


"""simple docstring"""




import argparse
import glob
import importlib.util
import os
import re

import black
from doc_builder.style_doc import style_docstrings_in_code


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_copies.py
_snake_case					:		Union[str, Any]      =    "src/diffusers"
_snake_case					:		Optional[int]      =    "."


# This is to make sure the diffusers module imported is the one in the repo.
_snake_case					:		List[str]      =    importlib.util.spec_from_file_location(
    "diffusers",
    os.path.join(DIFFUSERS_PATH, "__init__.py"),
    submodule_search_locations=[DIFFUSERS_PATH],
)
_snake_case					:		Union[str, Any]      =    spec.loader.load_module()







def     lowerCAmelCase_					( __lowerCamelCase							,     __lowerCamelCase     ):
							return line.startswith(__lowerCamelCase     ) or len(__lowerCamelCase     ) <= 1 or re.search(R"^\s*\)(\s*->.*:|:)\s*$"							,     __lowerCamelCase     ) is not None







def     lowerCAmelCase_					( __lowerCamelCase     ):
							__snake_case		:      str										=       object_name.split("."     )
							__snake_case		:      Union[str, Any]										=       0

							# First let's find the module where our object lives.
							__snake_case		:      Optional[int]										=       parts[i]
							while i < len(__lowerCamelCase     ) and not os.path.isfile(os.path.join(__lowerCamelCase							,     F'{module}.py'     )     ):
														i += 1
														if i < len(__lowerCamelCase     ):
																					__snake_case		:      Dict										=       os.path.join(__lowerCamelCase							,     parts[i]     )
							if i >= len(__lowerCamelCase     ):
														raise ValueError(F'`object_name` should begin with the name of a module of diffusers but got {object_name}.'     )

							with open(os.path.join(__lowerCamelCase							,     F'{module}.py'     )							,     "r"							,     encoding="utf-8"							,     newline="\n"     ) as f:
														__snake_case		:      Optional[Any]										=       f.readlines()

							# Now let's find the class / func in the code!
							__snake_case		:      Optional[Any]										=       ""
							__snake_case		:      List[Any]										=       0
							for name in parts[i + 1 :]:
														while (
														    line_index < len(__lowerCamelCase     ) and re.search(RF'^{indent}(class|def)\s+{name}(\(|\:)'							,     lines[line_index]     ) is None
														):
																					line_index += 1
														indent += "    "
														line_index += 1

							if line_index >= len(__lowerCamelCase     ):
														raise ValueError(F' {object_name} does not match any function or class in {module}.'     )

							# We found the beginning of the class / func, now let's find the end (when the indent diminishes).
							__snake_case		:      List[str]										=       line_index
							while line_index < len(__lowerCamelCase     ) and _should_continue(lines[line_index]							,     __lowerCamelCase     ):
														line_index += 1
							# Clean up empty lines at the end (if any).
							while len(lines[line_index - 1]     ) <= 1:
														line_index -= 1

							__snake_case		:      List[Any]										=       lines[start_index:line_index]
							return "".join(__lowerCamelCase     )


_snake_case					:		Any      =    re.compile(R"^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)")
_snake_case					:		Tuple      =    re.compile(R"^\s*(\S+)->(\S+)(\s+.*|$)")
_snake_case					:		Optional[int]      =    re.compile(R"<FILL\s+[^>]*>")







def     lowerCAmelCase_					( __lowerCamelCase     ):
							__snake_case		:      List[Any]										=       code.split("\n"     )
							__snake_case		:      Tuple										=       0
							while idx < len(__lowerCamelCase     ) and len(lines[idx]     ) == 0:
														idx += 1
							if idx < len(__lowerCamelCase     ):
														return re.search(R"^(\s*)\S"							,     lines[idx]     ).groups()[0]
							return ""







def     lowerCAmelCase_					( __lowerCamelCase     ):
							__snake_case		:      str										=       len(get_indent(__lowerCamelCase     )     ) > 0
							if has_indent:
														__snake_case		:      List[str]										=       F'class Bla:\n{code}'
							__snake_case		:      Any										=       black.Mode(target_versions={black.TargetVersion.PYaa}							,     line_length=1_1_9							,     preview=__lowerCamelCase     )
							__snake_case		:      List[Any]										=       black.format_str(__lowerCamelCase							,     mode=__lowerCamelCase     )
							__snake_case		:      Tuple										=       style_docstrings_in_code(__lowerCamelCase     )
							return result[len("class Bla:\n"     ) :] if has_indent else result







