PowerInfer 是基于 llama.cpp 这个轻量级框架做的，正好前面阅读 llama.cpp 的时候一直想深入研究的。刀...
C++ power functions: Here, we are going to learn about the functions which are used to calculate the powers in C++.
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// C++ program to illustrate// working with integers in// power function#include<bits/stdc++.h>usingnamespacestd;intmain(){inta, b;// Using typecasting for// integer resulta = (int)(pow(5,2) +0.5); b = round(pow(5,2));cout<< a <<endl<< b ;return0; ...
PowerInfer是上海交大IPADS实验室推出的开源推理框架,使用消费级 GPU 的快速大型语言模型服务。 结合大模型的独特特征,通过CPU与GPU间的混合计算,PowerInfer能够在显存有限的个人电脑上实现快速推理。 相比于llama.cpp,PowerInfer实现了高达11倍的加速,让40B模型也能在个人电脑上一秒能输出十个token。
cpp11 0.5.0 crayon 1.5.2 credentials 2.0.1 crosstalk 1.2.1 crul 1.5.0 ctv 0.9-5 cubature 2.0.4.6 Cubist 0.4.4 curl 5.2.1 cvar 0.5 CVST 0.2-3 cvTools 0.3.3 d3heatmap 0.6.1.2 d3Network 0.5.2.1 d3r 1.1.0 data.table 1.15.4 data.tree 1.1.0 datasauRus 0.1.8 datawizard 0.12....
最后再来看一下实测成绩,使用一加12和一加Ace 2两款测试手机,在内存受限的情况下,PowerInfer-2.0的预填充速度都显著高于llama.cpp与LLM in a Flash(简称“LLMFlash”): 解码阶段同样是PowerInfer-2.0占据很大优势。特别是对于Mixtral 4...
The answer depends on exactly what you are trying to achieve and what matters most to you. We have done all three. We have largely settled on stabilizing the clocks for our in-depth, precise analyses.Appendix: SetStablePowerState.cpp
最后再来看一下实测成绩,使用一加12和一加Ace 2两款测试手机,在内存受限的情况下,PowerInfer-2.0的预填充速度都显著高于llama.cpp与LLM in a Flash(简称“LLMFlash”): 解码阶段同样是PowerInfer-2.0占据很大优势。特别是对于Mixtral 47B这样的大模型,也能在手机上跑出11.68 tokens/s的速度: ...