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Add basic benchmark scheduler #270

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14 changes: 14 additions & 0 deletions gematria/datasets/pipelines/BUILD.bazel
Original file line number Diff line number Diff line change
Expand Up @@ -81,3 +81,17 @@ gematria_py_test(
"//gematria/proto:execution_annotation_py_pb2",
],
)

gematria_py_library(
name = "benchmark_cpu_scheduler",
srcs = ["benchmark_cpu_scheduler.py"],
)

gematria_py_test(
name = "benchmark_cpu_scheduler_test",
size = "small",
srcs = ["benchmark_cpu_scheduler_test.py"],
deps = [
":benchmark_cpu_scheduler",
],
)
143 changes: 143 additions & 0 deletions gematria/datasets/pipelines/benchmark_cpu_scheduler.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,143 @@
# Copyright 2024 Google Inc.
#
# 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 abc
from typing_extensions import override
from collections.abc import Iterable
import os
import re


class BenchmarkScheduler(metaclass=abc.ABCMeta):
"""Schedules a benchmark and the parent process to reduce noise.

BenchmarkScheduler is an abstraction that provides two main pieces of
functionality. Firstly, it provides a function
(setup_and_get_benchmark_core) that allows an implementation to perform any
necessary setup in the parent process and provide a core ID that should be
used to perform any benchmarking. Additionally, implementations are
intended to hold state to verify that the expected state is maintained and
not changed by external software.
"""

@abc.abstractmethod
def setup_and_get_benchmark_core(self) -> int | None:
"""Sets up the parent process and chooses a benchmark core.

This function will perform any relevant setup in the parent process,
and return a core ID that can be used to run benchmarks on.

Returns:
Returns an integer core ID to specify a core that should be used for
running benchmarks, or None to indicate that any core can be used.
"""

@abc.abstractmethod
def verify(self):
"""Verifies that conditions match what is expected.

This function allows for implementations to verify that the original
setup created in setup_and_get_benchmark_core is maintained for every
benchmark that is run.
"""


class NoSchedulingBenchmarkScheduler(BenchmarkScheduler):
boomanaiden154 marked this conversation as resolved.
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"""A basic BenchmarkScheduler implementation that does nothing.

This BenchmarkScheduler implementation does nothing. It leaves scheduling
of the benchmarking process to the operating system by specifying any core
can be used for benchmarking, performs no setup in the parent process, and
performs no verification.
"""

@override
def setup_and_get_benchmark_core(self) -> int | None:
return None

@override
def verify(self):
pass


class DefaultBenchmarkScheduler(BenchmarkScheduler):
"""A BenchmarkScheduler that schedules processes separately.

DefaultBenchmarkScheduler schedules the main process and the benchmark
subprocess on separate cores, making sure to reserve the second hyperthread
on the benchmarking core to prevent interference. It expects that the main
process is initially given a CPU Mask with three active threads, additionally
assuming that two of the threads are neighboring (part of the same core).
Errors are raised if these conditions are not met. The benchmarking core
returned is one of the two neighboring threads. The main process has its
COU mask limited to the thread that neighbors neither of the other threads.
"""

def __init__(self):
self._cpu_mask = []

@staticmethod
def _get_neighboring_threads(cpu_index: int) -> list[int]:
with open(
f'/sys/devices/system/cpu/cpu{cpu_index}/topology/thread_siblings_list'
) as thread_sibling_list_handle:
neighboring_threads_strings = re.split(
r'[-,]+', thread_sibling_list_handle.read().strip()
)
neighboring_threads = [
int(cpu_index_str) for cpu_index_str in neighboring_threads_strings
]
return neighboring_threads

def _get_aux_core_and_hyperthread_pair(
self,
cpu_mask: Iterable[int],
) -> tuple[int, list[int]]:
for cpu_index in cpu_mask:
neighboring_threads = self._get_neighboring_threads(cpu_index)
if len(neighboring_threads) != 2:
raise ValueError('Expected two hyperthreads per CPU.')

if (
neighboring_threads[0] in cpu_mask
and neighboring_threads[1] in cpu_mask
):
cpus = list(cpu_mask)
cpus.remove(neighboring_threads[0])
cpus.remove(neighboring_threads[1])
return (cpus[0], [neighboring_threads[0], neighboring_threads[1]])
raise ValueError(
'Expected a pair of neighboring hyperthreads in the CPU mask.'
)

@override
def setup_and_get_benchmark_core(self) -> int | None:
cpu_mask = os.sched_getaffinity(0)

if len(cpu_mask) != 3:
raise ValueError('Expected to have three CPUs.')

aux_core, hyperthread_pair = self._get_aux_core_and_hyperthread_pair(
cpu_mask
)
os.sched_setaffinity(0, [aux_core])
self._cpu_mask = [aux_core]

return hyperthread_pair[0]

