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# Copyright 2022 The Kubeflow Authors | ||
# | ||
# 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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from kfp import compiler | ||
from kfp import dsl | ||
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@dsl.component | ||
def add(a: float, b: float) -> float: | ||
return a + b | ||
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@dsl.pipeline(name='test-pipeline') | ||
def my_pipeline(a: float = 1, b: float = 7): | ||
add_task = add(a=a, b=b) | ||
add_task.set_retry( | ||
num_retries=3, | ||
backoff_duration='30s', | ||
backoff_factor=1.0, | ||
backoff_max_duration='3h', | ||
) | ||
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if __name__ == '__main__': | ||
compiler.Compiler().compile( | ||
pipeline_func=my_pipeline, | ||
package_path=__file__.replace('.py', '.yaml')) |
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sdk/python/kfp/compiler/test_data/pipeline_with_retry.yaml
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components: | ||
comp-add: | ||
executorLabel: exec-add | ||
inputDefinitions: | ||
parameters: | ||
a: | ||
parameterType: NUMBER_DOUBLE | ||
b: | ||
parameterType: NUMBER_DOUBLE | ||
outputDefinitions: | ||
parameters: | ||
Output: | ||
parameterType: NUMBER_DOUBLE | ||
deploymentSpec: | ||
executors: | ||
exec-add: | ||
container: | ||
args: | ||
- --executor_input | ||
- '{{$}}' | ||
- --function_to_execute | ||
- add | ||
command: | ||
- sh | ||
- -c | ||
- "\nif ! [ -x \"$(command -v pip)\" ]; then\n python3 -m ensurepip ||\ | ||
\ python3 -m ensurepip --user || apt-get install python3-pip\nfi\n\nPIP_DISABLE_PIP_VERSION_CHECK=1\ | ||
\ python3 -m pip install --quiet --no-warn-script-location 'kfp==2.0.0-alpha.5'\ | ||
\ && \"$0\" \"$@\"\n" | ||
- sh | ||
- -ec | ||
- 'program_path=$(mktemp -d) | ||
printf "%s" "$0" > "$program_path/ephemeral_component.py" | ||
python3 -m kfp.components.executor_main --component_module_path "$program_path/ephemeral_component.py" "$@" | ||
' | ||
- "\nimport kfp\nfrom kfp import dsl\nfrom kfp.dsl import *\nfrom typing import\ | ||
\ *\n\ndef add(a: float, b: float) -> float:\n return a + b\n\n" | ||
image: python:3.7 | ||
pipelineInfo: | ||
name: test-pipeline | ||
root: | ||
dag: | ||
tasks: | ||
add: | ||
cachingOptions: | ||
enableCache: true | ||
componentRef: | ||
name: comp-add | ||
inputs: | ||
parameters: | ||
a: | ||
componentInputParameter: a | ||
b: | ||
componentInputParameter: b | ||
retryPolicy: | ||
backoffDuration: 30s | ||
backoffFactor: 1.0 | ||
backoffMaxDuration: 3600s | ||
maxRetryCount: 3 | ||
taskInfo: | ||
name: add | ||
inputDefinitions: | ||
parameters: | ||
a: | ||
defaultValue: 1.0 | ||
parameterType: NUMBER_DOUBLE | ||
b: | ||
defaultValue: 7.0 | ||
parameterType: NUMBER_DOUBLE | ||
schemaVersion: 2.1.0 | ||
sdkVersion: kfp-2.0.0-alpha.5 |