63 lines
2.1 KiB
Python
63 lines
2.1 KiB
Python
# Copyright 2018 The Kubeflow Authors
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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.dsl as dsl
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from kfp.dsl import _for_loop
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@dsl.pipeline(name='my-pipeline')
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def pipeline(loopidy_doop: dict = [{'a': 1, 'b': 2}, {'a': 10, 'b': 20}]):
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op0 = dsl.ContainerOp(
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name="my-out-cop0",
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image='python:alpine3.6',
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command=["sh", "-c"],
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arguments=[
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'python -c "import json; import sys; json.dump([i for i in range(20, 31)], open(\'/tmp/out.json\', \'w\'))"'
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],
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file_outputs={'out': '/tmp/out.json'},
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)
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with dsl.ParallelFor(loopidy_doop) as item:
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op1 = dsl.ContainerOp(
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name="my-in-cop1",
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image="library/bash:4.4.23",
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command=["sh", "-c"],
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arguments=["echo no output global op1, item.a: %s" % item.a],
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).after(op0)
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op_out = dsl.ContainerOp(
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name="my-out-cop2",
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image="library/bash:4.4.23",
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command=["sh", "-c"],
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arguments=["echo no output global op2, outp: %s" % op0.output],
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)
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if __name__ == '__main__':
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from kfp import compiler
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import kfp
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import time
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client = kfp.Client(host='127.0.0.1:8080/pipeline')
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print(compiler.Compiler().compile(pipeline, package_path=None))
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pkg_path = '/tmp/witest_pkg.tar.gz'
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compiler.Compiler().compile(pipeline, package_path=pkg_path)
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exp = client.create_experiment('withparams_exp')
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client.run_pipeline(
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experiment_id=exp.id,
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job_name='withparam_global_dict_{}'.format(time.time()),
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pipeline_package_path=pkg_path,
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params={},
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)
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