// 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. #include #include #include void xnn_f32_argmaxpool_ukernel_9p8x__sse2_c4( size_t output_pixels, size_t pooling_elements, size_t channels, const float** input, size_t input_offset, float* accumulation_buffer, uint32_t* index_buffer, float* output, uint32_t* index, size_t input_increment, size_t output_increment) XNN_DISABLE_TSAN { assert(output_pixels != 0); assert(pooling_elements != 0); assert(pooling_elements > 9); assert(channels != 0); do { { float* ab = accumulation_buffer; uint32_t* ib = index_buffer; const float* i0 = *input++; const float* i1 = *input++; const float* i2 = *input++; const float* i3 = *input++; const float* i4 = *input++; const float* i5 = *input++; const float* i6 = *input++; const float* i7 = *input++; const float* i8 = *input++; i0 = (const float*) ((uintptr_t) i0 + input_offset); i1 = (const float*) ((uintptr_t) i1 + input_offset); i2 = (const float*) ((uintptr_t) i2 + input_offset); i3 = (const float*) ((uintptr_t) i3 + input_offset); i4 = (const float*) ((uintptr_t) i4 + input_offset); i5 = (const float*) ((uintptr_t) i5 + input_offset); i6 = (const float*) ((uintptr_t) i6 + input_offset); i7 = (const float*) ((uintptr_t) i7 + input_offset); i8 = (const float*) ((uintptr_t) i8 + input_offset); for (size_t c = 0; c < channels; c += 4) { const __m128 vi0 = _mm_loadu_ps(i0); i0 += 4; const __m128 vi1 = _mm_loadu_ps(i1); i1 += 4; const __m128 vi2 = _mm_loadu_ps(i2); i2 += 4; const __m128 vi3 = _mm_loadu_ps(i3); i3 += 4; const __m128 vi4 = _mm_loadu_ps(i4); i4 += 4; const __m128 vi5 = _mm_loadu_ps(i5); i5 += 4; const __m128 vi6 = _mm_loadu_ps(i6); i6 += 4; const __m128 vi7 = _mm_loadu_ps(i7); i7 += 4; const __m128 vi8 = _mm_loadu_ps(i8); i8 += 4; __m128 vmax = vi0; __m128i vidx = _mm_setzero_si128(); const __m128i vm1 = _mm_castps_si128(_mm_cmpgt_ps(vi1, vmax)); vmax = _mm_max_ps(vi1, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm1, vidx), _mm_and_si128(vm1, _mm_set1_epi32(1))); const __m128i vm2 = _mm_castps_si128(_mm_cmpgt_ps(vi2, vmax)); vmax = _mm_max_ps(vi2, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm2, vidx), _mm_and_si128(vm2, _mm_set1_epi32(2))); const __m128i vm3 = _mm_castps_si128(_mm_cmpgt_ps(vi3, vmax)); vmax = _mm_max_ps(vi3, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm3, vidx), _mm_and_si128(vm3, _mm_set1_epi32(3))); const __m128i vm4 = _mm_castps_si128(_mm_cmpgt_ps(vi4, vmax)); vmax = _mm_max_ps(vi4, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm4, vidx), _mm_and_si128(vm4, _mm_set1_epi32(4))); const __m128i vm5 = _mm_castps_si128(_mm_cmpgt_ps(vi5, vmax)); vmax = _mm_max_ps(vi5, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm5, vidx), _mm_and_si128(vm5, _mm_set1_epi32(5))); const __m128i vm6 = _mm_castps_si128(_mm_cmpgt_ps(vi6, vmax)); vmax = _mm_max_ps(vi6, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm6, vidx), _mm_and_si128(vm6, _mm_set1_epi32(6))); const __m128i vm7 = _mm_castps_si128(_mm_cmpgt_ps(vi7, vmax)); vmax = _mm_max_ps(vi7, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm7, vidx), _mm_and_si128(vm7, _mm_set1_epi32(7))); const __m128i vm8 = _mm_castps_si128(_mm_cmpgt_ps(vi8, vmax)); vmax = _mm_max_ps(vi8, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm8, vidx), _mm_and_si128(vm8, _mm_set1_epi32(8))); _mm_store_ps(ab, vmax); ab += 4; _mm_store_si128((__m128i*) ib, vidx); ib += 4; } } const __m128i v1 = _mm_set1_epi32(1); const __m128i v8 = _mm_set1_epi32(8); __m128i vidx0 = _mm_add_epi32(v1, v8); size_t k = pooling_elements; for (k -= 9; k > 8; k -= 8) { const float* i0 = *input++; const float* i1 = *input++; const float* i2 = *input++; const float* i3 = *input++; const float* i4 = *input++; const float* i5 = *input++; const float* i6 = *input++; const float* i7 = *input++; i0 = (const float*) ((uintptr_t) i0 + input_offset); i1 = (const float*) ((uintptr_t) i1 + input_offset); i2 = (const float*) ((uintptr_t) i2 + input_offset); i3 = (const float*) ((uintptr_t) i3 + input_offset); i4 = (const float*) ((uintptr_t) i4 + input_offset); i5 = (const float*) ((uintptr_t) i5 + input_offset); i6 = (const float*) ((uintptr_t) i6 + input_offset); i7 = (const float*) ((uintptr_t) i7 + input_offset); float* ab = accumulation_buffer; uint32_t* ib = index_buffer; for (size_t c = 0; c < channels; c += 4) { const __m128 vi0 = _mm_loadu_ps(i0); i0 += 4; const __m128 vi1 = _mm_loadu_ps(i1); i1 += 4; const __m128 vi2 = _mm_loadu_ps(i2); i2 += 4; const __m128 vi3 = _mm_loadu_ps(i3); i3 += 4; const __m128 vi4 = _mm_loadu_ps(i4); i4 += 4; const __m128 vi5 = _mm_loadu_ps(i5); i5 += 4; const __m128 vi6 = _mm_loadu_ps(i6); i6 += 4; const __m128 vi7 = _mm_loadu_ps(i7); i7 += 4; __m128 vmax = _mm_load_ps(ab); __m128i vidx = _mm_load_si128((const __m128i*) ib); const __m128i vm0 = _mm_castps_si128(_mm_cmpgt_ps(vi0, vmax)); vmax = _mm_max_ps(vi0, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm0, vidx), _mm_and_si128(vm0, vidx0)); const __m128i vm1 = _mm_castps_si128(_mm_cmpgt_ps(vi1, vmax)); const __m128i vidx1 = _mm_add_epi32(vidx0, v1); vmax = _mm_max_ps(vi1, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm1, vidx), _mm_and_si128(vm1, vidx1)); const __m128i vm2 = _mm_castps_si128(_mm_cmpgt_ps(vi2, vmax)); const __m128i vidx2 = _mm_add_epi32(vidx1, v1); vmax = _mm_max_ps(vi2, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm2, vidx), _mm_and_si128(vm2, vidx2)); const __m128i vm3 = _mm_castps_si128(_mm_cmpgt_ps(vi3, vmax)); const __m128i vidx3 = _mm_add_epi32(vidx2, v1); vmax = _mm_max_ps(vi3, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm3, vidx), _mm_and_si128(vm3, vidx3)); const __m128i vm4 = _mm_castps_si128(_mm_cmpgt_ps(vi4, vmax)); const __m128i vidx4 = _mm_add_epi32(vidx3, v1); vmax = _mm_max_ps(vi4, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm4, vidx), _mm_and_si128(vm4, vidx4)); const __m128i vm5 = _mm_castps_si128(_mm_cmpgt_ps(vi5, vmax)); const __m128i vidx5 = _mm_add_epi32(vidx4, v1); vmax = _mm_max_ps(vi5, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm5, vidx), _mm_and_si128(vm5, vidx5)); const __m128i vm6 = _mm_castps_si128(_mm_cmpgt_ps(vi6, vmax)); const __m128i vidx6 = _mm_add_epi32(vidx5, v1); vmax = _mm_max_ps(vi6, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm6, vidx), _mm_and_si128(vm6, vidx6)); const __m128i vm7 = _mm_castps_si128(_mm_cmpgt_ps(vi7, vmax)); const __m128i vidx7 = _mm_add_epi32(vidx6, v1); vmax = _mm_max_ps(vi7, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm7, vidx), _mm_and_si128(vm7, vidx7)); _mm_store_ps(ab, vmax); ab += 4; _mm_store_si128((__m128i*) ib, vidx); ib += 4; } vidx0 = _mm_add_epi32(vidx0, v8); } float* o = output; uint32_t* i = index; { const float* i0 = input[0]; const float* i1 = input[1]; const float* i2 = input[2]; const float* i3 = input[3]; const float* i4 = input[4]; const float* i5 = input[5]; const float* i6 = input[6]; const float* i7 = input[7]; i0 = (const float*) ((uintptr_t) i0 + input_offset); i1 = (const float*) ((uintptr_t) i1 + input_offset); i2 = (const float*) ((uintptr_t) i2 + input_offset); i3 = (const float*) ((uintptr_t) i3 + input_offset); i4 = (const float*) ((uintptr_t) i4 + input_offset); i5 = (const float*) ((uintptr_t) i5 + input_offset); i6 = (const float*) ((uintptr_t) i6 + input_offset); i7 = (const float*) ((uintptr_t) i7 + input_offset); input = (const float**) ((uintptr_t) input + input_increment); if (k < 2) { i1 = i0; } if (k <= 2) { i2 = i0; } if (k < 4) { i3 = i0; } if (k <= 4) { i4 = i0; } if (k < 6) { i5 = i0; } if (k <= 6) { i6 = i0; } if (k != 8) { i7 = i0; } size_t c = channels; float* ab = accumulation_buffer; uint32_t* ib = index_buffer; for (; c >= 4; c -= 4) { const __m128 vi0 = _mm_loadu_ps(i0); i0 += 4; const __m128 vi1 = _mm_loadu_ps(i1); i1 += 4; const __m128 vi2 = _mm_loadu_ps(i2); i2 += 4; const __m128 vi3 = _mm_loadu_ps(i3); i3 += 4; const __m128 vi4 = _mm_loadu_ps(i4); i4 += 4; const __m128 vi5 = _mm_loadu_ps(i5); i5 += 4; const __m128 vi6 = _mm_loadu_ps(i6); i6 += 4; const __m128 vi7 = _mm_loadu_ps(i7); i7 += 4; __m128 vmax = _mm_load_ps(ab); ab += 4; __m128i vidx = _mm_load_si128((const __m128i*) ib); ib += 4; const __m128i vm0 = _mm_castps_si128(_mm_cmpgt_ps(vi0, vmax)); vmax = _mm_max_ps(vi0, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm0, vidx), _mm_and_si128(vm0, vidx0)); const __m128i vm1 = _mm_castps_si128(_mm_cmpgt_ps(vi1, vmax)); const __m128i vidx1 = _mm_add_epi32(vidx0, v1); vmax = _mm_max_ps(vi1, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm1, vidx), _mm_and_si128(vm1, vidx1)); const __m128i vm2 = _mm_castps_si128(_mm_cmpgt_ps(vi2, vmax)); const __m128i vidx2 = _mm_add_epi32(vidx1, v1); vmax = _mm_max_ps(vi2, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm2, vidx), _mm_and_si128(vm2, vidx2)); const __m128i vm3 = _mm_castps_si128(_mm_cmpgt_ps(vi3, vmax)); const __m128i vidx3 = _mm_add_epi32(vidx2, v1); vmax = _mm_max_ps(vi3, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm3, vidx), _mm_and_si128(vm3, vidx3)); const __m128i vm4 = _mm_castps_si128(_mm_cmpgt_ps(vi4, vmax)); const __m128i vidx4 = _mm_add_epi32(vidx3, v1); vmax = _mm_max_ps(vi4, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm4, vidx), _mm_and_si128(vm4, vidx4)); const __m128i vm5 = _mm_castps_si128(_mm_cmpgt_ps(vi5, vmax)); const __m128i vidx5 = _mm_add_epi32(vidx4, v1); vmax = _mm_max_ps(vi5, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm5, vidx), _mm_and_si128(vm5, vidx5)); const __m128i vm6 = _mm_castps_si128(_mm_cmpgt_ps(vi6, vmax)); const __m128i vidx6 = _mm_add_epi32(vidx5, v1); vmax = _mm_max_ps(vi6, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm6, vidx), _mm_and_si128(vm6, vidx6)); const __m128i vm7 = _mm_castps_si128(_mm_cmpgt_ps(vi7, vmax)); const __m128i vidx7 = _mm_add_epi32(vidx6, v1); vmax = _mm_max_ps(vi7, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm7, vidx), _mm_and_si128(vm7, vidx7)); _mm_storeu_ps(o, vmax); o += 4; _mm_storeu_si128((__m128i*) i, vidx); i += 4; } if (c != 0) { const __m128 vi0 = _mm_loadu_ps(i0); const __m128 vi1 = _mm_loadu_ps(i1); const __m128 vi2 = _mm_loadu_ps(i2); const __m128 vi3 = _mm_loadu_ps(i3); const __m128 vi4 = _mm_loadu_ps(i4); const __m128 vi5 = _mm_loadu_ps(i5); const __m128 vi6 = _mm_loadu_ps(i6); const __m128 vi7 = _mm_loadu_ps(i7); __m128 vmax = _mm_load_ps(ab); __m128i vidx = _mm_load_si128((const __m128i*) ib); const __m128i vm0 = _mm_castps_si128(_mm_cmpgt_ps(vi0, vmax)); vmax = _mm_max_ps(vi0, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm0, vidx), _mm_and_si128(vm0, vidx0)); const __m128i vm1 = _mm_castps_si128(_mm_cmpgt_ps(vi1, vmax)); const __m128i vidx1 = _mm_add_epi32(vidx0, v1); vmax = _mm_max_ps(vi1, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm1, vidx), _mm_and_si128(vm1, vidx1)); const __m128i vm2 = _mm_castps_si128(_mm_cmpgt_ps(vi2, vmax)); const __m128i vidx2 = _mm_add_epi32(vidx1, v1); vmax = _mm_max_ps(vi2, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm2, vidx), _mm_and_si128(vm2, vidx2)); const __m128i vm3 = _mm_castps_si128(_mm_cmpgt_ps(vi3, vmax)); const __m128i vidx3 = _mm_add_epi32(vidx2, v1); vmax = _mm_max_ps(vi3, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm3, vidx), _mm_and_si128(vm3, vidx3)); const __m128i vm4 = _mm_castps_si128(_mm_cmpgt_ps(vi4, vmax)); const __m128i vidx4 = _mm_add_epi32(vidx3, v1); vmax = _mm_max_ps(vi4, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm4, vidx), _mm_and_si128(vm4, vidx4)); const __m128i vm5 = _mm_castps_si128(_mm_cmpgt_ps(vi5, vmax)); const __m128i vidx5 = _mm_add_epi32(vidx4, v1); vmax = _mm_max_ps(vi5, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm5, vidx), _mm_and_si128(vm5, vidx5)); const __m128i vm6 = _mm_castps_si128(_mm_cmpgt_ps(vi6, vmax)); const __m128i vidx6 = _mm_add_epi32(vidx5, v1); vmax = _mm_max_ps(vi6, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm6, vidx), _mm_and_si128(vm6, vidx6)); const __m128i vm7 = _mm_castps_si128(_mm_cmpgt_ps(vi7, vmax)); const __m128i vidx7 = _mm_add_epi32(vidx6, v1); vmax = _mm_max_ps(vi7, vmax); vidx = _mm_or_si128(_mm_andnot_si128(vm7, vidx), _mm_and_si128(vm7, vidx7)); if (c & 2) { _mm_storel_pi((__m64*) o, vmax); _mm_storel_epi64((__m128i*) i, vidx); vmax = _mm_movehl_ps(vmax, vmax); vidx = _mm_unpackhi_epi64(vidx, vidx); o += 2; i += 2; } if (c & 1) { _mm_store_ss(o, vmax); *i = (uint32_t) _mm_cvtsi128_si32(vidx); o += 1; i += 1; } } } output = (float*) ((uintptr_t) o + output_increment); index = (uint32_t*) i; } while (--output_pixels != 0); }