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# Licensed under the Apache License, Version 2.0.
# Original source: https://github.com/huggingface/transformers
#
# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES.
# All rights reserved.
# SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0

"""Slimmed-down PyTorch GPT-OSS model for AutoDeploy export (prefill only).
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# Licensed under the Apache License, Version 2.0.
# Original source: https://github.com/huggingface/transformers
#
# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES.
# All rights reserved.
# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0

"""Slimmed-down PyTorch MiniMax-M2 model for AutoDeploy export (prefill only).
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# 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.
# Adapted from NVIDIA's Nemotron-Flash-3B-Instruct model (Apache-2.0, NVIDIA CORPORATION):
# Adapted from NVIDIA's Nemotron-Flash-3B-Instruct model (Apache-2.0, NVIDIA CORPORATION & AFFILIATES.):
# https://huggingface.co/nvidia/Nemotron-Flash-3B-Instruct/tree/main
import copy
import math
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# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES.
# All rights reserved.
# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0

"""Hierarchical equivalence tests for MiniMax-M2 AutoDeploy custom model.
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