def __init__(self, client: SchemaRegistryClient, subject: str, is_key=False, **kwargs):
        self.schema_registry_client = client
        self.schema_subject = subject
        self.is_key = is_key

        MessageSerializer.__init__(self, client)
        faust.Codec.__init__(self, client=client, subject=subject, is_key=is_key, **kwargs)
Пример #2
0
        def __init__(self,
                     schema_registry_client,
                     schema_subject,
                     schema,
                     is_key=False):
            self.schema_registry_client = schema_registry_client
            self.schema_subject = schema_subject
            self.schema = schema
            self.is_key = is_key

            MessageSerializer.__init__(self, schema_registry_client)
            faust.Codec.__init__(self)
        def __init__(
            self,
            schema_registry_client: SchemaRegistryClient,
            schema_subject: str,
            schema: "schema.AvroSchema",
            is_key: bool = False,
        ):
            self.schema_registry_client = schema_registry_client
            self.schema_subject = schema_subject
            self.schema = schema
            self.is_key = is_key

            MessageSerializer.__init__(self, schema_registry_client)
            faust.Codec.__init__(self)
def avro_to_row(schema_registry):
    client = SchemaRegistryClient(schema_registry)
    serializer = MessageSerializer(client)

    def convert(msg):
        try:
            dat = serializer.decode_message(msg)
        except Exception as e:
            logging.warning(f'Serialize Error! ({e}) - Payload: {msg}')
            return []

        logging.info(f'Payload: {dat}')
        return [dat]

    return convert
def message_serializer(client):
    return MessageSerializer(client)
Пример #6
0
from typing import Any

from faust.serializers import codecs
from schema_registry.client import SchemaRegistryClient
from schema_registry.serializers import MessageSerializer

from aiodeu.config import Config
from aiodeu.utils import async_wrap

client = SchemaRegistryClient(Config.AVRO_SCHEMA_REGISTRY)

message_serializer = MessageSerializer(client)


class AvroJsonCodec(codecs.Codec):
    """Schema registry /schemas/ids/1263"""
    async def _dumps(self, obj: dict, schema_id: int = 1) -> bytes:
        """Not used in application but for testing sending avro binary to kafka"""
        async_get_by_id = async_wrap(client.get_by_id)
        avro_schema = await async_get_by_id(schema_id)
        async_encode_record_with_schema = async_wrap(
            message_serializer.encode_record_with_schema)
        return await async_encode_record_with_schema(subject=Config.TOPIC_NAME,
                                                     avro_schema=avro_schema,
                                                     record=obj)

    async def _loads(self, s: bytes) -> Any:
        """Load avro binary and return reader iterable"""
        async_decode_message = async_wrap(message_serializer.decode_message)
        return await async_decode_message(s)
Пример #7
0
def test_message_serializer(test_client):
    return MessageSerializer(test_client)
Пример #8
0
    def __init__(self, configFile, debug):
        """
            Class init

        """

        self.myAgentCommonDebug = debug

        self.loggerName = "agentcommon." + __version__ + ".log"

        self.config = self.checkConfigurationFile(
            configFile, ["Daemon", "Logger", "MQTT", "Schemaregistry"])

        # setup batch counter for each topic
        self.myBatchCounter = []

        # MQTT setup
        self.mqtt_broker = self.config.get("MQTT", "mqtt_broker")
        self.mqtt_port = int(self.config.get("MQTT", "mqtt_port"))
        self.mqtt_broker_sec = self.config.get("MQTT", "mqtt_broker_sec")
        self.mqtt_port_sec = int(self.config.get("MQTT", "mqtt_port_sec"))
        self.mqtt_ca_certs = self.config.get("MQTT", "mqtt_ca_certs")
        self.mqtt_certfile = self.config.get("MQTT", "mqtt_certfile")
        self.mqtt_keyfile = self.config.get("MQTT", "mqtt_keyfile")

        # schemas and schema registry setup
        conf = {
            "url":
            self.config.get("Schemaregistry", "url"),
            "ssl.ca.location":
            self.config.get("Schemaregistry", "ssl.ca.location"),
            "ssl.certificate.location":
            self.config.get("Schemaregistry", "ssl.certificate.location"),
            "ssl.key.location":
            self.config.get("Schemaregistry", "ssl.key.location"),
        }

        client = SchemaRegistryClient(conf)
        self.msg_serializer = MessageSerializer(client)

