mtl-aas/stl/fastboolean_eval.py
2017-11-14 20:43:22 -08:00

121 lines
2.8 KiB
Python

import operator as op
from functools import reduce, singledispatch
from operator import and_, or_
import funcy as fn
from bitarray import bitarray
from lenses import bind
import stl.ast
oo = float('inf')
op_lookup = {
">": op.gt,
">=": op.ge,
"<": op.lt,
"<=": op.le,
"=": op.eq,
}
def eval_terms(lineq, x, t):
terms = bind(lineq).terms.Each().collect()
return sum(eval_term(term, x, t) for term in terms)
def eval_term(term, x, t):
return float(term.coeff) * x[term.id][t]
def get_times(x, tau, lo=None, hi=None):
end = min(v.domain.end() for v in x.values())
hi = hi + tau if hi + tau <= end else end
lo = lo + tau if lo + tau <= end else end
if lo > hi:
return []
elif hi == lo:
return [lo]
all_times = fn.cat(v.slice(lo, hi).items() for v in x.values())
return sorted(set(fn.pluck(0, all_times)))
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 pointwise_satf_or(stl):
return bool_op(stl, conjunction=False)
@pointwise_satf.register(stl.And)
def pointwise_satf_and(stl):
return bool_op(stl, conjunction=True)
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, tau, lo, hi))) for tau in t)
return sat_comp
@pointwise_satf.register(stl.F)
def pointwise_satf_f(stl):
lo, hi = stl.interval
return temporal_op(stl, lo, hi, conjunction=False)
@pointwise_satf.register(stl.G)
def pointwise_satf_g(stl):
lo, hi = stl.interval
return temporal_op(stl, lo, hi, conjunction=True)
@pointwise_satf.register(stl.Neg)
def pointwise_satf_neg(stl):
return lambda x, t: ~pointwise_satf(stl.arg)(x, t)
@pointwise_satf.register(stl.AtomicPred)
def pointwise_satf_(phi):
return lambda x, t: bitarray(x[str(phi.id)][tau] for tau in t)
@pointwise_satf.register(stl.Until)
def pointwise_satf_until(phi):
raise NotImplementedError
@pointwise_satf.register(type(stl.TOP))
def pointwise_satf_top(_):
return lambda _, t: bitarray([True] * len(t))
@pointwise_satf.register(type(stl.BOT))
def pointwise_satf_bot(_):
return lambda _, t: bitarray([False] * len(t))
@pointwise_satf.register(stl.LinEq)
def pointwise_satf_lineq(stl):
def op(a):
return op_lookup[stl.op](a, stl.const)
return lambda x, t: bitarray(op(eval_terms(stl, x, tau)) for tau in t)