forked-synapse/synapse/replication/tcp/handler.py
Patrick Cloke e9235d92f2
Track currently syncing users by device for presence (#16172)
Refactoring to use both the user ID & the device ID when tracking
the currently syncing users in the presence handler.

This is done both locally and over replication. Note that the device
ID is discarded but will be used in a future change.
2023-08-29 11:44:07 -04:00

854 lines
31 KiB
Python

# Copyright 2017 Vector Creations Ltd
# Copyright 2020, 2022 The Matrix.org Foundation C.I.C.
#
# Licensed 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.
import logging
from typing import (
TYPE_CHECKING,
Any,
Awaitable,
Deque,
Dict,
Iterable,
Iterator,
List,
Optional,
Set,
Tuple,
TypeVar,
Union,
)
from prometheus_client import Counter
from twisted.internet.protocol import ReconnectingClientFactory
from synapse.metrics import LaterGauge
from synapse.metrics.background_process_metrics import run_as_background_process
from synapse.replication.tcp.commands import (
ClearUserSyncsCommand,
Command,
FederationAckCommand,
LockReleasedCommand,
NewActiveTaskCommand,
PositionCommand,
RdataCommand,
RemoteServerUpCommand,
ReplicateCommand,
UserIpCommand,
UserSyncCommand,
)
from synapse.replication.tcp.context import ClientContextFactory
from synapse.replication.tcp.protocol import IReplicationConnection
from synapse.replication.tcp.streams import (
STREAMS_MAP,
AccountDataStream,
BackfillStream,
CachesStream,
EventsStream,
FederationStream,
PresenceFederationStream,
PresenceStream,
ReceiptsStream,
Stream,
ToDeviceStream,
TypingStream,
)
if TYPE_CHECKING:
from synapse.server import HomeServer
logger = logging.getLogger(__name__)
# number of updates received for each RDATA stream
inbound_rdata_count = Counter(
"synapse_replication_tcp_protocol_inbound_rdata_count", "", ["stream_name"]
)
user_sync_counter = Counter("synapse_replication_tcp_resource_user_sync", "")
federation_ack_counter = Counter("synapse_replication_tcp_resource_federation_ack", "")
remove_pusher_counter = Counter("synapse_replication_tcp_resource_remove_pusher", "")
user_ip_cache_counter = Counter("synapse_replication_tcp_resource_user_ip_cache", "")
# the type of the entries in _command_queues_by_stream
_StreamCommandQueue = Deque[
Tuple[Union[RdataCommand, PositionCommand], IReplicationConnection]
]
class ReplicationCommandHandler:
"""Handles incoming commands from replication as well as sending commands
back out to connections.
"""
def __init__(self, hs: "HomeServer"):
self._replication_data_handler = hs.get_replication_data_handler()
self._presence_handler = hs.get_presence_handler()
self._store = hs.get_datastores().main
self._notifier = hs.get_notifier()
self._clock = hs.get_clock()
self._instance_id = hs.get_instance_id()
self._instance_name = hs.get_instance_name()
# Additional Redis channel suffixes to subscribe to.
self._channels_to_subscribe_to: List[str] = []
self._is_presence_writer = (
hs.get_instance_name() in hs.config.worker.writers.presence
)
self._streams: Dict[str, Stream] = {
stream.NAME: stream(hs) for stream in STREAMS_MAP.values()
}
# List of streams that this instance is the source of
self._streams_to_replicate: List[Stream] = []
for stream in self._streams.values():
if hs.config.redis.redis_enabled and stream.NAME == CachesStream.NAME:
# All workers can write to the cache invalidation stream when
# using redis.
self._streams_to_replicate.append(stream)
continue
if isinstance(stream, (EventsStream, BackfillStream)):
# Only add EventStream and BackfillStream as a source on the
# instance in charge of event persistence.
if hs.get_instance_name() in hs.config.worker.writers.events:
self._streams_to_replicate.append(stream)
continue
if isinstance(stream, ToDeviceStream):
# Only add ToDeviceStream as a source on instances in charge of
# sending to device messages.
if hs.get_instance_name() in hs.config.worker.writers.to_device:
self._streams_to_replicate.append(stream)
continue
if isinstance(stream, TypingStream):
