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Add usage of volume mount example for Kubeflow pipeline. (#1044)
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* 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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kbthu committed Jun 27, 2023
1 parent cebf8db commit 2cfb7ee
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57 changes: 57 additions & 0 deletions pipelines-demo/dsl/data-passing.py
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# Copyright 2023 kbthu. All Rights Reserved.
#
# 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.

import kfp
from kfp import dsl
from kfp.components import func_to_container_op
from typing import NamedTuple


@func_to_container_op
def calculate_op(a: float, b: float) -> NamedTuple(
'MyOutputs',
[
('sum', float),
('product', float)
]):
return (a + b, a * b)


def echo_func(sum: float, product: float):
cop = dsl.ContainerOp(
name='echo_func',
image='bash:5.1',
command=['sh', '-c'],
arguments=['echo sum %s product %s | tee /out.txt' % (sum, product)],
file_outputs={'out': '/out.txt'},
)
cop.container.set_image_pull_policy('IfNotPresent')
return cop


@dsl.pipeline(
name='Kubeflow data passing example',
description='Demonstrate the data passing between Kubeflow funcs'
)
def data_passing(
a: dsl.PipelineParam(name='a', value=2),
b: dsl.PipelineParam(name='b', value=3)
):
result = calculate_op(a, b)
echo_func(result.outputs['sum'], result.outputs['product'])


if __name__ == '__main__':
import kfp.compiler as compiler
compiler.Compiler().compile(data_passing, __file__ + '.yaml')
32 changes: 32 additions & 0 deletions pipelines-demo/dsl/sidecar-example.py
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# Copyright 2023 kbthu. All Rights Reserved.
#
# 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.

import kfp
from kfp import dsl

@dsl.pipeline(
name='metric-test',
description='query metrics from promehteus')
def exec_pipeline():
op = dsl.ContainerOp(name='metrics-test',
image='kbthu/metrics-example:1.0.1',
command=['metrics'],
arguments=['pq', '-q', 'count(prometheus_target_interval_length_seconds)'],
)
op.container.set_image_pull_policy('IfNotPresent')
op.add_sidecar(dsl.Sidecar('prometheus', 'bitnami/prometheus:2.44.0', command='ls')
.set_image_pull_policy('IfNotPresent'))

if __name__ == '__main__':
kfp.compiler.Compiler().compile(exec_pipeline, __file__ + '.yaml')
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63 changes: 63 additions & 0 deletions pipelines-demo/volume/volume_example.py
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# Copyright 2023 kbthu. All Rights Reserved.
#
# 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.

import kfp
from kfp import dsl

def create_pv():
return dsl.VolumeOp(
name="create_pv",
resource_name="kfp-pvc",
size="1Gi",
modes=dsl.VOLUME_MODE_RWO
)


def generate_data(vol_name: str):
cop = dsl.ContainerOp(
name='generate_data',
image='bash:5.1',
command=['sh', '-c'],
arguments=['echo $(( $RANDOM % 10 + 1 )) | tee /mnt/out.txt']
)
cop.container.set_image_pull_policy('IfNotPresent')
cop.add_pvolumes({'/mnt': dsl.PipelineVolume(pvc=vol_name)})
return cop


def use_pre_data(vol_name: str):
cop = dsl.ContainerOp(
name='use_pre_data',
image='bash:5.1',
command=['sh', '-c'],
arguments=['tail /mnt/out.txt']
)
cop.container.set_image_pull_policy('IfNotPresent')
cop.add_pvolumes({'/mnt': dsl.PipelineVolume(pvc=vol_name)})
return cop


@dsl.pipeline(
name="Kubeflow volume example",
description="Demonstrate the use case of volume on Kubeflow pipeline."
)
def volume_example():
vop = create_pv()
cop = generate_data(vop.outputs["name"]).after(vop)
use_pre_data(vop.outputs["name"]).after(vop,cop)


if __name__ == "__main__":
import kfp.compiler as compiler
compiler.Compiler().compile(volume_example, __file__ + ".yaml")

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