rocm_jax/tests/gpu_memory_flags_test.py
2024-06-17 15:21:49 -04:00

56 lines
1.7 KiB
Python

# Copyright 2023 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 os
import unittest
from absl.testing import absltest
import jax
from jax._src import config
from jax._src import test_util as jtu
config.parse_flags_with_absl()
class GpuMemoryAllocationTest(absltest.TestCase):
# This test must be run in its own subprocess.
@jtu.skip_under_pytest("Test must run in an isolated process")
@unittest.skipIf(
"XLA_PYTHON_CLIENT_ALLOCATOR" in os.environ,
"Test does not work if the python client allocator has been overriden",
)
def test_gpu_memory_allocation(self):
falsey_values = ("0", "False", "false")
preallocate = (
os.environ.get("XLA_PYTHON_CLIENT_PREALLOCATE", "1")
not in falsey_values
)
device = jax.devices()[0]
mem_stats = device.memory_stats()
self.assertEqual(mem_stats["pool_bytes"], 0)
x = jax.lax.add(1, 2)
mem_stats = device.memory_stats()
if preallocate:
self.assertEqual(mem_stats["pool_bytes"], mem_stats["bytes_limit"])
else:
self.assertLessEqual(
mem_stats["pool_bytes"], mem_stats["bytes_limit"] // 2
)
if __name__ == "__main__":
absltest.main(testLoader=jtu.JaxTestLoader())