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1# Copyright 2026 Huawei Technologies Co., Ltd 

2# 

3# Licensed under the Apache License, Version 2.0 (the "License"); 

4# you may not use this file except in compliance with the License. 

5# You may obtain a copy of the License at 

6# 

7# http://www.apache.org/licenses/LICENSE-2.0 

8# 

9# Unless required by applicable law or agreed to in writing, software 

10# distributed under the License is distributed on an "AS IS" BASIS, 

11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 

12# See the License for the specific language governing permissions and 

13# limitations under the License. 

14# ============================================================================ 

15"""Optimizer and learning-rate scheduler interfaces for AutoModels.""" 

16 

17from hyper_parallel.components.optim.builders import AdamW, Muon 

18from hyper_parallel.components.optim.lr_scheduler import MultiLRScheduler 

19from hyper_parallel.components.optim.mixed_precision_optimizer import ( 

20 Float16OptimizerWithFloat16Params, 

21 MixedPrecisionOptimizer, 

22) 

23from hyper_parallel.components.optim.parameter_groups import ( 

24 get_adamw_param_groups, 

25 get_parameter_names, 

26 split_muon_adamw_params, 

27) 

28 

29__all__ = [ 

30 "AdamW", 

31 "Float16OptimizerWithFloat16Params", 

32 "MixedPrecisionOptimizer", 

33 "Muon", 

34 "MultiLRScheduler", 

35 "get_adamw_param_groups", 

36 "get_parameter_names", 

37 "split_muon_adamw_params", 

38]