def testIrisPipelineBeam(self):
BeamDagRunner().run(
iris_pipeline_beam._create_pipeline(
pipeline_name=self._pipeline_name,
data_root=self._data_root,
module_file=self._module_file,
serving_model_dir=self._serving_model_dir,
pipeline_root=self._pipeline_root,
metadata_path=self._metadata_path))
self.assertTrue(tf.io.gfile.exists(self._serving_model_dir))
self.assertTrue(tf.io.gfile.exists(self._metadata_path))
metadata_config = metadata.sqlite_metadata_connection_config(
self._metadata_path)
with metadata.Metadata(metadata_config) as m:
artifact_count = len(m.store.get_artifacts())
execution_count = len(m.store.get_executions())
self.assertGreaterEqual(artifact_count, execution_count)
self.assertEqual(8, execution_count)
self.assertPipelineExecution()
# Run pipeline again.
BeamDagRunner().run(
iris_pipeline_beam._create_pipeline(
pipeline_name=self._pipeline_name,
data_root=self._data_root,
module_file=self._module_file,
serving_model_dir=self._serving_model_dir,
pipeline_root=self._pipeline_root,
metadata_path=self._metadata_path))
# Assert cache execution.
with metadata.Metadata(metadata_config) as m:
# Artifact count is unchanged.
self.assertEqual(artifact_count, len(m.store.get_artifacts()))
# 9 more cached executions.
self.assertEqual(16, len(m.store.get_executions()))
self.assertPipelineExecution()
def testIrisPipelineBeam(self):
BeamDagRunner().run(
iris_pipeline_beam._create_pipeline(
pipeline_name=self._pipeline_name,
data_root=self._data_root,
module_file=self._module_file,
serving_model_dir=self._serving_model_dir,
pipeline_root=self._pipeline_root,
metadata_path=self._metadata_path,
beam_pipeline_args=[]))
self.assertTrue(tf.io.gfile.exists(self._serving_model_dir))
self.assertTrue(tf.io.gfile.exists(self._metadata_path))
metadata_config = metadata.sqlite_metadata_connection_config(
self._metadata_path)
with metadata.Metadata(metadata_config) as m:
artifact_count = len(m.store.get_artifacts())
execution_count = len(m.store.get_executions())
self.assertGreaterEqual(artifact_count, execution_count)
self.assertEqual(8, execution_count) # 7 components + 1 resolver
self.assertPipelineExecution()