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Enable passing fdo_profile in compiler_options in pxla.py
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# 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. | ||
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from functools import partial | ||
import glob | ||
import logging | ||
import math | ||
import os | ||
import tempfile | ||
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from absl.testing import absltest | ||
import jax | ||
from jax import config | ||
from jax._src import test_util as jtu | ||
from jax.sharding import NamedSharding | ||
from jax.experimental import profiler as exp_profiler | ||
import jax.numpy as jnp | ||
from jax.sharding import PartitionSpec as P | ||
import numpy as np | ||
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config.parse_flags_with_absl() | ||
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@jtu.pytest_mark_if_available('multiaccelerator') | ||
class PgleTest(jtu.JaxTestCase): | ||
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def testPassingFDOProfile(self): | ||
mesh = jtu.create_global_mesh((2,), ('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 | ||
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shape = (8, 8) | ||
x = jnp.arange(math.prod(shape)).reshape(shape).astype(np.float32) | ||
y = x + 1 | ||
f_lowered = f.lower(x, y) | ||
compiled = f_lowered.compile() | ||
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with tempfile.TemporaryDirectory() as tmpdir: | ||
jax.profiler.start_trace(tmpdir) | ||
compiled(x, y) | ||
jax.profiler.stop_trace() | ||
directories = glob.glob(os.path.join(tmpdir, 'plugins/profile/**/')) | ||
directories = [d for d in directories if os.path.isdir(d)] | ||
rundir = directories[-1] | ||
logging.info('rundir: %s', rundir) | ||
fdo_profile = exp_profiler.get_profiled_instructions_proto(rundir) | ||
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if jtu.device_under_test() == 'gpu' and jtu.is_device_cuda(): | ||
self.assertIn(b'custom', fdo_profile) | ||
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logging.info('fdo_profile: %s', fdo_profile) | ||
# Test pass fdo_profile as compiler_options API works. | ||
f_lowered.compile(compiler_options={'fdo_profile': fdo_profile}) | ||
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if __name__ == '__main__': | ||
absltest.main(testLoader=jtu.JaxTestLoader()) |