39 lines
1.3 KiB
Python
39 lines
1.3 KiB
Python
# Copyright (c) Microsoft Corporation.
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# SPDX-License-Identifier: Apache-2.0
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# DeepSpeed Team
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from deepspeed.utils.groups import _get_expert_parallel_ranks
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def test_get_expert_parallel_ranks():
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"""
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Example - E + M + D parallel
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world_size = 16
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model_degree = 2
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expert_degree = 4 # number of experts in same group
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mp_group = [0, 1], [2,3], [4,5] ...
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data_parallel_group =[0,2,4,6,8,10, 12,14], [1,3,5,7,9,11,13,15]
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expert_parallel_group = [0,2,4,6], [8,10,12,14] [1,3,5,7], [9,11,13,15]
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expert_data_parallel_group = [0,8],[2,10],[4,12],[6,14], [1,9],[3,11],[5,13],[7,15]
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"""
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expert_parallel_groups, expert_data_parallel_groups = _get_expert_parallel_ranks(world_size=16,
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tensor_parallel_size_=2,
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expert_parallel_size_=4)
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assert expert_parallel_groups == [
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[0, 2, 4, 6],
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[8, 10, 12, 14],
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[1, 3, 5, 7],
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[9, 11, 13, 15],
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]
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assert expert_data_parallel_groups == [
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[0, 8],
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[2, 10],
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[4, 12],
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[6, 14],
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[1, 9],
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[3, 11],
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[5, 13],
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[7, 15],
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]
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