





'''simple docstring'''


import argparse
import collections
import importlib.util
import os
import re


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_table.py
lowerCAmelCase      :  Dict      							='''src/diffusers'''
lowerCAmelCase      :  List[Any]      							='''docs/source/en'''
lowerCAmelCase      :  Tuple      							='''.'''
def 							UpperCAmelCase_						(		__lowerCamelCase      :      str			,__lowerCamelCase      :      Dict			,__lowerCamelCase      :      str				):
   with open(__lowerCamelCase			,"r"			,encoding="utf-8"			,newline="\n"				) as f:
      lowercase_    :int					    =				f.readlines()
   # Find the start prompt.
   lowercase_    :List[str]					    =				0
   while not lines[start_index].startswith(__lowerCamelCase				):
      start_index += 1
   start_index += 1

   lowercase_    :Dict					    =				start_index
   while not lines[end_index].startswith(__lowerCamelCase				):
      end_index += 1
   end_index -= 1

   while len(lines[start_index]				) <= 1:
      start_index += 1
   while len(lines[end_index]				) <= 1:
      end_index -= 1
   end_index += 1
   return "".join(lines[start_index:end_index]				), start_index, end_index, lines


# Add here suffixes that are used to identify models, separated by |
lowerCAmelCase      :  Optional[int]      							='''Model|Encoder|Decoder|ForConditionalGeneration'''
# Regexes that match TF/Flax/PT model names.
lowerCAmelCase      :  Optional[int]      							=re.compile(r'''TF(.*)(?:Model|Encoder|Decoder|ForConditionalGeneration)''')
lowerCAmelCase      :  Optional[int]      							=re.compile(r'''Flax(.*)(?:Model|Encoder|Decoder|ForConditionalGeneration)''')
# Will match any TF or Flax model too so need to be in an else branch afterthe two previous regexes.
lowerCAmelCase      :  List[Any]      							=re.compile(r'''(.*)(?:Model|Encoder|Decoder|ForConditionalGeneration)''')


# This is to make sure the diffusers module imported is the one in the repo.
lowerCAmelCase      :  Any      							=importlib.util.spec_from_file_location(
    '''diffusers''',
    os.path.join(TRANSFORMERS_PATH, '''__init__.py'''),
    submodule_search_locations=[TRANSFORMERS_PATH],
)
lowerCAmelCase      :  List[str]      							=spec.loader.load_module()
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Optional[Any]				):
   lowercase_    :List[str]					    =				re.finditer(".+?(?:(?<=[a-z])(?=[A-Z])|(?<=[A-Z])(?=[A-Z][a-z])|$)"			,__lowerCamelCase				)
   return [m.group(0				) for m in matches]
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Union[str, Any]			,__lowerCamelCase      :      str				):
   lowercase_    :List[str]					    =				2 if text == "✅" or text == "❌" else len(__lowerCamelCase				)
   lowercase_    :Optional[Any]					    =				(width - text_length) // 2
   lowercase_    :Dict					    =				width - text_length - left_indent
   return " " * left_indent + text + " " * right_indent
def 							UpperCAmelCase_						(		):
   lowercase_    :Any					    =				diffusers_module.models.auto.configuration_auto.CONFIG_MAPPING_NAMES
   lowercase_    :List[str]					    =				{
       name: config_mapping_names[code]
       for code, name in diffusers_module.MODEL_NAMES_MAPPING.items()
       if code in config_mapping_names
   }
   lowercase_    :Dict					    =				{name: config.replace("ConfigMixin"			,""				) for name, config in model_name_to_config.items()}

   # Dictionaries flagging if each model prefix has a slow/fast tokenizer, backend in PT/TF/Flax.
   lowercase_    :Any					    =				collections.defaultdict(__lowerCamelCase				)
   lowercase_    :str					    =				collections.defaultdict(__lowerCamelCase				)
   lowercase_    :Any					    =				collections.defaultdict(__lowerCamelCase				)
   lowercase_    :List[Any]					    =				collections.defaultdict(__lowerCamelCase				)
   lowercase_    :Tuple					    =				collections.defaultdict(__lowerCamelCase				)

