text: # Copyright 2020 Google LLC
  #
  # 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 kfp.dsl as dsl
  import kfp
  
  
  @kfp.components.create_component_from_func
  def print_op(s: str):
      print(s)
  
  @dsl.pipeline(name='my-pipeline')
  def pipeline():
      loop_args = [{'A_a': 1, 'B_b': 2}, {'A_a': 10, 'B_b': 20}]
      with dsl.ParallelFor(loop_args, parallelism=10) as item:
          print_op(item)
          print_op(item.A_a)
          print_op(item.B_b)
  
  
  if __name__ == '__main__':
      kfp.compiler.Compiler().compile(pipeline, __file__ + '.yaml')
  