        # TO-DO: schema names could be in config file as list
        subject = "com.hpe.krakenmare.message.agent.RegisterRequest"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
            time.sleep(1)
        self.agent_register_request_schema = cg.schema.schema
        self.agent_register_request_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.manager.RegisterResponse"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.agent_register_response_schema = cg.schema.schema
        self.agent_register_response_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.DeregisterRequest"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.agent_deregister_request_schema = cg.schema.schema
        self.agent_deregister_request_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.manager.DeregisterResponse"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.agent_deregister_response_schema = cg.schema.schema
        self.agent_deregister_response_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.SendTimeSeriesDruid"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.send_time_series_schema = cg.schema.schema
        self.send_time_series_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.DeviceList"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.device_register_request_schema = cg.schema.schema
        self.device_register_request_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.manager.DeviceListResponse"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.device_register_response_schema = cg.schema.schema
        self.device_register_response_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.SendTimeSeriesDruidArray"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.send_time_series_druid_array = cg.schema.schema
        self.send_time_series_druid_array_id = cg.schema_id
Пример #9
0
class AgentCommon:
    loggerName = None

    # myMQTTregistered = False
    # myMQTTderegistered = False
    myDeviceRegistered = False
    myByteBatch = []
    myCurrentSubtopic = 0
    myNumber_of_msg_send = 0
    myMessageCounter = 0
    mymqttBatchCountSenderUUID = False

    def __init__(self, configFile, debug):
        """
            Class init

        """

        self.myAgentCommonDebug = debug

        self.loggerName = "agentcommon." + __version__ + ".log"

        self.config = self.checkConfigurationFile(
            configFile, ["Daemon", "Logger", "MQTT", "Schemaregistry"])

        # setup batch counter for each topic
        self.myBatchCounter = []

        # MQTT setup
        self.mqtt_broker = self.config.get("MQTT", "mqtt_broker")
        self.mqtt_port = int(self.config.get("MQTT", "mqtt_port"))
        self.mqtt_broker_sec = self.config.get("MQTT", "mqtt_broker_sec")
        self.mqtt_port_sec = int(self.config.get("MQTT", "mqtt_port_sec"))
        self.mqtt_ca_certs = self.config.get("MQTT", "mqtt_ca_certs")
        self.mqtt_certfile = self.config.get("MQTT", "mqtt_certfile")
        self.mqtt_keyfile = self.config.get("MQTT", "mqtt_keyfile")

        # schemas and schema registry setup
        conf = {
            "url":
            self.config.get("Schemaregistry", "url"),
            "ssl.ca.location":
            self.config.get("Schemaregistry", "ssl.ca.location"),
            "ssl.certificate.location":
            self.config.get("Schemaregistry", "ssl.certificate.location"),
            "ssl.key.location":
            self.config.get("Schemaregistry", "ssl.key.location"),
        }

        client = SchemaRegistryClient(conf)
        self.msg_serializer = MessageSerializer(client)

        # TO-DO: schema names could be in config file as list
        subject = "com.hpe.krakenmare.message.agent.RegisterRequest"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
            time.sleep(1)
        self.agent_register_request_schema = cg.schema.schema
        self.agent_register_request_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.manager.RegisterResponse"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.agent_register_response_schema = cg.schema.schema
        self.agent_register_response_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.DeregisterRequest"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.agent_deregister_request_schema = cg.schema.schema
        self.agent_deregister_request_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.manager.DeregisterResponse"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.agent_deregister_response_schema = cg.schema.schema
        self.agent_deregister_response_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.SendTimeSeriesDruid"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.send_time_series_schema = cg.schema.schema
        self.send_time_series_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.DeviceList"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.device_register_request_schema = cg.schema.schema
        self.device_register_request_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.manager.DeviceListResponse"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.device_register_response_schema = cg.schema.schema
        self.device_register_response_schema_id = cg.schema_id

