def monitor():
# data
dataSet = {
'a': [(0, 100.0), (1, -1.0), (2, -2.0)],
'b': [(0, 20.0), (1, 2.0), (2, -10.0)]
}
for i in range(0, 7):
bound = 10**i
bound_str = str(bound)
spec_python = rtamt.STLDiscreteTimeSpecification(
language=rtamt.Language.PYTHON)
spec_python.name = 'PythonMonitor'
spec_python.declare_var('a', 'float')
spec_python.declare_var('b', 'float')
spec_python.declare_var('c', 'float')
spec_python.spec = 'c = always[0:' + bound_str + '](a + b >= - 2)'
spec_cpp = rtamt.STLDiscreteTimeSpecification(
language=rtamt.Language.CPP)
spec_cpp.name = 'CPPMonitor'
spec_cpp.declare_var('a', 'float')
spec_cpp.declare_var('b', 'float')
spec_cpp.declare_var('c', 'float')
spec_cpp.spec = 'c = always[0:' + bound_str + '](a + b >= - 2)'
try:
spec_python.parse()
spec_cpp.parse()
except rtamt.STLParseException as err:
print('STL Parse Exception: {}'.format(err))
sys.exit()
# # eval
aTraj = dataSet['a']
bTraj = dataSet['b']
for i in range(len(dataSet['a'])):
aData = aTraj[i]
bData = bTraj[i]
start_python = time.time()
spec_python.update(aData[0], [('a', aData[1]), ('b', bData[1])])
end_python = time.time()
start_cpp = time.time()
spec_cpp.update(aData[0], [('a', aData[1]), ('b', bData[1])])
end_cpp = time.time()
time_python = end_python - start_python
time_cpp = end_cpp - start_cpp
print('Bound {0} - Python time {1} - CPP time {2}'.format(
bound, time_python, time_cpp))
def monitor():
# data
dataSet = {
'a': [(0, 100.0), (1, -1.0), (2, -2.0)],
'b': [(0, 20.0), (1, 2.0), (2, -10.0)]
}
# # stl
spec = rtamt.STLDiscreteTimeSpecification(1)
spec.name = 'HandMadeMonitor'
spec.declare_var('a', 'float')
spec.declare_var('b', 'float')
spec.declare_var('c', 'float')
spec.spec = 'c = (a>=2) unless[1,2] (b>=-2)'
try:
spec.parse()
spec.pastify()
except rtamt.STLParseException as err:
print('STL Parse Exception: {}'.format(err))
sys.exit()
# # eval
aTraj = dataSet['a']
bTraj = dataSet['b']
for i in range(len(dataSet['a'])):
aData = aTraj[i]
bData = bTraj[i]
rob = spec.update(aData[0], [('a', aData[1]), ('b', bData[1])])
print('time=' + str(aData[0]) + ' rob=' + str(rob))
def test_example(self):
spec = rtamt.STLDiscreteTimeSpecification(0)
spec.name = 'STL Example specification'
self.assertEqual(spec.name, 'STL Example specification',
'Spec name assertion')
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req'
self.assertEqual(spec.spec, 'out = req', 'Spec assertion')
self.assertEqual(spec.sampling_tolerance, 0.1,
'Spec sampling tolerance assertion')
try:
spec.parse()
computed = spec.update(0, [['req', 2.2], ['gnt', 1]])
self.assertEqual(2.2, computed, 'First computation')
computed = spec.update(1.2, [['req', 4.2], ['gnt', -3.7]])
self.assertEqual(4.2, computed, 'First computation')
self.assertEqual(1, spec.sampling_violation_counter,
'Violation counter')
except rtamt.STLParseException as err:
print('STL Parse Exception: {}'.format(err))
def test_default_unit_default_sampling_unit_greater_tolerance_ok_samples(self):
spec = rtamt.STLDiscreteTimeSpecification()
spec.name = 'STL Example specification'
self.assertEqual(spec.name, 'STL Example specification', 'Spec name assertion')
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.set_sampling_period(1, 's', 0.5)
spec.spec = 'out = rise(req)'
try:
spec.parse();
spec.update(0, [['req', 2.2], ['gnt', 1]])
spec.update(1.11, [['req', 2.2], ['gnt', 1]])
spec.update(1.99, [['req', 2.2], ['gnt', 1]])
spec.update(3.38, [['req', 2.2], ['gnt', 1]])
spec.update(4.39, [['req', 2.2], ['gnt', 1]])
self.assertEqual(0, spec.sampling_violation_counter, 'Violation counter')
except rtamt.STLParseException as err:
print('STL Parse Exception: {}'.format(err))
def monitor():
# Load traces
data = read_csv('example1.csv')
spec = rtamt.STLDiscreteTimeSpecification()
spec.name = 'Example 1'
spec.declare_const('threshold', 'float', '3')
spec.declare_const('T', 'float', '5')
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('response', 'float')
spec.declare_var('out', 'float')
spec.set_var_io_type('req', 'input')
spec.set_var_io_type('gnt', 'output')
spec.add_sub_spec('response = eventually[0:T s](gnt >= threshold)')
spec.spec = 'out = ((req >= threshold) implies response)'
try:
spec.parse()
spec.pastify()
except rtamt.STLParseException as err:
print('STL Parse Exception: {}'.format(err))