def     lowerCAmelCase_					( __lowerCamelCase							,     __lowerCamelCase=False     ):
							with open(__lowerCamelCase							,     "r"							,     encoding="utf-8"							,     newline="\n"     ) as f:
														__snake_case		:      Union[str, Any]										=       f.readlines()
							__snake_case		:      List[Any]										=       []
							__snake_case		:      Any										=       0
							# Not a for loop cause `lines` is going to change (if `overwrite=True`).
							while line_index < len(__lowerCamelCase     ):
														__snake_case		:      Optional[int]										=       _re_copy_warning.search(lines[line_index]     )
														if search is None:
																					line_index += 1
																					continue

														# There is some copied code here, let's retrieve the original.
														__snake_case		:      Union[str, Any]										=       search.groups()
														__snake_case		:      int										=       find_code_in_diffusers(__lowerCamelCase     )
														__snake_case		:      List[Any]										=       get_indent(__lowerCamelCase     )

														__snake_case		:      Tuple										=       line_index + 1 if indent == theoretical_indent else line_index + 2
														__snake_case		:      Dict										=       theoretical_indent
														__snake_case		:      Tuple										=       start_index

														# Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
														__snake_case		:      Union[str, Any]										=       True
														while line_index < len(__lowerCamelCase     ) and should_continue:
																					line_index += 1
																					if line_index >= len(__lowerCamelCase     ):
																												break
																					__snake_case		:      List[Any]										=       lines[line_index]
																					__snake_case		:      List[Any]										=       _should_continue(__lowerCamelCase							,     __lowerCamelCase     ) and re.search(F'^{indent}# End copy'							,     __lowerCamelCase     ) is None
														# Clean up empty lines at the end (if any).
														while len(lines[line_index - 1]     ) <= 1:
																					line_index -= 1

														__snake_case		:      Dict										=       lines[start_index:line_index]
														__snake_case		:      List[Any]										=       "".join(__lowerCamelCase     )

														# Remove any nested `Copied from` comments to avoid circular copies
														__snake_case		:      List[str]										=       [line for line in theoretical_code.split("\n"     ) if _re_copy_warning.search(__lowerCamelCase     ) is None]
														__snake_case		:      Union[str, Any]										=       "\n".join(__lowerCamelCase     )

														# Before comparing, use the `replace_pattern` on the original code.
														if len(__lowerCamelCase     ) > 0:
																					__snake_case		:      Tuple										=       replace_pattern.replace("with"							,     ""     ).split(","     )
																					__snake_case		:      Union[str, Any]										=       [_re_replace_pattern.search(__lowerCamelCase     ) for p in patterns]
																					for pattern in patterns:
																												if pattern is None:
																																			continue
																												__snake_case		:      Dict										=       pattern.groups()
																												__snake_case		:      Tuple										=       re.sub(__lowerCamelCase							,     __lowerCamelCase							,     __lowerCamelCase     )
																												if option.strip() == "all-casing":
																																			__snake_case		:      List[str]										=       re.sub(obja.lower()							,     obja.lower()							,     __lowerCamelCase     )
																																			__snake_case		:      str										=       re.sub(obja.upper()							,     obja.upper()							,     __lowerCamelCase     )

            # Blackify after replacement. To be able to do that, we need the header (class or function definition)
            # from the previous line
																					__snake_case		:      Optional[Any]										=       blackify(lines[start_index - 1] + theoretical_code     )
																					__snake_case		:      Any										=       theoretical_code[len(lines[start_index - 1]     ) :]

