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Call pipeline_start_postprocess for revive, update, and resume
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# Copyright 2024 Google LLC. All Rights Reserved. | ||
# | ||
# 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. | ||
"""Generic utilities for orchestrating subpipelines.""" | ||
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from tfx.dsl.compiler import compiler_utils | ||
from tfx.dsl.compiler import constants as compiler_constants | ||
from tfx.orchestration import pipeline as dsl_pipeline | ||
from tfx.proto.orchestration import pipeline_pb2 | ||
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_DUMMY_PIPELINE = dsl_pipeline.Pipeline(pipeline_name="Dummy-Pipeline") | ||
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def is_subpipeline(pipeline: pipeline_pb2.Pipeline) -> bool: | ||
"""Returns True if the pipeline is a subpipeline.""" | ||
nodes = pipeline.nodes | ||
if len(nodes) < 2: | ||
return False | ||
maybe_begin_node = nodes[0] | ||
maybe_end_node = nodes[-1] | ||
if ( | ||
maybe_begin_node.WhichOneof("node") != "pipeline_node" | ||
or maybe_begin_node.pipeline_node.node_info.id | ||
!= f"{pipeline.pipeline_info.id}{compiler_constants.PIPELINE_BEGIN_NODE_SUFFIX}" | ||
or maybe_begin_node.pipeline_node.node_info.type.name | ||
!= compiler_utils.pipeline_begin_node_type_name(_DUMMY_PIPELINE) | ||
): | ||
return False | ||
if ( | ||
maybe_end_node.WhichOneof("node") != "pipeline_node" | ||
or maybe_end_node.pipeline_node.node_info.id | ||
!= compiler_utils.pipeline_end_node_id_from_pipeline_id( | ||
pipeline.pipeline_info.id | ||
) | ||
or maybe_end_node.pipeline_node.node_info.type.name | ||
!= compiler_utils.pipeline_end_node_type_name(_DUMMY_PIPELINE) | ||
): | ||
return False | ||
return True |
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# Copyright 2024 Google LLC. All Rights Reserved. | ||
# | ||
# 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 tfx.orchestration.subpipeline_utils.""" | ||
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from absl.testing import absltest | ||
from absl.testing import parameterized | ||
from tfx.dsl.compiler import compiler_utils | ||
from tfx.orchestration import pipeline as dsl_pipeline | ||
from tfx.orchestration import subpipeline_utils | ||
from tfx.proto.orchestration import pipeline_pb2 | ||
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_PIPELINE_NAME = 'test_pipeline' | ||
_TEST_PIPELINE = dsl_pipeline.Pipeline(pipeline_name=_PIPELINE_NAME) | ||
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def _get_begin_node( | ||
correct_id: bool = True, | ||
correct_type: bool = True, | ||
is_subpipeline: bool = False, | ||
) -> pipeline_pb2.Pipeline.PipelineOrNode: | ||
pipeline_or_node = pipeline_pb2.Pipeline.PipelineOrNode() | ||
if is_subpipeline: | ||
pipeline_or_node.sub_pipeline.SetInParent() | ||
else: | ||
node = pipeline_or_node.pipeline_node | ||
if correct_id: | ||
node.node_info.id = compiler_utils.pipeline_begin_node_id(_TEST_PIPELINE) | ||
else: | ||
node.node_info.id = 'not-a-begin-node' | ||
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if correct_type: | ||
node.node_info.type.name = compiler_utils.pipeline_begin_node_type_name( | ||
_TEST_PIPELINE | ||
) | ||
else: | ||
node.node_info.type.name = 'not-a-begin-node-type' | ||
return pipeline_or_node | ||
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def _get_end_node( | ||
correct_id: bool = True, | ||
correct_type: bool = True, | ||
is_subpipeline: bool = False, | ||
) -> pipeline_pb2.Pipeline.PipelineOrNode: | ||
pipeline_or_node = pipeline_pb2.Pipeline.PipelineOrNode() | ||
if is_subpipeline: | ||
pipeline_or_node.sub_pipeline.SetInParent() | ||
else: | ||
node = pipeline_or_node.pipeline_node | ||
if correct_id: | ||
node.node_info.id = compiler_utils.pipeline_end_node_id(_TEST_PIPELINE) | ||
else: | ||
node.node_info.id = 'not-a-end-node' | ||
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if correct_type: | ||
node.node_info.type.name = compiler_utils.pipeline_end_node_type_name( | ||
_TEST_PIPELINE | ||
) | ||
else: | ||
node.node_info.type.name = 'not-a-end-node-type' | ||
return pipeline_or_node | ||
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class SubpipelineUtilsTest(parameterized.TestCase): | ||
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def test_is_subpipeline_with_subpipeline(self): | ||
pipeline = pipeline_pb2.Pipeline() | ||
pipeline.pipeline_info.id = _PIPELINE_NAME | ||
pipeline.nodes.add().CopyFrom(_get_begin_node()) | ||
pipeline.nodes.add().CopyFrom(_get_end_node()) | ||
self.assertTrue(subpipeline_utils.is_subpipeline(pipeline)) | ||
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@parameterized.named_parameters( | ||
dict( | ||
testcase_name='incorrect_id', | ||
node=_get_begin_node(correct_id=False), | ||
), | ||
dict( | ||
testcase_name='incorrect_type', | ||
node=_get_begin_node(correct_type=False), | ||
), | ||
dict( | ||
testcase_name='is_subpipeline', | ||
node=_get_begin_node(is_subpipeline=True), | ||
), | ||
) | ||
def test_is_subpipeline_with_no_subpipeline_incorrect_begin(self, node): | ||
pipeline = pipeline_pb2.Pipeline() | ||
pipeline.pipeline_info.id = _PIPELINE_NAME | ||
pipeline.nodes.add().CopyFrom(node) | ||
pipeline.nodes.add().CopyFrom(_get_end_node()) | ||
self.assertFalse(subpipeline_utils.is_subpipeline(pipeline)) | ||
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@parameterized.named_parameters( | ||
dict( | ||
testcase_name='incorrect_id', | ||
node=_get_end_node(correct_id=False), | ||
), | ||
dict( | ||
testcase_name='incorrect_type', | ||
node=_get_end_node(correct_type=False), | ||
), | ||
dict( | ||
testcase_name='is_subpipeline', | ||
node=_get_end_node(is_subpipeline=True), | ||
), | ||
) | ||
def test_is_subpipeline_with_no_subpipeline_incorrect_end(self, node): | ||
pipeline = pipeline_pb2.Pipeline() | ||
pipeline.pipeline_info.id = _PIPELINE_NAME | ||
pipeline.nodes.add().CopyFrom(_get_begin_node()) | ||
pipeline.nodes.add().CopyFrom(node) | ||
self.assertFalse(subpipeline_utils.is_subpipeline(pipeline)) | ||
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@parameterized.named_parameters( | ||
dict( | ||
testcase_name='no_nodes', | ||
nodes=[], | ||
), | ||
dict( | ||
testcase_name='one_node', | ||
nodes=[_get_begin_node()], | ||
), | ||
dict( | ||
testcase_name='wrong_order', | ||
nodes=[_get_end_node(), _get_begin_node()], | ||
), | ||
) | ||
def test_is_subpipeline_nodes_incorrect(self, nodes): | ||
pipeline = pipeline_pb2.Pipeline() | ||
pipeline.pipeline_info.id = _PIPELINE_NAME | ||
for node in nodes: | ||
pipeline.nodes.add().CopyFrom(node) | ||
self.assertFalse(subpipeline_utils.is_subpipeline(pipeline)) | ||
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if __name__ == '__main__': | ||
absltest.main() |