






'''simple docstring'''
import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)


class        _UpperCAmelCase						(		unittest.TestCase			):




    def 				lowerCAmelCase__				(			self  :       Optional[Any]			):






       '''simple docstring'''






       lowercase_	:    str           =     Vector([1, 2, 3]			)
       self.assertEqual(x.component(0			)  ,     1			)
       self.assertEqual(x.component(2			)  ,     3			)
       lowercase_	:    List[Any]           =     Vector()




    def 				lowerCAmelCase__				(			self  :       Any			):






       '''simple docstring'''






       lowercase_	:    List[str]           =     Vector([0, 0, 0, 0, 0, 1]			)
       self.assertEqual(str(a			)  ,     "(0,0,0,0,0,1)"			)




    def 				lowerCAmelCase__				(			self  :       Any			):






       '''simple docstring'''






       lowercase_	:    Optional[int]           =     Vector([1, 2, 3, 4]			)
       self.assertEqual(len(a			)  ,     4			)




    def 				lowerCAmelCase__				(			self  :       Optional[int]			):






       '''simple docstring'''






       lowercase_	:    Optional[int]           =     Vector([1, 2]			)
       lowercase_	:    Any           =     Vector([1, 2, 3, 4, 5]			)
       lowercase_	:    Optional[int]           =     Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]			)
       lowercase_	:    str           =     Vector([1, -1, 1, -1, 2, -3, 4, -5]			)
       self.assertAlmostEqual(x.euclidean_length()  ,     2.236  ,     3			)
       self.assertAlmostEqual(y.euclidean_length()  ,     7.416  ,     3			)
       self.assertEqual(z.euclidean_length()  ,     0			)
       self.assertAlmostEqual(w.euclidean_length()  ,     7.616  ,     3			)




    def 				lowerCAmelCase__				(			self  :       Dict			):






       '''simple docstring'''






       lowercase_	:    List[str]           =     Vector([1, 2, 3]			)
       lowercase_	:    List[Any]           =     Vector([1, 1, 1]			)
       self.assertEqual((x + y).component(0			)  ,     2			)
       self.assertEqual((x + y).component(1			)  ,     3			)
       self.assertEqual((x + y).component(2			)  ,     4			)




    def 				lowerCAmelCase__				(			self  :       str			):






       '''simple docstring'''






       lowercase_	:    Any           =     Vector([1, 2, 3]			)
       lowercase_	:    Dict           =     Vector([1, 1, 1]			)
       self.assertEqual((x - y).component(0			)  ,     0			)
       self.assertEqual((x - y).component(1			)  ,     1			)
       self.assertEqual((x - y).component(2			)  ,     2			)




    def 				lowerCAmelCase__				(			self  :       str			):






       '''simple docstring'''






       lowercase_	:    int           =     Vector([1, 2, 3]			)
       lowercase_	:    str           =     Vector([2, -1, 4]			)  # for test of dot product
       lowercase_	:    Dict           =     Vector([1, -2, -1]			)
       self.assertEqual(str(x * 3.0			)  ,     "(3.0,6.0,9.0)"			)
       self.assertEqual((a * b)  ,     0			)




    def 				lowerCAmelCase__				(			self  :       Dict			):






       '''simple docstring'''






       self.assertEqual(str(zero_vector(1_0			)			).count("0"			)  ,     1_0			)




    def 				lowerCAmelCase__				(			self  :       Dict			):






       '''simple docstring'''






       self.assertEqual(str(unit_basis_vector(3  ,     1			)			)  ,     "(0,1,0)"			)




    def 				lowerCAmelCase__				(			self  :       Optional[Any]			):






       '''simple docstring'''






       lowercase_	:    Any           =     Vector([1, 2, 3]			)
       lowercase_	:    str           =     Vector([1, 0, 1]			)
       self.assertEqual(str(axpy(2  ,     a  ,     a			)			)  ,     "(3,4,7)"			)




    def 				lowerCAmelCase__				(			self  :       Dict			):






       '''simple docstring'''






       lowercase_	:    Union[str, Any]           =     Vector([1, 0, 0, 0, 0, 0]			)
       lowercase_	:    str           =     x.copy()
       self.assertEqual(str(a			)  ,     str(a			)			)




    def 				lowerCAmelCase__				(			self  :       Optional[Any]			):






       '''simple docstring'''






       lowercase_	:    Optional[Any]           =     Vector([1, 0, 0]			)
       x.change_component(0  ,     0			)
       x.change_component(1  ,     1			)
       self.assertEqual(str(a			)  ,     "(0,1,0)"			)




    def 				lowerCAmelCase__				(			self  :       List[Any]			):






       '''simple docstring'''






       lowercase_	:    str           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       self.assertEqual("|1,2,3|\n|2,4,5|\n|6,7,8|\n"  ,     str(a			)			)




    def 				lowerCAmelCase__				(			self  :       Any			):






       '''simple docstring'''






       lowercase_	:    List[Any]           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       lowercase_	:    Any           =     [[-3, -1_4, -1_0], [-5, -1_0, -5], [-2, -1, 0]]
       for x in range(a.height()			):
          for y in range(a.width()			):
             self.assertEqual(minors[x][y]  ,     a.minor(a  ,     a			)			)




    def 				lowerCAmelCase__				(			self  :       Optional[Any]			):






