metal : add count_equal op (#18314)
* add count equal for metal * remove trailing whitespace * updated doc ops table * changed shmem to i32 * added multi tg and templating * removed BLAS support from Metal docs * Apply suggestions from code review Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * add memset to set dst to 0 * metal : cleanup --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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co-authored by
Georgi Gerganov
parent
ecc343de63
commit
9a6369bb60
@@ -1790,6 +1790,7 @@ kernel void kernel_op_sum_f32(
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return;
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}
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// TODO: become function constant
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const uint nsg = (ntg.x + 31) / 32;
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float sumf = 0;
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@@ -9914,3 +9915,75 @@ kernel void kernel_opt_step_sgd_f32(
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x[gid] = x[gid] * (1.0f - pars[0] * pars[1]) - pars[0] * g[gid];
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}
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template<typename T>
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kernel void kernel_memset(
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constant ggml_metal_kargs_fill & args,
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device T * dst,
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uint tpig[[thread_position_in_grid]]) {
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dst[tpig] = args.val;
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}
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typedef decltype(kernel_memset<int64_t>) kernel_memset_t;
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template [[host_name("kernel_memset_i64")]] kernel kernel_memset_t kernel_memset<int64_t>;
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constant short FC_count_equal_nsg [[function_constant(FC_COUNT_EQUAL + 0)]];
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template<typename T>
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kernel void kernel_count_equal(
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constant ggml_metal_kargs_count_equal & args,
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device const char * src0,
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device const char * src1,
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device atomic_int * dst,
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threadgroup int32_t * shmem_i32 [[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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const short NSG = FC_count_equal_nsg;
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const int i3 = tgpig.z;
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const int i2 = tgpig.y;
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const int 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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int sum = 0;
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device const char * base0 = src0 + i1*args.nb01 + i2*args.nb02 + i3*args.nb03;
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device const char * base1 = src1 + i1*args.nb11 + i2*args.nb12 + i3*args.nb13;
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for (int64_t i0 = tpitg.x; i0 < args.ne00; i0 += ntg.x) {
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const T v0 = *(device const T *)(base0 + i0*args.nb00);
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const T v1 = *(device const T *)(base1 + i0*args.nb10);
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sum += (v0 == v1);
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}
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sum = simd_sum(sum);
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if (tiisg == 0) {
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shmem_i32[sgitg] = sum;
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}
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threadgroup_barrier(mem_flags::mem_threadgroup);
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if (sgitg == 0) {
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float v = 0.0f;
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if (tpitg.x < NSG) {
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v = shmem_i32[tpitg.x];
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}
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float total = simd_sum(v);
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if (tpitg.x == 0) {
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atomic_fetch_add_explicit(dst, (int32_t) total, memory_order_relaxed);
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}
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}
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}
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typedef decltype(kernel_count_equal<int32_t>) kernel_count_equal_t;
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template [[host_name("kernel_count_equal_i32")]] kernel kernel_count_equal_t kernel_count_equal<int32_t>;
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