   # Let's lookup through all diffusers object (once).
   for attr_name in dir(__lowerCamelCase				):
      lowercase_    :Tuple					    =				None
      if attr_name.endswith("Tokenizer"				):
         lowercase_    :Union[str, Any]					    =				slow_tokenizers
         lowercase_    :Optional[Any]					    =				attr_name[:-9]
      elif attr_name.endswith("TokenizerFast"				):
         lowercase_    :Tuple					    =				fast_tokenizers
         lowercase_    :Any					    =				attr_name[:-13]
      elif _re_tf_models.match(__lowerCamelCase				) is not None:
         lowercase_    :Tuple					    =				tf_models
         lowercase_    :Union[str, Any]					    =				_re_tf_models.match(__lowerCamelCase				).groups()[0]
      elif _re_flax_models.match(__lowerCamelCase				) is not None:
         lowercase_    :int					    =				flax_models
         lowercase_    :List[str]					    =				_re_flax_models.match(__lowerCamelCase				).groups()[0]
      elif _re_pt_models.match(__lowerCamelCase				) is not None:
         lowercase_    :Optional[Any]					    =				pt_models
         lowercase_    :List[str]					    =				_re_pt_models.match(__lowerCamelCase				).groups()[0]

      if lookup_dict is not None:
         while len(__lowerCamelCase				) > 0:
            if attr_name in model_name_to_prefix.values():
               lowercase_    :int					    =				True
               break
            # Try again after removing the last word in the name
            lowercase_    :Any					    =				"".join(camel_case_split(__lowerCamelCase				)[:-1]				)

    # Let's build that table!
   lowercase_    :Union[str, Any]					    =				list(model_name_to_config.keys()				)
   model_names.sort(key=str.lower				)
   lowercase_    :Union[str, Any]					    =				["Model", "Tokenizer slow", "Tokenizer fast", "PyTorch support", "TensorFlow support", "Flax Support"]
   # We'll need widths to properly display everything in the center (+2 is to leave one extra space on each side).
   lowercase_    :str					    =				[len(__lowerCamelCase				) + 2 for c in columns]
   lowercase_    :List[str]					    =				max([len(__lowerCamelCase				) for name in model_names]				) + 2

   # Build the table per se
   lowercase_    :Optional[Any]					    =				"|" + "|".join([_center_text(__lowerCamelCase			,__lowerCamelCase				) for c, w in zip(__lowerCamelCase			,__lowerCamelCase				)]				) + "|\n"
   # Use ":-----:" format to center-aligned table cell texts
   table += "|" + "|".join([":" + "-" * (w - 2) + ":" for w in widths]				) + "|\n"

   lowercase_    :int					    =				{True: "✅", False: "❌"}
   for name in model_names:
      lowercase_    :Tuple					    =				model_name_to_prefix[name]
      lowercase_    :List[str]					    =				[
          name,
          check[slow_tokenizers[prefix]],
          check[fast_tokenizers[prefix]],
          check[pt_models[prefix]],
          check[tf_models[prefix]],
          check[flax_models[prefix]],
      ]
      table += "|" + "|".join([_center_text(__lowerCamelCase			,__lowerCamelCase				) for l, w in zip(__lowerCamelCase			,__lowerCamelCase				)]				) + "|\n"
   return table
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Union[str, Any]=False				):
   lowercase_    ,							lowercase_    ,							lowercase_    ,							lowercase_    :Optional[Any]					    =				_find_text_in_file(
       filename=os.path.join(__lowerCamelCase			,"index.mdx"				)			,start_prompt="<!--This table is updated automatically from the auto modules"			,end_prompt="<!-- End table-->"			,)
   lowercase_    :Optional[Any]					    =				get_model_table_from_auto_modules()

   if current_table != new_table:
      if overwrite:
         with open(os.path.join(__lowerCamelCase			,"index.mdx"				)			,"w"			,encoding="utf-8"			,newline="\n"				) as f:
            f.writelines(lines[:start_index] + [new_table] + lines[end_index:]				)
      else:
         raise ValueError(
             "The model table in the `index.mdx` has not been updated. Run `make fix-copies` to fix this."				)


if __name__ == "__main__":
 lowerCAmelCase      :  Optional[Any]      							=argparse.ArgumentParser()
 parser.add_argument('''--fix_and_overwrite''', action='''store_true''', help='''Whether to fix inconsistencies.''')
 lowerCAmelCase      :  List[str]      							=parser.parse_args()

 check_model_table(args.fix_and_overwrite)









'''simple docstring'''


class    a_     :





     def __init__(				self	:      str			,   lowercase	:      List[Any]		):





        """simple docstring"""




        lowercase_    :List[str]					    =				val
        # Number of nodes in left subtree
        lowercase_    :Optional[int]					    =				0
        lowercase_    :List[str]					    =				None
        lowercase_    :List[Any]					    =				None
        lowercase_    :Optional[Any]					    =				None







     def 							lowercase__   (				self	:      Union[str, Any]			,   lowercase	:      Dict		):





