'''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


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


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



def 				UpperCamelCase__      (      a__   ):


						'''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 				UpperCamelCase__      (      a__      ,   a__   ):


						'''simple docstring'''






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

						_lowerCAmelCase					    =pipeline_test_mapping[task]['test']
						_lowerCAmelCase					    =None

						if framework == "pt":
												_lowerCAmelCase					    =getattr(a__      ,   'model_mapping'      ,   a__   )
						elif framework == "tf":
												_lowerCAmelCase					    =getattr(a__      ,   'tf_model_mapping'      ,   a__   )

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

						# cache the results
						_lowerCAmelCase					    =mapping
						return mapping



def 				UpperCamelCase__      (      a__      ,   a__   ):


						'''simple docstring'''






						_lowerCAmelCase					    =get_framework(a__   )
						if framework is None:
												return None
						_lowerCAmelCase					    =get_mapping_for_task(a__      ,   a__   )
						if mapping is None:
												return None

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

						return model_class



def 				UpperCamelCase__      (      a__   ):


						'''simple docstring'''






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

						return dict(a__   )



def 				UpperCamelCase__      (      a__   ):


						'''simple docstring'''






						_lowerCAmelCase					    =get_framework(a__   )
						if framework == "pt":
												_lowerCAmelCase					    ='torch'
						_lowerCAmelCase					    ='{}'

						_lowerCAmelCase					    =get_pipeline_model_mapping(a__   )
						if len(a__   ) == 0:
												return ""

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

						return text



def 				UpperCamelCase__      (      a__   ):


						'''simple docstring'''






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



def 				UpperCamelCase__      (      a__   ):


						'''simple docstring'''






						_lowerCAmelCase					    =[x for x in get_test_classes(a__   ) if is_valid_test_class(a__   )]

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

						return target_test_class



def 				UpperCamelCase__      (      a__      ,   a__      ,   a__   ):


						'''simple docstring'''






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

						return end_idx



def 				UpperCamelCase__      (      a__      ,   a__=False   ):


						'''simple docstring'''






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

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

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

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

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

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

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

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

						return line_to_add



def 				UpperCamelCase__      (      a__      ,   a__=False   ):


						'''simple docstring'''






						_lowerCAmelCase					    =find_test_class(a__   )
						if test_class:
												add_pipeline_model_mapping(a__      ,   overwrite=a__   )


if __name__ == "__main__":
							lowercase_  		=			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`.''',
							)
							lowercase_  		=			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.''')

							lowercase_  		=			[]
							if args.test_file:
														lowercase_  		=			[args.test_file]
							else:
														lowercase_  		=			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 .prime_check import Test

Test()





