implemented boolean evaluator + increasing converage
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4 changed files with 123 additions and 53 deletions
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@ -11,13 +11,14 @@ import stl
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import stl.ast
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from stl.utils import const_trace, andf, orf
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TRUE_TRACE = const_trace(True)
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FALSE_TRACE = const_trace(False)
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def negate_trace(x):
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return x.operation(TRUE_TRACE, op.xor)
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out = x.operation(TRUE_TRACE, op.xor)
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out.domain = x.domain
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return out
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def pointwise_sat(phi, dt=0.1):
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@ -37,33 +38,63 @@ def eval_stl(phi, dt):
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raise NotImplementedError
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def or_traces(xs):
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out = orf(*xs)
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out.domain = xs[0].domain
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return out
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@eval_stl.register(stl.Or)
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def eval_stl_or(phi, dt):
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fs = [eval_stl(arg, dt) for arg in phi.args]
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def _eval(x):
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out = orf(*(f(x) for f in fs))
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out = or_traces([f(x) for f in fs])
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out.compact()
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return out
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return _eval
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def and_traces(xs):
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out = andf(*xs)
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out.domain = xs[0].domain
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return out
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@eval_stl.register(stl.And)
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def eval_stl_and(phi, dt):
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fs = [eval_stl(arg, dt) for arg in phi.args]
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def _eval(x):
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out = andf(*(f(x) for f in fs))
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out = and_traces([f(x) for f in fs])
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out.compact()
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return out
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return _eval
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def apply_until(y):
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periods = list(y.iterperiods())
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phi2_next = False
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for t, _, (phi1, phi2) in periods[::-1]:
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yield (t, phi2 or (phi1 and phi2_next))
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phi2_next = phi2
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@eval_stl.register(stl.Until)
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def eval_stl_until(phi, dt):
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raise NotImplementedError
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f1, f2 = eval_stl(phi.arg1, dt), eval_stl(phi.arg2, dt)
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def _eval(x):
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y1, y2 = f1(x), f2(x)
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y = y1.operation(y2, lambda a, b: (a, b))
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out = traces.TimeSeries(apply_until(y), domain=y1.domain)
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out.compact()
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return out
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return _eval
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@eval_stl.register(stl.F)
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@ -79,11 +110,13 @@ def eval_stl_g(phi, dt):
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def process_intervals(x):
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# Need to add last interval
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intervals = fn.chain(x.iterintervals(),
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[(x.last(), (float('inf'), None),)])
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intervals = fn.chain(x.iterintervals(), [(
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x.last(),
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(float('inf'), None),
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)])
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for (start, val), (end, val2) in intervals:
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start2, end2 = start - b, end + a
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if end2 > start2:
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if end2 > start2 and start2:
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yield (start2, val)
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def _eval(x):
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@ -91,7 +124,8 @@ def eval_stl_g(phi, dt):
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if len(y) <= 1:
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return y
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out = traces.TimeSeries(process_intervals(y))
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out = traces.TimeSeries(process_intervals(y)).slice(
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y.domain.start(), y.domain.end())
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out.compact()
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return out
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@ -115,8 +149,10 @@ def eval_stl_next(phi, dt):
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f = eval_stl(phi.arg, dt)
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def _eval(x):
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out = traces.TimeSeries((t + dt, v) for t, v in f(x))
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y = f(x)
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out = traces.TimeSeries(((t + dt, v) for t, v in y), domain=y.domain)
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out.compact()
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return out
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return _eval
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@ -127,6 +163,17 @@ def eval_stl_ap(phi, _):
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def _eval(x):
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out = x[str(phi.id)]
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out.compact()
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return out
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return _eval
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@eval_stl.register(stl.LinEq)
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def eval_stl_lineq(phi, _):
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def _eval(x):
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out = x[phi]
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out.compact()
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return out
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return _eval
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@ -1,13 +1,12 @@
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import hypothesis.strategies as st
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import traces
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from hypothesis import given # , settings, Verbosity, Phase
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from hypothesis import given, settings, Verbosity, Phase
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from pytest import raises
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import stl
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import stl.boolean_eval
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import stl.fastboolean_eval
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# from stl.hypothesis import SignalTemporalLogicStrategy
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from stl.hypothesis import SignalTemporalLogicStrategy
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"""
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TODO: property based test that fasteval should be the same as slow
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TODO: property based test that x |= phi == ~(x |= ~phi)
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@ -24,40 +23,26 @@ TODO: Automatically generate input time series.
