






'''simple docstring'''







from collections import defaultdict
from pathlib import Path

import pandas as pd
from rouge_cli import calculate_rouge_path

from utils import calculate_rouge


UpperCamelCase    :      str  			=		[
    'Prosecutor: "No videos were used in the crash investigation" German papers say they saw a cell phone video of the'
    ' final seconds on board Flight 9525. The Germanwings co-pilot says he had a "previous episode of severe'
    ' depression\" German airline confirms it knew of Andreas Lubitz\'s depression years before he took control.',
    'The Palestinian Authority officially becomes the 123rd member of the International Criminal Court. The formal'
    ' accession was marked with a ceremony at The Hague, in the Netherlands. The Palestinians signed the ICC\'s'
    ' founding Rome Statute in January. Israel and the United States opposed the Palestinians\' efforts to join the'
    ' body.',
    'Amnesty International releases its annual report on the death penalty. The report catalogs the use of'
    ' state-sanctioned killing as a punitive measure across the globe. At least 607 people were executed around the'
    ' world in 2014, compared to 778 in 2013. The U.S. remains one of the worst offenders for imposing capital'
    ' punishment.',
]

UpperCamelCase    :      List[str]  			=		[
    'Marseille prosecutor says "so far no videos were used in the crash investigation" despite media reports .'
    ' Journalists at Bild and Paris Match are "very confident" the video clip is real, an editor says . Andreas Lubitz'
    ' had informed his Lufthansa training school of an episode of severe depression, airline says .',
    'Membership gives the ICC jurisdiction over alleged crimes committed in Palestinian territories since last June .'
    ' Israel and the United States opposed the move, which could open the door to war crimes investigations against'
    ' Israelis .',
    'Amnesty\'s annual death penalty report catalogs encouraging signs, but setbacks in numbers of those sentenced to'
    ' death . Organization claims that governments around the world are using the threat of terrorism to advance'
    ' executions . The number of executions worldwide has gone down by almost 22% compared with 2013, but death'
    ' sentences up by 28% .',
]
def 						A__			(				):
						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    bootstrap_aggregation=__lowerCAmelCase   ,    rouge_keys=["""rouge2""", """rougeL"""]						)
						assert isinstance(__lowerCAmelCase   ,    __lowerCAmelCase						)
						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    bootstrap_aggregation=__lowerCAmelCase   ,    rouge_keys=["""rouge2"""]						)
						assert (
						    pd.DataFrame(no_aggregation["""rouge2"""]						).fmeasure.mean()
						    == pd.DataFrame(no_aggregation_just_ra["""rouge2"""]						).fmeasure.mean()
						)
def 						A__			(				):
						lowerCamelCase__         =  """rougeLsum"""
						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    newline_sep=__lowerCAmelCase   ,    rouge_keys=[k]						)[k]
						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    newline_sep=__lowerCAmelCase   ,    rouge_keys=[k]						)[k]
						assert score > score_no_sep
def 						A__			(				):
						lowerCamelCase__         =  ["""rouge1""", """rouge2""", """rougeL"""]
						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    newline_sep=__lowerCAmelCase   ,    rouge_keys=__lowerCAmelCase						)
						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    newline_sep=__lowerCAmelCase   ,    rouge_keys=__lowerCAmelCase						)
						assert score_sep == score_no_sep
def 						A__			(				):
						lowerCamelCase__         =  [
						    """Her older sister, Margot Frank, died in 1945, a month earlier than previously thought.""",
						    """Marseille prosecutor says \"so far no videos were used in the crash investigation\" despite media reports .""",
						]
						lowerCamelCase__         =  [
						    """Margot Frank, died in 1945, a month earlier than previously thought.""",
						    """Prosecutor: \"No videos were used in the crash investigation\" German papers say they saw a cell phone video of"""
						    """ the final seconds on board Flight 9525.""",
						]
						assert calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    newline_sep=__lowerCAmelCase						) == calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    newline_sep=__lowerCAmelCase						)
def 						A__			(				):
						lowerCamelCase__         =  [
						    """\" \"a person who has such a video needs to immediately give it to the investigators,\" prosecutor says .<n> \"it is a very disturbing scene,\" editor-in-chief of bild online tells \"erin burnett: outfront\" """
						]
						lowerCamelCase__         =  [
						    """ Marseille prosecutor says \"so far no videos were used in the crash investigation\" despite media reports . Journalists at Bild and Paris Match are \"very confident\" the video clip is real, an editor says . Andreas Lubitz had informed his Lufthansa training school of an episode of severe depression, airline says ."""
						]

