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paddlepaddle--paddle/test/collective/orthogonal_strategy.py
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2026-07-13 12:40:42 +08:00

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Python

# Copyright (c) 2022 PaddlePaddle 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.
import unittest
import paddle
import paddle.distributed as dist
from paddle.distributed.fleet.base.orthogonal_strategy import OrthogonalStrategy
from paddle.distributed.fleet.base.strategy_group import (
DPGroup,
MPGroup,
PPGroup,
ShardingGroup,
)
class TestOrthogonalStrategyAPI(unittest.TestCase):
def setUp(self):
self._num_of_ranks = 2
dist.init_parallel_env()
self._global_rank = dist.get_rank()
self._strategy = OrthogonalStrategy(
[
("dp", 2, DPGroup),
("mp", 1, MPGroup),
("sharding", 1, ShardingGroup),
("pp", 1, PPGroup),
],
fused_strategy_dict={"checkness": ["mp", "sharding", "pp"]},
)
def test_orthogonal_strategy(self):
dp_group = self._strategy.strategy_group("dp")
self.assertEqual(dp_group.world_size, self._num_of_ranks)
self.assertEqual(dp_group.group.nranks, self._num_of_ranks)
self.assertEqual(
self._strategy.rank_in_strategy("dp"), self._global_rank
)
fused_group = self._strategy.fused_strategy_group("checkness")
self.assertEqual(fused_group.world_size, 1)
self.assertEqual(fused_group.group.nranks, 1)
class TestOrthogonalStrategyCustomAPI(unittest.TestCase):
def setUp(self):
self._num_of_ranks = 2
dist.init_parallel_env()
self._global_rank = dist.get_rank()
self._strategy = OrthogonalStrategy(
[
("dp", 1, DPGroup),
("mp", 2, MPGroup),
("sharding", 1, ShardingGroup),
("pp", 1, PPGroup),
],
fused_strategy_dict={"checkness": ["mp", "sharding", "pp"]},
strategy_rank_list=[1, 0],
)
self._strategy.strategy_group("mp").add_random_seed("local_seed", 123)
self._strategy.strategy_group("mp").add_random_seed("global_seed", 321)
def test_orthogonal_strategy(self):
mp_group = self._strategy.strategy_group("mp")
self.assertEqual(mp_group.world_size, self._num_of_ranks)
self.assertEqual(mp_group.group.nranks, self._num_of_ranks)
self.assertEqual(
self._strategy.rank_in_strategy("mp"), self._global_rank
)
fused_group = self._strategy.fused_strategy_group("checkness")
self.assertEqual(fused_group.world_size, 2)
self.assertEqual(fused_group.group.nranks, 2)
with mp_group.random_states_tracker.rng_state("local_seed"):
a = paddle.randint(0, 100, [10]).numpy()[0]
if __name__ == '__main__':
unittest.main()