





'''simple docstring'''




import re
import tempfile
from pathlib import Path

import pytest
import yaml

from datasets.utils.readme import ReadMe


# @pytest.fixture
# def example_yaml_structure():

__UpperCAmelCase            =       yaml.safe_load(
    """\
name: \"\"
allow_empty: false
allow_empty_text: true
subsections:
  - name: \"Dataset Card for X\" # First-level markdown heading
    allow_empty: false
    allow_empty_text: true
    subsections:
      - name: \"Table of Contents\"
        allow_empty: false
        allow_empty_text: false
        subsections: null
      - name: \"Dataset Description\"
        allow_empty: false
        allow_empty_text: false
        subsections:
          - name: \"Dataset Summary\"
            allow_empty: false
            allow_empty_text: false
            subsections: null
          - name: \"Supported Tasks and Leaderboards\"
            allow_empty: true
            allow_empty_text: true
            subsections: null
          - name: Languages
            allow_empty: false
            allow_empty_text: true
            subsections: null
"""
)


__UpperCAmelCase            =       {
    """name""": """root""",
    """text""": """""",
    """is_empty_text""": True,
    """subsections""": [
        {
            """name""": """Dataset Card for My Dataset""",
            """text""": """""",
            """is_empty_text""": True,
            """subsections""": [
                {"""name""": """Table of Contents""", """text""": """Some text here.""", """is_empty_text""": False, """subsections""": []},
                {
                    """name""": """Dataset Description""",
                    """text""": """Some text here.""",
                    """is_empty_text""": False,
                    """subsections""": [
                        {
                            """name""": """Dataset Summary""",
                            """text""": """Some text here.""",
                            """is_empty_text""": False,
                            """subsections""": [],
                        },
                        {
                            """name""": """Supported Tasks and Leaderboards""",
                            """text""": """""",
                            """is_empty_text""": True,
                            """subsections""": [],
                        },
                        {"""name""": """Languages""", """text""": """Language Text""", """is_empty_text""": False, """subsections""": []},
                    ],
                },
            ],
        }
    ],
}


__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
"""


__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
#### Extra Ignored Subsection
### Supported Tasks and Leaderboards
### Languages
Language Text
"""

__UpperCAmelCase            =       {
    """name""": """root""",
    """text""": """""",
    """is_empty_text""": True,
    """subsections""": [
        {
            """name""": """Dataset Card for My Dataset""",
            """text""": """""",
            """is_empty_text""": True,
            """subsections""": [
                {"""name""": """Table of Contents""", """text""": """Some text here.""", """is_empty_text""": False, """subsections""": []},
                {
                    """name""": """Dataset Description""",
                    """text""": """Some text here.""",
                    """is_empty_text""": False,
                    """subsections""": [
                        {
                            """name""": """Dataset Summary""",
                            """text""": """Some text here.""",
                            """is_empty_text""": False,
                            """subsections""": [
                                {
                                    """name""": """Extra Ignored Subsection""",
                                    """text""": """""",
                                    """is_empty_text""": True,
                                    """subsections""": [],
                                }
                            ],
                        },
                        {
                            """name""": """Supported Tasks and Leaderboards""",
                            """text""": """""",
                            """is_empty_text""": True,
                            """subsections""": [],
                        },
                        {"""name""": """Languages""", """text""": """Language Text""", """is_empty_text""": False, """subsections""": []},
                    ],
                },
            ],
        }
    ],
}

__UpperCAmelCase            =       """\
---
---
# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
"""

__UpperCAmelCase            =       (
    """The following issues were found for the README at `{path}`:\n-\tEmpty YAML markers are present in the README."""
)

__UpperCAmelCase            =       """\
# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
"""

__UpperCAmelCase            =       (
    """The following issues were found for the README at `{path}`:\n-\tNo YAML markers are present in the README."""
)

__UpperCAmelCase            =       """\
---
# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
"""

__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tOnly the start of YAML tags present in the README."""

__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
### Supported Tasks and Leaderboards
### Languages
Language Text
"""
__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tExpected some content in section `Dataset Summary` but it is empty.\n-\tExpected some text in section `Dataset Summary` but it is empty (text in subsections are ignored)."""


__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
"""
__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tExpected some content in section `Dataset Card for My Dataset` but it is empty.\n-\tSection `Dataset Card for My Dataset` expected the following subsections: `Table of Contents`, `Dataset Description`. Found 'None'."""

__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Languages
Language Text
"""

__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tSection `Dataset Description` is missing subsection: `Supported Tasks and Leaderboards`."""


