mirror of https://github.com/kubeflow/examples.git
Add usage of volume mount example for Kubeflow pipeline. (#1044)
* Add flow control example of Kubeflow pipeline * Add volume example. * Upload runs graph. * Add data passing example of Kubeflow pipeline * Add sidecar example for Kubeflow pipeline.
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# Copyright 2023 kbthu. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import kfp
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from kfp import dsl
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from kfp.components import func_to_container_op
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from typing import NamedTuple
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@func_to_container_op
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def calculate_op(a: float, b: float) -> NamedTuple(
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'MyOutputs',
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[
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('sum', float),
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('product', float)
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]):
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return (a + b, a * b)
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def echo_func(sum: float, product: float):
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cop = dsl.ContainerOp(
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name='echo_func',
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image='bash:5.1',
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command=['sh', '-c'],
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arguments=['echo sum %s product %s | tee /out.txt' % (sum, product)],
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file_outputs={'out': '/out.txt'},
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)
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cop.container.set_image_pull_policy('IfNotPresent')
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return cop
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@dsl.pipeline(
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name='Kubeflow data passing example',
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description='Demonstrate the data passing between Kubeflow funcs'
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)
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def data_passing(
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a: dsl.PipelineParam(name='a', value=2),
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b: dsl.PipelineParam(name='b', value=3)
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):
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result = calculate_op(a, b)
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echo_func(result.outputs['sum'], result.outputs['product'])
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if __name__ == '__main__':
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import kfp.compiler as compiler
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compiler.Compiler().compile(data_passing, __file__ + '.yaml')
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# Copyright 2023 kbthu. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import kfp
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from kfp import dsl
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@dsl.pipeline(
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name='metric-test',
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description='query metrics from promehteus')
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def exec_pipeline():
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op = dsl.ContainerOp(name='metrics-test',
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image='kbthu/metrics-example:1.0.1',
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command=['metrics'],
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arguments=['pq', '-q', 'count(prometheus_target_interval_length_seconds)'],
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)
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op.container.set_image_pull_policy('IfNotPresent')
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op.add_sidecar(dsl.Sidecar('prometheus', 'bitnami/prometheus:2.44.0', command='ls')
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.set_image_pull_policy('IfNotPresent'))
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if __name__ == '__main__':
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kfp.compiler.Compiler().compile(exec_pipeline, __file__ + '.yaml')
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# Copyright 2023 kbthu. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import kfp
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from kfp import dsl
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def create_pv():
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return dsl.VolumeOp(
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name="create_pv",
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resource_name="kfp-pvc",
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size="1Gi",
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modes=dsl.VOLUME_MODE_RWO
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)
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def generate_data(vol_name: str):
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cop = dsl.ContainerOp(
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name='generate_data',
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image='bash:5.1',
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command=['sh', '-c'],
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arguments=['echo $(( $RANDOM % 10 + 1 )) | tee /mnt/out.txt']
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)
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cop.container.set_image_pull_policy('IfNotPresent')
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cop.add_pvolumes({'/mnt': dsl.PipelineVolume(pvc=vol_name)})
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return cop
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def use_pre_data(vol_name: str):
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cop = dsl.ContainerOp(
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name='use_pre_data',
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image='bash:5.1',
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command=['sh', '-c'],
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arguments=['tail /mnt/out.txt']
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)
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cop.container.set_image_pull_policy('IfNotPresent')
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cop.add_pvolumes({'/mnt': dsl.PipelineVolume(pvc=vol_name)})
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return cop
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@dsl.pipeline(
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name="Kubeflow volume example",
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description="Demonstrate the use case of volume on Kubeflow pipeline."
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)
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def volume_example():
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vop = create_pv()
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cop = generate_data(vop.outputs["name"]).after(vop)
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use_pre_data(vop.outputs["name"]).after(vop,cop)
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if __name__ == "__main__":
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import kfp.compiler as compiler
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compiler.Compiler().compile(volume_example, __file__ + ".yaml")
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