66 lines
2.5 KiB
Python
66 lines
2.5 KiB
Python
|
|
#
|
||
|
|
# Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
|
||
|
|
# Copyright 2023 The vLLM 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.
|
||
|
|
# This file is a part of the vllm-ascend project.
|
||
|
|
|
||
|
|
import pytest
|
||
|
|
from pytest_mock import MockerFixture
|
||
|
|
|
||
|
|
from tests.ut.base import PytestBase
|
||
|
|
from vllm_ascend.ops.moe_dispatcher.token_dispatcher import (
|
||
|
|
MoEAlltoAllSeqOverLapDispatcher, MoEDispatcherConfig)
|
||
|
|
from vllm_ascend.utils import adapt_patch # noqa E402
|
||
|
|
|
||
|
|
|
||
|
|
class TestMoEAlltoAllSeqOverLapDispatcher(PytestBase):
|
||
|
|
|
||
|
|
@pytest.fixture
|
||
|
|
def config(self):
|
||
|
|
config = MoEDispatcherConfig()
|
||
|
|
config.set_num_local_experts(2)
|
||
|
|
config.set_num_moe_experts(4)
|
||
|
|
config.set_moe_pad_expert_input_to_capacity(False)
|
||
|
|
config.set_moe_expert_capacity_factor(None)
|
||
|
|
config.set_moe_router_topk(2)
|
||
|
|
config.set_moe_grouped_gemm(False)
|
||
|
|
config.set_group_topk(0)
|
||
|
|
config.set_num_groups(1)
|
||
|
|
config.set_is_fused(False)
|
||
|
|
return config.build()
|
||
|
|
|
||
|
|
def mock_ep_group(self, mocker):
|
||
|
|
mock_group = mocker.MagicMock()
|
||
|
|
mock_group.rank_in_group = 0
|
||
|
|
mock_group.world_size = 2
|
||
|
|
mock_group.device_group = "mock_group"
|
||
|
|
return mock_group
|
||
|
|
|
||
|
|
@pytest.fixture
|
||
|
|
def dispatcher(self, config, mocker: MockerFixture):
|
||
|
|
mocker.patch(
|
||
|
|
"vllm_ascend.ops.moe_dispatcher.token_dispatcher.get_ep_group",
|
||
|
|
return_value=self.mock_ep_group(mocker))
|
||
|
|
mocker.patch("torch.npu.current_device", return_value="cpu")
|
||
|
|
mocker.patch("torch.npu.Stream", return_value=mocker.MagicMock)
|
||
|
|
return MoEAlltoAllSeqOverLapDispatcher(config)
|
||
|
|
|
||
|
|
def test_initialization(self, dispatcher, config):
|
||
|
|
assert dispatcher.num_local_experts == config.num_local_experts
|
||
|
|
assert dispatcher.num_experts == config.num_moe_experts
|
||
|
|
assert dispatcher.local_expert_indices == [0, 1]
|
||
|
|
assert dispatcher.ep_rank == 0
|
||
|
|
assert dispatcher.ep_size == 2
|
||
|
|
assert dispatcher.overlap_stream is not None
|