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import sys |
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from dreamcoder.program import Primitive |
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from dreamcoder.grammar import Grammar |
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from dreamcoder.type import arrow, tpregex |
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from string import printable |
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try: |
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from pregex import pregex |
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except: |
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print("Failure to load pregex. This is only acceptable if using pypy",file=sys.stderr) |
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def _kleene(x): return pregex.KleeneStar(x, p=0.25) |
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def _plus(x): return pregex.Plus(x, p=0.25) |
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def _maybe(x): return pregex.Maybe(x) |
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def _alt(x): return lambda y: pregex.Alt([x, y]) |
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def _concat(x): return lambda y: pregex.Concat([x, y]) |
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def _kleene_5(x): return pregex.KleeneStar(x) |
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def _plus_5(x): return pregex.Plus(x) |
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disallowed = [ |
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("#", "hash"), |
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("!", "bang"), |
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("\"", "double_quote"), |
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("$", "dollar"), |
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("%", "percent"), |
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("&", "ampersand"), |
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("'", "single_quote"), |
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(")", "left_paren"), |
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("(", "right_paren"), |
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("*", "astrisk"), |
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("+", "plus"), |
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(",", "comma"), |
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("-", "dash"), |
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(".", "period"), |
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("/", "slash"), |
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(":", "colon"), |
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(";", "semicolon"), |
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("<", "less_than"), |
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("=", "equal"), |
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(">", "greater_than"), |
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("?", "question_mark"), |
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("@", "at"), |
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("[", "left_bracket"), |
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("\\", "backslash"), |
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("]", "right_bracket"), |
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("^", "carrot"), |
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("_", "underscore"), |
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("`", "backtick"), |
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("|", "bar"), |
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("}", "right_brace"), |
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("{", "left_brace"), |
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("~", "tilde"), |
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(" ", "space"), |
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("\t", "tab") |
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] |
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disallowed_list = [char for char, _ in disallowed] |
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class PRC(): |
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def __init__(self, f, arity=0, args=[]): |
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self.f = f |
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self.arity = arity |
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self.args = args |
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def __call__(self, pre): |
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if self.arity == len(self.args): |
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if self.arity == 0: return pregex.Concat([self.f, pre]) |
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elif self.arity == 1: return pregex.Concat([self.f(*self.args), pre]) |
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else: return pregex.Concat([self.f(self.args), pre]) |
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else: return PRC(self.f, self.arity, args=self.args+[pre(pregex.String(""))]) |
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def concatPrimitives(): |
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return [Primitive("string_" + i, arrow(tpregex, tpregex), PRC(pregex.String(i))) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, arrow(tpregex, tpregex), PRC(pregex.String(char))) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", arrow(tpregex, tpregex), PRC(pregex.dot)), |
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Primitive("r_d", arrow(tpregex, tpregex), PRC(pregex.d)), |
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Primitive("r_s", arrow(tpregex, tpregex), PRC(pregex.s)), |
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Primitive("r_w", arrow(tpregex, tpregex), PRC(pregex.w)), |
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Primitive("r_l", arrow(tpregex, tpregex), PRC(pregex.l)), |
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Primitive("r_u", arrow(tpregex, tpregex), PRC(pregex.u)), |
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Primitive("r_kleene", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.KleeneStar,1)), |
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Primitive("r_plus", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Plus,1)), |
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Primitive("r_maybe", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Maybe,1)), |
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Primitive("r_alt", arrow(arrow(tpregex, tpregex) , arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Alt, 2)), |
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] |
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def strConstConcatPrimitives(): |
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return [Primitive("string_" + i, arrow(tpregex, tpregex), PRC(pregex.String(i))) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, arrow(tpregex, tpregex), PRC(pregex.String(char))) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", arrow(tpregex, tpregex), PRC(pregex.dot)), |
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Primitive("r_d", arrow(tpregex, tpregex), PRC(pregex.d)), |
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Primitive("r_s", arrow(tpregex, tpregex), PRC(pregex.s)), |
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Primitive("r_w", arrow(tpregex, tpregex), PRC(pregex.w)), |
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Primitive("r_l", arrow(tpregex, tpregex), PRC(pregex.l)), |
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Primitive("r_u", arrow(tpregex, tpregex), PRC(pregex.u)), |
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Primitive("r_kleene", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.KleeneStar,1)), |
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Primitive("r_plus", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Plus,1)), |
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Primitive("r_maybe", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Maybe,1)), |
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Primitive("r_alt", arrow(arrow(tpregex, tpregex) , arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Alt, 2)), |
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] + [ |
