# Copyright 2021 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: str): """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.pipeline( name='nested-recursion-pipeline', description='shows how to use graph_component and nested recursion.' ) def flipcoin(maxVal: int = 12): @dsl._component.graph_component def flip_component(flip_result, maxVal): @dsl._component.graph_component def flip_component_b(flip_result_b, maxVal_b): with dsl.Condition(flip_result_b == 'heads'): print_flip_b = print_op(flip_result_b) flipB = flip_coin_op().after(print_flip_b) flip_component_b(flipB.output, maxVal_b) with dsl.Condition(flip_result == 'heads'): flip_component_b(flip_result, maxVal) with dsl.Condition(flip_result == 'tails'): print_flip = print_op(flip_result) flipA = flip_coin_op().after(print_flip) flip_component(flipA.output, maxVal) flip_out = flip_coin_op() flip_loop = flip_component(flip_out.output, maxVal) print_op('cool, it is over. %s' % flip_out.output).after(flip_loop) if __name__ == '__main__': from kfp_tekton.compiler import TektonCompiler as Compiler # For Argo, uncomment the line below # from kfp.compiler import Compiler Compiler().compile(flipcoin, __file__.replace('.py', '.yaml'))