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24 changes: 22 additions & 2 deletions ggml/src/ggml-metal/ggml-metal-device.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -839,6 +839,8 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv(ggml_meta

const char * suffix = "";

bool split = false;

// use custom matrix x vector kernel
switch (tsrc0) {
case GGML_TYPE_F32:
Expand Down Expand Up @@ -942,6 +944,13 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv(ggml_meta
nsg = N_SG_IQ3_XXS;
nr0 = N_R0_IQ3_XXS;
smem = 256*4+128;

// split the rows across threads when there are fewer than 32 chunks per row
const int nb32 = ne00/32;
if (nb32 < 32 && (32 % nb32) == 0) {
nr0 = N_R0_IQ3_XXS_SPLIT;
split = true;
}
} break;
case GGML_TYPE_IQ3_S:
{
Expand Down Expand Up @@ -993,7 +1002,7 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv(ggml_meta
const int16_t r3 = (int16_t) (ne13 / ne03);

snprintf(base, 256, "kernel_mul_mv_%s_%s%s", ggml_type_name(tsrc0), ggml_type_name(tsrc1), suffix);
snprintf(name, 256, "%s_nsg=%d_ne12=%d_r2=%d_r3=%d", base, nsg, ne12, r2, r3);
snprintf(name, 256, "%s_nsg=%d_ne12=%d_r2=%d_r3=%d_split=%d", base, nsg, ne12, r2, r3, split);

ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name);
if (!res.pipeline) {
Expand All @@ -1003,6 +1012,7 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv(ggml_meta
ggml_metal_cv_set_int16(cv, (int16_t) ne12, FC_MUL_MV + 2);
ggml_metal_cv_set_int16(cv, r2, FC_MUL_MV + 3);
ggml_metal_cv_set_int16(cv, r3, FC_MUL_MV + 4);
ggml_metal_cv_set_bool (cv, split, FC_MUL_MV + 5);

res = ggml_metal_library_compile_pipeline(lib, base, name, cv);

Expand Down Expand Up @@ -1081,6 +1091,8 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_id(ggml_m

const char * suffix = "";

bool split = false;

// use custom matrix x vector kernel
switch (tsrc0) {
case GGML_TYPE_F32:
Expand Down Expand Up @@ -1177,6 +1189,13 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_id(ggml_m
nsg = N_SG_IQ3_XXS;
nr0 = N_R0_IQ3_XXS;
smem = 256*4+128;

// split the rows across threads when there are fewer than 32 chunks per row
const int nb32 = ne00/32;
if (nb32 < 32 && (32 % nb32) == 0) {
nr0 = N_R0_IQ3_XXS_SPLIT;
split = true;
}
} break;
case GGML_TYPE_IQ3_S:
{
Expand Down Expand Up @@ -1224,7 +1243,7 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_id(ggml_m
};

snprintf(base, 256, "kernel_mul_mv_id_%s_%s%s", ggml_type_name(tsrc0), ggml_type_name(tsrc1), suffix);
snprintf(name, 256, "%s_nsg=%d", base, nsg);
snprintf(name, 256, "%s_nsg=%d_split=%d", base, nsg, split);

ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name);
if (!res.pipeline) {
Expand All @@ -1234,6 +1253,7 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_id(ggml_m
ggml_metal_cv_set_int16(cv, 1, FC_MUL_MV + 2);
ggml_metal_cv_set_int16(cv, 1, FC_MUL_MV + 3);
ggml_metal_cv_set_int16(cv, 1, FC_MUL_MV + 4);
ggml_metal_cv_set_bool (cv, split, FC_MUL_MV + 5);

res = ggml_metal_library_compile_pipeline(lib, base, name, cv);

Expand Down
1 change: 1 addition & 0 deletions ggml/src/ggml-metal/ggml-metal-impl.h
Original file line number Diff line number Diff line change
Expand Up @@ -77,6 +77,7 @@

#define N_R0_IQ3_XXS 4
#define N_SG_IQ3_XXS 2
#define N_R0_IQ3_XXS_SPLIT 8

#define N_R0_IQ3_S 4
#define N_SG_IQ3_S 2
Expand Down
44 changes: 35 additions & 9 deletions ggml/src/ggml-metal/kernels/mul_mv.metal
Original file line number Diff line number Diff line change
Expand Up @@ -213,6 +213,7 @@ constant short FC_mul_mv_nxpsg [[function_constant(FC_MUL_MV + 1)]];
constant short FC_mul_mv_ne12 [[function_constant(FC_MUL_MV + 2)]];
constant short FC_mul_mv_r2 [[function_constant(FC_MUL_MV + 3)]];
constant short FC_mul_mv_r3 [[function_constant(FC_MUL_MV + 4)]];
constant bool FC_mul_mv_split [[function_constant(FC_MUL_MV + 5)]];

template<typename block_q_type, short NR0, typename args_t>
void mul_vec_q_n_f32_impl(
Expand Down Expand Up @@ -2092,6 +2093,7 @@ kernel void kernel_mul_mv_iq2_xs_f32(
kernel_mul_mv_iq2_xs_f32_impl<N_R0_IQ2_XS, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
}

