// Copyright 2019 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. $assert MR % 4 == 0 $ABC = "0123456789ABCDEFGHIJK" #include #include #include void xnn_f32_spmm_ukernel_${MR}x${NR}__sse${"_unroll" + str(UNROLL) if UNROLL > 1 else ""}( uint32_t m, uint32_t n, const float*restrict a, const float*restrict weights, const int32_t*restrict widx_dmap, const uint32_t*restrict nidx_nnzmap, float*restrict c, const union xnn_f32_output_params params[restrict static 1]) { assert(m != 0); const __m128 vmin = _mm_load_ps(params->sse.min); const __m128 vmax = _mm_load_ps(params->sse.max); size_t i = m; while XNN_LIKELY(i >= ${MR}) { const float*restrict w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t j = n; do { uint32_t nnz = *nnzmap++; $if UNROLL > 1: __m128 vacc0123x0 = _mm_load1_ps(w); w += 1; $for K in range(1, UNROLL): __m128 vacc0123x${K} = _mm_setzero_ps(); $for M in range(4, MR, 4): __m128 vacc${ABC[M:M+4]}x0 = vacc0123x0; $for K in range(1, UNROLL): __m128 vacc${ABC[M:M+4]}x${K} = _mm_setzero_ps(); for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) { $for K in range(UNROLL): const intptr_t diff${K} = dmap[${K}]; dmap += ${UNROLL}; $for K in range(UNROLL): const __m128 va0123x${K} = _mm_loadu_ps(a); $for M in range(4, MR, 4): const __m128 va${ABC[M:M+4]}x${K} = _mm_loadu_ps(a + ${M}); a = (const float*restrict) ((uintptr_t) a + (uintptr_t) diff${K}); const __m128 vb${K} = _mm_load1_ps(w); w += 1; $for M in range(0, MR, 4): vacc${ABC[M:M+4]}x${K} = _mm_add_ps(vacc${ABC[M:M+4]}x${K}, _mm_mul_ps(va${ABC[M:M+4]}x${K}, vb${K})); } $for M in range(0, MR, 4): __m128 vacc${ABC[M:M+4]} = vacc${ABC[M:M+4]}x0; $for K in range(1, UNROLL): $for M in range(0, MR, 4): vacc${ABC[M:M+4]} = _mm_add_ps(vacc${ABC[M:M+4]}, vacc${ABC[M:M+4]}x${K}); $else: __m128 vacc0123 = _mm_load1_ps(w); w += 1; $for M in range(4, MR, 4): __m128 vacc${ABC[M:M+4]} = vacc0123; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const __m128 va0123 = _mm_loadu_ps(a); $for M in range(4, MR, 4): const __m128 va${ABC[M:M+4]} = _mm_loadu_ps(a + ${M}); a = (const float*restrict) ((uintptr_t) a + (uintptr_t) diff); const __m128 vb = _mm_load1_ps(w); w += 1; $for M in range(0, MR, 4): vacc${ABC[M:M+4]} = _mm_add_ps(vacc${ABC[M:M+4]}, _mm_mul_ps(va${ABC[M:M+4]}, vb)); } while (--nnz != 0); } $for M in range(0, MR, 4): __m128 vout${ABC[M:M+4]} = _mm_min_ps(vacc${ABC[M:M+4]}, vmax); $for M in range(0, MR, 4): vout${ABC[M:M+4]} = _mm_max_ps(vout${ABC[M:M+4]}, vmin); _mm_storeu_ps(c, vout0123); $for M in range(4, MR, 4): _mm_storeu_ps(c + ${M}, vout${ABC[M:M+4]}); c += ${NR} * m; } while (--j != 0); c -= m * n; c += ${MR}; a += ${MR}; i -= ${MR}; } if XNN_UNLIKELY(i != 0) { $for LOG2M in reversed(range((MR - 1).bit_length())): $SUBMR = 1 << LOG2M if (i & ${SUBMR}) { const float*restrict w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t j = n; do { uint32_t nnz = *nnzmap++; $if SUBMR == 1: __m128 vacc0 = _mm_load_ss(w); w += 1; $elif SUBMR == 2: __m128 vacc01 = _mm_load_ss(w); w += 1; vacc01 = _mm_unpacklo_ps(vacc01, vacc01); $else: __m128 vacc0123 = _mm_load1_ps(w); w += 1; $for M in range(4, SUBMR, 4): __m128 vacc${ABC[M:M+4]} = vacc0123; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; $if SUBMR >= 4: const __m128 va0123 = _mm_loadu_ps(a); $elif SUBMR == 2: const __m128 va01 = _mm_loadl_pi(_mm_undefined_ps(), (const __m64*) a); $elif SUBMR == 1: const __m128 va0 = _mm_load_ss(a); $for M in range(4, SUBMR, 4): const __m128 va${ABC[M:M+4]} = _mm_loadu_ps(a + ${M}); a = (const float*restrict) ((uintptr_t) a + (uintptr_t) diff); $if SUBMR >= 4: const __m128 vb = _mm_load1_ps(w); w += 1; $elif SUBMR == 2: __m128 vb = _mm_load_ss(w); w += 1; vb = _mm_unpacklo_ps(vb, vb); $else: const __m128 vb = _mm_load_ss(w); w += 1; $if SUBMR == 1: vacc${ABC[0]} = _mm_add_ss(vacc${ABC[0]}, _mm_mul_ss(va${ABC[0]}, vb)); $else: $for M in range(0, SUBMR, 4): vacc${ABC[M:min(M+4,SUBMR)]} = _mm_add_ps(vacc${ABC[M:min(M+4,SUBMR)]}, _mm_mul_ps(va${ABC[M:min(M+4,SUBMR)]}, vb)); } while (--nnz != 0); } $if SUBMR == 1: __m128 vout${ABC[0]} = _mm_min_ss(vacc${ABC[0]}, vmax); vout${ABC[0]} = _mm_max_ss(vout${ABC[0]}, vmin); $else: $for M in range(0, SUBMR, 4): __m128 vout${ABC[M:min(M+4,SUBMR)]} = _mm_min_ps(vacc${ABC[M:min(M+4,SUBMR)]}, vmax); $for M in range(0, SUBMR, 4): vout${ABC[M:min(M+4,SUBMR)]} = _mm_max_ps(vout${ABC[M:min(M+4,SUBMR)]}, vmin); $if SUBMR >= 4: _mm_storeu_ps(c, vout0123); $elif SUBMR == 2: _mm_storel_pi((__m64*) c, vout01); $elif SUBMR == 1: _mm_store_ss(c, vout0); $for M in range(4, SUBMR, 4): _mm_storeu_ps(c + ${M}, vout${ABC[M:M+4]}); c += ${NR} * m; } while (--j != 0); c -= m * n; c += ${SUBMR}; a += ${SUBMR}; } } }