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fixed indentation
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@ -232,27 +232,27 @@ class SDClipModel(torch.nn.Module, ClipTokenWeightEncoder):
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return self.transformer.load_state_dict(sd, strict=False)
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def parse_parentheses(string):
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"""
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Split a string based off top-level nested parentheses.
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Parameters
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----------
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string : str
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The string to be split into its top nested groups.
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Returns
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-------
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result : list
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A list of each element in string, split by top-level elements
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Examples
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--------
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>>> string = "(foo)(bar)"
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['(foo)', '(bar)']
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>>> string = "(foo(bar)(test1))(test2(test3))"
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['(foo(bar)(test1))', '(test2(test3))']
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"""
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"""
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Split a string based off top-level nested parentheses.
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Parameters
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----------
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string : str
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The string to be split into its top nested groups.
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Returns
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-------
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result : list
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A list of each element in string, split by top-level elements
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Examples
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--------
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>>> string = "(foo)(bar)"
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['(foo)', '(bar)']
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>>> string = "(foo(bar)(test1))(test2(test3))"
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['(foo(bar)(test1))', '(test2(test3))']
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"""
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result = []
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current_item = ""
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nesting_level = 0
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@ -281,75 +281,75 @@ def parse_parentheses(string):
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return result
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def token_weights(string, current_weight):
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"""
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Find the requested weight of a token, and multiply it by the current weight. For parentheses groupings with no set weight, multiply by 1.1.
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Parameters
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----------
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string : str
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The input of tokens to calculate requested weights for
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current_weight : float
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The current weight of all tokens
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Returns
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-------
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out : list
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A list of each token paired with the calculated weight
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Examples
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--------
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>>> string = "(foo)"
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>>> current_weight = 1.0
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[('foo', 1.1)]
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>>> string = "(foo)(bar)"
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>>> current_weight = 1.0
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[('foo', 1.1), ('bar', 1.1)]
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>>> string = "(foo:2.0)"
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>>> current_weight = 1.0
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[('foo', 2.0)]
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>>> string = "((foo))"
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>>> current_weight = 1.0
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[('foo', 1.21)]
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>>> string = "((foo):1.1)"
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>>> current_weight = 1.0
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[('foo', 1.21)]
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>>> string = "((foo:1.1))"
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>>> current_weight = 1.0
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[('foo', 1.1)]
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>>> string = "(foo:0.0)"
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>>> current_weight = 1.0
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[('foo', 0.0)]
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>>> string = "((foo:1.0):0.0)"
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>>> current_weight = 1.0
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[('foo', 1.0)]
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>>> string = "foo ((((lol (cat:666) attack:100)))) baz"
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>>> current_weight = 1.0
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[('foo ', 1.0), ('lol ', 100.0), ('cat', 666.0), (' attack', 100.0), (' baz', 1.0)]
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>>> string = "foo ((((lol (cat:666) attack):100))) baz"
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>>> current_weight = 1.0
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[('foo ', 1.0), ('lol ', 110.0), ('cat', 666.0), (' attack', 110.0), (' baz', 1.0)]
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Notes
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-----
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See issue #4610 for more detail. One thing to note is that the default of 1.1 is multiplied
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when there is no weight defined on the *interior* of the group instead of the exterior. This
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behavior can be seen in the last two examples (thank you @jart for making these). In the first
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example, the weight of 100 is defined inside the same parentheses grouping as both 'lol' and
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'attack'. There is no parentheses between the defined weight and the tokens, so there is no
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multiplication of the weight by 1.1. In the second example, the weight is outside the parentheses
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grouping, so the weights inside the grouping are first given a modifier of 1.1, then given a
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modifier of 100.
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"""
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"""
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Find the requested weight of a token, and multiply it by the current weight. For parentheses groupings with no set weight, multiply by 1.1.
