





'''simple docstring'''


import argparse
import glob
import inspect
import os
import re
import unittest

from get_test_info import get_test_classes

from tests.test_pipeline_mixin import pipeline_test_mapping


lowerCAmelCase      :  List[str]      							={}
for task, _ in pipeline_test_mapping.items():
      lowerCAmelCase      :  Optional[int]      							={"""pt""": None, """tf""": None}


# DO **NOT** add item to this set (unless the reason is approved)
lowerCAmelCase      :  List[str]      							={
    """tests/models/esm/test_modeling_esmfold.py""",  # The pipeline test mapping is added to `test_modeling_esm.py`
}
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Union[str, Any]				):

   if "ModelTesterMixin" in [x.__name__ for x in test_class.__bases__]:
      return "pt"
   elif "TFModelTesterMixin" in [x.__name__ for x in test_class.__bases__]:
      return "tf"
   elif "FlaxModelTesterMixin" in [x.__name__ for x in test_class.__bases__]:
      return "flax"
   else:
      return None
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Any			,__lowerCamelCase      :      Union[str, Any]				):
   # Use the cached results
   if PIPELINE_TEST_MAPPING[task].get(lowerCAmelCase__			,lowerCAmelCase__				) is not None:
      return PIPELINE_TEST_MAPPING[task][framework]

   lowercase_    :Tuple					    =				pipeline_test_mapping[task]['test']
   lowercase_    :Optional[int]					    =				None

   if framework == "pt":
      lowercase_    :Tuple					    =				getattr(lowerCAmelCase__			,"model_mapping"			,lowerCAmelCase__				)
   elif framework == "tf":
      lowercase_    :List[Any]					    =				getattr(lowerCAmelCase__			,"tf_model_mapping"			,lowerCAmelCase__				)

   if mapping is not None:
      lowercase_    :Any					    =				dict(mapping.items()				)

   # cache the results
   lowercase_    :Tuple					    =				mapping
   return mapping
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Any			,__lowerCamelCase      :      List[str]				):
   lowercase_    :str					    =				get_framework(lowerCAmelCase__				)
   if framework is None:
      return None
   lowercase_    :str					    =				get_mapping_for_task(lowerCAmelCase__			,lowerCAmelCase__				)
   if mapping is None:
      return None

   lowercase_    :int					    =				list({model_class.config_class for model_class in test_class.all_model_classes}				)
   if len(lowerCAmelCase__				) != 1:
      raise ValueError("There should be exactly one configuration class from `test_class.all_model_classes`."				)

   # This could be a list/tuple of model classes, but it's rare.
   lowercase_    :int					    =				mapping.get(config_classes[0]			,lowerCAmelCase__				)
   if isinstance(lowerCAmelCase__			,(tuple, list)				):
      lowercase_    :Tuple					    =				sorted(lowerCAmelCase__			,key=lambda __lowerCamelCase				: x.__name__				)

   return model_class
def 							UpperCAmelCase_						(		__lowerCamelCase      :      str				):
   lowercase_    :Tuple					    =				[(task, get_model_for_pipeline_test(lowerCAmelCase__			,lowerCAmelCase__				)) for task in pipeline_test_mapping]
   lowercase_    :int					    =				sorted([(task, model) for task, model in mapping if model is not None]			,key=lambda __lowerCamelCase				: x[0]				)

   return dict(lowerCAmelCase__				)
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Any				):
   lowercase_    :str					    =				get_framework(lowerCAmelCase__				)
   if framework == "pt":
      lowercase_    :str					    =				'torch'
   lowercase_    :Any					    =				'{}'

   lowercase_    :Optional[int]					    =				get_pipeline_model_mapping(lowerCAmelCase__				)
   if len(lowerCAmelCase__				) == 0:
      return ""

   lowercase_    :Optional[int]					    =				[]
   for task, model_classes in mapping.items():
      if isinstance(lowerCAmelCase__			,(tuple, list)				):
         # A list/tuple of model classes
         lowercase_    :Tuple					    =				'(' + ', '.join([x.__name__ for x in model_classes]				) + ')'
      else:
         # A single model class
         lowercase_    :List[str]					    =				model_classes.__name__
      texts.append(F'\"{task}\": {value}'				)
   lowercase_    :str					    =				'{' + ', '.join(lowerCAmelCase__				) + '}'
   lowercase_    :Union[str, Any]					    =				F'pipeline_model_mapping = {text} if is_{framework}_available() else {default_value}'

   return text
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Tuple				):
   lowercase_    :Optional[int]					    =				{'ModelTesterMixin', 'TFModelTesterMixin', 'FlaxModelTesterMixin'}
   if not issubclass(lowerCAmelCase__			,unittest.TestCase				):
      return False
   return len(base_class_names.intersection([x.__name__ for x in test_class.__bases__]				)				) > 0
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Optional[int]				):
   lowercase_    :Tuple					    =				[x for x in get_test_classes(lowerCAmelCase__				) if is_valid_test_class(lowerCAmelCase__				)]

