class TestIntDataProcessManagementServiceMultiOut(IonIntegrationTestCase):

    def setUp(self):
        # Start container
        self._start_container()
        self.container.start_rel_from_url('res/deploy/r2deploy.yml')

        # Now create client to DataProductManagementService
        self.rrclient = ResourceRegistryServiceClient(node=self.container.node)
        self.damsclient = DataAcquisitionManagementServiceClient(node=self.container.node)
        self.pubsubclient =  PubsubManagementServiceClient(node=self.container.node)
        self.ingestclient = IngestionManagementServiceClient(node=self.container.node)
        self.imsclient = InstrumentManagementServiceClient(node=self.container.node)
        self.dataproductclient = DataProductManagementServiceClient(node=self.container.node)
        self.dataprocessclient = DataProcessManagementServiceClient(node=self.container.node)
        self.datasetclient =  DatasetManagementServiceClient(node=self.container.node)
        self.dataset_management = self.datasetclient

    def test_createDataProcess(self):

        #---------------------------------------------------------------------------
        # Data Process Definition
        #---------------------------------------------------------------------------
        dpd_obj = IonObject(RT.DataProcessDefinition,
                            name='ctd_L0_all',
                            description='transform ctd package into three separate L0 streams',
                            module='ion.processes.data.transforms.ctd.ctd_L0_all',
                            class_name='ctd_L0_all')
        dprocdef_id = self.dataprocessclient.create_data_process_definition(dpd_obj)

        # Make assertion on the newly registered data process definition
        data_process_definition = self.rrclient.read(dprocdef_id)
        self.assertEquals(data_process_definition.name, 'ctd_L0_all')
        self.assertEquals(data_process_definition.description, 'transform ctd package into three separate L0 streams')
        self.assertEquals(data_process_definition.module, 'ion.processes.data.transforms.ctd.ctd_L0_all')
        self.assertEquals(data_process_definition.class_name, 'ctd_L0_all')

        # Read the data process definition using data process management and make assertions
        dprocdef_obj = self.dataprocessclient.read_data_process_definition(dprocdef_id)
        self.assertEquals(dprocdef_obj.class_name,'ctd_L0_all')
        self.assertEquals(dprocdef_obj.module,'ion.processes.data.transforms.ctd.ctd_L0_all')

        #---------------------------------------------------------------------------
        # Create an input instrument
        #---------------------------------------------------------------------------

        instrument_obj = IonObject(RT.InstrumentDevice, name='Inst1',description='an instrument that is creating the data product')
        instrument_id, rev = self.rrclient.create(instrument_obj)

        # Register the instrument so that the data producer and stream object are created
        data_producer_id = self.damsclient.register_instrument(instrument_id)

        # create a stream definition for the data from the ctd simulator
        pdict_id = self.dataset_management.read_parameter_dictionary_by_name('ctd_parsed_param_dict', id_only=True)
        ctd_stream_def_id = self.pubsubclient.create_stream_definition(name='Simulated CTD data', parameter_dictionary_id=pdict_id)

        self.dataprocessclient.assign_input_stream_definition_to_data_process_definition(ctd_stream_def_id, dprocdef_id )

        # Assert that the link between the stream definition and the data process definition was done
        assocs = self.rrclient.find_associations(subject=dprocdef_id, predicate=PRED.hasInputStreamDefinition, object=ctd_stream_def_id, id_only=True)

        self.assertIsNotNone(assocs)

        #---------------------------------------------------------------------------
        # Input Data Product
        #---------------------------------------------------------------------------
        tdom, sdom = time_series_domain()
        sdom = sdom.dump()
        tdom = tdom.dump()


        input_dp_obj = IonObject(   RT.DataProduct,
                                    name='InputDataProduct',
                                    description='some new dp',
                                    temporal_domain = tdom,
                                    spatial_domain = sdom)

        input_dp_id = self.dataproductclient.create_data_product(data_product=input_dp_obj, stream_definition_id=ctd_stream_def_id, exchange_point='test')

        #Make assertions on the input data product created
        input_dp_obj = self.rrclient.read(input_dp_id)
        self.assertEquals(input_dp_obj.name, 'InputDataProduct')
        self.assertEquals(input_dp_obj.description, 'some new dp')

        self.damsclient.assign_data_product(instrument_id, input_dp_id)

        # Retrieve the stream via the DataProduct->Stream associations
        stream_ids, _ = self.rrclient.find_objects(input_dp_id, PRED.hasStream, None, True)

        self.in_stream_id = stream_ids[0]

        #---------------------------------------------------------------------------
        # Output Data Product
        #---------------------------------------------------------------------------

        outgoing_stream_conductivity_id = self.pubsubclient.create_stream_definition(name='conductivity', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_conductivity_id, dprocdef_id,binding='conductivity' )

        outgoing_stream_pressure_id = self.pubsubclient.create_stream_definition(name='pressure', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_pressure_id, dprocdef_id, binding='pressure' )

        outgoing_stream_temperature_id = self.pubsubclient.create_stream_definition(name='temperature', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_temperature_id, dprocdef_id, binding='temperature' )


        self.output_products={}

        output_dp_obj = IonObject(RT.DataProduct,
            name='conductivity',
            description='transform output conductivity',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_1 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_conductivity_id)
        self.output_products['conductivity'] = output_dp_id_1

        output_dp_obj = IonObject(RT.DataProduct,
            name='pressure',
            description='transform output pressure',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_2 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_pressure_id)
        self.output_products['pressure'] = output_dp_id_2

        output_dp_obj = IonObject(RT.DataProduct,
            name='temperature',
            description='transform output ',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_3 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_temperature_id)
        self.output_products['temperature'] = output_dp_id_3


        #---------------------------------------------------------------------------
        # Create the data process
        #---------------------------------------------------------------------------
        def _create_data_process():
            dproc_id = self.dataprocessclient.create_data_process(dprocdef_id, [input_dp_id], self.output_products)
            return dproc_id

        dproc_id = _create_data_process()

        # Make assertions on the data process created
        data_process = self.dataprocessclient.read_data_process(dproc_id)

        # Assert that the data process has a process id attached
        self.assertIsNotNone(data_process.process_id)

        # Assert that the data process got the input data product's subscription id attached as its own input_susbcription_id attribute
        self.assertIsNotNone(data_process.input_subscription_id)

        output_data_product_ids = self.rrclient.find_objects(subject=dproc_id, predicate=PRED.hasOutputProduct, object_type=RT.DataProduct, id_only=True)

        self.assertEquals(Set(output_data_product_ids[0]), Set([output_dp_id_1,output_dp_id_2,output_dp_id_3]))


    @patch.dict(CFG, {'endpoint':{'receive':{'timeout': 60}}})
    def test_createDataProcessUsingSim(self):
        #-------------------------------
        # Create InstrumentModel
        #-------------------------------
        instModel_obj = IonObject(RT.InstrumentModel, name='SBE37IMModel', description="SBE37IMModel" )
        instModel_id = self.imsclient.create_instrument_model(instModel_obj)

        #-------------------------------
        # Create InstrumentAgent
        #-------------------------------
        instAgent_obj = IonObject(RT.InstrumentAgent, name='agent007', description="SBE37IMAgent", driver_module="mi.instrument.seabird.sbe37smb.ooicore.driver", driver_class="SBE37Driver" )
        instAgent_id = self.imsclient.create_instrument_agent(instAgent_obj)

        self.imsclient.assign_instrument_model_to_instrument_agent(instModel_id, instAgent_id)

        #-------------------------------
        # Create InstrumentDevice
        #-------------------------------
        instDevice_obj = IonObject(RT.InstrumentDevice, name='SBE37IMDevice', description="SBE37IMDevice", serial_number="12345" )
        instDevice_id = self.imsclient.create_instrument_device(instrument_device=instDevice_obj)
        self.imsclient.assign_instrument_model_to_instrument_device(instModel_id, instDevice_id)