        subject = "com.hpe.krakenmare.message.agent.SendTimeSeriesDruidArray"
        cg = None
        while cg is None:
            cg = client.get_schema(subject)
            print("getting schema %s from schemaregistry" % subject)
        self.send_time_series_druid_array = cg.schema.schema
        self.send_time_series_druid_array_id = cg.schema_id

    def setMqttNumberOfPublishingTopics(self, mqttNumberOfPublishingTopics):
        self.myAgentMqttNumberOfPublishingTopics = mqttNumberOfPublishingTopics
        self.myCurrentSubtopic = random.randrange(mqttNumberOfPublishingTopics)
        print("starting from topic %d" % self.myCurrentSubtopic)

        i = 0

        # setup batch counter for each topic as an array
        while i < mqttNumberOfPublishingTopics:
            self.myBatchCounter.append(1)
            i += 1

    def checkConfigurationFile(self, configurationFileFullPath,
                               sectionsToCheck, **options):
        """
        Checks if the submitted.cfg configuration file is found
        and contains required sections
        configurationFileFullPath:
        full path to the configuration file (e.g. /home/agent/myConf.cfg)
        sectionsToCheck:
        list of sections in the configuration to be checked for existence
        """

        config = configparser.ConfigParser()

        if os.path.isfile(configurationFileFullPath) is False:
            print("ERROR: the configuration file " +
                  configurationFileFullPath + " is not found")
            print("Terminating ...")
            sys.exit(2)

        try:
            config.read(configurationFileFullPath)
        except Exception as e:
            print("ERROR: Could not read the configuration file " +
                  configurationFileFullPath)
            print("Detailed error description: "), e
            print("Terminating ...")
            sys.exit(2)

        if sectionsToCheck is not None:
            for section in sectionsToCheck:
                if not config.has_section(section):
                    print("ERROR: the configuration file is not correctly set \
                        - it does not contain required section: " + section)
                    print("Terminating ...")
                    sys.exit(2)

        return config

    ###########################################################################################
    # MQTT agent methods
    def mqtt_on_log(self, client, userdata, level, buf):
        if self.myAgentCommonDebug == True:
            print("on_log: %s" % buf)

    def mqtt_on_subscribe(self, client, userdata, mid, granted_qos):
        if self.myAgentCommonDebug == True:
            print("on_subscribe: Subscribed with message id (mid): " +
                  str(mid))

    # The callback for when the client receives a CONNACK response from the server.
    def mqtt_on_connect(self, client, userdata, flags, rc):
        if self.myAgentCommonDebug == True:
            if rc != 0:
                print("on_connect: Connection error: " +
                      mqtt.connack_string(rc))
            else:
                print("on_connect: Connected with result code: " +
                      mqtt.connack_string(rc))

        # Subscribing in on_connect() means that if we lose the connection and
        # reconnect then subscriptions will be renewed.
        self.client.subscribe(userdata)

    def mqtt_on_disconnect(self, client, userdata, rc):
        if self.myAgentCommonDebug == True:
            print("on_disconnect: DisConnected result code: " +
                  mqtt.connack_string(rc))

    def mqtt_on_publish(self, client, userdata, mid):
        if self.myAgentCommonDebug == True:
            print("on_publish: Published message with mid: " + str(mid))

    # this method takes care of Agent registration
    def mqtt_init(
        self,
        client_uid,
        topicList=[],
        loopForever=False,
        cleanSession=True,
        encrypt=True,
    ):

        self.client = mqtt.Client(str(client_uid),
                                  userdata=topicList,
                                  clean_session=cleanSession)
        self.client.on_message = self.mqtt_on_message
        self.client.on_connect = self.mqtt_on_connect

        if self.myAgentCommonDebug == True:
            self.client.on_subscribe = self.mqtt_on_subscribe
            self.client.on_log = self.mqtt_on_log
            self.client.on_disconnect = self.mqtt_on_disconnect
            self.client.on_publish = self.mqtt_on_publish

        if encrypt == True:
            self.client.tls_set(
                ca_certs=self.mqtt_ca_certs,
                certfile=self.mqtt_certfile,
                keyfile=self.mqtt_keyfile,
            )
            print("connecting with client id(" + str(client_uid) +
                  ") to mqtt broker (secured):" + self.mqtt_broker_sec)
            self.client.connect(self.mqtt_broker_sec, self.mqtt_port_sec)
        else:
            print("connecting with client id(" + str(client_uid) +
                  ") to mqtt broker:" + self.mqtt_broker)

            self.client.connect(self.mqtt_broker, self.mqtt_port)

