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add mhc Co-authored-by: ElevenLiu<liuzhiwen@autokernel.cn> # message auto-generated for no-merge-commit merge: !1589 merge master into master add mhc Created-by: ElevenLiu Commit-by: LiuEleven;ElevenLiu Merged-by: cann-robot Description: ## 描述 面向昇腾 NPU 的 mHC(Manifold-Constrained Hyper-Connections,流形约束超连接)算子 AscendC 实现,此算子由智子芯元 KernelCAT 智能体生成。 ## 关联的Issue 关联Issue #763 ## 测试 ```bash # C++ cd build && LD_LIBRARY_PATH=./lib:$LD_LIBRARY_PATH ./test_multi_dtype # Python LD_LIBRARY_PATH=./build/lib:$LD_LIBRARY_PATH python mhc_pre_ops.py ``` ## 使用方式 ```python import mhc_pre_ext x = torch.randn(B * N, S, D, device='npu') # [batch*streams, seq, dim] h = torch.randn(N, device='npu') # [streams] out = mhc_pre_ext.forward(x, h) # [batch, seq, dim] ``` ## 性能(对比 torch.einsum, Ascend 910B2) | 算子 | 加速比 | |----------|--------| | mhc_pre | 24x ~ 52x | | mhc_post | 2x ~ 5x | | mhc_res | 24x ~ 50x | ## 文档更新 更新了README.md文件 ## 类型标签 <!-- [x] 表示选中 --> - [ ] Bug修复 - [ ] 新特性 - [ ] 性能优化 - [x] 文档更新 - [x] 其他,请描述:新增开源贡献算子 See merge request: cann/ops-transformer!15893 个月前