        #-------------------------------
        # Create InstrumentAgentInstance to hold configuration information
        #-------------------------------


        port_agent_config = {
            'device_addr': 'sbe37-simulator.oceanobservatories.org',
            'device_port': 4001,
            'process_type': PortAgentProcessType.UNIX,
            'binary_path': "port_agent",
            'command_port': 4002,
            'data_port': 4003,
            'log_level': 5,
        }

        instAgentInstance_obj = IonObject(RT.InstrumentAgentInstance, name='SBE37IMAgentInstance', description="SBE37IMAgentInstance", svr_addr="localhost",
                                          comms_device_address=CFG.device.sbe37.host, comms_device_port=CFG.device.sbe37.port,
                                          port_agent_config = port_agent_config)
        instAgentInstance_id = self.imsclient.create_instrument_agent_instance(instAgentInstance_obj, instAgent_id, instDevice_id)


        #-------------------------------
        # Create CTD Parsed as the first data product
        #-------------------------------
        # create a stream definition for the data from the ctd simulator
        pdict_id = self.dataset_management.read_parameter_dictionary_by_name('ctd_parsed_param_dict', id_only=True)
        ctd_stream_def_id = self.pubsubclient.create_stream_definition(name='SBE32_CDM', parameter_dictionary_id=pdict_id)

        # Construct temporal and spatial Coordinate Reference System objects
        tdom, sdom = time_series_domain()

        sdom = sdom.dump()
        tdom = tdom.dump()



        dp_obj = IonObject(RT.DataProduct,
            name='ctd_parsed',
            description='ctd stream test',
            temporal_domain = tdom,
            spatial_domain = sdom)

        ctd_parsed_data_product = self.dataproductclient.create_data_product(dp_obj, ctd_stream_def_id)

        self.damsclient.assign_data_product(input_resource_id=instDevice_id, data_product_id=ctd_parsed_data_product)

        # Retrieve the id of the OUTPUT stream from the out Data Product
        stream_ids, _ = self.rrclient.find_objects(ctd_parsed_data_product, PRED.hasStream, None, True)

        #-------------------------------
        # Create CTD Raw as the second data product
        #-------------------------------
        raw_stream_def_id = self.pubsubclient.create_stream_definition(name='SBE37_RAW', parameter_dictionary_id=pdict_id)

        dp_obj.name = 'ctd_raw'
        ctd_raw_data_product = self.dataproductclient.create_data_product(dp_obj, raw_stream_def_id)

        self.damsclient.assign_data_product(input_resource_id=instDevice_id, data_product_id=ctd_raw_data_product)

        # Retrieve the id of the OUTPUT stream from the out Data Product
        stream_ids, _ = self.rrclient.find_objects(ctd_raw_data_product, PRED.hasStream, None, True)

        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Data Process Definition
        #-------------------------------
        dpd_obj = IonObject(RT.DataProcessDefinition,
                            name='ctd_L0_all',
                            description='transform ctd package into three separate L0 streams',
                            module='ion.processes.data.transforms.ctd.ctd_L0_all',
                            class_name='ctd_L0_all')
        ctd_L0_all_dprocdef_id = self.dataprocessclient.create_data_process_definition(dpd_obj)
            
        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Output Data Products
        #-------------------------------

        outgoing_stream_l0_conductivity_id = self.pubsubclient.create_stream_definition(name='L0_Conductivity', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_conductivity_id, ctd_L0_all_dprocdef_id, binding='conductivity' )

        outgoing_stream_l0_pressure_id = self.pubsubclient.create_stream_definition(name='L0_Pressure', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_pressure_id, ctd_L0_all_dprocdef_id, binding='pressure' )

        outgoing_stream_l0_temperature_id = self.pubsubclient.create_stream_definition(name='L0_Temperature', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_temperature_id, ctd_L0_all_dprocdef_id, binding='temperature' )


        self.output_products={}

        ctd_l0_conductivity_output_dp_obj = IonObject(  RT.DataProduct,
                                                        name='L0_Conductivity',
                                                        description='transform output conductivity',
                                                        temporal_domain = tdom,
                                                        spatial_domain = sdom)


        ctd_l0_conductivity_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_conductivity_output_dp_obj,
                                                                                outgoing_stream_l0_conductivity_id)
        self.output_products['conductivity'] = ctd_l0_conductivity_output_dp_id

        ctd_l0_pressure_output_dp_obj = IonObject(RT.DataProduct,
            name='L0_Pressure',
            description='transform output pressure',
            temporal_domain = tdom,
            spatial_domain = sdom)

        ctd_l0_pressure_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_pressure_output_dp_obj,
                                                                                    outgoing_stream_l0_pressure_id)
        self.output_products['pressure'] = ctd_l0_pressure_output_dp_id

        ctd_l0_temperature_output_dp_obj = IonObject(RT.DataProduct,
            name='L0_Temperature',
            description='transform output temperature',
            temporal_domain = tdom,
            spatial_domain = sdom)


        ctd_l0_temperature_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_temperature_output_dp_obj,
                                                                                    outgoing_stream_l0_temperature_id)
        self.output_products['temperature'] = ctd_l0_temperature_output_dp_id


        #-------------------------------
        # Create listener for data process events and verify that events are received.
        #-------------------------------

        # todo: add this validate for Req: L4-CI-SA-RQ-367  Data processing shall notify registered data product consumers about data processing workflow life cycle events
        #todo (contd) ... I believe the capability does not exist yet now. ANS And SA are not yet publishing any workflow life cycle events (Swarbhanu)
        
        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Create the data process
        #-------------------------------
        ctd_l0_all_data_process_id = self.dataprocessclient.create_data_process(ctd_L0_all_dprocdef_id, [ctd_parsed_data_product], self.output_products)

        #-------------------------------
        # Retrieve a list of all data process defintions in RR and validate that the DPD is listed
        #-------------------------------

        # todo: add this validate for Req: L4-CI-SA-RQ-366  Data processing shall manage data topic definitions
        # todo: This capability is not yet completed (Swarbhanu)
        self.dataprocessclient.activate_data_process(ctd_l0_all_data_process_id)
        

        #todo: check that activate event is received L4-CI-SA-RQ-367
        #todo... (it looks like no event is being published when the data process is activated... so below, we just check for now
        # todo... that the subscription is indeed activated) (Swarbhanu)


        # todo: monitor process to see if it is active (sa-rq-182)
        ctd_l0_all_data_process = self.rrclient.read(ctd_l0_all_data_process_id)
        input_subscription_id = ctd_l0_all_data_process.input_subscription_id
        subs = self.rrclient.read(input_subscription_id)
        self.assertTrue(subs.activated)

        # todo: This has not yet been completed by CEI, will prbly surface thru a DPMS call
        self.dataprocessclient.deactivate_data_process(ctd_l0_all_data_process_id)


        #-------------------------------
        # Retrieve the extended resources for data process definition and for data process
        #-------------------------------
        extended_process_definition = self.dataprocessclient.get_data_process_definition_extension(ctd_L0_all_dprocdef_id)
        self.assertEqual(1, len(extended_process_definition.data_processes))
        log.debug("test_createDataProcess: extended_process_definition  %s", str(extended_process_definition))

        extended_process = self.dataprocessclient.get_data_process_extension(ctd_l0_all_data_process_id)
        self.assertEqual(1, len(extended_process.input_data_products))
        log.debug("test_createDataProcess: extended_process  %s", str(extended_process))

        #-------------------------------
        # Cleanup
        #-------------------------------

        self.dataprocessclient.delete_data_process(ctd_l0_all_data_process_id)
        self.dataprocessclient.delete_data_process_definition(ctd_L0_all_dprocdef_id)

        self.dataprocessclient.force_delete_data_process(ctd_l0_all_data_process_id)
        self.dataprocessclient.force_delete_data_process_definition(ctd_L0_all_dprocdef_id)
class TestIntDataProcessManagementService(IonIntegrationTestCase):

    def setUp(self):
        # Start container
        self._start_container()

        # Establish endpoint with container
        container_client = ContainerAgentClient(node=self.container.node, name=self.container.name)
        #print 'got CC client'
        container_client.start_rel_from_url('res/deploy/r2sa.yml')


        # Now create client to DataProcessManagementService
        self.Processclient = DataProcessManagementServiceClient(node=self.container.node)
        self.RRclient = ResourceRegistryServiceClient(node=self.container.node)
        self.DAMSclient = DataAcquisitionManagementServiceClient(node=self.container.node)
        self.DPMSclient = DataProductManagementServiceClient(node=self.container.node)
        self.PubSubClient = PubsubManagementServiceClient(node=self.container.node)

    def test_createDataProcess(self):


