// Copyright 2020 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 CHANNEL_TILE % 8 == 0 $assert CHANNEL_TILE >= 8 $assert ROW_TILE >= 1 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include static const int32_t mask_table[14] = {-1, -1, -1, -1, -1, -1, -1, 0, 0, 0, 0, 0, 0, 0}; void xnn_f32_prelu_ukernel__avx_${ROW_TILE}x${CHANNEL_TILE}( size_t rows, size_t channels, const float*restrict input, size_t input_stride, const float*restrict weights, float*restrict output, size_t output_stride) { assert(rows != 0); assert(channels != 0); assert(channels % sizeof(float) == 0); const float* i0 = input; float* o0 = output; $for M in range(1, ROW_TILE): const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); $if M % 2 == 0: if XNN_UNPREDICTABLE(rows <= ${M}) { i${M} = i${M-1}; o${M} = o${M-1}; } $else: if XNN_UNPREDICTABLE(rows < ${M+1}) { i${M} = i${M-1}; o${M} = o${M-1}; } const size_t input_increment = input_stride * ${ROW_TILE} - channels; const size_t output_increment = output_stride * ${ROW_TILE} - channels; do { const float* w = weights; size_t c = channels; for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { const __m256 vw${ABC[0:8]} = _mm256_load_ps(w); $for C in range(8, CHANNEL_TILE, 8): const __m256 vw${ABC[C:C+8]} = _mm256_load_ps(w + ${C}); w += ${CHANNEL_TILE}; $for M in range(ROW_TILE): const __m256 vi${M}x${ABC[0:8]} = _mm256_loadu_ps(i${M}); $for C in range(8, CHANNEL_TILE, 8): const __m256 vi${M}x${ABC[C:C+8]} = _mm256_loadu_ps(i${M} + ${C}); i${M} += ${CHANNEL_TILE}; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): const __m256 vprod${M}x${ABC[C:C+8]} = _mm256_mul_ps(vi${M}x${ABC[C:C+8]}, vw${ABC[C:C+8]}); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): const __m256 vacc${M}x${ABC[C:C+8]} = _mm256_blendv_ps(vi${M}x${ABC[C:C+8]}, vprod${M}x${ABC[C:C+8]}, vi${M}x${ABC[C:C+8]}); $for M in range(ROW_TILE): _mm256_storeu_ps(o${M}, vacc${M}x${ABC[0:8]}); $for C in range(8, CHANNEL_TILE, 8): _mm256_storeu_ps(o${M} + ${C}, vacc${M}x${ABC[C:C+8]}); o${M} += ${CHANNEL_TILE}; } $if CHANNEL_TILE > 8: for (; c >= 8 * sizeof(float); c -= 8 * sizeof(float)) { const __m256 vw = _mm256_load_ps(w); w += 8; $for M in range(ROW_TILE): const __m256 vi${M} = _mm256_loadu_ps(i${M}); i${M} += 8; $for M in range(ROW_TILE): const __m256 vprod${M} = _mm256_mul_ps(vi${M}, vw); $for M in range(ROW_TILE): const __m256 vacc${M} = _mm256_blendv_ps(vi${M}, vprod${M}, vi${M}); $for M in range(ROW_TILE): _mm256_storeu_ps(o${M}, vacc${M}); o${M} += 8; } if XNN_UNLIKELY(c != 0) { assert(c >= 1 * sizeof(float)); assert(c <= 7 * sizeof(float)); __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) &mask_table[7] - c)); const __m256 vw = _mm256_maskload_ps(w, vmask); $for M in range(ROW_TILE): const __m256 vi${M} = _mm256_maskload_ps(i${M}, vmask); i${M} = (const float*) ((uintptr_t) i${M} + c); $for M in range(ROW_TILE): const __m256 vprod${M} = _mm256_mul_ps(vi${M}, vw); $for M in range(ROW_TILE): __m256 vacc${M} = _mm256_blendv_ps(vi${M}, vprod${M}, vi${M}); // _mm256_maskstore_ps(o${M}, vmask, vacc${M}) could be used here, but triggers msan failures (probably an msan bug). $for M in range(ROW_TILE): __m128 vacc${M}_lo = _mm256_castps256_ps128(vacc${M}); if (c & (4 * sizeof(float))) { $for M in range(ROW_TILE): _mm_storeu_ps(o${M}, vacc${M}_lo); $for M in range(ROW_TILE): vacc${M}_lo = _mm256_extractf128_ps(vacc${M}, 1); $for M in range(ROW_TILE): o${M} += 4; } if (c & (2 * sizeof(float))) { $for M in range(ROW_TILE): _mm_storel_pi((__m64*) o${M}, vacc${M}_lo); $for M in range(ROW_TILE): vacc${M}_lo = _mm_movehl_ps(vacc${M}_lo, vacc${M}_lo); $for M in range(ROW_TILE): o${M} += 2; } if (c & (1 * sizeof(float))) { $for M in range(ROW_TILE): _mm_store_ss(o${M}, vacc${M}_lo); $for M in range(ROW_TILE): o${M} += 1; } } $for M in range(ROW_TILE): i${M} = (const float*) ((uintptr_t) i${M} + input_increment); o${M} = (float*) ((uintptr_t) o${M} + output_increment); $if M % 2 == 1: if XNN_UNPREDICTABLE(rows < ${ROW_TILE + M+1}) { i${M} = i${M-1}; o${M} = o${M-1}; } $elif M != 0: if XNN_UNPREDICTABLE(rows <= ${ROW_TILE + M}) { i${M} = i${M-1}; o${M} = o${M-1}; } rows = doz(rows, ${ROW_TILE}); } while (rows != 0); }