ARM Neon 列子 - Vector Add
  B2JnUQ2gB4jN 2023年11月02日 102 0



///
// ARM Neon

/*
* FIR 滤波器
*    y(n)=h(0)x(n) + h(1)x(n-1) + h(2)x(n-2) + ... h(N-1)x(n-N-1)
*
*/
void TaskManger::fir_filter_c(short * y, const short *x, const short *h, int n_out, int n_coefs)
{
int n;
for (n = 0; n < n_out; n++)
{
int k, sum = 0;
for(k = 0; k < n_coefs; k++)
{
sum += h[k] * x[n - n_coefs + 1 + k];
}
y[n] = ((sum>>15) + 1) >> 1;
}
}

void fir_filter_neon(short * y, const short *x, const short *h, int n_out, int n_coefs)
{
int n, k;
int sum;
int16x4_t h_vec;
int16x4_t x_vec;
int32x4_t result_vec;
for (n = 0; n < n_out; n++)
{
/* Clear the scalar and vector sums */
sum = 0;
result_vec = vdupq_n_s32(0); /* vdup -> duplicates a scalar into every element of the destination vector */
for(k = 0; k < n_coefs / 4; k++)
{
/* Four vector multiply-accumulate operations in parallel */
h_vec = vld1_s16(&h[k*4]);
x_vec = vld1_s16(&x[n - n_coefs + 1 + k*4]);
result_vec = vmlal_s16(result_vec, h_vec, x_vec);
}

/* Reduction operation - add each vector lane result to the sum */
sum += vgetq_lane_s32(result_vec, 0);
sum += vgetq_lane_s32(result_vec, 1);
sum += vgetq_lane_s32(result_vec, 2);
sum += vgetq_lane_s32(result_vec, 3);

/* consume the last few data using scalar operations */
if(n_coefs % 4)
{
for(k = n_coefs - (n_coefs % 4); k < n_coefs; k++)
sum += h[k] * x[n - n_coefs + 1 + k];
}
/* Store the adjusted result */
y[n] = ((sum>>15) + 1) >> 1;
}
}

/*
* RGB转灰度图像
*/

void reference_convert (uint8_t * __restrict dest, uint8_t * __restrict src, int n)
{
int i;
for (i=0; i<n; i++)
{
int r = *src++; // load red
int g = *src++; // load green
int b = *src++; // load blue

// build weighted average:
int y = (r*77)+(g*151)+(b*28);

// undo the scale by 256 and write to memory:
*dest++ = (y>>8);
}
}

void neon_convert (uint8_t * __restrict dest, uint8_t * __restrict src, int n)
{
int i;
uint8x8_t rfac = vdup_n_u8 (77);
uint8x8_t gfac = vdup_n_u8 (151);
uint8x8_t bfac = vdup_n_u8 (28);

n /= 8;
for (i=0; i<n; i++)
{
uint16x8_t temp;
uint8x8x3_t rgb = vld3_u8 (src); // vld3 ->loads 3 vectors from memory. 就是 uint8x8_t val[3]
uint8x8_t result;

temp = vmull_u8 (rgb.val[0], rfac); // 长指令相乘
temp = vmlal_u8 (temp,rgb.val[1], gfac);
temp = vmlal_u8 (temp,rgb.val[2], bfac);

result = vshrn_n_u16 (temp, 8); // vshrn -> ri = ai >> b; 移位指针
vst1_u8 (dest, result); // vst1 -> stores a vector into memory
src += 8*3;
dest += 8;
}
}

/*
* Vector add
*/

uint32_t TaskManger::vector_add_c(uint32_t *s, uint32_t n)
{// assert n % 4 == 0

uint32_t sum = 0;
for(uint32_t i = 0; i < n; i++)
sum += *s++;
return sum;
}

uint32_t TaskManger::vector_add_neon(uint32_t *s, uint32_t n)
{// assert n % 4 == 0

uint32_t sum, *i;
uint32x2_t vec64a, vec64b;
uint32x4_t vec128 = vdupq_n_u32(0);
for (i = s; i < (s + n); i += 4)
{
uint32x4_t temp128 = vld1q_u32(i); // 从内存加载一个向量vector, vld1 -> loads a vector from memory
vec128 = vaddq_u32(vec128, temp128); // 向量相加uint32x4_t相加,一次加4个uint32_t, vector add, vadd -> ri = ai + bi
}

vec64a = vget_low_u32(vec128); // returns the lower half of the 128-bit input vector.
vec64b = vget_high_u32(vec128); // returns the higher half of the 128-bit input vector.

vec64a = vadd_u32 (vec64a, vec64b); // 再将 uint32x2_t 向量相加

sum = vget_lane_u32(vec64a, 0); // returns the value from the specified lane of a vector.
sum += vget_lane_u32(vec64a, 1);
return sum;
}

void TaskManger::neon_demo()
{
//1, demo 1
#define ELE 65536

uint32_t arry[ELE];
struct timeval tpstart,tpend;
float timeuse;

printf("run neon demo 1, vector add\n");

srand((unsigned int) time(NULL));
for(int i = 0; i < ELE; i++)
{
arry[i] = rand() % 500;
}

// c/c++
gettimeofday(&tpstart,NULL);
uint32_t result2 = vector_add_c(arry, ARRAY_SIZE(arry));
gettimeofday(&tpend,NULL);

timeuse = 1000000*(tpend.tv_sec-tpstart.tv_sec)+ tpend.tv_usec-tpstart.tv_usec;

printf("generator loop c add result:%d, used time:%f ms\n\n\n", result2, timeuse);

// neon
gettimeofday(&tpstart,NULL);
uint32_t result1 = vector_add_neon(arry, ARRAY_SIZE(arry));
gettimeofday(&tpend,NULL);

timeuse = 1000000*(tpend.tv_sec-tpstart.tv_sec)+ tpend.tv_usec-tpstart.tv_usec;

printf("neon vector add result:%d, used time:%f ms\n\n\n", result1, timeuse);
}



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