164 lines
5.9 KiB
Python
164 lines
5.9 KiB
Python
# Copyright 2023 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 dataclasses
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import json
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import os
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import re
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import shutil
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import subprocess
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import tempfile
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from typing import Any, Dict
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from absl.testing import parameterized
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import yaml
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TEST_DATA_DIR = os.path.join(os.path.dirname(__file__), 'test_data')
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@dataclasses.dataclass
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class RuntimeTestConfig:
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pipeline_file_relpath: str
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executor_name: str
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executor_input: Dict[str, Any]
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TEST_CONFIGS = [
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RuntimeTestConfig(
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pipeline_file_relpath=os.path.join(
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TEST_DATA_DIR, 'pipeline_with_task_final_status.yaml'),
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executor_name='exec-print-op',
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executor_input={
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'inputs': {
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'parameterValues': {
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'message': 'Hello World!'
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},
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'parameters': {
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'message': {
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'stringValue': 'Hello World!'
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}
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}
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},
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'outputs': {
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'outputFile':
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'/gcs/cjmccarthy-kfp-default-bucket/271009669852/pipeline-with-task-final-status-07-14-2023-18-50-32/print-op_-9063136771365142528/executor_output.json'
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}
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},
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),
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RuntimeTestConfig(
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pipeline_file_relpath=os.path.join(
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TEST_DATA_DIR, 'pipeline_with_task_final_status.yaml'),
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executor_name='exec-exit-op',
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executor_input={
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'inputs': {
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'parameterValues': {
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'status': {
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'error': {
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'code':
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9,
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'message':
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'The DAG failed because some tasks failed. The failed tasks are: [print-op, fail-op].'
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},
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'pipelineJobResourceName':
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'projects/271009669852/locations/us-central1/pipelineJobs/pipeline-with-task-final-status-07-14-2023-19-07-11',
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'pipelineTaskName':
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'my-pipeline',
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'state':
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'FAILED'
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},
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'user_input': 'Hello World!'
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},
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'parameters': {
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'status': {
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'stringValue':
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"{\"error\":{\"code\":9,\"message\":\"The DAG failed because some tasks failed. The failed tasks are: [print-op, fail-op].\"},\"pipelineJobResourceName\":\"projects/271009669852/locations/us-central1/pipelineJobs/pipeline-with-task-final-status-07-14-2023-19-07-11\",\"pipelineTaskName\":\"my-pipeline\",\"state\":\"FAILED\"}"
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},
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'user_input': {
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'stringValue': 'Hello World!'
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}
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}
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},
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'outputs': {
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'outputFile':
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'/gcs/cjmccarthy-kfp-default-bucket/271009669852/pipeline-with-task-final-status-07-14-2023-19-07-11/exit-op_-6100894116462198784/executor_output.json'
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}
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},
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)
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]
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PULL_NUMBER = None
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def run_commands_and_args(
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config: RuntimeTestConfig,
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temp_dir: str,
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) -> subprocess.CompletedProcess:
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with open(config.pipeline_file_relpath) as f:
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pipline_spec_dict = yaml.safe_load(f)
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container = pipline_spec_dict['deploymentSpec']['executors'][
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config.executor_name]['container']
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command_and_args = container['command'] + container['args']
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# https://docs.prow.k8s.io/docs/jobs/#job-environment-variables
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# pip install from source in a container via a subprocess causes many
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# permissions issue
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# resolving by modifying the commands/args changes the commands/args
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# so much that it renders the test less valuable, since the
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# commands/args resemble the true runtime commands/args less well
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# prefer the less invasive approach of installing from a PR
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global PULL_NUMBER
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if PULL_NUMBER is None:
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if 'PULL_NUMBER' in os.environ:
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PULL_NUMBER = os.environ['PULL_NUMBER']
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else:
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PULL_NUMBER = input(
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"Please provide the PR number for the kubeflow/pipelines PR that contains the changes you'd like to test:"
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)
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kfp_package_path = f'git+https://github.com/kubeflow/pipelines.git@refs/pull/{PULL_NUMBER}/merge#subdirectory=sdk/python'
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command_and_args = [
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re.sub(r"'kfp==(\d+).(\d+).(\d+)(-[a-z]+.\d+)?'", kfp_package_path,
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cmd) for cmd in command_and_args
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]
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executor_input_json = json.dumps(config.executor_input).replace(
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'/gcs/', temp_dir)
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command_and_args = [
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v.replace('{{$}}', executor_input_json) for v in command_and_args
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]
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return subprocess.run(
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command_and_args,
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE,
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text=True,
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)
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class TestRuntime(parameterized.TestCase):
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@classmethod
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def setUp(cls):
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cls.temp_dir = tempfile.mkdtemp()
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@classmethod
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def tearDown(cls):
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shutil.rmtree(cls.temp_dir)
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@parameterized.parameters(TEST_CONFIGS)
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def test(self, config: RuntimeTestConfig):
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process = run_commands_and_args(
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config=config,
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temp_dir=self.temp_dir,
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)
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self.assertEqual(process.returncode, 0, process.stderr)
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