使用numba的姿势不正确反而导致性能下降

numba加速python学习与尝试

妙音 posted @ 2019年1月20日 09:20 in 人工智能 , 3149 阅读

 简介

 
探索python性能优化工具,发现了numba. 只需要给函数加上装饰器就可以。比cython和pypy方便多了。
 

numba是什么

 
numba是为了提高numpy速度而开发的,使用llvm将python代码翻译为bitcode,并在bitcode外面做了一层包装,让python可以调用
 
通过numba翻译的代码由于经过llvm优化并可在机器上直接执行,效率将有所提高,对海量数据处理非常有帮助
 
 
 

 numba可以解决什么问题

 
1.提高numpy速度
2.解决python在计算上的性能问题
 

原理

 
通过llvm编译器将python代码转换成机器码,提高执行效率。
 

初试

 

环境说明

 
python3.6
fedora
 

安装

 
pip install numba
 

示例

 
#斐波那契数列
import time
from numba import jit

@jit
def fib(n):
    if n<=2 :
        return 1;
    else:
        return fib(n-1)+fib(n-2);

start = time.time()
fib(50)
end = time.time()
print("python3+numba cost_seconds:", end-start)

#结果。结果很明显numba可以让你的python飞起来
python3        20.24455213546753秒
python3+numba  0.5986552238464355秒
 

文档

 
* 官方/文档
 
http://numba.pydata.org/
 
http://numba.pydata.org/numba-doc/latest/index.html
 
* 官方例子
 
https://numba.pydata.org/numba-examples/
 
* github
 
https://github.com/numba/numba
 

 适用范围

 
操作系统: windows32/64, osx, linux32/64
架构: x86, x86_64, ppc64le. Experimental on armv7l, armv8l (aarch64).
GPUs:  Nvidia CUDA. Experimental on AMD ROC
CPython
Numpy1.10以上
 
 

 注意要点

 
numba只适合解决python项目在计算上的性能问题,否则会导致项目性能下降。
 
引入前最好足够测试确保使用numba的姿势正确
 

来源

 

 

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