from functools import singledispatch, reduce from operator import and_, or_ from bitarray import bitarray import stl.ast from stl.boolean_eval import eval_terms, op_lookup def pointwise_sat(stl): f = pointwise_satf(stl) return lambda x, t: bool(int(f(x, [t]).to01())) @singledispatch def pointwise_satf(stl): raise NotImplementedError def bool_op(stl, conjunction=False): binop = and_ if conjunction else or_ fs = [pointwise_satf(arg) for arg in stl.args] return lambda x, t: reduce(binop, (f(x, t) for f in fs)) @pointwise_satf.register(stl.Or) def _(stl): return bool_op(stl, conjunction=False) @pointwise_satf.register(stl.And) def _(stl): return bool_op(stl, conjunction=True) def get_times(x, lo, hi, tau): return [min(tau + t2, x.index[-1]) for t2 in x[lo:hi].index] def temporal_op(stl, lo, hi, conjunction=False): fold = bitarray.all if conjunction else bitarray.any f = pointwise_satf(stl.arg) def sat_comp(x,t): return bitarray([fold(f(x, get_times(x, lo, hi, tau))) for tau in t]) return sat_comp @pointwise_satf.register(stl.F) def _(stl): lo, hi = stl.interval return temporal_op(stl, lo, hi, conjunction=False) @pointwise_satf.register(stl.G) def _(stl): lo, hi = stl.interval return temporal_op(stl, lo, hi, conjunction=True) @pointwise_satf.register(stl.Neg) def _(stl): return lambda x,t: ~pointwise_satf(stl.arg)(x, t) @pointwise_satf.register(stl.AtomicPred) def _(stl): def sat_comp(x, t): sat = bitarray() [sat.append(x[str(stl.id)][tau]) for tau in t] return sat return sat_comp @pointwise_satf.register(stl.LinEq) def _(stl): op = op_lookup[stl.op] def sat_comp(x, t): sat = bitarray() [sat.append(op(eval_terms(stl, x, tau), stl.const)) for tau in t] return sat return sat_comp