sdks/python/apache_beam/io/gcp/pubsub.py - beam - Git at Google

 #
 # Licensed to the Apache Software Foundation (ASF) under one or more
 # contributor license agreements.  See the NOTICE file distributed with
 # this work for additional information regarding copyright ownership.
 # The ASF licenses this file to You under the Apache License, Version 2.0
 # (the "License"); you may not use this file except in compliance with
 # the License.  You may obtain a copy of the License at
 #
 #    http://www.apache.org/licenses/LICENSE-2.0
 #
 # Unless required by applicable law or agreed to in writing, software
 # distributed under the License is distributed on an "AS IS" BASIS,
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
 #

 """Google Cloud PubSub sources and sinks.

 Cloud Pub/Sub sources and sinks are currently supported only in streaming
 pipelines, during remote execution.

 This API is currently under development and is subject to change.
 """

 # pytype: skip-file

 import re
 from typing import Any
 from typing import List
 from typing import NamedTuple
 from typing import Optional
 from typing import Tuple

 from apache_beam import coders
 from apache_beam.io.iobase import Read
 from apache_beam.io.iobase import Write
 from apache_beam.runners.dataflow.native_io import iobase as dataflow_io
 from apache_beam.transforms import Flatten
 from apache_beam.transforms import Map
 from apache_beam.transforms import PTransform
 from apache_beam.transforms.display import DisplayDataItem
 from apache_beam.utils.annotations import deprecated

 try:
   from google.cloud import pubsub
 except ImportError:
   pubsub = None

 __all__ = [
     'MultipleReadFromPubSub',
     'PubsubMessage',
     'PubSubSourceDescriptor',
     'ReadFromPubSub',
     'ReadStringsFromPubSub',
     'WriteStringsToPubSub',
     'WriteToPubSub'
 ]


 class PubsubMessage(object):
   """Represents a Cloud Pub/Sub message.

   Message payload includes the data and attributes fields. For the payload to be
   valid, at least one of its fields must be non-empty.

   Attributes:
     data: (bytes) Message data. May be None.
     attributes: (dict) Key-value map of str to str, containing both user-defined
       and service generated attributes (such as id_label and
       timestamp_attribute). May be None.
     message_id: (str) ID of the message, assigned by the pubsub service when the
       message is published. Guaranteed to be unique within the topic. Will be
       reset to None if the message is being written to pubsub.
     publish_time: (datetime) Time at which the message was published. Will be
       reset to None if the Message is being written to pubsub.
     ordering_key: (str) If non-empty, identifies related messages for which
       publish order is respected by the PubSub subscription.
   """
   def __init__(
       self,
       data,
       attributes,
       message_id=None,
       publish_time=None,
       ordering_key=""):
     if data is None and not attributes:
       raise ValueError(
           'Either data (%r) or attributes (%r) must be set.', data, attributes)
     self.data = data
     self.attributes = attributes
     self.message_id = message_id
     self.publish_time = publish_time
     self.ordering_key = ordering_key

   def __hash__(self):
     return hash((self.data, frozenset(self.attributes.items())))

   def __eq__(self, other):
     return isinstance(other, PubsubMessage) and (
         self.data == other.data and self.attributes == other.attributes)

   def __repr__(self):
     return 'PubsubMessage(%s, %s)' % (self.data, self.attributes)

   @staticmethod
   def _from_proto_str(proto_msg):
     # type: (bytes) -> PubsubMessage

     """Construct from serialized form of ``PubsubMessage``.

     Args:
       proto_msg: String containing a serialized protobuf of type
       https://cloud.google.com/pubsub/docs/reference/rpc/google.pubsub.v1#google.pubsub.v1.PubsubMessage

     Returns:
       A new PubsubMessage object.
     """
     msg = pubsub.types.pubsub_pb2.PubsubMessage()
     msg.ParseFromString(proto_msg)
     # Convert ScalarMapContainer to dict.
     attributes = dict((key, msg.attributes[key]) for key in msg.attributes)
     return PubsubMessage(
         msg.data,
         attributes,
         msg.message_id,
         msg.publish_time.ToDatetime(),
         msg.ordering_key)

   def _to_proto_str(self, for_publish=False):
     """Get serialized form of ``PubsubMessage``.

     Args:
       proto_msg: str containing a serialized protobuf.
       for_publish: bool, if True strip out message fields which cannot be
         published (currently message_id and publish_time) per
         https://cloud.google.com/pubsub/docs/reference/rpc/google.pubsub.v1#pubsubmessage

     Returns:
       A str containing a serialized protobuf of type
       https://cloud.google.com/pubsub/docs/reference/rpc/google.pubsub.v1#google.pubsub.v1.PubsubMessage
       containing the payload of this object.
     """
     msg = pubsub.types.pubsub_pb2.PubsubMessage()
     msg.data = self.data
     for key, value in self.attributes.items():
       msg.attributes[key] = value
     if self.message_id and not for_publish:
       msg.message_id = self.message_id
     if self.publish_time and not for_publish:
       msg.publish_time = msg.publish_time.FromDatetime(self.publish_time)
     msg.ordering_key = self.ordering_key
     return msg.SerializeToString()

   @staticmethod
   def _from_message(msg):
     # type: (Any) -> PubsubMessage

     """Construct from ``google.cloud.pubsub_v1.subscriber.message.Message``.

     https://googleapis.github.io/google-cloud-python/latest/pubsub/subscriber/api/message.html
     """
     # Convert ScalarMapContainer to dict.
     attributes = dict((key, msg.attributes[key]) for key in msg.attributes)
     pubsubmessage = PubsubMessage(msg.data, attributes)
     if msg.message_id:
       pubsubmessage.message_id = msg.message_id
     if msg.publish_time:
       pubsubmessage.publish_time = msg.publish_time
     if msg.ordering_key:
       pubsubmessage.ordering_key = msg.ordering_key
     return pubsubmessage


 class ReadFromPubSub(PTransform):
   """A ``PTransform`` for reading from Cloud Pub/Sub."""