        #-------------------------------
        # Data Process Definition
        #-------------------------------
        log.debug("TestIntDataProcessManagementService: create data process definition")
        dpd_obj = IonObject(RT.DataProcessDefinition,
                            name='data_process_definition',
                            description='some new dpd',
                            module='ion.processes.data.transforms.transform_example',
                            class_name='TransformExample',
                            process_source='some_source_reference')
        try:
            dprocdef_id = self.Processclient.create_data_process_definition(dpd_obj)
        except BadRequest as ex:
            self.fail("failed to create new data process definition: %s" %ex)


        # test Data Process Definition creation in rr
        dprocdef_obj = self.Processclient.read_data_process_definition(dprocdef_id)
        self.assertEquals(dprocdef_obj.name,'data_process_definition')

        # Create an input instrument
        instrument_obj = IonObject(RT.InstrumentDevice, name='Inst1',description='an instrument that is creating the data product')
        instrument_id, rev = self.RRclient.create(instrument_obj)

        # Register the instrument so that the data producer and stream object are created
        data_producer_id = self.DAMSclient.register_instrument(instrument_id)
        log.debug("TestIntDataProcessManagementService  data_producer_id %s" % data_producer_id)



        #-------------------------------
        # Input Data Product
        #-------------------------------
        log.debug("TestIntDataProcessManagementService: create input data product")
        input_dp_obj = IonObject(RT.DataProduct, name='InputDataProduct', description='some new dp')
        try:
            input_dp_id = self.DPMSclient.create_data_product(input_dp_obj, instrument_id)
        except BadRequest as ex:
            self.fail("failed to create new input data product: %s" %ex)

        # Retrieve the stream via the DataProduct->Stream associations
        stream_ids, _ = self.RRclient.find_objects(input_dp_id, PRED.hasStream, None, True)

        log.debug("TestIntDataProcessManagementService: in stream_ids "   +  str(stream_ids))
        self.in_stream_id = stream_ids[0]
        log.debug("TestIntDataProcessManagementService: Input Stream: "   +  str( self.in_stream_id))

        #-------------------------------
        # Output Data Product
        #-------------------------------
        log.debug("TestIntDataProcessManagementService: create output data product")
        output_dp_obj = IonObject(RT.DataProduct, name='OutDataProduct',description='transform output')
        output_dp_id = self.DPMSclient.create_data_product(output_dp_obj)

        # this will NOT create a stream for the product becuase the data process (source) resource has not been created yet.

        #-------------------------------
        # Create the data process
        #-------------------------------
        log.debug("TestIntDataProcessManagementService: create_data_process start")
        try:
            dproc_id = self.Processclient.create_data_process(dprocdef_id, input_dp_id, output_dp_id)
        except BadRequest as ex:
            self.fail("failed to create new data process: %s" %ex)

        self.DAMSclient.assign_data_product(dproc_id, output_dp_id, False)

        log.debug("TestIntDataProcessManagementService: create_data_process return")

        #-------------------------------
        # Producer (Sample Input)
        #-------------------------------
        # Create a producing example process
        # cheat to make a publisher object to send messages in the test.
        # it is really hokey to pass process=self.cc but it works
        #stream_route = self.PubSubClient.register_producer(exchange_name='producer_doesnt_have_a_name1', stream_id=self.in_stream_id)
        #self.ctd_stream1_publisher = StreamPublisher(node=self.container.node, name=('science_data',stream_route.routing_key), process=self.container)


        pid = self.container.spawn_process(name='dummy_process_for_test',
            module='pyon.ion.process',
            cls='SimpleProcess',
            config={})
        dummy_process = self.container.proc_manager.procs[pid]

        publisher_registrar = StreamPublisherRegistrar(process=dummy_process, node=self.container.node)
        self.ctd_stream1_publisher = publisher_registrar.create_publisher(stream_id=self.in_stream_id)

        msg = {'num':'3'}
        self.ctd_stream1_publisher.publish(msg)

        time.sleep(1)

        msg = {'num':'5'}
        self.ctd_stream1_publisher.publish(msg)

        time.sleep(1)

        msg = {'num':'9'}
        self.ctd_stream1_publisher.publish(msg)

        # See /tmp/transform_output for results.....

        # clean up the data process
        try:
            self.Processclient.delete_data_process(dproc_id)
        except BadRequest as ex:
            self.fail("failed to create new data process definition: %s" %ex)

        with self.assertRaises(NotFound) as e:
            self.Processclient.read_data_process(dproc_id)

        try:
            self.Processclient.delete_data_process_definition(dprocdef_id)
        except BadRequest as ex:
            self.fail("failed to create new data process definition: %s" %ex)

        with self.assertRaises(NotFound) as e:
            self.Processclient.read_data_process_definition(dprocdef_id)
class TestIntDataProcessManagementServiceMultiOut(IonIntegrationTestCase):

    def setUp(self):
        # Start container
        self._start_container()
        self.container.start_rel_from_url('res/deploy/r2deploy.yml')

        # Now create client to DataProductManagementService
        self.rrclient = ResourceRegistryServiceClient(node=self.container.node)
        self.damsclient = DataAcquisitionManagementServiceClient(node=self.container.node)
        self.pubsubclient =  PubsubManagementServiceClient(node=self.container.node)
        self.ingestclient = IngestionManagementServiceClient(node=self.container.node)
        self.imsclient = InstrumentManagementServiceClient(node=self.container.node)
        self.dataproductclient = DataProductManagementServiceClient(node=self.container.node)
        self.dataprocessclient = DataProcessManagementServiceClient(node=self.container.node)
        self.datasetclient =  DatasetManagementServiceClient(node=self.container.node)
        self.dataset_management = self.datasetclient
        self.process_dispatcher = ProcessDispatcherServiceClient(node=self.container.node)

    def test_createDataProcess(self):

        #---------------------------------------------------------------------------
        # Data Process Definition
        #---------------------------------------------------------------------------
        dpd_obj = IonObject(RT.DataProcessDefinition,
                            name='ctd_L0_all',
                            description='transform ctd package into three separate L0 streams',
                            module='ion.processes.data.transforms.ctd.ctd_L0_all',
                            class_name='ctd_L0_all')
        dprocdef_id = self.dataprocessclient.create_data_process_definition(dpd_obj)

        # Make assertion on the newly registered data process definition
        data_process_definition = self.rrclient.read(dprocdef_id)
        self.assertEquals(data_process_definition.name, 'ctd_L0_all')
        self.assertEquals(data_process_definition.description, 'transform ctd package into three separate L0 streams')
        self.assertEquals(data_process_definition.module, 'ion.processes.data.transforms.ctd.ctd_L0_all')
        self.assertEquals(data_process_definition.class_name, 'ctd_L0_all')

        # Read the data process definition using data process management and make assertions
        dprocdef_obj = self.dataprocessclient.read_data_process_definition(dprocdef_id)
        self.assertEquals(dprocdef_obj.class_name,'ctd_L0_all')
        self.assertEquals(dprocdef_obj.module,'ion.processes.data.transforms.ctd.ctd_L0_all')

        #---------------------------------------------------------------------------
        # Create an input instrument
        #---------------------------------------------------------------------------

        instrument_obj = IonObject(RT.InstrumentDevice, name='Inst1',description='an instrument that is creating the data product')
        instrument_id, rev = self.rrclient.create(instrument_obj)

        # Register the instrument so that the data producer and stream object are created
        data_producer_id = self.damsclient.register_instrument(instrument_id)

        # create a stream definition for the data from the ctd simulator
        pdict_id = self.dataset_management.read_parameter_dictionary_by_name('ctd_parsed_param_dict', id_only=True)
        ctd_stream_def_id = self.pubsubclient.create_stream_definition(name='Simulated CTD data', parameter_dictionary_id=pdict_id)

        self.dataprocessclient.assign_input_stream_definition_to_data_process_definition(ctd_stream_def_id, dprocdef_id )

