


from dataclasses import dataclass
from typing import List, Optional, Union

import numpy as np
import PIL

from ...utils import BaseOutput, OptionalDependencyNotAvailable, is_torch_available, is_transformers_available
from .timesteps import (
    fastaa_timesteps,
    smartaa_timesteps,
    smartaa_timesteps,
    smartaaa_timesteps,
    smartaaa_timesteps,
    superaa_timesteps,
    superaa_timesteps,
    superaaa_timesteps,
)




@dataclass
class        lowerCamelCase      (     _UpperCamelCase   ):
	_lowerCAmelCase    :		Union[List[PIL.Image.Image], np.ndarray]
	_lowerCAmelCase    :		Optional[List[bool]]
	_lowerCAmelCase    :		Optional[List[bool]]


try:
				if not (is_transformers_available() and is_torch_available()):
								raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
				from ...utils.dummy_torch_and_transformers_objects import *  # noqa F403
else:
				from .pipeline_if import IFPipeline
				from .pipeline_if_imgaimg import IFImgaImgPipeline
				from .pipeline_if_imgaimg_superresolution import IFImgaImgSuperResolutionPipeline
				from .pipeline_if_inpainting import IFInpaintingPipeline
				from .pipeline_if_inpainting_superresolution import IFInpaintingSuperResolutionPipeline
				from .pipeline_if_superresolution import IFSuperResolutionPipeline
				from .safety_checker import IFSafetyChecker
				from .watermark import IFWatermarker





def 						__SCREAMING_SNAKE_CASE       (					)		->    list[list[int]]:




						'''simple docstring'''







						return [list(range(1000 - i			,					-1000 - i			,					-1			)			) for i in range(1000			)]


lowerCAmelCase							=						generate_large_matrix()
lowerCAmelCase							=						(
    [[4, 3, 2, -1], [3, 2, 1, -1], [1, 1, -1, -2], [-1, -1, -2, -3]],
    [[3, 2], [1, 0]],
    [[7, 7, 6]],
    [[7, 7, 6], [-1, -2, -3]],
    grid,
)




def 						__SCREAMING_SNAKE_CASE       (					lowercase_			)		->    None:




						'''simple docstring'''







						assert all(row == sorted(lowercase_			,					reverse=lowercase_			) for row in grid			)
						assert all(list(lowercase_			) == sorted(lowercase_			,					reverse=lowercase_			) for col in zip(*lowercase_			)			)




def 						__SCREAMING_SNAKE_CASE       (					lowercase_			)		->    int:




						'''simple docstring'''







						__UpperCAmelCase :       Dict  						=  0
						__UpperCAmelCase :       List[Any]  						=  len(lowercase_			) - 1

						# Edge cases such as no values or all numbers are negative.
						if not array or array[0] < 0:
												return 0

						while right + 1 > left:
												__UpperCAmelCase :       List[Any]  						=  (left + right) // 2
												__UpperCAmelCase :       Dict  						=  array[mid]

												# Num must be negative and the index must be greater than or equal to 0.
												if num < 0 and array[mid - 1] >= 0:
																		return mid

												if num >= 0:
																		__UpperCAmelCase :       Dict  						=  mid + 1
												else:
																		__UpperCAmelCase :       Optional[Any]  						=  mid - 1
    # No negative numbers so return the last index of the array + 1 which is the length.
						return len(lowercase_			)




def 						__SCREAMING_SNAKE_CASE       (					lowercase_			)		->    int:




						'''simple docstring'''







						__UpperCAmelCase :       int  						=  0
						__UpperCAmelCase :       Dict  						=  len(grid[0]			)

						for i in range(len(lowercase_			)			):
												__UpperCAmelCase :       Any  						=  find_negative_index(grid[i][:bound]			)
												total += bound
						return (len(lowercase_			) * len(grid[0]			)) - total




def 						__SCREAMING_SNAKE_CASE       (					lowercase_			)		->    int:




						'''simple docstring'''







						return len([number for row in grid for number in row if number < 0]			)




def 						__SCREAMING_SNAKE_CASE       (					lowercase_			)		->    int:




						'''simple docstring'''







						__UpperCAmelCase :       List[Any]  						=  0
						for row in grid:
												for i, number in enumerate(lowercase_			):
																		if number < 0:
																								total += len(lowercase_			) - i
																								break
						return total




def 						__SCREAMING_SNAKE_CASE       (					)		->    None:




						'''simple docstring'''







						from timeit import timeit

						print('''Running benchmarks'''			)
						__UpperCAmelCase :       Tuple  						=  (
						    '''from __main__ import count_negatives_binary_search, '''
						    '''count_negatives_brute_force, count_negatives_brute_force_with_break, grid'''
						)
						for func in (
						    "count_negatives_binary_search",  # took 0.7727 seconds
						    "count_negatives_brute_force_with_break",  # took 4.6505 seconds
						    "count_negatives_brute_force",  # took 12.8160 seconds
						):
												__UpperCAmelCase :       Union[str, Any]  						=  timeit(f"{func}(grid=grid)"			,					setup=lowercase_			,					number=500			)
												print(f"{func}() took {time:0.4f} seconds"			)


if __name__ == "__main__":
				import doctest

				doctest.testmod()
				benchmark()