   # Implementation note: This ``PTransform`` is overridden by Directrunner.

   def __init__(
       self,
       topic=None,  # type: Optional[str]
       subscription=None,  # type: Optional[str]
       id_label=None,  # type: Optional[str]
       with_attributes=False,  # type: bool
       timestamp_attribute=None  # type: Optional[str]
   ):
     # type: (...) -> None

     """Initializes ``ReadFromPubSub``.

     Args:
       topic: Cloud Pub/Sub topic in the form
         "projects/<project>/topics/<topic>". If provided, subscription must be
         None.
       subscription: Existing Cloud Pub/Sub subscription to use in the
         form "projects/<project>/subscriptions/<subscription>". If not
         specified, a temporary subscription will be created from the specified
         topic. If provided, topic must be None.
       id_label: The attribute on incoming Pub/Sub messages to use as a unique
         record identifier. When specified, the value of this attribute (which
         can be any string that uniquely identifies the record) will be used for
         deduplication of messages. If not provided, we cannot guarantee
         that no duplicate data will be delivered on the Pub/Sub stream. In this
         case, deduplication of the stream will be strictly best effort.
       with_attributes:
         True - output elements will be :class:`~PubsubMessage` objects.
         False - output elements will be of type ``bytes`` (message
         data only).
       timestamp_attribute: Message value to use as element timestamp. If None,
         uses message publishing time as the timestamp.

         Timestamp values should be in one of two formats:

         - A numerical value representing the number of milliseconds since the
           Unix epoch.
         - A string in RFC 3339 format, UTC timezone. Example:
           ``2015-10-29T23:41:41.123Z``. The sub-second component of the
           timestamp is optional, and digits beyond the first three (i.e., time
           units smaller than milliseconds) may be ignored.
     """
     super().__init__()
     self.with_attributes = with_attributes
     self._source = _PubSubSource(
         topic=topic,
         subscription=subscription,
         id_label=id_label,
         with_attributes=self.with_attributes,
         timestamp_attribute=timestamp_attribute)

   def expand(self, pvalue):
     pcoll = pvalue.pipeline | Read(self._source)
     pcoll.element_type = bytes
     if self.with_attributes:
       pcoll = pcoll | Map(PubsubMessage._from_proto_str)
       pcoll.element_type = PubsubMessage
     return pcoll

   def to_runner_api_parameter(self, context):
     # Required as this is identified by type in PTransformOverrides.
     # TODO(BEAM-3812): Use an actual URN here.
     return self.to_runner_api_pickled(context)


 @deprecated(since='2.7.0', extra_message='Use ReadFromPubSub instead.')
 def ReadStringsFromPubSub(topic=None, subscription=None, id_label=None):
   return _ReadStringsFromPubSub(topic, subscription, id_label)


 class _ReadStringsFromPubSub(PTransform):
   """This class is deprecated. Use ``ReadFromPubSub`` instead."""
   def __init__(self, topic=None, subscription=None, id_label=None):
     super().__init__()
     self.topic = topic
     self.subscription = subscription
     self.id_label = id_label

   def expand(self, pvalue):
     p = (
         pvalue.pipeline
         | ReadFromPubSub(
             self.topic, self.subscription, self.id_label, with_attributes=False)
         | 'DecodeString' >> Map(lambda b: b.decode('utf-8')))
     p.element_type = str
     return p


 @deprecated(since='2.7.0', extra_message='Use WriteToPubSub instead.')
 def WriteStringsToPubSub(topic):
   return _WriteStringsToPubSub(topic)


 class _WriteStringsToPubSub(PTransform):
   """This class is deprecated. Use ``WriteToPubSub`` instead."""
   def __init__(self, topic):
     """Initializes ``_WriteStringsToPubSub``.

     Attributes:
       topic: Cloud Pub/Sub topic in the form "/topics/<project>/<topic>".
     """
     super().__init__()
     self.topic = topic

   def expand(self, pcoll):
     pcoll = pcoll | 'EncodeString' >> Map(lambda s: s.encode('utf-8'))
     pcoll.element_type = bytes
     return pcoll | WriteToPubSub(self.topic)


 class WriteToPubSub(PTransform):
   """A ``PTransform`` for writing messages to Cloud Pub/Sub."""

   # Implementation note: This ``PTransform`` is overridden by Directrunner.

   def __init__(
       self,
       topic,  # type: str
       with_attributes=False,  # type: bool
       id_label=None,  # type: Optional[str]
       timestamp_attribute=None  # type: Optional[str]
   ):
     # type: (...) -> None

     """Initializes ``WriteToPubSub``.