        """simple docstring"""




        assert self.left_tree_size == other.left_tree_size, "Unequal Sizes of Blocks"

        if self.val < other.val:
           lowercase_    :List[Any]					    =				self.right
           lowercase_    :str					    =				None
           if self.right:
              lowercase_    :Optional[int]					    =				other
           lowercase_    :Optional[Any]					    =				other
           lowercase_    :str					    =				self.left_tree_size * 2 + 1
           return self
        else:
           lowercase_    :Any					    =				other.right
           lowercase_    :Any					    =				None
           if other.right:
              lowercase_    :List[Any]					    =				self
           lowercase_    :Union[str, Any]					    =				self
           lowercase_    :Optional[int]					    =				other.left_tree_size * 2 + 1
           return other







class    a_     :





     def __init__(				self	:      Optional[Any]			,   lowercase	:      Any=None			,   lowercase	:      Optional[Any]=None			,   lowercase	:      int=0		):





        """simple docstring"""




        lowercase_    :Optional[int]					    =				heap_size
        lowercase_    :List[str]					    =				bottom_root
        lowercase_    :Dict					    =				min_node





     def 							lowercase__   (				self	:      List[str]			,   lowercase	:      List[Any]		):





        """simple docstring"""




        if other.size == 0:
           return None
        if self.size == 0:
           lowercase_    :Dict					    =				other.size
           lowercase_    :int					    =				other.bottom_root
           lowercase_    :Tuple					    =				other.min_node
           return None
        # Update size
        lowercase_    :Optional[int]					    =				self.size + other.size

        # Update min.node
        if self.min_node.val > other.min_node.val:
           lowercase_    :int					    =				other.min_node
        # Merge

        # Order roots by left_subtree_size
        lowercase_    :Any					    =				[]
        lowercase_    ,							lowercase_    :List[str]					    =				self.bottom_root, other.bottom_root
        while i or j:
           if i and ((not j) or i.left_tree_size < j.left_tree_size):
              combined_roots_list.append((i, True)		)
              lowercase_    :str					    =				i.parent
           else:
              combined_roots_list.append((j, False)		)
              lowercase_    :Dict					    =				j.parent
        # Insert links between them
        for i in range(len(lowercase		) - 1		):
           if combined_roots_list[i][1] != combined_roots_list[i + 1][1]:
              lowercase_    :Dict					    =				combined_roots_list[i + 1][0]
              lowercase_    :str					    =				combined_roots_list[i][0]
        # Consecutively merge roots with same left_tree_size
        lowercase_    :int					    =				combined_roots_list[0][0]
        while i.parent:
           if (
               (i.left_tree_size == i.parent.left_tree_size) and (not i.parent.parent)
           ) or (
               i.left_tree_size == i.parent.left_tree_size
               and i.left_tree_size != i.parent.parent.left_tree_size
           ):
              # Neighbouring Nodes
              lowercase_    :List[Any]					    =				i.left
              lowercase_    :Any					    =				i.parent.parent

              # Merging trees
              lowercase_    :Any					    =				i.merge_trees(i.parent		)

              # Updating links
              lowercase_    :List[Any]					    =				previous_node
              lowercase_    :int					    =				next_node
              if previous_node:
                 lowercase_    :int					    =				i
              if next_node:
                 lowercase_    :str					    =				i
           else:
              lowercase_    :str					    =				i.parent
        # Updating self.bottom_root
        while i.left:
           lowercase_    :List[str]					    =				i.left
        lowercase_    :List[str]					    =				i

        # Update other
        lowercase_    :Any					    =				self.size
        lowercase_    :Optional[Any]					    =				self.bottom_root
        lowercase_    :int					    =				self.min_node

        # Return the merged heap
        return self





     def 							lowercase__   (				self	:      int			,   lowercase	:      List[Any]		):





        """simple docstring"""




        if self.size == 0:
           lowercase_    :Dict					    =				Node(lowercase		)
           lowercase_    :Optional[Any]					    =				1
           lowercase_    :Optional[Any]					    =				self.bottom_root
        else:
           # Create new node
           lowercase_    :Union[str, Any]					    =				Node(lowercase		)

           # Update size
           self.size += 1

           # update min_node
           if val < self.min_node.val:
              lowercase_    :Union[str, Any]					    =				new_node
           # Put new_node as a bottom_root in heap
           lowercase_    :int					    =				new_node
           lowercase_    :List[str]					    =				self.bottom_root
           lowercase_    :Any					    =				new_node

           # Consecutively merge roots with same left_tree_size
           while (
               self.bottom_root.parent
               and self.bottom_root.left_tree_size
               == self.bottom_root.parent.left_tree_size
           ):
              # Next node
              lowercase_    :int					    =				self.bottom_root.parent.parent

              # Merge
              lowercase_    :Union[str, Any]					    =				self.bottom_root.merge_trees(self.bottom_root.parent		)

              # Update Links
              lowercase_    :Optional[Any]					    =				next_node
              lowercase_    :Any					    =				None
              if next_node:
                 lowercase_    :Union[str, Any]					    =				self.bottom_root





     def 							lowercase__   (				self	:      str		):





