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https://github.com/ggml-org/llama.cpp.git
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metal : add set_rows with src0 f16 (#25434)
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@@ -259,72 +259,6 @@ kernel void kernel_get_rows_f(
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}
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}
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template<typename TI, typename block_q, void (*quantize_func)(device const float *, device block_q &)>
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kernel void kernel_set_rows_q32(
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constant ggml_metal_kargs_set_rows & args,
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device const void * src0,
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device const void * src1,
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device float * dst,
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uint3 tgpig[[threadgroup_position_in_grid]],
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uint tiitg[[thread_index_in_threadgroup]],
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uint3 tptg [[threads_per_threadgroup]]) {
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const int32_t i03 = tgpig.z;
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const int32_t i02 = tgpig.y;
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const int32_t i12 = i03%args.ne12;
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const int32_t i11 = i02%args.ne11;
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const int32_t i01 = tgpig.x*tptg.y + tiitg/tptg.x;
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if (i01 >= args.ne01) {
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return;
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}
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const int32_t i10 = i01;
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const TI i1 = ((const device TI *) ((const device char *) src1 + i10*args.nb10 + i11*args.nb11 + i12*args.nb12))[0];
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device block_q * dst_row = ( device block_q *) (( device char *) dst + i1*args.nb1 + i02*args.nb2 + i03*args.nb3);
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const device float * src_row = (const device float *) ((const device char *) src0 + i01*args.nb01 + i02*args.nb02 + i03*args.nb03);
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for (int ind = tiitg%tptg.x; ind < args.nk0; ind += tptg.x) {
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quantize_func(src_row + 32*ind, dst_row[ind]);
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}
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}
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template<typename T, typename TI>
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kernel void kernel_set_rows_f(
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constant ggml_metal_kargs_set_rows & args,
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device const void * src0,
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device const void * src1,
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device float * dst,
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uint3 tgpig[[threadgroup_position_in_grid]],
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uint tiitg[[thread_index_in_threadgroup]],
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uint3 tptg [[threads_per_threadgroup]]) {
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const int32_t i03 = tgpig.z;
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const int32_t i02 = tgpig.y;
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const int32_t i12 = i03%args.ne12;
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const int32_t i11 = i02%args.ne11;
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const int32_t i01 = tgpig.x*tptg.y + tiitg/tptg.x;
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if (i01 >= args.ne01) {
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return;
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}
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const int32_t i10 = i01;
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const TI i1 = ((const device TI *) ((const device char *) src1 + i10*args.nb10 + i11*args.nb11 + i12*args.nb12))[0];
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device T * dst_row = ( device T *) (( device char *) dst + i1*args.nb1 + i02*args.nb2 + i03*args.nb3);
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const device float * src_row = (const device float *) ((const device char *) src0 + i01*args.nb01 + i02*args.nb02 + i03*args.nb03);
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for (int ind = tiitg%tptg.x; ind < args.nk0; ind += tptg.x) {
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dst_row[ind] = (T) src_row[ind];
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}
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}
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//
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// get rows
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//
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typedef decltype(kernel_get_rows_f<float, float>) get_rows_f_t;
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template [[host_name("kernel_get_rows_f32")]] kernel get_rows_f_t kernel_get_rows_f<float, float>;
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@@ -358,32 +292,98 @@ template [[host_name("kernel_get_rows_iq1_m")]] kernel get_rows_q_t kernel_get
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template [[host_name("kernel_get_rows_iq4_nl")]] kernel get_rows_q_t kernel_get_rows_q<block_iq4_nl, 2, dequantize_iq4_nl>;
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template [[host_name("kernel_get_rows_iq4_xs")]] kernel get_rows_q_t kernel_get_rows_q<block_iq4_xs, QK_NL, dequantize_iq4_xs>;
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//
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// set rows
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//
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template<typename TS, typename TI, typename block_q, void (*quantize_func)(device const float *, device block_q &)>