        # Assert that the link between the stream definition and the data process definition was done
        assocs = self.rrclient.find_associations(subject=dprocdef_id, predicate=PRED.hasInputStreamDefinition, object=ctd_stream_def_id, id_only=True)

        self.assertIsNotNone(assocs)

        #---------------------------------------------------------------------------
        # Input Data Product
        #---------------------------------------------------------------------------
        tdom, sdom = time_series_domain()
        sdom = sdom.dump()
        tdom = tdom.dump()


        input_dp_obj = IonObject(   RT.DataProduct,
                                    name='InputDataProduct',
                                    description='some new dp',
                                    temporal_domain = tdom,
                                    spatial_domain = sdom)

        input_dp_id = self.dataproductclient.create_data_product(data_product=input_dp_obj, stream_definition_id=ctd_stream_def_id, exchange_point='test')

        #Make assertions on the input data product created
        input_dp_obj = self.rrclient.read(input_dp_id)
        self.assertEquals(input_dp_obj.name, 'InputDataProduct')
        self.assertEquals(input_dp_obj.description, 'some new dp')

        self.damsclient.assign_data_product(instrument_id, input_dp_id)

        # Retrieve the stream via the DataProduct->Stream associations
        stream_ids, _ = self.rrclient.find_objects(input_dp_id, PRED.hasStream, None, True)

        self.in_stream_id = stream_ids[0]

        #---------------------------------------------------------------------------
        # Output Data Product
        #---------------------------------------------------------------------------

        outgoing_stream_conductivity_id = self.pubsubclient.create_stream_definition(name='conductivity', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_conductivity_id, dprocdef_id,binding='conductivity' )

        outgoing_stream_pressure_id = self.pubsubclient.create_stream_definition(name='pressure', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_pressure_id, dprocdef_id, binding='pressure' )

        outgoing_stream_temperature_id = self.pubsubclient.create_stream_definition(name='temperature', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_temperature_id, dprocdef_id, binding='temperature' )


        self.output_products={}

        output_dp_obj = IonObject(RT.DataProduct,
            name='conductivity',
            description='transform output conductivity',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_1 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_conductivity_id)
        self.output_products['conductivity'] = output_dp_id_1

        output_dp_obj = IonObject(RT.DataProduct,
            name='pressure',
            description='transform output pressure',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_2 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_pressure_id)
        self.output_products['pressure'] = output_dp_id_2

        output_dp_obj = IonObject(RT.DataProduct,
            name='temperature',
            description='transform output ',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_3 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_temperature_id)
        self.output_products['temperature'] = output_dp_id_3


        #---------------------------------------------------------------------------
        # Create the data process
        #---------------------------------------------------------------------------
        def _create_data_process():
            dproc_id = self.dataprocessclient.create_data_process(dprocdef_id, [input_dp_id], self.output_products)
            return dproc_id

        dproc_id = _create_data_process()

        # Make assertions on the data process created
        data_process = self.dataprocessclient.read_data_process(dproc_id)

        # Assert that the data process has a process id attached
        self.assertIsNotNone(data_process.process_id)

        # Assert that the data process got the input data product's subscription id attached as its own input_susbcription_id attribute
        self.assertIsNotNone(data_process.input_subscription_id)

        output_data_product_ids = self.rrclient.find_objects(subject=dproc_id, predicate=PRED.hasOutputProduct, object_type=RT.DataProduct, id_only=True)

        self.assertEquals(Set(output_data_product_ids[0]), Set([output_dp_id_1,output_dp_id_2,output_dp_id_3]))


    @patch.dict(CFG, {'endpoint':{'receive':{'timeout': 60}}})
    def test_createDataProcessUsingSim(self):
        #-------------------------------
        # Create InstrumentModel
        #-------------------------------
        instModel_obj = IonObject(RT.InstrumentModel, name='SBE37IMModel', description="SBE37IMModel" )
        instModel_id = self.imsclient.create_instrument_model(instModel_obj)

        #-------------------------------
        # Create InstrumentAgent
        #-------------------------------
        instAgent_obj = IonObject(RT.InstrumentAgent, name='agent007', description="SBE37IMAgent", driver_uri="http://sddevrepo.oceanobservatories.org/releases/seabird_sbe37smb_ooicore-0.0.1-py2.7.egg")
        instAgent_id = self.imsclient.create_instrument_agent(instAgent_obj)

        self.imsclient.assign_instrument_model_to_instrument_agent(instModel_id, instAgent_id)

        #-------------------------------
        # Create InstrumentDevice
        #-------------------------------
        instDevice_obj = IonObject(RT.InstrumentDevice, name='SBE37IMDevice', description="SBE37IMDevice", serial_number="12345" )
        instDevice_id = self.imsclient.create_instrument_device(instrument_device=instDevice_obj)
        self.imsclient.assign_instrument_model_to_instrument_device(instModel_id, instDevice_id)

        #-------------------------------
        # Create InstrumentAgentInstance to hold configuration information
        #-------------------------------


        port_agent_config = {
            'device_addr': 'sbe37-simulator.oceanobservatories.org',
            'device_port': 4001,
            'process_type': PortAgentProcessType.UNIX,
            'binary_path': "port_agent",
            'command_port': 4002,
            'data_port': 4003,
            'log_level': 5,
        }


        port_agent_config = {
            'device_addr':  CFG.device.sbe37.host,
            'device_port':  CFG.device.sbe37.port,
            'process_type': PortAgentProcessType.UNIX,
            'binary_path': "port_agent",
            'port_agent_addr': 'localhost',
            'command_port': CFG.device.sbe37.port_agent_cmd_port,
            'data_port': CFG.device.sbe37.port_agent_data_port,
            'log_level': 5,
            'type': PortAgentType.ETHERNET
        }

        instAgentInstance_obj = IonObject(RT.InstrumentAgentInstance, name='SBE37IMAgentInstance', description="SBE37IMAgentInstance",
                                          port_agent_config = port_agent_config)
        instAgentInstance_id = self.imsclient.create_instrument_agent_instance(instAgentInstance_obj, instAgent_id, instDevice_id)


        #-------------------------------
        # Create CTD Parsed as the first data product
        #-------------------------------
        # create a stream definition for the data from the ctd simulator
        pdict_id = self.dataset_management.read_parameter_dictionary_by_name('ctd_parsed_param_dict', id_only=True)
        ctd_stream_def_id = self.pubsubclient.create_stream_definition(name='SBE32_CDM', parameter_dictionary_id=pdict_id)

        # Construct temporal and spatial Coordinate Reference System objects
        tdom, sdom = time_series_domain()

        sdom = sdom.dump()
        tdom = tdom.dump()



        dp_obj = IonObject(RT.DataProduct,
            name='ctd_parsed',
            description='ctd stream test',
            temporal_domain = tdom,
            spatial_domain = sdom)

        ctd_parsed_data_product = self.dataproductclient.create_data_product(dp_obj, ctd_stream_def_id)

        self.damsclient.assign_data_product(input_resource_id=instDevice_id, data_product_id=ctd_parsed_data_product)

        # Retrieve the id of the OUTPUT stream from the out Data Product
        stream_ids, _ = self.rrclient.find_objects(ctd_parsed_data_product, PRED.hasStream, None, True)

        #-------------------------------
        # Create CTD Raw as the second data product
        #-------------------------------
        raw_stream_def_id = self.pubsubclient.create_stream_definition(name='SBE37_RAW', parameter_dictionary_id=pdict_id)

        dp_obj.name = 'ctd_raw'
        ctd_raw_data_product = self.dataproductclient.create_data_product(dp_obj, raw_stream_def_id)

        self.damsclient.assign_data_product(input_resource_id=instDevice_id, data_product_id=ctd_raw_data_product)

        # Retrieve the id of the OUTPUT stream from the out Data Product
        stream_ids, _ = self.rrclient.find_objects(ctd_raw_data_product, PRED.hasStream, None, True)

        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Data Process Definition
        #-------------------------------
        dpd_obj = IonObject(RT.DataProcessDefinition,
                            name='ctd_L0_all',
                            description='transform ctd package into three separate L0 streams',
                            module='ion.processes.data.transforms.ctd.ctd_L0_all',
                            class_name='ctd_L0_all')
        ctd_L0_all_dprocdef_id = self.dataprocessclient.create_data_process_definition(dpd_obj)
            
