


"""simple docstring"""
from unittest.mock import patch

import pyspark

from datasets.packaged_modules.spark.spark import (
    Spark,
    SparkExamplesIterable,
    _generate_iterable_examples,
)

from ..utils import (
    require_dill_gt_0_3_2,
    require_not_windows,
)







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				Optional[int]:
							snake_case_           =		[]
							for part_id in partition_order:
														snake_case_           =		df.where(f"""SPARK_PARTITION_ID() = {part_id}"""				).collect()
														for row_idx, row in enumerate(_lowercase				):
																					expected_row_ids_and_row_dicts.append((f"""{part_id}_{row_idx}""", row.asDict())				)
							return expected_row_ids_and_row_dicts







@require_not_windows
@require_dill_gt_0_3_2
def 						_a				(      )    ->				Dict:
							snake_case_           =		pyspark.sql.SparkSession.builder.master("""local[*]"""				).appName("""pyspark"""				).getOrCreate()
							snake_case_           =		spark.range(100				).repartition(1				)
							snake_case_           =		Spark(_lowercase				)
							# The id ints will be converted to Pyarrow int64s, so each row will be 8 bytes. Setting a max_shard_size of 16 means
							# that each partition can hold 2 rows.
							spark_builder._repartition_df_if_needed(max_shard_size=16				)
							# Given that the dataframe has 100 rows and each partition has 2 rows, we expect 50 partitions.
							assert spark_builder.df.rdd.getNumPartitions() == 50







@require_not_windows
@require_dill_gt_0_3_2
def 						_a				(      )    ->				Union[str, Any]:
							snake_case_           =		pyspark.sql.SparkSession.builder.master("""local[*]"""				).appName("""pyspark"""				).getOrCreate()
							snake_case_           =		spark.range(10				).repartition(2				)
							snake_case_           =		[1, 0]
							snake_case_           =		_generate_iterable_examples(_lowercase				, _lowercase				)  # Reverse the partitions.
							snake_case_           =		_get_expected_row_ids_and_row_dicts_for_partition_order(_lowercase				, _lowercase				)

							for i, (row_id, row_dict) in enumerate(generate_fn()				):
														snake_case_           =		expected_row_ids_and_row_dicts[i]
														assert row_id == expected_row_id
														assert row_dict == expected_row_dict







@require_not_windows
@require_dill_gt_0_3_2
def 						_a				(      )    ->				Dict:
							snake_case_           =		pyspark.sql.SparkSession.builder.master("""local[*]"""				).appName("""pyspark"""				).getOrCreate()
							snake_case_           =		spark.range(10				).repartition(1				)
							snake_case_           =		SparkExamplesIterable(_lowercase				)
							assert it.n_shards == 1
							for i, (row_id, row_dict) in enumerate(_lowercase				):
														assert row_id == f"""0_{i}"""
														assert row_dict == {"id": i}







@require_not_windows
@require_dill_gt_0_3_2
def 						_a				(      )    ->				Dict:
							snake_case_           =		pyspark.sql.SparkSession.builder.master("""local[*]"""				).appName("""pyspark"""				).getOrCreate()
							snake_case_           =		spark.range(30				).repartition(3				)
							# Mock the generator so that shuffle reverses the partition indices.
							with patch("""numpy.random.Generator"""				) as generator_mock:
														snake_case_           =		lambda _SCREAMING_SNAKE_CASE				: x.reverse()
														snake_case_           =		_get_expected_row_ids_and_row_dicts_for_partition_order(_lowercase				, [2, 1, 0]				)

														snake_case_           =		SparkExamplesIterable(_lowercase				).shuffle_data_sources(_lowercase				)
														assert shuffled_it.n_shards == 3
														for i, (row_id, row_dict) in enumerate(_lowercase				):
																					snake_case_           =		expected_row_ids_and_row_dicts[i]
																					assert row_id == expected_row_id
																					assert row_dict == expected_row_dict







@require_not_windows
@require_dill_gt_0_3_2
def 						_a				(      )    ->				List[Any]:
							snake_case_           =		pyspark.sql.SparkSession.builder.master("""local[*]"""				).appName("""pyspark"""				).getOrCreate()
							snake_case_           =		spark.range(20				).repartition(4				)

