

# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import os
from typing import List







def      snake_case__							(  lowerCAmelCase_,       lowerCAmelCase_     ):





     """simple docstring"""







     if name != "training_function" and name != "main":
          raise ValueError(F'Incorrect function name passed: {name}, choose either \'main\' or \'training_function\''     )
     SCREAMING_SNAKE_CASE 		=[], False
     for line in lines:
          if not found_start and F'def {name}' in line:
               SCREAMING_SNAKE_CASE 		=True
               good_lines.append(_lowerCamelCase     )
               continue
          if found_start:
               if name == "training_function" and "def main" in line:
                    return good_lines
               if name == "main" and "if __name__" in line:
                    return good_lines
               good_lines.append(_lowerCamelCase     )







def      snake_case__							(  lowerCAmelCase_     ):





     """simple docstring"""







     return [line for line in lines if not line.lstrip().startswith('#'     ) and line != "\n"]







def      snake_case__							(  lowerCAmelCase_,       lowerCAmelCase_,       lowerCAmelCase_,       lowerCAmelCase_ = None     ):





     """simple docstring"""







     with open(_lowerCamelCase,       'r'     ) as f:
          SCREAMING_SNAKE_CASE 		=f.readlines()
     with open(os.path.abspath(os.path.join('examples',       'nlp_example.py'     )     ),       'r'     ) as f:
          SCREAMING_SNAKE_CASE 		=f.readlines()
     with open(_lowerCamelCase,       'r'     ) as f:
          SCREAMING_SNAKE_CASE 		=f.readlines()
     if secondary_filename is not None:
          with open(_lowerCamelCase,       'r'     ) as f:
               SCREAMING_SNAKE_CASE 		=f.readlines()

    # This is our base, we remove all the code from here in our `full_filename` and `feature_filename` to find the new content
     if parser_only:
          SCREAMING_SNAKE_CASE 		=clean_lines(get_function_contents_by_name(_lowerCamelCase,       'main'     )     )
          SCREAMING_SNAKE_CASE 		=clean_lines(get_function_contents_by_name(_lowerCamelCase,       'main'     )     )
          SCREAMING_SNAKE_CASE 		=clean_lines(get_function_contents_by_name(_lowerCamelCase,       'main'     )     )
          if secondary_filename is not None:
               SCREAMING_SNAKE_CASE 		=clean_lines(get_function_contents_by_name(_lowerCamelCase,       'main'     )     )
     else:
          SCREAMING_SNAKE_CASE 		=clean_lines(get_function_contents_by_name(_lowerCamelCase,       'training_function'     )     )
          SCREAMING_SNAKE_CASE 		=clean_lines(get_function_contents_by_name(_lowerCamelCase,       'training_function'     )     )
          SCREAMING_SNAKE_CASE 		=clean_lines(get_function_contents_by_name(_lowerCamelCase,       'training_function'     )     )
          if secondary_filename is not None:
               SCREAMING_SNAKE_CASE 		=clean_lines(
                   get_function_contents_by_name(_lowerCamelCase,       'training_function'     )     )

     SCREAMING_SNAKE_CASE 		="train_dataloader, eval_dataloader = get_dataloaders(accelerator, batch_size)\n"

     # Specific code in our script that differs from the full version, aka what is new
     SCREAMING_SNAKE_CASE 		=[]
     SCREAMING_SNAKE_CASE 		=[]  # We keep track of the idxs just in case it's a repeated statement
     SCREAMING_SNAKE_CASE 		=iter(_lowerCamelCase     )
     for i in range(len(_lowerCamelCase     ) - 1     ):
          if i not in passed_idxs:
               SCREAMING_SNAKE_CASE 		=next(_lowerCamelCase     )
               if (line not in full_file_func) and (line.lstrip() != _dl_line):
                    if "TESTING_MOCKED_DATALOADERS" not in line:
                         new_feature_code.append(_lowerCamelCase     )
                         passed_idxs.append(_lowerCamelCase     )
                    else:
                         # Skip over the `config['num_epochs'] = 2` statement
                         SCREAMING_SNAKE_CASE 		=next(_lowerCamelCase     )