# Only add TypingStream as a source on the instance in charge of
# typing.
if hs.get_instance_name() in hs.config.worker.writers.typing:
self._streams_to_replicate.append(stream)
continue
if isinstance(stream, AccountDataStream):
# Only add AccountDataStream and TagAccountDataStream as a source on the
# instance in charge of account_data persistence.
if hs.get_instance_name() in hs.config.worker.writers.account_data:
self._streams_to_replicate.append(stream)
continue
if isinstance(stream, ReceiptsStream):
# Only add ReceiptsStream as a source on the instance in charge of
# receipts.
if hs.get_instance_name() in hs.config.worker.writers.receipts:
self._streams_to_replicate.append(stream)
continue
if isinstance(stream, (PresenceStream, PresenceFederationStream)):
# Only add PresenceStream as a source on the instance in charge
# of presence.
if self._is_presence_writer:
self._streams_to_replicate.append(stream)
continue
# Only add any other streams if we're on master.
if hs.config.worker.worker_app is not None:
continue
if (
stream.NAME == FederationStream.NAME
and hs.config.worker.send_federation
):
# We only support federation stream if federation sending
# has been disabled on the master.
continue
self._streams_to_replicate.append(stream)
# Map of stream name to batched updates. See RdataCommand for info on
# how batching works.
self._pending_batches: Dict[str, List[Any]] = {}
# The factory used to create connections.
self._factory: Optional[ReconnectingClientFactory] = None
# The currently connected connections. (The list of places we need to send
# outgoing replication commands to.)
self._connections: List[IReplicationConnection] = []
LaterGauge(
"synapse_replication_tcp_resource_total_connections",
"",
[],
lambda: len(self._connections),
)
# When POSITION or RDATA commands arrive, we stick them in a queue and process
# them in order in a separate background process.
# the streams which are currently being processed by _unsafe_process_queue
self._processing_streams: Set[str] = set()
# for each stream, a queue of commands that are awaiting processing, and the
# connection that they arrived on.
self._command_queues_by_stream = {
stream_name: _StreamCommandQueue() for stream_name in self._streams
}
# For each connection, the incoming stream names that have received a POSITION
# from that connection.
self._streams_by_connection: Dict[IReplicationConnection, Set[str]] = {}
LaterGauge(
"synapse_replication_tcp_command_queue",
"Number of inbound RDATA/POSITION commands queued for processing",
["stream_name"],
lambda: {
(stream_name,): len(queue)
for stream_name, queue in self._command_queues_by_stream.items()
},
)
self._is_master = hs.config.worker.worker_app is None
self._federation_sender = None
if self._is_master and not hs.config.worker.send_federation:
self._federation_sender = hs.get_federation_sender()
self._server_notices_sender = None
if self._is_master:
self._server_notices_sender = hs.get_server_notices_sender()
self._task_scheduler = None
if hs.config.worker.run_background_tasks:
self._task_scheduler = hs.get_task_scheduler()
if hs.config.redis.redis_enabled:
# If we're using Redis, it's the background worker that should
# receive USER_IP commands and store the relevant client IPs.
self._should_insert_client_ips = hs.config.worker.run_background_tasks
else:
# If we're NOT using Redis, this must be handled by the master
self._should_insert_client_ips = hs.get_instance_name() == "master"
if self._is_master or self._should_insert_client_ips:
self.subscribe_to_channel("USER_IP")
if hs.config.redis.redis_enabled:
self._notifier.add_lock_released_callback(self.on_lock_released)
def subscribe_to_channel(self, channel_name: str) -> None:
"""
Indicates that we wish to subscribe to a Redis channel by name.
(The name will later be prefixed with the server name; i.e. subscribing
to the 'ABC' channel actually subscribes to 'example.com/ABC' Redis-side.)
Raises:
- If replication has already started, then it's too late to subscribe
to new channels.
"""
if self._factory is not None:
# We don't allow subscribing after the fact to avoid the chance
# of missing an important message because we didn't subscribe in time.
raise RuntimeError(
"Cannot subscribe to more channels after replication started."
