






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_):

							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_):
							# Use the cached results
							if PIPELINE_TEST_MAPPING[task].get(a_							,					a_) 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(a_							,					'model_mapping'							,					a_)
							elif framework == "tf":
														snake_case_           =							getattr(a_							,					'tf_model_mapping'							,					a_)

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

							# cache the results
							snake_case_           =							mapping
							return mapping





def 						__UpperCAmelCase      (					a_							,					a_):
							snake_case_           =							get_framework(a_)
							if framework is None:
														return None
							snake_case_           =							get_mapping_for_task(a_							,					a_)
							if mapping is None:
														return None

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

							return model_class





def 						__UpperCAmelCase      (					a_):
							snake_case_           =							[(task, get_model_for_pipeline_test(a_							,					a_)) for task in pipeline_test_mapping]
							snake_case_           =							sorted([(task, model) for task, model in mapping if model is not None]							,					key=lambda a_: x[0])

							return dict(a_)





def 						__UpperCAmelCase      (					a_):
							snake_case_           =							get_framework(a_)
							if framework == "pt":
														snake_case_           =							'torch'
							snake_case_           =							'{}'

							snake_case_           =							get_pipeline_model_mapping(a_)
							if len(a_) == 0:
														return ""

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

							return text





def 						__UpperCAmelCase      (					a_):
							snake_case_           =							{'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_):
							snake_case_           =							[x for x in get_test_classes(a_) if is_valid_test_class(a_)]

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

							return target_test_class





def 						__UpperCAmelCase      (					a_							,					a_							,					a_):
							snake_case_           =							start_idx
							for idx, line in enumerate(lines[start_idx:]):
														snake_case_           =							len(a_) - 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 						__UpperCAmelCase      (					a_							,					a_=False):
							if getattr(a_							,					'pipeline_model_mapping'							,					a_) is not None:
														if not overwrite:
																					return "", -1

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

							# The code defined the class `test_class`
							snake_case_      ,		snake_case_           =							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 '):
																					snake_case_           =							class_lines[idx:]
																					class_start_line_no += idx
																					break
							snake_case_           =							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`.
							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(a_):
														if line.strip().startswith('all_model_classes = '):
																					snake_case_           =							len(a_) - len(line.lstrip())
																					snake_case_           =							idx
														elif line.strip().startswith('all_generative_model_classes = '):
																					snake_case_           =							len(a_) - len(line.lstrip())
																					snake_case_           =							idx
														elif line.strip().startswith('pipeline_model_mapping = '):
																					snake_case_           =							len(a_) - 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(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
							snake_case_           =							re.compile(R'\s(is_\S+?_available\(\))\s')
							for line in class_lines[start_idx : end_idx + 1]:
														snake_case_           =							r.search(a_)
														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(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`.
														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(a_							,					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(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):
																																			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(a_))[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(a_)

							snake_case_           =							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):
							snake_case_           =							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)













from __future__ import annotations

from typing import Any





def 						__UpperCAmelCase      (					*a_):
							if all(_check_not_integer(a_) for m in matrix_s):
														for i in matrix_s[1:]:
																					_verify_matrix_sizes(matrix_s[0]							,					a_)
														return [[sum(a_) for t in zip(*a_)] for m in zip(*a_)]
							raise TypeError('Expected a matrix, got int/list instead')





def 						__UpperCAmelCase      (					a_							,					a_):
							if (
							    _check_not_integer(a_)
							    and _check_not_integer(a_)
							    and _verify_matrix_sizes(a_							,					a_)
							):
														return [[i - j for i, j in zip(*a_)] for m in zip(a_							,					a_)]
							raise TypeError('Expected a matrix, got int/list instead')





def 						__UpperCAmelCase      (					a_							,					a_):
							return [[x * n for x in row] for row in matrix]





def 						__UpperCAmelCase      (					a_							,					a_):
							if _check_not_integer(a_) and _check_not_integer(a_):
														snake_case_      ,		snake_case_           =							_verify_matrix_sizes(a_							,					a_)

							if cols[0] != rows[1]:
														snake_case_           =							(
														    'Cannot multiply matrix of dimensions '
														    f'''({rows[0]},{cols[0]}) and ({rows[1]},{cols[1]})'''
														)
														raise ValueError(a_)
							return [
							    [sum(m * n for m, n in zip(a_							,					a_)) for j in zip(*a_)] for i in matrix_a
							]





def 						__UpperCAmelCase      (					a_):
							snake_case_           =							int(a_)
							return [[int(row == column) for column in range(a_)] for row in range(a_)]





def 						__UpperCAmelCase      (					a_							,					a_ = True):
							if _check_not_integer(a_):
														if return_map:
																					return map(a_							,					zip(*a_))
														else:
																					return list(map(a_							,					zip(*a_)))
							raise TypeError('Expected a matrix, got int/list instead')





def 						__UpperCAmelCase      (					a_							,					a_							,					a_):
							snake_case_           =							matrix[:row] + matrix[row + 1 :]
							return [row[:column] + row[column + 1 :] for row in minor]





def 						__UpperCAmelCase      (					a_):
							if len(a_) == 1:
														return matrix[0][0]

							return sum(
							    x * determinant(minor(a_							,					0							,					a_)) * (-1) ** i
							    for i, x in enumerate(matrix[0]))





def 						__UpperCAmelCase      (					a_):
							snake_case_           =							determinant(a_)
							if det == 0:
														return None

							snake_case_           =							[
							    [determinant(minor(a_							,					a_							,					a_)) for j in range(len(a_))]
							    for i in range(len(a_))
							]

							snake_case_           =							[
							    [x * (-1) ** (row + col) for col, x in enumerate(matrix_minor[row])]
							    for row in range(len(a_))
							]
							snake_case_           =							list(transpose(a_))
							return scalar_multiply(a_							,					1 / det)





def 						__UpperCAmelCase      (					a_):
							return not isinstance(a_							,					a_) and not isinstance(matrix[0]							,					a_)





def 						__UpperCAmelCase      (					a_):
							return len(a_), len(matrix[0])





def 						__UpperCAmelCase      (					a_							,					a_):
							snake_case_           =							_shape(a_) + _shape(a_)
							if shape[0] != shape[3] or shape[1] != shape[2]:
														snake_case_           =							(
														    'operands could not be broadcast together with shape '
														    f'''({shape[0], shape[1]}), ({shape[2], shape[3]})'''
														)
														raise ValueError(a_)
							return (shape[0], shape[2]), (shape[1], shape[3])





def 						__UpperCAmelCase      (					):
							snake_case_           =							[[12, 10], [3, 9]]
							snake_case_           =							[[3, 4], [7, 4]]
							snake_case_           =							[[11, 12, 13, 14], [21, 22, 23, 24], [31, 32, 33, 34], [41, 42, 43, 44]]
							snake_case_           =							[[3, 0, 2], [2, 0, -2], [0, 1, 1]]
							print(f'''Add Operation, {add(a_							,					a_) = } \n''')
							print(
							    f'''Multiply Operation, {multiply(a_							,					a_) = } \n'''							,					)
							print(f'''Identity: {identity(5)}\n''')
							print(f'''Minor of {matrix_c} = {minor(a_							,					1							,					2)} \n''')
							print(f'''Determinant of {matrix_b} = {determinant(a_)} \n''')
							print(f'''Inverse of {matrix_d} = {inverse(a_)}\n''')


if __name__ == "__main__":
	import doctest

	doctest.testmod()
	main()