sys.exit()
for i in range(len(data[' gnt'])):
out_rob = spec.update(i, [('req', data[' req'][i][1]),
('gnt', data[' gnt'][i][1])])
response_rob = spec.get_value('response')
print(
'time: {0}, response robustness: {1}, out robustness: {2}'.format(
i, response_rob, out_rob))
def monitor():
# data
dataSet = {
'a': [(0, 100.0), (1, -1.0), (2, -2.0)],
'b': [(0, 20.0), (1, 2.0), (2, -10.0)]
}
# # stl
spec = rtamt.STLDiscreteTimeSpecification(language=rtamt.Language.PYTHON)
spec.name = 'HandMadeMonitor'
spec.declare_var('a', 'float')
spec.declare_var('b', 'float')
spec.declare_const('c', 'float', '5.2')
spec.declare_const('d', 'float', '2')
spec.spec = 'a + b >= once[0, d s] c'
try:
spec.parse()
except rtamt.STLParseException as err:
print('STL Parse Exception: {}'.format(err))
sys.exit()
# # eval
aTraj = dataSet['a']
bTraj = dataSet['b']
for i in range(len(dataSet['a'])):
aData = aTraj[i]
bData = bTraj[i]
rob = spec.update(aData[0], [('a', aData[1]), ('b', bData[1])])
print('time='+str(aData[0])+' rob='+str(rob))
def test_eventually_with_pastify(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = eventually(req)'
spec.parse()
self.assertRaises(rtamt.LTLPastifyException, spec.pastify)
def test_always_0_1_without_pastify(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = always[0,1](req)'
spec.parse()
self.assertRaises(rtamt.STLNotImplementedException, spec.update, 0, [('req', self.left1)])
def test_until_0_1_without_pastify(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req until[0,1] gnt'
spec.parse()
self.assertRaises(rtamt.STLNotImplementedException, spec.update, 0, [('req', self.left1), ('gnt', self.right1)])
def test_constant_1(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('out', 'float')
spec.spec = 'out = 5'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 5], [1, 5], [2, 5], [3, 5], [4, 5]]
self.assertListEqual(out, expected, "constant")
def test_always_with_pastify(self):
spec = rtamt.STLDiscreteTimeSpecification()
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req until gnt'
spec.parse()
self.assertRaises(rtamt.LTLPastifyException, spec.pastify)
def test_next(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = next req'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, -1], [1, -2], [2, 5], [3, -1], [4, float("inf")]]
self.assertListEqual(out, expected, "next")
def test_previous(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = prev req'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, float("inf")], [1, 100], [2, -1], [3, -2], [4, 5]]
self.assertListEqual(out, expected, "previous")
def test_always(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = always req'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, -2], [1, -2], [2, -2], [3, -1], [4, -1]]
self.assertListEqual(out, expected, "always")
def test_sqrt(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = sqrt(abs(req))'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, math.sqrt(100)], [1, math.sqrt(1)], [2, math.sqrt(2)], [3, math.sqrt(5)], [4, math.sqrt(1)]]
self.assertListEqual(out, expected, "abs")
def test_abs(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = abs(req)'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 100], [1, 1], [2, 2], [3, 5], [4, 1]]
self.assertListEqual(out, expected, "abs")
def test_constant(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('out', 'float')
spec.spec = 'out = 5'
spec.parse();
out1 = spec.update(0, [])
out2 = spec.update(1, [])
self.assertEqual(out1, 5, "input 1")
self.assertEqual(out2, 5, "input 2")
def test_historically_1_2(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = historically[1,2] req'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, float("inf")], [1, 100], [2, -1], [3, -2], [4, -2]]
self.assertListEqual(out, expected, "historically[1,2]")
def test_pow(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = pow(2.2,req)'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, math.pow(2.2, 100)], [1, math.pow(2.2, -1)], [2, math.pow(2.2, -2)], [3, math.pow(2.2, 5)], [4, math.pow(2.2, -1)]]
self.assertListEqual(out, expected, "pow")
def test_once_0_1(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = once[0,1] req'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 100], [1, 100], [2, -1], [3, 5], [4, 5]]
