# Copyright 2020 kubeflow.org # # 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. from kfp import dsl, components from kfp_tekton.compiler import TektonCompiler class Coder: def empty(self): return "" TektonCompiler._get_unique_id_code = Coder.empty def flip_coin_op(): """Flip a coin and output heads or tails randomly.""" return components.load_component_from_text(""" name: flip-coin description: flip coin outputs: - {name: output, type: String} implementation: container: image: python:alpine3.6 command: - sh - -c args: - | python -c "import random; result = 'heads' if random.randint(0,1) == 0 \ else 'tails'; print(result)" | tee $0 - {outputPath: output} """)() def print_op(msg): """Print a message.""" return components.load_component_from_text(""" name: print description: print msg inputs: - {name: msg, type: String} implementation: container: image: alpine:3.6 command: - echo - {inputValue: msg} """)(msg=msg) @dsl._component.graph_component def flip_component(flip_result: str, maxVal: int, my_pipe_param: int): with dsl.Condition(flip_result == 'heads'): print_flip = print_op(flip_result) flipA = flip_coin_op().after(print_flip) loop_args = [{'a': 1, 'b': 2}, {'a': 10, 'b': 20}] with dsl.ParallelFor(loop_args) as item: op1 = components.load_component_from_text(""" name: my-in-coop1 description: in coop1 inputs: - {name: input1, type: Integer} - {name: input2, type: Integer} implementation: container: image: library/bash:4.4.23 command: - sh - -c args: - | echo op1 $0 $1 - {inputValue: input1} - {inputValue: input2} """)(input1=item.a, input2=my_pipe_param) with dsl.ParallelFor([100, 200, 300]) as inner_item: op11 = components.load_component_from_text(""" name: my-inner-inner-coop description: my inner inner coop inputs: - {name: input1, type: Integer} - {name: input2, type: Integer} - {name: input3, type: Integer} implementation: container: image: library/bash:4.4.23 command: - sh - -c args: - | echo op1 $0 $1 $2 - {inputValue: input1} - {inputValue: input2} - {inputValue: input3} """)(input1=item.a, input2=inner_item, input3=my_pipe_param) op2 = components.load_component_from_text(""" name: my-in-coop2 description: my in coop2 inputs: - {name: input1, type: Integer} implementation: container: image: library/bash:4.4.23 command: - sh - -c args: - | echo op2 $0 - {inputValue: input1} """)(input1=item.b) flip_component(flipA.output, maxVal, my_pipe_param) @dsl.pipeline( name='loop-in-recursion-pipeline', description='shows how to use graph_component and recursion.' ) def flipcoin(maxVal: int = 12, my_pipe_param: int = 10): flip_out = flip_coin_op() flip_loop = flip_component(flip_out.outputs['output'], maxVal, my_pipe_param) print_op('cool, it is over. %s' % flip_out.outputs['output']).after(flip_loop) if __name__ == '__main__': TektonCompiler().compile(flipcoin, __file__.replace('.py', '.yaml'))