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"""
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x = {
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"x": traces.TimeSeries([(0, 1), (0.1, 1), (0.2, 4)]),
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"y": traces.TimeSeries([(0, 2), (0.1, 4), (0.2, 2)]),
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"AP1": traces.TimeSeries([(0, True), (0.1, True), (0.2, False)]),
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"AP2": traces.TimeSeries([(0, False), (0.2, True), (0.5, False)]),
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"AP3": traces.TimeSeries([(0, True), (0.1, True), (0.3, False)]),
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"AP4": traces.TimeSeries([(0, False), (0.1, False), (0.3, False)]),
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"AP5": traces.TimeSeries([(0, False), (0.1, False), (0.3, True)]),
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"x":
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traces.TimeSeries([(0, 1), (0.1, 1), (0.2, 4)], domain=(0, 10)),
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"y":
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traces.TimeSeries([(0, 2), (0.1, 4), (0.2, 2)], domain=(0, 10)),
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"AP1":
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traces.TimeSeries([(0, True), (0.1, True), (0.2, False)], domain=(0, 10)),
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"AP2":
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traces.TimeSeries([(0, False), (0.2, True), (0.5, False)], domain=(0, 10)),
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"AP3":
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traces.TimeSeries([(0, True), (0.1, True), (0.3, False)], domain=(0, 10)),
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"AP4":
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traces.TimeSeries(
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[(0, False), (0.1, False), (0.3, False)], domain=(0, 10)),
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"AP5":
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traces.TimeSeries([(0, False), (0.1, False), (0.3, True)], domain=(0, 10)),
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}
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@given(st.just(stl.ast.Next(stl.BOT) | stl.ast.Next(stl.TOP)))
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# @given(SignalTemporalLogicStrategy)
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# @settings(max_shrinks=0, verbosity=Verbosity.verbose,
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# perform_health_check=False,
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# phases=[Phase.generate])
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def test_boolean_identities(phi):
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stl_eval = stl.boolean_eval.pointwise_sat(phi)
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stl_eval2 = stl.boolean_eval.pointwise_sat(~phi)
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assert stl_eval2(x, 0) == (not stl_eval(x, 0))
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stl_eval3 = stl.boolean_eval.pointwise_sat(~~phi)
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assert stl_eval3(x, 0) == stl_eval(x, 0)
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stl_eval4 = stl.boolean_eval.pointwise_sat(phi & phi)
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assert stl_eval4(x, 0) == stl_eval(x, 0)
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stl_eval5 = stl.boolean_eval.pointwise_sat(phi & ~phi)
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assert not stl_eval5(x, 0)
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stl_eval6 = stl.boolean_eval.pointwise_sat(phi | ~phi)
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assert stl_eval6(x, 0)
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# phi2 = stl.alw(stl.ast.Next(phi))
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# phi3 = stl.ast.Next(stl.alw(phi))
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# stl_eval7 = stl.boolean_eval.pointwise_sat(phi2)
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# stl_eval8 = stl.boolean_eval.pointwise_sat(phi3)
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# assert stl_eval7(x, 0) == stl_eval8(x, 0)
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def test_eval_smoke_tests(phi):
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stl_eval9 = stl.boolean_eval.pointwise_sat(stl.ast.Next(phi))
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stl_eval10 = stl.boolean_eval.pointwise_sat(~stl.ast.Next(phi))
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assert stl_eval9(x, 0) != stl_eval10(x, 0)
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@ -75,9 +60,48 @@ def test_boolean_identities(phi):
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assert stl_eval13(x, 0)
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assert not stl_eval13(x, 0.4)
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phi7 = stl.parse('G(~(AP4))')
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stl_eval14 = stl.boolean_eval.pointwise_sat(phi7)
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assert stl_eval14(x, 0)
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phi8 = stl.parse('F(AP5)')
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stl_eval15 = stl.boolean_eval.pointwise_sat(phi8)
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assert stl_eval15(x, 0)
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phi9 = stl.parse('(AP1) U (AP2)')
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stl_eval16 = stl.boolean_eval.pointwise_sat(phi9)
