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import abc |
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from typing import Iterable, Iterator, Union |
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from typing import List, Tuple |
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import numpy as np |
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import itertools |
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class Item(abc.ABC): |
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@abc.abstractmethod |
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def instantiate(self) -> str: |
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""" |
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Samples from the underlying template a sentence. |
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Return: |
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str |
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""" |
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raise NotImplementedError() |
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@property |
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@abc.abstractmethod |
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def regex(self) -> str: |
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raise NotImplementedError() |
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@abc.abstractmethod |
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def get_targets(self) -> List[str]: |
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""" |
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Collects the target patterns from the nodes or the sub-nodes |
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recursively. |
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Return: |
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list of str |
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""" |
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raise NotImplementedError() |
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@abc.abstractmethod |
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def implement(self, targets: Iterator[str]): |
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""" |
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Implements the target slots by the real target values. It is expected |
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for `targets` to have the same length with `self.getTarget()`. |
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Args: |
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target: iterator of str |
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""" |
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raise NotImplementedError() |
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def __add__(self, item: "Item") -> "Item": |
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if self is Nil: |
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return item |
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elif item is Nil: |
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return self |
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return Concat(self, item) |
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def __str__(self) -> str: |
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raise NotImplementedError() |
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def __repr__(self) -> str: |
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raise NotImplementedError() |
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Nil = type( "Nil", (Item,) |
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, { "instantiate": lambda self: "" |
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, "regex": "" |
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, "get_targets": lambda self: [] |
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, "implement": lambda self, tgts: None |
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, "__str__": lambda self: "" |
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, "__repr__": lambda self: "Nil" |
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} |
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)() |
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class Concat(Item): |
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def __init__(self, *items: Iterable[Item]): |
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super(Concat, self).__init__() |
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self._items: List[Item] = [] |
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self._regex: str = "" |
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for itm in items: |
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self += itm |
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def __iter__(self) -> Iterator[Item]: |
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return iter(self._items) |
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def __iadd__(self, item: Item) -> Item: |
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if isinstance(item, Concat): |
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self._items += item |
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elif item is not Nil: |
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self._items.append(item) |
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self._regex += item.regex |
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return self |
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def instantiate(self) -> str: |
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return "".join(map(lambda itm: itm.instantiate(), self._items)) |
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@property |
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def regex(self) -> str: |
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return self._regex |
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def get_targets(self) -> List[str]: |
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return list( itertools.chain.from_iterable( |
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map( lambda itm: itm.get_targets() |
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, self._items |
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) |
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) |
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) |
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def implement(self, targets: Iterator[str]): |
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for itm in self._items: |
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itm.implement(targets) |
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def __str__(self) -> str: |
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return "".join(map(str, self._items)) |
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def __repr__(self) -> str: |
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return "Concat({:})".format( |
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", ".join( map( repr |
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, self._items |
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) |
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) |
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) |
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class Const(Item): |
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regex_meta_chars = str.maketrans( { ch: "\\" + ch |
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for ch in [ ".", "^", "$", "*" |
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, "+", "?", "{", "}" |
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, "\\", "[", "]", "|" |
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, "(", ")" |
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] |
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} |
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) |
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def __init__(self, value: str): |
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super(Const, self).__init__() |
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self.value: str = value |
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self._regex: str = self.value.translate(Const.regex_meta_chars) |
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def instantiate(self) -> str: |
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return self.value |
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@property |
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def regex(self) -> str: |
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return self._regex |
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def get_targets(self) -> List[str]: |
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return [] |
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def implement(self, targets: Iterator[str]): |
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pass |
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def __str__(self) -> str: |
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return self.value |
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def __repr__(self) -> str: |
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return "Const({:})".format(repr(self.value)) |
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class Choice(Item): |
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def __init__(self, *items: Iterable[Item]): |
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super(Choice, self).__init__() |
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self._items: List[Item] = list( |
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filter( lambda itm: itm is not Nil |
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, items |
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) |
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) |
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self._regex: str = "(?:" + "|".join(map(lambda itm: itm.regex, self._items)) + ")" |
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self._rng: np.random.Generator = np.random.default_rng() |
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def instantiate(self) -> str: |
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if len(self._items)==0: |
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return "" |
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return self._items[self._rng.integers(len(self._items))].instantiate() |
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@property |
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def regex(self) -> str: |
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return self._regex |
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@classmethod |
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def fromItem(cls, item: Item): |
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if isinstance(item, Concat): |
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return cls(*item) |
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else: |
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return cls(item) |
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def get_targets(self) -> List[str]: |
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return list( itertools.chain.from_iterable( |
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map( lambda itm: itm.get_targets() |
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, self._items |
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) |
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) |
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) |
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def implement(self, targets: Iterator[str]): |