   lowercase_    :str					    =				None
   for test_class in test_classes:
      # If a test class has defined `pipeline_model_mapping`, let's take it
      if getattr(lowerCAmelCase__			,"pipeline_model_mapping"			,lowerCAmelCase__				) is not None:
         lowercase_    :str					    =				test_class
         break
    # Take the test class with the shortest name (just a heuristic)
   if target_test_class is None and len(lowerCAmelCase__				) > 0:
      lowercase_    :Dict					    =				sorted(lowerCAmelCase__			,key=lambda __lowerCamelCase				: (len(x.__name__				), x.__name__)				)[0]

   return target_test_class
def 							UpperCAmelCase_						(		__lowerCamelCase      :      List[Any]			,__lowerCamelCase      :      Dict			,__lowerCamelCase      :      Any				):
   lowercase_    :List[Any]					    =				start_idx
   for idx, line in enumerate(lines[start_idx:]				):
      lowercase_    :Tuple					    =				len(lowerCAmelCase__				) - len(line.lstrip()				)
      if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
         lowercase_    :Optional[int]					    =				start_idx + idx
      elif idx > 0 and indent <= indent_level:
         # Outside the definition block of `pipeline_model_mapping`
         break

   return end_idx
def 							UpperCAmelCase_						(		__lowerCamelCase      :      Dict			,__lowerCamelCase      :      Any=False				):
   if getattr(lowerCAmelCase__			,"pipeline_model_mapping"			,lowerCAmelCase__				) is not None:
      if not overwrite:
         return "", -1

   lowercase_    :List[str]					    =				get_pipeline_model_mapping_string(lowerCAmelCase__				)
   if len(lowerCAmelCase__				) == 0:
      return "", -1
   lowercase_    :List[str]					    =				line_to_add + '\n'

   # The code defined the class `test_class`
   lowercase_    :List[str]					    =				inspect.getsourcelines(lowerCAmelCase__				)
   # `inspect` gives the code for an object, including decorator(s) if any.
   # We (only) need the exact line of the class definition.
   for idx, line in enumerate(lowerCAmelCase__				):
      if line.lstrip().startswith("class "				):
         lowercase_    :Optional[Any]					    =				class_lines[idx:]
         class_start_line_no += idx
         break
   lowercase_    :Any					    =				class_start_line_no + len(lowerCAmelCase__				) - 1

   # The index in `class_lines` that starts the definition of `all_model_classes`, `all_generative_model_classes` or
   # `pipeline_model_mapping`. This assumes they are defined in such order, and we take the start index of the last
   # block that appears in a `test_class`.
   lowercase_    :str					    =				None
   # The indent level of the line at `class_lines[start_idx]` (if defined)
   lowercase_    :Tuple					    =				0
   # To record if `pipeline_model_mapping` is found in `test_class`.
   lowercase_    :Optional[Any]					    =				None
   for idx, line in enumerate(lowerCAmelCase__				):
      if line.strip().startswith("all_model_classes = "				):
         lowercase_    :Optional[int]					    =				len(lowerCAmelCase__				) - len(line.lstrip()				)
         lowercase_    :Tuple					    =				idx
      elif line.strip().startswith("all_generative_model_classes = "				):
         lowercase_    :Tuple					    =				len(lowerCAmelCase__				) - len(line.lstrip()				)
         lowercase_    :Dict					    =				idx
      elif line.strip().startswith("pipeline_model_mapping = "				):
         lowercase_    :Optional[Any]					    =				len(lowerCAmelCase__				) - len(line.lstrip()				)
         lowercase_    :Union[str, Any]					    =				idx
         lowercase_    :List[str]					    =				line
         break

   if start_idx is None:
      return "", -1
   # Find the ending index (inclusive) of the above found block.
   lowercase_    :Optional[int]					    =				find_block_ending(lowerCAmelCase__			,lowerCAmelCase__			,lowerCAmelCase__				)

   # Extract `is_xxx_available()` from existing blocks: some models require specific libraries like `timm` and use
   # `is_timm_available()` instead of `is_torch_available()`.
   # Keep leading and trailing whitespaces
   lowercase_    :Any					    =				re.compile(r"\s(is_\S+?_available\(\))\s"				)
   for line in class_lines[start_idx : end_idx + 1]:
      lowercase_    :List[str]					    =				r.search(lowerCAmelCase__				)
      if backend_condition is not None:
         # replace the leading and trailing whitespaces to the space character " ".
         lowercase_    :str					    =				' ' + backend_condition[0][1:-1] + ' '
         lowercase_    :int					    =				r.sub(lowerCAmelCase__			,lowerCAmelCase__				)
         break

   if def_line is None:
      # `pipeline_model_mapping` is not defined. The target index is set to the ending index (inclusive) of
      # `all_model_classes` or `all_generative_model_classes`.
      lowercase_    :List[str]					    =				end_idx
   else:
      # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
      lowercase_    :Tuple					    =				start_idx - 1
      # mark the lines of the currently existing `pipeline_model_mapping` to be removed.
      for idx in range(lowerCAmelCase__			,end_idx + 1				):
         # These lines are going to be removed before writing to the test file.
         lowercase_    :List[Any]					    =				None  # noqa