     Args:
       topic: Cloud Pub/Sub topic in the form "/topics/<project>/<topic>".
       with_attributes:
         True - input elements will be :class:`~PubsubMessage` objects.
         False - input elements will be of type ``bytes`` (message
         data only).
       id_label: If set, will set an attribute for each Cloud Pub/Sub message
         with the given name and a unique value. This attribute can then be used
         in a ReadFromPubSub PTransform to deduplicate messages.
       timestamp_attribute: If set, will set an attribute for each Cloud Pub/Sub
         message with the given name and the message's publish time as the value.
     """
     super().__init__()
     self.with_attributes = with_attributes
     self.id_label = id_label
     self.timestamp_attribute = timestamp_attribute
     self.project, self.topic_name = parse_topic(topic)
     self.full_topic = topic
     self._sink = _PubSubSink(topic, id_label, timestamp_attribute)

   @staticmethod
   def message_to_proto_str(element):
     # type: (PubsubMessage) -> bytes
     if not isinstance(element, PubsubMessage):
       raise TypeError(
           'Unexpected element. Type: %s (expected: PubsubMessage), '
           'value: %r' % (type(element), element))
     return element._to_proto_str(for_publish=True)

   @staticmethod
   def bytes_to_proto_str(element):
     # type: (bytes) -> bytes
     msg = pubsub.types.pubsub_pb2.PubsubMessage()
     msg.data = element
     return msg.SerializeToString()

   def expand(self, pcoll):
     if self.with_attributes:
       pcoll = pcoll | 'ToProtobuf' >> Map(self.message_to_proto_str)
     else:
       pcoll = pcoll | 'ToProtobuf' >> Map(self.bytes_to_proto_str)
     pcoll.element_type = bytes
     return pcoll | Write(self._sink)

   def to_runner_api_parameter(self, context):
     # Required as this is identified by type in PTransformOverrides.
     # TODO(BEAM-3812): Use an actual URN here.
     return self.to_runner_api_pickled(context)

   def display_data(self):
     return {
         'topic': DisplayDataItem(self.full_topic, label='Pubsub Topic'),
         'id_label': DisplayDataItem(self.id_label, label='ID Label Attribute'),
         'with_attributes': DisplayDataItem(
             True, label='With Attributes').drop_if_none(),
         'timestamp_attribute': DisplayDataItem(
             self.timestamp_attribute, label='Timestamp Attribute'),
     }


 PROJECT_ID_REGEXP = '[a-z][-a-z0-9:.]{4,61}[a-z0-9]'
 SUBSCRIPTION_REGEXP = 'projects/([^/]+)/subscriptions/(.+)'
 TOPIC_REGEXP = 'projects/([^/]+)/topics/(.+)'


 def parse_topic(full_topic: str) -> Tuple[str, str]:
   match = re.match(TOPIC_REGEXP, full_topic)
   if not match:
     raise ValueError(
         'PubSub topic must be in the form "projects/<project>/topics'
         '/<topic>" (got %r).' % full_topic)
   project, topic_name = match.group(1), match.group(2)
   if not re.match(PROJECT_ID_REGEXP, project):
     raise ValueError('Invalid PubSub project name: %r.' % project)
   return project, topic_name


 def parse_subscription(full_subscription):
   match = re.match(SUBSCRIPTION_REGEXP, full_subscription)
   if not match:
     raise ValueError(
         'PubSub subscription must be in the form "projects/<project>'
         '/subscriptions/<subscription>" (got %r).' % full_subscription)
   project, subscription_name = match.group(1), match.group(2)
   if not re.match(PROJECT_ID_REGEXP, project):
     raise ValueError('Invalid PubSub project name: %r.' % project)
   return project, subscription_name


 class _PubSubSource(dataflow_io.NativeSource):
   """Source for a Cloud Pub/Sub topic or subscription.

   This ``NativeSource`` is overridden by a native Pubsub implementation.

   Attributes:
     with_attributes: If False, will fetch just message data. Otherwise,
       fetches ``PubsubMessage`` protobufs.
   """
   def __init__(
       self,
       topic=None,  # type: Optional[str]
       subscription=None,  # type: Optional[str]
       id_label=None,  # type: Optional[str]
       with_attributes=False,  # type: bool
       timestamp_attribute=None  # type: Optional[str]
   ):
     self.coder = coders.BytesCoder()
     self.full_topic = topic
     self.full_subscription = subscription
     self.topic_name = None
     self.subscription_name = None
     self.id_label = id_label
     self.with_attributes = with_attributes
     self.timestamp_attribute = timestamp_attribute

     # Perform some validation on the topic and subscription.
     if not (topic or subscription):
       raise ValueError('Either a topic or subscription must be provided.')
     if topic and subscription:
       raise ValueError('Only one of topic or subscription should be provided.')

     if topic:
       self.project, self.topic_name = parse_topic(topic)
     if subscription:
       self.project, self.subscription_name = parse_subscription(subscription)

   @property
   def format(self):
     """Source format name required for remote execution."""
     return 'pubsub'

   def display_data(self):
     return {
         'id_label': DisplayDataItem(self.id_label,
                                     label='ID Label Attribute').drop_if_none(),
         'topic': DisplayDataItem(self.full_topic,
                                  label='Pubsub Topic').drop_if_none(),
         'subscription': DisplayDataItem(
             self.full_subscription, label='Pubsub Subscription').drop_if_none(),
         'with_attributes': DisplayDataItem(
             self.with_attributes, label='With Attributes').drop_if_none(),
         'timestamp_attribute': DisplayDataItem(
             self.timestamp_attribute,
             label='Timestamp Attribute').drop_if_none(),
     }

   def reader(self):
     raise NotImplementedError

   def is_bounded(self):
     return False


 class _PubSubSink(dataflow_io.NativeSink):
   """Sink for a Cloud Pub/Sub topic.

