// Auto-generated file. Do not edit! // Template: src/f32-dwconv/multipass-neon.c.in // Generator: tools/xngen // // Copyright 2022 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 #include #include "xnnpack/dwconv.h" #include "xnnpack/math.h" void xnn_f32_dwconv_minmax_ukernel_5f5m5l8c4s4r__neonfma_acc2( size_t channels, size_t output_width, const float** input, const float* weights, float* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const float* zero, size_t kernel_size, float* buffer, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); assert(kernel_size > 5); const float32x4_t vmax = vld1q_dup_f32(¶ms->scalar.max); const float32x4_t vmin = vld1q_dup_f32(¶ms->scalar.min); do { const float* w = weights; // First pass to process 5 inputs. { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } input += 5; // Process c channels and write to buffer. size_t c = round_up_po2(channels, 4); for (; c >= 8; c -= 8) { float32x4_t vacc0123p0 = vld1q_f32(w); w += 4; float32x4_t vacc4567p0 = vld1q_f32(w); w += 4; const float32x4_t vi0x0123 = vld1q_f32(i0); i0 += 4; const float32x4_t vi0x4567 = vld1q_f32(i0); i0 += 4; const float32x4_t vk0x0123 = vld1q_f32(w); w += 4; const float32x4_t vk0x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi0x0123, vk0x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi0x4567, vk0x4567); const float32x4_t vi1x0123 = vld1q_f32(i1); i1 += 4; const float32x4_t vi1x4567 = vld1q_f32(i1); i1 += 4; const float32x4_t vk1x0123 = vld1q_f32(w); w += 4; const float32x4_t vk1x4567 = vld1q_f32(w); w += 4; float32x4_t vacc0123p1 = vmulq_f32(vi1x0123, vk1x0123); float32x4_t vacc4567p1 = vmulq_f32(vi1x4567, vk1x4567); const float32x4_t vi2x0123 = vld1q_f32(i2); i2 += 4; const float32x4_t vi2x4567 = vld1q_f32(i2); i2 += 4; const float32x4_t vk2x0123 = vld1q_f32(w); w += 4; const float32x4_t vk2x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi2x0123, vk2x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi2x4567, vk2x4567); const float32x4_t vi3x0123 = vld1q_f32(i3); i3 += 4; const float32x4_t vi3x4567 = vld1q_f32(i3); i3 += 4; const float32x4_t vk3x0123 = vld1q_f32(w); w += 4; const float32x4_t vk3x4567 = vld1q_f32(w); w += 4; vacc0123p1 = vfmaq_f32(vacc0123p1, vi3x0123, vk3x0123); vacc4567p1 = vfmaq_f32(vacc4567p1, vi3x4567, vk3x4567); const float32x4_t vi4x0123 = vld1q_f32(i4); i4 += 4; const float32x4_t vi4x4567 = vld1q_f32(i4); i4 += 4; const float32x4_t vk4x0123 = vld1q_f32(w); w += 4; const float32x4_t vk4x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi4x0123, vk4x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi4x4567, vk4x4567); // Add up all accumulators to vacc0123p0 vacc0123p0 = vaddq_f32(vacc0123p0, vacc0123p1); vacc4567p0 = vaddq_f32(vacc4567p0, vacc4567p1); vst1q_f32(b, vacc0123p0); b += 4; vst1q_f32(b, vacc4567p0); b += 4; } if (c != 0) { float32x4_t vacc0123p0 = vld1q_f32(w); w += 4; const float32x4_t vi0x0123 = vld1q_f32(i0); i0 += 4; const float32x4_t vk0x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi0x0123, vk0x0123); const float32x4_t vi1x0123 = vld1q_f32(i1); i1 += 4; const float32x4_t vk1x0123 = vld1q_f32(w); w += 4; float32x4_t vacc0123p1 = vmulq_f32(vi1x0123, vk1x0123); const float32x4_t vi2x0123 = vld1q_f32(i2); i2 += 4; const float32x4_t vk2x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi2x0123, vk2x0123); const float32x4_t vi3x0123 = vld1q_f32(i3); i3 += 4; const float32x4_t vk3x0123 = vld1q_f32(w); w += 4; vacc0123p1 = vfmaq_f32(vacc0123p1, vi3x0123, vk3x0123); const float32x4_t vi4x0123 = vld1q_f32(i4); i4 += 4; const float32x4_t vk4x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi4x0123, vk4x0123); // Add up all accumulators to vacc0123p0 vacc0123p0 = vaddq_f32(vacc0123p0, vacc0123p1); vst1q_f32(b, vacc0123p0); b += 4; } } // Middle pass to process 5 inputs in each iteration. for (size_t ks = kernel_size - 5; ks > 5; ks -= 5) { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } input += 5; size_t c = round_up_po2(channels, 4); for (; c >= 8; c -= 8) { float32x4_t vacc0123p0 = vld1q_f32(b); float32x4_t vacc4567p0 = vld1q_f32(b + 4); const float32x4_t vi0x0123 = vld1q_f32(i0); i0 += 4; const float32x4_t vi0x4567 = vld1q_f32(i0); i0 += 4; const float32x4_t vk0x0123 = vld1q_f32(w); w += 4; const float32x4_t vk0x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi0x0123, vk0x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi0x4567, vk0x4567); const float32x4_t vi1x0123 = vld1q_f32(i1); i1 += 4; const float32x4_t vi1x4567 = vld1q_f32(i1); i1 += 4; const float32x4_t vk1x0123 = vld1q_f32(w); w += 4; const float32x4_t vk1x4567 = vld1q_f32(w); w += 4; float32x4_t vacc0123p1 = vmulq_f32(vi1x0123, vk1x0123); float32x4_t vacc4567p1 = vmulq_f32(vi1x4567, vk1x4567); const float32x4_t vi2x0123 = vld1q_f32(i2); i2 += 4; const float32x4_t vi2x4567 = vld1q_f32(i2); i2 += 4; const float32x4_t vk2x0123 = vld1q_f32(w); w += 4; const float32x4_t vk2x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi2x0123, vk2x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi2x4567, vk2x4567); const float32x4_t vi3x0123 = vld1q_f32(i3); i3 += 4; const float32x4_t vi3x4567 = vld1q_f32(i3); i3 += 4; const float32x4_t vk3x0123 = vld1q_f32(w); w += 4; const float32x4_t vk3x4567 = vld1q_f32(w); w += 4; vacc0123p1 = vfmaq_f32(vacc0123p1, vi3x0123, vk3x0123); vacc4567p1 = vfmaq_f32(vacc4567p1, vi3x4567, vk3x4567); const float32x4_t vi4x0123 = vld1q_f32(i4); i4 += 4; const float32x4_t vi4x4567 = vld1q_f32(i4); i4 += 4; const float32x4_t vk4x0123 = vld1q_f32(w); w += 4; const float32x4_t vk4x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi4x0123, vk4x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi4x4567, vk4x4567); // Add up all accumulators to vacc0123p0 vacc0123p0 = vaddq_f32(vacc0123p0, vacc0123p1); vacc4567p0 = vaddq_f32(vacc4567p0, vacc4567p1); vst1q_f32(b, vacc0123p0); b += 4; vst1q_f32(b, vacc4567p0); b += 4; } if (c != 0) { float32x4_t vacc0123p0 = vld1q_f32(b); const float32x4_t vi0x0123 = vld1q_f32(i0); i0 += 4; const float32x4_t vk0x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi0x0123, vk0x0123); const float32x4_t vi1x0123 = vld1q_f32(i1); i1 += 4; const float32x4_t vk1x0123 = vld1q_f32(w); w += 4; float32x4_t vacc0123p1 = vmulq_f32(vi1x0123, vk1x0123); const float32x4_t vi2x0123 = vld1q_f32(i2); i2 += 4; const float32x4_t vk2x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi2x0123, vk2x0123); const float32x4_t vi3x0123 = vld1q_f32(i3); i3 += 4; const float32x4_t vk3x0123 = vld1q_f32(w); w += 4; vacc0123p1 = vfmaq_f32(vacc0123p1, vi3x0123, vk3x0123); const float32x4_t vi4x0123 = vld1q_f32(i4); i4 += 4; const float32x4_t vk4x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi4x0123, vk4x0123); // Add up all accumulators to vacc0123p0 vacc0123p0 = vaddq_f32(vacc0123p0, vacc0123p1); vst1q_f32(b, vacc0123p0); b += 4; } } // Last pass to process up to 5 inputs. { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } size_t c = channels; for (; c >= 8; c -= 8) { float32x4_t vacc0123p0 = vld1q_f32(b); b += 4; float32x4_t vacc4567p0 = vld1q_f32(b); b += 4; const float32x4_t vi0x0123 = vld1q_f32(i0); i0 += 4; const float32x4_t vi0x4567 = vld1q_f32(i0); i0 += 4; float32x4_t vk0x0123 = vld1q_f32(w); w += 4; float32x4_t vk0x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi0x0123, vk0x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi0x4567, vk0x4567); const float32x4_t vi1x0123 = vld1q_f32(i1); i1 += 4; const float32x4_t vi1x4567 = vld1q_f32(i1); i1 += 4; float32x4_t vk1x0123 = vld1q_f32(w); w += 