| // 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 <assert.h> |
| |
| #include <arm_neon.h> |
| |
| #include <xnnpack/argmaxpool.h> |
| |
| |
| 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); |
| } |