





'''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


a__							:							Dict =[
    """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.""",
]

a__							:							Tuple =[
    """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 				lowercase__   (   ) ->      int:



       """simple docstring"""






       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  bootstrap_aggregation=SCREAMING_SNAKE_CASE__				,  rouge_keys=['rouge2', 'rougeL']     )
       assert isinstance(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__     )
       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  bootstrap_aggregation=SCREAMING_SNAKE_CASE__				,  rouge_keys=['rouge2']     )
       assert (
           pd.DataFrame(no_aggregation['rouge2']     ).fmeasure.mean()
           == pd.DataFrame(no_aggregation_just_ra['rouge2']     ).fmeasure.mean()
       )
def 				lowercase__   (   ) ->      Dict:



       """simple docstring"""






       __UpperCamelCase       =  """rougeLsum"""
       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  newline_sep=SCREAMING_SNAKE_CASE__				,  rouge_keys=[k]     )[k]
       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  newline_sep=SCREAMING_SNAKE_CASE__				,  rouge_keys=[k]     )[k]
       assert score > score_no_sep
def 				lowercase__   (   ) ->      Tuple:



       """simple docstring"""






       __UpperCamelCase       =  ["""rouge1""", """rouge2""", """rougeL"""]
       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  newline_sep=SCREAMING_SNAKE_CASE__				,  rouge_keys=SCREAMING_SNAKE_CASE__     )
       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  newline_sep=SCREAMING_SNAKE_CASE__				,  rouge_keys=SCREAMING_SNAKE_CASE__     )
       assert score_sep == score_no_sep
def 				lowercase__   (   ) ->      Union[str, Any]:



       """simple docstring"""






       __UpperCamelCase       =  [
           """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 .""",
       ]
       __UpperCamelCase       =  [
           """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(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  newline_sep=SCREAMING_SNAKE_CASE__     ) == calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  newline_sep=SCREAMING_SNAKE_CASE__     )
def 				lowercase__   (   ) ->      Any:



       """simple docstring"""






       __UpperCamelCase       =  [
           """\" \"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\" """
       ]
       __UpperCamelCase       =  [
           """ 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 ."""
       ]

       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  rouge_keys=['rougeLsum']				,  newline_sep=SCREAMING_SNAKE_CASE__     )["""rougeLsum"""]
       __UpperCamelCase       =  calculate_rouge(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__				,  rouge_keys=['rougeLsum']     )["""rougeLsum"""]
       assert new_score > prev_score


def 				lowercase__   (   ) ->      Union[str, Any]:



       """simple docstring"""






       __UpperCamelCase       =  Path('examples/seq2seq/test_data/wmt_en_ro'     )
       __UpperCamelCase       =  calculate_rouge_path(data_dir.joinpath('test.source'     )				,  data_dir.joinpath('test.target'     )     )
       assert isinstance(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__     )
       __UpperCamelCase       =  calculate_rouge_path(
           data_dir.joinpath('test.source'     )				,  data_dir.joinpath('test.target'     )				,  bootstrap_aggregation=SCREAMING_SNAKE_CASE__     )
       assert isinstance(SCREAMING_SNAKE_CASE__				,  SCREAMING_SNAKE_CASE__     )


from math import sqrt







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    bool:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (
           number >= 0
       ), "'number' must been an int and positive"

       lowercase							:     Union[str, Any]       	=      True

       # 0 and 1 are none primes.
       if number <= 1:
              lowercase							:     str       	=      False

       for divisor in range(2					,	int(round(sqrt(SCREAMING_SNAKE_CASE__				)				)				) + 1				):
              # if 'number' divisible by 'divisor' then sets 'status'
              # of false and break up the loop.
              if number % divisor == 0:
                     lowercase							:     Any       	=      False
                     break

    # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'status' must been from type bool"

       return status







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Union[str, Any]:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (n > 2), "'N' must been an int and > 2"

       # beginList: contains all natural numbers from 2 up to N
       lowercase							:     str       	=      list(range(2					,	n + 1				)				)

       lowercase							:     Tuple       	=      []  # this list will be returns.

       # actual sieve of erathostenes
       for i in range(len(SCREAMING_SNAKE_CASE__				)				):
              for j in range(i + 1					,	len(SCREAMING_SNAKE_CASE__				)				):
                     if (begin_list[i] != 0) and (begin_list[j] % begin_list[i] == 0):
                            lowercase							:     Tuple       	=      0

    # filters actual prime numbers.
       lowercase							:     int       	=      [x for x in begin_list if x != 0]

       # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'ans' must been from type list"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Optional[Any]:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (n > 2), "'N' must been an int and > 2"

       lowercase							:     Dict       	=      []

       # iterates over all numbers between 2 up to N+1
       # if a number is prime then appends to list 'ans'
       for number in range(2					,	n + 1				):
              if is_prime(SCREAMING_SNAKE_CASE__				):
                     ans.append(SCREAMING_SNAKE_CASE__				)

    # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'ans' must been from type list"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Tuple:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and number >= 0, "'number' must been an int and >= 0"

       lowercase							:     Tuple       	=      []  # this list will be returns of the function.

