pipelines/sdk/python/tests/dsl/container_op_tests.py

126 lines
5.2 KiB
Python

# Copyright 2018-2019 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.
import unittest
from kubernetes.client.models import V1EnvVar, V1VolumeMount
import kfp
from kfp.dsl import ContainerOp, UserContainer, Sidecar, PipelineVolume
class TestContainerOp(unittest.TestCase):
def test_basic(self):
"""Test basic usage."""
def my_pipeline(param1, param2):
op1 = (
ContainerOp(
name='op1',
image='image',
arguments=['%s hello %s %s' % (param1, param2, param1)],
init_containers=[
UserContainer(
name='initcontainer0', image='initimage0')
],
sidecars=[Sidecar(name='sidecar0', image='image0')],
container_kwargs={
'env': [V1EnvVar(name='env1', value='value1')]
},
file_outputs={
'out1': '/tmp/b'
}).add_init_container(
UserContainer(
name='initcontainer1',
image='initimage1')).add_init_container(
UserContainer(
name='initcontainer2',
image='initimage2')).add_sidecar(
Sidecar(
name='sidecar1',
image='image1')).add_sidecar(
Sidecar(
name='sidecar2',
image='image2')))
self.assertCountEqual([x.name for x in op1.inputs],
['param1', 'param2'])
self.assertCountEqual(list(op1.outputs.keys()), ['out1'])
self.assertCountEqual([x.op_name for x in op1.outputs.values()],
[op1.name])
self.assertEqual(op1.output.name, 'out1')
self.assertCountEqual(
[init_container.name for init_container in op1.init_containers],
['initcontainer0', 'initcontainer1', 'initcontainer2'])
self.assertCountEqual([
init_container.image for init_container in op1.init_containers
], ['initimage0', 'initimage1', 'initimage2'])
self.assertCountEqual([sidecar.name for sidecar in op1.sidecars],
['sidecar0', 'sidecar1', 'sidecar2'])
self.assertCountEqual([sidecar.image for sidecar in op1.sidecars],
['image0', 'image1', 'image2'])
self.assertCountEqual([env.name for env in op1.container.env],
['env1'])
kfp.compiler.Compiler()._compile(my_pipeline)
def test_after_op(self):
"""Test duplicate ops."""
op1 = ContainerOp(name='op1', image='image')
op2 = ContainerOp(name='op2', image='image')
op2.after(op1)
self.assertCountEqual(op2.dependent_names, [op1.name])
def test_deprecation_warnings(self):
"""Test deprecation warnings."""
op = ContainerOp(name='op1', image='image')
with self.assertWarns(PendingDeprecationWarning):
op.env_variables = [V1EnvVar(name="foo", value="bar")]
with self.assertWarns(PendingDeprecationWarning):
op.image = 'image2'
with self.assertWarns(PendingDeprecationWarning):
op.set_memory_request('10M')
with self.assertWarns(PendingDeprecationWarning):
op.set_memory_limit('10M')
with self.assertWarns(PendingDeprecationWarning):
op.set_cpu_request('100m')
with self.assertWarns(PendingDeprecationWarning):
op.set_cpu_limit('1')
with self.assertWarns(PendingDeprecationWarning):
op.set_gpu_limit('1')
with self.assertWarns(PendingDeprecationWarning):
op.add_env_variable(V1EnvVar(name="foo", value="bar"))
with self.assertWarns(PendingDeprecationWarning):
op.add_volume_mount(
V1VolumeMount(
mount_path='/secret/gcp-credentials',
name='gcp-credentials'))
def test_add_pvolumes(self):
pvolume = PipelineVolume(pvc='test')
op = ContainerOp(name='op1', image='image', pvolumes={'/mnt': pvolume})
self.assertEqual(pvolume.dependent_names, [])
self.assertEqual(op.pvolume.dependent_names, [op.name])
self.assertEqual(op.volumes[0].dependent_names, [op.name])