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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"""Planner interfaces.""" 

16 

17from __future__ import annotations 

18 

19from typing import Protocol 

20 

21from hyper_parallel.auto_parallel.hyper_offload.ir.schedule import ResidencySchedule 

22from hyper_parallel.auto_parallel.hyper_offload.ir.trace import ActivationTrace 

23 

24 

25class ResidencyPlanner(Protocol): 

26 """Build a storage residency schedule from a captured activation trace.""" 

27 

28 def build(self, trace: ActivationTrace) -> ResidencySchedule: 

29 """Build a residency schedule from the given trace."""