       '''simple docstring'''






       lowercase_	:    List[str]           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       lowercase_	:    Union[str, Any]           =     [[-3, 1_4, -1_0], [5, -1_0, 5], [-2, 1, 0]]
       for x in range(a.height()			):
          for y in range(a.width()			):
             self.assertEqual(cofactors[x][y]  ,     a.cofactor(a  ,     a			)			)




    def 				lowerCAmelCase__				(			self  :       Any			):






       '''simple docstring'''






       lowercase_	:    Union[str, Any]           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       self.assertEqual(-5  ,     a.determinant()			)




    def 				lowerCAmelCase__				(			self  :       Dict			):






       '''simple docstring'''






       lowercase_	:    Union[str, Any]           =     Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]  ,     3  ,     3			)
       lowercase_	:    Union[str, Any]           =     Vector([1, 2, 3]			)
       self.assertEqual("(14,32,50)"  ,     str(a * x			)			)
       self.assertEqual("|2,4,6|\n|8,10,12|\n|14,16,18|\n"  ,     str(a * 2			)			)




    def 				lowerCAmelCase__				(			self  :       Optional[Any]			):






       '''simple docstring'''






       lowercase_	:    Tuple           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       a.change_component(0  ,     2  ,     5			)
       self.assertEqual("|1,2,5|\n|2,4,5|\n|6,7,8|\n"  ,     str(a			)			)




    def 				lowerCAmelCase__				(			self  :       Dict			):






       '''simple docstring'''






       lowercase_	:    List[str]           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       self.assertEqual(7  ,     a.component(2  ,     1			)  ,     0.01			)




    def 				lowerCAmelCase__				(			self  :       List[str]			):






       '''simple docstring'''






       lowercase_	:    Optional[Any]           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       lowercase_	:    int           =     Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 1_0]]  ,     3  ,     3			)
       self.assertEqual("|2,4,10|\n|4,8,10|\n|12,14,18|\n"  ,     str(a + b			)			)




    def 				lowerCAmelCase__				(			self  :       Any			):






       '''simple docstring'''






       lowercase_	:    Dict           =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]  ,     3  ,     3			)
       lowercase_	:    List[str]           =     Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 1_0]]  ,     3  ,     3			)
       self.assertEqual("|0,0,-4|\n|0,0,0|\n|0,0,-2|\n"  ,     str(a - b			)			)





    def 				lowerCAmelCase__				(			self  :       Optional[int]			):






       '''simple docstring'''






       self.assertEqual(
           "|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n"  ,     str(square_zero_matrix(5			)			)  ,     )


if __name__ == "__main__":
 unittest.main()












'''simple docstring'''
from ...configuration_utils import PretrainedConfig
from ...utils import logging


UpperCamelCase__ =			logging.get_logger(__name__)

UpperCamelCase__ =			{
    'abeja/gpt-neox-japanese-2.7b': 'https://huggingface.co/abeja/gpt-neox-japanese-2.7b/resolve/main/config.json',
}


class        _UpperCAmelCase						(		snake_case			):
    __lowerCamelCase:   List[Any]		       =    'gpt_neox_japanese'




    def __init__(			self  :       List[str]  ,     a  :       List[Any]=3_2_0_0_0  ,     a  :       Union[str, Any]=2_5_6_0  ,     a  :       Optional[Any]=3_2  ,     a  :       Any=3_2  ,     a  :       str=4  ,     a  :       Optional[int]="gelu"  ,     a  :       Optional[Any]=1.00  ,     a  :       Dict=1_0_0_0_0  ,     a  :       List[Any]=2_0_4_8  ,     a  :       Dict=0.02  ,     a  :       int=1e-5  ,     a  :       Optional[int]=True  ,     a  :       Union[str, Any]=3_1_9_9_6  ,     a  :       List[Any]=3_1_9_9_9  ,     a  :       List[str]=0.1  ,     a  :       Dict=0.0  ,     **a  :       Union[str, Any]  ,     ):






       '''simple docstring'''






       super().__init__(bos_token_id=a  ,     eos_token_id=a  ,     **a			)
       lowercase_	:    int           =     vocab_size
       lowercase_	:    int           =     max_position_embeddings
       lowercase_	:    List[str]           =     hidden_size
       lowercase_	:    Any           =     num_hidden_layers
       lowercase_	:    Any           =     num_attention_heads
       lowercase_	:    List[Any]           =     intermediate_multiple_size
       lowercase_	:    List[str]           =     hidden_act
       lowercase_	:    Optional[int]           =     rotary_pct
       lowercase_	:    Tuple           =     rotary_emb_base
       lowercase_	:    Optional[Any]           =     initializer_range
       lowercase_	:    List[str]           =     layer_norm_eps
       lowercase_	:    List[str]           =     use_cache
       lowercase_	:    Any           =     attention_dropout
       lowercase_	:    List[Any]           =     hidden_dropout




