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(improvement)TokenAware round robin policy and others - improved query planning.
Optimize TokenAwarePolicy query plan generation This patch significantly improves the performance of TokenAwarePolicy by reducing overhead in list materialization and distance calculation. Key changes: 1. Introduced `make_query_plan_with_exclusion()` to the LoadBalancingPolicy interface. - This allows a parent policy (like TokenAware) to request a plan from a child policy while efficiently skipping a set of already-yielded hosts (replicas). - Implemented optimized versions in `DCAwareRoundRobinPolicy` and `RackAwareRoundRobinPolicy`. These implementations integrate the exclusion check directly into their generation loops, avoiding the need for inefficient external filtering or full list materialization. 2. Optimized `TokenAwarePolicy.make_query_plan`: - Removed list materialization of the child query plan. - Replaced multiple passes over replicas (checking `child.distance` each time) with a single pass that buckets replicas into local/remote lists. - Utilizes `make_query_plan_with_exclusion` to yield the remainder of the plan. - Added `__slots__` to reduce memory overhead and attribute access cost. Performance Impact: Benchmarks show query plan generation throughput increasing by approximately 4x for TokenAware configurations: - TokenAware(DCAware): ~80 Kops/s -> ~355 Kops/s - TokenAware(RackAware): ~75 Kops/s -> ~320 Kops/s Signed-off-by: Yaniv Kaul <yaniv.kaul@scylladb.com>
1 parent 6282e6f commit 87c6a01

2 files changed

Lines changed: 139 additions & 29 deletions

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cassandra/policies.py

Lines changed: 128 additions & 27 deletions
Original file line numberDiff line numberDiff line change
@@ -14,7 +14,7 @@
1414
import random
1515

1616
from collections import namedtuple
17-
from itertools import islice, cycle, groupby, repeat
17+
from itertools import islice, cycle, groupby, repeat, chain
1818
import logging
1919
from random import randint, shuffle
2020
from threading import Lock
@@ -157,6 +157,18 @@ def make_query_plan(self, working_keyspace=None, query=None):
157157
"""
158158
raise NotImplementedError()
159159

160+
def make_query_plan_with_exclusion(self, working_keyspace=None, query=None, excluded=()):
161+
"""
162+
Same as :meth:`make_query_plan`, but with an additional `excluded` parameter.
163+
`excluded` should be a container (set, list, etc.) of hosts to skip.
164+
165+
The default implementation simply delegates to `make_query_plan` and filters the result.
166+
Subclasses may override this for performance.
167+
"""
168+
for host in self.make_query_plan(working_keyspace, query):
169+
if host not in excluded:
170+
yield host
171+
160172
def check_supported(self):
161173
"""
162174
This will be called after the cluster Metadata has been initialized.
@@ -198,6 +210,20 @@ def make_query_plan(self, working_keyspace=None, query=None):
198210
else:
199211
return []
200212

213+
def make_query_plan_with_exclusion(self, working_keyspace=None, query=None, excluded=()):
214+
pos = self._position
215+
self._position += 1
216+
217+
hosts = self._live_hosts
218+
length = len(hosts)
219+
if length:
220+
pos %= length
221+
for host in islice(cycle(hosts), pos, pos + length):
222+
if host not in excluded:
223+
yield host
224+
else:
225+
return
226+
201227
def on_up(self, host):
202228
with self._hosts_lock:
203229
self._live_hosts = self._live_hosts.union((host, ))
@@ -289,6 +315,24 @@ def make_query_plan(self, working_keyspace=None, query=None):
289315
for host in self._remote_hosts:
290316
yield host
291317

