# 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 from kfp import components def random_num(low: int, high: int) -> int: """Generate a random number between low and high.""" import random result = random.randint(low, high) print(result) return result def flip_coin() -> str: """Flip a coin and output heads or tails randomly.""" import random result = 'heads' if random.randint(0, 1) == 0 else 'tails' print(result) return result def print_msg(msg: str): """Print a message.""" print(msg) flip_coin_op = components.create_component_from_func( flip_coin, base_image='python:alpine3.6') print_op = components.create_component_from_func( print_msg, base_image='python:alpine3.6') random_num_op = components.create_component_from_func( random_num, base_image='python:alpine3.6') @dsl.pipeline( name='conditional-execution-pipeline', description='Shows how to use dsl.Condition().' ) def flipcoin_pipeline(): flip = flip_coin_op() with dsl.Condition(flip.output != 'hey'): random_num_head = random_num_op(6, 9) with dsl.Condition(random_num_head.output > 5): print_op('heads and %s > 5!' % random_num_head.output) if __name__ == '__main__': from kfp_tekton.compiler import TektonCompiler TektonCompiler().compile(flipcoin_pipeline, __file__.replace('.py', '.yaml'))