        # subscribe to registration response topic
        result = -1
        while result != mqtt.MQTT_ERR_SUCCESS and topicList != False:
            if self.myAgentCommonDebug == True:
                print(topicList)

            (result, mid) = self.client.subscribe(topicList)

        # start listening loop
        if not loopForever:
            self.client.loop_start()
        else:
            self.client.loop_forever(retry_first_connection=True)

    # this method takes care of Agent registration
    def mqtt_registration(
        self,
        requestTopic,
        RegistrationData={
            "uid": False,
            "type": "NONE",
            "name": "NONE",
            "description": "This is a fine description",
            "useSensorTemplate": False,
        },
    ):

        # publish registration data
        raw_bytes = self.msg_serializer.encode_record_with_schema_id(
            self.agent_register_request_schema_id, RegistrationData)

        # use highest QoS for now
        print("sending registration payload: --%s--" % raw_bytes)

        MQTTMessageInfo = self.client.publish(requestTopic[0], raw_bytes,
                                              requestTopic[1], True)
        print("mqtt published with publishing code: " +
              mqtt.connack_string(MQTTMessageInfo.rc))

        if MQTTMessageInfo.is_published() == False:
            print("Waiting for message to be published.")
            MQTTMessageInfo.wait_for_publish()

        print("waiting for agent registration result...")
        count = 0

        while not self.myMQTTregistered:

            time.sleep(0.1)
            count = count + 1
            if count > 300:
                print("fatal: agent registration timeout")
                sys.exit(300)
            """
            if not self.myMQTTregistered:
                print("re-sending registration payload")
                MQTTMessageInfo = self.client.publish(requestTopic[0], raw_bytes, requestTopic[1], True)
            """
        print("registered with uid '%s' and km-uuid '%s'" %
              (self.myAgent_uid, self.myAgent_uuid))

        return self.myMQTTregistered

    def mqtt_deregistration(self, requestTopic, uuid):

        DeregistrationData = {"uuid": uuid}

        result = -1
        while result != mqtt.MQTT_ERR_SUCCESS:
            (result, mid) = self.client.subscribe(
                self.myAgent_deregistration_response_topic)

        # publish registration data
        raw_bytes = self.msg_serializer.encode_record_with_schema_id(
            self.agent_deregister_request_schema_id, DeregistrationData)

        # use QoS from requestTopic second entry, e.g. requestTopic[1]
        print("sending deregistration payload: --%s--" % raw_bytes)
        MQTTMessageInfo = self.client.publish(requestTopic[0], raw_bytes,
                                              requestTopic[1], True)
        print("mqtt published with publishing code: " +
              mqtt.connack_string(MQTTMessageInfo.rc))
        if MQTTMessageInfo.is_published() == False:
            print("Waiting for message to be published.")
            MQTTMessageInfo.wait_for_publish()

        count = 0

        while not self.myMQTTderegistered:
            print("waiting for agent deregistration result...")
            time.sleep(0.1)
            count = count + 1
            if count > 300:
                print("fatal: agent deregistration timeout")
                sys.exit(300)
            """
            if not self.myMQTTderegistered:
                print("re-sending registration payload")
                MQTTMessageInfo = self.client.publish(requestTopic[0], raw_bytes, requestTopic[1], True)
            """
        print("deregistered with uid '%s' and km-uuid '%s'" %
              (self.myAgent_uid, self.myAgent_uuid))

        return self.myMQTTderegistered

    # this method takes care of device/sensor registration after succesfull agent registration
    def mqtt_device_registration(self, deviceMQTTtopic,
                                 deviceMQTTresponseTopic, deviceMap):
        # print(self.myDeviceMap)
        result = -1
        while result != mqtt.MQTT_ERR_SUCCESS:
            (result, mid) = self.client.subscribe(deviceMQTTresponseTopic)