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Primitive("r_const", arrow(tpregex, tpregex), None) |
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] |
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def reducedConcatPrimitives(): |
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return [Primitive("string_" + i, arrow(tpregex, tpregex), PRC(pregex.String(i))) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, arrow(tpregex, tpregex), PRC(pregex.String(char))) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", arrow(tpregex, tpregex), PRC(pregex.dot)), |
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Primitive("r_d", arrow(tpregex, tpregex), PRC(pregex.d)), |
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Primitive("r_s", arrow(tpregex, tpregex), PRC(pregex.s)), |
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Primitive("r_l", arrow(tpregex, tpregex), PRC(pregex.l)), |
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Primitive("r_u", arrow(tpregex, tpregex), PRC(pregex.u)), |
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Primitive("r_kleene", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.KleeneStar,1)), |
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Primitive("r_maybe", arrow(arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Maybe,1)), |
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Primitive("r_alt", arrow(arrow(tpregex, tpregex) , arrow(tpregex, tpregex), arrow(tpregex,tpregex)), PRC(pregex.Alt, 2)), |
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] + [ |
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Primitive("r_const", arrow(tpregex, tpregex), None) |
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] |
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def sketchPrimitives(): |
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return [Primitive("string_" + i, tpregex, pregex.String(i)) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, tpregex, pregex.String(char)) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", tpregex, pregex.dot), |
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Primitive("r_d", tpregex, pregex.d), |
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Primitive("r_s", tpregex, pregex.s), |
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Primitive("r_w", tpregex, pregex.w), |
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Primitive("r_l", tpregex, pregex.l), |
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Primitive("r_u", tpregex, pregex.u), |
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Primitive("r_kleene", arrow(tpregex, tpregex), _kleene_5), |
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Primitive("r_plus", arrow(tpregex, tpregex), _plus_5), |
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Primitive("r_maybe", arrow(tpregex, tpregex), _maybe), |
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Primitive("r_alt", arrow(tpregex, tpregex, tpregex), _alt), |
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Primitive("r_concat", arrow(tpregex, tpregex, tpregex), _concat), |
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] |
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def basePrimitives(): |
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return [Primitive("string_" + i, tpregex, pregex.String(i)) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, tpregex, pregex.String(char)) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", tpregex, pregex.dot), |
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Primitive("r_d", tpregex, pregex.d), |
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Primitive("r_s", tpregex, pregex.s), |
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Primitive("r_w", tpregex, pregex.w), |
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Primitive("r_l", tpregex, pregex.l), |
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Primitive("r_u", tpregex, pregex.u), |
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Primitive("r_kleene", arrow(tpregex, tpregex), _kleene), |
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Primitive("r_plus", arrow(tpregex, tpregex), _plus), |
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Primitive("r_maybe", arrow(tpregex, tpregex), _maybe), |
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Primitive("r_alt", arrow(tpregex, tpregex, tpregex), _alt), |
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Primitive("r_concat", arrow(tpregex, tpregex, tpregex), _concat), |
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] |
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def altPrimitives(): |
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return [ |
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Primitive("empty_string", tpregex, pregex.String("")) |
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] + [ |
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Primitive("string_" + i, tpregex, pregex.String(i)) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, tpregex, pregex.String(char)) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", tpregex, pregex.dot), |
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Primitive("r_d", tpregex, pregex.d), |
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Primitive("r_s", tpregex, pregex.s), |
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Primitive("r_w", tpregex, pregex.w), |
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Primitive("r_l", tpregex, pregex.l), |
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Primitive("r_u", tpregex, pregex.u), |
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Primitive("r_kleene", arrow(tpregex, tpregex), _kleene), |
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Primitive("r_maybe", arrow(tpregex, tpregex), _maybe), |
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Primitive("r_alt", arrow(tpregex, tpregex, tpregex), _alt), |
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Primitive("r_concat", arrow(tpregex, tpregex, tpregex), _concat), |
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] |
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def alt2Primitives(): |
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return [ |
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Primitive("empty_string", tpregex, pregex.String("")) |
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] + [ |
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Primitive("string_" + i, tpregex, pregex.String(i)) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, tpregex, pregex.String(char)) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", tpregex, pregex.dot), |
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Primitive("r_d", tpregex, pregex.d), |
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Primitive("r_s", tpregex, pregex.s), |
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Primitive("r_w", tpregex, pregex.w), |
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Primitive("r_l", tpregex, pregex.l), |
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Primitive("r_u", tpregex, pregex.u), |
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Primitive("r_kleene", arrow(tpregex, tpregex), _kleene), |
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Primitive("r_alt", arrow(tpregex, tpregex, tpregex), _alt), |
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Primitive("r_concat", arrow(tpregex, tpregex, tpregex), _concat), |
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] |
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def easyWordsPrimitives(): |
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return [ |
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Primitive("string_" + i, tpregex, pregex.String(i)) for i in printable[10:62] if i not in disallowed_list |
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] + [ |
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Primitive("r_d", tpregex, pregex.d), |
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Primitive("r_s", tpregex, pregex.s), |
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Primitive("r_l", tpregex, pregex.l), |
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Primitive("r_u", tpregex, pregex.u), |
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Primitive("r_kleene", arrow(tpregex, tpregex), _kleene), |
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Primitive("r_plus", arrow(tpregex, tpregex), _plus), |
