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__init__.py
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101 lines (76 loc) · 2.65 KB
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# Copyright 2025 Google LLC
#
# 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.
"""Pathways JAX abstractions.
This introduces an abstrction layer some JAX APIs that have changed over
`pathwaysutils`'s compatibility window.
"""
import functools
class _FakeJaxFunction:
"""An object that raises an ImportError for __getattr__ and __call__.
This is used to provide a placeholder for JAX functions that are not
available in older versions of JAX, raising a helpful error message if they
are inadvertently used.
"""
def __init__(self, name, version):
self.__name__ = name
self.version = version
self.error_message = (
f"Function {self.__name__} does not exist until JAX {self.version}. "
f"The current version of JAX is {jax.__version__}. "
"Using this function results in this runtime error."
)
def __getattr__(self, name):
raise ImportError(self.error_message)
def __call__(self, *args, **kwargs):
raise ImportError(self.error_message)
try:
# jax>=0.8.0
from jaxlib import _pathways # pylint: disable=g-import-not-at-top
split_by_mesh_axis = _pathways._split_by_mesh_axis
del _pathways
except ImportError:
# jax<0.8.0
split_by_mesh_axis = _FakeJaxFunction(
"jax.jaxlib._pathways._split_by_mesh_axis",
"0.8.0",
)
try:
# jax>=0.8.3
# The import may fail if the JAX version is not new enough.
from jaxlib import _pathways as jaxlib_pathways # pylint: disable=g-import-not-at-top
transfer_to_shardings = jaxlib_pathways._transfer_to_shardings
del jaxlib_pathways
except ImportError:
# jax<0.8.3
transfer_to_shardings = _FakeJaxFunction(
"jax.jaxlib._pathways._transfer_to_shardings",
"0.8.3",
)
@functools.lru_cache(maxsize=1)
def ifrt_reshard_available() -> bool:
"""Checks if transfer_to_shardings is available."""
try:
import jax # pylint: disable=g-import-not-at-top
transfer_to_shardings(
[jax.numpy.array([0])],
[jax.sharding.make_single_device_sharding(jax.devices()[0])],
)
except (ImportError, NameError, jax.errors.JaxRuntimeError):
return False
else:
return True
finally:
del jax
del _FakeJaxFunction
del functools