diff options
Diffstat (limited to 'llama.cpp/ggml/src/ggml-opencl/kernels/mul_mv_q8_0_f32.cl')
| -rw-r--r-- | llama.cpp/ggml/src/ggml-opencl/kernels/mul_mv_q8_0_f32.cl | 125 |
1 files changed, 125 insertions, 0 deletions
diff --git a/llama.cpp/ggml/src/ggml-opencl/kernels/mul_mv_q8_0_f32.cl b/llama.cpp/ggml/src/ggml-opencl/kernels/mul_mv_q8_0_f32.cl new file mode 100644 index 0000000..7e88c74 --- /dev/null +++ b/llama.cpp/ggml/src/ggml-opencl/kernels/mul_mv_q8_0_f32.cl @@ -0,0 +1,125 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable + +#ifdef cl_intel_subgroups +#pragma OPENCL EXTENSION cl_intel_subgroups : enable +#else +#pragma OPENCL EXTENSION cl_khr_subgroups : enable +#endif + +#ifdef cl_intel_required_subgroup_size +#pragma OPENCL EXTENSION cl_intel_required_subgroup_size : enable +#define INTEL_GPU 1 +#define REQD_SUBGROUP_SIZE_16 __attribute__((intel_reqd_sub_group_size(16))) +#define REQD_SUBGROUP_SIZE_32 __attribute__((intel_reqd_sub_group_size(32))) +#elif defined(cl_qcom_reqd_sub_group_size) +#pragma OPENCL EXTENSION cl_qcom_reqd_sub_group_size : enable +#define ADRENO_GPU 1 +#define REQD_SUBGROUP_SIZE_64 __attribute__((qcom_reqd_sub_group_size("half"))) +#define REQD_SUBGROUP_SIZE_128 __attribute__((qcom_reqd_sub_group_size("full"))) +#endif + +#define QK8_0 32 +typedef struct { + half d; // delta + char qs[QK8_0]; // quants +} block_q8_0; + +#define NB_Q8_0 8 + +#ifdef INTEL_GPU +#define N_R0_Q8_0 4 // number of rows each subgroup works on +#define N_SG_Q8_0 2 // number of subgroups in a work group +#define N_SIMDWIDTH 16 // subgroup size +#elif defined (ADRENO_GPU) +#define N_R0_Q8_0 4 +#define N_SG_Q8_0 2 +#define N_SIMDWIDTH 64 +#endif + +#ifdef INTEL_GPU +REQD_SUBGROUP_SIZE_16 +#elif defined (ADRENO_GPU) +REQD_SUBGROUP_SIZE_64 +#endif +kernel void kernel_mul_mv_q8_0_f32( + global char * src0, + ulong offset0, + global char * src1, + ulong offset1, + global char * dst, + ulong offsetd, + int ne00, + int ne01, + ulong nb01, + ulong nb02, + ulong nb03, + int ne12, + ulong nb11, + ulong nb12, + ulong nb13, + int ne0, + int ne1, + int r2, + int r3 +) { + src0 = (global char*)((global char*)src0 + offset0); + src1 = (global char*)((global char*)src1 + offset1); + dst = (global char*)((global char*)dst + offsetd); + + int nb = ne00/QK8_0; + + int r0 = get_group_id(0); + int r1 = get_group_id(1); + int im = get_group_id(2); + + int first_row = (r0*N_SG_Q8_0 + get_sub_group_id()) * N_R0_Q8_0; + + uint i12 = im%ne12; + uint i13 = im/ne12; + + ulong offset_src1 = r1*nb11 + i12*nb12 + i13*nb13; + global float * y = (global float *) (src1 + offset_src1); + + // pointers to src0 rows + global block_q8_0 * ax[N_R0_Q8_0]; + for (int row = 0; row < N_R0_Q8_0; ++row) { + ulong offset_src0 = (first_row + row)*nb01 + (i12/r2)*nb02 + (i13/r3)*nb03; + ax[row] = (global block_q8_0 *) ((global char *) src0 + offset_src0); + } + + float yl[NB_Q8_0]; + float sumf[N_R0_Q8_0] = { 0.f }; + + const short ix = get_sub_group_local_id()/4; + const short il = get_sub_group_local_id()%4; + + global float * yb = y + ix*QK8_0 + il*NB_Q8_0; + + // each thread handles NB_Q8_0 quants at a time + for (int ib = ix; ib < nb; ib += N_SIMDWIDTH/4) { + for (short i = 0; i < NB_Q8_0; ++i) { + yl[i] = yb[i]; + } + + for (short row = 0; row < N_R0_Q8_0; row++) { + global char * qs = ax[row][ib].qs + il*NB_Q8_0; + float sumq = 0.f; + for (short iq = 0; iq < NB_Q8_0; ++iq) { + sumq += qs[iq] * yl[iq]; + } + sumf[row] += sumq*ax[row][ib].d; + } + + yb += N_SIMDWIDTH*NB_Q8_0; + } + + global float * dst_f32 = (global float *) dst + (ulong)im*ne0*ne1 + (ulong)r1*ne0; + + for (int row = 0; row < N_R0_Q8_0; ++row) { + float tot = sub_group_reduce_add(sumf[row]); + + if (get_sub_group_local_id() == 0 && first_row + row < ne01) { + dst_f32[first_row + row] = tot; + } + } +} |