        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Output Data Products
        #-------------------------------

        outgoing_stream_l0_conductivity_id = self.pubsubclient.create_stream_definition(name='L0_Conductivity', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_conductivity_id, ctd_L0_all_dprocdef_id, binding='conductivity' )

        outgoing_stream_l0_pressure_id = self.pubsubclient.create_stream_definition(name='L0_Pressure', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_pressure_id, ctd_L0_all_dprocdef_id, binding='pressure' )

        outgoing_stream_l0_temperature_id = self.pubsubclient.create_stream_definition(name='L0_Temperature', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_temperature_id, ctd_L0_all_dprocdef_id, binding='temperature' )


        self.output_products={}

        ctd_l0_conductivity_output_dp_obj = IonObject(  RT.DataProduct,
                                                        name='L0_Conductivity',
                                                        description='transform output conductivity',
                                                        temporal_domain = tdom,
                                                        spatial_domain = sdom)


        ctd_l0_conductivity_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_conductivity_output_dp_obj,
                                                                                outgoing_stream_l0_conductivity_id)
        self.output_products['conductivity'] = ctd_l0_conductivity_output_dp_id

        ctd_l0_pressure_output_dp_obj = IonObject(RT.DataProduct,
            name='L0_Pressure',
            description='transform output pressure',
            temporal_domain = tdom,
            spatial_domain = sdom)

        ctd_l0_pressure_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_pressure_output_dp_obj,
                                                                                    outgoing_stream_l0_pressure_id)
        self.output_products['pressure'] = ctd_l0_pressure_output_dp_id

        ctd_l0_temperature_output_dp_obj = IonObject(RT.DataProduct,
            name='L0_Temperature',
            description='transform output temperature',
            temporal_domain = tdom,
            spatial_domain = sdom)


        ctd_l0_temperature_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_temperature_output_dp_obj,
                                                                                    outgoing_stream_l0_temperature_id)
        self.output_products['temperature'] = ctd_l0_temperature_output_dp_id


        #-------------------------------
        # Create listener for data process events and verify that events are received.
        #-------------------------------

        # todo: add this validate for Req: L4-CI-SA-RQ-367  Data processing shall notify registered data product consumers about data processing workflow life cycle events
        #todo (contd) ... I believe the capability does not exist yet now. ANS And SA are not yet publishing any workflow life cycle events (Swarbhanu)
        
        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Create the data process
        #-------------------------------

        ctd_l0_all_data_process_id = self.dataprocessclient.create_data_process(ctd_L0_all_dprocdef_id, [ctd_parsed_data_product], self.output_products)
        data_process = self.rrclient.read(ctd_l0_all_data_process_id)
        process_id = data_process.process_id
        self.addCleanup(self.process_dispatcher.cancel_process, process_id)

        #-------------------------------
        # Wait until the process launched in the create_data_process() method is actually running, before proceeding further in this test
        #-------------------------------

        gate = ProcessStateGate(self.process_dispatcher.read_process, process_id, ProcessStateEnum.RUNNING)
        self.assertTrue(gate.await(30), "The data process (%s) did not spawn in 30 seconds" % process_id)

        #-------------------------------
        # Retrieve a list of all data process defintions in RR and validate that the DPD is listed
        #-------------------------------

        # todo: Req: L4-CI-SA-RQ-366  Data processing shall manage data topic definitions
        # todo: data topics are being handled by pub sub at the level of streams
        self.dataprocessclient.activate_data_process(ctd_l0_all_data_process_id)
        

        #todo: check that activate event is received L4-CI-SA-RQ-367
        #todo... (it looks like no event is being published when the data process is activated... so below, we just check for now
        # todo... that the subscription is indeed activated) (Swarbhanu)


        # todo: monitor process to see if it is active (sa-rq-182)
        ctd_l0_all_data_process = self.rrclient.read(ctd_l0_all_data_process_id)
        input_subscription_id = ctd_l0_all_data_process.input_subscription_id
        subs = self.rrclient.read(input_subscription_id)
        self.assertTrue(subs.activated)

        # todo: This has not yet been completed by CEI, will prbly surface thru a DPMS call
        self.dataprocessclient.deactivate_data_process(ctd_l0_all_data_process_id)


        #-------------------------------
        # Retrieve the extended resources for data process definition and for data process
        #-------------------------------
        extended_process_definition = self.dataprocessclient.get_data_process_definition_extension(ctd_L0_all_dprocdef_id)
        self.assertEqual(1, len(extended_process_definition.data_processes))
        log.debug("test_createDataProcess: extended_process_definition  %s", str(extended_process_definition))

        extended_process = self.dataprocessclient.get_data_process_extension(ctd_l0_all_data_process_id)
        self.assertEqual(1, len(extended_process.input_data_products))
        log.debug("test_createDataProcess: extended_process  %s", str(extended_process))

        ################################ Test the removal of data processes ##################################

        #-------------------------------------------------------------------
        # Test the deleting of the data process
        #-------------------------------------------------------------------

        # Before deleting, get the input streams, output streams and the subscriptions so that they can be checked after deleting
#        dp_obj_1 = self.rrclient.read(ctd_l0_all_data_process_id)
#        input_subscription_id = dp_obj_1.input_subscription_id
#        out_prods, _ = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, predicate=PRED.hasOutputProduct, id_only=True)
#        in_prods, _ = self.rrclient.find_objects(ctd_l0_all_data_process_id, PRED.hasInputProduct, id_only=True)
#        in_streams = []
#        for in_prod in in_prods:
#            streams, _ = self.rrclient.find_objects(in_prod, PRED.hasStream, id_only=True)
#            in_streams.extend(streams)
#        out_streams = []
#        for out_prod in out_prods:
#            streams, _ = self.rrclient.find_objects(out_prod, PRED.hasStream, id_only=True)
#            out_streams.extend(streams)

        # Deleting the data process
        self.dataprocessclient.delete_data_process(ctd_l0_all_data_process_id)

        # Check that the data process got removed. Check the lcs state. It should be retired
        dp_obj = self.rrclient.read(ctd_l0_all_data_process_id)
        self.assertEquals(dp_obj.lcstate, LCS.RETIRED)

        # Check for process defs still attached to the data process
        dpd_assn_ids = self.rrclient.find_associations(subject=ctd_l0_all_data_process_id,  predicate=PRED.hasProcessDefinition, id_only=True)
        self.assertEquals(len(dpd_assn_ids), 0)

        # Check for output data product still attached to the data process
        out_products, assocs = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, predicate=PRED.hasOutputProduct, id_only=True)
        self.assertEquals(len(out_products), 0)
        self.assertEquals(len(assocs), 0)

        # Check for input data products still attached to the data process
        inprod_associations = self.rrclient.find_associations(ctd_l0_all_data_process_id, PRED.hasInputProduct)
        self.assertEquals(len(inprod_associations), 0)

        # Check for input data products still attached to the data process
        inprod_associations = self.rrclient.find_associations(ctd_l0_all_data_process_id, PRED.hasInputProduct)
        self.assertEquals(len(inprod_associations), 0)

        # Check of the data process has been deactivated
        self.assertIsNone(dp_obj.input_subscription_id)

        # Read the original subscription id of the data process and check that it has been deactivated
        with self.assertRaises(NotFound):
            self.pubsubclient.read_subscription(input_subscription_id)

        #-------------------------------------------------------------------
        # Delete the data process definition
        #-------------------------------------------------------------------

        # before deleting, get the process definition being associated to in order to be able to check later if the latter gets deleted as it should
        proc_def_ids, proc_def_asocs = self.rrclient.find_objects(ctd_l0_all_data_process_id, PRED.hasProcessDefinition)
        self.dataprocessclient.delete_data_process_definition(ctd_L0_all_dprocdef_id)

        # check that the data process definition has been retired
        dp_proc_def = self.rrclient.read(ctd_L0_all_dprocdef_id)
        self.assertEquals(dp_proc_def.lcstate, LCS.RETIRED)

        # Check for old associations of this data process definition
        proc_defs, proc_def_asocs = self.rrclient.find_objects(ctd_L0_all_dprocdef_id, PRED.hasProcessDefinition)
        self.assertEquals(len(proc_defs), 0)

