pipelines/samples/test/lightweight_python_function...

60 lines
1.9 KiB
Python

# Copyright 2021 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.
from pprint import pprint
import unittest
import kfp.deprecated as kfp
import kfp_server_api
import os
from minio import Minio
from .lightweight_python_functions_v2_with_outputs import pipeline
from kfp.samples.test.utils import KfpMlmdClient, run_pipeline_func, TestCase
def verify(run: kfp_server_api.ApiRun, mlmd_connection_config, **kwargs):
t = unittest.TestCase()
t.maxDiff = None # we always want to see full diff
t.assertEqual(run.status, 'Succeeded')
client = KfpMlmdClient(mlmd_connection_config=mlmd_connection_config)
tasks = client.get_tasks(run_id=run.id)
pprint(tasks)
output_artifact = tasks['output-artifact']
output = [
a for a in output_artifact.outputs.artifacts if a.name == 'Output'
][0]
pprint(output)
host = os.environ['MINIO_SERVICE_SERVICE_HOST']
port = os.environ['MINIO_SERVICE_SERVICE_PORT']
minio = Minio(
f'{host}:{port}',
access_key='minio',
secret_key='minio123',
secure=False)
bucket, key = output.uri[len('minio://'):].split('/', 1)
print(f'bucket={bucket} key={key}')
response = minio.get_object(bucket, key)
data = response.read().decode('UTF-8')
t.assertEqual(data, 'firstsecond\nfirstsecond\nfirstsecond')
run_pipeline_func([
TestCase(
pipeline_func=pipeline,
mode=kfp.dsl.PipelineExecutionMode.V2_ENGINE,
),
])