start switch to traces from pandas
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parent
b28898820e
commit
e477392664
6 changed files with 55 additions and 20 deletions
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@ -141,7 +141,7 @@ class G(ModalOp):
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class Until(namedtuple('ModalOp', ['arg1', 'arg2']), AST):
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def __repr__(self):
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return f"({self.arg1} U ({self.arg2}))"
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return f"({self.arg1}) U ({self.arg2})"
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def children(self):
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return [self.arg1, self.arg2]
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@ -5,10 +5,13 @@ from functools import singledispatch
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import operator as op
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import numpy as np
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import funcy as fn
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from lenses import lens
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import stl.ast
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oo = float('inf')
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@singledispatch
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def pointwise_sat(stl):
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raise NotImplementedError
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@ -27,8 +30,17 @@ def _(stl):
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def get_times(x, tau, lo=None, hi=None):
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indices = x.index if lo is None or hi is None else x[lo:hi].index
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return [min(tau + t2, x.index[-1]) for t2 in indices]
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if lo is None or lo is -oo:
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lo = min(v.first()[0] for v in x.values())
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if hi is None or hi is oo:
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hi = max(v.last()[0] for v in x.values())
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if lo > hi:
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return []
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elif hi == lo:
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return [lo]
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all_times = fn.cat(v.slice(lo, hi).items() for v in x.values())
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return sorted(set(fn.pluck(0, all_times)))
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@pointwise_sat.register(stl.Until)
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@ -42,18 +54,26 @@ def _(stl):
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return _until
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def eval_unary_temporal_op(phi, always=True):
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fold = all if always else any
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lo, hi = phi.interval
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if lo > hi:
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retval = True if always else False
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return lambda x, t: retval
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if hi == lo:
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return lambda x, t: f(x, t)
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f = pointwise_sat(phi.arg)
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return lambda x, t: fold(f(x, tau) for tau in get_times(x, t, lo, hi))
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@pointwise_sat.register(stl.F)
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def _(stl):
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lo, hi = stl.interval
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f = pointwise_sat(stl.arg)
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return lambda x, t: any(f(x, tau) for tau in get_times(x, t, lo, hi))
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def _(phi):
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return eval_unary_temporal_op(phi, always=False)
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@pointwise_sat.register(stl.G)
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def _(stl):
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lo, hi = stl.interval
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f = pointwise_sat(stl.arg)
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return lambda x, t: all(f(x, tau) for tau in get_times(x, t, lo, hi))
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def _(phi):
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return eval_unary_temporal_op(phi, always=True)
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@pointwise_sat.register(stl.Neg)
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@ -89,4 +109,4 @@ def eval_terms(lineq, x, t):
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def eval_term(x, t):
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# TODO(lift interpolation much higher)
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return lambda term: term.coeff*np.interp(t, x.index, x[term.id.name])
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return lambda term: term.coeff*x[term.id.name][t]
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@ -44,7 +44,7 @@ U = "U"
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interval = "[" __ const_or_unbound __ "," __ const_or_unbound __ "]"
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const_or_unbound = unbound / const
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const_or_unbound = unbound / "inf" / const
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lineq = terms _ op _ const_or_unbound
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term = coeff? var
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@ -84,8 +84,10 @@ class STLVisitor(NodeVisitor):
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visit_paren_phi = partialmethod(children_getter, i=2)
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def visit_interval(self, _, children):
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_, _, left, _, _, _, right, _, _ = children
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return ast.Interval(left[0], right[0])
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_, _, (left,), _, _, _, (right,), _, _ = children
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left = left if left != [] else float("inf")
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right = right if right != [] else float("inf")
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return ast.Interval(left, right)
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def get_text(self, node, _):
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return node.text
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@ -1,13 +1,15 @@
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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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import pandas as pd
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import traces
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from nose2.tools import params
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import unittest
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from sympy import Symbol
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ex1 = ("2*A > 3", False)
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ex2 = ("F[0, 1](2*A > 3)", True)
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ex2 = ("F(2*A > 3)", True)
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ex2 = ("F[0, inf](2*A > 3)", True)
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ex3 = ("F[1, 0](2*A > 3)", False)
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ex4 = ("G[1, 0](2*A > 3)", True)
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ex5 = ("(A < 0)", False)
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@ -17,8 +19,11 @@ ex8 = ("G[0, 0.2](C)", False)
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ex9 = ("(F[0, 0.2](C)) and (F[0, 1](2*A > 3))", True)
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ex10 = ("(A = 1) U (A = 4)", True)
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ex11 = ("(A < 5) U (A = 4)", False)
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x = pd.DataFrame([[1,2, True], [1,4, True], [4,2, False]], index=[0,0.1,0.2],
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columns=["A", "B", "C"])
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x = {
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"A": traces.TimeSeries([(0, 1), (0.1, 1), (0.2, 4)]),
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"B": traces.TimeSeries([(0, 2), (0.1, 4), (0.2, 2)]),
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"C": traces.TimeSeries([(0, True), (0.1, True), (0.2, False)]),
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}
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class TestSTLEval(unittest.TestCase):
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@params(ex1, ex2, ex3, ex4, ex5, ex6, ex7, ex8, ex9, ex10, ex11)
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@ -30,7 +35,7 @@ class TestSTLEval(unittest.TestCase):
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self.assertEqual(stl_eval2(x, 0), not r)
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"""
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@params(ex1, ex2, ex3, ex4, ex5, ex6, ex7, ex8, ex9, ex10, ex11)
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def test_fasteval(self, phi_str, _):
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phi = stl.parse(phi_str)
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@ -43,3 +48,4 @@ class TestSTLEval(unittest.TestCase):
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b_fast2 = stl_evalf2(x, 0)
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self.assertEqual(b_slow, b_fast)
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self.assertEqual(b_fast, not b_fast2)
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"""
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@ -27,8 +27,13 @@ ex4 = ('(x1 > 2) or ((x1 > 2) or (x1 > 2))',
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ex5 = ('G[0, b?](x1 > a?)',
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stl.G(i1_, ex1_[1]))
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ex6 = ('◇[0,1](x1)', stl.F(i1, ex1__[1]))
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ex7 = ('F[0, inf](x)', stl.parse("F(x)"))
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class TestSTLParser(unittest.TestCase):
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@params(ex1, ex2, ex3, ex4, ex5, ex6)
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@params(ex1, ex2, ex3, ex4, ex5, ex6, ex7)
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def test_stl(self, phi_str, phi):
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self.assertEqual(stl.parse(phi_str), phi)
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def test_smoke_test(self):
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"""Previously broken parses"""
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stl.parse("◇[0,inf]((1*Lane_ID(t) = 1.0) ∧ (◇[0.0,eps?]((◇[eps?,tau1?](¬(1*Lane_ID(t) = 1.0))) ∧ (□[0,tau1?]((1*Lane_ID(t) = 1.0) U (¬(1*Lane_ID(t) = 1.0)))))))")
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@ -35,6 +35,8 @@ def _child_lens(psi:STL, focus:Lens) -> STL_Generator:
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return
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elif psi is stl.TOP or psi is stl.BOT:
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return
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elif isinstance(psi, stl.ast.Until):
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yield from [focus.arg1, focus.arg2]
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elif isinstance(psi, NaryOpSTL):
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for j, _ in enumerate(psi.args):
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yield focus.args[j]
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