    # Make sure the test class is a subclass of `PipelineTesterMixin`.
   lowercase_    :List[Any]					    =				[x.__name__ for x in test_class.__bases__]
   if "PipelineTesterMixin" not in parent_classes:
      # Put `PipelineTesterMixin` just before `unittest.TestCase`
      lowercase_    :List[Any]					    =				[x for x in parent_classes if x != 'TestCase'] + ['PipelineTesterMixin']
      if "TestCase" in parent_classes:
         # Here we **assume** the original string is always with `unittest.TestCase`.
         _parent_classes.append("unittest.TestCase"				)
      lowercase_    :Dict					    =				', '.join(_parent_classes				)
      for idx, line in enumerate(lowerCAmelCase__				):
         # Find the ending of the declaration of `test_class`
         if line.strip().endswith("):"				):
            # mark the lines of the declaration of `test_class` to be removed
            for _idx in range(idx + 1				):
               lowercase_    :Dict					    =				None  # noqa
            break
        # Add the new, one-line, class declaration for `test_class`
      lowercase_    :List[Any]					    =				F'class {test_class.__name__}({parent_classes}):\n'

   # Add indentation
   lowercase_    :str					    =				' ' * indent_level + line_to_add
   # Insert `pipeline_model_mapping` to `class_lines`.
   # (The line at `target_idx` should be kept by definition!)
   lowercase_    :Optional[Any]					    =				class_lines[: target_idx + 1] + [line_to_add] + class_lines[target_idx + 1 :]
   # Remove the lines that are marked to be removed
   lowercase_    :List[Any]					    =				[x for x in class_lines if x is not None]

   # Move from test class to module (in order to write to the test file)
   lowercase_    :str					    =				inspect.getsourcelines(inspect.getmodule(lowerCAmelCase__				)				)[0]
   # Be careful with the 1-off between line numbers and array indices
   lowercase_    :List[Any]					    =				module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
   lowercase_    :str					    =				''.join(lowerCAmelCase__				)

   lowercase_    :List[str]					    =				inspect.getsourcefile(lowerCAmelCase__				)
   with open(lowerCAmelCase__			,"w"			,encoding="UTF-8"			,newline="\n"				) as fp:
      fp.write(lowerCAmelCase__				)

   return line_to_add
def 							UpperCAmelCase_						(		__lowerCamelCase      :      str			,__lowerCamelCase      :      Union[str, Any]=False				):
   lowercase_    :Tuple					    =				find_test_class(lowerCAmelCase__				)
   if test_class:
      add_pipeline_model_mapping(lowerCAmelCase__			,overwrite=lowerCAmelCase__				)


if __name__ == "__main__":
      lowerCAmelCase      :  Union[str, Any]      							=argparse.ArgumentParser()
      parser.add_argument(
          '''--test_file''', type=str, help='''A path to the test file, starting with the repository\'s `tests` directory.'''
      )
      parser.add_argument(
          '''--all''',
          action='''store_true''',
          help='''If to check and modify all test files.''',
      )
      parser.add_argument(
          '''--overwrite''',
          action='''store_true''',
          help='''If to overwrite a test class if it has already defined `pipeline_model_mapping`.''',
      )
      lowerCAmelCase      :  Dict      							=parser.parse_args()

      if not args.all and not args.test_file:
            raise ValueError('''Please specify either `test_file` or pass `--all` to check/modify all test files.''')
      elif args.all and args.test_file:
            raise ValueError('''Only one of `--test_file` and `--all` could be specified.''')

      lowerCAmelCase      :  List[str]      							=[]
      if args.test_file:
            lowerCAmelCase      :  Any      							=[args.test_file]
      else:
            lowerCAmelCase      :  Optional[int]      							=os.path.join('''tests''', '''models''', '''**''', '''test_modeling_*.py''')
            for test_file in glob.glob(pattern):
                  # `Flax` is not concerned at this moment
                  if not test_file.startswith('''test_modeling_flax_'''):
                        test_files.append(test_file)

      for test_file in test_files:
            if test_file in TEST_FILE_TO_IGNORE:
                  print(F'''[SKIPPED] {test_file} is skipped as it is in `TEST_FILE_TO_IGNORE` in the file {__file__}.''')
                  continue
            add_pipeline_model_mapping_to_test_file(test_file, overwrite=args.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()