__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
"""

__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tExpected some content in section `Languages` but it is empty."""

__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
"""
__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tThe README has no first-level headings. One heading is expected. Skipping further validation for this README."""

__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
# Dataset Card My Dataset
"""

__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tThe README has several first-level headings: `Dataset Card for My Dataset`, `Dataset Card My Dataset`. Only one heading is expected. Skipping further validation for this README."""

__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
"""

__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tNo first-level heading starting with `Dataset Card for` found in README. Skipping further validation for this README."""

__UpperCAmelCase            =       """"""

__UpperCAmelCase            =       """The following issues were found for the README at `{path}`:\n-\tThe README has no first-level headings. One heading is expected. Skipping further validation for this README.\n-\tNo YAML markers are present in the README."""

__UpperCAmelCase            =       """\
---
language:
- zh
- en
---

# Dataset Card for My Dataset
# Dataset Card for My Dataset
## Table of Contents
Some text here.
## Dataset Description
Some text here.
### Dataset Summary
Some text here.
### Supported Tasks and Leaderboards
### Languages
Language Text
"""

__UpperCAmelCase            =       """The following issues were found while parsing the README at `{path}`:\n-\tMultiple sections with the same heading `Dataset Card for My Dataset` have been found. Please keep only one of these sections."""



@pytest.mark.parametrize(
    """readme_md, expected_dict"""			,			[
        (README_CORRECT, CORRECT_DICT),
        (README_CORRECT_FOUR_LEVEL, CORRECT_DICT_FOUR_LEVEL),
    ]			,			)
def 		__A		(  lowerCamelCase_			,			lowerCamelCase_	):


		"""simple docstring"""



		assert ReadMe.from_string(lowerCamelCase_			,			lowerCamelCase_	).to_dict() == expected_dict



@pytest.mark.parametrize(
    """readme_md, expected_error"""			,			[
        (README_NO_YAML, EXPECTED_ERROR_README_NO_YAML),
        (README_EMPTY_YAML, EXPECTED_ERROR_README_EMPTY_YAML),
        (README_INCORRECT_YAML, EXPECTED_ERROR_README_INCORRECT_YAML),
        (README_EMPTY, EXPECTED_ERROR_README_EMPTY),
        (README_NONE_SUBSECTION, EXPECTED_ERROR_README_NONE_SUBSECTION),
        (README_MISSING_FIRST_LEVEL, EXPECTED_ERROR_README_MISSING_FIRST_LEVEL),
        (README_MISSING_SUBSECTION, EXPECTED_ERROR_README_MISSING_SUBSECTION),
        (README_MISSING_TEXT, EXPECTED_ERROR_README_MISSING_TEXT),
        (README_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_WRONG_FIRST_LEVEL),
        (README_MULTIPLE_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_MULTIPLE_WRONG_FIRST_LEVEL),
        (README_MISSING_CONTENT, EXPECTED_ERROR_README_MISSING_CONTENT),
    ]			,			)
def 		__A		(  lowerCamelCase_			,			lowerCamelCase_	):


		"""simple docstring"""



		with pytest.raises(lowerCamelCase_			,			match=re.escape(expected_error.format(path="""root"""	)	)	):
				SCREAMING_SNAKE_CASE :				Dict		=			ReadMe.from_string(lowerCamelCase_			,			lowerCamelCase_	)
				readme.validate()



@pytest.mark.parametrize(
    """readme_md, expected_error"""			,			[
        (README_MULTIPLE_SAME_HEADING_1, EXPECTED_ERROR_README_MULTIPLE_SAME_HEADING_1),
    ]			,			)
def 		__A		(  lowerCamelCase_			,			lowerCamelCase_	):


		"""simple docstring"""



		with pytest.raises(lowerCamelCase_			,			match=re.escape(expected_error.format(path="""root"""	)	)	):
				ReadMe.from_string(lowerCamelCase_			,			lowerCamelCase_	)



@pytest.mark.parametrize(
    """readme_md,"""			,			[
        (README_MULTIPLE_SAME_HEADING_1),
    ]			,			)
def 		__A		(  lowerCamelCase_	):


		"""simple docstring"""



		ReadMe.from_string(lowerCamelCase_			,			lowerCamelCase_			,			suppress_parsing_errors=lowerCamelCase_	)



@pytest.mark.parametrize(
    """readme_md, expected_dict"""			,			[
        (README_CORRECT, CORRECT_DICT),
        (README_CORRECT_FOUR_LEVEL, CORRECT_DICT_FOUR_LEVEL),
    ]			,			)
def 		__A		(  lowerCamelCase_			,			lowerCamelCase_	):


