// 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 DATATYPE in ["F32", "QC4", "QC8"] $assert NR % 8 == 0 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include $if DATATYPE in ["QC8", "QC4"]: $ISA = "avx2" $else: $ISA = {0: "avx", 3: "fma3"}[FMA] $DATATYPE_SPEC = {"F32": "f32", "QC8": "f32_qc8w", "QC4": "f32_qc4w"}[DATATYPE] void xnn_${DATATYPE_SPEC}_gemm${"inc" if INC else ""}_minmax_ukernel_${MR}x${NR}__${ISA}_broadcast( size_t mr, size_t nc, size_t kc, const float* restrict a, size_t a_stride, $if DATATYPE == "F32": const float* restrict w, $else: const void* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, $if INC: const float* restrict acc, $if DATATYPE == "QC4": const union xnn_f32_qc4w_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) $else: const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(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}; } $if DATATYPE == "QC4": const __m128i vminus_kernel_zero_point = _mm_load_si128((const __m128i *) params->sse.minus_kernel_zero_point); const __m128i vmask = _mm_load_si128((const __m128i *) params->sse.mask); do { $if INC: $for M in range(MR): $for N in range(0, NR, 8): __m256 vacc${M}x${ABC[N:N+8]} = _mm256_load_ps(acc + ${M*NR+N}); acc += ${MR*NR}; $else: $for N in range(0, NR, 8): $if DATATYPE == "F32": __m256 vacc0x${ABC[N:N+8]} = _mm256_load_ps(w + ${N}); $else: __m256 vacc0x${ABC[N:N+8]} = _mm256_loadu_ps((const float*) w + ${N}); $for M in range(1, MR): $for N in range(0, NR, 8): __m256 vacc${M}x${ABC[N:N+8]} = vacc0x${ABC[N:N+8]}; $if DATATYPE == "F32": w += ${NR}; $else: w = (const float*) w + ${NR}; size_t k = kc; do { $for M in range(MR): const __m256 va${M} = _mm256_broadcast_ss(a${M}); a${M} += 1; $if DATATYPE == "F32": const __m256 vb${ABC[0:8]} = _mm256_load_ps(w); $for N in range(8, NR, 8): const __m256 vb${ABC[N:N+8]} = _mm256_load_ps(w + ${N}); w += ${NR}; $else: const __m256i vbi${ABC[0:8]} = _mm256_cvtepi8_epi32(_mm_loadl_epi64((const void*) w)); $for N in range(8, NR, 8): const __m256i vbi${ABC[N:N+8]} = _mm256_cvtepi8_epi32(_mm_loadl_epi64((const void*) ((const int8_t*) w + ${N}))); $for N in range(0, NR, 8): const __m256 vb${ABC[N:N+8]} = _mm256_cvtepi32_ps(vbi${ABC[N:N+8]}); w = (const int8_t*) w + ${NR}; $for N in range(0, NR, 8): $for M in range(MR): $if FMA == 3: vacc${M}x${ABC[N:N+8]} = _mm256_fmadd_ps(va${M}, vb${ABC[N:N+8]}, vacc${M}x${ABC[N:N+8]}); $else: vacc${M}x${ABC[N:N+8]} = _mm256_add_ps(vacc${M}x${ABC[N:N+8]}, _mm256_mul_ps(va${M}, vb${ABC[N:N+8]})); k -= sizeof(float); } while (k != 0); $if DATATYPE in ["QC8", "QC4"]: $for N in range(0, NR, 8): const __m256 vscale${ABC[N:N+8]} = _mm256_loadu_ps((const float*) w + ${N}); $for M in range(MR): vacc${M}x${ABC[N:N+8]} = _mm256_mul_ps(vacc${M}x${ABC[N:N+8]}, vscale${ABC[N:N+8]}); w = (const float*) w + ${NR}; const __m256 vmin = _mm256_load_ps(params->avx.min); $for N in range(0, NR, 8): $for M in range(MR): vacc${M}x${ABC[N:N+8]} = _mm256_max_ps(vmin, vacc${M}x${ABC[N:N+8]}); const __m256 vmax = _mm256_load_ps(params->avx.max); $for N in range(0, NR, 8): $for M in range(MR): vacc${M}x${ABC[N:N+8]} = _mm256_min_ps(vmax, vacc${M}x${ABC[N:N+8]}); if XNN_LIKELY(nc >= ${NR}) { $for M in reversed(range(MR)): _mm256_storeu_ps(c${M}, vacc${M}x${ABC[0:8]}); $for N in range(8, NR, 8): _mm256_storeu_ps(c${M} + ${N}, vacc${M}x${ABC[N:N+8]}); c${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(NR.bit_length())): $if NR != 1 << LOG2N: if (nc & ${1 << LOG2N}) { $if LOG2N >= 3: $for M in reversed(range(MR)): _mm256_storeu_ps(c${M}, vacc${M}x${ABC[0:8]}); $for N in range(8, 1 << LOG2N, 8): _mm256_storeu_ps(c${M} + ${N}, vacc${M}x${ABC[N:N+8]}); $for M in reversed(range(MR)): $for N in range(0, NR - (1 << LOG2N), 8): vacc${M}x${ABC[N:N+8]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+8]}; $for M in reversed(range(MR)): c${M} += ${1 << LOG2N}; $elif LOG2N == 2: $for M in reversed(range(MR)): _mm_storeu_ps(c${M}, vacc${M}x${ABC[0:4]}); $for M in reversed(range(MR)): vacc${M}x${ABC[0:4]} = _mm256_extractf128_ps(vacc${M}x${ABC[0:8]}, 1); $for M in reversed(range(MR)): c${M} += 4; $elif LOG2N == 1: $for M in reversed(range(MR)): _mm_storel_pi((__m64*) c${M}, vacc${M}x${ABC[0:4]}); $for M in reversed(range(MR)): vacc${M}x${ABC[0:4]} = _mm_movehl_ps(vacc${M}x${ABC[0:4]}, vacc${M}x${ABC[0:4]}); $for M in reversed(range(MR)): c${M} += 2; $elif LOG2N == 0: $for M in reversed(range(MR)): _mm_store_ss(c${M}, vacc${M}x${ABC[0:4]}); } $if LOG2N == 3: $for M in reversed(range(MR)): __m128 vacc${M}x${ABC[0:4]} = _mm256_castps256_ps128(vacc${M}x${ABC[0:8]}); nc = 0; } } while (nc != 0); }