)
if channel_name not in self._channels_to_subscribe_to:
self._channels_to_subscribe_to.append(channel_name)
def _add_command_to_stream_queue(
self, conn: IReplicationConnection, cmd: Union[RdataCommand, PositionCommand]
) -> None:
"""Queue the given received command for processing
Adds the given command to the per-stream queue, and processes the queue if
necessary
"""
stream_name = cmd.stream_name
queue = self._command_queues_by_stream.get(stream_name)
if queue is None:
logger.error("Got %s for unknown stream: %s", cmd.NAME, stream_name)
return
queue.append((cmd, conn))
# if we're already processing this stream, there's nothing more to do:
# the new entry on the queue will get picked up in due course
if stream_name in self._processing_streams:
return
# fire off a background process to start processing the queue.
run_as_background_process(
"process-replication-data", self._unsafe_process_queue, stream_name
)
async def _unsafe_process_queue(self, stream_name: str) -> None:
"""Processes the command queue for the given stream, until it is empty
Does not check if there is already a thread processing the queue, hence "unsafe"
"""
assert stream_name not in self._processing_streams
self._processing_streams.add(stream_name)
try:
queue = self._command_queues_by_stream.get(stream_name)
while queue:
cmd, conn = queue.popleft()
try:
await self._process_command(cmd, conn, stream_name)
except Exception:
logger.exception("Failed to handle command %s", cmd)
finally:
self._processing_streams.discard(stream_name)
async def _process_command(
self,
cmd: Union[PositionCommand, RdataCommand],
conn: IReplicationConnection,
stream_name: str,
) -> None:
if isinstance(cmd, PositionCommand):
await self._process_position(stream_name, conn, cmd)
elif isinstance(cmd, RdataCommand):
await self._process_rdata(stream_name, conn, cmd)
else:
# This shouldn't be possible
raise Exception("Unrecognised command %s in stream queue", cmd.NAME)
def start_replication(self, hs: "HomeServer") -> None:
"""Helper method to start replication."""
from synapse.replication.tcp.redis import RedisDirectTcpReplicationClientFactory
# First let's ensure that we have a ReplicationStreamer started.
hs.get_replication_streamer()
# We need two connections to redis, one for the subscription stream and
# one to send commands to (as you can't send further redis commands to a
# connection after SUBSCRIBE is called).
# First create the connection for sending commands.
outbound_redis_connection = hs.get_outbound_redis_connection()
# Now create the factory/connection for the subscription stream.
self._factory = RedisDirectTcpReplicationClientFactory(
hs,
outbound_redis_connection,
channel_names=self._channels_to_subscribe_to,
)
reactor = hs.get_reactor()
redis_config = hs.config.redis
if redis_config.redis_path is not None:
reactor.connectUNIX(
redis_config.redis_path,
self._factory,
timeout=30,
checkPID=False,
)
elif hs.config.redis.redis_use_tls:
ssl_context_factory = ClientContextFactory(hs.config.redis)
reactor.connectSSL(
redis_config.redis_host,
redis_config.redis_port,
self._factory,
ssl_context_factory,
timeout=30,
bindAddress=None,
)
else:
reactor.connectTCP(
redis_config.redis_host,
redis_config.redis_port,
self._factory,
timeout=30,
bindAddress=None,
)
def get_streams(self) -> Dict[str, Stream]:
"""Get a map from stream name to all streams."""
return self._streams
def get_streams_to_replicate(self) -> List[Stream]:
"""Get a list of streams that this instances replicates."""
return self._streams_to_replicate
def on_REPLICATE(self, conn: IReplicationConnection, cmd: ReplicateCommand) -> None:
self.send_positions_to_connection(conn)
def send_positions_to_connection(self, conn: IReplicationConnection) -> None:
"""Send current position of all streams this process is source of to
the connection.