        # publish registration data
        raw_bytes = self.msg_serializer.encode_record_with_schema_id(
            self.device_register_request_schema_id, deviceMap)

        # use highest QoS for now
        print("sending device/sensor registration payload: --%s--" % raw_bytes)
        MQTTMessageInfo = self.client.publish(deviceMQTTtopic, raw_bytes, 2,
                                              True)

        print(
            "mqtt device registration message published with publishing code: "
            + mqtt.connack_string(MQTTMessageInfo.rc))

        if MQTTMessageInfo.is_published() == False:
            print("Waiting for device registration message to be published.")
            MQTTMessageInfo.wait_for_publish()

        count = 0
        while not self.myDeviceRegistered:
            print("waiting for device registration result...")
            time.sleep(0.1)
            count = count + 1

            # if not self.myMQTTregistered:
            #     print("re-sending device registration payload")
            #     MQTTMessageInfo = self.client.publish(deviceMQTTtopic, raw_bytes, 2, True)

            if count > 300:
                print("fatal: device registration timeout")
                sys.exit(300)

        # self.client.loop_stop()

    def mqtt_send_single_avro_ts_msg(self, topic, record):
        raw_bytes = self.msg_serializer.encode_record_with_schema_id(
            self.send_time_series_schema_id, record)
        self.client.publish(topic, raw_bytes)

    def mqtt_send_byte_batch_avro_ts_msg(self, topic, raw_bytes):
        self.client.publish(topic, raw_bytes)

    def mqtt_send_triplet_batch(self,
                                topic,
                                record_list,
                                sendNumberOfMessages,
                                byteBatchSize,
                                uuid,
                                timet0,
                                mqttBatchCountEnabled=False):
        self.myByteBatchSize = byteBatchSize

        for eachRecord in record_list:
            if sendNumberOfMessages == self.myMessageCounter:

                # publish any left over messages
                if byteBatchSize > 0 and len(self.myByteBatch) > 0:
                    myMQTT_ts_data = {"tripletBatch": self.myByteBatch}
                    raw_bytes = self.msg_serializer.encode_record_with_schema_id(
                        self.send_time_series_druid_array_id, myMQTT_ts_data)
                    self.mqtt_send_byte_batch_avro_ts_msg(
                        "{:s}/{:d}".format(topic, self.myCurrentSubtopic),
                        raw_bytes)
                    self.myBatchCounter[self.myCurrentSubtopic] += 1

                totaltime = time.time() - timet0
                rate = sendNumberOfMessages / totaltime

                if mqttBatchCountEnabled:
                    i = 0
                    while i < self.myAgentMqttNumberOfPublishingTopics:
                        print(
                            str(self.mymqttBatchCountSenderUUID) + ", " +
                            "{:s}/{:d}".format(topic, i) + "," +
                            str(self.myBatchCounter[i] - 1))
                        i += 1

                print("All " + str(sendNumberOfMessages) +
                      " messages published. Total time " + str(totaltime) +
                      ". Rate " + str(rate))

                self.mqtt_deregistration(
                    self.myAgent_deregistration_request_topic[0], uuid)
                self.mqtt_close()
                sys.exit(0)

            # print(str(eachRecord))
            if self.myAgentCommonDebug == True:
                print(
                    str(self.myMessageCounter) +
                    ":added to MQTT batch (topic:%s)" %
                    (topic + "/" + str(self.myCurrentSubtopic)))

            if self.myMessageCounter % 10000 == 0:
                print(
                    str(self.myMessageCounter) +
                    " messages published via mqtt (on %d subtopics from : %s)"
                    % (self.myAgentMqttNumberOfPublishingTopics, topic))

            # self.mqtt_send_single_avro_ts_msg("{:s}/{:d}".format(self.myAgent_send_ts_data_topic, current_subtopic), eachRecord)
            # current_subtopic = (current_subtopic+1) if current_subtopic < self.myAgentMqttNumberOfPublishingTopics else 1