        # find all associations where this is the subject
        _, obj_assns = self.rrclient.find_objects(subject= ctd_L0_all_dprocdef_id, id_only=True)
        self.assertEquals(len(obj_assns), 0)

        ################################ Test the removal of data processes ##################################
        # Try force delete... This should simply delete the associations and the data process object
        # from the resource registry

        #---------------------------------------------------------------------------------------------------------------
        # Force deleting a data process
        #---------------------------------------------------------------------------------------------------------------
        self.dataprocessclient.force_delete_data_process(ctd_l0_all_data_process_id)

        # find all associations where this is the subject
        _, obj_assns = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, id_only=True)

        # find all associations where this is the object
        _, sbj_assns = self.rrclient.find_subjects(object=ctd_l0_all_data_process_id, id_only=True)

        self.assertEquals(len(obj_assns), 0)
        self.assertEquals(len(sbj_assns), 0)
        
        with self.assertRaises(NotFound):
            self.rrclient.read(ctd_l0_all_data_process_id)

        #---------------------------------------------------------------------------------------------------------------
        # Force deleting a data process definition
        #---------------------------------------------------------------------------------------------------------------
        self.dataprocessclient.force_delete_data_process_definition(ctd_L0_all_dprocdef_id)

        # find all associations where this is the subject
        _, obj_assns = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, id_only=True)

        # find all associations where this is the object
        _, sbj_assns = self.rrclient.find_subjects(object=ctd_l0_all_data_process_id, id_only=True)

        self.assertEquals(len(obj_assns), 0)
        self.assertEquals(len(sbj_assns), 0)

        with self.assertRaises(NotFound):
            self.rrclient.read(ctd_l0_all_data_process_id)
class TestIntDataProcessManagementServiceMultiOut(IonIntegrationTestCase):

    def setUp(self):
        # Start container
        self._start_container()
        self.container.start_rel_from_url('res/deploy/r2deploy.yml')

        # Now create client to DataProductManagementService
        self.rrclient = ResourceRegistryServiceClient(node=self.container.node)
        self.damsclient = DataAcquisitionManagementServiceClient(node=self.container.node)
        self.pubsubclient =  PubsubManagementServiceClient(node=self.container.node)
        self.ingestclient = IngestionManagementServiceClient(node=self.container.node)
        self.imsclient = InstrumentManagementServiceClient(node=self.container.node)
        self.dataproductclient = DataProductManagementServiceClient(node=self.container.node)
        self.dataprocessclient = DataProcessManagementServiceClient(node=self.container.node)
        self.datasetclient =  DatasetManagementServiceClient(node=self.container.node)
        self.dataset_management = self.datasetclient
        self.process_dispatcher = ProcessDispatcherServiceClient(node=self.container.node)

    def test_createDataProcess(self):

        #---------------------------------------------------------------------------
        # Data Process Definition
        #---------------------------------------------------------------------------
        dpd_obj = IonObject(RT.DataProcessDefinition,
                            name='ctd_L0_all',
                            description='transform ctd package into three separate L0 streams',
                            module='ion.processes.data.transforms.ctd.ctd_L0_all',
                            class_name='ctd_L0_all')
        dprocdef_id = self.dataprocessclient.create_data_process_definition(dpd_obj)

        # Make assertion on the newly registered data process definition
        data_process_definition = self.rrclient.read(dprocdef_id)
        self.assertEquals(data_process_definition.name, 'ctd_L0_all')
        self.assertEquals(data_process_definition.description, 'transform ctd package into three separate L0 streams')
        self.assertEquals(data_process_definition.module, 'ion.processes.data.transforms.ctd.ctd_L0_all')
        self.assertEquals(data_process_definition.class_name, 'ctd_L0_all')

        # Read the data process definition using data process management and make assertions
        dprocdef_obj = self.dataprocessclient.read_data_process_definition(dprocdef_id)
        self.assertEquals(dprocdef_obj.class_name,'ctd_L0_all')
        self.assertEquals(dprocdef_obj.module,'ion.processes.data.transforms.ctd.ctd_L0_all')

        #---------------------------------------------------------------------------
        # Create an input instrument
        #---------------------------------------------------------------------------

        instrument_obj = IonObject(RT.InstrumentDevice, name='Inst1',description='an instrument that is creating the data product')
        instrument_id, rev = self.rrclient.create(instrument_obj)

        # Register the instrument so that the data producer and stream object are created
        data_producer_id = self.damsclient.register_instrument(instrument_id)

        # create a stream definition for the data from the ctd simulator
        pdict_id = self.dataset_management.read_parameter_dictionary_by_name('ctd_parsed_param_dict', id_only=True)
        ctd_stream_def_id = self.pubsubclient.create_stream_definition(name='Simulated CTD data', parameter_dictionary_id=pdict_id)

        self.dataprocessclient.assign_input_stream_definition_to_data_process_definition(ctd_stream_def_id, dprocdef_id )

        # Assert that the link between the stream definition and the data process definition was done
        assocs = self.rrclient.find_associations(subject=dprocdef_id, predicate=PRED.hasInputStreamDefinition, object=ctd_stream_def_id, id_only=True)

        self.assertIsNotNone(assocs)

        #---------------------------------------------------------------------------
        # Input Data Product
        #---------------------------------------------------------------------------
        tdom, sdom = time_series_domain()
        sdom = sdom.dump()
        tdom = tdom.dump()


        input_dp_obj = IonObject(   RT.DataProduct,
                                    name='InputDataProduct',
                                    description='some new dp',
                                    temporal_domain = tdom,
                                    spatial_domain = sdom)

        input_dp_id = self.dataproductclient.create_data_product(data_product=input_dp_obj, stream_definition_id=ctd_stream_def_id, exchange_point='test')

        #Make assertions on the input data product created
        input_dp_obj = self.rrclient.read(input_dp_id)
        self.assertEquals(input_dp_obj.name, 'InputDataProduct')
        self.assertEquals(input_dp_obj.description, 'some new dp')

        self.damsclient.assign_data_product(instrument_id, input_dp_id)

        # Retrieve the stream via the DataProduct->Stream associations
        stream_ids, _ = self.rrclient.find_objects(input_dp_id, PRED.hasStream, None, True)

        self.in_stream_id = stream_ids[0]

        #---------------------------------------------------------------------------
        # Output Data Product
        #---------------------------------------------------------------------------

        outgoing_stream_conductivity_id = self.pubsubclient.create_stream_definition(name='conductivity', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_conductivity_id, dprocdef_id,binding='conductivity' )

        outgoing_stream_pressure_id = self.pubsubclient.create_stream_definition(name='pressure', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_pressure_id, dprocdef_id, binding='pressure' )

        outgoing_stream_temperature_id = self.pubsubclient.create_stream_definition(name='temperature', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_temperature_id, dprocdef_id, binding='temperature' )


        self.output_products={}

        output_dp_obj = IonObject(RT.DataProduct,
            name='conductivity',
            description='transform output conductivity',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_1 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_conductivity_id)
        self.output_products['conductivity'] = output_dp_id_1

        output_dp_obj = IonObject(RT.DataProduct,
            name='pressure',
            description='transform output pressure',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_2 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_pressure_id)
        self.output_products['pressure'] = output_dp_id_2

        output_dp_obj = IonObject(RT.DataProduct,
            name='temperature',
            description='transform output ',
            temporal_domain = tdom,
            spatial_domain = sdom)

        output_dp_id_3 = self.dataproductclient.create_data_product(output_dp_obj, outgoing_stream_temperature_id)
        self.output_products['temperature'] = output_dp_id_3


        #---------------------------------------------------------------------------
        # Create the data process
        #---------------------------------------------------------------------------
        def _create_data_process():
            dproc_id = self.dataprocessclient.create_data_process(dprocdef_id, [input_dp_id], self.output_products)
            return dproc_id

        dproc_id = _create_data_process()