   This ``NativeSource`` is overridden by a native Pubsub implementation.
   """
   def __init__(
       self,
       topic: str,
       id_label: Optional[str],
       timestamp_attribute: Optional[str],
   ):
     self.coder = coders.BytesCoder()
     self.full_topic = topic
     self.id_label = id_label
     self.timestamp_attribute = timestamp_attribute

     self.project, self.topic_name = parse_topic(topic)

   @property
   def format(self):
     """Sink format name required for remote execution."""
     return 'pubsub'

   def writer(self):
     raise NotImplementedError


 class PubSubSourceDescriptor(NamedTuple):
   """A PubSub source descriptor for ``MultipleReadFromPubSub```

   Attributes:
     source: Existing Cloud Pub/Sub topic or subscription to use in the
       form "projects/<project>/topics/<topic>" or
       "projects/<project>/subscriptions/<subscription>"
     id_label: The attribute on incoming Pub/Sub messages to use as a unique
       record identifier. When specified, the value of this attribute (which
       can be any string that uniquely identifies the record) will be used for
       deduplication of messages. If not provided, we cannot guarantee
       that no duplicate data will be delivered on the Pub/Sub stream. In this
       case, deduplication of the stream will be strictly best effort.
     timestamp_attribute: Message value to use as element timestamp. If None,
       uses message publishing time as the timestamp.

       Timestamp values should be in one of two formats:

       - A numerical value representing the number of milliseconds since the
         Unix epoch.
       - A string in RFC 3339 format, UTC timezone. Example:
         ``2015-10-29T23:41:41.123Z``. The sub-second component of the
         timestamp is optional, and digits beyond the first three (i.e., time
         units smaller than milliseconds) may be ignored.
   """
   source: str
   id_label: str = None
   timestamp_attribute: str = None


 PUBSUB_DESCRIPTOR_REGEXP = 'projects/([^/]+)/(topics|subscriptions)/(.+)'


 class MultipleReadFromPubSub(PTransform):
   """A ``PTransform`` that expands ``ReadFromPubSub`` to read from multiple
   ``PubSubSourceDescriptor``.

   The `MultipleReadFromPubSub` transform allows you to read multiple topics
   and/or subscriptions using just one transform. It is the recommended transform
   to read multiple Pub/Sub sources when the output `PCollection` are going to be
   flattened. The transform takes a list of `PubSubSourceDescriptor` and organize
   them by type (topic / subscription) and project:::

     topic_1 = PubSubSourceDescriptor('projects/myproject/topics/a_topic')
     topic_2 = PubSubSourceDescriptor(
                 'projects/myproject2/topics/b_topic',
                 'my_label',
                 'my_timestamp_attribute')
     subscription_1 = PubSubSourceDescriptor(
                 'projects/myproject/subscriptions/a_subscription')

     results = pipeline | MultipleReadFromPubSub(
                 [topic_1, topic_2, subscription_1])
   """
   def __init__(
       self,
       pubsub_source_descriptors,  # type: List[PubSubSourceDescriptor]
       with_attributes=False,  # type: bool
   ):
     """Initializes ``PubSubMultipleReader``.

     Args:
       pubsub_source_descriptors: List of Cloud Pub/Sub topics or subscriptions
         of type `~PubSubSourceDescriptor`.
       with_attributes:
         True - input elements will be :class:`~PubsubMessage` objects.
         False - input elements will be of type ``bytes`` (message data only).
     """
     self.pubsub_source_descriptors = pubsub_source_descriptors
     self.with_attributes = with_attributes

     for descriptor in self.pubsub_source_descriptors:
       match_descriptor = re.match(PUBSUB_DESCRIPTOR_REGEXP, descriptor.source)

       if not match_descriptor:
         raise ValueError(
             'PubSub source descriptor must be in the form "projects/<project>'
             '/topics/<topic>" or "projects/<project>/subscription'
             '/<subscription>" (got %r).' % descriptor.source)

   def expand(self, pcol):
     sources_pcol = []
     for descriptor in self.pubsub_source_descriptors:
       source_match = re.match(PUBSUB_DESCRIPTOR_REGEXP, descriptor.source)
       source_project = source_match.group(1)
       source_type = source_match.group(2)
       source_name = source_match.group(3)

       read_step_name = 'PubSub %s/project:%s/Read %s' % (
           source_type, source_project, source_name)

       if source_type == 'topics':
         current_source = pcol | read_step_name >> ReadFromPubSub(
             topic=descriptor.source,
             id_label=descriptor.id_label,
             with_attributes=self.with_attributes,
             timestamp_attribute=descriptor.timestamp_attribute)
       else:
         current_source = pcol | read_step_name >> ReadFromPubSub(
             subscription=descriptor.source,
             id_label=descriptor.id_label,
             with_attributes=self.with_attributes,
             timestamp_attribute=descriptor.timestamp_attribute)

       sources_pcol.append(current_source)

     return tuple(sources_pcol) | Flatten()
	#
	# Licensed to the Apache Software Foundation (ASF) under one or more
	# contributor license agreements. See the NOTICE file distributed with
	# this work for additional information regarding copyright ownership.
	# The ASF licenses this file to You under the Apache License, Version 2.0
	# (the "License"); you may not use this file except in compliance with
	# the License. You may obtain a copy of the License at
	#
	# http://www.apache.org/licenses/LICENSE-2.0
	#
	# Unless required by applicable law or agreed to in writing, software
	# distributed under the License is distributed on an "AS IS" BASIS,
	# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
	# See the License for the specific language governing permissions and
	# limitations under the License.
	#

	"""Google Cloud PubSub sources and sinks.