            # assemble ts data
            myMQTT_ts_data_triplet = {
                "timestamp": eachRecord["timestamp"],
                "sensorUuid": eachRecord["sensorUuid"],
                "sensorValue": eachRecord["sensorValue"],
            }

            if mqttBatchCountEnabled:
                # save sender uuid set when counting send messages to prevent print bug when sendNumberOfMessages is set
                if self.myEnableMQTTbatchesCounter and not self.mymqttBatchCountSenderUUID:
                    self.mymqttBatchCountSenderUUID = eachRecord["sensorUuid"]

            if byteBatchSize > 0:
                self.myByteBatch.append(myMQTT_ts_data_triplet)
                self.myMessageCounter += 1
            else:
                self.myByteBatch.append(
                    self.msg_serializer.encode_record_with_schema_id(
                        self.send_time_series_schema_id,
                        myMQTT_ts_data_triplet))

                self.myMessageCounter += 1

            # print(sys.getsizeof(byte_batch))
            # print(byte_batch)

            if byteBatchSize == 0:
                self.mqtt_send_byte_batch_avro_ts_msg(
                    "{:s}/{:d}".format(topic, self.myCurrentSubtopic),
                    self.myByteBatch.pop(),
                )

                self.myBatchCounter[self.myCurrentSubtopic] += 1

                self.myByteBatch = []
            elif sys.getsizeof(self.myByteBatch) >= byteBatchSize:

                if self.myAgentCommonDebug == True:

                    print("Number of msg sent in one batch: " +
                          str(self.myMessageCounter -
                              self.myNumber_of_msg_send))
                    print("Publishing to MQTT topic: " +
                          "{:s}/{:d}".format(topic, self.myCurrentSubtopic))
                    self.myNumber_of_msg_send = self.myMessageCounter

                    print(
                        str(self.myByteBatch[0]["sensorUuid"]) + ", " +
                        "{:s}/{:d}".format(topic, self.myCurrentSubtopic) +
                        ",",
                        str(self.myBatchCounter[self.myCurrentSubtopic]),
                    )

                myMQTT_ts_data = {"tripletBatch": self.myByteBatch}

                raw_bytes = self.msg_serializer.encode_record_with_schema_id(
                    self.send_time_series_druid_array_id, myMQTT_ts_data)
                self.mqtt_send_byte_batch_avro_ts_msg(
                    "{:s}/{:d}".format(topic, self.myCurrentSubtopic),
                    raw_bytes)

                self.myBatchCounter[self.myCurrentSubtopic] += 1

                if self.myAgentMqttNumberOfPublishingTopics > 1:
                    self.myCurrentSubtopic = (
                        (self.myCurrentSubtopic + 1) if self.myCurrentSubtopic
                        < self.myAgentMqttNumberOfPublishingTopics - 1 else 0)

                self.myByteBatch = []

    # close client method
    def mqtt_close(self):
        self.client.loop_stop()
        self.client.disconnect()
        print("mqtt client loop stopped.")
        print("mqtt client disconnected")

    # example send method with simple (timestamp, uuid, value)
    def send_data(self):

        myCounter = 1

        while True:
            record_list = []

            # Assign time series values to the record to be serialized
            # here we read a list of 10 sensors at each timestamp

            # Set time to milliseconds since the epoch
            timestamp = int(round(time.time() * 1000))
            # counter for send message count
            i = 1
            while i <= 10:
                record = {}
                record["sensorUuid"] = uuid.UUID(
                    hashlib.md5(
                        "AgentCommon" +
                        str(random.randint(1, 100001)).encode()).hexdigest())
                record["sensorValue"] = myCounter
                record["timestamp"] = timestamp
                record_list.append(record)
                i += 1
                myCounter += 1

            # publish collected time series data as individual (timestamp, sensor_uuid, value) records
            for eachRecord in record_list:
                # print(str(eachRecord))
                if self.myAgent_debug == True:
                    print(
                        str(i) + ":Publishing via mqtt (topic:%s)" %
                        self.myAgent_send_ts_data_topic)

                self.mqtt_send_single_avro_ts_msg(
                    self.myAgent_send_ts_data_topic, eachRecord)

            # Infinite loop
            time.sleep(self.sleepLoopTime)