chatglm-6b-int4-qe / quantization_kernels_parallel.c
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#include <omp.h>
void set_num_threads(int n_threads)
{
omp_set_num_threads(n_threads);
}
int get_num_threads()
{
return omp_get_num_threads();
}
void compress_int4_weight(void *weight, void *out, int n, int m)
{
#pragma omp parallel for
for(int i=0;i<n;i++)
{
for(int j=0;j<m;j++)
{
(*(unsigned char*)(out + sizeof(unsigned char) * (i * m + j))) |= ((*(unsigned char*)(weight + sizeof(unsigned char) * (i * (m << 1) + (j << 1)))) << 4);
(*(unsigned char*)(out + sizeof(unsigned char) * (i * m + j))) |= (((*(unsigned char*)(weight + sizeof(unsigned char) * (i * (m << 1) + ((j << 1) | 1)))) & 15));
}
}
}
void extract_int8_weight_to_float(void *weight, void *scale_list, void *out, int n, int m)
{
#pragma omp parallel for
for(int i=0;i<n;i++)
{
for(int j=0;j<m;j++)
(*(float*)(out + sizeof(float) * (i * m + j))) = (*(float*)(scale_list + sizeof(float) * i)) * (*(char*)(weight + sizeof(char) * (i * m + j)));
}
}
void extract_int4_weight_to_float(void *weight, void *scale_list, void *out, int n, int m)
{
#pragma omp parallel for
for(int i=0;i<n;i++)
{
for(int j=0;j<m;j++)
{
(*(float*)(out + sizeof(float) * (i * (m << 1) + (j << 1)))) = (*(float*)(scale_list + sizeof(float) * i)) * ((*(char*)(weight + sizeof(char) * (i * m + j))) >> 4);
(*(float*)(out + sizeof(float) * (i * (m << 1) + ((j << 1) | 1)))) = (*(float*)(scale_list + sizeof(float) * i)) * (((char)((*(unsigned char*)(weight + sizeof(char) * (i * m + j))) << 4))>> 4);
}
}
}