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#
# 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    UpperCAmelCase__	(  lowerCamelCase,      lowerCamelCase ):
  if name != "training_function" and name != "main":
    raise ValueError(F"Incorrect function name passed: {name}, choose either 'main' or 'training_function'" )
  lowercase						,     lowercase     :Dict   						=    [], False
  for line in lines:
    if not found_start and F"def {name}" in line:
      lowercase     :Union[str, Any]   						=    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    UpperCAmelCase__	(  lowerCamelCase ):
  return [line for line in lines if not line.lstrip().startswith("#" ) and line != "\n"]







def    UpperCAmelCase__	(  lowerCamelCase,      lowerCamelCase,      lowerCamelCase,      lowerCamelCase = None ):
  with open(lowerCamelCase,      "r" ) as f:
    lowercase     :Optional[Any]   						=    f.readlines()
  with open(os.path.abspath(os.path.join("examples",      "nlp_example.py" ) ),      "r" ) as f:
    lowercase     :str   						=    f.readlines()
  with open(lowerCamelCase,      "r" ) as f:
    lowercase     :List[str]   						=    f.readlines()
  if secondary_filename is not None:
    with open(lowerCamelCase,      "r" ) as f:
      lowercase     :Any   						=    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:
    lowercase     :Tuple   						=    clean_lines(get_function_contents_by_name(lowerCamelCase,      "main" ) )
    lowercase     :Optional[int]   						=    clean_lines(get_function_contents_by_name(lowerCamelCase,      "main" ) )
    lowercase     :Optional[int]   						=    clean_lines(get_function_contents_by_name(lowerCamelCase,      "main" ) )
    if secondary_filename is not None:
      lowercase     :Union[str, Any]   						=    clean_lines(get_function_contents_by_name(lowerCamelCase,      "main" ) )
  else:
    lowercase     :Dict   						=    clean_lines(get_function_contents_by_name(lowerCamelCase,      "training_function" ) )
    lowercase     :Union[str, Any]   						=    clean_lines(get_function_contents_by_name(lowerCamelCase,      "training_function" ) )
    lowercase     :Optional[int]   						=    clean_lines(get_function_contents_by_name(lowerCamelCase,      "training_function" ) )
    if secondary_filename is not None:
      lowercase     :int   						=    clean_lines(
          get_function_contents_by_name(lowerCamelCase,      "training_function" ) )

  lowercase     :Dict   						=    "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
  lowercase     :Optional[int]   						=    []
  lowercase     :int   						=    []  # We keep track of the idxs just in case it's a repeated statement
  lowercase     :Dict   						=    iter(lowerCamelCase )
  for i in range(len(lowerCamelCase ) - 1 ):
    if i not in passed_idxs:
      lowercase     :Optional[Any]   						=    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
          lowercase     :Optional[Any]   						=    next(lowerCamelCase )

    # Extract out just the new parts from the full_file_training_func
  lowercase     :Optional[int]   						=    []
  lowercase     :Optional[Any]   						=    []  # 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
  lowercase     :Tuple   						=    [line for line in new_feature_code if line not in new_full_example_parts]
  if secondary_filename is not None:
    lowercase     :Optional[Any]   						=    [line for line in full_file_contents if line not in secondary_file_func]
    lowercase     :List[Any]   						=    [line for line in diff_from_example if line not in diff_from_two]

  return diff_from_example









import os

from apache_beam.io.filesystems import FileSystems
from apache_beam.pipeline import Pipeline

from .logging import get_logger


_UpperCAmelCase						:    List[str]      =  2 << 20  # 2mb
_UpperCAmelCase						:    Optional[int]      =  get_logger(__name__)




class  __lowerCAmelCase							(				lowerCAmelCase):






       def        SCREAMING_SNAKE_CASE     ( self:       str					):
         lowercase     :str   						=    self._options.get_all_options().get("runner"					)
         return runner in [None, "DirectRunner", "PortableRunner"]







def    UpperCAmelCase__	(  lowerCamelCase,      lowerCamelCase,      lowerCamelCase=False ):
  lowercase     :str   						=    FileSystems
  if fs.exists(lowerCamelCase ):
    if force_upload:
      logger.info(F"Remote path already exist: {remote_file_path}. Overwriting it as force_upload=True." )
    else:
      logger.info(F"Remote path already exist: {remote_file_path}. Skipping it as force_upload=False." )
      return
  with fs.create(lowerCamelCase ) as remote_file:
    with open(lowerCamelCase,      "rb" ) as local_file:
      lowercase     :int   						=    local_file.read(lowerCamelCase )
      while chunk:
        remote_file.write(lowerCamelCase )
        lowercase     :List[Any]   						=    local_file.read(lowerCamelCase )







def    UpperCAmelCase__	(  lowerCamelCase,      lowerCamelCase,      lowerCamelCase=False ):
  lowercase     :Union[str, Any]   						=    FileSystems
  if os.path.exists(lowerCamelCase ):
    if force_download:
      logger.info(F"Local path already exist: {remote_file_path}. Overwriting it as force_upload=True." )
    else:
      logger.info(F"Local path already exist: {remote_file_path}. Skipping it as force_upload=False." )
      return
  with fs.open(lowerCamelCase ) as remote_file:
    with open(lowerCamelCase,      "wb" ) as local_file:
      lowercase     :Optional[Any]   						=    remote_file.read(lowerCamelCase )
      while chunk:
        local_file.write(lowerCamelCase )
        lowercase     :Dict   						=    remote_file.read(lowerCamelCase )