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Parameters
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----------
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string : str
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The input of tokens to calculate requested weights for
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current_weight : float
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The current weight of all tokens
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Returns
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-------
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out : list
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A list of each token paired with the calculated weight
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Examples
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--------
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>>> string = "(foo)"
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>>> current_weight = 1.0
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[('foo', 1.1)]
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>>> string = "(foo)(bar)"
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>>> current_weight = 1.0
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[('foo', 1.1), ('bar', 1.1)]
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>>> string = "(foo:2.0)"
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>>> current_weight = 1.0
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[('foo', 2.0)]
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>>> string = "((foo))"
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>>> current_weight = 1.0
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[('foo', 1.21)]
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>>> string = "((foo):1.1)"
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>>> current_weight = 1.0
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[('foo', 1.21)]
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>>> string = "((foo:1.1))"
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>>> current_weight = 1.0
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[('foo', 1.1)]
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>>> string = "(foo:0.0)"
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>>> current_weight = 1.0
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[('foo', 0.0)]
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>>> string = "((foo:1.0):0.0)"
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>>> current_weight = 1.0
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[('foo', 1.0)]
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>>> string = "foo ((((lol (cat:666) attack:100)))) baz"
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>>> current_weight = 1.0
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[('foo ', 1.0), ('lol ', 100.0), ('cat', 666.0), (' attack', 100.0), (' baz', 1.0)]
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>>> string = "foo ((((lol (cat:666) attack):100))) baz"
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>>> current_weight = 1.0
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[('foo ', 1.0), ('lol ', 110.0), ('cat', 666.0), (' attack', 110.0), (' baz', 1.0)]
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Notes
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-----
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See issue #4610 for more detail. One thing to note is that the default of 1.1 is multiplied
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when there is no weight defined on the *interior* of the group instead of the exterior. This
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behavior can be seen in the last two examples (thank you @jart for making these). In the first
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example, the weight of 100 is defined inside the same parentheses grouping as both 'lol' and
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'attack'. There is no parentheses between the defined weight and the tokens, so there is no
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multiplication of the weight by 1.1. In the second example, the weight is outside the parentheses
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grouping, so the weights inside the grouping are first given a modifier of 1.1, then given a
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modifier of 100.
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"""
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a = parse_parentheses(string)
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out = []
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for x in a:
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@ -371,55 +371,55 @@ def token_weights(string, current_weight):
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return out
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def escape_important(text):
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"""
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Replace parentheses marked via backslashes with escape characters
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Parameters
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----------
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text : str
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The string to have its important parentheses replaced
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Returns
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-------
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text : str
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The input string, with important parentheses replaced
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Examples
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--------
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>>> text = "\\(foo\\)(bar)"
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"\0\2foo\0\1(bar)"
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See Also
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--------
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unescape_important : Replace escape characters with parentheses
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"""
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"""
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Replace parentheses marked via backslashes with escape characters
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Parameters
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----------
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text : str
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The string to have its important parentheses replaced
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Returns
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-------
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text : str
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The input string, with important parentheses replaced
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Examples
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--------
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>>> text = "\\(foo\\)(bar)"
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"\0\2foo\0\1(bar)"
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See Also
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--------
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unescape_important : Replace escape characters with parentheses
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"""
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text = text.replace("\\)", "\0\1")
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text = text.replace("\\(", "\0\2")
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return text
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def unescape_important(text):
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"""
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Replace escape characters made via escape_important with parentheses
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Parameters
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----------
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text : str
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The string to have its escape characters replaced
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Returns
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-------
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text : str
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The input string, with escape characters replaced
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Examples
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--------
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>>> text = "\0\2foo\0\1(bar)"
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"(foo)(bar)"
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See Also
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--------
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escape_important: makes strings with the escape characters this function uses
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"""
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"""
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Replace escape characters made via escape_important with parentheses
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Parameters
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----------
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text : str
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The string to have its escape characters replaced
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Returns
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-------
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text : str
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The input string, with escape characters replaced
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Examples
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--------
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>>> text = "\0\2foo\0\1(bar)"
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"(foo)(bar)"
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See Also
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--------
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escape_important: makes strings with the escape characters this function uses
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"""
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text = text.replace("\0\1", ")")
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text = text.replace("\0\2", "(")
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return text
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@ -444,19 +444,19 @@ def safe_load_embed_zip(embed_path):
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return out
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def expand_directory_list(directories):
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"""
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For all directories in a list, list all subdirectories beneath them
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Parameters
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----------
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directories : list
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The list of directories to search for subdirectories with
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Returns
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-------
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dirs : list
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A list of all subdirectories found underneath the given directories
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"""
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"""
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For all directories in a list, list all subdirectories beneath them
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Parameters
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----------
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directories : list
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The list of directories to search for subdirectories with
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Returns
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-------
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dirs : list
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A list of all subdirectories found underneath the given directories
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"""
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dirs = set()
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for x in directories:
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dirs.add(x)
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