@@ -7868,7 +7868,7 @@ kernel void kernel_set_rows_f(
78687868#define SG_MAT_ROW 8
78697869
78707870// each block_q contains 16*nl weights
7871- template <typename T, typename T4x4, typename simdgroup_T8x8, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short , thread T4x4 &)>
7871+ template <typename T, typename T4x4, typename simdgroup_T8x8, typename block_q, short nl, void (*dequantize_func)(device const block_q *, short , thread T4x4 &), typename U, typename U2x4 >
78727872kernel void kernel_mul_mm (
78737873 constant ggml_metal_kargs_mul_mm & args,
78747874 device const char * src0,
@@ -7913,7 +7913,7 @@ kernel void kernel_mul_mm(
79137913 device const block_q * x = (device const block_q *)(src0
79147914 + args.nb01 *(r0*BLOCK_SIZE_M + thread_row) + offset0) + offset1;
79157915
7916- device const float * y = (device const float *)(src1
7916+ device const U * y = (device const U *)(src1
79177917 + args.nb13 *i13
79187918 + args.nb12 *i12
79197919 + args.nb11 *(r1*BLOCK_SIZE_N + thread_col)
@@ -7933,7 +7933,7 @@ kernel void kernel_mul_mm(
79337933 + (tiitg/THREAD_PER_ROW)%8 + (i&7 )*8 ) = temp_a[i/4 ][i%4 ];
79347934 }
79357935
7936- *(threadgroup float2x4 *)(sb + 32 *8 *(tiitg%THREAD_PER_COL) + 8 *(tiitg/THREAD_PER_COL)) = *((device float2x4 *) y);
7936+ *(threadgroup float2x4 *)(sb + 32 *8 *(tiitg%THREAD_PER_COL) + 8 *(tiitg/THREAD_PER_COL)) = (float2x4)( *((device U2x4 *) y) );
79377937
79387938 il = (il + 2 < nl) ? il + 2 : il % 2 ;
79397939 x = (il < 2 ) ? x + (2 + nl - 1 )/nl : x;
@@ -8299,33 +8299,59 @@ template [[host_name("kernel_set_rows_iq4_nl_i32")]] kernel set_rows_q32_t kerne
82998299// matrix-matrix multiplication
83008300//
83018301
8302- typedef decltype (kernel_mul_mm<half, half4x4, simdgroup_half8x8, float4x4, 1 , dequantize_f32>) mul_mm_t;
8302+ typedef decltype (kernel_mul_mm<half, half4x4, simdgroup_half8x8, float4x4, 1 , dequantize_f32, float , float2x4 >) mul_mm_t;
83038303
8304- template [[host_name(" kernel_mul_mm_f32_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, float4x4, 1 , dequantize_f32>;
8305- template [[host_name(" kernel_mul_mm_f16_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, half4x4, 1 , dequantize_f16>;
8304+ template [[host_name(" kernel_mul_mm_f32_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, float4x4, 1 , dequantize_f32, float , float2x4>;
8305+ template [[host_name(" kernel_mul_mm_f16_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, half4x4, 1 , dequantize_f16, float , float2x4>;
8306+ #if defined(GGML_METAL_HAS_BF16)
8307+ template [[host_name(" kernel_mul_mm_bf16_f32" )]] kernel mul_mm_t kernel_mul_mm<bfloat, bfloat4x4, simdgroup_bfloat8x8, bfloat4x4, 1 , dequantize_bf16, float , float2x4>;
8308+ #endif
8309+ template [[host_name(" kernel_mul_mm_q4_0_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_0, 2 , dequantize_q4_0, float , float2x4>;
8310+ template [[host_name(" kernel_mul_mm_q4_1_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_1, 2 , dequantize_q4_1, float , float2x4>;
8311+ template [[host_name(" kernel_mul_mm_q5_0_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_0, 2 , dequantize_q5_0, float , float2x4>;
8312+ template [[host_name(" kernel_mul_mm_q5_1_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_1, 2 , dequantize_q5_1, float , float2x4>;
8313+ template [[host_name(" kernel_mul_mm_q8_0_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q8_0, 2 , dequantize_q8_0, float , float2x4>;
8314+ template [[host_name(" kernel_mul_mm_mxfp4_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_mxfp4, 2 , dequantize_mxfp4, float , float2x4>;
8315+ template [[host_name(" kernel_mul_mm_q2_K_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q2_K, QK_NL, dequantize_q2_K, float , float2x4>;
8316+ template [[host_name(" kernel_mul_mm_q3_K_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q3_K, QK_NL, dequantize_q3_K, float , float2x4>;
8317+ template [[host_name(" kernel_mul_mm_q4_K_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_K, QK_NL, dequantize_q4_K, float , float2x4>;
