add aoa for dsv4 hybrid attn

[Hz188]

Before submitting

• Lint code. If there are lint issues, please format the code first.

# Install and register `pre-commit` in the project folder
pip install pre-commit && pre-commit install

# Process previous code files separately
pre-commit run --file XXXX.py

• Add test cases into tests folder. If there are codecov issues, please add tests cases first.

PR types

New features

PR changes

Models

Description

添加dsv4 attn的aoa支持

[paddle-bot]

Thanks for your contribution!

[codecov-commenter]

Codecov Report

❌ Patch coverage is 0% with 16 lines in your changes missing coverage. Please review.
⚠️ Please upload report for BASE (develop@f3fc3f2). Learn more about missing BASE report.

Files with missing lines	Patch %	Lines
paddleformers/transformers/minimax_m2/modeling.py	0.00%	16 Missing ⚠️

❌ Your patch status has failed because the patch coverage (0.00%) is below the target coverage (75.00%). You can increase the patch coverage or adjust the target coverage.

Additional details and impacted files

@@            Coverage Diff             @@
##             develop    #4508   +/-   ##
==========================================
  Coverage           ?   46.43%           
==========================================
  Files              ?      475           
  Lines              ?    90655           
  Branches           ?        0           
==========================================
  Hits               ?    42094           
  Misses             ?    48561           
  Partials           ?        0           

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[Paddle-CI-Bot]

PaddleFormers Log Analysis

Run #26274285841 · Attempt 1

日志分析报告

流水线名称	问题标签	修复建议	日志片段
CI_ILUVATAR (iluvatar_test)	容器基础设施故障	Runner K8s 容器实现异常，直接 Rerun 该 Job	报错代码

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失败的测试 case:

无法获取测试 case 级别的失败信息——容器在执行 pytest 之前已崩溃，测试输出未被采集。
Run CI unittest 步骤触发 50 秒后容器整体退出，未产生任何 pytest 报告。

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根本原因分析:

PR #4508（Hz188，仅修改 paddleformers/transformers/minimax_m2/modeling.py +83/-0，为 DSv4 hybrid attention 新增 AOA 逻辑）本身与此次失败无直接关联。失败发生在 Run CI unittest 步骤的容器启动阶段：k8s 自定义 runner（/home/runner/k8s/index.js）在脚本执行约 50 秒后抛出 failed to run script step: [object Object]，随即触发 Executing the custom container implementation failed（exit code 1），整个 Job 从未运行到 python -m pip install 乃至 pytest。这是 Iluvatar Runner 节点 iluvatar-gpu-2-nczzk-runner-49hdm 的基础设施偶发故障，与代码改动无关。

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修复建议:

1. 直接 Rerun 该 Job（第 3 次尝试已失败，可在 Actions 页点击 "Re-run failed jobs"）。
2. 若连续 Rerun 仍失败，联系 CI 维护人员检查节点 iluvatar-gpu-2-nczzk-runner-49hdm 状态（K8s Pod 资源、容器镜像拉取、宿主机 GPU 驱动）。
3. 确认节点恢复后，再次触发 CI 验证 minimax_m2 AOA 改动的正确性。

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_{🔄 每次 Re-run 后自动更新}

[Hz188]

/re-run --all-failed

[Hz188]

/re-run --all-failed

[From00]

LGTM