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kernel void kernel_set_rows_q32(
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constant ggml_metal_kargs_set_rows & args,
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device const void * src0,
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device const void * src1,
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device float * dst,
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uint3 tgpig[[threadgroup_position_in_grid]],
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uint tiitg[[thread_index_in_threadgroup]],
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uint3 tptg [[threads_per_threadgroup]]) {
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const int32_t i03 = tgpig.z;
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const int32_t i02 = tgpig.y;
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typedef decltype(kernel_set_rows_f<float, int64_t>) set_rows_f_t;
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const int32_t i12 = i03%args.ne12;
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const int32_t i11 = i02%args.ne11;
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template [[host_name("kernel_set_rows_f32_i64")]] kernel set_rows_f_t kernel_set_rows_f<float, int64_t>;
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template [[host_name("kernel_set_rows_f32_i32")]] kernel set_rows_f_t kernel_set_rows_f<float, int32_t>;
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template [[host_name("kernel_set_rows_f16_i64")]] kernel set_rows_f_t kernel_set_rows_f<half, int64_t>;
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template [[host_name("kernel_set_rows_f16_i32")]] kernel set_rows_f_t kernel_set_rows_f<half, int32_t>;
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const int32_t i01 = tgpig.x*tptg.y + tiitg/tptg.x;
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if (i01 >= args.ne01) {
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return;
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}
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const int32_t i10 = i01;
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const TI i1 = ((const device TI *) ((const device char *) src1 + i10*args.nb10 + i11*args.nb11 + i12*args.nb12))[0];
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device block_q * dst_row = ( device block_q *) (( device char *) dst + i1*args.nb1 + i02*args.nb2 + i03*args.nb3);
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const device TS * src_row = (const device TS *) ((const device char *) src0 + i01*args.nb01 + i02*args.nb02 + i03*args.nb03);
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for (int ind = tiitg%tptg.x; ind < args.nk0; ind += tptg.x) {
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quantize_func(src_row + 32*ind, dst_row[ind]);
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}
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}
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template<typename TS, typename TI, typename TD>
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kernel void kernel_set_rows_f(
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constant ggml_metal_kargs_set_rows & args,
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device const void * src0,
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device const void * src1,
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device float * dst,
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uint3 tgpig[[threadgroup_position_in_grid]],
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uint tiitg[[thread_index_in_threadgroup]],
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uint3 tptg [[threads_per_threadgroup]]) {
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const int32_t i03 = tgpig.z;
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const int32_t i02 = tgpig.y;
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const int32_t i12 = i03%args.ne12;
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const int32_t i11 = i02%args.ne11;
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const int32_t i01 = tgpig.x*tptg.y + tiitg/tptg.x;
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if (i01 >= args.ne01) {
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return;
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}
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const int32_t i10 = i01;
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const TI i1 = ((const device TI *) ((const device char *) src1 + i10*args.nb10 + i11*args.nb11 + i12*args.nb12))[0];
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device TD * dst_row = ( device TD *) (( device char *) dst + i1*args.nb1 + i02*args.nb2 + i03*args.nb3);
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const device TS * src_row = (const device TS *) ((const device char *) src0 + i01*args.nb01 + i02*args.nb02 + i03*args.nb03);
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for (int ind = tiitg%tptg.x; ind < args.nk0; ind += tptg.x) {
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dst_row[ind] = (TD) src_row[ind];
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}
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}
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typedef decltype(kernel_set_rows_f<float, int64_t, float>) set_rows_f_t;
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template [[host_name("kernel_set_rows_f32_i64_f32")]] kernel set_rows_f_t kernel_set_rows_f<float, int64_t, float>;
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template [[host_name("kernel_set_rows_f32_i32_f32")]] kernel set_rows_f_t kernel_set_rows_f<float, int32_t, float>;
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template [[host_name("kernel_set_rows_f32_i64_f16")]] kernel set_rows_f_t kernel_set_rows_f<float, int64_t, half>;
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template [[host_name("kernel_set_rows_f32_i32_f16")]] kernel set_rows_f_t kernel_set_rows_f<float, int32_t, half>;
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#if defined(GGML_METAL_HAS_BF16)