						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    rouge_keys=["""rougeLsum"""]   ,    newline_sep=__lowerCAmelCase						)["""rougeLsum"""]
						lowerCamelCase__         =  calculate_rouge(__lowerCAmelCase   ,    __lowerCAmelCase   ,    rouge_keys=["""rougeLsum"""]						)["""rougeLsum"""]
						assert new_score > prev_score





def 						A__			(				):
						lowerCamelCase__         =  Path("""examples/seq2seq/test_data/wmt_en_ro"""						)
						lowerCamelCase__         =  calculate_rouge_path(data_dir.joinpath("""test.source"""						)   ,    data_dir.joinpath("""test.target"""						)						)
						assert isinstance(__lowerCAmelCase   ,    __lowerCAmelCase						)
						lowerCamelCase__         =  calculate_rouge_path(
						    data_dir.joinpath("""test.source"""						)   ,    data_dir.joinpath("""test.target"""						)   ,    bootstrap_aggregation=__lowerCAmelCase						)
						assert isinstance(__lowerCAmelCase   ,    __lowerCAmelCase						)









'''simple docstring'''







import argparse
import os
import re


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_dummies.py
UpperCamelCase    :      Optional[Any]  			=		'src/diffusers'

# Matches is_xxx_available()
UpperCamelCase    :      Union[str, Any]  			=		re.compile(r'is\_([a-z_]*)_available\(\)')
# Matches from xxx import bla
UpperCamelCase    :      Optional[Any]  			=		re.compile(r'\s+from\s+\S*\s+import\s+([^\(\s].*)\n')


UpperCamelCase    :      Optional[int]  			=		'\n{0} = None\n'

UpperCamelCase    :      Optional[Any]  			=		'\nclass {0}(metaclass=DummyObject):\n    _backends = {1}\n\n    def __init__(self, *args, **kwargs):\n        requires_backends(self, {1})\n\n    @classmethod\n    def from_config(cls, *args, **kwargs):\n        requires_backends(cls, {1})\n\n    @classmethod\n    def from_pretrained(cls, *args, **kwargs):\n        requires_backends(cls, {1})\n'


UpperCamelCase    :      Any  			=		'\ndef {0}(*args, **kwargs):\n    requires_backends({0}, {1})\n'
def 						A__			(				__lowerCAmelCase		:			Union[str, Any]						):
						lowerCamelCase__         =  _re_backend.findall(__lowerCAmelCase						)
						if len(__lowerCAmelCase						) == 0:
												return None

						return "_and_".join(__lowerCAmelCase						)
def 						A__			(				):
						with open(os.path.join(__lowerCAmelCase   ,    """__init__.py"""						)   ,    """r"""   ,    encoding="""utf-8"""   ,    newline="""\n"""						) as f:
												lowerCamelCase__         =  f.readlines()

						# Get to the point we do the actual imports for type checking
						lowerCamelCase__         =  0
						lowerCamelCase__         =  {}
						# Go through the end of the file
						while line_index < len(__lowerCAmelCase						):
												# If the line contains is_backend_available, we grab all objects associated with the `else` block
												lowerCamelCase__         =  find_backend(lines[line_index]						)
												if backend is not None:
																		while not lines[line_index].startswith("""else:"""						):
																								line_index += 1
																		line_index += 1
																		lowerCamelCase__         =  []
																		# Until we unindent, add backend objects to the list
																		while line_index < len(__lowerCAmelCase						) and len(lines[line_index]						) > 1:
																								lowerCamelCase__         =  lines[line_index]
																								lowerCamelCase__         =  _re_single_line_import.search(__lowerCAmelCase						)
																								if single_line_import_search is not None:
																														objects.extend(single_line_import_search.groups()[0].split(""", """						)						)
																								elif line.startswith(""" """ * 8						):
																														objects.append(line[8:-2]						)
																								line_index += 1