self.assertListEqual(out, expected, "once[0,1]")
def test_eventually(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = eventually req'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 100], [1, 5], [2, 5], [3, 5], [4, -1]]
self.assertListEqual(out, expected, "eventually")
def test_addition(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req + gnt'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 120], [1, -3], [2, 8], [3, 9], [4, -2]]
self.assertListEqual(out, expected, "addition")
def test_iff(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req iff gnt'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, -80], [1, -1], [2, -12], [3, -1], [4, 0]]
self.assertListEqual(out, expected, "iff")
def test_division(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req / gnt'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 100/20], [1, -1/-2], [2, -2/10], [3, 5/4], [4, -1/-1]]
self.assertListEqual(out, expected, "division")
def test_multiplication(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req * gnt'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 2000], [1, 2], [2, -20], [3, 20], [4, 1]]
self.assertListEqual(out, expected, "multiplication")
def test_predicate_neq(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req !== gnt'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 80], [1, 1], [2, 12], [3, 1], [4, 0]]
self.assertListEqual(out, expected, "neq")
def test_until_0_1(self):
spec = rtamt.STLDiscreteTimeSpecification();
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.spec = 'out = req until[0,1] gnt'
spec.parse();
out = spec.evaluate(self.dataset)
expected = [[0, 20], [1, -1], [2, 10], [3, 4], [4, -1]]
self.assertListEqual(out, expected, "until")
def test_interval_style(self):
spec_comma = rtamt.STLDiscreteTimeSpecification()
spec_comma.name = 'STL Comma Style'
spec_column = rtamt.STLDiscreteTimeSpecification()
spec_column.name = 'STL Column Style'
spec_comma.declare_var('req', 'float')
spec_comma.declare_var('gnt', 'float')
spec_comma.declare_var('out', 'float')
spec_column.declare_var('req', 'float')
spec_column.declare_var('gnt', 'float')
spec_column.declare_var('out', 'float')
spec_comma.spec = 'out = once[0,2] (req<=2 and gnt>=3)'
spec_column.spec = 'out = once[0:2] (req<=2 and gnt>=3)'
try:
spec_comma.parse();
spec_column.parse();
computed_comma = spec_comma.update(0, [['req', 2.2], ['gnt', 1]])
computed_column = spec_column.update(0, [['req', 2.2], ['gnt', 1]])
self.assertEqual(computed_comma, computed_column, 'First computation')
computed_comma = spec_comma.update(1, [['req', 1.2], ['gnt', 3.1]])
computed_column = spec_column.update(1, [['req', 1.2], ['gnt', 3.1]])
self.assertEqual(computed_comma, computed_column, 'Second computation')
computed_comma = spec_comma.update(2, [['req', 3.3], ['gnt', 1.4]])
computed_column = spec_column.update(2, [['req', 3.3], ['gnt', 1.4]])
self.assertEqual(computed_comma, computed_column, 'Second computation')
computed_comma = spec_comma.update(3, [['req', 4.3], ['gnt', 4.4]])
computed_column = spec_column.update(3, [['req', 4.3], ['gnt', 4.4]])
self.assertEqual(computed_comma, computed_column, 'Second computation')
except rtamt.STLParseException as err:
print('STL Parse Exception: {}'.format(err))
def test_output_vacuity(self):
spec = rtamt.STLDiscreteTimeSpecification(
semantics=rtamt.Semantics.OUTPUT_VACUITY)
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.set_var_io_type('req', 'output')
spec.set_var_io_type('gnt', 'input')
spec.spec = 'out = (req >= 3) implies (gnt >= 0)'
spec.parse()
out = spec.evaluate(self.dataset)
expected = [[0, 0], [1, 4], [2, 5], [3, 0], [4, 4]]
self.assertListEqual(out, expected, "output vacuity")
def test_input_robustness(self):
spec = rtamt.STLDiscreteTimeSpecification(
semantics=rtamt.Semantics.INPUT_ROBUSTNESS)
spec.declare_var('req', 'float')
spec.declare_var('gnt', 'float')
spec.declare_var('out', 'float')
spec.set_var_io_type('req', 'output')
spec.set_var_io_type('gnt', 'input')
spec.spec = 'out = (req >= 3) implies (gnt >= 0)'
spec.parse()
out = spec.evaluate(self.dataset)
expected = [[0, 20], [1, float("inf")], [2, float("inf")], [3, 4],
[4, float("inf")]]
self.assertListEqual(out, expected, "input robustness")