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