| // 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 CHANNEL_TILE % 4 == 0 |
| $assert CHANNEL_TILE >= 4 |
| $assert ROW_TILE >= 1 |
| $assert SSE in [1, 2, 4] |
| $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
| $SSE_HEADER = {1: "xmmintrin.h", 2: "emmintrin.h", 4: "smmintrin.h"}[SSE] |
| #include <assert.h> |
| |
| #include <${SSE_HEADER}> |
| |
| #include <xnnpack/math.h> |
| #include <xnnpack/prelu.h> |
| |
| |
| $ISA = {1: "sse", 2: "sse2", 4: "sse41"}[SSE] |
| void xnn_f32_prelu_ukernel__${ISA}_${ROW_TILE}x${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) XNN_OOB_READS |
| { |
| 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; |
| |
| $if SSE == 1: |
| const __m128 vzero = _mm_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 -= ${CHANNEL_TILE} * sizeof(float)) { |
| const __m128 vw${ABC[0:4]} = _mm_load_ps(w); |
| $for C in range(4, CHANNEL_TILE, 4): |
| const __m128 vw${ABC[C:C+4]} = _mm_load_ps(w + ${C}); |
| w += ${CHANNEL_TILE}; |
| |
| $for M in range(ROW_TILE): |
| $if SSE == 1: |
| __m128 vi${M}x${ABC[0:4]} = _mm_loadu_ps(i${M}); |
| $for C in range(4, CHANNEL_TILE, 4): |
| __m128 vi${M}x${ABC[C:C+4]} = _mm_loadu_ps(i${M} + ${C}); |
| $else: |
| const __m128 vi${M}x${ABC[0:4]} = _mm_loadu_ps(i${M}); |
| $for C in range(4, CHANNEL_TILE, 4): |
| const __m128 vi${M}x${ABC[C:C+4]} = _mm_loadu_ps(i${M} + ${C}); |
| i${M} += ${CHANNEL_TILE}; |
| |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| $if SSE == 1: |
| __m128 vacc${M}x${ABC[C:C+4]} = _mm_max_ps(_mm_setzero_ps(), vi${M}x${ABC[C:C+4]}); |
| vi${M}x${ABC[C:C+4]} = _mm_min_ps(vi${M}x${ABC[C:C+4]}, vzero); |
| $else: |
| const __m128 vprod${M}x${ABC[C:C+4]} = _mm_mul_ps(vi${M}x${ABC[C:C+4]}, vw${ABC[C:C+4]}); |
| $if SSE == 2: |
| const __m128 vmask${M}x${ABC[C:C+4]} = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vi${M}x${ABC[C:C+4]}))); |
| |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| $if SSE == 1: |
| vacc${M}x${ABC[C:C+4]} = _mm_add_ps(vacc${M}x${ABC[C:C+4]}, _mm_mul_ps(vi${M}x${ABC[C:C+4]}, vw${ABC[C:C+4]})); |
| $elif SSE == 2: |
| const __m128 vacc${M}x${ABC[C:C+4]} = _mm_or_ps(_mm_and_ps(vprod${M}x${ABC[C:C+4]}, vmask${M}x${ABC[C:C+4]}), _mm_andnot_ps(vmask${M}x${ABC[C:C+4]}, vi${M}x${ABC[C:C+4]})); |
| $elif SSE == 4: |
| const __m128 vacc${M}x${ABC[C:C+4]} = _mm_blendv_ps(vi${M}x${ABC[C:C+4]}, vprod${M}x${ABC[C:C+4]}, vi${M}x${ABC[C:C+4]}); |
| |
| $for M in range(ROW_TILE): |
| _mm_storeu_ps(o${M}, vacc${M}x${ABC[0:4]}); |
| $for C in range(4, CHANNEL_TILE, 4): |
| _mm_storeu_ps(o${M} + ${C}, vacc${M}x${ABC[C:C+4]}); |
| o${M} += ${CHANNEL_TILE}; |
| } |
| $if CHANNEL_TILE > 4: |
| for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { |
| const __m128 vw0123 = _mm_load_ps(w); |
