tensorflow/python/distribute/remote_mirrored_strategy_eager_test.py

# Copyright 2019 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# ==============================================================================
"""Tests for MirroredStrategy."""

from tensorflow.python.distribute import combinations
from tensorflow.python.distribute import mirrored_strategy
from tensorflow.python.distribute import multi_worker_test_base
from tensorflow.python.distribute import strategy_test_lib
from tensorflow.python.eager import context
from tensorflow.python.eager import test


def get_gpus():
  gpus = context.context().list_logical_devices("GPU")
  actual_gpus = []
  for gpu in gpus:
    if "job" in gpu.name:
      actual_gpus.append(gpu.name)
  return actual_gpus


@combinations.generate(
    combinations.combine(
        distribution=[
            combinations.NamedDistribution(
                "Mirrored",
                # pylint: disable=g-long-lambda
                lambda: mirrored_strategy.MirroredStrategy(get_gpus()),
                required_gpus=1)
        ],
        mode=["eager"]))
class RemoteSingleWorkerMirroredStrategyEager(
    multi_worker_test_base.SingleWorkerTestBaseEager,
    strategy_test_lib.RemoteSingleWorkerMirroredStrategyBase):

  def _get_num_gpus(self):
    return len(get_gpus())

  def testNumReplicasInSync(self, distribution):
    self._testNumReplicasInSync(distribution)

  def testMinimizeLoss(self, distribution):
    self._testMinimizeLoss(distribution)

  def testDeviceScope(self, distribution):
    self._testDeviceScope(distribution)

  def testMakeInputFnIteratorWithDataset(self, distribution):
    self._testMakeInputFnIteratorWithDataset(distribution)

  def testMakeInputFnIteratorWithCallable(self, distribution):
    self._testMakeInputFnIteratorWithCallable(distribution)


if __name__ == "__main__":
  test.main()