"""
# We respond with current position of all streams this instance
# replicates.
for stream in self.get_streams_to_replicate():
# Note that we use the current token as the prev token here (rather
# than stream.last_token), as we can't be sure that there have been
# no rows written between last token and the current token (since we
# might be racing with the replication sending bg process).
current_token = stream.current_token(self._instance_name)
self.send_command(
PositionCommand(
stream.NAME,
self._instance_name,
current_token,
current_token,
)
)
def on_USER_SYNC(
self, conn: IReplicationConnection, cmd: UserSyncCommand
) -> Optional[Awaitable[None]]:
user_sync_counter.inc()
if self._is_presence_writer:
return self._presence_handler.update_external_syncs_row(
cmd.instance_id,
cmd.user_id,
cmd.device_id,
cmd.is_syncing,
cmd.last_sync_ms,
)
else:
return None
def on_CLEAR_USER_SYNC(
self, conn: IReplicationConnection, cmd: ClearUserSyncsCommand
) -> Optional[Awaitable[None]]:
if self._is_presence_writer:
return self._presence_handler.update_external_syncs_clear(cmd.instance_id)
else:
return None
def on_FEDERATION_ACK(
self, conn: IReplicationConnection, cmd: FederationAckCommand
) -> None:
federation_ack_counter.inc()
if self._federation_sender:
self._federation_sender.federation_ack(cmd.instance_name, cmd.token)
def on_USER_IP(
self, conn: IReplicationConnection, cmd: UserIpCommand
) -> Optional[Awaitable[None]]:
user_ip_cache_counter.inc()
if self._is_master or self._should_insert_client_ips:
# We make a point of only returning an awaitable if there's actually
# something to do; on_USER_IP is not an async function, but
# _handle_user_ip is.
# If on_USER_IP returns an awaitable, it gets scheduled as a
# background process (see `BaseReplicationStreamProtocol.handle_command`).
return self._handle_user_ip(cmd)
else:
# Returning None when this process definitely has nothing to do
# reduces the overhead of handling the USER_IP command, which is
# currently broadcast to all workers regardless of utility.
return None
async def _handle_user_ip(self, cmd: UserIpCommand) -> None:
"""
Handles a User IP, branching depending on whether we are the main process
and/or the background worker.
"""
if self._is_master:
assert self._server_notices_sender is not None
await self._server_notices_sender.on_user_ip(cmd.user_id)
if self._should_insert_client_ips:
await self._store.insert_client_ip(
cmd.user_id,
cmd.access_token,
cmd.ip,
cmd.user_agent,
cmd.device_id,
cmd.last_seen,
)
def on_RDATA(self, conn: IReplicationConnection, cmd: RdataCommand) -> None:
if cmd.instance_name == self._instance_name:
# Ignore RDATA that are just our own echoes
return
stream_name = cmd.stream_name
inbound_rdata_count.labels(stream_name).inc()
# We put the received command into a queue here for two reasons:
# 1. so we don't try and concurrently handle multiple rows for the
# same stream, and
# 2. so we don't race with getting a POSITION command and fetching
# missing RDATA.
self._add_command_to_stream_queue(conn, cmd)
async def _process_rdata(
self, stream_name: str, conn: IReplicationConnection, cmd: RdataCommand
) -> None:
"""Process an RDATA command
Called after the command has been popped off the queue of inbound commands
"""
try:
row = STREAMS_MAP[stream_name].parse_row(cmd.row)
except Exception as e:
raise Exception(
"Failed to parse RDATA: %r %r" % (stream_name, cmd.row)
) from e
# make sure that we've processed a POSITION for this stream *on this
# connection*. (A POSITION on another connection is no good, as there
# is no guarantee that we have seen all the intermediate updates.)
sbc = self._streams_by_connection.get(conn)
if not sbc or stream_name not in sbc:
# Let's drop the row for now, on the assumption we'll receive a
# `POSITION` soon and we'll catch up correctly then.
logger.debug(
"Discarding RDATA for unconnected stream %s -> %s",
stream_name,
cmd.token,
)
return
if cmd.token is None:
# I.e. this is part of a batch of updates for this stream (in
# which case batch until we get an update for the stream with a non
# None token).
self._pending_batches.setdefault(stream_name, []).append(row)
return
# Check if this is the last of a batch of updates
rows = self._pending_batches.pop(stream_name, [])
rows.append(row)
stream = self._streams[stream_name]
# Find where we previously streamed up to.
current_token = stream.current_token(cmd.instance_name)
# Discard this data if this token is earlier than the current
# position. Note that streams can be reset (in which case you
# expect an earlier token), but that must be preceded by a
# POSITION command.
if cmd.token <= current_token:
logger.debug(
"Discarding RDATA from stream %s at position %s before previous position %s",
stream_name,
cmd.token,
current_token,
)
else:
await self.on_rdata(stream_name, cmd.instance_name, cmd.token, rows)
async def on_rdata(
self, stream_name: str, instance_name: str, token: int, rows: list
) -> None:
"""Called to handle a batch of replication data with a given stream token.
