

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


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




def     _A    (    UpperCamelCase_	:			Dict)      ->		Tuple:
   '''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_	:			Optional[Any],     UpperCamelCase_	:			Any)      ->		Optional[Any]:
   '''simple docstring'''


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

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

   if framework == "pt":
      __lowercase								=		getattr(UpperCamelCase_,     "model_mapping",     UpperCamelCase_)
   elif framework == "tf":
      __lowercase								=		getattr(UpperCamelCase_,     "tf_model_mapping",     UpperCamelCase_)

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

   # cache the results
   __lowercase								=		mapping
   return mapping




def     _A    (    UpperCamelCase_	:			Union[str, Any],     UpperCamelCase_	:			Optional[Any])      ->		Tuple:
   '''simple docstring'''


   __lowercase								=		get_framework(UpperCamelCase_)
   if framework is None:
      return None
   __lowercase								=		get_mapping_for_task(UpperCamelCase_,     UpperCamelCase_)
   if mapping is None:
      return None

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

   return model_class




def     _A    (    UpperCamelCase_	:			int)      ->		int:
   '''simple docstring'''


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

   return dict(UpperCamelCase_)




def     _A    (    UpperCamelCase_	:			Tuple)      ->		Tuple:
   '''simple docstring'''


   __lowercase								=		get_framework(UpperCamelCase_)
   if framework == "pt":
      __lowercase								=		"torch"
   __lowercase								=		"{}"

   __lowercase								=		get_pipeline_model_mapping(UpperCamelCase_)
   if len(UpperCamelCase_) == 0:
      return ""

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

   return text




def     _A    (    UpperCamelCase_	:			Tuple)      ->		str:
   '''simple docstring'''


   __lowercase								=		{"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_	:			List[str])      ->		Dict:
   '''simple docstring'''


   __lowercase								=		[x for x in get_test_classes(UpperCamelCase_) if is_valid_test_class(UpperCamelCase_)]

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

   return target_test_class




def     _A    (    UpperCamelCase_	:			Dict,     UpperCamelCase_	:			Optional[int],     UpperCamelCase_	:			List[Any])      ->		List[str]:
   '''simple docstring'''


   __lowercase								=		start_idx
   for idx, line in enumerate(lines[start_idx:]):
      __lowercase								=		len(UpperCamelCase_) - len(line.lstrip())
      if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
         __lowercase								=		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_	:			int,     UpperCamelCase_	:			Dict=False)      ->		Optional[Any]:
   '''simple docstring'''


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

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

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

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

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

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

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

   return line_to_add




def     _A    (    UpperCamelCase_	:			List[str],     UpperCamelCase_	:			Optional[Any]=False)      ->		Tuple:
   '''simple docstring'''


   __lowercase								=		find_test_class(UpperCamelCase_)
   if test_class:
      add_pipeline_model_mapping(UpperCamelCase_,     overwrite=UpperCamelCase_)


if __name__ == "__main__":
   _a					 =				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					 =				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					 =				[]
   if args.test_file:
      _a					 =				[args.test_file]
   else:
      _a					 =				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"""





import numpy as np
from cva import COLOR_BGR2GRAY, cvtColor, imread, imshow, waitKey

from digital_image_processing.filters.convolve import img_convolve




def     _A    (    UpperCamelCase_	:			int)      ->		str:
   '''simple docstring'''


   __lowercase								=		np.array([[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]])
   __lowercase								=		np.array([[1, 2, 1], [0, 0, 0], [-1, -2, -1]])

   __lowercase								=		np.abs(img_convolve(UpperCamelCase_,     UpperCamelCase_))
   __lowercase								=		np.abs(img_convolve(UpperCamelCase_,     UpperCamelCase_))
   # modify the pix within [0, 255]
   __lowercase								=		dst_x * 255 / np.max(UpperCamelCase_)
   __lowercase								=		dst_y * 255 / np.max(UpperCamelCase_)

   __lowercase								=		np.sqrt((np.square(UpperCamelCase_)) + (np.square(UpperCamelCase_)))
   __lowercase								=		dst_xy * 255 / np.max(UpperCamelCase_)
   __lowercase								=		dst_xy.astype(np.uinta)

   __lowercase								=		np.arctana(UpperCamelCase_,     UpperCamelCase_)
   return dst, theta


if __name__ == "__main__":
   # read original image
   _a					 =				imread('../image_data/lena.jpg')
   # turn image in gray scale value
   _a					 =				cvtColor(img, COLOR_BGR2GRAY)

   _a ,		_a					 =				sobel_filter(gray)

   # show result images
   imshow('sobel filter', sobel_grad)
   imshow('sobel theta', sobel_theta)
   waitKey(0)




