pipelines/sdk/python/kfp/v2/dsl/container_op_test.py

73 lines
2.4 KiB
Python

# Copyright 2020 Google LLC
#
# 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.
"""Tests for kfp.v2.dsl.container_op"""
import unittest
from kfp.v2.dsl import container_op
from kfp.pipeline_spec import pipeline_spec_pb2
from google.protobuf import text_format
from google.protobuf import json_format
_EXPECTED_CONTAINER_WITH_RESOURCE = """
resources {
cpu_limit: 1.0
memory_limit: 1.0
accelerator {
type: 'NVIDIA_TESLA_K80'
count: 1
}
}
"""
# Shorthand for PipelineContainerSpec
_PipelineContainerSpec = pipeline_spec_pb2.PipelineDeploymentConfig.PipelineContainerSpec
class ContainerOpTest(unittest.TestCase):
def test_illegal_resource_setter_fail(self):
task = container_op.ContainerOp(name='test_task', image='python:3.7')
with self.assertRaisesRegex(TypeError, 'ContainerOp.container_spec '
'is expected to be'):
task.set_cpu_limit('1')
def test_illegal_label_fail(self):
task = container_op.ContainerOp(name='test_task', image='python:3.7')
task.container_spec = _PipelineContainerSpec()
with self.assertRaisesRegex(
ValueError, 'Currently add_node_selector_constraint only supports'):
task.add_node_selector_constraint('cloud.google.com/test-label',
'test-value')
def test_chained_call_resource_setter(self):
task = container_op.ContainerOp(name='test_task', image='python:3.7')
task.container_spec = _PipelineContainerSpec()
(task.
set_cpu_limit('1').
set_memory_limit('1G').
add_node_selector_constraint(
'cloud.google.com/gke-accelerator',
'nvidia-tesla-k80').
set_gpu_limit(1))
expected_container_spec = text_format.Parse(
_EXPECTED_CONTAINER_WITH_RESOURCE, _PipelineContainerSpec())
self.assertDictEqual(json_format.MessageToDict(task.container_spec),
json_format.MessageToDict(expected_container_spec))
if __name__ == '__main__':
unittest.main()