Args:
stream_name: name of the replication stream for this batch of rows
instance_name: the instance that wrote the rows.
token: stream token for this batch of rows
rows: a list of Stream.ROW_TYPE objects as returned by
Stream.parse_row.
"""
logger.debug("Received rdata %s (%s) -> %s", stream_name, instance_name, token)
await self._replication_data_handler.on_rdata(
stream_name, instance_name, token, rows
)
def on_POSITION(self, conn: IReplicationConnection, cmd: PositionCommand) -> None:
if cmd.instance_name == self._instance_name:
# Ignore POSITION that are just our own echoes
return
logger.debug("Handling '%s %s'", cmd.NAME, cmd.to_line())
self._add_command_to_stream_queue(conn, cmd)
async def _process_position(
self, stream_name: str, conn: IReplicationConnection, cmd: PositionCommand
) -> None:
"""Process a POSITION command
Called after the command has been popped off the queue of inbound commands
"""
stream = self._streams[stream_name]
# We're about to go and catch up with the stream, so remove from set
# of connected streams.
for streams in self._streams_by_connection.values():
streams.discard(stream_name)
# We clear the pending batches for the stream as the fetching of the
# missing updates below will fetch all rows in the batch.
self._pending_batches.pop(stream_name, [])
# Find where we previously streamed up to.
current_token = stream.current_token(cmd.instance_name)
# If the position token matches our current token then we're up to
# date and there's nothing to do. Otherwise, fetch all updates
# between then and now.
missing_updates = cmd.prev_token != current_token
while missing_updates:
# Note: There may very well not be any new updates, but we check to
# make sure. This can particularly happen for the event stream where
# event persisters continuously send `POSITION`. See `resource.py`
# for why this can happen.
logger.info(
"Fetching replication rows for '%s' between %i and %i",
stream_name,
current_token,
cmd.new_token,
)
(updates, current_token, missing_updates) = await stream.get_updates_since(
cmd.instance_name, current_token, cmd.new_token
)
# TODO: add some tests for this
# Some streams return multiple rows with the same stream IDs,
# which need to be processed in batches.
for token, rows in _batch_updates(updates):
await self.on_rdata(
stream_name,
cmd.instance_name,
token,
[stream.parse_row(row) for row in rows],
)
logger.info("Caught up with stream '%s' to %i", stream_name, cmd.new_token)
# We've now caught up to position sent to us, notify handler.
await self._replication_data_handler.on_position(
cmd.stream_name, cmd.instance_name, cmd.new_token
)
self._streams_by_connection.setdefault(conn, set()).add(stream_name)
def on_REMOTE_SERVER_UP(
self, conn: IReplicationConnection, cmd: RemoteServerUpCommand
) -> None:
"""Called when get a new REMOTE_SERVER_UP command."""
self._replication_data_handler.on_remote_server_up(cmd.data)
self._notifier.notify_remote_server_up(cmd.data)
def on_LOCK_RELEASED(
self, conn: IReplicationConnection, cmd: LockReleasedCommand
) -> None:
"""Called when we get a new LOCK_RELEASED command."""
if cmd.instance_name == self._instance_name:
return
self._notifier.notify_lock_released(
cmd.instance_name, cmd.lock_name, cmd.lock_key
)
async def on_NEW_ACTIVE_TASK(
self, conn: IReplicationConnection, cmd: NewActiveTaskCommand
) -> None:
"""Called when get a new NEW_ACTIVE_TASK command."""
if self._task_scheduler:
task = await self._task_scheduler.get_task(cmd.data)
if task:
await self._task_scheduler._launch_task(task)
def new_connection(self, connection: IReplicationConnection) -> None:
"""Called when we have a new connection."""
self._connections.append(connection)
# If we are connected to replication as a client (rather than a server)
# we need to reset the reconnection delay on the client factory (which
# is used to do exponential back off when the connection drops).
#
# Ideally we would reset the delay when we've "fully established" the
# connection (for some definition thereof) to stop us from tightlooping
# on reconnection if something fails after this point and we drop the
# connection. Unfortunately, we don't really have a better definition of
# "fully established" than the connection being established.
if self._factory:
self._factory.resetDelay()
# Tell the other end if we have any users currently syncing.
currently_syncing = (
self._presence_handler.get_currently_syncing_users_for_replication()
)
now = self._clock.time_msec()
for user_id, device_id in currently_syncing:
connection.send_command(
UserSyncCommand(self._instance_id, user_id, device_id, True, now)
)
def lost_connection(self, connection: IReplicationConnection) -> None:
"""Called when a connection is closed/lost."""