       # potential prime number factors.

       lowercase							:     Optional[Any]       	=      2

       lowercase							:     Any       	=      number

       if number == 0 or number == 1:
              ans.append(SCREAMING_SNAKE_CASE__				)

       # if 'number' not prime then builds the prime factorization of 'number'
       elif not is_prime(SCREAMING_SNAKE_CASE__				):
              while quotient != 1:
                     if is_prime(SCREAMING_SNAKE_CASE__				) and (quotient % factor == 0):
                            ans.append(SCREAMING_SNAKE_CASE__				)
                            quotient /= factor
                     else:
                            factor += 1

       else:
              ans.append(SCREAMING_SNAKE_CASE__				)

       # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'ans' must been from type list"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    List[Any]:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (
           number >= 0
       ), "'number' bust been an int and >= 0"

       lowercase							:     Tuple       	=      0

       # prime factorization of 'number'
       lowercase							:     Optional[int]       	=      prime_factorization(SCREAMING_SNAKE_CASE__				)

       lowercase							:     Union[str, Any]       	=      max(SCREAMING_SNAKE_CASE__				)

       # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'ans' must been from type int"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    str:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (
           number >= 0
       ), "'number' bust been an int and >= 0"

       lowercase							:     Union[str, Any]       	=      0

       # prime factorization of 'number'
       lowercase							:     Tuple       	=      prime_factorization(SCREAMING_SNAKE_CASE__				)

       lowercase							:     Union[str, Any]       	=      min(SCREAMING_SNAKE_CASE__				)

       # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'ans' must been from type int"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Optional[Any]:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'number' must been an int"
       assert isinstance(number % 2 == 0					,	SCREAMING_SNAKE_CASE__				), "compare bust been from type bool"

       return number % 2 == 0







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    int:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				), "'number' must been an int"
       assert isinstance(number % 2 != 0					,	SCREAMING_SNAKE_CASE__				), "compare bust been from type bool"

       return number % 2 != 0







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    int:
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (number > 2) and is_even(SCREAMING_SNAKE_CASE__				)
       ), "'number' must been an int, even and > 2"

       lowercase							:     Union[str, Any]       	=      []  # this list will returned

       # creates a list of prime numbers between 2 up to 'number'
       lowercase							:     str       	=      get_prime_numbers(SCREAMING_SNAKE_CASE__				)
       lowercase							:     Any       	=      len(SCREAMING_SNAKE_CASE__				)

       # run variable for while-loops.
       lowercase							:     Optional[Any]       	=      0
       lowercase							:     List[Any]       	=      None

       # exit variable. for break up the loops
       lowercase							:     Any       	=      True

       while i < len_pn and loop:
              lowercase							:     str       	=      i + 1

              while j < len_pn and loop:
                     if prime_numbers[i] + prime_numbers[j] == number:
                            lowercase							:     Union[str, Any]       	=      False
                            ans.append(prime_numbers[i]				)
                            ans.append(prime_numbers[j]				)

                     j += 1

              i += 1

       # precondition
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and (len(SCREAMING_SNAKE_CASE__				) == 2)
           and (ans[0] + ans[1] == number)
           and is_prime(ans[0]				)
           and is_prime(ans[1]				)
       ), "'ans' must contains two primes. And sum of elements must been eq 'number'"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) ->    str:
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and (numbera >= 0)
           and (numbera >= 0)
       ), "'number1' and 'number2' must been positive integer."

       lowercase							:     Union[str, Any]       	=      0

       while numbera != 0:
              lowercase							:     Optional[int]       	=      numbera % numbera
              lowercase							:     Optional[int]       	=      numbera
              lowercase							:     Dict       	=      rest

       # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (
           numbera >= 0
       ), "'number' must been from type int and positive"

       return numbera







def 						_snake_case(  SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) ->    Tuple:
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and (numbera >= 1)
           and (numbera >= 1)
       ), "'number1' and 'number2' must been positive integer."

       lowercase							:     Dict       	=      1  # actual answer that will be return.

       # for kgV (x,1)
       if numbera > 1 and numbera > 1:
              # builds the prime factorization of 'number1' and 'number2'
              lowercase							:     Optional[Any]       	=      prime_factorization(SCREAMING_SNAKE_CASE__				)
              lowercase							:     Optional[int]       	=      prime_factorization(SCREAMING_SNAKE_CASE__				)

       elif numbera == 1 or numbera == 1:
              lowercase							:     Union[str, Any]       	=      []
              lowercase							:     List[str]       	=      []
              lowercase							:     Dict       	=      max(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)

       lowercase							:     Union[str, Any]       	=      0
       lowercase							:     Optional[Any]       	=      0

       lowercase							:     List[str]       	=      []  # captured numbers int both 'primeFac1' and 'primeFac2'