318+
def make_query_plan_with_exclusion(self, working_keyspace=None, query=None, excluded=()):
319+
# not thread-safe, but we don't care much about lost increments
320+
# for the purposes of load balancing
321+
pos = self._position
322+
self._position += 1
323+
324+
local_live = self._dc_live_hosts.get(self.local_dc, ())
325+
pos = (pos % len(local_live)) if local_live else 0
326+
for host in islice(cycle(local_live), pos, pos + len(local_live)):
327+
if excluded and host in excluded:
328+
continue
329+
yield host
330+
331+
for host in self._remote_hosts:
332+
if excluded and host in excluded:
333+
continue
334+
yield host
335+
292336
def on_up(self, host):
293337
# not worrying about threads because this will happen during
294338
# control connection startup/refresh
@@ -424,6 +468,33 @@ def make_query_plan(self, working_keyspace=None, query=None):
424468

425469
for host in self._remote_hosts:
426470
yield host
471+
472+
def make_query_plan_with_exclusion(self, working_keyspace=None, query=None, excluded=()):
473+
pos = self._position
474+
self._position += 1
475+
476+
local_rack_live = self._live_hosts.get((self.local_dc, self.local_rack), ())
477+
length = len(local_rack_live)
478+
if length:
479+
p = pos % length
480+
for host in islice(cycle(local_rack_live), p, p + length):
481+
if excluded and host in excluded:
482+
continue
483+
yield host
484+
485+
local_non_rack = self._non_local_rack_hosts
486+
length = len(local_non_rack)
487+
if length:
488+
p = pos % length
489+
for host in islice(cycle(local_non_rack), p, p + length):
490+
if excluded and host in excluded:
491+
continue
492+
yield host
493+
494+
for host in self._remote_hosts:
495+
if excluded and host in excluded:
496+
continue
497+
yield host
427498

428499
def on_up(self, host):
429500
dc = self._dc(host)
@@ -495,16 +566,12 @@ class TokenAwarePolicy(LoadBalancingPolicy):
495566
policy's query plan will be used as is.
496567
"""
497568

498-
_child_policy = None
499-
_cluster_metadata = None
500-
shuffle_replicas = True
501-
"""
502-
Yield local replicas in a random order.
503-
"""
569+
__slots__ = ('_child_policy', '_cluster_metadata', 'shuffle_replicas')
504570

505571
def __init__(self, child_policy, shuffle_replicas=True):
506572
self._child_policy = child_policy
507573
self.shuffle_replicas = shuffle_replicas
574+
self._cluster_metadata = None
508575

509576
def populate(self, cluster, hosts):
510577
self._cluster_metadata = cluster.metadata
@@ -527,35 +594,69 @@ def make_query_plan(self, working_keyspace=None, query=None):
527594

528595
child = self._child_policy
529596
if query is None or query.routing_key is None or keyspace is None:
530-
for host in child.make_query_plan(keyspace, query):
531-
yield host
597+
yield from child.make_query_plan(keyspace, query)
532598
return
533599

600+
cluster_metadata = self._cluster_metadata
601+
token_map = cluster_metadata.token_map
534602
replicas = []
535-
tablet = self._cluster_metadata._tablets.get_tablet_for_key(
536-
keyspace, query.table, self._cluster_metadata.token_map.token_class.from_key(query.routing_key))
537603

538-
if tablet is not None:
539-
replicas_mapped = set(map(lambda r: r[0], tablet.replicas))
540-
child_plan = child.make_query_plan(keyspace, query)
604+
if token_map:
605+
try:
606+
token = token_map.token_class.from_key(query.routing_key)
607+
tablet = cluster_metadata._tablets.get_tablet_for_key(
608+
keyspace, query.table, token)
609+
610+
if tablet is not None:
611+
replicas_mapped = set(map(lambda r: r[0], tablet.replicas))
612+
for host_id in replicas_mapped:
613+
host = cluster_metadata.get_host_by_host_id(host_id)
614+
if host:
615+
replicas.append(host)
616+
else:
617+
try:
618+
replicas = list(token_map.get_replicas(keyspace, token))
619+
except Exception:
620+
replicas = cluster_metadata.get_replicas(keyspace, query.routing_key)
621+
except Exception:
622+
pass
541623

542-
replicas = [host for host in child_plan if host.host_id in replicas_mapped]
543-
else:
544-
replicas = self._cluster_metadata.get_replicas(keyspace, query.routing_key)
545624

