





"""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


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


# DO **NOT** add item to this set (unless the reason is approved)
a__       :  Any       		=					{
    """tests/models/esm/test_modeling_esmfold.py""",  # The pipeline test mapping is added to `test_modeling_esm.py`
}





def 				a__      (	_UpperCAmelCase						)     ->	Optional[Any]:

 '''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 				a__      (	_UpperCAmelCase						,  _UpperCAmelCase						)     ->	Tuple:

 '''simple docstring'''






 if PIPELINE_TEST_MAPPING[task].get(_UpperCAmelCase						,  _UpperCAmelCase						) is not None:
  return PIPELINE_TEST_MAPPING[task][framework]

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

 if framework == "pt":
  snake_case__     				=					getattr(_UpperCAmelCase						,  "model_mapping"						,  _UpperCAmelCase						)
 elif framework == "tf":
  snake_case__     				=					getattr(_UpperCAmelCase						,  "tf_model_mapping"						,  _UpperCAmelCase						)

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

 # cache the results
 snake_case__     				=					mapping
 return mapping





def 				a__      (	_UpperCAmelCase						,  _UpperCAmelCase						)     ->	Dict:

 '''simple docstring'''






 snake_case__     				=					get_framework(_UpperCAmelCase						)
 if framework is None:
  return None
 snake_case__     				=					get_mapping_for_task(_UpperCAmelCase						,  _UpperCAmelCase						)
 if mapping is None:
  return None

 snake_case__     				=					list({model_class.config_class for model_class in test_class.all_model_classes}						)
 if len(_UpperCAmelCase						) != 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.
 snake_case__     				=					mapping.get(config_classes[0]						,  _UpperCAmelCase						)
 if isinstance(_UpperCAmelCase						,  (tuple, list)						):
  snake_case__     				=					sorted(_UpperCAmelCase						,  key=lambda _UpperCAmelCase						: x.__name__						)

 return model_class





def 				a__      (	_UpperCAmelCase						)     ->	str:

 '''simple docstring'''






 snake_case__     				=					[(task, get_model_for_pipeline_test(_UpperCAmelCase						,  _UpperCAmelCase						)) for task in pipeline_test_mapping]
 snake_case__     				=					sorted([(task, model) for task, model in mapping if model is not None]						,  key=lambda _UpperCAmelCase						: x[0]						)

 return dict(_UpperCAmelCase						)





def 				a__      (	_UpperCAmelCase						)     ->	str:

 '''simple docstring'''






 snake_case__     				=					get_framework(_UpperCAmelCase						)
 if framework == "pt":
  snake_case__     				=					"torch"
 snake_case__     				=					"{}"

 snake_case__     				=					get_pipeline_model_mapping(_UpperCAmelCase						)
 if len(_UpperCAmelCase						) == 0:
  return ""

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

 return text





def 				a__      (	_UpperCAmelCase						)     ->	List[Any]:

 '''simple docstring'''






 snake_case__     				=					{"ModelTesterMixin", "TFModelTesterMixin", "FlaxModelTesterMixin"}
 if not issubclass(_UpperCAmelCase						,  unittest.TestCase						):
  return False
 return len(base_class_names.intersection([x.__name__ for x in test_class.__bases__]						)						) > 0





def 				a__      (	_UpperCAmelCase						)     ->	Any:

 '''simple docstring'''






 snake_case__     				=					[x for x in get_test_classes(_UpperCAmelCase						) if is_valid_test_class(_UpperCAmelCase						)]

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

 return target_test_class





def 				a__      (	_UpperCAmelCase						,  _UpperCAmelCase						,  _UpperCAmelCase						)     ->	List[str]:

 '''simple docstring'''






 snake_case__     				=					start_idx
 for idx, line in enumerate(lines[start_idx:]						):
  snake_case__     				=					len(_UpperCAmelCase						) - len(line.lstrip()						)
  if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
   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 				a__      (	_UpperCAmelCase						,  _UpperCAmelCase=False						)     ->	int:

 '''simple docstring'''






 if getattr(_UpperCAmelCase						,  "pipeline_model_mapping"						,  _UpperCAmelCase						) is not None:
  if not overwrite:
   return "", -1

