// 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 NR % 16 == 0 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include void xnn_f32_gemm${"inc" if INC else ""}_ukernel_${MR}x${NR}__avx512f_broadcast( size_t mr, size_t nc, size_t kc, const float*restrict a, size_t a_stride, const float*restrict w, float*restrict c, size_t cm_stride, size_t cn_stride, $if INC: const float*restrict acc, const union xnn_f32_output_params params[restrict static 1]) { assert(mr != 0); assert(mr <= ${MR}); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); $if INC: assert(acc != NULL); const float* a0 = a; float* c0 = c; $for M in range(1, MR): const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); $if M % 2 == 0: if XNN_UNPREDICTABLE(mr <= ${M}) { a${M} = a${M-1}; c${M} = c${M-1}; } $elif M + 1 == MR: if XNN_UNPREDICTABLE(mr != ${M+1}) { a${M} = a${M-1}; c${M} = c${M-1}; } $else: if XNN_UNPREDICTABLE(mr < ${M+1}) { a${M} = a${M-1}; c${M} = c${M-1}; } do { $if INC: $for M in range(MR): $for N in range(0, NR, 16): __m512 vacc${M}x${ABC[N:N+16]} = _mm512_load_ps(acc + ${M*NR+N}); acc += ${MR*NR}; $else: __m512 vacc0x${ABC[0:16]} = _mm512_load_ps(w); $for N in range(16, NR, 16): __m512 vacc0x${ABC[N:N+16]} = _mm512_load_ps(w + ${N}); $for M in range(1, MR): $for N in range(0, NR, 16): __m512 vacc${M}x${ABC[N:N+16]} = vacc0x${ABC[N:N+16]}; w += ${NR}; size_t k = kc; do { const __m512 vb${ABC[0:16]} = _mm512_load_ps(w); $for N in range(16, NR, 16): const __m512 vb${ABC[N:N+16]} = _mm512_load_ps(w + ${N}); w += ${NR}; $for N in range(0, NR, 16): $for M in range(MR): vacc${M}x${ABC[N:N+16]} = _mm512_fmadd_ps(_mm512_set1_ps(*a${M}), vb${ABC[N:N+16]}, vacc${M}x${ABC[N:N+16]}); $for M in range(MR): a${M} += 1; k -= sizeof(float); } while (k != 0); const __m512 vmax = _mm512_broadcast_f32x4(_mm_load_ps(params->sse.max)); $for N in range(0, NR, 16): $for M in range(MR): vacc${M}x${ABC[N:N+16]} = _mm512_min_ps(vacc${M}x${ABC[N:N+16]}, vmax); const __m512 vmin = _mm512_broadcast_f32x4(_mm_load_ps(params->sse.min)); $for N in range(0, NR, 16): $for M in range(MR): vacc${M}x${ABC[N:N+16]} = _mm512_max_ps(vacc${M}x${ABC[N:N+16]}, vmin); if XNN_LIKELY(nc >= ${NR}) { $for M in reversed(range(MR)): _mm512_storeu_ps(c${M}, vacc${M}x${ABC[0:16]}); $for N in range(16, NR, 16): _mm512_storeu_ps(c${M} + ${N}, vacc${M}x${ABC[N:N+16]}); c${M} = (float*) ((uintptr_t) c${M} + cn_stride); $for M in reversed(range(MR)): a${M} = (const float*) ((uintptr_t) a${M} - kc); nc -= ${NR}; } else { $for LOG2N in reversed(range(4, NR.bit_length())): $if NR != 1 << LOG2N: if (nc & ${1 << LOG2N}) { $if LOG2N >= 4: $for M in reversed(range(MR)): _mm512_storeu_ps(c${M}, vacc${M}x${ABC[0:16]}); $for N in range(16, 1 << LOG2N, 16): _mm512_storeu_ps(c${M} + ${N}, vacc${M}x${ABC[N:N+16]}); $for M in reversed(range(MR)): $for N in range(0, 1 << (LOG2N - 1), 16): vacc${M}x${ABC[N:N+16]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+16]}; $for M in reversed(range(MR)): c${M} += ${1 << LOG2N}; } $if LOG2N == 4: if (nc & 15) { // Prepare mask for valid 32-bit elements (depends on nc). const __mmask16 vmask = _cvtu32_mask16((uint16_t) ((uint32_t) (UINT32_C(1) << nc) - UINT32_C(1))); $for M in reversed(range(MR)): _mm512_mask_storeu_ps(c${M}, vmask, vacc${M}x${ABC[0:16]}); } nc = 0; } } while (nc != 0); }