diff --git a/comfy/sd1_clip.py b/comfy/sd1_clip.py
index 962948dae..56bd6c242 100644
--- a/comfy/sd1_clip.py
+++ b/comfy/sd1_clip.py
@@ -300,6 +300,27 @@ class SDClipModel(torch.nn.Module, ClipTokenWeightEncoder):
         return self.transformer.load_state_dict(sd, strict=False)
 
 def parse_parentheses(string):
+    """
+    Split a string based off top-level nested parentheses.
+    
+    Parameters
+    ----------
+    string : str
+        The string to be split into its top nested groups.
+    
+    Returns
+    -------
+    result : list
+        A list of each element in string, split by top-level elements
+    
+    Examples
+    --------
+    >>> string = "(foo)(bar)"
+    ['(foo)', '(bar)']
+    
+    >>> string = "(foo(bar)(test1))(test2(test3))"
+    ['(foo(bar)(test1))', '(test2(test3))']
+    """
     result = []
     current_item = ""
     nesting_level = 0
@@ -328,6 +349,75 @@ def parse_parentheses(string):
     return result
 
 def token_weights(string, current_weight):
+    """
+    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.
+    
+    Parameters
+    ----------
+    string : str
+        The input of tokens to calculate requested weights for
+    current_weight : float
+        The current weight of all tokens
+    
+    Returns
+    -------
+    out : list
+        A list of each token paired with the calculated weight
+    
+    Examples
+    --------    
+    >>> string = "(foo)"
+    >>> current_weight = 1.0
+    [('foo', 1.1)]
+    
+    >>> string = "(foo)(bar)"
+    >>> current_weight = 1.0
+    [('foo', 1.1), ('bar', 1.1)]
+    
+    >>> string = "(foo:2.0)"
+    >>> current_weight = 1.0
+    [('foo', 2.0)]
+    
+    >>> string = "((foo))"
+    >>> current_weight = 1.0
+    [('foo', 1.21)]
+    
+    >>> string = "((foo):1.1)"
+    >>> current_weight = 1.0
+    [('foo', 1.21)]
+    
+    >>> string = "((foo:1.1))"
+    >>> current_weight = 1.0
+    [('foo', 1.1)]
+    
+    >>> string = "(foo:0.0)"
+    >>> current_weight = 1.0
+    [('foo', 0.0)]
+    
+    >>> string = "((foo:1.0):0.0)"
+    >>> current_weight = 1.0
+    [('foo', 1.0)]
+    
+    >>> string = "foo ((((lol (cat:666) attack:100)))) baz"
+    >>> current_weight = 1.0
+    [('foo ', 1.0), ('lol ', 100.0), ('cat', 666.0), (' attack', 100.0), (' baz', 1.0)]
+    
+    >>> string = "foo ((((lol (cat:666) attack):100))) baz"
+    >>> current_weight = 1.0
+    [('foo ', 1.0), ('lol ', 110.0), ('cat', 666.0), (' attack', 110.0), (' baz', 1.0)]
+    
+    Notes
+    -----
+    See issue #4610 for more detail. One thing to note is that the default of 1.1 is multiplied
+    when there is no weight defined on the *interior* of the group instead of the exterior. This
+    behavior can be seen in the last two examples (thank you @jart for making these). In the first
+    example, the weight of 100 is defined inside the same parentheses grouping as both 'lol' and
+    'attack'. There is no parentheses between the defined weight and the tokens, so there is no
+    multiplication of the weight by 1.1. In the second example, the weight is outside the parentheses
+    grouping, so the weights inside the grouping are first given a modifier of 1.1, then given a
+    modifier of 100.
+    
+    """
     a = parse_parentheses(string)
     out = []
     for x in a:
@@ -335,6 +425,7 @@ def token_weights(string, current_weight):
         if len(x) >= 2 and x[-1] == ')' and x[0] == '(':
             x = x[1:-1]
             xx = x.rfind(":")
+            # This line makes *all nestings* multiply the weight by 1.1
             weight *= 1.1
             if xx > 0:
                 try:
@@ -348,11 +439,55 @@ def token_weights(string, current_weight):
     return out
 
 def escape_important(text):
+    """
+    Replace parentheses marked via backslashes with escape characters
+    
+    Parameters
+    ----------
+    text : str
+        The string to have its important parentheses replaced
+    
+    Returns
+    -------
+    text : str
+        The input string, with important parentheses replaced
+    
+    Examples
+    --------
+    >>> text = "\\(foo\\)(bar)"
+    "\0\2foo\0\1(bar)"
+    
+    See Also
+    --------
+    unescape_important : Replace escape characters with parentheses
+    """
     text = text.replace("\\)", "\0\1")
     text = text.replace("\\(", "\0\2")
     return text
 
 def unescape_important(text):
+    """
+    Replace escape characters made via escape_important with parentheses
+    
+    Parameters
+    ----------
+    text : str
+        The string to have its escape characters replaced
+    
+    Returns
+    -------
+    text : str
+        The input string, with escape characters replaced
+    
+    Examples
+    --------
+    >>> text = "\0\2foo\0\1(bar)"
+    "(foo)(bar)"
+    
+    See Also
+    --------
+    escape_important: makes strings with the escape characters this function uses
+    """
     text = text.replace("\0\1", ")")
     text = text.replace("\0\2", "(")
     return text
@@ -377,6 +512,19 @@ def safe_load_embed_zip(embed_path):
                 return out
 
 def expand_directory_list(directories):
+    """
+    For all directories in a list, list all subdirectories beneath them
+    
+    Parameters
+    ----------
+    directories : list
+        The list of directories to search for subdirectories with
+    
+    Returns
+    -------
+    dirs : list
+        A list of all subdirectories found underneath the given directories
+    """
     dirs = set()
     for x in directories:
         dirs.add(x)