8318+ template [[host_name(" kernel_mul_mm_q5_K_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_K, QK_NL, dequantize_q5_K, float , float2x4>;
8319+ template [[host_name(" kernel_mul_mm_q6_K_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q6_K, QK_NL, dequantize_q6_K, float , float2x4>;
8320+ template [[host_name(" kernel_mul_mm_iq2_xxs_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_xxs, QK_NL, dequantize_iq2_xxs, float , float2x4>;
8321+ template [[host_name(" kernel_mul_mm_iq2_xs_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_xs, QK_NL, dequantize_iq2_xs, float , float2x4>;
8322+ template [[host_name(" kernel_mul_mm_iq3_xxs_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq3_xxs, QK_NL, dequantize_iq3_xxs, float , float2x4>;
8323+ template [[host_name(" kernel_mul_mm_iq3_s_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq3_s, QK_NL, dequantize_iq3_s, float , float2x4>;
8324+ template [[host_name(" kernel_mul_mm_iq2_s_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_s, QK_NL, dequantize_iq2_s, float , float2x4>;
8325+ template [[host_name(" kernel_mul_mm_iq1_s_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq1_s, QK_NL, dequantize_iq1_s, float , float2x4>;
8326+ template [[host_name(" kernel_mul_mm_iq1_m_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq1_m, QK_NL, dequantize_iq1_m, float , float2x4>;
8327+ template [[host_name(" kernel_mul_mm_iq4_nl_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq4_nl, 2 , dequantize_iq4_nl, float , float2x4>;
8328+ template [[host_name(" kernel_mul_mm_iq4_xs_f32" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq4_xs, QK_NL, dequantize_iq4_xs, float , float2x4>;
8329+
8330+ template [[host_name(" kernel_mul_mm_f32_f16" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, float4x4, 1 , dequantize_f32, half, half2x4>;
8331+ template [[host_name(" kernel_mul_mm_f16_f16" )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, half4x4, 1 , dequantize_f16, half, half2x4>;
83068332#if defined(GGML_METAL_HAS_BF16)
8307- template [[host_name(" kernel_mul_mm_bf16_f32 " )]] kernel mul_mm_t kernel_mul_mm<bfloat, bfloat4x4, simdgroup_bfloat8x8, bfloat4x4, 1 , dequantize_bf16>;
8333+ template [[host_name(" kernel_mul_mm_bf16_f16 " )]] kernel mul_mm_t kernel_mul_mm<bfloat, bfloat4x4, simdgroup_bfloat8x8, bfloat4x4, 1 , dequantize_bf16, half, half2x4 >;
83088334#endif
8309- template [[host_name(" kernel_mul_mm_q4_0_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_0, 2 , dequantize_q4_0>;
8310- template [[host_name(" kernel_mul_mm_q4_1_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_1, 2 , dequantize_q4_1>;
8311- template [[host_name(" kernel_mul_mm_q5_0_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_0, 2 , dequantize_q5_0>;
8312- template [[host_name(" kernel_mul_mm_q5_1_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_1, 2 , dequantize_q5_1>;
8313- template [[host_name(" kernel_mul_mm_q8_0_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q8_0, 2 , dequantize_q8_0>;
8314- template [[host_name(" kernel_mul_mm_mxfp4_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_mxfp4, 2 , dequantize_mxfp4>;
8315- template [[host_name(" kernel_mul_mm_q2_K_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q2_K, QK_NL, dequantize_q2_K>;
8316- template [[host_name(" kernel_mul_mm_q3_K_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q3_K, QK_NL, dequantize_q3_K>;
8317- template [[host_name(" kernel_mul_mm_q4_K_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_K, QK_NL, dequantize_q4_K>;
8318- template [[host_name(" kernel_mul_mm_q5_K_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_K, QK_NL, dequantize_q5_K>;
8319- template [[host_name(" kernel_mul_mm_q6_K_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q6_K, QK_NL, dequantize_q6_K>;
8320- template [[host_name(" kernel_mul_mm_iq2_xxs_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_xxs, QK_NL, dequantize_iq2_xxs>;
8321- template [[host_name(" kernel_mul_mm_iq2_xs_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_xs, QK_NL, dequantize_iq2_xs>;
