pipelines/sdk/python/kfp/v2/components/experimental/component_spec_test.py

229 lines
8.1 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.
"""Tests for kfp.v2.components.experimental.component_spec."""
import unittest
from unittest.mock import patch, mock_open
from kfp.v2.components.experimental.component_spec import ComponentSpec
from kfp.v2.components.experimental import component_spec
import textwrap
class ComponentSpecTest(unittest.TestCase):
@unittest.skip("Placeholder check is not completed. ")
def test_component_spec_with_placeholder_referencing_nonexisting_input_output(
self):
with self.assertRaisesRegex(
ValueError,
'Argument "InputValuePlaceholder\(name=\'input000\'\)" '
'references non-existing input.'):
component_spec.ComponentSpec(
name='component_1',
implementation=component_spec.ContainerSpec(
image='alpine',
commands=[
'sh',
'-c',
'set -ex\necho "$0" > "$1"',
component_spec.InputValuePlaceholder(name='input000'),
component_spec.OutputPathPlaceholder(name='output1'),
],
),
input_specs=[
component_spec.InputSpec(name='input1', type='String'),
],
output_specs=[
component_spec.OutputSpec(name='output1', type='String'),
],
)
with self.assertRaisesRegex(
ValueError,
'Argument "OutputPathPlaceholder\(name=\'output000\'\)" '
'references non-existing output.'):
component_spec.ComponentSpec(
name='component_1',
implementation=component_spec.ContainerSpec(
image='alpine',
commands=[
'sh',
'-c',
'set -ex\necho "$0" > "$1"',
component_spec.InputValuePlaceholder(name='input1'),
component_spec.OutputPathPlaceholder(name='output000'),
],
),
input_specs=[
component_spec.InputSpec(name='input1', type='String'),
],
output_specs=[
component_spec.OutputSpec(name='output1', type='String'),
],
)
def test_component_spec_save_to_component_yaml(self):
open_mock = mock_open()
expected_yaml = textwrap.dedent("""\
implementation:
commands:
- sh
- -c
- 'set -ex
echo "$0" > "$1"'
- name: input1
- name: output1
image: alpine
inputs:
input1:
type: String
name: component_1
outputs:
output1:
type: String
schema_version: v2
""")
with patch("builtins.open", open_mock, create=True):
component_spec.ComponentSpec(
name='component_1',
implementation=component_spec.ContainerSpec(
image='alpine',
commands=[
'sh',
'-c',
'set -ex\necho "$0" > "$1"',
component_spec.InputValuePlaceholder(name='input1'),
component_spec.OutputPathPlaceholder(name='output1'),
],
),
inputs={
'input1': component_spec.InputSpec(type='String')
},
outputs={
'output1': component_spec.OutputSpec(type='String')
},
schema_version=component_spec.SchemaVersion.V2,
).save_to_component_yaml('test_save_file.txt')
open_mock.assert_called_with('test_save_file.txt', 'a')
open_mock.return_value.write.assert_called_once_with(expected_yaml)
def test_component_spec_load_from_v2_component_yaml(self):
component_yaml_v2 = textwrap.dedent("""\
implementation:
commands:
- sh
- -c
- 'set -ex
echo "$0" > "$1"'
- name: input1
- name: output1
image: alpine
inputs:
input1:
type: String
name: component_1
outputs:
output1:
type: String
schema_version: v2
""")
generated_spec = component_spec.ComponentSpec.load_from_component_yaml(
component_yaml_v2)
expected_spec = component_spec.ComponentSpec(
name='component_1',
implementation=component_spec.ContainerSpec(
image='alpine',
commands=[
'sh',
'-c',
'set -ex\necho "$0" > "$1"',
component_spec.InputValuePlaceholder(name='input1'),
component_spec.OutputPathPlaceholder(name='output1'),
],
),
inputs={'input1': component_spec.InputSpec(type='String')},
outputs={'output1': component_spec.OutputSpec(type='String')},
schema_version=component_spec.SchemaVersion.V2)
self.assertEqual(generated_spec, expected_spec)
def test_component_spec_load_from_v1_component_yaml(self):
component_yaml_v1 = textwrap.dedent("""\
name: Component with 2 inputs and 2 outputs
inputs:
- {name: Input parameter}
- {name: Input artifact}
outputs:
- {name: Output 1}
- {name: Output 2}
implementation:
container:
image: busybox
command: [sh, -c, '
mkdir -p $(dirname "$2")
mkdir -p $(dirname "$3")
echo "$0" > "$2"
cp "$1" "$3"
'
]
args:
- {inputValue: Input parameter}
- {inputPath: Input artifact}
- {outputPath: Output 1}
- {outputPath: Output 2}
""")
generated_spec = component_spec.ComponentSpec.load_from_component_yaml(
component_yaml_v1)
expected_spec = component_spec.ComponentSpec(
name='Component with 2 inputs and 2 outputs',
implementation=component_spec.ContainerSpec(
image='busybox',
commands=[
'sh',
'-c',
(' mkdir -p $(dirname "$2") mkdir -p $(dirname "$3") '
'echo "$0" > "$2" cp "$1" "$3" '),
],
arguments=[
component_spec.InputValuePlaceholder(
name='Input parameter'),
component_spec.InputPathPlaceholder(name='Input artifact'),
component_spec.OutputPathPlaceholder(name='Output 1'),
component_spec.OutputPathPlaceholder(name='Output 2'),
],
env={},
),
inputs={
'Input parameter': component_spec.InputSpec(type='Artifact'),
'Input artifact': component_spec.InputSpec(type='Artifact')
},
outputs={
'Output 1': component_spec.OutputSpec(type='String'),
'Output 2': component_spec.OutputSpec(type='String'),
},
schema_version=component_spec.SchemaVersion.V1)
self.assertEqual(generated_spec, expected_spec)
if __name__ == '__main__':
unittest.main()