        # Make assertions on the data process created
        data_process = self.dataprocessclient.read_data_process(dproc_id)

        # Assert that the data process has a process id attached
        self.assertIsNotNone(data_process.process_id)

        # Assert that the data process got the input data product's subscription id attached as its own input_susbcription_id attribute
        self.assertIsNotNone(data_process.input_subscription_id)

        output_data_product_ids = self.rrclient.find_objects(subject=dproc_id, predicate=PRED.hasOutputProduct, object_type=RT.DataProduct, id_only=True)

        self.assertEquals(Set(output_data_product_ids[0]), Set([output_dp_id_1,output_dp_id_2,output_dp_id_3]))


    @patch.dict(CFG, {'endpoint':{'receive':{'timeout': 60}}})
    def test_createDataProcessUsingSim(self):
        #-------------------------------
        # Create InstrumentModel
        #-------------------------------
        instModel_obj = IonObject(RT.InstrumentModel, name='SBE37IMModel', description="SBE37IMModel" )
        instModel_id = self.imsclient.create_instrument_model(instModel_obj)

        #-------------------------------
        # Create InstrumentAgent
        #-------------------------------
        instAgent_obj = IonObject(RT.InstrumentAgent, name='agent007', description="SBE37IMAgent", driver_uri="http://sddevrepo.oceanobservatories.org/releases/seabird_sbe37smb_ooicore-0.0.1-py2.7.egg")
        instAgent_id = self.imsclient.create_instrument_agent(instAgent_obj)

        self.imsclient.assign_instrument_model_to_instrument_agent(instModel_id, instAgent_id)

        #-------------------------------
        # Create InstrumentDevice
        #-------------------------------
        instDevice_obj = IonObject(RT.InstrumentDevice, name='SBE37IMDevice', description="SBE37IMDevice", serial_number="12345" )
        instDevice_id = self.imsclient.create_instrument_device(instrument_device=instDevice_obj)
        self.imsclient.assign_instrument_model_to_instrument_device(instModel_id, instDevice_id)

        #-------------------------------
        # Create InstrumentAgentInstance to hold configuration information
        #-------------------------------


        port_agent_config = {
            'device_addr': 'sbe37-simulator.oceanobservatories.org',
            'device_port': 4001,
            'process_type': PortAgentProcessType.UNIX,
            'binary_path': "port_agent",
            'command_port': 4002,
            'data_port': 4003,
            'log_level': 5,
        }


        port_agent_config = {
            'device_addr':  CFG.device.sbe37.host,
            'device_port':  CFG.device.sbe37.port,
            'process_type': PortAgentProcessType.UNIX,
            'binary_path': "port_agent",
            'port_agent_addr': 'localhost',
            'command_port': CFG.device.sbe37.port_agent_cmd_port,
            'data_port': CFG.device.sbe37.port_agent_data_port,
            'log_level': 5,
            'type': PortAgentType.ETHERNET
        }

        instAgentInstance_obj = IonObject(RT.InstrumentAgentInstance, name='SBE37IMAgentInstance', description="SBE37IMAgentInstance",
                                          port_agent_config = port_agent_config)
        instAgentInstance_id = self.imsclient.create_instrument_agent_instance(instAgentInstance_obj, instAgent_id, instDevice_id)


        #-------------------------------
        # Create CTD Parsed as the first data product
        #-------------------------------
        # create a stream definition for the data from the ctd simulator
        pdict_id = self.dataset_management.read_parameter_dictionary_by_name('ctd_parsed_param_dict', id_only=True)
        ctd_stream_def_id = self.pubsubclient.create_stream_definition(name='SBE32_CDM', parameter_dictionary_id=pdict_id)

        # Construct temporal and spatial Coordinate Reference System objects
        tdom, sdom = time_series_domain()

        sdom = sdom.dump()
        tdom = tdom.dump()



        dp_obj = IonObject(RT.DataProduct,
            name='ctd_parsed',
            description='ctd stream test',
            temporal_domain = tdom,
            spatial_domain = sdom)

        ctd_parsed_data_product = self.dataproductclient.create_data_product(dp_obj, ctd_stream_def_id)

        self.damsclient.assign_data_product(input_resource_id=instDevice_id, data_product_id=ctd_parsed_data_product)

        # Retrieve the id of the OUTPUT stream from the out Data Product
        stream_ids, _ = self.rrclient.find_objects(ctd_parsed_data_product, PRED.hasStream, None, True)

        #-------------------------------
        # Create CTD Raw as the second data product
        #-------------------------------
        raw_stream_def_id = self.pubsubclient.create_stream_definition(name='SBE37_RAW', parameter_dictionary_id=pdict_id)

        dp_obj.name = 'ctd_raw'
        ctd_raw_data_product = self.dataproductclient.create_data_product(dp_obj, raw_stream_def_id)

        self.damsclient.assign_data_product(input_resource_id=instDevice_id, data_product_id=ctd_raw_data_product)

        # Retrieve the id of the OUTPUT stream from the out Data Product
        stream_ids, _ = self.rrclient.find_objects(ctd_raw_data_product, PRED.hasStream, None, True)

        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Data Process Definition
        #-------------------------------
        dpd_obj = IonObject(RT.DataProcessDefinition,
                            name='ctd_L0_all',
                            description='transform ctd package into three separate L0 streams',
                            module='ion.processes.data.transforms.ctd.ctd_L0_all',
                            class_name='ctd_L0_all')
        ctd_L0_all_dprocdef_id = self.dataprocessclient.create_data_process_definition(dpd_obj)
            
        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Output Data Products
        #-------------------------------

        outgoing_stream_l0_conductivity_id = self.pubsubclient.create_stream_definition(name='L0_Conductivity', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_conductivity_id, ctd_L0_all_dprocdef_id, binding='conductivity' )

        outgoing_stream_l0_pressure_id = self.pubsubclient.create_stream_definition(name='L0_Pressure', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_pressure_id, ctd_L0_all_dprocdef_id, binding='pressure' )

        outgoing_stream_l0_temperature_id = self.pubsubclient.create_stream_definition(name='L0_Temperature', parameter_dictionary_id=pdict_id)
        self.dataprocessclient.assign_stream_definition_to_data_process_definition(outgoing_stream_l0_temperature_id, ctd_L0_all_dprocdef_id, binding='temperature' )


        self.output_products={}

        ctd_l0_conductivity_output_dp_obj = IonObject(  RT.DataProduct,
                                                        name='L0_Conductivity',
                                                        description='transform output conductivity',
                                                        temporal_domain = tdom,
                                                        spatial_domain = sdom)


        ctd_l0_conductivity_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_conductivity_output_dp_obj,
                                                                                outgoing_stream_l0_conductivity_id)
        self.output_products['conductivity'] = ctd_l0_conductivity_output_dp_id

        ctd_l0_pressure_output_dp_obj = IonObject(RT.DataProduct,
            name='L0_Pressure',
            description='transform output pressure',
            temporal_domain = tdom,
            spatial_domain = sdom)

        ctd_l0_pressure_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_pressure_output_dp_obj,
                                                                                    outgoing_stream_l0_pressure_id)
        self.output_products['pressure'] = ctd_l0_pressure_output_dp_id

        ctd_l0_temperature_output_dp_obj = IonObject(RT.DataProduct,
            name='L0_Temperature',
            description='transform output temperature',
            temporal_domain = tdom,
            spatial_domain = sdom)


        ctd_l0_temperature_output_dp_id = self.dataproductclient.create_data_product(ctd_l0_temperature_output_dp_obj,
                                                                                    outgoing_stream_l0_temperature_id)
        self.output_products['temperature'] = ctd_l0_temperature_output_dp_id


        #-------------------------------
        # Create listener for data process events and verify that events are received.
        #-------------------------------

        # todo: add this validate for Req: L4-CI-SA-RQ-367  Data processing shall notify registered data product consumers about data processing workflow life cycle events
        #todo (contd) ... I believe the capability does not exist yet now. ANS And SA are not yet publishing any workflow life cycle events (Swarbhanu)
        
        #-------------------------------
        # L0 Conductivity - Temperature - Pressure: Create the data process
        #-------------------------------

        ctd_l0_all_data_process_id = self.dataprocessclient.create_data_process(ctd_L0_all_dprocdef_id, [ctd_parsed_data_product], self.output_products)
        data_process = self.rrclient.read(ctd_l0_all_data_process_id)
        process_id = data_process.process_id
        self.addCleanup(self.process_dispatcher.cancel_process, process_id)