	Cloud Pub/Sub sources and sinks are currently supported only in streaming
	pipelines, during remote execution.

	This API is currently under development and is subject to change.
	"""

	# pytype: skip-file

	import re
	from typing import Any
	from typing import List
	from typing import NamedTuple
	from typing import Optional
	from typing import Tuple

	from apache_beam import coders
	from apache_beam.io.iobase import Read
	from apache_beam.io.iobase import Write
	from apache_beam.runners.dataflow.native_io import iobase as dataflow_io
	from apache_beam.transforms import Flatten
	from apache_beam.transforms import Map
	from apache_beam.transforms import PTransform
	from apache_beam.transforms.display import DisplayDataItem
	from apache_beam.utils.annotations import deprecated

	try:
	from google.cloud import pubsub
	except ImportError:
	pubsub = None

	__all__ = [
	'MultipleReadFromPubSub',
	'PubsubMessage',
	'PubSubSourceDescriptor',
	'ReadFromPubSub',
	'ReadStringsFromPubSub',
	'WriteStringsToPubSub',
	'WriteToPubSub'
	]


	class PubsubMessage(object):
	"""Represents a Cloud Pub/Sub message.

	Message payload includes the data and attributes fields. For the payload to be
	valid, at least one of its fields must be non-empty.

	Attributes:
	data: (bytes) Message data. May be None.
	attributes: (dict) Key-value map of str to str, containing both user-defined
	and service generated attributes (such as id_label and
	timestamp_attribute). May be None.
	message_id: (str) ID of the message, assigned by the pubsub service when the
	message is published. Guaranteed to be unique within the topic. Will be
	reset to None if the message is being written to pubsub.
	publish_time: (datetime) Time at which the message was published. Will be
	reset to None if the Message is being written to pubsub.
	ordering_key: (str) If non-empty, identifies related messages for which
	publish order is respected by the PubSub subscription.
	"""
	def __init__(
	self,
	data,
	attributes,
	message_id=None,
	publish_time=None,
	ordering_key=""):
	if data is None and not attributes:
	raise ValueError(
	'Either data (%r) or attributes (%r) must be set.', data, attributes)
	self.data = data
	self.attributes = attributes
	self.message_id = message_id
	self.publish_time = publish_time
	self.ordering_key = ordering_key

	def __hash__(self):
	return hash((self.data, frozenset(self.attributes.items())))

	def __eq__(self, other):
	return isinstance(other, PubsubMessage) and (
	self.data == other.data and self.attributes == other.attributes)

	def __repr__(self):
	return 'PubsubMessage(%s, %s)' % (self.data, self.attributes)

	@staticmethod
	def _from_proto_str(proto_msg):
	# type: (bytes) -> PubsubMessage

	"""Construct from serialized form of ``PubsubMessage``.

	Args:
	proto_msg: String containing a serialized protobuf of type
	https://cloud.google.com/pubsub/docs/reference/rpc/google.pubsub.v1#google.pubsub.v1.PubsubMessage

	Returns:
	A new PubsubMessage object.
	"""
	msg = pubsub.types.pubsub_pb2.PubsubMessage()
	msg.ParseFromString(proto_msg)
	# Convert ScalarMapContainer to dict.
	attributes = dict((key, msg.attributes[key]) for key in msg.attributes)
	return PubsubMessage(
	msg.data,
	attributes,
	msg.message_id,
	msg.publish_time.ToDatetime(),
	msg.ordering_key)

	def _to_proto_str(self, for_publish=False):
	"""Get serialized form of ``PubsubMessage``.

	Args:
	proto_msg: str containing a serialized protobuf.
	for_publish: bool, if True strip out message fields which cannot be
	published (currently message_id and publish_time) per
	https://cloud.google.com/pubsub/docs/reference/rpc/google.pubsub.v1#pubsubmessage

	Returns:
	A str containing a serialized protobuf of type
	https://cloud.google.com/pubsub/docs/reference/rpc/google.pubsub.v1#google.pubsub.v1.PubsubMessage
	containing the payload of this object.
	"""
	msg = pubsub.types.pubsub_pb2.PubsubMessage()
	msg.data = self.data
	for key, value in self.attributes.items():
	msg.attributes[key] = value
	if self.message_id and not for_publish:
	msg.message_id = self.message_id
	if self.publish_time and not for_publish:
	msg.publish_time = msg.publish_time.FromDatetime(self.publish_time)
	msg.ordering_key = self.ordering_key
	return msg.SerializeToString()

	@staticmethod
	def _from_message(msg):
	# type: (Any) -> PubsubMessage

	"""Construct from ``google.cloud.pubsub_v1.subscriber.message.Message``.

	https://googleapis.github.io/google-cloud-python/latest/pubsub/subscriber/api/message.html
	"""
	# Convert ScalarMapContainer to dict.
	attributes = dict((key, msg.attributes[key]) for key in msg.attributes)
	pubsubmessage = PubsubMessage(msg.data, attributes)
	if msg.message_id:
	pubsubmessage.message_id = msg.message_id
	if msg.publish_time:
	pubsubmessage.publish_time = msg.publish_time
	if msg.ordering_key:
	pubsubmessage.ordering_key = msg.ordering_key
	return pubsubmessage


	class ReadFromPubSub(PTransform):
	"""A ``PTransform`` for reading from Cloud Pub/Sub."""