8322- template [[host_name(" kernel_mul_mm_iq3_xxs_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq3_xxs, QK_NL, dequantize_iq3_xxs>;
8323- template [[host_name(" kernel_mul_mm_iq3_s_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq3_s, QK_NL, dequantize_iq3_s>;
8324- template [[host_name(" kernel_mul_mm_iq2_s_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_s, QK_NL, dequantize_iq2_s>;
8325- template [[host_name(" kernel_mul_mm_iq1_s_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq1_s, QK_NL, dequantize_iq1_s>;
8326- template [[host_name(" kernel_mul_mm_iq1_m_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq1_m, QK_NL, dequantize_iq1_m>;
8327- template [[host_name(" kernel_mul_mm_iq4_nl_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq4_nl, 2 , dequantize_iq4_nl>;
8328- template [[host_name(" kernel_mul_mm_iq4_xs_f32 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq4_xs, QK_NL, dequantize_iq4_xs>;
8335+ template [[host_name(" kernel_mul_mm_q4_0_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_0, 2 , dequantize_q4_0, half, half2x4 >;
8336+ template [[host_name(" kernel_mul_mm_q4_1_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_1, 2 , dequantize_q4_1, half, half2x4 >;
8337+ template [[host_name(" kernel_mul_mm_q5_0_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_0, 2 , dequantize_q5_0, half, half2x4 >;
8338+ template [[host_name(" kernel_mul_mm_q5_1_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_1, 2 , dequantize_q5_1, half, half2x4 >;
8339+ template [[host_name(" kernel_mul_mm_q8_0_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q8_0, 2 , dequantize_q8_0, half, half2x4 >;
8340+ template [[host_name(" kernel_mul_mm_mxfp4_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_mxfp4, 2 , dequantize_mxfp4, half, half2x4 >;
8341+ template [[host_name(" kernel_mul_mm_q2_K_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q2_K, QK_NL, dequantize_q2_K, half, half2x4 >;
8342+ template [[host_name(" kernel_mul_mm_q3_K_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q3_K, QK_NL, dequantize_q3_K, half, half2x4 >;
8343+ template [[host_name(" kernel_mul_mm_q4_K_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q4_K, QK_NL, dequantize_q4_K, half, half2x4 >;
8344+ template [[host_name(" kernel_mul_mm_q5_K_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q5_K, QK_NL, dequantize_q5_K, half, half2x4 >;
8345+ template [[host_name(" kernel_mul_mm_q6_K_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_q6_K, QK_NL, dequantize_q6_K, half, half2x4 >;
8346+ template [[host_name(" kernel_mul_mm_iq2_xxs_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_xxs, QK_NL, dequantize_iq2_xxs, half, half2x4 >;
8347+ template [[host_name(" kernel_mul_mm_iq2_xs_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_xs, QK_NL, dequantize_iq2_xs, half, half2x4 >;
8348+ template [[host_name(" kernel_mul_mm_iq3_xxs_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq3_xxs, QK_NL, dequantize_iq3_xxs, half, half2x4 >;
8349+ template [[host_name(" kernel_mul_mm_iq3_s_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq3_s, QK_NL, dequantize_iq3_s, half, half2x4 >;
8350+ template [[host_name(" kernel_mul_mm_iq2_s_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq2_s, QK_NL, dequantize_iq2_s, half, half2x4 >;
8351+ template [[host_name(" kernel_mul_mm_iq1_s_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq1_s, QK_NL, dequantize_iq1_s, half, half2x4 >;
8352+ template [[host_name(" kernel_mul_mm_iq1_m_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq1_m, QK_NL, dequantize_iq1_m, half, half2x4 >;
8353+ template [[host_name(" kernel_mul_mm_iq4_nl_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq4_nl, 2 , dequantize_iq4_nl, half, half2x4 >;
8354+ template [[host_name(" kernel_mul_mm_iq4_xs_f16 " )]] kernel mul_mm_t kernel_mul_mm<half, half4x4, simdgroup_half8x8, block_iq4_xs, QK_NL, dequantize_iq4_xs, half, half2x4 >;
83298355
83308356//
83318357// indirect matrix-matrix multiplication
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