							# Partitions 0 and 2
							snake_case_           =		SparkExamplesIterable(_lowercase				).shard_data_sources(worker_id=0				, num_workers=2				)
							assert shard_it_a.n_shards == 2
							snake_case_           =		_get_expected_row_ids_and_row_dicts_for_partition_order(_lowercase				, [0, 2]				)
							for i, (row_id, row_dict) in enumerate(_lowercase				):
														snake_case_           =		expected_row_ids_and_row_dicts_a[i]
														assert row_id == expected_row_id
														assert row_dict == expected_row_dict

							# Partitions 1 and 3
							snake_case_           =		SparkExamplesIterable(_lowercase				).shard_data_sources(worker_id=1				, num_workers=2				)
							assert shard_it_a.n_shards == 2
							snake_case_           =		_get_expected_row_ids_and_row_dicts_for_partition_order(_lowercase				, [1, 3]				)
							for i, (row_id, row_dict) in enumerate(_lowercase				):
														snake_case_           =		expected_row_ids_and_row_dicts_a[i]
														assert row_id == expected_row_id
														assert row_dict == expected_row_dict







@require_not_windows
@require_dill_gt_0_3_2
def 						_a				(      )    ->				Union[str, Any]:
							snake_case_           =		pyspark.sql.SparkSession.builder.master("""local[*]"""				).appName("""pyspark"""				).getOrCreate()
							snake_case_           =		spark.range(100				).repartition(1				)
							snake_case_           =		Spark(_lowercase				)
							# Choose a small max_shard_size for maximum partitioning.
							spark_builder._repartition_df_if_needed(max_shard_size=1				)
							# The new number of partitions should not be greater than the number of rows.
							assert spark_builder.df.rdd.getNumPartitions() == 100







"""simple docstring"""
import secrets
from random import shuffle
from string import ascii_letters, ascii_lowercase, ascii_uppercase, digits, punctuation







def 						_a				(      _SCREAMING_SNAKE_CASE = 8				)    ->				str:
							snake_case_           =		ascii_letters + digits + punctuation
							return "".join(secrets.choice(_SCREAMING_SNAKE_CASE				) for _ in range(_SCREAMING_SNAKE_CASE				)				)







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				str:
							# Password Generator = full boot with random_number, random_letters, and
							# random_character FUNCTIONS
							# Put your code here...
							i -= len(_SCREAMING_SNAKE_CASE				)
							snake_case_           =		i // 3
							snake_case_           =		i % 3
							# chars = chars_incl + random_letters(ascii_letters, i / 3 + remainder) +
							#     random_number(digits, i / 3) + random_characters(punctuation, i / 3)
							snake_case_           =		(
							    chars_incl
							    + random(_SCREAMING_SNAKE_CASE				, quotient + remainder				)
							    + random(_SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)
							    + random(_SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)
							)
							snake_case_           =		list(_SCREAMING_SNAKE_CASE				)
							shuffle(_SCREAMING_SNAKE_CASE				)
							return "".join(_SCREAMING_SNAKE_CASE				)

							# random is a generalised function for letters, characters and numbers







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				str:
							return "".join(secrets.choice(_SCREAMING_SNAKE_CASE				) for _ in range(_SCREAMING_SNAKE_CASE				)				)







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				Any:
							pass  # Put your code here...







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				List[str]:
							pass  # Put your code here...







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				Optional[int]:
							pass  # Put your code here...







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE = 8				)    ->				bool:

							if len(_SCREAMING_SNAKE_CASE				) < min_length:
														# Your Password must be at least 8 characters long
														return False

							snake_case_           =		any(char in ascii_uppercase for char in password				)
							snake_case_           =		any(char in ascii_lowercase for char in password				)
							snake_case_           =		any(char in digits for char in password				)
							snake_case_           =		any(char in punctuation for char in password				)

							return upper and lower and num and spec_char
							# Passwords should contain UPPERCASE, lowerase
							# numbers, and special characters







def 						_a				(      )    ->				str:
							snake_case_           =		int(input("""Please indicate the max length of your password: """				).strip()				)
							snake_case_           =		input(
							    """Please indicate the characters that must be in your password: """				).strip()
							print("""Password generated:"""				, password_generator(_SCREAMING_SNAKE_CASE				)				)
							print(
							    """Alternative Password generated:"""				, alternative_password_generator(_SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)				, )
							print("""[If you are thinking of using this passsword, You better save it.]"""				)


if __name__ == "__main__":
				main()



