AKG (Auto Kernel Generator) is an optimizer for operators in Deep Learning Networks. It provides the ability to automatically fuse ops with specific patterns. AKG works with MindSpore-GraphKernel to improve the performance of networks running on different hardware backends.

AKG (Auto Kernel Generator) is an optimizer for operators in Deep Learning Networks. It provides the ability to automatically fuse ops with specific patterns. AKG works with MindSpore-GraphKernel to improve the performance of networks running on different hardware backends.

2025年2月28日 · An Automatic Kernel Generator (AKG) that takes a tensor program as input and deploys the optimized kernels on different platforms including CPU, GPU, Huawei Ascend chips.

In this paper, we present an approach, called Automatic Kernel Generation (AKG), for NPUs to accelerate DL mod-els. We inherit the graph engine and the domain-specific language (DSL) of TVM [12] for expressing tensor computa-tions, and focus on the operator-level optimization and code generation.

PDF | On Jun 20, 2021, Jie Zhao and others published AKG: automatic kernel generation for neural processing units using polyhedral transformations | Find, read and cite all the research you...

In this paper, we present AKG, a tensor compiler for NPUs. AKG first lowers the tensor expression language to a polyhedral representation, which is used to automate the memory management of NPUs.

2024年3月4日 · It converts glutamine to glutamate and a-ketoglutarate (aKG), thus allowing the TCA cycle to be converted into a “three-quarter cycle” metabolic pathway that starts at the aKG step and stops at the oxaloacetate step, which is a primary metabolic source for anabolic processes, such as the synthesis of nucleotides and various amino acids ...

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2024年2月22日 · 此文件名称为AKG头戴耳机，属于数码电器，数码产品分类，软件为STEP，可供设计参考

自从去年开始挑选并入手k371bt之后，一直感觉akg有点“乱”，尤其各种所谓的血统论充斥着这个品牌的最近阶段。 纯属出于职业习惯，也了解了一些akg的发展路径，得出结论，耳机这玩意儿不是宠物——真和血统无关，只和品牌风格有关，且每个风格也会受不同时期市场变幻而有所调整【例如胶盘初/中时期主力的古典乐，后胶盘中期的摇滚乐，胶盘末期+磁带时期的流行乐，md/mp3/🧱期的各种类型音乐，设备/听感都必然会发生转变！ 】。 受大吧/小吧主们带领的吧内“杂食”话题 …