rocm_jax/tests/distributed_test.py
Michael Whittaker b088b3aef8 Fixed broken JAX distributed tests.
PiperOrigin-RevId: 740379562
2025-03-25 09:39:10 -07:00

71 lines
2.2 KiB
Python

# Copyright 2025 The JAX Authors.
#
# 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
#
# https://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 threading
import unittest
from absl.testing import absltest, parameterized
import jax
from jax._src import distributed
from jax._src import test_util as jtu
try:
import portpicker
except ImportError:
portpicker = None
jax.config.parse_flags_with_absl()
@unittest.skipIf(not portpicker, "Test requires portpicker")
class DistributedTest(jtu.JaxTestCase):
# TODO(phawkins): Enable after https://github.com/jax-ml/jax/issues/11222
# is fixed.
@unittest.SkipTest
def testInitializeAndShutdown(self):
if not jtu.test_device_matches(["gpu"]):
self.skipTest("Test only works with GPUs.")
# Tests the public APIs. Since they use global state, we cannot use
# concurrency to simulate multiple tasks.
port = portpicker.pick_unused_port()
jax.distributed.initialize(
coordinator_address=f"localhost:{port}", num_processes=1, process_id=0
)
jax.distributed.shutdown()
@parameterized.parameters([1, 2, 4])
def testConcurrentInitializeAndShutdown(self, n):
if not jtu.test_device_matches(["gpu"]):
self.skipTest("Test only works with GPUs.")
port = portpicker.pick_unused_port()
def task(i):
# We can't call the public APIs directly because they use global state.
state = distributed.State()
state.initialize(
coordinator_address=f"localhost:{port}", num_processes=n, process_id=i
)
state.shutdown()
threads = [threading.Thread(target=task, args=(i,)) for i in range(n)]
for thread in threads:
thread.start()
for thread in threads:
thread.join()
if __name__ == "__main__":
absltest.main(testLoader=jtu.JaxTestLoader())