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Primitive("r_maybe", arrow(tpregex, tpregex), _maybe), |
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Primitive("r_alt", arrow(tpregex, tpregex, tpregex), _alt), |
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Primitive("r_concat", arrow(tpregex, tpregex, tpregex), _concat), |
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] |
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""" |
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>>> import pregex as pre |
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>>> abc = pre.CharacterClass("abc", [0.1, 0.1, 0.8], name="MyConcept") |
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>>> abc.sample() |
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'b' |
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>>> abc.sample() |
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'c' |
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>>> abc.sample() |
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'c' |
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>>> abc.match("c") |
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-0.2231435513142097 |
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>>> abc.match("a") |
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-2.3025850929940455 |
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>>> abc |
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MyConcept |
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>>> x = pre.KleeneStar(abc) |
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>>> x.match("aabbac") |
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-16.58809928020405 |
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>>> x.sample() |
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'' |
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>>> x.sample() |
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'' |
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>>> x.sample() |
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'cbcacc' |
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>>> x |
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(KleeneStar 0.5 MyConcept) |
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>>> str(x) |
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'MyConcept*' |
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""" |
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def emp_dot(corpus): return pregex.CharacterClass(printable[:-4], emp_distro_from_corpus(corpus, printable[:-4]), name=".") |
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def emp_d(corpus): return pregex.CharacterClass(printable[:10], emp_distro_from_corpus(corpus, printable[:10]), name="\\d") |
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def emp_dot_no_letter(corpus): return pregex.CharacterClass(printable[:10]+printable[62:], emp_distro_from_corpus(corpus, printable[:10]+printable[62:]), name=".") |
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def emp_w(corpus): return pregex.CharacterClass(printable[:62], emp_distro_from_corpus(corpus, printable[:62]), name="\\w") |
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def emp_l(corpus): return pregex.CharacterClass(printable[10:36], emp_distro_from_corpus(corpus, printable[10:36]), name="\\l") |
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def emp_u(corpus): return pregex.CharacterClass(printable[36:62], emp_distro_from_corpus(corpus, printable[36:62]), name="\\u") |
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def emp_distro_from_corpus(corpus, char_list): |
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from collections import Counter |
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c = Counter(char for task in corpus for example in task.examples for string in example[1] for char in string) |
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n = sum(c[char] for char in char_list) |
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return [c[char]/n for char in char_list] |
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def matchEmpericalPrimitives(corpus): |
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return lambda: [ |
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Primitive("empty_string", tpregex, pregex.String("")) |
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] + [ |
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Primitive("string_" + i, tpregex, pregex.String(i)) for i in printable[:-4] if i not in disallowed_list |
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] + [ |
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Primitive("string_" + name, tpregex, pregex.String(char)) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", tpregex, emp_dot(corpus) ), |
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Primitive("r_d", tpregex, emp_d(corpus) ), |
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Primitive("r_s", tpregex, pregex.s), |
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Primitive("r_w", tpregex, emp_w(corpus) ), |
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Primitive("r_l", tpregex, emp_l(corpus) ), |
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Primitive("r_u", tpregex, emp_u(corpus) ), |
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Primitive("r_kleene", arrow(tpregex, tpregex), _kleene), |
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Primitive("r_maybe", arrow(tpregex, tpregex), _maybe), |
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Primitive("r_alt", arrow(tpregex, tpregex, tpregex), _alt), |
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Primitive("r_concat", arrow(tpregex, tpregex, tpregex), _concat), |
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] |
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def matchEmpericalNoLetterPrimitives(corpus): |
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return lambda: [ |
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Primitive("empty_string", tpregex, pregex.String("")) |
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] + [ |
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Primitive("string_" + i, tpregex, pregex.String(i)) for i in printable[:-4] if i not in disallowed_list + list(printable[10:62]) |
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] + [ |
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Primitive("string_" + name, tpregex, pregex.String(char)) for char, name in disallowed |
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] + [ |
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Primitive("r_dot", tpregex, emp_dot_no_letter(corpus) ), |
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Primitive("r_d", tpregex, emp_d(corpus) ), |
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Primitive("r_s", tpregex, pregex.s), |
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Primitive("r_kleene", arrow(tpregex, tpregex), _kleene), |
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Primitive("r_alt", arrow(tpregex, tpregex, tpregex), _alt), |
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Primitive("r_concat", arrow(tpregex, tpregex, tpregex), _concat), |
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] |
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if __name__=='__main__': |
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concatPrimitives() |
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from dreamcoder.program import Program |
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p=Program.parse("(lambda (r_kleene (lambda (r_maybe (lambda (string_x $0)) $0)) $0))") |
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print(p) |
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print(p.runWithArguments([pregex.String("")])) |
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prims = concatPrimitives() |
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g = Grammar.uniform(prims) |
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for i in range(100): |
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prog = g.sample(arrow(tpregex,tpregex)) |
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preg = prog.runWithArguments([pregex.String("")]) |
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print("preg:", preg.__repr__()) |
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print("sample:", preg.sample()) |
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