
'''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


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


# DO **NOT** add item to this set (unless the reason is approved)
UpperCamelCase__					:						List[str]											=     {
    "tests/models/esm/test_modeling_esmfold.py",  # The pipeline test mapping is added to `test_modeling_esm.py`
}
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_  )   ->   Optional[int]:




   """simple docstring"""

   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       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_			,					SCREAMING_SNAKE_CASE_  )   ->   List[Any]:




   """simple docstring"""
   # Use the cached results
   if PIPELINE_TEST_MAPPING[task].get(__lowerCamelCase			,					__lowerCamelCase  ) is not None:
      return PIPELINE_TEST_MAPPING[task][framework]

   _SCREAMING_SNAKE_CASE          = pipeline_test_mapping[task]["test"]
   _SCREAMING_SNAKE_CASE          = None

   if framework == "pt":
      _SCREAMING_SNAKE_CASE          = getattr(__lowerCamelCase			,					"""model_mapping"""			,					__lowerCamelCase  )
   elif framework == "tf":
      _SCREAMING_SNAKE_CASE          = getattr(__lowerCamelCase			,					"""tf_model_mapping"""			,					__lowerCamelCase  )

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

   # cache the results
   _SCREAMING_SNAKE_CASE          = mapping
   return mapping
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_			,					SCREAMING_SNAKE_CASE_  )   ->   Tuple:




   """simple docstring"""
   _SCREAMING_SNAKE_CASE          = get_framework(__lowerCamelCase  )
   if framework is None:
      return None
   _SCREAMING_SNAKE_CASE          = get_mapping_for_task(__lowerCamelCase			,					__lowerCamelCase  )
   if mapping is None:
      return None

   _SCREAMING_SNAKE_CASE          = 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.
   _SCREAMING_SNAKE_CASE          = mapping.get(config_classes[0]			,					__lowerCamelCase  )
   if isinstance(__lowerCamelCase			,					(tuple, list)  ):
      _SCREAMING_SNAKE_CASE          = sorted(__lowerCamelCase			,					key=lambda SCREAMING_SNAKE_CASE_  : x.__name__  )

   return model_class
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_  )   ->   str:




   """simple docstring"""
   _SCREAMING_SNAKE_CASE          = [(task, get_model_for_pipeline_test(__lowerCamelCase			,					__lowerCamelCase  )) for task in pipeline_test_mapping]
   _SCREAMING_SNAKE_CASE          = sorted([(task, model) for task, model in mapping if model is not None]			,					key=lambda SCREAMING_SNAKE_CASE_  : x[0]  )

   return dict(__lowerCamelCase  )
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_  )   ->   Tuple:




   """simple docstring"""
   _SCREAMING_SNAKE_CASE          = get_framework(__lowerCamelCase  )
   if framework == "pt":
      _SCREAMING_SNAKE_CASE          = "torch"
   _SCREAMING_SNAKE_CASE          = "{}"

   _SCREAMING_SNAKE_CASE          = get_pipeline_model_mapping(__lowerCamelCase  )
   if len(__lowerCamelCase  ) == 0:
      return ""

   _SCREAMING_SNAKE_CASE          = []
   for task, model_classes in mapping.items():
      if isinstance(__lowerCamelCase			,					(tuple, list)  ):
         # A list/tuple of model classes
         _SCREAMING_SNAKE_CASE          = "(" + ", ".join([x.__name__ for x in model_classes]  ) + ")"
      else:
         # A single model class
         _SCREAMING_SNAKE_CASE          = model_classes.__name__
      texts.append(F"\"{task}\": {value}"  )
   _SCREAMING_SNAKE_CASE          = "{" + ", ".join(__lowerCamelCase  ) + "}"
   _SCREAMING_SNAKE_CASE          = F"pipeline_model_mapping = {text} if is_{framework}_available() else {default_value}"

   return text
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_  )   ->   List[Any]:




   """simple docstring"""
   _SCREAMING_SNAKE_CASE          = {"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       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_  )   ->   Tuple:




   """simple docstring"""
   _SCREAMING_SNAKE_CASE          = [x for x in get_test_classes(__lowerCamelCase  ) if is_valid_test_class(__lowerCamelCase  )]

