# 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 def random_failure_op(exit_codes: str): """A component that fails randomly.""" return components.load_component_from_text(""" name: random-failure description: random failure inputs: - {name: exitcode, type: String} implementation: container: image: python:alpine3.6 command: - python - -c args: - | import random; import sys; exit_code = random.choice([int(i) for i in sys.argv[1].split(",")]); \ print(exit_code); sys.exit(exit_code) - {inputValue: exitcode} """)(exitcode=exit_codes) @dsl.pipeline( name='retry-random-failures', description='The pipeline includes two steps which fail randomly. It shows how to use ContainerOp(...).set_retry(...).' ) def retry_sample_pipeline(): op1 = random_failure_op('0,1,2,3').set_retry(10) op2 = random_failure_op('0,1').set_retry(5) if __name__ == '__main__': from kfp_tekton.compiler import TektonCompiler TektonCompiler().compile(retry_sample_pipeline, __file__.replace('.py', '.yaml'))