pipelines/sdk/python/kfp/local/placeholder_utils_test.py

379 lines
13 KiB
Python

# Copyright 2023 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.
"""Tests for placeholder_utils.py."""
import json
from typing import List, Optional
import unittest
from absl.testing import parameterized
from google.protobuf import json_format
from kfp.local import placeholder_utils
from kfp.pipeline_spec import pipeline_spec_pb2
executor_input = pipeline_spec_pb2.ExecutorInput()
json_format.ParseDict(
{
'inputs': {
'parameterValues': {
'boolean': False,
'dictionary': {
'foo': 'bar'
},
}
},
'outputs': {
'parameters': {
'Output': {
'outputFile':
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/Output'
}
},
'artifacts': {
'out_a': {
'artifacts': [{
'name':
'out_a',
'type': {
'schemaTitle': 'system.Dataset',
'schemaVersion': '0.0.1'
},
'uri':
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/out_a',
'metadata': {
'foo': {
'bar': 'baz'
}
}
}]
}
},
'outputFile':
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/executor_output.json'
}
}, executor_input)
EXECUTOR_INPUT_DICT = json_format.MessageToDict(executor_input)
class TestReplacePlaceholders(unittest.TestCase):
# most of the logic is tested in TestReplacePlaceholderForElement, so this is just a basic test to invoke the code and make sure the placeholder resolution is applied correctly to every element in the list
def test(self):
full_command = [
'echo',
'something before the placeholder {{$}}',
'something else',
'{{$.outputs.output_file}}',
]
actual = placeholder_utils.replace_placeholders(
full_command=full_command,
executor_input_dict=EXECUTOR_INPUT_DICT,
pipeline_resource_name='my-pipeline-2023-10-10-13-32-59-420710',
task_resource_name='comp',
pipeline_root='/foo/bar/my-pipeline-2023-10-10-13-32-59-420710',
)
expected = [
'echo',
f'something before the placeholder {json.dumps(EXECUTOR_INPUT_DICT)}',
'something else',
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/executor_output.json',
]
self.assertEqual(actual, expected)
class TestResolveIndividualPlaceholder(parameterized.TestCase):
# TODO: consider supporting JSON escape
# TODO: update when input artifact constants supported
# TODO: update when output lists of artifacts are supported
@parameterized.parameters([
(
'{{$}}',
json.dumps(EXECUTOR_INPUT_DICT),
),
(
'{{$.outputs.output_file}}',
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/executor_output.json',
),
(
'{{$.outputMetadataUri}}',
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/executor_output.json',
),
(
'{{$.pipeline_job_name}}',
'my-pipeline-2023-10-10-13-32-59-420710',
),
(
'{{$.pipeline_job_uuid}}',
'123456789',
),
(
'{{$.pipeline_task_name}}',
'comp',
),
(
'{{$.pipeline_task_uuid}}',
'987654321',
),
(
'{{$.pipeline_root}}',
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710',
),
])
def test_constant_placeholders(self, element: str, expected: str):
actual = placeholder_utils.resolve_individual_placeholder(
element=element,
executor_input_dict=EXECUTOR_INPUT_DICT,
pipeline_resource_name='my-pipeline-2023-10-10-13-32-59-420710',
task_resource_name='comp',
pipeline_root='/foo/bar/my-pipeline-2023-10-10-13-32-59-420710',
pipeline_job_id='123456789',
pipeline_task_id='987654321',
)
self.assertEqual(actual, expected)
@parameterized.parameters([
(
'{{$}}invalidjson',
json.dumps(EXECUTOR_INPUT_DICT) + 'invalidjson',
),
(
'{{$.pipeline_job_name}}/{{$.pipeline_task_name}}',
'my-pipeline-2023-10-10-13-32-59-420710/comp',
),
(
'{{$.pipeline_root}}/foo/bar',
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/foo/bar',
),
])
def test_concatenated_placeholders_resolve(self, element: str,
expected: str):
actual = placeholder_utils.resolve_individual_placeholder(
element=element,
executor_input_dict=EXECUTOR_INPUT_DICT,
pipeline_resource_name='my-pipeline-2023-10-10-13-32-59-420710',
task_resource_name='comp',
pipeline_root='/foo/bar/my-pipeline-2023-10-10-13-32-59-420710',
pipeline_job_id='123456789',
pipeline_task_id='987654321',
)
self.assertEqual(actual, expected)
@parameterized.parameters([
(
"{{$.inputs.parameters[''boolean'']}}",
json.dumps(False),
),
(
"{{$.inputs.parameters[''not_present'']}}",
json.dumps(None),
),
(
"{{$.outputs.artifacts[''out_a''].metadata}}",
json.dumps({'foo': {
'bar': 'baz'
}}),
),
(
"{{$.outputs.parameters[''Output''].output_file}}",
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/Output',
),
(
"{{$.outputs.artifacts[''out_a''].uri}}",
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/out_a',
