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Add support for pulling the image secret (kubeflow#88)
* initial code * address comments * address comments * generate service account name based on pipelinerun name * re-generate the yaml
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# 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. | ||
"""Toy example demonstrating how to specify imagepullsecrets to access protected | ||
container registry. | ||
""" | ||
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import kfp | ||
import kfp.dsl as dsl | ||
from kubernetes import client as k8s_client | ||
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class GetFrequentWordOp(dsl.ContainerOp): | ||
"""A get frequent word class representing a component in ML Pipelines. | ||
The class provides a nice interface to users by hiding details such as container, | ||
command, arguments. | ||
""" | ||
def __init__(self, name, message): | ||
"""Args: | ||
name: An identifier of the step which needs to be unique within a pipeline. | ||
message: a dsl.PipelineParam object representing an input message. | ||
""" | ||
super(GetFrequentWordOp, self).__init__( | ||
name=name, | ||
image='python:3.5-jessie', | ||
command=['sh', '-c'], | ||
arguments=['python -c "from collections import Counter; ' | ||
'words = Counter(\'%s\'.split()); print(max(words, key=words.get))" ' | ||
'| tee /tmp/message.txt' % message], | ||
file_outputs={'word': '/tmp/message.txt'}) | ||
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@dsl.pipeline( | ||
name='Save Most Frequent', | ||
description='Get Most Frequent Word and Save to GCS' | ||
) | ||
# def save_most_frequent_word(message: str): | ||
def imagepullsecrets_pipeline(message="This is testing"): | ||
"""A pipeline function describing the orchestration of the workflow.""" | ||
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counter = GetFrequentWordOp( | ||
name='get-Frequent', | ||
message=message) | ||
# Call set_image_pull_secrets after get_pipeline_conf(). | ||
dsl.get_pipeline_conf()\ | ||
.set_image_pull_secrets([k8s_client.V1ObjectReference(name="secretA")]) | ||
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if __name__ == '__main__': | ||
# don't use top-level import of TektonCompiler to prevent monkey-patching KFP compiler when using KFP's dsl-compile | ||
from kfp_tekton.compiler import TektonCompiler | ||
TektonCompiler().compile(imagepullsecrets_pipeline, __file__.replace('.py', '.yaml'), generate_pipelinerun=True) |
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# 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. | ||
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apiVersion: tekton.dev/v1beta1 | ||
kind: Task | ||
metadata: | ||
name: get-frequent | ||
spec: | ||
params: | ||
- name: message | ||
results: | ||
- description: /tmp/message.txt | ||
name: word | ||
steps: | ||
- args: | ||
- python -c "from collections import Counter; words = Counter('$(inputs.params.message)'.split()); | ||
print(max(words, key=words.get))" | tee $(results.word.path) | ||
command: | ||
- sh | ||
- -c | ||
image: python:3.5-jessie | ||
name: get-frequent | ||
--- | ||
apiVersion: tekton.dev/v1beta1 | ||
kind: Pipeline | ||
metadata: | ||
annotations: | ||
pipelines.kubeflow.org/pipeline_spec: '{"description": "Get Most Frequent Word | ||
and Save to GCS", "inputs": [{"default": "This is testing", "name": "message", | ||
"optional": true}], "name": "Save Most Frequent"}' | ||
name: save-most-frequent | ||
spec: | ||
params: | ||
- default: This is testing | ||
name: message | ||
tasks: | ||
- name: get-frequent | ||
params: | ||
- name: message | ||
value: $(params.message) | ||
taskRef: | ||
name: get-frequent | ||
--- | ||
apiVersion: v1 | ||
imagePullSecrets: | ||
- name: secretA | ||
kind: ServiceAccount | ||
metadata: | ||
name: save-most-frequent-run-sa | ||
--- | ||
apiVersion: tekton.dev/v1beta1 | ||
kind: PipelineRun | ||
metadata: | ||
name: save-most-frequent-run | ||
spec: | ||
params: | ||
- name: message | ||
value: This is testing | ||
pipelineRef: | ||
name: save-most-frequent | ||
serviceAccountName: save-most-frequent-run-sa |