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

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

 if start_idx is None:
  return "", -1
 # Find the ending index (inclusive) of the above found block.
 snake_case__     				=					find_block_ending(_UpperCAmelCase						,  _UpperCAmelCase						,  _UpperCAmelCase						)

 # 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
 snake_case__     				=					re.compile(R"\s(is_\S+?_available\(\))\s"						)
 for line in class_lines[start_idx : end_idx + 1]:
  snake_case__     				=					r.search(_UpperCAmelCase						)
  if backend_condition is not None:
   # replace the leading and trailing whitespaces to the space character " ".
   snake_case__     				=					" " + backend_condition[0][1:-1] + " "
   snake_case__     				=					r.sub(_UpperCAmelCase						,  _UpperCAmelCase						)
   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`.
  snake_case__     				=					end_idx
 else:
  # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
  snake_case__     				=					start_idx - 1
  # mark the lines of the currently existing `pipeline_model_mapping` to be removed.
  for idx in range(_UpperCAmelCase						,  end_idx + 1						):
   # These lines are going to be removed before writing to the test file.
   snake_case__     				=					None  # noqa

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

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

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

 return line_to_add





def 				a__      (	_UpperCAmelCase						,  _UpperCAmelCase=False						)     ->	Dict:

 '''simple docstring'''






 snake_case__     				=					find_test_class(_UpperCAmelCase						)
 if test_class:
  add_pipeline_model_mapping(_UpperCAmelCase						,  overwrite=_UpperCAmelCase						)


if __name__ == "__main__":
   a__       :  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`.""",
   )
   a__       :  List[str]       		=					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.""")

   a__       :  Union[str, Any]       		=					[]
   if args.test_file:
      a__       :  Any       		=					[args.test_file]
   else:
      a__       :  str       		=					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"""


from ...configuration_utils import PretrainedConfig
from ...utils import logging


a__       :  List[Any]       		=					logging.get_logger(__name__)

a__       :  int       		=					{
    """microsoft/mpnet-base""": """https://huggingface.co/microsoft/mpnet-base/resolve/main/config.json""",
}



class   lowercase_					(  __lowerCAmelCase				):
       snake_case__					:				int									=  """mpnet"""

       def __init__(      self ,       __SCREAMING_SNAKE_CASE=3_0527 ,       __SCREAMING_SNAKE_CASE=768 ,       __SCREAMING_SNAKE_CASE=12 ,       __SCREAMING_SNAKE_CASE=12 ,       __SCREAMING_SNAKE_CASE=3072 ,       __SCREAMING_SNAKE_CASE="gelu" ,       __SCREAMING_SNAKE_CASE=0.1 ,       __SCREAMING_SNAKE_CASE=0.1 ,       __SCREAMING_SNAKE_CASE=512 ,       __SCREAMING_SNAKE_CASE=0.02 ,       __SCREAMING_SNAKE_CASE=1e-12 ,       __SCREAMING_SNAKE_CASE=32 ,       __SCREAMING_SNAKE_CASE=1 ,       __SCREAMING_SNAKE_CASE=0 ,       __SCREAMING_SNAKE_CASE=2 ,       **__SCREAMING_SNAKE_CASE ,       ):






        '''simple docstring'''

        super().__init__(pad_token_id=__SCREAMING_SNAKE_CASE ,       bos_token_id=__SCREAMING_SNAKE_CASE ,       eos_token_id=__SCREAMING_SNAKE_CASE ,       **__SCREAMING_SNAKE_CASE  )

        snake_case__     				=					vocab_size
        snake_case__     				=					hidden_size
        snake_case__     				=					num_hidden_layers
        snake_case__     				=					num_attention_heads
        snake_case__     				=					hidden_act
        snake_case__     				=					intermediate_size
        snake_case__     				=					hidden_dropout_prob
        snake_case__     				=					attention_probs_dropout_prob
        snake_case__     				=					max_position_embeddings
        snake_case__     				=					initializer_range
        snake_case__     				=					layer_norm_eps
        snake_case__     				=					relative_attention_num_buckets