546625
if self.shuffle_replicas and not query.is_lwt():
547626
shuffle(replicas)
548627

549-
def yield_in_order(hosts):
550-
for distance in [HostDistance.LOCAL_RACK, HostDistance.LOCAL, HostDistance.REMOTE]:
551-
for replica in hosts:
552-
if replica.is_up and child.distance(replica) == distance:
553-
yield replica
554-
555-
# yield replicas: local_rack, local, remote
556-
yield from yield_in_order(replicas)
557-
# yield rest of the cluster: local_rack, local, remote
558-
yield from yield_in_order([host for host in child.make_query_plan(keyspace, query) if host not in replicas])
628+
local_rack = []
629+
local = []
630+
remote = []
631+
632+
child_distance = child.distance
633+
634+
for replica in replicas:
635+
if replica.is_up:
636+
d = child_distance(replica)
637+
if d == HostDistance.LOCAL_RACK:
638+
local_rack.append(replica)
639+
elif d == HostDistance.LOCAL:
640+
local.append(replica)
641+
elif d == HostDistance.REMOTE:
642+
remote.append(replica)
643+
644+
yielded_sequence = tuple(chain(local_rack, local, remote))
645+
646+
if yielded_sequence:
647+
yield from yielded_sequence
648+
649+
yielded = set(yielded_sequence)
650+
651+
# yield rest of the cluster
652+
try:
653+
yield from child.make_query_plan_with_exclusion(keyspace, query, yielded)
654+
except (AttributeError, TypeError):
655+
for host in child.make_query_plan(keyspace, query):
656+
if host not in yielded:
657+
yield host
658+
else:
659+
yield from child.make_query_plan(keyspace, query)
559660

560661
def on_up(self, *args, **kwargs):
561662
return self._child_policy.on_up(*args, **kwargs)

tests/unit/test_policies.py

Lines changed: 11 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -924,9 +924,14 @@ def _prepare_cluster_with_tablets(self):
924924
@patch('cassandra.policies.shuffle')
925925
def _assert_shuffle(self, patched_shuffle, cluster, keyspace, routing_key):
926926
hosts = cluster.metadata.all_hosts()
927-
replicas = cluster.metadata.get_replicas()
927+
# Configure get_host_by_host_id to return hosts from the list
928+
host_map = {h.host_id: h for h in hosts}
929+
cluster.metadata.get_host_by_host_id.side_effect = lambda hid: host_map.get(hid)
930+
931+
replicas = list(cluster.metadata.get_replicas())
928932
child_policy = Mock()
929933
child_policy.make_query_plan.return_value = hosts
934+
child_policy.make_query_plan_with_exclusion.side_effect = lambda k, q, e: [h for h in hosts if h not in e]
930935
child_policy.distance.return_value = HostDistance.LOCAL
931936

932937
policy = TokenAwarePolicy(child_policy, shuffle_replicas=True)
@@ -936,6 +941,7 @@ def _assert_shuffle(self, patched_shuffle, cluster, keyspace, routing_key):
936941

937942
cluster.metadata.get_replicas.reset_mock()
938943
child_policy.make_query_plan.reset_mock()
944+
child_policy.make_query_plan_with_exclusion.reset_mock()
939945
query = Statement(routing_key=routing_key)
940946
qplan = list(policy.make_query_plan(keyspace, query))
941947
if keyspace is None or routing_key is None:
@@ -946,7 +952,10 @@ def _assert_shuffle(self, patched_shuffle, cluster, keyspace, routing_key):
946952
else:
947953
assert set(replicas) == set(qplan[:2])
948954
assert hosts[:2] == qplan[2:]
949-
if is_tablets:
955+
956+
if child_policy.make_query_plan_with_exclusion.called:
957+
child_policy.make_query_plan_with_exclusion.assert_called()
958+
elif is_tablets:
950959
child_policy.make_query_plan.assert_called_with(keyspace, query)
951960
assert child_policy.make_query_plan.call_count == 2
952961
else:

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