	# Implementation note: This ``PTransform`` is overridden by Directrunner.

	def __init__(
	self,
	topic=None, # type: Optional[str]
	subscription=None, # type: Optional[str]
	id_label=None, # type: Optional[str]
	with_attributes=False, # type: bool
	timestamp_attribute=None # type: Optional[str]
	):
	# type: (...) -> None

	"""Initializes ``ReadFromPubSub``.

	Args:
	topic: Cloud Pub/Sub topic in the form
	"projects/<project>/topics/<topic>". If provided, subscription must be
	None.
	subscription: Existing Cloud Pub/Sub subscription to use in the
	form "projects/<project>/subscriptions/<subscription>". If not
	specified, a temporary subscription will be created from the specified
	topic. If provided, topic must be None.
	id_label: The attribute on incoming Pub/Sub messages to use as a unique
	record identifier. When specified, the value of this attribute (which
	can be any string that uniquely identifies the record) will be used for
	deduplication of messages. If not provided, we cannot guarantee
	that no duplicate data will be delivered on the Pub/Sub stream. In this
	case, deduplication of the stream will be strictly best effort.
	with_attributes:
	True - output elements will be :class:`~PubsubMessage` objects.
	False - output elements will be of type ``bytes`` (message
	data only).
	timestamp_attribute: Message value to use as element timestamp. If None,
	uses message publishing time as the timestamp.

	Timestamp values should be in one of two formats:

	- A numerical value representing the number of milliseconds since the
	Unix epoch.
	- A string in RFC 3339 format, UTC timezone. Example:
	``2015-10-29T23:41:41.123Z``. The sub-second component of the
	timestamp is optional, and digits beyond the first three (i.e., time
	units smaller than milliseconds) may be ignored.
	"""
	super().__init__()
	self.with_attributes = with_attributes
	self._source = _PubSubSource(
	topic=topic,
	subscription=subscription,
	id_label=id_label,
	with_attributes=self.with_attributes,
	timestamp_attribute=timestamp_attribute)

	def expand(self, pvalue):
	pcoll = pvalue.pipeline \| Read(self._source)
	pcoll.element_type = bytes
	if self.with_attributes:
	pcoll = pcoll \| Map(PubsubMessage._from_proto_str)
	pcoll.element_type = PubsubMessage
	return pcoll

	def to_runner_api_parameter(self, context):
	# Required as this is identified by type in PTransformOverrides.
	# TODO(BEAM-3812): Use an actual URN here.
	return self.to_runner_api_pickled(context)


	@deprecated(since='2.7.0', extra_message='Use ReadFromPubSub instead.')
	def ReadStringsFromPubSub(topic=None, subscription=None, id_label=None):
	return _ReadStringsFromPubSub(topic, subscription, id_label)


	class _ReadStringsFromPubSub(PTransform):
	"""This class is deprecated. Use ``ReadFromPubSub`` instead."""
	def __init__(self, topic=None, subscription=None, id_label=None):
	super().__init__()
	self.topic = topic
	self.subscription = subscription
	self.id_label = id_label

	def expand(self, pvalue):
	p = (
	pvalue.pipeline
	\| ReadFromPubSub(
	self.topic, self.subscription, self.id_label, with_attributes=False)
	\| 'DecodeString' >> Map(lambda b: b.decode('utf-8')))
	p.element_type = str
	return p


	@deprecated(since='2.7.0', extra_message='Use WriteToPubSub instead.')
	def WriteStringsToPubSub(topic):
	return _WriteStringsToPubSub(topic)


	class _WriteStringsToPubSub(PTransform):
	"""This class is deprecated. Use ``WriteToPubSub`` instead."""
	def __init__(self, topic):
	"""Initializes ``_WriteStringsToPubSub``.

	Attributes:
	topic: Cloud Pub/Sub topic in the form "/topics/<project>/<topic>".
	"""
	super().__init__()
	self.topic = topic

	def expand(self, pcoll):
	pcoll = pcoll \| 'EncodeString' >> Map(lambda s: s.encode('utf-8'))
	pcoll.element_type = bytes
	return pcoll \| WriteToPubSub(self.topic)


	class WriteToPubSub(PTransform):
	"""A ``PTransform`` for writing messages to Cloud Pub/Sub."""

	# Implementation note: This ``PTransform`` is overridden by Directrunner.

	def __init__(
	self,
	topic, # type: str
	with_attributes=False, # type: bool
	id_label=None, # type: Optional[str]
	timestamp_attribute=None # type: Optional[str]
	):
	# type: (...) -> None

	"""Initializes ``WriteToPubSub``.