														# Test for a diff and act accordingly.
														if observed_code != theoretical_code:
																					diffs.append([object_name, start_index]     )
																					if overwrite:
																												__snake_case		:      Optional[int]										=       lines[:start_index] + [theoretical_code] + lines[line_index:]
																												__snake_case		:      str										=       start_index + 1

							if overwrite and len(__lowerCamelCase     ) > 0:
														# Warn the user a file has been modified.
														print(F'Detected changes, rewriting {filename}.'     )
														with open(__lowerCamelCase							,     "w"							,     encoding="utf-8"							,     newline="\n"     ) as f:
																					f.writelines(__lowerCamelCase     )
							return diffs







def     lowerCAmelCase_					( __lowerCamelCase = False     ):
							__snake_case		:      Optional[int]										=       glob.glob(os.path.join(__lowerCamelCase							,     "**/*.py"     )							,     recursive=__lowerCamelCase     )
							__snake_case		:      Union[str, Any]										=       []
							for filename in all_files:
														__snake_case		:      Optional[Any]										=       is_copy_consistent(__lowerCamelCase							,     __lowerCamelCase     )
														diffs += [F'- {filename}: copy does not match {d[0]} at line {d[1]}' for d in new_diffs]
							if not overwrite and len(__lowerCamelCase     ) > 0:
														__snake_case		:      Dict										=       "\n".join(__lowerCamelCase     )
														raise Exception(
														    "Found the following copy inconsistencies:\n"
														    + diff
														    + "\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them."     )


if __name__ == "__main__":
			_snake_case					:		List[str]      =    argparse.ArgumentParser()
			parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
			_snake_case					:		Dict      =    parser.parse_args()

			check_copies(args.fix_and_overwrite)





import os
from collections import namedtuple

import pytest

from datasets import ClassLabel, Features, Sequence, Value
from datasets.commands.test import TestCommand
from datasets.info import DatasetInfo, DatasetInfosDict


_snake_case					:		List[str]      =    namedtuple(
    "_TestCommandArgs",
    [
        "dataset",
        "name",
        "cache_dir",
        "data_dir",
        "all_configs",
        "save_infos",
        "ignore_verifications",
        "force_redownload",
        "clear_cache",
    ],
    defaults=[None, None, None, False, False, False, False, False],
)







def     lowerCAmelCase_					( __lowerCamelCase							,     __lowerCamelCase     ):
							return (abs(source - target     ) / target) < 0.0_1







@pytest.mark.integration
def     lowerCAmelCase_					( __lowerCamelCase     ):
							__snake_case		:      Tuple										=       _TestCommandArgs(dataset=__lowerCamelCase							,     all_configs=__lowerCamelCase							,     save_infos=__lowerCamelCase     )
							__snake_case		:      List[Any]										=       TestCommand(*__lowerCamelCase     )
							test_command.run()
							__snake_case		:      List[Any]										=       os.path.join(__lowerCamelCase							,     "README.md"     )
							assert os.path.exists(__lowerCamelCase     )
							__snake_case		:      Optional[Any]										=       DatasetInfosDict.from_directory(__lowerCamelCase     )
							__snake_case		:      List[str]										=       DatasetInfosDict(
							    {
							        "default": DatasetInfo(
							            features=Features(
							                {
							                    "tokens": Sequence(Value("string"     )     ),
							                    "ner_tags": Sequence(
							                        ClassLabel(names=["O", "B-PER", "I-PER", "B-ORG", "I-ORG", "B-LOC", "I-LOC"]     )     ),
							                    "langs": Sequence(Value("string"     )     ),
							                    "spans": Sequence(Value("string"     )     ),
							                }     )							,     splits=[
							                {
							                    "name": "train",
							                    "num_bytes": 2_3_5_1_5_6_3,
							                    "num_examples": 1_0_0_0_0,
							                },
							                {
							                    "name": "validation",
							                    "num_bytes": 2_3_8_4_1_8,
							                    "num_examples": 1_0_0_0,
							                },
							            ]							,     download_size=3_9_4_0_6_8_0							,     dataset_size=2_5_8_9_9_8_1							,     )
							    }     )
							assert dataset_infos.keys() == expected_dataset_infos.keys()
							for key in DatasetInfo._INCLUDED_INFO_IN_YAML:
														__snake_case			,      __snake_case		:      Tuple										=       getattr(dataset_infos["default"]							,     __lowerCamelCase     ), getattr(expected_dataset_infos["default"]							,     __lowerCamelCase     )
														if key == "num_bytes":
																					assert is_apercent_close(__lowerCamelCase							,     __lowerCamelCase     )
														elif key == "splits":
																					assert list(__lowerCamelCase     ) == list(__lowerCamelCase     )
																					for split in result:
																												assert result[split].name == expected[split].name
																												assert result[split].num_examples == expected[split].num_examples
																												assert is_apercent_close(result[split].num_bytes							,     expected[split].num_bytes     )
														else:
																					result == expected