		"""simple docstring"""



		with tempfile.TemporaryDirectory() as tmp_dir:
				SCREAMING_SNAKE_CASE :				int		=			Path(lowerCamelCase_	) / """README.md"""
				with open(lowerCamelCase_			,			"""w+"""	) as readme_file:
						readme_file.write(lowerCamelCase_	)
				SCREAMING_SNAKE_CASE :				List[Any]		=			ReadMe.from_readme(lowerCamelCase_			,			lowerCamelCase_	).to_dict()
				assert out["name"] == path
				assert out["text"] == ""
				assert out["is_empty_text"]
				assert out["subsections"] == expected_dict["subsections"]



@pytest.mark.parametrize(
    """readme_md, expected_error"""			,			[
        (README_NO_YAML, EXPECTED_ERROR_README_NO_YAML),
        (README_EMPTY_YAML, EXPECTED_ERROR_README_EMPTY_YAML),
        (README_INCORRECT_YAML, EXPECTED_ERROR_README_INCORRECT_YAML),
        (README_EMPTY, EXPECTED_ERROR_README_EMPTY),
        (README_NONE_SUBSECTION, EXPECTED_ERROR_README_NONE_SUBSECTION),
        (README_MISSING_FIRST_LEVEL, EXPECTED_ERROR_README_MISSING_FIRST_LEVEL),
        (README_MISSING_SUBSECTION, EXPECTED_ERROR_README_MISSING_SUBSECTION),
        (README_MISSING_TEXT, EXPECTED_ERROR_README_MISSING_TEXT),
        (README_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_WRONG_FIRST_LEVEL),
        (README_MULTIPLE_WRONG_FIRST_LEVEL, EXPECTED_ERROR_README_MULTIPLE_WRONG_FIRST_LEVEL),
        (README_MISSING_CONTENT, EXPECTED_ERROR_README_MISSING_CONTENT),
    ]			,			)
def 		__A		(  lowerCamelCase_			,			lowerCamelCase_	):


		"""simple docstring"""



		with tempfile.TemporaryDirectory() as tmp_dir:
				SCREAMING_SNAKE_CASE :				Optional[int]		=			Path(lowerCamelCase_	) / """README.md"""
				with open(lowerCamelCase_			,			"""w+"""	) as readme_file:
						readme_file.write(lowerCamelCase_	)
				SCREAMING_SNAKE_CASE :				List[str]		=			expected_error.format(path=lowerCamelCase_	)
				with pytest.raises(lowerCamelCase_			,			match=re.escape(lowerCamelCase_	)	):
						SCREAMING_SNAKE_CASE :				List[str]		=			ReadMe.from_readme(lowerCamelCase_			,			lowerCamelCase_	)
						readme.validate()



@pytest.mark.parametrize(
    """readme_md, expected_error"""			,			[
        (README_MULTIPLE_SAME_HEADING_1, EXPECTED_ERROR_README_MULTIPLE_SAME_HEADING_1),
    ]			,			)
def 		__A		(  lowerCamelCase_			,			lowerCamelCase_	):


		"""simple docstring"""



		with tempfile.TemporaryDirectory() as tmp_dir:
				SCREAMING_SNAKE_CASE :				Optional[int]		=			Path(lowerCamelCase_	) / """README.md"""
				with open(lowerCamelCase_			,			"""w+"""	) as readme_file:
						readme_file.write(lowerCamelCase_	)
				SCREAMING_SNAKE_CASE :				Dict		=			expected_error.format(path=lowerCamelCase_	)
				with pytest.raises(lowerCamelCase_			,			match=re.escape(lowerCamelCase_	)	):
						ReadMe.from_readme(lowerCamelCase_			,			lowerCamelCase_	)



@pytest.mark.parametrize(
    """readme_md,"""			,			[
        (README_MULTIPLE_SAME_HEADING_1),
    ]			,			)
def 		__A		(  lowerCamelCase_	):


		"""simple docstring"""



		with tempfile.TemporaryDirectory() as tmp_dir:
				SCREAMING_SNAKE_CASE :				List[str]		=			Path(lowerCamelCase_	) / """README.md"""
				with open(lowerCamelCase_			,			"""w+"""	) as readme_file:
						readme_file.write(lowerCamelCase_	)
				ReadMe.from_readme(lowerCamelCase_			,			lowerCamelCase_			,			suppress_parsing_errors=lowerCamelCase_	)










