import time
import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_torch, torch_device

from ..test_modeling_common import ids_tensor


if is_torch_available():
  import torch

  from transformers.generation import (
      MaxLengthCriteria,
      MaxNewTokensCriteria,
      MaxTimeCriteria,
      StoppingCriteriaList,
      validate_stopping_criteria,
  )




@require_torch
class  __magic_name__  (		unittest.TestCase    ):





   """simple docstring"""




   def   lowerCAmelCase						(	self					:  Union[str, Any]		,  _lowercase					:  str							):



    """simple docstring"""



    _UpperCamelCase:     str							= 3
    _UpperCamelCase:     int							= 250

    _UpperCamelCase:     List[Any]							= ids_tensor((batch_size, length)		,  _lowercase							)
    _UpperCamelCase:     Dict							= torch.ones((batch_size, length)		,  device=_lowercase		,  dtype=torch.float							) / length
    return input_ids, scores



   def   lowerCAmelCase						(	self					:  Optional[Any]							):



    """simple docstring"""



    _UpperCamelCase	,							_UpperCamelCase:     Optional[int]							= self._get_tensors(5							)

    _UpperCamelCase:     Union[str, Any]							= StoppingCriteriaList(
        [
            MaxLengthCriteria(max_length=10							),
            MaxTimeCriteria(max_time=0.1							),
        ]							)

    self.assertFalse(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase	,							_UpperCamelCase:     Optional[int]							= self._get_tensors(9							)
    self.assertFalse(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase	,							_UpperCamelCase:     Tuple							= self._get_tensors(10							)
    self.assertTrue(criteria(_lowercase		,  _lowercase							)							)



   def   lowerCAmelCase						(	self					:  List[str]							):



    """simple docstring"""



    _UpperCamelCase:     List[Any]							= MaxLengthCriteria(max_length=10							)

    _UpperCamelCase	,							_UpperCamelCase:     List[Any]							= self._get_tensors(5							)
    self.assertFalse(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase	,							_UpperCamelCase:     int							= self._get_tensors(9							)
    self.assertFalse(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase	,							_UpperCamelCase:     Dict							= self._get_tensors(10							)
    self.assertTrue(criteria(_lowercase		,  _lowercase							)							)



   def   lowerCAmelCase						(	self					:  Optional[int]							):



    """simple docstring"""



    _UpperCamelCase:     Union[str, Any]							= MaxNewTokensCriteria(start_length=5		,  max_new_tokens=5							)

    _UpperCamelCase	,							_UpperCamelCase:     Union[str, Any]							= self._get_tensors(5							)
    self.assertFalse(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase	,							_UpperCamelCase:     List[str]							= self._get_tensors(9							)
    self.assertFalse(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase	,							_UpperCamelCase:     Optional[int]							= self._get_tensors(10							)
    self.assertTrue(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase:     Optional[Any]							= StoppingCriteriaList([criteria]							)
    self.assertEqual(criteria_list.max_length		,  10							)



   def   lowerCAmelCase						(	self					:  Optional[int]							):



    """simple docstring"""



    _UpperCamelCase	,							_UpperCamelCase:     Optional[Any]							= self._get_tensors(5							)

    _UpperCamelCase:     Union[str, Any]							= MaxTimeCriteria(max_time=0.1							)
    self.assertFalse(criteria(_lowercase		,  _lowercase							)							)

    _UpperCamelCase:     List[Any]							= MaxTimeCriteria(max_time=0.1		,  initial_timestamp=time.time() - 0.2							)
    self.assertTrue(criteria(_lowercase		,  _lowercase							)							)



   def   lowerCAmelCase						(	self					:  Any							):



    """simple docstring"""



    validate_stopping_criteria(StoppingCriteriaList([MaxLengthCriteria(10							)]							)		,  10							)

    with self.assertWarns(_lowercase							):
     validate_stopping_criteria(StoppingCriteriaList([MaxLengthCriteria(10							)]							)		,  11							)

    _UpperCamelCase:     int							= validate_stopping_criteria(StoppingCriteriaList()		,  11							)

    self.assertEqual(len(_lowercase							)		,  1							)
from __future__ import annotations




def       lowerCAmelCase_     (		lowercase:							int = 4		)    ->				list[list[int]]:







 '''simple docstring'''
 _UpperCamelCase:     Dict							= abs(lowercase		) or 4
 return [[1 + x + y * row_size for x in range(lowercase		)] for y in range(lowercase		)]




def       lowerCAmelCase_     (		lowercase:							list[list[int]]		)    ->				list[list[int]]:







 '''simple docstring'''
 return reverse_row(transpose(lowercase		)		)
 # OR.. transpose(reverse_column(matrix))




def       lowerCAmelCase_     (		lowercase:							list[list[int]]		)    ->				list[list[int]]:







 '''simple docstring'''
 return reverse_row(reverse_column(lowercase		)		)
 # OR.. reverse_column(reverse_row(matrix))




def       lowerCAmelCase_     (		lowercase:							list[list[int]]		)    ->				list[list[int]]:







 '''simple docstring'''
 return reverse_column(transpose(lowercase		)		)
 # OR.. transpose(reverse_row(matrix))




def       lowerCAmelCase_     (		lowercase:							list[list[int]]		)    ->				list[list[int]]:







 '''simple docstring'''
 _UpperCamelCase:     int							= [list(lowercase		) for x in zip(*lowercase		)]
 return matrix




def       lowerCAmelCase_     (		lowercase:							list[list[int]]		)    ->				list[list[int]]:







 '''simple docstring'''
 _UpperCamelCase:     str							= matrix[::-1]
 return matrix




def       lowerCAmelCase_     (		lowercase:							list[list[int]]		)    ->				list[list[int]]:







 '''simple docstring'''
 _UpperCamelCase:     str							= [x[::-1] for x in matrix]
 return matrix




def       lowerCAmelCase_     (		lowercase:							list[list[int]]		)    ->				None:







 '''simple docstring'''
 for i in matrix:
  print(*lowercase		)


if __name__ == "__main__":
  UpperCAmelCase_			    =							make_matrix()
  print('''\norigin:\n''')
  print_matrix(matrix)
  print('''\nrotate 90 counterclockwise:\n''')
  print_matrix(rotate_aa(matrix))

  UpperCAmelCase_			    =							make_matrix()
  print('''\norigin:\n''')
  print_matrix(matrix)
  print('''\nrotate 180:\n''')
  print_matrix(rotate_aaa(matrix))

  UpperCAmelCase_			    =							make_matrix()
  print('''\norigin:\n''')
  print_matrix(matrix)
  print('''\nrotate 270 counterclockwise:\n''')
  print_matrix(rotate_aaa(matrix))