def test_cyclic_assignment():
chi = And(GE(x, Real(0)), LE(x, Real(1)), Equals(x, y), Equals(y, x))
wmi = WMI(chi)
with pytest.raises(WMIParsingException) as ex:
result, _ = wmi.computeMI(phi)
assert ex.value.code == WMIParsingException.CYCLIC_ASSIGNMENT_IN_ALIASES
def test_invalid_mode():
chi = Bool(True)
wmi = WMI(chi)
with pytest.raises(WMIRuntimeException) as ex:
result_allsmt, _ = wmi.computeMI(phi, mode="mode")
assert ex.value.code == WMIRuntimeException.INVALID_MODE
def test_conversion_pysmt_to_sympy():
chi = LE(Min(Real(5), Real(2)), x)
wmi = WMI(chi)
with pytest.raises(WMIParsingException) as ex:
result, _ = wmi.computeMI(phi)
assert ex.value.code == WMIParsingException.CANNOT_CONVERT_PYSMT_FORMULA_TO_SYMPY
def test_not_correct_alias():
chi = And(GE(x, Real(0)), LE(x, Real(1)), Equals(Plus(x, Real(3)), Plus(y, Real(2))))
wmi = WMI(chi)
with pytest.raises(WMIParsingException) as ex:
result, _ = wmi.computeMI(phi)
assert ex.value.code == WMIParsingException.MALFORMED_ALIAS_EXPRESSION
def test_double_assignments_same_variable():
chi = And(GE(x, Real(0)), LE(x, Real(1)), GE(y, Real(0)), LE(y, Real(1)), Equals(z, Plus(x, Real(3))), Equals(z, Plus(y, Real(2))))
wmi = WMI(chi)
with pytest.raises(WMIParsingException) as ex:
result_allsmt, _ = wmi.computeMI(phi, mode=WMI.MODE_ALLSMT)
assert ex.value.code == WMIParsingException.MULTIPLE_ASSIGNMENT_SAME_ALIAS
def test_wrong_domX():
chi = And(GE(x, Real(0)), LE(x, Real(1)), a)
wmi = WMI(chi)
domX = set()
with pytest.raises(WMIRuntimeException) as ex:
result_allsmt, _ = wmi.computeMI(phi, domX=domX)
assert ex.value.code == WMIRuntimeException.DOMAIN_OF_INTEGRATION_MISMATCH
def test_invalid_weight_function():
chi = And(GE(x, Real(0)), LE(x, Real(1)))
w = GE(x, Real(2))
with pytest.raises(WMIParsingException) as ex:
wmi = WMI(chi, w)
assert ex.value.code == WMIParsingException.INVALID_WEIGHT_FUNCTION
def run_pa(density, n_bins, log_path):
formula = density.support
weight = density.weight
CACHE = False
#log_path = join(output_folder, f"{name}-gt-PA.json")
if not isfile(log_path):
print("Running WMI-PA")
wmipa = WMI(density.support, density.weight)
Z_pa, _ = wmipa.computeWMI(Bool(True), mode=WMI.MODE_PA, cache=CACHE)
gt_marginals = {}
for xvar in density.domain.get_real_symbols():
x = xvar.symbol_name()
gt_marginals[x] = []
low, up = density.domain.var_domains[x]
slices = [(i / n_bins) * (up - low) + low
for i in range(0, n_bins + 1)]
for i in range(len(slices) - 1):
l, u = slices[i], slices[i + 1]
gt_q = And(LE(Real(l), xvar), LE(xvar, Real(u)))
gt_vol, _ = wmipa.computeWMI(gt_q,
mode=WMI.MODE_PA,
cache=CACHE)
gt_marginals[x].append((l, u, gt_vol / Z_pa))
with open(log_path, 'w') as log_file:
json.dump(gt_marginals, log_file, indent=2)
else:
print(f"Found {log_path}")
with open(log_path, 'r') as log_file:
gt_marginals = json.load(log_file)
return gt_marginals