'''simple docstring'''




from ..utils import DummyObject, requires_backends




class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Optional[int]      ,						*lowerCamelCase_				:			Any      ,						**lowerCamelCase_				:			Dict						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			Optional[int]      ,						*lowerCamelCase_				:			List[Any]      ,						**lowerCamelCase_				:			str						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			int      ,						*lowerCamelCase_				:			Union[str, Any]      ,						**lowerCamelCase_				:			int						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			List[str]      ,						*lowerCamelCase_				:			Union[str, Any]      ,						**lowerCamelCase_				:			str						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			Dict      ,						*lowerCamelCase_				:			Optional[Any]      ,						**lowerCamelCase_				:			Union[str, Any]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Dict      ,						**lowerCamelCase_				:			Dict						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Optional[Any]      ,						*lowerCamelCase_				:			Optional[int]      ,						**lowerCamelCase_				:			Union[str, Any]						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			str      ,						*lowerCamelCase_				:			int      ,						**lowerCamelCase_				:			Dict						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			Optional[Any]      ,						*lowerCamelCase_				:			str      ,						**lowerCamelCase_				:			List[Any]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			List[Any]      ,						*lowerCamelCase_				:			Tuple      ,						**lowerCamelCase_				:			int						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			int      ,						*lowerCamelCase_				:			Dict      ,						**lowerCamelCase_				:			Tuple						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			Any      ,						*lowerCamelCase_				:			str      ,						**lowerCamelCase_				:			Optional[Any]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			List[str]      ,						*lowerCamelCase_				:			Dict      ,						**lowerCamelCase_				:			int						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			Any      ,						*lowerCamelCase_				:			Any      ,						**lowerCamelCase_				:			Any						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			Any      ,						*lowerCamelCase_				:			Optional[int]      ,						**lowerCamelCase_				:			str						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Any      ,						*lowerCamelCase_				:			List[Any]      ,						**lowerCamelCase_				:			Any						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			Union[str, Any]      ,						*lowerCamelCase_				:			Union[str, Any]      ,						**lowerCamelCase_				:			Union[str, Any]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			str      ,						**lowerCamelCase_				:			Optional[int]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Dict      ,						*lowerCamelCase_				:			Optional[Any]      ,						**lowerCamelCase_				:			int						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			int      ,						*lowerCamelCase_				:			Tuple      ,						**lowerCamelCase_				:			Dict						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			Tuple      ,						*lowerCamelCase_				:			int      ,						**lowerCamelCase_				:			Union[str, Any]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Optional[Any]      ,						*lowerCamelCase_				:			Dict      ,						**lowerCamelCase_				:			List[Any]						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Optional[Any]      ,						**lowerCamelCase_				:			List[str]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			List[str]      ,						*lowerCamelCase_				:			Tuple      ,						**lowerCamelCase_				:			Tuple						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Dict      ,						*lowerCamelCase_				:			int      ,						**lowerCamelCase_				:			Any						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			int      ,						*lowerCamelCase_				:			int      ,						**lowerCamelCase_				:			Any						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Tuple      ,						**lowerCamelCase_				:			Tuple						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			int      ,						*lowerCamelCase_				:			Tuple      ,						**lowerCamelCase_				:			Any						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Tuple      ,						**lowerCamelCase_				:			Optional[Any]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Optional[int]      ,						**lowerCamelCase_				:			Any						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			List[Any]      ,						*lowerCamelCase_				:			List[Any]      ,						**lowerCamelCase_				:			List[Any]						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Optional[Any]      ,						**lowerCamelCase_				:			Optional[int]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			Any      ,						*lowerCamelCase_				:			Dict      ,						**lowerCamelCase_				:			Optional[int]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Any      ,						*lowerCamelCase_				:			Dict      ,						**lowerCamelCase_				:			int						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Union[str, Any]      ,						**lowerCamelCase_				:			List[str]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			Optional[Any]      ,						*lowerCamelCase_				:			Dict      ,						**lowerCamelCase_				:			Optional[Any]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)







class      UpperCamelCase__					(					metaclass=lowercase_			):




					"""simple docstring"""
					SCREAMING_SNAKE_CASE__				=	['''flax''']


					def __init__(						self				:			Tuple      ,						*lowerCamelCase_				:			Tuple      ,						**lowerCamelCase_				:			Union[str, Any]						):

							'''simple docstring'''



							requires_backends(self      ,						["""flax"""]						)


					@classmethod
					def lowerCamelCase_			(						cls				:			Optional[Any]      ,						*lowerCamelCase_				:			Any      ,						**lowerCamelCase_				:			Optional[int]						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



					@classmethod
					def lowerCamelCase_			(						cls				:			List[Any]      ,						*lowerCamelCase_				:			Any      ,						**lowerCamelCase_				:			Tuple						):

							'''simple docstring'''



							requires_backends(cls      ,						["""flax"""]						)



