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+ #
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+ # Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
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+ # Copyright 2023 The vLLM team.
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+ #
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+ #
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+ # Licensed under the Apache License, Version 2.0 (the "License");
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+ # you may not use this file except in compliance with the License.
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+ # You may obtain a copy of the License at
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+ #
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+ # http://www.apache.org/licenses/LICENSE-2.0
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+ #
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+ # Unless required by applicable law or agreed to in writing, software
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+ # distributed under the License is distributed on an "AS IS" BASIS,
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+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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+ # See the License for the specific language governing permissions and
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+ # limitations under the License.
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+ # Adapted from vllm/model_executor/models/qwen2.py
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+ # This file is a part of the vllm-ascend project.
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+
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from collections .abc import Iterable
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from typing import Any , Optional , Union
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