																		if len(__lowerCAmelCase						) > 0:
																								lowerCamelCase__         =  objects
												else:
																		line_index += 1

						return backend_specific_objects
def 						A__			(				__lowerCAmelCase		:			Optional[int]   ,    __lowerCAmelCase		:			Dict						):
						if name.isupper():
												return DUMMY_CONSTANT.format(__lowerCAmelCase						)
						elif name.islower():
												return DUMMY_FUNCTION.format(__lowerCAmelCase   ,    __lowerCAmelCase						)
						else:
												return DUMMY_CLASS.format(__lowerCAmelCase   ,    __lowerCAmelCase						)
def 						A__			(				__lowerCAmelCase		:			Optional[int]=None						):
						if backend_specific_objects is None:
												lowerCamelCase__         =  read_init()
						# For special correspondence backend to module name as used in the function requires_modulename
						lowerCamelCase__         =  {}

						for backend, objects in backend_specific_objects.items():
												lowerCamelCase__         =  """[""" + """, """.join(F'''"{b}"''' for b in backend.split("""_and_"""						)						) + """]"""
												lowerCamelCase__         =  """# This file is autogenerated by the command `make fix-copies`, do not edit.\n"""
												dummy_file += "from ..utils import DummyObject, requires_backends\n\n"
												dummy_file += "\n".join([create_dummy_object(__lowerCAmelCase   ,    __lowerCAmelCase						) for o in objects]						)
												lowerCamelCase__         =  dummy_file

						return dummy_files
def 						A__			(				__lowerCAmelCase		:			List[str]=False						):
						lowerCamelCase__         =  create_dummy_files()
						# For special correspondence backend to shortcut as used in utils/dummy_xxx_objects.py
						lowerCamelCase__         =  {"""torch""": """pt"""}

						# Locate actual dummy modules and read their content.
						lowerCamelCase__         =  os.path.join(__lowerCAmelCase   ,    """utils"""						)
						lowerCamelCase__         =  {
						    backend: os.path.join(__lowerCAmelCase   ,    F'''dummy_{short_names.get(__lowerCAmelCase   ,    __lowerCAmelCase						)}_objects.py'''						)
						    for backend in dummy_files.keys()
						}

						lowerCamelCase__         =  {}
						for backend, file_path in dummy_file_paths.items():
												if os.path.isfile(__lowerCAmelCase						):
																		with open(__lowerCAmelCase   ,    """r"""   ,    encoding="""utf-8"""   ,    newline="""\n"""						) as f:
																								lowerCamelCase__         =  f.read()
												else:
																		lowerCamelCase__         =  """"""

						for backend in dummy_files.keys():
												if dummy_files[backend] != actual_dummies[backend]:
																		if overwrite:
																								print(
																								    F'''Updating diffusers.utils.dummy_{short_names.get(__lowerCAmelCase   ,    __lowerCAmelCase						)}_objects.py as the main '''
																								    """__init__ has new objects."""						)
																								with open(dummy_file_paths[backend]   ,    """w"""   ,    encoding="""utf-8"""   ,    newline="""\n"""						) as f:
																														f.write(dummy_files[backend]						)
																		else:
																								raise ValueError(
																								    """The main __init__ has objects that are not present in """
																								    F'''diffusers.utils.dummy_{short_names.get(__lowerCAmelCase   ,    __lowerCAmelCase						)}_objects.py. Run `make fix-copies` '''
																								    """to fix this."""						)


if __name__ == "__main__":
							UpperCamelCase    :      Union[str, Any]  			=		argparse.ArgumentParser()
							parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
							UpperCamelCase    :      Any  			=		parser.parse_args()

							check_dummies(args.fix_and_overwrite)

