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import os | ||
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from kfp import dsl | ||
from kfp import compiler | ||
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# In tests, we install a KFP package from the PR under test. Users should not | ||
# normally need to specify `kfp_package_path` in their component definitions. | ||
_KFP_PACKAGE_PATH = os.getenv('KFP_PACKAGE_PATH') | ||
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@dsl.component(kfp_package_path=_KFP_PACKAGE_PATH) | ||
def hello_world(text: str) -> str: | ||
print(text) | ||
return text | ||
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@dsl.pipeline(name='hello-world', description='A simple intro pipeline') | ||
def pipeline_hello_world(text: str = 'hi there'): | ||
"""Pipeline that passes small pipeline parameter string to consumer op.""" | ||
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consume_task = hello_world( | ||
text=text) # Passing pipeline parameter as argument to consumer op | ||
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if __name__ == "__main__": | ||
# execute only if run as a script | ||
compiler.Compiler().compile( | ||
pipeline_func=pipeline_hello_world, | ||
package_path='hello_world_pipeline.json') |
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#!/bin/bash | ||
# | ||
# 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. | ||
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set -ex | ||
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pushd ./backend/src/v2/test | ||
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python3 -m pip install --upgrade pip | ||
python3 -m pip install -r ./requirements-sample-test.txt | ||
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popd | ||
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# The -u flag makes python output unbuffered, so that we can see real time log. | ||
# Reference: https://stackoverflow.com/a/107717 | ||
python3 -u ./hello/sample.py |
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import os | ||
import unittest | ||
from dataclasses import dataclass | ||
from pprint import pprint | ||
from typing import List | ||
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import kfp | ||
from kfp.dsl.graph_component import GraphComponent | ||
import hello_world | ||
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_MINUTE = 60 # seconds | ||
_DEFAULT_TIMEOUT = 5 * _MINUTE | ||
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@dataclass | ||
class TestCase: | ||
pipeline_func: GraphComponent | ||
timeout: int = _DEFAULT_TIMEOUT | ||
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class SampleTest(unittest.TestCase): | ||
_kfp_host_and_port = os.getenv('KFP_API_HOST_AND_PORT', 'http://localhost:8888') | ||
_kfp_ui_and_port = os.getenv('KFP_UI_HOST_AND_PORT', 'http://localhost:8080') | ||
_client = kfp.Client(host=_kfp_host_and_port, ui_host=_kfp_ui_and_port) | ||
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def test(self): | ||
# 只測試 hello_world 範例 | ||
test_case = TestCase(pipeline_func=hello_world.pipeline_hello_world) | ||
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# 直接執行測試案例 | ||
self.run_test_case(test_case.pipeline_func, test_case.timeout) | ||
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def run_test_case(self, pipeline_func: GraphComponent, timeout: int): | ||
# 執行指定的管道函數,並等待完成 | ||
with self.subTest(pipeline=pipeline_func, msg=pipeline_func.name): | ||
run_result = self._client.create_run_from_pipeline_func(pipeline_func=pipeline_func) | ||
run_response = run_result.wait_for_run_completion(timeout) | ||
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# 打印運行的詳細信息 | ||
pprint(run_response.run_details) | ||
print("Run details page URL:") | ||
print(f"{self._kfp_ui_and_port}/#/runs/details/{run_response.run_id}") | ||
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# 檢查運行狀態是否成功 | ||
self.assertEqual(run_response.state, "SUCCEEDED") | ||
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if __name__ == '__main__': | ||
unittest.main() |