4; float32x4_t vk1x4567 = vld1q_f32(w); w += 4; float32x4_t vacc0123p1 = vmulq_f32(vi1x0123, vk1x0123); float32x4_t vacc4567p1 = vmulq_f32(vi1x4567, vk1x4567); const float32x4_t vi2x0123 = vld1q_f32(i2); i2 += 4; const float32x4_t vi2x4567 = vld1q_f32(i2); i2 += 4; float32x4_t vk2x0123 = vld1q_f32(w); w += 4; float32x4_t vk2x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi2x0123, vk2x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi2x4567, vk2x4567); const float32x4_t vi3x0123 = vld1q_f32(i3); i3 += 4; const float32x4_t vi3x4567 = vld1q_f32(i3); i3 += 4; float32x4_t vk3x0123 = vld1q_f32(w); w += 4; float32x4_t vk3x4567 = vld1q_f32(w); w += 4; vacc0123p1 = vfmaq_f32(vacc0123p1, vi3x0123, vk3x0123); vacc4567p1 = vfmaq_f32(vacc4567p1, vi3x4567, vk3x4567); const float32x4_t vi4x0123 = vld1q_f32(i4); i4 += 4; const float32x4_t vi4x4567 = vld1q_f32(i4); i4 += 4; float32x4_t vk4x0123 = vld1q_f32(w); w += 4; float32x4_t vk4x4567 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi4x0123, vk4x0123); vacc4567p0 = vfmaq_f32(vacc4567p0, vi4x4567, vk4x4567); // Add up all accumulators to vacc0123p0 vacc0123p0 = vaddq_f32(vacc0123p0, vacc0123p1); vacc4567p0 = vaddq_f32(vacc4567p0, vacc4567p1); float32x4_t vacc0123 = vmaxq_f32(vacc0123p0, vmin); float32x4_t vacc4567 = vmaxq_f32(vacc4567p0, vmin); vacc0123 = vminq_f32(vacc0123, vmax); vacc4567 = vminq_f32(vacc4567, vmax); vst1q_f32(output, vacc0123); output += 4; vst1q_f32(output, vacc4567); output += 4; } for (; c >= 4; c -= 4) { float32x4_t vacc0123p0 = vld1q_f32(b); b += 4; const float32x4_t vi0x0123 = vld1q_f32(i0); i0 += 4; float32x4_t vk0x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi0x0123, vk0x0123); const float32x4_t vi1x0123 = vld1q_f32(i1); i1 += 4; float32x4_t vk1x0123 = vld1q_f32(w); w += 4; float32x4_t vacc0123p1 = vmulq_f32(vi1x0123, vk1x0123); const float32x4_t vi2x0123 = vld1q_f32(i2); i2 += 4; float32x4_t vk2x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi2x0123, vk2x0123); const float32x4_t vi3x0123 = vld1q_f32(i3); i3 += 4; float32x4_t vk3x0123 = vld1q_f32(w); w += 4; vacc0123p1 = vfmaq_f32(vacc0123p1, vi3x0123, vk3x0123); const float32x4_t vi4x0123 = vld1q_f32(i4); i4 += 4; float32x4_t vk4x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi4x0123, vk4x0123); // Add up all accumulators to vacc0123p0 vacc0123p0 = vaddq_f32(vacc0123p0, vacc0123p1); float32x4_t vacc0123 = vmaxq_f32(vacc0123p0, vmin); vacc0123 = vminq_f32(vacc0123, vmax); vst1q_f32(output, vacc0123); output += 4; } if XNN_UNLIKELY(c != 0) { float32x4_t vacc0123p0 = vld1q_f32(b); const float32x4_t vi0x0123 = vld1q_f32(i0); float32x4_t vk0x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi0x0123, vk0x0123); const float32x4_t vi1x0123 = vld1q_f32(i1); float32x4_t vk1x0123 = vld1q_f32(w); w += 4; float32x4_t vacc0123p1 = vmulq_f32(vi1x0123, vk1x0123); const float32x4_t vi2x0123 = vld1q_f32(i2); float32x4_t vk2x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi2x0123, vk2x0123); const float32x4_t vi3x0123 = vld1q_f32(i3); float32x4_t vk3x0123 = vld1q_f32(w); w += 4; vacc0123p1 = vfmaq_f32(vacc0123p1, vi3x0123, vk3x0123); const float32x4_t vi4x0123 = vld1q_f32(i4); float32x4_t vk4x0123 = vld1q_f32(w); w += 4; vacc0123p0 = vfmaq_f32(vacc0123p0, vi4x0123, vk4x0123); // Add up all accumulators to vacc0123p0 vacc0123p0 = vaddq_f32(vacc0123p0, vacc0123p1); float32x4_t vacc0123 = vmaxq_f32(vacc0123p0, vmin); vacc0123 = vminq_f32(vacc0123, vmax); float32x2_t vacc01 = vget_low_f32(vacc0123); if (c & 2) { vst1_f32(output, vacc01); output += 2; vacc01 = vget_high_f32(vacc0123); } if (c & 1) { vst1_lane_f32(output, vacc01, 0); output += 1; } } } input = (const float**) ((uintptr_t) input + input_stride); output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); }