        """simple docstring"""




        return self.min_node.val





     def 							lowercase__   (				self	:      Optional[int]		):





        """simple docstring"""




        return self.size == 0





     def 							lowercase__   (				self	:      str		):





        """simple docstring"""




        lowercase_    :str					    =				self.min_node.val

        # Last element in heap corner case
        if self.size == 1:
           # Update size
           lowercase_    :Dict					    =				0

           # Update bottom root
           lowercase_    :int					    =				None

           # Update min_node
           lowercase_    :Tuple					    =				None

           return min_value
        # No right subtree corner case
        # The structure of the tree implies that this should be the bottom root
        # and there is at least one other root
        if self.min_node.right is None:
           # Update size
           self.size -= 1

           # Update bottom root
           lowercase_    :Optional[Any]					    =				self.bottom_root.parent
           lowercase_    :Tuple					    =				None

           # Update min_node
           lowercase_    :Dict					    =				self.bottom_root
           lowercase_    :List[str]					    =				self.bottom_root.parent
           while i:
              if i.val < self.min_node.val:
                 lowercase_    :Union[str, Any]					    =				i
              lowercase_    :Dict					    =				i.parent
           return min_value
        # General case
        # Find the BinomialHeap of the right subtree of min_node
        lowercase_    :List[str]					    =				self.min_node.right
        lowercase_    :Dict					    =				None
        lowercase_    :str					    =				bottom_of_new
        lowercase_    :Optional[int]					    =				1

        # Size, min_node and bottom_root
        while bottom_of_new.left:
           lowercase_    :List[Any]					    =				size_of_new * 2 + 1
           lowercase_    :Union[str, Any]					    =				bottom_of_new.left
           if bottom_of_new.val < min_of_new.val:
              lowercase_    :Optional[int]					    =				bottom_of_new
        # Corner case of single root on top left path
        if (not self.min_node.left) and (not self.min_node.parent):
           lowercase_    :Optional[int]					    =				size_of_new
           lowercase_    :Union[str, Any]					    =				bottom_of_new
           lowercase_    :Dict					    =				min_of_new
           # print("Single root, multiple nodes case")
           return min_value
        # Remaining cases
        # Construct heap of right subtree
        lowercase_    :Tuple					    =				BinomialHeap(
            bottom_root=lowercase			,   min_node=lowercase			,   heap_size=lowercase		)

        # Update size
        lowercase_    :Dict					    =				self.size - 1 - size_of_new

        # Neighbour nodes
        lowercase_    :Optional[Any]					    =				self.min_node.left
        lowercase_    :str					    =				self.min_node.parent

        # Initialize new bottom_root and min_node
        lowercase_    :int					    =				previous_node or next_node
        lowercase_    :Any					    =				next_node

        # Update links of previous_node and search below for new min_node and
        # bottom_root
        if previous_node:
           lowercase_    :int					    =				next_node

           # Update bottom_root and search for min_node below
           lowercase_    :str					    =				previous_node
           lowercase_    :List[Any]					    =				previous_node
           while self.bottom_root.left:
              lowercase_    :List[str]					    =				self.bottom_root.left
              if self.bottom_root.val < self.min_node.val:
                 lowercase_    :List[Any]					    =				self.bottom_root
        if next_node:
           lowercase_    :List[Any]					    =				previous_node

           # Search for new min_node above min_node
           lowercase_    :Dict					    =				next_node
           while i:
              if i.val < self.min_node.val:
                 lowercase_    :Optional[Any]					    =				i
              lowercase_    :str					    =				i.parent
        # Merge heaps
        self.merge_heaps(lowercase		)

        return min_value





     def 							lowercase__   (				self	:      Dict		):





        """simple docstring"""




        lowercase_    :Optional[Any]					    =				self.bottom_root
        while top_root.parent:
           lowercase_    :int					    =				top_root.parent
        # preorder
        lowercase_    :List[str]					    =				[]
        self.__traversal(lowercase			,   lowercase		)
        return heap_pre_order





     def 							lowercase__   (				self	:      Union[str, Any]			,   lowercase	:      List[Any]			,   lowercase	:      List[str]			,   lowercase	:      Dict=0		):





        """simple docstring"""




        if curr_node:
           preorder.append((curr_node.val, level)		)
           self.__traversal(curr_node.left			,   lowercase			,   level + 1		)
           self.__traversal(curr_node.right			,   lowercase			,   level + 1		)
        else:
           preorder.append(("#", level)		)







     def __str__(				self	:      Optional[int]		):





        """simple docstring"""




        if self.is_empty():
           return ""
        lowercase_    :int					    =				self.pre_order()

        return "\n".join(("-" * level + str(lowercase		)) for value, level in preorder_heap		)


# Unit Tests
if __name__ == "__main__":
 import doctest

 doctest.testmod()


