def test_user_define_control_dependency(self):
print(sys._getframe().f_code.co_name)
trigger = af.external_trigger(name='stream_trigger')
job_config = af.BaseJobConfig('local', 'cmd_line')
job_config.job_name = 'test_cmd'
with af.config(job_config):
cmd_executor = af.user_define_operation(
output_num=0,
executor=CmdExecutor(
cmd_line="echo 'hello world' && sleep {}".format(1)))
af.user_define_control_dependency(
src=cmd_executor,
dependency=trigger,
event_key='key',
event_value='value',
event_type='name',
condition=MetCondition.NECESSARY,
action=TaskAction.START,
life=EventLife.ONCE,
value_condition=MetValueCondition.UPDATE)
workflow_id = af.submit_ai_flow()
af.get_ai_flow_client().publish_event('key', 'value1', 'name')
time.sleep(5)
af.get_ai_flow_client().publish_event('key', 'value2', 'name')
time.sleep(10)
af.stop_execution_by_id(workflow_id)
res = af.get_ai_flow_client().list_job(5, 0)
self.assertEqual(3, len(res))
def test_stop_workflow_execution(self):
print(sys._getframe().f_code.co_name)
TestProject.build_ai_graph(5)
exec_id = af.submit_ai_flow()
self.assertGreater(exec_id, 0,
"workflow execution id must greater than 0")
time.sleep(3)
res = af.stop_execution_by_id(exec_id)
self.assertEqual(0, res[0])
def test_project_register(self):
print(sys._getframe().f_code.co_name)
TestProject.build_ai_graph(1)
af.register_example(name="a",
support_type=af.ExampleSupportType.EXAMPLE_BOTH)
w_id = af.submit_ai_flow()
res = af.wait_workflow_execution_finished(w_id)
self.assertEqual(0, res)
e_meta = af.get_example_by_name("a")
self.assertEqual("a", e_meta.name)
def test_periodic_job(self):
print(sys._getframe().f_code.co_name)
periodic_config = PeriodicConfig(periodic_type='interval',
args={'seconds': 5})
job_config = af.BaseJobConfig(platform='local', engine='cmd_line')
job_config.job_name = 'test_periodic'
job_config.periodic_config = periodic_config
with af.config(job_config):
af.user_define_operation(executor=af.CmdExecutor(
cmd_line="echo 'hello world!'"))
workflow_id = af.submit_ai_flow()
time.sleep(10)
af.stop_execution_by_id(workflow_id)
def test_stream_with_external_trigger_with_model_control(self):
print(sys._getframe().f_code.co_name)
model_name = 'test_create_model_version'
model_desc = 'test create model version'
response = af.register_model(model_name=model_name,
model_type=af.ModelType.CHECKPOINT,
model_desc=model_desc)
trigger = af.external_trigger(name='stream_trigger')
job_config = af.BaseJobConfig('local', 'cmd_line')
job_config.job_name = 'test_cmd'
with af.config(job_config):
cmd_executor = af.user_define_operation(
output_num=0,
executor=CmdExecutor(
cmd_line="echo 'hello world' && sleep {}".format(1)))
af.model_version_control_dependency(
src=cmd_executor,
dependency=trigger,
model_name=model_name,
model_version_event_type='MODEL_DEPLOYED')
workflow_id = af.submit_ai_flow()
model_path1 = 'fs://source1.pkl'
model_metric1 = 'http://metric1'
model_flavor1 = '{"flavor.version":1}'
version_desc1 = 'test create model version1'
time.sleep(1)
response = af.register_model_version(
model=model_name,
model_path=model_path1,
model_metric=model_metric1,
model_flavor=model_flavor1,
version_desc=version_desc1,
current_stage=af.ModelVersionStage.DEPLOYED)
time.sleep(5)
response = af.register_model_version(
model=model_name,
model_path=model_path1,
model_metric=model_metric1,
model_flavor=model_flavor1,
version_desc=version_desc1,
current_stage=af.ModelVersionStage.DEPLOYED)
time.sleep(10)
af.stop_execution_by_id(workflow_id)
res = af.get_ai_flow_client().list_job(5, 0)
self.assertEqual(3, len(res))
def test_run_project(self):
print(sys._getframe().f_code.co_name)
TestProject.build_ai_graph(1)
workflow_id = af.submit_ai_flow()
res = af.wait_workflow_execution_finished(workflow_id)
self.assertEqual(0, res)
