# 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. """Example demonstrating how to specify imagepullsecrets to access protected container registry. """ from kfp import dsl, components from kubernetes import client as k8s_client GET_FREQUENT_WORD_STR = """ name: get-frequent description: A get frequent word class representing a component in ML Pipelines inputs: - {name: message, type: String} outputs: - {name: word, type: String} implementation: container: image: python:3.6-jessie command: - sh - -c args: - | python -c "from collections import Counter; \ text = '$0'; print('Input: ' + text); words = Counter(text.split()); \ print(max(words, key=words.get))" \ | tee $1 - {inputValue: message} - {outputPath: word} """ get_frequent_word_op = components.load_component_from_text(GET_FREQUENT_WORD_STR) @dsl.pipeline( name='save-most-frequent', description='Get Most Frequent Word and Save to GCS' ) def imagepullsecrets_pipeline( message: str = "When flies fly behind flies, then flies are following flies."): """A pipeline function describing the orchestration of the workflow.""" counter = get_frequent_word_op(message=message) # Call set_image_pull_secrets after get_pipeline_conf(). dsl.get_pipeline_conf() \ .set_image_pull_secrets([k8s_client.V1ObjectReference(name="secretA")]) if __name__ == '__main__': from kfp_tekton.compiler import TektonCompiler TektonCompiler().compile(imagepullsecrets_pipeline, __file__.replace('.py', '.yaml'))