rocm_jax/tests/mock_gpu_test.py
Jake VanderPlas f090074d86 Avoid 'from jax import config' imports
In some environments this appears to import the config module rather than
the config object.
2024-04-11 13:23:27 -07:00

63 lines
1.8 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.
from functools import partial
import math
from absl.testing import absltest
import jax
from jax._src import test_util as jtu
import jax.numpy as jnp
from jax.sharding import NamedSharding
from jax.sharding import PartitionSpec as P
import numpy as np
jax.config.parse_flags_with_absl()
class MockGPUTest(jtu.JaxTestCase):
def setUp(self):
super().setUp()
jax.config.update('use_mock_gpu_client', True)
def tearDown(self):
jax.config.update('use_mock_gpu_client', False)
jax.config.update('mock_num_gpus', 1)
super().tearDown()
def testMockWithSharding(self):
num_shards = 16
jax.config.update('mock_num_gpus', num_shards)
mesh = jtu.create_global_mesh((num_shards,), ('x',))
@partial(
jax.jit,
in_shardings=NamedSharding(mesh, P('x',)),
out_shardings=NamedSharding(mesh, P('x',)),
)
def f(x, y):
z = x @ y
return z @ y
shape = (64, 64)
x = jnp.arange(math.prod(shape)).reshape(shape).astype(np.float32)
y = x + 1
f_lowered = f.lower(x, y)
hlo = f_lowered.compiler_ir()
self.assertIn('sharding = "{devices=[16,1]<=[16]}"', str(hlo))
if __name__ == '__main__':
absltest.main(testLoader=jtu.JaxTestLoader())