deconv(cp.ones((1, )), self.D, lmbda)
b.solve()
except Exception as e:
print(e)
assert 0
def test_02(self):
lmbda = 3
opt = tvl1.TVL1Deconv.Options({
'Verbose': False,
'gEvalY': False,
'MaxMainIter': 250,
'rho': 10.0
})
b = tvl1.TVL1Deconv(cp.ones((1, )), self.D, lmbda, opt, axes=(0, 1, 2))
X = b.solve()
assert cp.abs(b.itstat[-1].ObjFun - 12363.969118576981) < 1e-5
assert sm.mse(self.U, X) < 1e-4
def test_02(self):
lmbda = 3
opt = tvl1.TVL1Deconv.Options({
'Verbose': False,
'gEvalY': False,
'MaxMainIter': 250,
'rho': 10.0
})
b = tvl1.TVL1Deconv(cp.ones((1, )), self.D, lmbda, opt)
X = b.solve()
assert cp.abs(b.itstat[-1].ObjFun - 831.88219947939172) < 1e-5
assert sm.mse(self.U, X) < 1e-4
def test_06(self):
lmbda = 3
dt = cp.float32
opt = tvl1.TVL1Deconv.Options({
'Verbose': False,
'MaxMainIter': 20,
'AutoRho': {
'Enabled': True
},
'DataType': dt
})
b = tvl1.TVL1Deconv(cp.ones((1, )), self.D, lmbda, opt=opt)
b.solve()
assert b.X.dtype == dt
assert b.Y.dtype == dt
assert b.U.dtype == dt