	Args:
	topic: Cloud Pub/Sub topic in the form "/topics/<project>/<topic>".
	with_attributes:
	True - input elements will be :class:`~PubsubMessage` objects.
	False - input elements will be of type ``bytes`` (message
	data only).
	id_label: If set, will set an attribute for each Cloud Pub/Sub message
	with the given name and a unique value. This attribute can then be used
	in a ReadFromPubSub PTransform to deduplicate messages.
	timestamp_attribute: If set, will set an attribute for each Cloud Pub/Sub
	message with the given name and the message's publish time as the value.
	"""
	super().__init__()
	self.with_attributes = with_attributes
	self.id_label = id_label
	self.timestamp_attribute = timestamp_attribute
	self.project, self.topic_name = parse_topic(topic)
	self.full_topic = topic
	self._sink = _PubSubSink(topic, id_label, timestamp_attribute)

	@staticmethod
	def message_to_proto_str(element):
	# type: (PubsubMessage) -> bytes
	if not isinstance(element, PubsubMessage):
	raise TypeError(
	'Unexpected element. Type: %s (expected: PubsubMessage), '
	'value: %r' % (type(element), element))
	return element._to_proto_str(for_publish=True)

	@staticmethod
	def bytes_to_proto_str(element):
	# type: (bytes) -> bytes
	msg = pubsub.types.pubsub_pb2.PubsubMessage()
	msg.data = element
	return msg.SerializeToString()

	def expand(self, pcoll):
	if self.with_attributes:
	pcoll = pcoll \| 'ToProtobuf' >> Map(self.message_to_proto_str)
	else:
	pcoll = pcoll \| 'ToProtobuf' >> Map(self.bytes_to_proto_str)
	pcoll.element_type = bytes
	return pcoll \| Write(self._sink)

	def to_runner_api_parameter(self, context):
	# Required as this is identified by type in PTransformOverrides.
	# TODO(BEAM-3812): Use an actual URN here.
	return self.to_runner_api_pickled(context)

	def display_data(self):
	return {
	'topic': DisplayDataItem(self.full_topic, label='Pubsub Topic'),
	'id_label': DisplayDataItem(self.id_label, label='ID Label Attribute'),
	'with_attributes': DisplayDataItem(
	True, label='With Attributes').drop_if_none(),
	'timestamp_attribute': DisplayDataItem(
	self.timestamp_attribute, label='Timestamp Attribute'),
	}


	PROJECT_ID_REGEXP = '[a-z][-a-z0-9:.]{4,61}[a-z0-9]'
	SUBSCRIPTION_REGEXP = 'projects/([^/]+)/subscriptions/(.+)'
	TOPIC_REGEXP = 'projects/([^/]+)/topics/(.+)'


	def parse_topic(full_topic: str) -> Tuple[str, str]:
	match = re.match(TOPIC_REGEXP, full_topic)
	if not match:
	raise ValueError(
	'PubSub topic must be in the form "projects/<project>/topics'
	'/<topic>" (got %r).' % full_topic)
	project, topic_name = match.group(1), match.group(2)
	if not re.match(PROJECT_ID_REGEXP, project):
	raise ValueError('Invalid PubSub project name: %r.' % project)
	return project, topic_name


	def parse_subscription(full_subscription):
	match = re.match(SUBSCRIPTION_REGEXP, full_subscription)
	if not match:
	raise ValueError(
	'PubSub subscription must be in the form "projects/<project>'
	'/subscriptions/<subscription>" (got %r).' % full_subscription)
	project, subscription_name = match.group(1), match.group(2)
	if not re.match(PROJECT_ID_REGEXP, project):
	raise ValueError('Invalid PubSub project name: %r.' % project)
	return project, subscription_name


	class _PubSubSource(dataflow_io.NativeSource):
	"""Source for a Cloud Pub/Sub topic or subscription.

	This ``NativeSource`` is overridden by a native Pubsub implementation.

	Attributes:
	with_attributes: If False, will fetch just message data. Otherwise,
	fetches ``PubsubMessage`` protobufs.
	"""
	def __init__(
	self,
	topic=None, # type: Optional[str]
	subscription=None, # type: Optional[str]
	id_label=None, # type: Optional[str]
	with_attributes=False, # type: bool
	timestamp_attribute=None # type: Optional[str]
	):
	self.coder = coders.BytesCoder()
	self.full_topic = topic
	self.full_subscription = subscription
	self.topic_name = None
	self.subscription_name = None
	self.id_label = id_label
	self.with_attributes = with_attributes
	self.timestamp_attribute = timestamp_attribute

	# Perform some validation on the topic and subscription.
	if not (topic or subscription):
	raise ValueError('Either a topic or subscription must be provided.')
	if topic and subscription:
	raise ValueError('Only one of topic or subscription should be provided.')

	if topic:
	self.project, self.topic_name = parse_topic(topic)
	if subscription:
	self.project, self.subscription_name = parse_subscription(subscription)

	@property
	def format(self):
	"""Source format name required for remote execution."""
	return 'pubsub'

	def display_data(self):
	return {
	'id_label': DisplayDataItem(self.id_label,
	label='ID Label Attribute').drop_if_none(),
	'topic': DisplayDataItem(self.full_topic,
	label='Pubsub Topic').drop_if_none(),
	'subscription': DisplayDataItem(
	self.full_subscription, label='Pubsub Subscription').drop_if_none(),
	'with_attributes': DisplayDataItem(
	self.with_attributes, label='With Attributes').drop_if_none(),
	'timestamp_attribute': DisplayDataItem(
	self.timestamp_attribute,
	label='Timestamp Attribute').drop_if_none(),
	}

	def reader(self):
	raise NotImplementedError

	def is_bounded(self):
	return False


	class _PubSubSink(dataflow_io.NativeSink):
	"""Sink for a Cloud Pub/Sub topic.