        #-------------------------------
        # Wait until the process launched in the create_data_process() method is actually running, before proceeding further in this test
        #-------------------------------

        gate = ProcessStateGate(self.process_dispatcher.read_process, process_id, ProcessStateEnum.RUNNING)
        self.assertTrue(gate.await(30), "The data process (%s) did not spawn in 30 seconds" % process_id)

        #-------------------------------
        # Retrieve a list of all data process defintions in RR and validate that the DPD is listed
        #-------------------------------

        # todo: Req: L4-CI-SA-RQ-366  Data processing shall manage data topic definitions
        # todo: data topics are being handled by pub sub at the level of streams
        self.dataprocessclient.activate_data_process(ctd_l0_all_data_process_id)
        

        #todo: check that activate event is received L4-CI-SA-RQ-367
        #todo... (it looks like no event is being published when the data process is activated... so below, we just check for now
        # todo... that the subscription is indeed activated) (Swarbhanu)


        # todo: monitor process to see if it is active (sa-rq-182)
        ctd_l0_all_data_process = self.rrclient.read(ctd_l0_all_data_process_id)
        input_subscription_id = ctd_l0_all_data_process.input_subscription_id
        subs = self.rrclient.read(input_subscription_id)
        self.assertTrue(subs.activated)

        # todo: This has not yet been completed by CEI, will prbly surface thru a DPMS call
        self.dataprocessclient.deactivate_data_process(ctd_l0_all_data_process_id)


        #-------------------------------
        # Retrieve the extended resources for data process definition and for data process
        #-------------------------------
        extended_process_definition = self.dataprocessclient.get_data_process_definition_extension(ctd_L0_all_dprocdef_id)
        self.assertEqual(1, len(extended_process_definition.data_processes))
        log.debug("test_createDataProcess: extended_process_definition  %s", str(extended_process_definition))

        extended_process = self.dataprocessclient.get_data_process_extension(ctd_l0_all_data_process_id)
        self.assertEqual(1, len(extended_process.input_data_products))
        log.debug("test_createDataProcess: extended_process  %s", str(extended_process))

        ################################ Test the removal of data processes ##################################

        #-------------------------------------------------------------------
        # Test the deleting of the data process
        #-------------------------------------------------------------------

        # Before deleting, get the input streams, output streams and the subscriptions so that they can be checked after deleting
#        dp_obj_1 = self.rrclient.read(ctd_l0_all_data_process_id)
#        input_subscription_id = dp_obj_1.input_subscription_id
#        out_prods, _ = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, predicate=PRED.hasOutputProduct, id_only=True)
#        in_prods, _ = self.rrclient.find_objects(ctd_l0_all_data_process_id, PRED.hasInputProduct, id_only=True)
#        in_streams = []
#        for in_prod in in_prods:
#            streams, _ = self.rrclient.find_objects(in_prod, PRED.hasStream, id_only=True)
#            in_streams.extend(streams)
#        out_streams = []
#        for out_prod in out_prods:
#            streams, _ = self.rrclient.find_objects(out_prod, PRED.hasStream, id_only=True)
#            out_streams.extend(streams)

        # Deleting the data process
        self.dataprocessclient.delete_data_process(ctd_l0_all_data_process_id)

        # Check that the data process got removed. Check the lcs state. It should be retired
        dp_obj = self.rrclient.read(ctd_l0_all_data_process_id)
        self.assertEquals(dp_obj.lcstate, LCS.RETIRED)

        # Check for process defs still attached to the data process
        dpd_assn_ids = self.rrclient.find_associations(subject=ctd_l0_all_data_process_id,  predicate=PRED.hasProcessDefinition, id_only=True)
        self.assertEquals(len(dpd_assn_ids), 0)

        # Check for output data product still attached to the data process
        out_products, assocs = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, predicate=PRED.hasOutputProduct, id_only=True)
        self.assertEquals(len(out_products), 0)
        self.assertEquals(len(assocs), 0)

        # Check for input data products still attached to the data process
        inprod_associations = self.rrclient.find_associations(ctd_l0_all_data_process_id, PRED.hasInputProduct)
        self.assertEquals(len(inprod_associations), 0)

        # Check for input data products still attached to the data process
        inprod_associations = self.rrclient.find_associations(ctd_l0_all_data_process_id, PRED.hasInputProduct)
        self.assertEquals(len(inprod_associations), 0)

        # Check of the data process has been deactivated
        self.assertIsNone(dp_obj.input_subscription_id)

        # Read the original subscription id of the data process and check that it has been deactivated
        with self.assertRaises(NotFound):
            self.pubsubclient.read_subscription(input_subscription_id)

        #-------------------------------------------------------------------
        # Delete the data process definition
        #-------------------------------------------------------------------

        # before deleting, get the process definition being associated to in order to be able to check later if the latter gets deleted as it should
        proc_def_ids, proc_def_asocs = self.rrclient.find_objects(ctd_l0_all_data_process_id, PRED.hasProcessDefinition)
        self.dataprocessclient.delete_data_process_definition(ctd_L0_all_dprocdef_id)

        # check that the data process definition has been retired
        dp_proc_def = self.rrclient.read(ctd_L0_all_dprocdef_id)
        self.assertEquals(dp_proc_def.lcstate, LCS.RETIRED)

        # Check for old associations of this data process definition
        proc_defs, proc_def_asocs = self.rrclient.find_objects(ctd_L0_all_dprocdef_id, PRED.hasProcessDefinition)
        self.assertEquals(len(proc_defs), 0)

        # find all associations where this is the subject
        _, obj_assns = self.rrclient.find_objects(subject= ctd_L0_all_dprocdef_id, id_only=True)
        self.assertEquals(len(obj_assns), 0)

        ################################ Test the removal of data processes ##################################
        # Try force delete... This should simply delete the associations and the data process object
        # from the resource registry

        #---------------------------------------------------------------------------------------------------------------
        # Force deleting a data process
        #---------------------------------------------------------------------------------------------------------------
        self.dataprocessclient.force_delete_data_process(ctd_l0_all_data_process_id)

        # find all associations where this is the subject
        _, obj_assns = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, id_only=True)

        # find all associations where this is the object
        _, sbj_assns = self.rrclient.find_subjects(object=ctd_l0_all_data_process_id, id_only=True)

        self.assertEquals(len(obj_assns), 0)
        self.assertEquals(len(sbj_assns), 0)
        
        with self.assertRaises(NotFound):
            self.rrclient.read(ctd_l0_all_data_process_id)

        #---------------------------------------------------------------------------------------------------------------
        # Force deleting a data process definition
        #---------------------------------------------------------------------------------------------------------------
        self.dataprocessclient.force_delete_data_process_definition(ctd_L0_all_dprocdef_id)

        # find all associations where this is the subject
        _, obj_assns = self.rrclient.find_objects(subject=ctd_l0_all_data_process_id, id_only=True)

        # find all associations where this is the object
        _, sbj_assns = self.rrclient.find_subjects(object=ctd_l0_all_data_process_id, id_only=True)

        self.assertEquals(len(obj_assns), 0)
        self.assertEquals(len(sbj_assns), 0)

        with self.assertRaises(NotFound):
            self.rrclient.read(ctd_l0_all_data_process_id)


    def test_transform_function_crd(self):
        tf = TransformFunction(name='simple', module='pyon.ion.process', cls='SimpleProcess')

        tf_id = self.dataprocessclient.create_transform_function(tf)
        self.assertTrue(tf_id)

        tf2_id = self.dataprocessclient.create_transform_function(tf)
        self.assertEquals(tf_id, tf2_id)

        tf_obj = self.dataprocessclient.read_transform_function(tf_id)
        self.assertEquals([tf.name, tf.module, tf.cls, tf.function_type], [tf_obj.name, tf_obj.module, tf_obj.cls, tf_obj.function_type])

        tf.module = 'dev.null'
        self.assertRaises(BadRequest, self.dataprocessclient.create_transform_function, tf)

        self.dataprocessclient.delete_transform_function(tf_id)
        self.assertRaises(NotFound, self.dataprocessclient.read_transform_function, tf_id)