@override
def verify(self):
cpu_mask = list(os.sched_getaffinity(0))
if self._cpu_mask != cpu_mask:
raise ValueError('Expected the CPU mask to not change.')
128 changes: 128 additions & 0 deletions gematria/datasets/pipelines/benchmark_cpu_scheduler_test.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,128 @@
# Copyright 2024 Google Inc.
#
# 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 os
from collections.abc import Iterable

from absl.testing import absltest

from gematria.datasets.pipelines import benchmark_cpu_scheduler


class BenchmarkSchedulerTests(absltest.TestCase):

def test_no_scheduling(self):
scheduler = benchmark_cpu_scheduler.NoSchedulingBenchmarkScheduler()
self.assertIsNone(scheduler.setup_and_get_benchmark_core())
scheduler.verify()

def test_default_scheduler_get_neighboring_threads(self):
scheduler = benchmark_cpu_scheduler.DefaultBenchmarkScheduler()
neighboring_threads = scheduler._get_neighboring_threads(0)

# Just check that we get two CPU ids back that are not the same. We cannot
# do much more without knowing more about the system topology, and this
# should be a reasonable enough test.
self.assertLen(neighboring_threads, 2)
self.assertNotEqual(neighboring_threads[0], neighboring_threads[1])

@staticmethod
def _set_normal_affinity():
cpu_mask = os.sched_getaffinity(0)
cpu_mask_list = list(cpu_mask)
aux_cpu = cpu_mask.pop()
hyperthread_pair_part = cpu_mask.pop()
hyperthread_pair = benchmark_cpu_scheduler.DefaultBenchmarkScheduler._get_neighboring_threads(
hyperthread_pair_part
)
new_cpu_mask = [aux_cpu, *hyperthread_pair]

os.sched_setaffinity(0, new_cpu_mask)
return (aux_cpu, hyperthread_pair, cpu_mask_list)

@staticmethod
def _reset_cpu_affinity(cpu_mask: Iterable[int]):
os.sched_setaffinity(0, cpu_mask)

def test_default_scheduler_get_cores(self):
expected_aux_cpu, expected_hyperthread_pair, old_cpu_mask = (
self._set_normal_affinity()
)
scheduler = benchmark_cpu_scheduler.DefaultBenchmarkScheduler()
cpu_mask = os.sched_getaffinity(0)
aux_cpu, hyperthread_pair = scheduler._get_aux_core_and_hyperthread_pair(
cpu_mask
)
self.assertEqual(aux_cpu, expected_aux_cpu)
self.assertContainsSubsequence(hyperthread_pair, expected_hyperthread_pair)
self._reset_cpu_affinity(old_cpu_mask)

def test_default_scheduler_get_cores_no_neighboring_threads(self):
cpu_mask = os.sched_getaffinity(0)
three_cores = [cpu_mask.pop(), cpu_mask.pop(), cpu_mask.pop()]

scheduler = benchmark_cpu_scheduler.DefaultBenchmarkScheduler()
with self.assertRaises(ValueError):
scheduler._get_aux_core_and_hyperthread_pair(three_cores)

def test_default_scheduler_setup(self):
expected_aux_cpu, expected_hyperthread_pair, old_cpu_mask = (
self._set_normal_affinity()
)

scheduler = benchmark_cpu_scheduler.DefaultBenchmarkScheduler()
benchmark_core = scheduler.setup_and_get_benchmark_core()
self.assertIn(benchmark_core, expected_hyperthread_pair)
set_cpu_mask = os.sched_getaffinity(0)
self.assertLen(set_cpu_mask, 1)
self.assertEqual(set_cpu_mask.pop(), expected_aux_cpu)

self._reset_cpu_affinity(old_cpu_mask)

def test_default_scheduler_not_three_cpus(self):
old_cpu_mask = os.sched_getaffinity(0)
cpu_mask_list = list(old_cpu_mask)
os.sched_setaffinity(0, cpu_mask_list[0:2])

scheduler = benchmark_cpu_scheduler.DefaultBenchmarkScheduler()
with self.assertRaises(ValueError):
scheduler.setup_and_get_benchmark_core()

os.sched_setaffinity(0, old_cpu_mask)

def test_default_scheduler_verify(self):
_, _, old_cpu_mask = self._set_normal_affinity()

scheduler = benchmark_cpu_scheduler.DefaultBenchmarkScheduler()
scheduler.setup_and_get_benchmark_core()
scheduler.verify()

self._reset_cpu_affinity(old_cpu_mask)

def test_default_scheduler_verify_mask_changed(self):
_, _, old_cpu_mask = self._set_normal_affinity()

scheduler = benchmark_cpu_scheduler.DefaultBenchmarkScheduler()
scheduler.setup_and_get_benchmark_core()

cpu_mask_list = list(old_cpu_mask)
os.sched_setaffinity(0, cpu_mask_list[1:3])
with self.assertRaises(ValueError):
scheduler.verify()

self._reset_cpu_affinity(old_cpu_mask)


if __name__ == '__main__':
absltest.main()
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