   _SCREAMING_SNAKE_CASE          = 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:
         _SCREAMING_SNAKE_CASE          = test_class
         break
    # Take the test class with the shortest name (just a heuristic)
   if target_test_class is None and len(__lowerCamelCase  ) > 0:
      _SCREAMING_SNAKE_CASE          = sorted(__lowerCamelCase			,					key=lambda SCREAMING_SNAKE_CASE_  : (len(x.__name__  ), x.__name__)  )[0]

   return target_test_class
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_			,					SCREAMING_SNAKE_CASE_			,					SCREAMING_SNAKE_CASE_  )   ->   int:




   """simple docstring"""
   _SCREAMING_SNAKE_CASE          = start_idx
   for idx, line in enumerate(lines[start_idx:]  ):
      _SCREAMING_SNAKE_CASE          = len(__lowerCamelCase  ) - len(line.lstrip()  )
      if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
         _SCREAMING_SNAKE_CASE          = start_idx + idx
      elif idx > 0 and indent <= indent_level:
         # Outside the definition block of `pipeline_model_mapping`
         break

   return end_idx
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_			,					SCREAMING_SNAKE_CASE_=False  )   ->   Union[str, Any]:




   """simple docstring"""
   if getattr(__lowerCamelCase			,					"""pipeline_model_mapping"""			,					__lowerCamelCase  ) is not None:
      if not overwrite:
         return "", -1

   _SCREAMING_SNAKE_CASE          = get_pipeline_model_mapping_string(__lowerCamelCase  )
   if len(__lowerCamelCase  ) == 0:
      return "", -1
   _SCREAMING_SNAKE_CASE          = line_to_add + "\n"

   # The code defined the class `test_class`
   _SCREAMING_SNAKE_CASE          = 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 """  ):
         _SCREAMING_SNAKE_CASE          = class_lines[idx:]
         class_start_line_no += idx
         break
   _SCREAMING_SNAKE_CASE          = 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`.
   _SCREAMING_SNAKE_CASE          = None
   # The indent level of the line at `class_lines[start_idx]` (if defined)
   _SCREAMING_SNAKE_CASE          = 0
   # To record if `pipeline_model_mapping` is found in `test_class`.
   _SCREAMING_SNAKE_CASE          = None
   for idx, line in enumerate(__lowerCamelCase  ):
      if line.strip().startswith("""all_model_classes = """  ):
         _SCREAMING_SNAKE_CASE          = len(__lowerCamelCase  ) - len(line.lstrip()  )
         _SCREAMING_SNAKE_CASE          = idx
      elif line.strip().startswith("""all_generative_model_classes = """  ):
         _SCREAMING_SNAKE_CASE          = len(__lowerCamelCase  ) - len(line.lstrip()  )
         _SCREAMING_SNAKE_CASE          = idx
      elif line.strip().startswith("""pipeline_model_mapping = """  ):
         _SCREAMING_SNAKE_CASE          = len(__lowerCamelCase  ) - len(line.lstrip()  )
         _SCREAMING_SNAKE_CASE          = idx
         _SCREAMING_SNAKE_CASE          = line
         break

   if start_idx is None:
      return "", -1
   # Find the ending index (inclusive) of the above found block.
   _SCREAMING_SNAKE_CASE          = 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
   _SCREAMING_SNAKE_CASE          = re.compile(r"""\s(is_\S+?_available\(\))\s"""  )
   for line in class_lines[start_idx : end_idx + 1]:
      _SCREAMING_SNAKE_CASE          = r.search(__lowerCamelCase  )
      if backend_condition is not None:
         # replace the leading and trailing whitespaces to the space character " ".
         _SCREAMING_SNAKE_CASE          = " " + backend_condition[0][1:-1] + " "
         _SCREAMING_SNAKE_CASE          = 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`.
      _SCREAMING_SNAKE_CASE          = end_idx
   else:
      # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
      _SCREAMING_SNAKE_CASE          = 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.
         _SCREAMING_SNAKE_CASE          = None  # noqa

    # Make sure the test class is a subclass of `PipelineTesterMixin`.
   _SCREAMING_SNAKE_CASE          = [x.__name__ for x in test_class.__bases__]
   if "PipelineTesterMixin" not in parent_classes:
      # Put `PipelineTesterMixin` just before `unittest.TestCase`
      _SCREAMING_SNAKE_CASE          = [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"""  )
      _SCREAMING_SNAKE_CASE          = ", ".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  ):
               _SCREAMING_SNAKE_CASE          = None  # noqa
            break
        # Add the new, one-line, class declaration for `test_class`
      _SCREAMING_SNAKE_CASE          = F"class {test_class.__name__}({parent_classes}):\n"