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for itm in self._items: |
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itm.implement(targets) |
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def __str__(self) -> str: |
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return "({:})".format( |
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"/".join( map( str |
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, self._items |
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) |
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) |
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) |
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def __repr__(self) -> str: |
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return "Choice({:})".format( |
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", ".join( map( repr |
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, self._items |
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) |
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) |
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) |
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class Optional(Item): |
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def __init__(self, item: Union[Item, str]): |
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super(Optional, self).__init__() |
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if isinstance(item, str): |
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item = Const(item) |
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self._item: Item = item |
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self._regex = "(?:" + self._item.regex + ")?" |
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self._rng: np.random.Generator = np.random.default_rng() |
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def instantiate(self) -> str: |
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return self._item.instantiate() if self._rng.random()<0.5 else "" |
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@property |
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def regex(self) -> str: |
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return self._regex |
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def get_targets(self) -> List[str]: |
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return self._item.get_targets() |
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def implement(self, targets: Iterator[str]): |
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self._item.implement(targets) |
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def __str__(self) -> str: |
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return "[" + str(self._item) + "]" |
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def __repr__(self) -> str: |
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return "Optional(" + repr(self._item) + ")" |
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class Target(Item): |
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def __init__(self, pattern: str): |
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super(Target, self).__init__() |
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self._pattern: str = pattern |
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self._value: str = "" |
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def instantiate(self) -> str: |
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return self._value |
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@property |
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def regex(self) -> str: |
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return "(.+)" |
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def get_targets(self) -> List[str]: |
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return [self._pattern] |
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def implement(self, targets: Iterator[str]): |
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try: |
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value = next(targets) |
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self._value = value |
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except StopIteration: |
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pass |
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def __str__(self) -> str: |
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return "{" + self._pattern + "}" |
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def __repr__(self) -> str: |
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return "Target(" + repr(self._pattern) + ")" |
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def read_plain(pattern: str) -> Tuple[Union[Const, type(Nil)], str]: |
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plain = "".join( |
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itertools.takewhile( lambda ch: ch not in { "(", "/", ")" |
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, "[", "]" |
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, "{", "}" |
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} |
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, pattern |
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) |
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) |
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return Const(plain) if len(plain)>0 else Nil\ |
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, pattern[len(plain):] |
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def read_until(stop: str, pattern: str) -> Tuple[str, str]: |
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""" |
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Args: |
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stop: char |
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pattern: str |
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Return: |
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- str as the output |
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- str as the remaining |
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""" |
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plain = "".join( |
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itertools.takewhile( lambda ch: ch!=stop |
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, pattern |
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) |
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) |
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return plain, pattern[len(plain):] |
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def read_while(while_char: str, pattern: str) -> Tuple[List[Item], str]: |
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""" |
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Args: |
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while_char: char |
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pattern: str |
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Return: |
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- list of Item |
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- str |
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""" |
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(item, char), remaining = read_item(pattern) |
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items = [item] |
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while char==while_char: |
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(item, char), remaining = read_item(remaining) |
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items.append(item) |
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return items, remaining |
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def read_item(pattern: str) -> Tuple[ Tuple [ Item |
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, str |
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] |
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, str |
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]: |
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""" |
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Args: |
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pattern: str |
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Return: |
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- tuple like (Item, char) |
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- str |
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""" |
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prelude, remaining = read_plain(pattern) |
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if len(remaining)==0: |
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return (prelude, "$"), "" |
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head, tail = remaining[0], remaining[1:] |
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if head=="(": |
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choices, remaining = read_while("/", tail) |
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(others, end), remaining = read_item(remaining) |
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return ( prelude\ |
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+ Choice(*choices)\ |
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+ others\ |
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, end |
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)\ |
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, remaining |
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elif head=="/": |
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return (prelude, "/")\ |
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, tail |
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elif head==")": |
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return (prelude, ")")\ |
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, tail |
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elif head=="[": |
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(option, _), remaining = read_item(tail) |
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(others, end), remaining = read_item(remaining) |
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return ( prelude\ |
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+ Optional(option)\ |
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+ others\ |
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, end |
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)\ |
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, remaining |
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elif head=="]": |
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return (prelude, "]")\ |
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, tail |
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elif head=="{": |
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target, remaining = read_until("}", tail) |
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(others, end), remaining = read_item(remaining[1:]) |
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return ( prelude\ |
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+ Target(target)\ |
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+ others\ |
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, end |
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)\ |
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, remaining |
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def parse_pattern(pattern: str) -> Item: |
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(item, end), remaining = read_item(pattern) |
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assert len(remaining)==0 and end=="$" |
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return item |
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