pipelines/component_sdk/python/tests/google/ml_engine/test__train.py

52 lines
1.8 KiB
Python

# Copyright 2018 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.
import mock
import unittest
from kfp_component.google.ml_engine import train
CREATE_JOB_MODULE = 'kfp_component.google.ml_engine._train'
@mock.patch(CREATE_JOB_MODULE + '.create_job')
class TestCreateTraingingJob(unittest.TestCase):
def test_train_succeed(self, mock_create_job):
train('proj-1', 'mock.module', ['gs://test/package'],
'region-1', args=['arg-1', 'arg-2'], job_dir='gs://test/job/dir',
training_input={
'runtimeVersion': '1.10',
'pythonVersion': '2.7'
}, job_id_prefix='job-', master_image_uri='tensorflow:latest',
worker_image_uri='debian:latest')
mock_create_job.assert_called_with('proj-1', {
'trainingInput': {
'pythonModule': 'mock.module',
'packageUris': ['gs://test/package'],
'region': 'region-1',
'args': ['arg-1', 'arg-2'],
'jobDir': 'gs://test/job/dir',
'runtimeVersion': '1.10',
'pythonVersion': '2.7',
'masterConfig': {
'imageUri': 'tensorflow:latest'
},
'workerConfig': {
'imageUri': 'debian:latest'
}
}
}, 'job-', 30)