# we no longer need _streams_by_connection for this connection.
streams = self._streams_by_connection.pop(connection, None)
if streams:
logger.info(
"Lost replication connection; streams now disconnected: %s", streams
)
try:
self._connections.remove(connection)
except ValueError:
pass
def connected(self) -> bool:
"""Do we have any replication connections open?
Is used by e.g. `ReplicationStreamer` to no-op if nothing is connected.
"""
return bool(self._connections)
def send_command(self, cmd: Command) -> None:
"""Send a command to all connected connections.
Args:
cmd
"""
if self._connections:
for connection in self._connections:
try:
connection.send_command(cmd)
except Exception:
# We probably want to catch some types of exceptions here
# and log them as warnings (e.g. connection gone), but I
# can't find what those exception types they would be.
logger.exception(
"Failed to write command %s to connection %s",
cmd.NAME,
connection,
)
else:
logger.warning("Dropping command as not connected: %r", cmd.NAME)
def send_federation_ack(self, token: int) -> None:
"""Ack data for the federation stream. This allows the master to drop
data stored purely in memory.
"""
self.send_command(FederationAckCommand(self._instance_name, token))
def send_user_sync(
self,
instance_id: str,
user_id: str,
device_id: Optional[str],
is_syncing: bool,
last_sync_ms: int,
) -> None:
"""Poke the master that a user has started/stopped syncing."""
self.send_command(
UserSyncCommand(instance_id, user_id, device_id, is_syncing, last_sync_ms)
)
def send_user_ip(
self,
user_id: str,
access_token: str,
ip: str,
user_agent: str,
device_id: Optional[str],
last_seen: int,
) -> None:
"""Tell the master that the user made a request."""
cmd = UserIpCommand(user_id, access_token, ip, user_agent, device_id, last_seen)
self.send_command(cmd)
def send_remote_server_up(self, server: str) -> None:
self.send_command(RemoteServerUpCommand(server))
def stream_update(self, stream_name: str, token: Optional[int], data: Any) -> None:
"""Called when a new update is available to stream to Redis subscribers.
We need to check if the client is interested in the stream or not
"""
self.send_command(RdataCommand(stream_name, self._instance_name, token, data))
def on_lock_released(
self, instance_name: str, lock_name: str, lock_key: str
) -> None:
"""Called when we released a lock and should notify other instances."""
if instance_name == self._instance_name:
self.send_command(LockReleasedCommand(instance_name, lock_name, lock_key))
def send_new_active_task(self, task_id: str) -> None:
"""Called when a new task has been scheduled for immediate launch and is ACTIVE."""
self.send_command(NewActiveTaskCommand(task_id))
UpdateToken = TypeVar("UpdateToken")
UpdateRow = TypeVar("UpdateRow")
def _batch_updates(
updates: Iterable[Tuple[UpdateToken, UpdateRow]]
) -> Iterator[Tuple[UpdateToken, List[UpdateRow]]]:
"""Collect stream updates with the same token together
Given a series of updates returned by Stream.get_updates_since(), collects
the updates which share the same stream_id together.
For example:
[(1, a), (1, b), (2, c), (3, d), (3, e)]
becomes:
[
(1, [a, b]),
(2, [c]),
(3, [d, e]),
]
"""
update_iter = iter(updates)
first_update = next(update_iter, None)
if first_update is None:
# empty input
return
current_batch_token = first_update[0]
current_batch = [first_update[1]]
for token, row in update_iter:
if token != current_batch_token:
# different token to the previous row: flush the previous
# batch and start anew
yield current_batch_token, current_batch
current_batch_token = token
current_batch = []
current_batch.append(row)
# flush the final batch
yield current_batch_token, current_batch