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metal : reorder write loop in mul mat kernel + style (#10231)
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* metal : reorder write loop * metal : int -> short, style ggml-ci
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@ -6327,9 +6327,10 @@ kernel void kernel_mul_mm(device const uchar * src0,
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simdgroup_T8x8 ma[4];
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simdgroup_T8x8 ma[4];
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simdgroup_float8x8 mb[2];
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simdgroup_float8x8 mb[2];
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simdgroup_float8x8 c_res[8];
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simdgroup_float8x8 mc[8];
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for (int i = 0; i < 8; i++){
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c_res[i] = make_filled_simdgroup_matrix<float, 8>(0.f);
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for (short i = 0; i < 8; i++){
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mc[i] = make_filled_simdgroup_matrix<float, 8>(0.f);
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}
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}
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short il = (tiitg % THREAD_PER_ROW);
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short il = (tiitg % THREAD_PER_ROW);
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@ -6354,7 +6355,7 @@ kernel void kernel_mul_mm(device const uchar * src0,
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threadgroup_barrier(mem_flags::mem_threadgroup);
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threadgroup_barrier(mem_flags::mem_threadgroup);
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#pragma unroll(16)
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#pragma unroll(16)
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for (int i = 0; i < 16; i++) {
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for (short i = 0; i < 16; i++) {
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*(sa + SG_MAT_SIZE * ((tiitg/THREAD_PER_ROW/8) \
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*(sa + SG_MAT_SIZE * ((tiitg/THREAD_PER_ROW/8) \
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+ (tiitg%THREAD_PER_ROW)*16 + (i/8)*8) \
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+ (tiitg%THREAD_PER_ROW)*16 + (i/8)*8) \
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+ (tiitg/THREAD_PER_ROW)%8 + (i&7)*8) = temp_a[i/4][i%4];
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+ (tiitg/THREAD_PER_ROW)%8 + (i&7)*8) = temp_a[i/4][i%4];
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@ -6373,14 +6374,14 @@ kernel void kernel_mul_mm(device const uchar * src0,
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threadgroup float * lsmb = (sb + THREAD_MAT_N*SG_MAT_SIZE*(sgitg/2));
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threadgroup float * lsmb = (sb + THREAD_MAT_N*SG_MAT_SIZE*(sgitg/2));
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#pragma unroll(4)
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#pragma unroll(4)
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for (int ik = 0; ik < BLOCK_SIZE_K / 8; ik++) {
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for (short ik = 0; ik < BLOCK_SIZE_K / 8; ik++) {
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#pragma unroll(4)
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#pragma unroll(4)
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for (int i = 0; i < 4; i++) {
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for (short i = 0; i < 4; i++) {
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simdgroup_load(ma[i], lsma + SG_MAT_SIZE * i);
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simdgroup_load(ma[i], lsma + SG_MAT_SIZE * i);
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}
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}
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simdgroup_barrier(mem_flags::mem_none);
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simdgroup_barrier(mem_flags::mem_none);
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#pragma unroll(2)
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#pragma unroll(2)
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for (int i = 0; i < 2; i++) {
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for (short i = 0; i < 2; i++) {
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simdgroup_load(mb[i], lsmb + SG_MAT_SIZE * i);
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simdgroup_load(mb[i], lsmb + SG_MAT_SIZE * i);
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}
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}
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@ -6388,8 +6389,8 @@ kernel void kernel_mul_mm(device const uchar * src0,
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lsmb += BLOCK_SIZE_N/SG_MAT_ROW * SG_MAT_SIZE;
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lsmb += BLOCK_SIZE_N/SG_MAT_ROW * SG_MAT_SIZE;
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#pragma unroll(8)
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#pragma unroll(8)
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for (int i = 0; i < 8; i++){
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for (short i = 0; i < 8; i++){
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simdgroup_multiply_accumulate(c_res[i], mb[i/4], ma[i%4], c_res[i]);
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simdgroup_multiply_accumulate(mc[i], mb[i/4], ma[i%4], mc[i]);
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}
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}
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}
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}
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}
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}
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@ -6397,25 +6398,36 @@ kernel void kernel_mul_mm(device const uchar * src0,
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if ((r0 + 1) * BLOCK_SIZE_M <= ne0 && (r1 + 1) * BLOCK_SIZE_N <= ne1) {
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if ((r0 + 1) * BLOCK_SIZE_M <= ne0 && (r1 + 1) * BLOCK_SIZE_N <= ne1) {
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device float * C = dst + (BLOCK_SIZE_M * r0 + 32 * (sgitg & 1)) \
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device float * C = dst + (BLOCK_SIZE_M * r0 + 32 * (sgitg & 1)) \
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+ (BLOCK_SIZE_N * r1 + 16 * (sgitg >> 1)) * ne0 + im*ne1*ne0;
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+ (BLOCK_SIZE_N * r1 + 16 * (sgitg >> 1)) * ne0 + im*ne1*ne0;
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for (int i = 0; i < 8; i++) {
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for (short i = 0; i < 8; i++) {
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simdgroup_store(c_res[i], C + 8 * (i%4) + 8 * ne0 * (i/4), ne0);
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simdgroup_store(mc[i], C + 8 * (i%4) + 8 * ne0 * (i/4), ne0);
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}
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}
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} else {
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} else {
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// block is smaller than 64x32, we should avoid writing data outside of the matrix
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// block is smaller than 64x32, we should avoid writing data outside of the matrix
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threadgroup_barrier(mem_flags::mem_threadgroup);
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threadgroup_barrier(mem_flags::mem_threadgroup);
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threadgroup float * temp_str = ((threadgroup float *) shared_memory) \
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threadgroup float * temp_str = ((threadgroup float *) shared_memory) \
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+ 32 * (sgitg&1) + (16 * (sgitg>>1))*BLOCK_SIZE_M;
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+ 32 * (sgitg&1) + (16 * (sgitg>>1))*BLOCK_SIZE_M;
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for (int i = 0; i < 8; i++) {
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for (short i = 0; i < 8; i++) {
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simdgroup_store(c_res[i], temp_str + 8 * (i%4) + 8 * BLOCK_SIZE_M * (i/4), BLOCK_SIZE_M);
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simdgroup_store(mc[i], temp_str + 8*(i%4) + 8*BLOCK_SIZE_M*(i/4), BLOCK_SIZE_M);
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}
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}
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threadgroup_barrier(mem_flags::mem_threadgroup);
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threadgroup_barrier(mem_flags::mem_threadgroup);
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device float * C = dst + (BLOCK_SIZE_M * r0) + (BLOCK_SIZE_N * r1) * ne0 + im*ne1*ne0;
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if (sgitg == 0) {
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if (sgitg == 0) {
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for (int i = 0; i < n_rows; i++) {
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for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) {
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for (int j = tiitg; j < n_cols; j += BLOCK_SIZE_N) {
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*(C + i + j * ne0) = *(temp_str + i + j * BLOCK_SIZE_M);
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device float * D = dst + (r0*BLOCK_SIZE_M) + (r1*BLOCK_SIZE_N + j)*ne0 + im*ne1*ne0;
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device float4 * D4 = (device float4 *) D;
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threadgroup float * C = temp_str + (j*BLOCK_SIZE_M);
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threadgroup float4 * C4 = (threadgroup float4 *) C;
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int i = 0;
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for (; i < n_rows/4; i++) {
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*(D4 + i) = *(C4 + i);
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}
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i *= 4;
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for (; i < n_rows; i++) {
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*(D + i) = *(C + i);
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}
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}
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}
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}
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}
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}
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