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assert stl_eval16(x, 0)
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phi10 = stl.parse('(AP2) U (AP2)')
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stl_eval17 = stl.boolean_eval.pointwise_sat(phi10)
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assert not stl_eval17(x, 0)
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with raises(NotImplementedError):
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stl.boolean_eval.eval_stl(None, None)
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@given(SignalTemporalLogicStrategy)
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@settings(
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max_shrinks=0,
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verbosity=Verbosity.verbose,
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perform_health_check=False,
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phases=[Phase.generate])
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def test_temporal_identities(phi):
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stl_eval = stl.boolean_eval.pointwise_sat(phi)
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stl_eval2 = stl.boolean_eval.pointwise_sat(~phi)
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assert stl_eval2(x, 0) == (not stl_eval(x, 0))
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stl_eval3 = stl.boolean_eval.pointwise_sat(~~phi)
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assert stl_eval3(x, 0) == stl_eval(x, 0)
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stl_eval4 = stl.boolean_eval.pointwise_sat(phi & phi)
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assert stl_eval4(x, 0) == stl_eval(x, 0)
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stl_eval5 = stl.boolean_eval.pointwise_sat(phi & ~phi)
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assert not stl_eval5(x, 0)
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stl_eval6 = stl.boolean_eval.pointwise_sat(phi | ~phi)
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assert stl_eval6(x, 0)
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@given(st.just(stl.BOT))
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def test_temporal_identities(phi):
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def test_temporal_identities2(phi):
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stl_eval = stl.fastboolean_eval.pointwise_sat(stl.alw(phi, lo=0, hi=4))
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stl_eval2 = stl.fastboolean_eval.pointwise_sat(~stl.env(~phi, lo=0, hi=4))
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assert stl_eval2(x, 0) == stl_eval(x, 0)
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@ -16,7 +16,7 @@ def test_hash_inheritance(phi):
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assert hash(repr(phi)) == hash(phi)
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def test_sugar_smoke_test():
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def test_sugar_smoke():
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stl.parse('(x) <-> (x)')
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stl.parse('(x) -> (x)')
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stl.parse('(x) ^ (x)')
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13
stl/utils.py
13
stl/utils.py
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@ -9,6 +9,9 @@ from stl.ast import (And, F, G, Interval, LinEq, Neg, Or, AP_lens)
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from stl.types import STL
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oo = float('inf')
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def f_neg_or_canonical_form(phi: STL) -> STL:
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if isinstance(phi, LinEq):
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return phi
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@ -67,15 +70,15 @@ def get_times(x):
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return sorted(times)
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def const_trace(x):
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oo = float('inf')
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return traces.TimeSeries([(-oo, x)])
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def const_trace(x, start=0):
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return traces.TimeSeries([(start, x)], domain=traces.Domain(start, oo))
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def eval_lineq(lineq, x, domain, compact=True):
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lhs = sum(const_trace(term.coeff)*x[term.id] for term in lineq.terms)
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compare = op_lookup.get(lineq.op)
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output = lhs.operation(const_trace(lineq.const), compare)
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output.domain = domain
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if compact:
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output.compact()
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@ -101,10 +104,6 @@ def env(phi, *, lo=0, hi=float('inf')):
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return F(Interval(lo, hi), phi)
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def until(phi1, phi2, *, lo, hi):
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return stl.ast.Until(Interval(lo, hi), phi1, phi2)
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def andf(*args):
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return reduce(op.and_, args) if args else stl.TOP
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