	This ``NativeSource`` is overridden by a native Pubsub implementation.
	"""
	def __init__(
	self,
	topic: str,
	id_label: Optional[str],
	timestamp_attribute: Optional[str],
	):
	self.coder = coders.BytesCoder()
	self.full_topic = topic
	self.id_label = id_label
	self.timestamp_attribute = timestamp_attribute

	self.project, self.topic_name = parse_topic(topic)

	@property
	def format(self):
	"""Sink format name required for remote execution."""
	return 'pubsub'

	def writer(self):
	raise NotImplementedError


	class PubSubSourceDescriptor(NamedTuple):
	"""A PubSub source descriptor for ``MultipleReadFromPubSub```

	Attributes:
	source: Existing Cloud Pub/Sub topic or subscription to use in the
	form "projects/<project>/topics/<topic>" or
	"projects/<project>/subscriptions/<subscription>"
	id_label: The attribute on incoming Pub/Sub messages to use as a unique
	record identifier. When specified, the value of this attribute (which
	can be any string that uniquely identifies the record) will be used for
	deduplication of messages. If not provided, we cannot guarantee
	that no duplicate data will be delivered on the Pub/Sub stream. In this
	case, deduplication of the stream will be strictly best effort.
	timestamp_attribute: Message value to use as element timestamp. If None,
	uses message publishing time as the timestamp.

	Timestamp values should be in one of two formats:

	- A numerical value representing the number of milliseconds since the
	Unix epoch.
	- A string in RFC 3339 format, UTC timezone. Example:
	``2015-10-29T23:41:41.123Z``. The sub-second component of the
	timestamp is optional, and digits beyond the first three (i.e., time
	units smaller than milliseconds) may be ignored.
	"""
	source: str
	id_label: str = None
	timestamp_attribute: str = None


	PUBSUB_DESCRIPTOR_REGEXP = 'projects/([^/]+)/(topics\|subscriptions)/(.+)'


	class MultipleReadFromPubSub(PTransform):
	"""A ``PTransform`` that expands ``ReadFromPubSub`` to read from multiple
	``PubSubSourceDescriptor``.

	The `MultipleReadFromPubSub` transform allows you to read multiple topics
	and/or subscriptions using just one transform. It is the recommended transform
	to read multiple Pub/Sub sources when the output `PCollection` are going to be
	flattened. The transform takes a list of `PubSubSourceDescriptor` and organize
	them by type (topic / subscription) and project:::

	topic_1 = PubSubSourceDescriptor('projects/myproject/topics/a_topic')
	topic_2 = PubSubSourceDescriptor(
	'projects/myproject2/topics/b_topic',
	'my_label',
	'my_timestamp_attribute')
	subscription_1 = PubSubSourceDescriptor(
	'projects/myproject/subscriptions/a_subscription')

	results = pipeline \| MultipleReadFromPubSub(
	[topic_1, topic_2, subscription_1])
	"""
	def __init__(
	self,
	pubsub_source_descriptors, # type: List[PubSubSourceDescriptor]
	with_attributes=False, # type: bool
	):
	"""Initializes ``PubSubMultipleReader``.

	Args:
	pubsub_source_descriptors: List of Cloud Pub/Sub topics or subscriptions
	of type `~PubSubSourceDescriptor`.
	with_attributes:
	True - input elements will be :class:`~PubsubMessage` objects.
	False - input elements will be of type ``bytes`` (message data only).
	"""
	self.pubsub_source_descriptors = pubsub_source_descriptors
	self.with_attributes = with_attributes

	for descriptor in self.pubsub_source_descriptors:
	match_descriptor = re.match(PUBSUB_DESCRIPTOR_REGEXP, descriptor.source)

	if not match_descriptor:
	raise ValueError(
	'PubSub source descriptor must be in the form "projects/<project>'
	'/topics/<topic>" or "projects/<project>/subscription'
	'/<subscription>" (got %r).' % descriptor.source)

	def expand(self, pcol):
	sources_pcol = []
	for descriptor in self.pubsub_source_descriptors:
	source_match = re.match(PUBSUB_DESCRIPTOR_REGEXP, descriptor.source)
	source_project = source_match.group(1)
	source_type = source_match.group(2)
	source_name = source_match.group(3)

	read_step_name = 'PubSub %s/project:%s/Read %s' % (
	source_type, source_project, source_name)

	if source_type == 'topics':
	current_source = pcol \| read_step_name >> ReadFromPubSub(
	topic=descriptor.source,
	id_label=descriptor.id_label,
	with_attributes=self.with_attributes,
	timestamp_attribute=descriptor.timestamp_attribute)
	else:
	current_source = pcol \| read_step_name >> ReadFromPubSub(
	subscription=descriptor.source,
	id_label=descriptor.id_label,
	with_attributes=self.with_attributes,
	timestamp_attribute=descriptor.timestamp_attribute)

	sources_pcol.append(current_source)

	return tuple(sources_pcol) \| Flatten()