#pragma OPENCL EXTENSION cl_khr_fp16 : enable #define GELU_COEF_A 0.044715f #define GELU_QUICK_COEF -1.702f #define SQRT_2_OVER_PI 0.79788456080286535587989211986876f #define SQRT_2_INV 0.70710678118654752440084436210484f //------------------------------------------------------------------------------ // geglu //------------------------------------------------------------------------------ kernel void kernel_geglu( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global float * src0_row = (global float *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global float * src1_row = (global float *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global float * dst_row = (global float *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const float x0 = src0_row[i0]; const float x1 = src1_row[i0]; const float gelu = 0.5f*x0*(1.0f + tanh(SQRT_2_OVER_PI*x0*(1.0f + GELU_COEF_A*x0*x0))); dst_row[i0] = gelu*x1; } } kernel void kernel_geglu_f16( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global half * src0_row = (global half *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global half * src1_row = (global half *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global half * dst_row = (global half *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const half x0 = src0_row[i0]; const half x1 = src1_row[i0]; const half gelu = 0.5f*x0*(1.0f + tanh(SQRT_2_OVER_PI*x0*(1.0f + GELU_COEF_A*x0*x0))); dst_row[i0] = gelu*x1; } } //------------------------------------------------------------------------------ // reglu //------------------------------------------------------------------------------ kernel void kernel_reglu( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global float * src0_row = (global float *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global float * src1_row = (global float *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global float * dst_row = (global float *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const float x0 = src0_row[i0]; const float x1 = src1_row[i0]; dst_row[i0] = x0*x1*(x0 > 0.0f); } } kernel void kernel_reglu_f16( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global half * src0_row = (global half *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global half * src1_row = (global half *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global half * dst_row = (global half *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const half x0 = src0_row[i0]; const half x1 = src1_row[i0]; dst_row[i0] = x0*x1*(x0 > 0.0f); } } //------------------------------------------------------------------------------ // swiglu //------------------------------------------------------------------------------ kernel void kernel_swiglu( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global float * src0_row = (global float *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global float * src1_row = (global float *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global float * dst_row = (global float *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const float x0 = src0_row[i0]; const float x1 = src1_row[i0]; const float silu = x0 / (1.0f + exp(-x0)); dst_row[i0] = silu*x1; } } kernel void kernel_swiglu_f16( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global half * src0_row = (global half *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global half * src1_row = (global half *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global half * dst_row = (global half *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const half x0 = src0_row[i0]; const half x1 = src1_row[i0]; const half silu = x0 / (1.0f + exp(-x0)); dst_row[i0] = silu*x1; } } //------------------------------------------------------------------------------ // geglu_erf //------------------------------------------------------------------------------ kernel void kernel_geglu_erf( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global float * src0_row = (global float *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global float * src1_row = (global float *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global float * dst_row = (global float *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const float x0 = src0_row[i0]; const float x1 = src1_row[i0]; const float gelu_erf = 0.5f*x0*(1.0f + erf(x0*SQRT_2_INV)); dst_row[i0] = gelu_erf*x1; } } kernel void kernel_geglu_erf_f16( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global half * src0_row = (global half *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global half * src1_row = (global half *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global half * dst_row = (global half *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const half x0 = src0_row[i0]; const half x1 = src1_row[i0]; const half gelu_erf = 0.5f*x0*(1.0f + erf(x0*SQRT_2_INV)); dst_row[i0] = gelu_erf*x1; } } //------------------------------------------------------------------------------ // geglu_quick //------------------------------------------------------------------------------ kernel void kernel_geglu_quick( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global float * src0_row = (global float *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global float * src1_row = (global float *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global float * dst_row = (global float *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const float x0 = src0_row[i0]; const float x1 = src1_row[i0]; const float gelu_quick = x0*(1.0f/(1.0f + exp(GELU_QUICK_COEF*x0))); dst_row[i0] = gelu_quick*x1; } } kernel void kernel_geglu_quick_f16( global char * src0, ulong offset0, global char * src1, ulong offset1, global char * dst, ulong offsetd, ulong nb01, ulong nb11, int ne0, ulong nb1, int ne00_off, int ne10_off ) { src0 = (global char*)((global char*)src0 + offset0); src1 = (global char*)((global char*)src1 + offset1); dst = (global char*)((global char*)dst + offsetd); global half * src0_row = (global half *) ((global char *) src0 + get_group_id(0)*nb01) + ne00_off; global half * src1_row = (global half *) ((global char *) src1 + get_group_id(0)*nb11) + ne10_off; global half * dst_row = (global half *) ((global char *) dst + get_group_id(0)*nb1); for (int i0 = get_local_id(0); i0 < ne0; i0 += get_local_size(0)) { const half x0 = src0_row[i0]; const half x1 = src1_row[i0]; const half gelu_quick = x0*(1.0f/(1.0f + exp(GELU_QUICK_COEF*x0))); dst_row[i0] = gelu_quick*x1; } }