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template [[host_name("kernel_set_rows_bf16_i64")]] kernel set_rows_f_t kernel_set_rows_f<bfloat, int64_t>;
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template [[host_name("kernel_set_rows_bf16_i32")]] kernel set_rows_f_t kernel_set_rows_f<bfloat, int32_t>;
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template [[host_name("kernel_set_rows_f32_i64_bf16")]] kernel set_rows_f_t kernel_set_rows_f<float, int64_t, bfloat>;
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template [[host_name("kernel_set_rows_f32_i32_bf16")]] kernel set_rows_f_t kernel_set_rows_f<float, int32_t, bfloat>;
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#endif
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typedef decltype(kernel_set_rows_q32<int64_t, block_q8_0, quantize_q8_0>) set_rows_q32_t;
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template [[host_name("kernel_set_rows_f16_i64_f16")]] kernel set_rows_f_t kernel_set_rows_f<half, int64_t, half>;
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template [[host_name("kernel_set_rows_f16_i32_f16")]] kernel set_rows_f_t kernel_set_rows_f<half, int32_t, half>;
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#if defined(GGML_METAL_HAS_BF16)
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template [[host_name("kernel_set_rows_bf16_i64_bf16")]] kernel set_rows_f_t kernel_set_rows_f<bfloat, int64_t, bfloat>;
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template [[host_name("kernel_set_rows_bf16_i32_bf16")]] kernel set_rows_f_t kernel_set_rows_f<bfloat, int32_t, bfloat>;
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#endif
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typedef decltype(kernel_set_rows_q32<float, int64_t, block_q8_0, quantize_q8_0>) set_rows_q32_t;
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template [[host_name("kernel_set_rows_f32_i64_q8_0")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int64_t, block_q8_0, quantize_q8_0>;
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template [[host_name("kernel_set_rows_f32_i32_q8_0")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int32_t, block_q8_0, quantize_q8_0>;
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template [[host_name("kernel_set_rows_f32_i64_q4_0")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int64_t, block_q4_0, quantize_q4_0>;
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template [[host_name("kernel_set_rows_f32_i32_q4_0")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int32_t, block_q4_0, quantize_q4_0>;
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template [[host_name("kernel_set_rows_f32_i64_q4_1")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int64_t, block_q4_1, quantize_q4_1>;
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template [[host_name("kernel_set_rows_f32_i32_q4_1")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int32_t, block_q4_1, quantize_q4_1>;
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template [[host_name("kernel_set_rows_f32_i64_q5_0")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int64_t, block_q5_0, quantize_q5_0>;
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template [[host_name("kernel_set_rows_f32_i32_q5_0")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int32_t, block_q5_0, quantize_q5_0>;
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template [[host_name("kernel_set_rows_f32_i64_q5_1")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int64_t, block_q5_1, quantize_q5_1>;
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template [[host_name("kernel_set_rows_f32_i32_q5_1")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int32_t, block_q5_1, quantize_q5_1>;
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template [[host_name("kernel_set_rows_f32_i64_iq4_nl")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int64_t, block_iq4_nl, quantize_iq4_nl>;
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template [[host_name("kernel_set_rows_f32_i32_iq4_nl")]] kernel set_rows_q32_t kernel_set_rows_q32<float, int32_t, block_iq4_nl, quantize_iq4_nl>;
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template [[host_name("kernel_set_rows_q8_0_i64")]] kernel set_rows_q32_t kernel_set_rows_q32<int64_t, block_q8_0, quantize_q8_0>;
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template [[host_name("kernel_set_rows_q8_0_i32")]] kernel set_rows_q32_t kernel_set_rows_q32<int32_t, block_q8_0, quantize_q8_0>;
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template [[host_name("kernel_set_rows_q4_0_i64")]] kernel set_rows_q32_t kernel_set_rows_q32<int64_t, block_q4_0, quantize_q4_0>;
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template [[host_name("kernel_set_rows_q4_0_i32")]] kernel set_rows_q32_t kernel_set_rows_q32<int32_t, block_q4_0, quantize_q4_0>;
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template [[host_name("kernel_set_rows_q4_1_i64")]] kernel set_rows_q32_t kernel_set_rows_q32<int64_t, block_q4_1, quantize_q4_1>;
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template [[host_name("kernel_set_rows_q4_1_i32")]] kernel set_rows_q32_t kernel_set_rows_q32<int32_t, block_q4_1, quantize_q4_1>;
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template [[host_name("kernel_set_rows_q5_0_i64")]] kernel set_rows_q32_t kernel_set_rows_q32<int64_t, block_q5_0, quantize_q5_0>;
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template [[host_name("kernel_set_rows_q5_0_i32")]] kernel set_rows_q32_t kernel_set_rows_q32<int32_t, block_q5_0, quantize_q5_0>;
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template [[host_name("kernel_set_rows_q5_1_i64")]] kernel set_rows_q32_t kernel_set_rows_q32<int64_t, block_q5_1, quantize_q5_1>;
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template [[host_name("kernel_set_rows_q5_1_i32")]] kernel set_rows_q32_t kernel_set_rows_q32<int32_t, block_q5_1, quantize_q5_1>;
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template [[host_name("kernel_set_rows_iq4_nl_i64")]] kernel set_rows_q32_t kernel_set_rows_q32<int64_t, block_iq4_nl, quantize_iq4_nl>;
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template [[host_name("kernel_set_rows_iq4_nl_i32")]] kernel set_rows_q32_t kernel_set_rows_q32<int32_t, block_iq4_nl, quantize_iq4_nl>;
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