    # Extract out just the new parts from the full_file_training_func
     SCREAMING_SNAKE_CASE 		=[]
     SCREAMING_SNAKE_CASE 		=[]  # We keep track of the idxs just in case it's a repeated statement
     for i, line in enumerate(_lowerCamelCase     ):
          if i not in passed_idxs:
               if (line not in full_file_func) and (line.lstrip() != _dl_line):
                    if "TESTING_MOCKED_DATALOADERS" not in line:
                         new_full_example_parts.append(_lowerCamelCase     )
                         passed_idxs.append(_lowerCamelCase     )

    # Finally, get the overall diff
     SCREAMING_SNAKE_CASE 		=[line for line in new_feature_code if line not in new_full_example_parts]
     if secondary_filename is not None:
          SCREAMING_SNAKE_CASE 		=[line for line in full_file_contents if line not in secondary_file_func]
          SCREAMING_SNAKE_CASE 		=[line for line in diff_from_example if line not in diff_from_two]

     return diff_from_example


from .number_theory.prime_numbers import next_prime



class     snake_case_			:






   def __init__( self							:	Tuple      ,		lowercase_							:	int      ,		lowercase_							:	int | None = None      ,		lowercase_							:	float | None = None      ,		)   ->		None:
       lowercase__					:  Optional[Any]          =							size_table
       lowercase__					:  Tuple          =							[None] * self.size_table
       lowercase__					:  List[str]          =							0.75 if lim_charge is None else lim_charge
       lowercase__					:  Optional[Any]          =							1 if charge_factor is None else charge_factor
       lowercase__					:  list          =							[]
       lowercase__					:  dict          =							{}






   def  __UpperCamelCase	( self							:	List[Any]    )   ->		Optional[Any]:
       return self._keys






   def  __UpperCamelCase	( self							:	Any    )   ->		List[Any]:
       return sum(1 for slot in self.values if slot is not None    ) / (
           self.size_table * self.charge_factor
       )






   def  __UpperCamelCase	( self							:	int      ,		lowercase_							:	Union[str, Any]    )   ->		Dict:
       return key % self.size_table






   def  __UpperCamelCase	( self							:	Union[str, Any]      ,		lowercase_							:	Any    )   ->		List[str]:
       print(F'''step {step_ord}'''    )
       print(list(range(len(self.values    )    )    )    )
       print(self.values    )






   def  __UpperCamelCase	( self							:	Tuple      ,		lowercase_							:	List[Any]    )   ->		Union[str, Any]:
       lowercase__					:  Any          =							1
       lowercase__					:  Dict          =							values
       for value in values:
           self.insert_data(lowercase_    )
           self._step_by_step(lowercase_    )
           i += 1






   def  __UpperCamelCase	( self							:	Tuple      ,		lowercase_							:	Dict      ,		lowercase_							:	Optional[Any]    )   ->		Any:
       lowercase__					:  str          =							data
       lowercase__					:  List[str]          =							data






   def  __UpperCamelCase	( self							:	int      ,		lowercase_							:	Any      ,		lowercase_							:	int=None    )   ->		int:
       lowercase__					:  Dict          =							self.hash_function(key + 1    )

       while self.values[new_key] is not None and self.values[new_key] != key:
           if self.values.count(lowercase_    ) > 0:
               lowercase__					:  List[Any]          =							self.hash_function(new_key + 1    )
           else:
               lowercase__					:  List[str]          =							None
               break

       return new_key






   def  __UpperCamelCase	( self							:	Union[str, Any]    )   ->		Optional[int]:
       lowercase__					:  Tuple          =							[value for value in self.values if value is not None]
       lowercase__					:  Any          =							next_prime(self.size_table      ,		factor=2    )
       self._keys.clear()
       lowercase__					:  Tuple          =							[None] * self.size_table  # hell's pointers D: don't DRY ;/
       for value in survivor_values:
           self.insert_data(lowercase_    )







   def  __UpperCamelCase	( self							:	Dict      ,		lowercase_							:	Optional[int]    )   ->		int:
       lowercase__					:  List[str]          =							self.hash_function(lowercase_    )

       if self.values[key] is None:
           self._set_value(lowercase_      ,		lowercase_    )

       elif self.values[key] == data:
           pass

       else:
           lowercase__					:  List[Any]          =							self._collision_resolution(lowercase_      ,		lowercase_    )
           if collision_resolution is not None:
               self._set_value(lowercase_      ,		lowercase_    )
           else:
               self.rehashing()
               self.insert_data(lowercase_    )