   # Add indentation
   _SCREAMING_SNAKE_CASE          = " " * indent_level + line_to_add
   # Insert `pipeline_model_mapping` to `class_lines`.
   # (The line at `target_idx` should be kept by definition!)
   _SCREAMING_SNAKE_CASE          = class_lines[: target_idx + 1] + [line_to_add] + class_lines[target_idx + 1 :]
   # Remove the lines that are marked to be removed
   _SCREAMING_SNAKE_CASE          = [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)
   _SCREAMING_SNAKE_CASE          = inspect.getsourcelines(inspect.getmodule(__lowerCamelCase  )  )[0]
   # Be careful with the 1-off between line numbers and array indices
   _SCREAMING_SNAKE_CASE          = module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
   _SCREAMING_SNAKE_CASE          = "".join(__lowerCamelCase  )

   _SCREAMING_SNAKE_CASE          = inspect.getsourcefile(__lowerCamelCase  )
   with open(__lowerCamelCase			,					"""w"""			,					encoding="""UTF-8"""			,					newline="""\n"""  ) as fp:
      fp.write(__lowerCamelCase  )

   return line_to_add
def       lowerCAmelCase_		( SCREAMING_SNAKE_CASE_			,					SCREAMING_SNAKE_CASE_=False  )   ->   Optional[int]:




   """simple docstring"""
   _SCREAMING_SNAKE_CASE          = find_test_class(__lowerCamelCase  )
   if test_class:
      add_pipeline_model_mapping(__lowerCamelCase			,					overwrite=__lowerCamelCase  )


if __name__ == "__main__":
     UpperCamelCase__					:						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`.",
     )
     UpperCamelCase__					:						List[Any]											=     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.")

     UpperCamelCase__					:						int											=     []
     if args.test_file:
          UpperCamelCase__					:						Optional[int]											=     [args.test_file]
     else:
          UpperCamelCase__					:						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)













from typing import Literal

UpperCamelCase__          ='ABCDEFGHIJKLMNOPQRSTUVWXYZ'






def 			lowerCamelCase__	(__lowerCamelCase,				__lowerCamelCase,				__lowerCamelCase		):
     _SCREAMING_SNAKE_CASE				:		Tuple  			=							LETTERS if mode == "decrypt" else key
     _SCREAMING_SNAKE_CASE				:		Tuple  			=							key if mode == "decrypt" else LETTERS
     _SCREAMING_SNAKE_CASE				:		Dict  			=							""
     # loop through each symbol in the message
     for symbol in message:
          if symbol.upper() in chars_a:
               # encrypt/decrypt the symbol
               _SCREAMING_SNAKE_CASE				:		List[str]  			=							chars_a.find(symbol.upper()		)
               if symbol.isupper():
                    translated += chars_b[sym_index].upper()
               else:
                    translated += chars_b[sym_index].lower()
          else:
               # symbol is not in LETTERS, just add it
               translated += symbol
     return translated






def 			lowerCamelCase__	(__lowerCamelCase,				__lowerCamelCase		):
     return translate_message(__lowerCamelCase,				__lowerCamelCase,				"encrypt"		)






def 			lowerCamelCase__	(__lowerCamelCase,				__lowerCamelCase		):
     return translate_message(__lowerCamelCase,				__lowerCamelCase,				"decrypt"		)






def 			lowerCamelCase__	():
     _SCREAMING_SNAKE_CASE				:		str  			=							"Hello World"
     _SCREAMING_SNAKE_CASE				:		List[str]  			=							"QWERTYUIOPASDFGHJKLZXCVBNM"
     _SCREAMING_SNAKE_CASE				:		Any  			=							"decrypt"  # set to 'encrypt' or 'decrypt'

     if mode == "encrypt":
          _SCREAMING_SNAKE_CASE				:		int  			=							encrypt_message(__lowerCamelCase,				__lowerCamelCase		)
     elif mode == "decrypt":
          _SCREAMING_SNAKE_CASE				:		Optional[int]  			=							decrypt_message(__lowerCamelCase,				__lowerCamelCase		)
     print(f"""Using the key {key}, the {mode}ed message is: {translated}"""		)


if __name__ == "__main__":
       import doctest

       doctest.testmod()
       main()