),
(
"{{$.outputs.artifacts[''out_a''].path}}",
'/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/out_a',
),
(
"{{$.outputs.artifacts[''out_a''].metadata[''foo'']}}",
json.dumps({'bar': 'baz'}),
),
])
def test_io_placeholders(self, element: str, expected: str):
actual = placeholder_utils.resolve_individual_placeholder(
element=element,
executor_input_dict=EXECUTOR_INPUT_DICT,
pipeline_resource_name='my-pipeline-2023-10-10-13-32-59-420710',
task_resource_name='comp',
pipeline_root='/foo/bar/my-pipeline-2023-10-10-13-32-59-420710',
pipeline_job_id='123456789',
pipeline_task_id='987654321',
)
self.assertEqual(actual, expected)
@parameterized.parameters([
(
"my-prefix-{{$.inputs.parameters[''boolean'']}}-suffix",
'my-prefix-false-suffix',
),
(
"--param={{$.inputs.parameters[''not_present'']}}",
'--param=null',
),
(
"prefix{{$.outputs.parameters[''Output''].output_file}}/suffix",
'prefix/foo/bar/my-pipeline-2023-10-10-13-32-59-420710/comp/Output/suffix',
),
(
"prefix{{$.inputs.parameters[''dictionary'']}}suffix",
'prefix{"foo": "bar"}suffix',
),
])
def test_io_placeholder_with_string_concat(self, element: str,
expected: str):
actual = placeholder_utils.resolve_individual_placeholder(
element=element,
executor_input_dict=EXECUTOR_INPUT_DICT,
pipeline_resource_name='my-pipeline-2023-10-10-13-32-59-420710',
task_resource_name='comp',
pipeline_root='/foo/bar/my-pipeline-2023-10-10-13-32-59-420710',
pipeline_job_id='123456789',
pipeline_task_id='987654321',
)
self.assertEqual(actual, expected)
class TestGetValueUsingPath(unittest.TestCase):
def test_valid_path(self):
actual = placeholder_utils.get_value_using_path(
{'a': {
'b': {
'c': 10
}
}},
['a', 'b', 'c'],
)
expected = 10
self.assertEqual(actual, expected)
def test_invalid_path(self):
actual = placeholder_utils.get_value_using_path(
{'a': {
'b': {
'c': 10
}
}},
['a', 'x'],
)
self.assertIsNone(actual)
def test_empty_path(self):
with self.assertRaisesRegex(ValueError, r'path cannot be empty\.'):
placeholder_utils.get_value_using_path({'a': 20}, [])
class TestResolveStructPlaceholders(parameterized.TestCase):
@parameterized.parameters([
(
"""{"Concat": ["a", "b", "c"]}""",
[],
'abc',
),
(
"""{"Concat": ["prefix", "-", "{{$.outputs.artifacts[''x''].uri}}"]}""",
[],
"prefix-{{$.outputs.artifacts[''x''].uri}}",
),
(
"""{"Concat": ["a", {"Concat": ["b", "c"]}]}""",
[],
'abc',
),
(
"""{"IfPresent": {"InputName": "x", "Then": ["foo"], "Else": ["bar"]}}""",
[],
['bar'],
),
(
"""{"IfPresent": {"InputName": "x", "Then": ["foo"], "Else": ["bar"]}}""",
['x'],
['foo'],
),
(
"""{"Concat": ["a", {"Concat": ["b", {"Concat": ["c", "{{$.inputs.parameters[''input2'']}}"]}]}]}""",
[],
"abc{{$.inputs.parameters[''input2'']}}",
),
(
"""{"Concat": ["a", {"Concat": ["b", {"IfPresent": {"InputName": "foo", "Then": "c", "Else": "d"}}]}]}""",
[],
'abd',
),
(
"""{"Concat": ["--flag", {"Concat": ["=", {"IfPresent": {"InputName": "x", "Then": "thing", "Else": "otherwise"}}]}]}""",
['x'],
'--flag=thing',
),
(
"""{"Concat": ["a", {"IfPresent": {"InputName": "foo", "Then": {"Concat": ["--", "flag", "{{$.inputs.artifacts['input2'].path}}"]}, "Else": "b"}}, "c"]}""",
[],
'abc',
),
(
"""{"Concat": ["--flag", {"IfPresent": {"InputName": "foo", "Then": {"Concat": ["=", "{{$.inputs.artifacts['input2'].path}}"]}, "Else": "b"}}, "-suffix"]}""",
['foo'],
"--flag={{$.inputs.artifacts['input2'].path}}-suffix",
),
(
"""{"Concat": ["a-", {"IfPresent": {"InputName": "foo", "Then": {"Concat": ["--", "flag"]}, "Else": "{{$.inputs.artifacts['input2'].path}}"}}, "-c"]}""",
[],
"a-{{$.inputs.artifacts['input2'].path}}-c",
),
(
"""{"Concat": ["--", {"IfPresent": {"InputName": "foo", "Then": {"Concat": ["flag"]}, "Else": "{{$.inputs.artifacts['input2'].path}}"}}, "=c"]}""",
['foo'],
'--flag=c',
),
(
"""{"Concat": ["--", {"IfPresent": {"InputName": "foo", "Then": {"Concat": ["flag"]}}}, "=c"]}""",
['foo'],
'--flag=c',
),
(
"""{"Concat": ["--flag", {"IfPresent": {"InputName": "foo", "Then": {"Concat": ["=", "other", "_val"]}}}, "=foo"]}""",
[],
'--flag=foo',
),
(
"""{"IfPresent": {"InputName": "foo", "Then": {"Concat": ["--", "flag"]}}}""",
['foo'],
'--flag',
),
(
"""{"IfPresent": {"InputName": "foo", "Then": {"Concat": ["--", "flag"]}}}""",
[],
None,
),
])
def test(
self,
placeholder: str,
provided_inputs: List[str],
expected: Optional[None],
):
actual = placeholder_utils.resolve_struct_placeholders(
placeholder,
provided_inputs,
)
self.assertEqual(actual, expected)
if __name__ == '__main__':
unittest.main()