mtl-aas/test_synth.py
2016-10-09 21:55:48 -07:00

30 lines
989 B
Python

import stl
import stl.robustness
import pandas as pd
from nose2.tools import params
import unittest
from sympy import Symbol
oo = float('inf')
ex1 = ("A > a?", ("a?",), {"a?": (0, 10)}, {"a?": True}, {"a?": 1})
ex1 = ("F[0, b?](A > a?)", ("a?", "b?"), {"a?": (0, 10), "b?": (0, 10)},
{"a?": True, "b?": False}, {"a?": 4, "b?": 0.2})
x = pd.DataFrame([[1,2], [1,4], [4,2]], index=[0,0.1,0.2],
columns=["A", "B"])
class TestSTLRobustness(unittest.TestCase):
@params(ex1)
def test_lex_synth(self, phi_str, order, ranges, polarity, val):
phi = stl.parse(phi_str)
val2 = stl.robustness.lex_param_project(
phi, x, order=order, ranges=ranges, polarity=polarity)
phi = stl.robustness.set_params(phi, val)
stl_eval = stl.robustness.pointwise_robustness(phi)
self.assertAlmostEqual(stl_eval(x, 0), 0)
for var in order:
self.assertAlmostEqual(val2[var], val[var], delta=0.01)