// FC_mul_mv_split: for nb32 < 32 (nb32 divides 32), 32/nb32 threads share each chunk and each takes a slice of the rows
template<int nr0, typename args_t>
void kernel_mul_mv_iq3_xxs_f32_impl(
args_t args,
Expand Down Expand Up @@ -2138,11 +2140,18 @@ void kernel_mul_mv_iq3_xxs_f32_impl(
threadgroup_barrier(mem_flags::mem_threadgroup);
}

const int ix = tiisg;
const short ntx = FC_mul_mv_split ? nb32 : 32;
const short nrep = 32 / ntx;

const short ix = tiisg % ntx;
const short irep = tiisg / ntx;

const short row0 = (nr0 * irep ) / nrep;
const short row1 = (nr0 * (irep + 1)) / nrep;

device const float * y4 = y + 32 * ix;

for (int ib32 = ix; ib32 < nb32; ib32 += 32) {
for (int ib32 = ix; ib32 < nb32; ib32 += ntx) {
for (short i = 0; i < 32; ++i) {
yl[i] = y4[i];
}
Expand All @@ -2151,11 +2160,11 @@ void kernel_mul_mv_iq3_xxs_f32_impl(
const int ib = ib32 % (QK_K / 32);

device const block_iq3_xxs * xr = x + ibl;
device const uint8_t * q3 = xr->qs + 8 * ib;
device const uint16_t * gas = (device const uint16_t *)(xr->qs + QK_K/4) + 2 * ib;
device const half * dh = &xr->d;
device const uint8_t * q3 = xr->qs + 8 * ib + (uint64_t) row0*args.nb01;
device const uint16_t * gas = (device const uint16_t *)(xr->qs + QK_K/4) + 2 * ib + (uint64_t) row0*args.nb01/2;
device const half * dh = &xr->d + (uint64_t) row0*args.nb01/2;

for (short row = 0; row < nr0; row++) {
for (short row = row0; row < row1; row++) {
const float db = dh[0];
const uint32_t aux32 = gas[0] | (gas[1] << 16);
const float d = db * (0.5f + (aux32 >> 28));
Expand All @@ -2177,7 +2186,7 @@ void kernel_mul_mv_iq3_xxs_f32_impl(
gas += args.nb01/2;
}

y4 += 32 * 32;
y4 += 32 * ntx;
}

device float * dst_f32 = (device float *) dst + (uint64_t)im*args.ne0*args.ne1 + (uint64_t)r1*args.ne0;
Expand All @@ -2190,6 +2199,23 @@ void kernel_mul_mv_iq3_xxs_f32_impl(
}
}

template<typename args_t>
void kernel_mul_mv_iq3_xxs_f32_disp(
args_t args,
device const char * src0,
device const char * src1,
device char * dst,
threadgroup char * shmem,
uint3 tgpig,
ushort tiisg,
ushort sgitg) {
if (FC_mul_mv_split) {
kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS_SPLIT, args_t>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
} else {
kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS, args_t>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
}
}

[[host_name("kernel_mul_mv_iq3_xxs_f32")]]
kernel void kernel_mul_mv_iq3_xxs_f32(
constant ggml_metal_kargs_mul_mv & args,
Expand All @@ -2201,7 +2227,7 @@ kernel void kernel_mul_mv_iq3_xxs_f32(
ushort tiisg[[thread_index_in_simdgroup]],
ushort sgitg[[simdgroup_index_in_threadgroup]]) {

kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS, constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
kernel_mul_mv_iq3_xxs_f32_disp<constant ggml_metal_kargs_mul_mv &>(args, src0, src1, dst, shmem, tgpig, tiisg, sgitg);
}

template<int nr0, typename args_t>
Expand Down Expand Up @@ -3217,7 +3243,7 @@ template [[host_name("kernel_mul_mv_id_iq1_s_f32")]] kernel kernel_mul_mv_id_t
template [[host_name("kernel_mul_mv_id_iq1_m_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq1_m_f32_impl <N_R0_IQ1_M>>>;
template [[host_name("kernel_mul_mv_id_iq2_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_xxs_f32_impl<N_R0_IQ2_XXS>>>;
template [[host_name("kernel_mul_mv_id_iq2_xs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_xs_f32_impl <N_R0_IQ2_XS>>>;
template [[host_name("kernel_mul_mv_id_iq3_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq3_xxs_f32_impl<N_R0_IQ3_XXS>>>;
template [[host_name("kernel_mul_mv_id_iq3_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq3_xxs_f32_disp<ggml_metal_kargs_mul_mv>>>;
template [[host_name("kernel_mul_mv_id_iq3_s_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq3_s_f32_impl <N_R0_IQ3_S>>>;
template [[host_name("kernel_mul_mv_id_iq2_s_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq2_s_f32_impl <N_R0_IQ2_S>>>;
template [[host_name("kernel_mul_mv_id_iq4_nl_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id<mmv_fn<kernel_mul_mv_iq4_nl_f32_impl <N_R0_IQ4_NL>>>;
Expand Down
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