| // 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 % 16 == 0 |
| $assert CHANNEL_TILE >= 16 |
| $assert ROW_TILE >= 1 |
| $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
| #include <assert.h> |
| |
| #include <immintrin.h> |
| |
| #include <xnnpack/intrinsics-polyfill.h> |
| #include <xnnpack/math.h> |
| #include <xnnpack/prelu.h> |
| |
| |
| void xnn_f32_prelu_ukernel__avx512f_${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); |
| |
| const size_t input_increment = input_stride * ${ROW_TILE} - channels; |
| const size_t output_increment = output_stride * ${ROW_TILE} - channels; |
| |
| const __m512 vzero = _mm512_setzero_ps(); |
| do { |
| $for M in range(1, ROW_TILE): |
| $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 float* w = weights; |
| size_t c = channels; |
| for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { |
| const __m512 vw${ABC[0:16]} = _mm512_load_ps(w); |
| $for C in range(16, CHANNEL_TILE, 16): |
| const __m512 vw${ABC[C:C+16]} = _mm512_load_ps(w + ${C}); |
| w += ${CHANNEL_TILE}; |
| |
| $for M in range(ROW_TILE): |
| const __m512 vi${M}x${ABC[0:16]} = _mm512_loadu_ps(i${M}); |
| $for C in range(16, CHANNEL_TILE, 16): |
| const __m512 vi${M}x${ABC[C:C+16]} = _mm512_loadu_ps(i${M} + ${C}); |
| i${M} += ${CHANNEL_TILE}; |
| |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 16): |
| const __mmask16 vsign${M}x${ABC[C:C+16]} = _mm512_cmp_ps_mask(vi${M}x${ABC[C:C+16]}, vzero, _CMP_LT_OQ); |
| const __m512 vacc${M}x${ABC[C:C+16]} = _mm512_mask_mul_ps(vi${M}x${ABC[C:C+16]}, vsign${M}x${ABC[C:C+16]}, vi${M}x${ABC[C:C+16]}, vw${ABC[C:C+16]}); |
| |
| $for M in range(ROW_TILE): |
| _mm512_storeu_ps(o${M}, vacc${M}x${ABC[0:16]}); |
| $for C in range(16, CHANNEL_TILE, 16): |
| _mm512_storeu_ps(o${M} + ${C}, vacc${M}x${ABC[C:C+16]}); |
| o${M} += ${CHANNEL_TILE}; |
| } |
| $if CHANNEL_TILE > 16: |
| for (; c >= 16 * sizeof(float); c -= 16 * sizeof(float)) { |
| const __m512 vw = _mm512_load_ps(w); |
| w += 16; |
| |
| $for M in range(ROW_TILE): |
| const __m512 vi${M} = _mm512_loadu_ps(i${M}); |
| i${M} += 16; |
| |
| $for M in range(ROW_TILE): |
| const __mmask16 vsign${M} = _mm512_cmp_ps_mask(vi${M}, vzero, _CMP_LT_OQ); |
| const __m512 vacc${M} = _mm512_mask_mul_ps(vi${M}, vsign${M}, vi${M}, vw); |
| |
| $for M in range(ROW_TILE): |
| _mm512_storeu_ps(o${M}, vacc${M}); |
| o${M} += 16; |
| } |
| if XNN_UNLIKELY(c != 0) { |
| assert(c >= 1 * sizeof(float)); |
| assert(c <= 15 * sizeof(float)); |
| // Prepare mask for valid 32-bit elements (depends on c). |
| const __mmask16 vmask = _cvtu32_mask16((uint16_t) ((uint32_t) (UINT32_C(1) << (c >> 2 /* log2(sizeof(float))*/)) - UINT32_C(1))); |
| |
| const __m512 vw = _mm512_maskz_loadu_ps(vmask, w); |
| |
| $for M in range(ROW_TILE): |
| const __m512 vi${M} = _mm512_maskz_loadu_ps(vmask, i${M}); |
| i${M} = (const float*) ((uintptr_t) i${M} + c); |
| |
| $for M in range(ROW_TILE): |
| const __mmask16 vsign${M} = _mm512_cmp_ps_mask(vi${M}, vzero, _CMP_LT_OQ); |
| const __m512 vacc${M} = _mm512_mask_mul_ps(vi${M}, vsign${M}, vi${M}, vw); |
| |
| $for M in range(ROW_TILE): |
| _mm512_mask_storeu_ps(o${M}, vmask, vacc${M}); |
| o${M} = (float*) ((uintptr_t) o${M} + c); |
| } |
| $for M in range(ROW_TILE): |
| i${M} = (const float*) ((uintptr_t) i${M} + input_increment); |
| o${M} = (float*) ((uintptr_t) o${M} + output_increment); |
| rows = doz(rows, ${ROW_TILE}); |
| } while (rows != 0); |
| } |