// 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. #include #include #include void xnn_f32_argmaxpool_ukernel_9p8x__neon_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_OOB_READS { 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 float32x4_t vi0 = vld1q_f32(i0); i0 += 4; const float32x4_t vi1 = vld1q_f32(i1); i1 += 4; const float32x4_t vi2 = vld1q_f32(i2); i2 += 4; const float32x4_t vi3 = vld1q_f32(i3); i3 += 4; const float32x4_t vi4 = vld1q_f32(i4); i4 += 4; const float32x4_t vi5 = vld1q_f32(i5); i5 += 4; const float32x4_t vi6 = vld1q_f32(i6); i6 += 4; const float32x4_t vi7 = vld1q_f32(i7); i7 += 4; const float32x4_t vi8 = vld1q_f32(i8); i8 += 4; float32x4_t vmax = vi0; uint32x4_t vidx = vmovq_n_u32(0); const uint32x4_t vm1 = vcgtq_f32(vi1, vmax); vmax = vbslq_f32(vm1, vi1, vmax); vidx = vbslq_u32(vm1, vmovq_n_u32(1), vidx); const uint32x4_t vm2 = vcgtq_f32(vi2, vmax); vmax = vbslq_f32(vm2, vi2, vmax); vidx = vbslq_u32(vm2, vmovq_n_u32(2), vidx); const uint32x4_t vm3 = vcgtq_f32(vi3, vmax); vmax = vbslq_f32(vm3, vi3, vmax); vidx = vbslq_u32(vm3, vmovq_n_u32(3), vidx); const uint32x4_t vm4 = vcgtq_f32(vi4, vmax); vmax = vbslq_f32(vm4, vi4, vmax); vidx = vbslq_u32(vm4, vmovq_n_u32(4), vidx); const uint32x4_t vm5 = vcgtq_f32(vi5, vmax); vmax = vbslq_f32(vm5, vi5, vmax); vidx = vbslq_u32(vm5, vmovq_n_u32(5), vidx); const uint32x4_t vm6 = vcgtq_f32(vi6, vmax); vmax = vbslq_f32(vm6, vi6, vmax); vidx = vbslq_u32(vm6, vmovq_n_u32(6), vidx); const uint32x4_t vm7 = vcgtq_f32(vi7, vmax); vmax = vbslq_f32(vm7, vi7, vmax); vidx = vbslq_u32(vm7, vmovq_n_u32(7), vidx); const uint32x4_t vm8 = vcgtq_f32(vi8, vmax); vmax = vbslq_f32(vm8, vi8, vmax); vidx = vbslq_u32(vm8, vmovq_n_u32(8), vidx); vst1q_f32(ab, vmax); ab += 4; vst1q_u32(ib, vidx); ib += 4; } } const uint32x4_t v1 = vmovq_n_u32(1); const uint32x4_t v8 = vmovq_n_u32(8); uint32x4_t vidx0 = vaddq_u32(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 float32x4_t vi0 = vld1q_f32(i0); i0 += 4; const float32x4_t vi1 = vld1q_f32(i1); i1 += 4; const float32x4_t vi2 = vld1q_f32(i2); i2 += 4; const float32x4_t vi3 = vld1q_f32(i3); i3 += 4; const float32x4_t vi4 = vld1q_f32(i4); i4 += 4; const float32x4_t vi5 = vld1q_f32(i5); i5 += 4; const float32x4_t vi6 = vld1q_f32(i6); i6 += 4; const float32x4_t vi7 = vld1q_f32(i7); i7 += 4; float32x4_t vmax = vld1q_f32(ab); uint32x4_t vidx = vld1q_u32(ib); const uint32x4_t vm0 = vcgtq_f32(vi0, vmax); vmax = vbslq_f32(vm0, vi0, vmax); vidx = vbslq_u32(vm0, vidx0, vidx); const uint32x4_t vm1 = vcgtq_f32(vi1, vmax); const uint32x4_t vidx1 = vaddq_u32(vidx0, v1); vmax = vbslq_f32(vm1, vi1, vmax); vidx = vbslq_u32(vm1, vidx1, vidx); const uint32x4_t vm2 = vcgtq_f32(vi2, vmax); const uint32x4_t vidx2 = vaddq_u32(vidx1, v1); vmax = vbslq_f32(vm2, vi2, vmax); vidx = vbslq_u32(vm2, vidx2, vidx); const uint32x4_t vm3 = vcgtq_f32(vi3, vmax); const uint32x4_t vidx3 = vaddq_u32(vidx2, v1); vmax = vbslq_f32(vm3, vi3, vmax); vidx = vbslq_u32(vm3, vidx3, vidx); const uint32x4_t vm4 = vcgtq_f32(vi4, vmax); const uint32x4_t vidx4 = vaddq_u32(vidx3, v1); vmax = vbslq_f32(vm4, vi4, vmax); vidx = vbslq_u32(vm4, vidx4, vidx); const uint32x4_t vm5 = vcgtq_f32(vi5, vmax); const uint32x4_t vidx5 = vaddq_u32(vidx4, v1); vmax = vbslq_f32(vm5, vi5, vmax); vidx = vbslq_u32(vm5, vidx5, vidx); const uint32x4_t vm6 = vcgtq_f32(vi6, vmax); const uint32x4_t vidx6 = vaddq_u32(vidx5, v1); vmax = vbslq_f32(vm6, vi6, vmax); vidx = vbslq_u32(vm6, vidx6, vidx); const uint32x4_t vm7 = vcgtq_f32(vi7, vmax); const uint32x4_t vidx7 = vaddq_u32(vidx6, v1); vmax = vbslq_f32(vm7, vi7, vmax); vidx = vbslq_u32(vm7, vidx7, vidx); vst1q_f32(ab, vmax); ab += 4; vst1q_u32(ib, vidx); ib += 4; } vidx0 = vaddq_u32(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 float32x4_t vi0 = vld1q_f32(i0); i0 += 4; const float32x4_t vi1 = vld1q_f32(i1); i1 += 4; const float32x4_t vi2 = vld1q_f32(i2); i2 += 4; const float32x4_t vi3 = vld1q_f32(i3); i3 += 4; const float32x4_t vi4 = vld1q_f32(i4); i4 += 4; const float32x4_t vi5 = vld1q_f32(i5); i5 += 4; const float32x4_t vi6 = vld1q_f32(i6); i6 += 4; const float32x4_t vi7 = vld1q_f32(i7); i7 += 4; float32x4_t vmax = vld1q_f32(ab); ab += 4; uint32x4_t vidx = vld1q_u32(ib); ib += 4; const uint32x4_t vm0 = vcgtq_f32(vi0, vmax); vmax = vbslq_f32(vm0, vi0, vmax); vidx = vbslq_u32(vm0, vidx0, vidx); const uint32x4_t vm1 = vcgtq_f32(vi1, vmax); const uint32x4_t vidx1 = vaddq_u32(vidx0, v1); vmax = vbslq_f32(vm1, vi1, vmax); vidx = vbslq_u32(vm1, vidx1, vidx); const uint32x4_t vm2 = vcgtq_f32(vi2, vmax); const uint32x4_t vidx2 = vaddq_u32(vidx1, v1); vmax = vbslq_f32(vm2, vi2, vmax); vidx = vbslq_u32(vm2, vidx2, vidx); const uint32x4_t vm3 = vcgtq_f32(vi3, vmax); const uint32x4_t vidx3 = vaddq_u32(vidx2, v1); vmax = vbslq_f32(vm3, vi3, vmax); vidx = vbslq_u32(vm3, vidx3, vidx); const uint32x4_t vm4 = vcgtq_f32(vi4, vmax); const uint32x4_t vidx4 = vaddq_u32(vidx3, v1); vmax = vbslq_f32(vm4, vi4, vmax); vidx = vbslq_u32(vm4, vidx4, vidx); const uint32x4_t vm5 = vcgtq_f32(vi5, vmax); const uint32x4_t vidx5 = vaddq_u32(vidx4, v1); vmax = vbslq_f32(vm5, vi5, vmax); vidx = vbslq_u32(vm5, vidx5, vidx); const uint32x4_t vm6 = vcgtq_f32(vi6, vmax); const uint32x4_t vidx6 = vaddq_u32(vidx5, v1); vmax = vbslq_f32(vm6, vi6, vmax); vidx = vbslq_u32(vm6, vidx6, vidx); const uint32x4_t vm7 = vcgtq_f32(vi7, vmax); const uint32x4_t vidx7 = vaddq_u32(vidx6, v1); vmax = vbslq_f32(vm7, vi7, vmax); vidx = vbslq_u32(vm7, vidx7, vidx); vst1q_f32(o, vmax); o += 4; vst1q_u32(i, vidx); i += 4; } if (c != 0) { const float32x4_t vi0 = vld1q_f32(i0); const float32x4_t vi1 = vld1q_f32(i1); const float32x4_t vi2 = vld1q_f32(i2); const float32x4_t vi3 = vld1q_f32(i3); const float32x4_t vi4 = vld1q_f32(i4); const float32x4_t vi5 = vld1q_f32(i5); const float32x4_t vi6 = vld1q_f32(i6); const float32x4_t vi7 = vld1q_f32(i7); float32x4_t vmax = vld1q_f32(ab); uint32x4_t vidx = vld1q_u32(ib); const uint32x4_t vm0 = vcgtq_f32(vi0, vmax); vmax = vbslq_f32(vm0, vi0, vmax); vidx = vbslq_u32(vm0, vidx0, vidx); const uint32x4_t vm1 = vcgtq_f32(vi1, vmax); const uint32x4_t vidx1 = vaddq_u32(vidx0, v1); vmax = vbslq_f32(vm1, vi1, vmax); vidx = vbslq_u32(vm1, vidx1, vidx); const uint32x4_t vm2 = vcgtq_f32(vi2, vmax); const uint32x4_t vidx2 = vaddq_u32(vidx1, v1); vmax = vbslq_f32(vm2, vi2, vmax); vidx = vbslq_u32(vm2, vidx2, vidx); const uint32x4_t vm3 = vcgtq_f32(vi3, vmax); const uint32x4_t vidx3 = vaddq_u32(vidx2, v1); vmax = vbslq_f32(vm3, vi3, vmax); vidx = vbslq_u32(vm3, vidx3, vidx); const uint32x4_t vm4 = vcgtq_f32(vi4, vmax); const uint32x4_t vidx4 = vaddq_u32(vidx3, v1); vmax = vbslq_f32(vm4, vi4, vmax); vidx = vbslq_u32(vm4, vidx4, vidx); const uint32x4_t vm5 = vcgtq_f32(vi5, vmax); const uint32x4_t vidx5 = vaddq_u32(vidx4, v1); vmax = vbslq_f32(vm5, vi5, vmax); vidx = vbslq_u32(vm5, vidx5, vidx); const uint32x4_t vm6 = vcgtq_f32(vi6, vmax); const uint32x4_t vidx6 = vaddq_u32(vidx5, v1); vmax = vbslq_f32(vm6, vi6, vmax); vidx = vbslq_u32(vm6, vidx6, vidx); const uint32x4_t vm7 = vcgtq_f32(vi7, vmax); const uint32x4_t vidx7 = vaddq_u32(vidx6, v1); vmax = vbslq_f32(vm7, vi7, vmax); vidx = vbslq_u32(vm7, vidx7, vidx); float32x2_t vmax_lo = vget_low_f32(vmax); uint32x2_t vidx_lo = vget_low_u32(vidx); if (c & 2) { vst1_f32(o, vmax_lo); o += 2; vst1_u32(i, vidx_lo); i += 2; vmax_lo = vget_high_f32(vmax); vidx_lo = vget_high_u32(vidx); } if (c & 1) { vst1_lane_f32(o, vmax_lo, 0); o += 1; vst1_lane_u32(i, vidx_lo, 0); i += 1; } } } output = (float*) ((uintptr_t) o + output_increment); index = (uint32_t*) i; } while (--output_pixels != 0); }