       # iterates through primeFac1
       for n in prime_fac_a:
              if n not in done:
                     if n in prime_fac_a:
                            lowercase							:     Dict       	=      prime_fac_a.count(SCREAMING_SNAKE_CASE__				)
                            lowercase							:     Optional[Any]       	=      prime_fac_a.count(SCREAMING_SNAKE_CASE__				)

                            for _ in range(max(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)				):
                                   ans *= n

                     else:
                            lowercase							:     List[Any]       	=      prime_fac_a.count(SCREAMING_SNAKE_CASE__				)

                            for _ in range(SCREAMING_SNAKE_CASE__				):
                                   ans *= n

                     done.append(SCREAMING_SNAKE_CASE__				)

    # iterates through primeFac2
       for n in prime_fac_a:
              if n not in done:
                     lowercase							:     Optional[int]       	=      prime_fac_a.count(SCREAMING_SNAKE_CASE__				)

                     for _ in range(SCREAMING_SNAKE_CASE__				):
                            ans *= n

                     done.append(SCREAMING_SNAKE_CASE__				)

    # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (
           ans >= 0
       ), "'ans' must been from type int and positive"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Any:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (n >= 0), "'number' must been a positive int"

       lowercase							:     Dict       	=      0
       lowercase							:     List[str]       	=      2  # this variable holds the answer

       while index < n:
              index += 1

              ans += 1  # counts to the next number

              # if ans not prime then
              # runs to the next prime number.
              while not is_prime(SCREAMING_SNAKE_CASE__				):
                     ans += 1

    # precondition
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and is_prime(
           SCREAMING_SNAKE_CASE__				), "'ans' must been a prime number and from type int"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) ->    List[Any]:
       assert (
           is_prime(SCREAMING_SNAKE_CASE__				) and is_prime(SCREAMING_SNAKE_CASE__				) and (p_number_a < p_number_a)
       ), "The arguments must been prime numbers and 'pNumber1' < 'pNumber2'"

       lowercase							:     List[str]       	=      p_number_a + 1  # jump to the next number

       lowercase							:     List[Any]       	=      []  # this list will be returns.

       # if number is not prime then
       # fetch the next prime number.
       while not is_prime(SCREAMING_SNAKE_CASE__				):
              number += 1

       while number < p_number_a:
              ans.append(SCREAMING_SNAKE_CASE__				)

              number += 1

              # fetch the next prime number.
              while not is_prime(SCREAMING_SNAKE_CASE__				):
                     number += 1

    # precondition
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and ans[0] != p_number_a
           and ans[len(SCREAMING_SNAKE_CASE__				) - 1] != p_number_a
       ), "'ans' must been a list without the arguments"

       # 'ans' contains not 'pNumber1' and 'pNumber2' !
       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Any:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (n >= 1), "'n' must been int and >= 1"

       lowercase							:     Optional[Any]       	=      []  # will be returned.

       for divisor in range(1					,	n + 1				):
              if n % divisor == 0:
                     ans.append(SCREAMING_SNAKE_CASE__				)

    # precondition
       assert ans[0] == 1 and ans[len(SCREAMING_SNAKE_CASE__				) - 1] == n, "Error in function getDivisiors(...)"

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Any:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (
           number > 1
       ), "'number' must been an int and >= 1"

       lowercase							:     str       	=      get_divisors(SCREAMING_SNAKE_CASE__				)

       # precondition
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and (divisors[0] == 1)
           and (divisors[len(SCREAMING_SNAKE_CASE__				) - 1] == number)
       ), "Error in help-function getDivisiors(...)"

       # summed all divisors up to 'number' (exclusive), hence [:-1]
       return sum(divisors[:-1]				) == number







def 						_snake_case(  SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) ->    Dict:
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and (denominator != 0)
       ), "The arguments must been from type int and 'denominator' != 0"

       # build the greatest common divisor of numerator and denominator.
       lowercase							:     Tuple       	=      gcd(abs(SCREAMING_SNAKE_CASE__				)					,	abs(SCREAMING_SNAKE_CASE__				)				)

       # precondition
       assert (
           isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				)
           and (numerator % gcd_of_fraction == 0)
           and (denominator % gcd_of_fraction == 0)
       ), "Error in function gcd(...,...)"

       return (numerator // gcd_of_fraction, denominator // gcd_of_fraction)







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    int:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (n >= 0), "'n' must been a int and >= 0"

       lowercase							:     List[str]       	=      1  # this will be return.

       for factor in range(1					,	n + 1				):
              ans *= factor

       return ans







def 						_snake_case(  SCREAMING_SNAKE_CASE__				) ->    Union[str, Any]:
       assert isinstance(SCREAMING_SNAKE_CASE__					,	SCREAMING_SNAKE_CASE__				) and (n >= 0), "'n' must been an int and >= 0"

       lowercase							:     int       	=      0
       lowercase							:     Union[str, Any]       	=      1
       lowercase							:     int       	=      1  # this will be return

       for _ in range(n - 1				):
              lowercase							:     Optional[int]       	=      ans
              ans += fiba
              lowercase							:     Optional[int]       	=      tmp

       return ans
