




def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )      ->			list[int]:
							if hue < 0 or hue > 3_60:
														raise Exception("hue should be between 0 and 360"    )

							if saturation < 0 or saturation > 1:
														raise Exception("saturation should be between 0 and 1"    )

							if value < 0 or value > 1:
														raise Exception("value should be between 0 and 1"    )

							lowercase__  :	List[Any]        =							value * saturation
							lowercase__  :	Optional[int]        =							hue / 60
							lowercase__  :	int        =							chroma * (1 - abs(hue_section % 2 - 1    ))
							lowercase__  :	Any        =							value - chroma

							if hue_section >= 0 and hue_section <= 1:
														lowercase__  :	int        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	Tuple        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	Optional[int]        =							round(2_55 * (match_value)    )
							elif hue_section > 1 and hue_section <= 2:
														lowercase__  :	List[str]        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (match_value)    )
							elif hue_section > 2 and hue_section <= 3:
														lowercase__  :	Any        =							round(2_55 * (match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (second_largest_component + match_value)    )
							elif hue_section > 3 and hue_section <= 4:
														lowercase__  :	str        =							round(2_55 * (match_value)    )
														lowercase__  :	Any        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	Dict        =							round(2_55 * (chroma + match_value)    )
							elif hue_section > 4 and hue_section <= 5:
														lowercase__  :	Tuple        =							round(2_55 * (second_largest_component + match_value)    )
														lowercase__  :	List[str]        =							round(2_55 * (match_value)    )
														lowercase__  :	Dict        =							round(2_55 * (chroma + match_value)    )
							else:
														lowercase__  :	List[Any]        =							round(2_55 * (chroma + match_value)    )
														lowercase__  :	Dict        =							round(2_55 * (match_value)    )
														lowercase__  :	Optional[int]        =							round(2_55 * (second_largest_component + match_value)    )

							return [red, green, blue]
def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )      ->			list[float]:
							if red < 0 or red > 2_55:
														raise Exception("red should be between 0 and 255"    )

							if green < 0 or green > 2_55:
														raise Exception("green should be between 0 and 255"    )

							if blue < 0 or blue > 2_55:
														raise Exception("blue should be between 0 and 255"    )

							lowercase__  :	List[str]        =							red / 2_55
							lowercase__  :	str        =							green / 2_55
							lowercase__  :	Any        =							blue / 2_55
							lowercase__  :	Optional[int]        =							max(SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )
							lowercase__  :	List[str]        =							value - min(SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )
							lowercase__  :	Optional[Any]        =							0 if value == 0 else chroma / value

							if chroma == 0:
														lowercase__  :	Dict        =							0.0
							elif value == float_red:
														lowercase__  :	Union[str, Any]        =							60 * (0 + (float_green - float_blue) / chroma)
							elif value == float_green:
														lowercase__  :	Any        =							60 * (2 + (float_blue - float_red) / chroma)
							else:
														lowercase__  :	Any        =							60 * (4 + (float_red - float_green) / chroma)

							lowercase__  :	Tuple        =							(hue + 3_60) % 3_60

							return [hue, saturation, value]




def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )      ->			bool:
							lowercase__  :	Optional[Any]        =							abs(hsv_a[0] - hsv_a[0]    ) < 0.2
							lowercase__  :	Optional[int]        =							abs(hsv_a[1] - hsv_a[1]    ) < 0.002
							lowercase__  :	int        =							abs(hsv_a[2] - hsv_a[2]    ) < 0.002

							return check_hue and check_saturation and check_value





import numpy as np
def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )      ->			int:
							lowercase__  :	str        =							n_draws * class_counts / class_counts.sum()
							# floored means we don't overshoot n_samples, but probably undershoot
							lowercase__  :	Union[str, Any]        =							np.floor(SCREAMING_SNAKE_CASE_    )
							# we add samples according to how much "left over" probability
							# they had, until we arrive at n_samples
							lowercase__  :	Tuple        =							int(n_draws - floored.sum()    )
							if need_to_add > 0:
														lowercase__  :	Union[str, Any]        =							continuous - floored
														lowercase__  :	Optional[Any]        =							np.sort(np.unique(SCREAMING_SNAKE_CASE_    )    )[::-1]
														# add according to remainder, but break ties
														# randomly to avoid biases
														for value in values:
																					((lowercase__) ,       )  :	Optional[Any]        =							np.where(remainder == value    )
																					# if we need_to_add less than what's in inds
																					# we draw randomly from them.
																					# if we need to add more, we add them all and
																					# go to the next value
																					lowercase__  :	Dict        =							min(len(SCREAMING_SNAKE_CASE_    )    ,SCREAMING_SNAKE_CASE_    )
																					lowercase__  :	Any        =							rng.choice(SCREAMING_SNAKE_CASE_    ,size=SCREAMING_SNAKE_CASE_    ,replace=SCREAMING_SNAKE_CASE_    )
																					floored[inds] += 1
																					need_to_add -= add_now
																					if need_to_add == 0:
																												break
							return floored.astype(np.intaa    )




def  snake_case_					(		SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_=10    )      ->			List[str]:
							lowercase__ ,       lowercase__  :	int        =							np.unique(SCREAMING_SNAKE_CASE_    ,return_inverse=SCREAMING_SNAKE_CASE_    )
							lowercase__  :	int        =							classes.shape[0]
							lowercase__  :	Union[str, Any]        =							np.bincount(SCREAMING_SNAKE_CASE_    )
							if np.min(SCREAMING_SNAKE_CASE_    ) < 2:
														raise ValueError("Minimum class count error"    )
							if n_train < n_classes:
														raise ValueError(
														    "The train_size = %d should be greater or " "equal to the number of classes = %d" % (n_train, n_classes)    )
							if n_test < n_classes:
														raise ValueError(
														    "The test_size = %d should be greater or " "equal to the number of classes = %d" % (n_test, n_classes)    )
							lowercase__  :	List[Any]        =							np.split(np.argsort(SCREAMING_SNAKE_CASE_    ,kind="mergesort"    )    ,np.cumsum(SCREAMING_SNAKE_CASE_    )[:-1]    )
							for _ in range(SCREAMING_SNAKE_CASE_    ):
														lowercase__  :	str        =							approximate_mode(SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )
														lowercase__  :	int        =							class_counts - n_i
														lowercase__  :	int        =							approximate_mode(SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    ,SCREAMING_SNAKE_CASE_    )

														lowercase__  :	Tuple        =							[]
														lowercase__  :	int        =							[]

														for i in range(SCREAMING_SNAKE_CASE_    ):
																					lowercase__  :	Union[str, Any]        =							rng.permutation(class_counts[i]    )
																					lowercase__  :	List[Any]        =							class_indices[i].take(SCREAMING_SNAKE_CASE_    ,mode="clip"    )
																					train.extend(perm_indices_class_i[: n_i[i]]    )
																					test.extend(perm_indices_class_i[n_i[i] : n_i[i] + t_i[i]]    )
														lowercase__  :	Tuple        =							rng.permutation(SCREAMING_SNAKE_CASE_    )
														lowercase__  :	Dict        =							rng.permutation(SCREAMING_SNAKE_CASE_    )

														yield train, test