neon是一种SIMD(单指令多数据)指令集,其效率相当于汇编,用于arm cpu平台的优化,在音视频、图形图像解决畛域性能晋升较大。arm架构的CPU从armv7a开始曾经反对neon(可选项),从而实现并行计算性能。
本文记录一下在android上应用neon减速的办法。
首先不必多说先创立反对native C++的android工程
而后在gradle中增加对neon的反对:
externalNativeBuild { cmake { cppFlags "-std=c++14" arguments "-DANDROID_ARM_NEON=TRUE" } }
还要在cmake中增加对neon的反对 "-mfpu=neon"
最初在cpp中 #include<arm_neon.h>
这样,我的项目就能够反对neon减速了。
为了比拟性能,当初用neon和纯C办法比拟一下将彩色图片转成灰度的工夫
//纯C函数void method_argb2gray_c(AndroidBitmapInfo info, void *pixels) { // rgb转灰度值公式 // Gray = (R*38 + G*75 + B*15) >> 7 cv::TickMeter tm1; tm1.start(); uint32_t *pixel = NULL; int a = 0, r = 0, g = 0, b = 0; int rows=info.height; int cols=info.width; for (int y = 0; y < rows; ++y) { for (int x = 0; x < cols; ++x) { pixel = (uint32_t *) pixels + info.width * y + x; a = (*pixel & 0xFF000000) >> 24; r = (*pixel & 0x00FF0000) >> 16; g = (*pixel & 0x0000FF00) >> 8; b = (*pixel & 0x000000FF) >> 0; int gray = (r * 38 + g * 75 + b * 15) >> 7; *pixel = ((a << 24) | (gray << 16) | (gray << 8) | gray); } } tm1.stop(); LOGI("method_argb2gray_c time: %lf", tm1.getTimeMilli());}
//neon函数void method_argb2gray_neon(AndroidBitmapInfo info, void *pixels) { // Gray = (R*38 + G*75 + B*15) >> 7 TickMeter tm3; tm3.start(); unsigned short *dst = (unsigned short *) pixels; unsigned char *src = (unsigned char *) pixels; uint8x8_t r = vdup_n_u8(38); uint8x8_t g = vdup_n_u8(75); uint8x8_t b = vdup_n_u8(15); uint16x8_t alp = vdupq_n_u16(255 << 8); uint16x8_t temp; uint8x8_t gray; uint8x8x4_t argb; uint16x8_t hight; uint16x8_t low; uint16x8x2_t res; int i, size = info.height * info.width / 8; for (i = 0; i < size; ++i) { //获取r、g、b值,计算灰度值 argb = vld4_u8(src); temp = vmull_u8(argb.val[1], r); temp = vmlal_u8(temp, argb.val[2], g); temp = vmlal_u8(temp, argb.val[3], b); gray = vshrn_n_u16 (temp, 7); src += 8 * 4; //赋值4通道argb hight = vorrq_u16(alp, vmovl_u8(gray)); low = vorrq_u16(vshlq_n_u16(vmovl_u8(gray), 8), vmovl_u8(gray)); res = vzipq_u16(low, hight); vst1q_u16(dst, res.val[0]); dst += 8; vst1q_u16(dst, res.val[1]); dst += 8; } tm3.stop(); LOGI("method_argb2gray_neon time: %lf", tm3.getTimeMilli());}
实测速度比拟如下