lightning/tests/tests_fabric/plugins/precision/test_xla.py

63 lines
2.2 KiB
Python

# Copyright The Lightning AI team.
#
# 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
#
# http://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 re
from unittest import mock
import pytest
import torch
from lightning.fabric.plugins import XLAPrecision
@mock.patch.dict(os.environ, {}, clear=True)
def test_precision_input_validation(xla_available):
XLAPrecision(precision="32-true")
XLAPrecision(precision="16-true")
XLAPrecision(precision="bf16-true")
with pytest.raises(ValueError, match=re.escape("`precision='16')` is not supported in XLA")):
XLAPrecision("16")
with pytest.raises(ValueError, match=re.escape("`precision='16-mixed')` is not supported in XLA")):
XLAPrecision("16-mixed")
with pytest.raises(ValueError, match=re.escape("`precision='bf16-mixed')` is not supported in XLA")):
XLAPrecision("bf16-mixed")
with pytest.raises(ValueError, match=re.escape("`precision='64-true')` is not supported in XLA")):
XLAPrecision("64-true")
@pytest.mark.parametrize(
("precision", "expected_dtype"),
[
("bf16-true", torch.bfloat16),
("16-true", torch.half),
],
)
@mock.patch.dict(os.environ, {}, clear=True)
def test_selected_dtype(precision, expected_dtype, xla_available):
plugin = XLAPrecision(precision=precision)
assert plugin.precision == precision
assert plugin._desired_dtype == expected_dtype
def test_teardown(xla_available):
plugin = XLAPrecision(precision="16-true")
assert os.environ["XLA_USE_F16"] == "1"
plugin.teardown()
assert "XLA_USE_B16" not in os.environ
plugin = XLAPrecision(precision="bf16-true")
assert os.environ["XLA_USE_BF16"] == "1"
plugin.teardown()
assert "XLA_USE_BF16" not in os.environ