需要找到与你当前机器对应的包#设置需要安装的路径 export INSTALL_PATH/usr/local/Ascend ./Ascend-cann-toolkit*run --install-path$INSTALL_PATH --full --quiet ./Ascend-cann-A3*run --install-path$INSTALL_PATH --install --quiet source $INSTALL_PATH/ascend-toolkit/set_env.sh编译自定义算子包接下来, 要进行安装算子包的操作, 这个算子包所包含的是高性能GDN算子, 而在此处, 需要用到的是三方库fla-npu。下载地址为# 编译命令注意--soc${soc_version}需要指定为当前机器的芯片类型 bash build.sh --socascend910_93 --pkg --opschunk_bwd_dv_local,chunk_bwd_dqkwg,chunk_gated_delta_rule_bwd_dhu,prepare_wy_repr_bwd_da,prepare_wy_repr_bwd_full,chunk_fwd_o,chunk_gated_delta_rule_fwd_h,recurrent_gated_delta_rule,recompute_wu_fwd # 安装run包 ./build_out/cann-ops-transformer-custom_linux-aarch64.run框架编译构建下载并安装对应和torch版本的最新发行版需要获取26.1 beta及以后的版本编译torch适配whl包并安装cd torch_custom/fla_npu bash build.sh算子接入Qwen3.5里面涉及的算子数量众多, 对于基于传统的非线性层以及整网耗时占比较小的那些成熟算子, 这里就不多说了, 仅仅讲解下在新结构情形下的中重型算子。重点算子列表推理-场景/训练-前向场景推理使用的算子, 跟训练前向场景所运用的算子是一样的, 总共涉及7个融合算子, 具体如下表所示:推理-场景训练-反向场景反向场景中包含较多前向算子这里只单独提及仅反向涉及的算子模块-GDN接入实践在接入GDN算子以前, 先讲清楚我们为追求极致性能所做的一些小设计。若要获取到完整的性能收益, 接入GDN算子得留意以下两件事情。模型里传递的默认, 全都是定长的BSH, 还有变长的TND, 对于GDN而言, 读写动作会跨越超越高N维, 致使访存效率下降。GDN算子数量众多, 其开销会比访存效率降低的代价要低, 所以在本篇文章里推荐的GDN算子统一采用了NTD或者BNSD的特殊方式。为了削减这样引入的开销, 我们在GDN预处理算子的前反向达成默认到特殊的转变, 所有的GDN算子都使用统一的特殊方式, GDN流程中不存在变动。对于要达成更优的、更为严谨的负载均衡而言, C算子的host阶段应当获取到, 与此同时, 这还能够助力我们拦截掉一部分索引有误的问题。所以, C GDN算子的输入是list在host上, 然而GDN算子都是上。其物理意义是组batch逻辑, 这便意味着45个线性层里所有的GDN算子需要同一份输入。我们需要从一开始就在和host上各存储一份, 借此使得每个训练step或者每个完整任务仅仅进行一次h2d。接入代码示例FFN模块-/接入实践和算子用以替换Moe层里的通信算子, 通信算子关联H/D同步, 致使耗时偏长。使用及替换之后, 专家路由结果的处理, 下沉至上, 消除了Host与同步开销。历经多个迭代的演进, 和算子运用了AIV驱动ROCE能力, 还叠加了通信数据去重, 机内机间流水并行等优化办法, 在典型场景当中, 模型吞吐性能提高了50%。算子输入相对简单, 模型方面, 只需把数据 x 当作输入, 还要将前级门控网络挑选出的 topk 个专家索引作为输入, 同时提供 moe 专家数、EP 通信域大小、rank ID 等属性就行。输出的数据、各个专家的 token 个数会直接给到后级 GMM。通信算法相关的辅助信息 ine, 会由输出直接传递过去, 模型侧不用去在意。算子接口参数详细说明、调用示例可参考接口文档优化结果在输入规模为bs等于 64, 等于 1k, 等于 32 这样的场景当中, 重点之 GDN 算子的优化效果呈现出如下的情况:耗时平均缩短为原始算子的44%。处于输入规模为 ep64 的那种情况下, bs 的值是 32, 还有等于 1, 等于 7k, topk 为 8 的这般场景里, 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