| w += 4; |
| |
| $for M in range(ROW_TILE): |
| $if SSE == 1: |
| __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); |
| $else: |
| const __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); |
| i${M} += 4; |
| |
| $for M in range(ROW_TILE): |
| $if SSE == 1: |
| __m128 vacc${M}x0123 = _mm_max_ps(_mm_setzero_ps(), vi${M}x0123); |
| vi${M}x0123 = _mm_min_ps(vi${M}x0123, vzero); |
| $else: |
| const __m128 vprod${M}x0123 = _mm_mul_ps(vi${M}x0123, vw0123); |
| $if SSE == 2: |
| const __m128 vmask${M}x0123 = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vi${M}x0123))); |
| |
| $for M in range(ROW_TILE): |
| $if SSE == 1: |
| vacc${M}x0123 = _mm_add_ps(vacc${M}x0123, _mm_mul_ps(vi${M}x0123, vw0123)); |
| $elif SSE == 2: |
| __m128 vacc${M}x0123 = _mm_or_ps(_mm_and_ps(vprod${M}x0123, vmask${M}x0123), _mm_andnot_ps(vmask${M}x0123, vi${M}x0123)); |
| $elif SSE == 4: |
| __m128 vacc${M}x0123 = _mm_blendv_ps(vi${M}x0123, vprod${M}x0123, vi${M}x0123); |
| |
| $for M in range(ROW_TILE): |
| _mm_storeu_ps(o${M}, vacc${M}x0123); |
| o${M} += 4; |
| } |
| if XNN_UNLIKELY(c != 0) { |
| const __m128 vw0123 = _mm_load_ps(w); |
| w = (const float*) ((uintptr_t) w + c); |
| |
| $for M in range(ROW_TILE): |
| $if SSE == 1: |
| __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); |
| $else: |
| const __m128 vi${M}x0123 = _mm_loadu_ps(i${M}); |
| i${M} = (const float*) ((uintptr_t) i${M} + c); |
| |
| $for M in range(ROW_TILE): |
| $if SSE == 1: |
| __m128 vacc${M}x0123 = _mm_max_ps(_mm_setzero_ps(), vi${M}x0123); |
| vi${M}x0123 = _mm_min_ps(vi${M}x0123, vzero); |
| $else: |
| const __m128 vprod${M}x0123 = _mm_mul_ps(vi${M}x0123, vw0123); |
| $if SSE == 2: |
| const __m128 vmask${M}x0123 = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vi${M}x0123))); |
| |
| $for M in range(ROW_TILE): |
| $if SSE == 1: |
| vacc${M}x0123 = _mm_add_ps(vacc${M}x0123, _mm_mul_ps(vi${M}x0123, vw0123)); |
| $elif SSE == 2: |
| __m128 vacc${M}x0123 = _mm_or_ps(_mm_and_ps(vprod${M}x0123, vmask${M}x0123), _mm_andnot_ps(vmask${M}x0123, vi${M}x0123)); |
| $elif SSE == 4: |
| __m128 vacc${M}x0123 = _mm_blendv_ps(vi${M}x0123, vprod${M}x0123, vi${M}x0123); |
| |
| if (c & (2 * sizeof(float))) { |
| $for M in range(ROW_TILE): |
| _mm_storel_pi((__m64*) o${M}, vacc${M}x0123); |
| |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = _mm_movehl_ps(vacc${M}x0123, vacc${M}x0123); |
| |
| $for M in range(ROW_TILE): |
| o${M} += 2; |
| } |
| if (c & (1 * sizeof(float))) { |
| $for M in range(ROW_TILE): |
| _mm_store_ss(o${M}, vacc${M}x0123); |
| |
| $for M in range(ROW_TILE): |
| o${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); |
| rows = doz(rows, ${ROW_TILE}); |
| } while (rows != 0); |
| } |