metal : add mean kernel (#14267)
* metal : add mean kernel ggml-ci * cont : dedup implementation ggml-ci
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@@ -993,31 +993,61 @@ kernel void kernel_neg(
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dst[tpig] = -src0[tpig];
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}
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template <bool norm>
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kernel void kernel_sum_rows(
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constant ggml_metal_kargs_sum_rows & args,
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device const float * src0,
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device float * dst,
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constant ggml_metal_kargs_sum_rows & args,
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uint3 tpig[[thread_position_in_grid]]) {
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int64_t i3 = tpig.z;
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int64_t i2 = tpig.y;
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int64_t i1 = tpig.x;
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threadgroup float * shmem_f32 [[threadgroup(0)]],
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uint3 tgpig[[threadgroup_position_in_grid]],
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ushort3 tpitg[[thread_position_in_threadgroup]],
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ushort sgitg[[simdgroup_index_in_threadgroup]],
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ushort tiisg[[thread_index_in_simdgroup]],
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ushort3 ntg[[threads_per_threadgroup]]) {
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int64_t i3 = tgpig.z;
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int64_t i2 = tgpig.y;
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int64_t i1 = tgpig.x;
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if (i3 >= args.ne03 || i2 >= args.ne02 || i1 >= args.ne01) {
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return;
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}
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if (sgitg == 0) {
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shmem_f32[tiisg] = 0.0f;
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}
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device const float * src_row = (device const float *) ((device const char *) src0 + i1*args.nb01 + i2*args.nb02 + i3*args.nb03);
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device float * dst_row = (device float *) ((device char *) dst + i1*args.nb1 + i2*args.nb2 + i3*args.nb3);
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float row_sum = 0;
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float sumf = 0;
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for (int64_t i0 = 0; i0 < args.ne00; i0++) {
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row_sum += src_row[i0];
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for (int64_t i0 = tpitg.x; i0 < args.ne00; i0 += ntg.x) {
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sumf += src_row[i0];
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}
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dst_row[0] = row_sum;
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sumf = simd_sum(sumf);
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threadgroup_barrier(mem_flags::mem_threadgroup);
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if (tiisg == 0) {
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shmem_f32[sgitg] = sumf;
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}
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threadgroup_barrier(mem_flags::mem_threadgroup);
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sumf = shmem_f32[tiisg];
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sumf = simd_sum(sumf);
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if (tpitg.x == 0) {
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dst_row[0] = norm ? sumf / args.ne00 : sumf;
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}
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}
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typedef decltype(kernel_sum_rows<false>) kernel_sum_rows_t;
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template [[host_name("kernel_sum_rows")]] kernel kernel_sum_rows_t kernel_sum_rows<false>;
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template [[host_name("kernel_mean")]] kernel kernel_sum_rows_t kernel_sum_rows<true>;
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template<typename T>
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kernel void kernel_soft_max(
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device const char * src0,
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