



'''simple docstring'''






import logging

# standard libraries
import sys

import numpy as np
import pytest  # type: ignore

# Custom/local libraries
from matrix import matrix_operation as matop

A_				:					Any							=      [[1_2, 1_0], [3, 9]]
A_				:					Tuple							=      [[3, 4], [7, 4]]
A_				:					List[str]							=      [[3, 0, 2], [2, 0, -2], [0, 1, 1]]
A_				:					Union[str, Any]							=      [[3, 0, -2], [2, 0, 2], [0, 1, 1]]
A_				:					Optional[int]							=      [[3, 0, 2], [2, 0, -2], [0, 1, 1], [2, 0, -2]]
A_				:					Tuple							=      [1]
A_				:					List[Any]							=      [2]

A_				:					Dict							=      logging.getLogger()
A_				:					Optional[int]							=      logging.DEBUG
A_				:					List[Any]							=      logging.StreamHandler(sys.stdout)
logger.addHandler(stream_handler)




@pytest.mark.mat_ops
@pytest.mark.parametrize(
    ("""mat1""", """mat2""")			,  [(mat_a, mat_b), (mat_c, mat_d), (mat_d, mat_e), (mat_f, mat_h)]						)
def        snake_case_   (	lowerCAmelCase_			,  lowerCAmelCase_						)->						str:





       '''simple docstring'''


       if (np.array(lowerCAmelCase_						)).shape < (2, 2) or (np.array(lowerCAmelCase_						)).shape < (2, 2):
              with pytest.raises(lowerCAmelCase_						):
                     logger.info(F'''\n\t{test_addition.__name__} returned integer'''						)
                     matop.add(lowerCAmelCase_			,  lowerCAmelCase_						)
       elif (np.array(lowerCAmelCase_						)).shape == (np.array(lowerCAmelCase_						)).shape:
              logger.info(F'''\n\t{test_addition.__name__} with same matrix dims'''						)
              _UpperCAmelCase    :		int     	=					(np.array(lowerCAmelCase_						) + np.array(lowerCAmelCase_						)).tolist()
              _UpperCAmelCase    :		int     	=					matop.add(lowerCAmelCase_			,  lowerCAmelCase_						)
              assert theo == act
       else:
              with pytest.raises(lowerCAmelCase_						):
                     logger.info(F'''\n\t{test_addition.__name__} with different matrix dims'''						)
                     matop.add(lowerCAmelCase_			,  lowerCAmelCase_						)




@pytest.mark.mat_ops
@pytest.mark.parametrize(
    ("""mat1""", """mat2""")			,  [(mat_a, mat_b), (mat_c, mat_d), (mat_d, mat_e), (mat_f, mat_h)]						)
def        snake_case_   (	lowerCAmelCase_			,  lowerCAmelCase_						)->						Optional[Any]:





       '''simple docstring'''


       if (np.array(lowerCAmelCase_						)).shape < (2, 2) or (np.array(lowerCAmelCase_						)).shape < (2, 2):
              with pytest.raises(lowerCAmelCase_						):
                     logger.info(F'''\n\t{test_subtraction.__name__} returned integer'''						)
                     matop.subtract(lowerCAmelCase_			,  lowerCAmelCase_						)
       elif (np.array(lowerCAmelCase_						)).shape == (np.array(lowerCAmelCase_						)).shape:
              logger.info(F'''\n\t{test_subtraction.__name__} with same matrix dims'''						)
              _UpperCAmelCase    :		Tuple     	=					(np.array(lowerCAmelCase_						) - np.array(lowerCAmelCase_						)).tolist()
              _UpperCAmelCase    :		int     	=					matop.subtract(lowerCAmelCase_			,  lowerCAmelCase_						)
              assert theo == act
       else:
              with pytest.raises(lowerCAmelCase_						):
                     logger.info(F'''\n\t{test_subtraction.__name__} with different matrix dims'''						)
                     assert matop.subtract(lowerCAmelCase_			,  lowerCAmelCase_						)




@pytest.mark.mat_ops
@pytest.mark.parametrize(
    ("""mat1""", """mat2""")			,  [(mat_a, mat_b), (mat_c, mat_d), (mat_d, mat_e), (mat_f, mat_h)]						)
def        snake_case_   (	lowerCAmelCase_			,  lowerCAmelCase_						)->						List[Any]:





       '''simple docstring'''


       if (np.array(lowerCAmelCase_						)).shape < (2, 2) or (np.array(lowerCAmelCase_						)).shape < (2, 2):
              logger.info(F'''\n\t{test_multiplication.__name__} returned integer'''						)
              with pytest.raises(lowerCAmelCase_						):
                     matop.add(lowerCAmelCase_			,  lowerCAmelCase_						)
       elif (np.array(lowerCAmelCase_						)).shape == (np.array(lowerCAmelCase_						)).shape:
              logger.info(F'''\n\t{test_multiplication.__name__} meets dim requirements'''						)
              _UpperCAmelCase    :		str     	=					(np.matmul(lowerCAmelCase_			,  lowerCAmelCase_						)).tolist()
              _UpperCAmelCase    :		Union[str, Any]     	=					matop.multiply(lowerCAmelCase_			,  lowerCAmelCase_						)
              assert theo == act
       else:
              with pytest.raises(lowerCAmelCase_						):
                     logger.info(
                         F'''\n\t{test_multiplication.__name__} does not meet dim requirements'''						)
                     assert matop.subtract(lowerCAmelCase_			,  lowerCAmelCase_						)




@pytest.mark.mat_ops
def        snake_case_   (	)->						Optional[Any]:





       '''simple docstring'''


       _UpperCAmelCase    :		Optional[Any]     	=					(3.5 * np.array(lowerCAmelCase_						)).tolist()
       _UpperCAmelCase    :		List[Any]     	=					matop.scalar_multiply(lowerCAmelCase_			,  3.5						)
       assert theo == act




@pytest.mark.mat_ops
def        snake_case_   (	)->						Optional[Any]:





       '''simple docstring'''


       _UpperCAmelCase    :		Dict     	=					(np.identity(5						)).tolist()
       _UpperCAmelCase    :		Union[str, Any]     	=					matop.identity(5						)
       assert theo == act




@pytest.mark.mat_ops
@pytest.mark.parametrize("""mat"""			,  [mat_a, mat_b, mat_c, mat_d, mat_e, mat_f]						)
def        snake_case_   (	lowerCAmelCase_						)->						List[Any]:





       '''simple docstring'''


       if (np.array(lowerCAmelCase_						)).shape < (2, 2):
              with pytest.raises(lowerCAmelCase_						):
                     logger.info(F'''\n\t{test_transpose.__name__} returned integer'''						)
                     matop.transpose(lowerCAmelCase_						)
       else:
              _UpperCAmelCase    :		str     	=					(np.transpose(lowerCAmelCase_						)).tolist()
              _UpperCAmelCase    :		List[str]     	=					matop.transpose(lowerCAmelCase_			,  return_map=lowerCAmelCase_						)
              assert theo == act







from typing import TYPE_CHECKING

from ...utils import _LazyModule


__lowerCAmelCase									=				{'''tokenization_phobert''': ['''PhobertTokenizer''']}


if TYPE_CHECKING:
 from .tokenization_phobert import PhobertTokenizer

else:
 import sys

 __lowerCAmelCase									=				_LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)


