

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							={}
for task, _ in pipeline_test_mapping.items():
 _lowerCamelCase							={"""pt""": None, """tf""": None}


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







def      snake_case__							(  lowerCAmelCase_     ):





     """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      snake_case__							(  lowerCAmelCase_,       lowerCAmelCase_     ):





     """simple docstring"""







     if PIPELINE_TEST_MAPPING[task].get(UpperCamelCase__,       UpperCamelCase__     ) 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(UpperCamelCase__,       'model_mapping',       UpperCamelCase__     )
     elif framework == "tf":
          SCREAMING_SNAKE_CASE 		=getattr(UpperCamelCase__,       'tf_model_mapping',       UpperCamelCase__     )

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

     # cache the results
     SCREAMING_SNAKE_CASE 		=mapping
     return mapping







def      snake_case__							(  lowerCAmelCase_,       lowerCAmelCase_     ):





     """simple docstring"""







     SCREAMING_SNAKE_CASE 		=get_framework(UpperCamelCase__     )
     if framework is None:
          return None
     SCREAMING_SNAKE_CASE 		=get_mapping_for_task(UpperCamelCase__,       UpperCamelCase__     )
     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(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.
     SCREAMING_SNAKE_CASE 		=mapping.get(config_classes[0],       UpperCamelCase__     )
     if isinstance(UpperCamelCase__,       (tuple, list)     ):
          SCREAMING_SNAKE_CASE 		=sorted(UpperCamelCase__,       key=lambda lowerCAmelCase_     : x.__name__     )

     return model_class







def      snake_case__							(  lowerCAmelCase_     ):





     """simple docstring"""







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

     return dict(UpperCamelCase__     )







def      snake_case__							(  lowerCAmelCase_     ):





     """simple docstring"""







     SCREAMING_SNAKE_CASE 		=get_framework(UpperCamelCase__     )
     if framework == "pt":
          SCREAMING_SNAKE_CASE 		='torch'
     SCREAMING_SNAKE_CASE 		='{}'

     SCREAMING_SNAKE_CASE 		=get_pipeline_model_mapping(UpperCamelCase__     )
     if len(UpperCamelCase__     ) == 0:
          return ""

     SCREAMING_SNAKE_CASE 		=[]
     for task, model_classes in mapping.items():
          if isinstance(UpperCamelCase__,       (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(UpperCamelCase__     ) + '}'
     SCREAMING_SNAKE_CASE 		=F'pipeline_model_mapping = {text} if is_{framework}_available() else {default_value}'

     return text







def      snake_case__							(  lowerCAmelCase_     ):





     """simple docstring"""







     SCREAMING_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      snake_case__							(  lowerCAmelCase_     ):





     """simple docstring"""







     SCREAMING_SNAKE_CASE 		=[x for x in get_test_classes(UpperCamelCase__     ) if is_valid_test_class(UpperCamelCase__     )]

     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(UpperCamelCase__,       'pipeline_model_mapping',       UpperCamelCase__     ) 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(UpperCamelCase__     ) > 0:
          SCREAMING_SNAKE_CASE 		=sorted(UpperCamelCase__,       key=lambda lowerCAmelCase_     : (len(x.__name__     ), x.__name__)     )[0]

     return target_test_class







def      snake_case__							(  lowerCAmelCase_,       lowerCAmelCase_,       lowerCAmelCase_     ):





     """simple docstring"""







     SCREAMING_SNAKE_CASE 		=start_idx
     for idx, line in enumerate(lines[start_idx:]     ):
          SCREAMING_SNAKE_CASE 		=len(UpperCamelCase__     ) - 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      snake_case__							(  lowerCAmelCase_,       lowerCAmelCase_=False     ):





     """simple docstring"""







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

     SCREAMING_SNAKE_CASE 		=get_pipeline_model_mapping_string(UpperCamelCase__     )
     if len(UpperCamelCase__     ) == 0:
          return "", -1
     SCREAMING_SNAKE_CASE 		=line_to_add + '\n'

     # The code defined the class `test_class`
     SCREAMING_SNAKE_CASE		,    SCREAMING_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 '     ):
               SCREAMING_SNAKE_CASE 		=class_lines[idx:]
               class_start_line_no += idx
               break
     SCREAMING_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`.
     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(UpperCamelCase__     ):
          if line.strip().startswith('all_model_classes = '     ):
               SCREAMING_SNAKE_CASE 		=len(UpperCamelCase__     ) - len(line.lstrip()     )
               SCREAMING_SNAKE_CASE 		=idx
          elif line.strip().startswith('all_generative_model_classes = '     ):
               SCREAMING_SNAKE_CASE 		=len(UpperCamelCase__     ) - len(line.lstrip()     )
               SCREAMING_SNAKE_CASE 		=idx
          elif line.strip().startswith('pipeline_model_mapping = '     ):
               SCREAMING_SNAKE_CASE 		=len(UpperCamelCase__     ) - 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(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
     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(UpperCamelCase__     )
          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(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`.
          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(UpperCamelCase__,       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(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     ):
                         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(UpperCamelCase__     )     )[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(UpperCamelCase__     )

     SCREAMING_SNAKE_CASE 		=inspect.getsourcefile(UpperCamelCase__     )
     with open(UpperCamelCase__,       'w',       encoding='UTF-8',       newline='\n'     ) as fp:
          fp.write(UpperCamelCase__     )

     return line_to_add







def      snake_case__							(  lowerCAmelCase_,       lowerCAmelCase_=False     ):





     """simple docstring"""







     SCREAMING_SNAKE_CASE 		=find_test_class(UpperCamelCase__     )
     if test_class:
          add_pipeline_model_mapping(UpperCamelCase__,       overwrite=UpperCamelCase__     )


if __name__ == "__main__":
 _lowerCamelCase							=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							=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							=[]
 if args.test_file:
  _lowerCamelCase							=[args.test_file]
 else:
  _lowerCamelCase							=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 transformers import ProcessorMixin




class    __snake_case(					__A       ):
    _A       = '''AutoFeatureExtractor'''
    _A       = '''AutoTokenizer'''
