// Auto-generated file. Do not edit! // Template: src/f16-dwconv/multipass-neonfp16arith.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_f16_dwconv_minmax_ukernel_8f8m9l16c8s4r__neonfp16arith( size_t channels, size_t output_width, const xnn_float16** input, const xnn_float16* weights, xnn_float16* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const xnn_float16* zero, size_t kernel_size, xnn_float16* buffer, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); assert(kernel_size > 8); const float16x8_t vmin = vreinterpretq_f16_u16(vld1q_dup_u16((const uint16_t*) ¶ms->scalar.min)); const float16x8_t vmax = vreinterpretq_f16_u16(vld1q_dup_u16((const uint16_t*) ¶ms->scalar.max)); do { const uint16_t* w = (const uint16_t*) weights; // First pass to process 8 inputs. { uint16_t* b = (uint16_t*) buffer; const uint16_t* i0 = (const uint16_t*) input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != (const uint16_t*) zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = (const uint16_t*) input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != (const uint16_t*) zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = (const uint16_t*) input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != (const uint16_t*) zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = (const uint16_t*) input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != (const uint16_t*) zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } const uint16_t* i4 = (const uint16_t*) input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != (const uint16_t*) zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } const uint16_t* i5 = (const uint16_t*) input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != (const uint16_t*) zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } const uint16_t* i6 = (const uint16_t*) input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != (const uint16_t*) zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } const uint16_t* i7 = (const uint16_t*) input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != (const uint16_t*) zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } input += 8; size_t c = round_up_po2(channels, 4); for (; c >= 16; c -= 16) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vacc89ABCDEFp0 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vi0x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk0x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi0x89ABCDEF, vk0x89ABCDEF); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vi1x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk1x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi1x89ABCDEF, vk1x89ABCDEF); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vi2x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk2x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi2x89ABCDEF, vk2x89ABCDEF); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vi3x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk3x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi3x89ABCDEF, vk3x89ABCDEF); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vi4x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk4x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi4x89ABCDEF, vk4x89ABCDEF); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vi5x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk5x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi5x89ABCDEF, vk5x89ABCDEF); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vi6x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk6x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi6x89ABCDEF, vk6x89ABCDEF); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vi7x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk7x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi7x89ABCDEF, vk7x89ABCDEF); vst1q_u16(b, vreinterpretq_u16_f16(vacc01234567p0)); b += 8; vst1q_u16(b, vreinterpretq_u16_f16(vacc89ABCDEFp0)); b += 8; } for (; c >= 8; c -= 8) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); vst1q_u16(b, vreinterpretq_u16_f16(vacc01234567p0)); b += 8; } if (c != 0) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); vst1q_u16(b, vreinterpretq_u16_f16(vacc01234567p0)); b += 8; } } // Middle pass to process 8 inputs in each iteration. for (size_t ks = kernel_size - 8; ks > 9; ks -= 8) { uint16_t* b = (uint16_t*) buffer; const uint16_t* i0 = (const uint16_t*) input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != (const uint16_t*) zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = (const uint16_t*) input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != (const uint16_t*) zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = (const uint16_t*) input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != (const uint16_t*) zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = (const uint16_t*) input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != (const uint16_t*) zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } const uint16_t* i4 = (const uint16_t*) input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != (const uint16_t*) zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } const uint16_t* i5 = (const uint16_t*) input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != (const uint16_t*) zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } const uint16_t* i6 = (const uint16_t*) input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != (const uint16_t*) zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } const uint16_t* i7 = (const uint16_t*) input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != (const uint16_t*) zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } input += 8; size_t c = round_up_po2(channels, 4); for (; c >= 16; c -= 16) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(b)); float16x8_t vacc89ABCDEFp0 = vreinterpretq_f16_u16(vld1q_u16(b + 8)); const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vi0x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk0x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi0x89ABCDEF, vk0x89ABCDEF); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vi1x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk1x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi1x89ABCDEF, vk1x89ABCDEF); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vi2x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk2x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi2x89ABCDEF, vk2x89ABCDEF); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vi3x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk3x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi3x89ABCDEF, vk3x89ABCDEF); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vi4x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk4x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi4x89ABCDEF, vk4x89ABCDEF); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vi5x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk5x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi5x89ABCDEF, vk5x89ABCDEF); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vi6x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk6x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi6x89ABCDEF, vk6x89ABCDEF); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vi7x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; const float16x8_t vk7x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi7x89ABCDEF, vk7x89ABCDEF); vst1q_u16(b, vreinterpretq_u16_f16(vacc01234567p0)); b += 8; vst1q_u16(b, vreinterpretq_u16_f16(vacc89ABCDEFp0)); b += 8; } for (; c >= 8; c -= 8) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(b)); const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); vst1q_u16(b, vreinterpretq_u16_f16(vacc01234567p0)); b += 8; } if (c != 0) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(b)); const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); vst1q_u16(b, vreinterpretq_u16_f16(vacc01234567p0)); b += 8; } } // Last pass to process up to 9 inputs. { uint16_t* b = (uint16_t*) buffer; const uint16_t* i0 = (const uint16_t*) input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != (const uint16_t*) zero) { i0 = (const uint16_t*) ((uintptr_t) i0 + input_offset); } const uint16_t* i1 = (const uint16_t*) input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != (const uint16_t*) zero) { i1 = (const uint16_t*) ((uintptr_t) i1 + input_offset); } const uint16_t* i2 = (const uint16_t*) input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != (const uint16_t*) zero) { i2 = (const uint16_t*) ((uintptr_t) i2 + input_offset); } const uint16_t* i3 = (const uint16_t*) input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != (const uint16_t*) zero) { i3 = (const uint16_t*) ((uintptr_t) i3 + input_offset); } const uint16_t* i4 = (const uint16_t*) input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != (const uint16_t*) zero) { i4 = (const uint16_t*) ((uintptr_t) i4 + input_offset); } const uint16_t* i5 = (const uint16_t*) input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != (const uint16_t*) zero) { i5 = (const uint16_t*) ((uintptr_t) i5 + input_offset); } const uint16_t* i6 = (const uint16_t*) input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != (const uint16_t*) zero) { i6 = (const uint16_t*) ((uintptr_t) i6 + input_offset); } const uint16_t* i7 = (const uint16_t*) input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != (const uint16_t*) zero) { i7 = (const uint16_t*) ((uintptr_t) i7 + input_offset); } const uint16_t* i8 = (const uint16_t*) input[8]; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != (const uint16_t*) zero) { i8 = (const uint16_t*) ((uintptr_t) i8 + input_offset); } size_t c = channels; for (; c >= 16; c -= 16) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(b)); b += 8; float16x8_t vacc89ABCDEFp0 = vreinterpretq_f16_u16(vld1q_u16(b)); b += 8; const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; const float16x8_t vi0x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk0x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi0x89ABCDEF, vk0x89ABCDEF); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; const float16x8_t vi1x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk1x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi1x89ABCDEF, vk1x89ABCDEF); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; const float16x8_t vi2x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk2x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi2x89ABCDEF, vk2x89ABCDEF); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; const float16x8_t vi3x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk3x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi3x89ABCDEF, vk3x89ABCDEF); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; const float16x8_t vi4x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk4x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi4x89ABCDEF, vk4x89ABCDEF); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; const float16x8_t vi5x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk5x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi5x89ABCDEF, vk5x89ABCDEF); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; const float16x8_t vi6x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk6x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi6x89ABCDEF, vk6x89ABCDEF); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; const float16x8_t vi7x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk7x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi7x89ABCDEF, vk7x89ABCDEF); const float16x8_t vi8x01234567 = vreinterpretq_f16_u16(vld1q_u16(i8)); i8 += 8; const float16x8_t vi8x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i8)); i8 += 8; float16x8_t vk8x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; float16x8_t vk8x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi8x01234567, vk8x01234567); vacc89ABCDEFp0 = vfmaq_f16(vacc89ABCDEFp0, vi8x89ABCDEF, vk8x89ABCDEF); float16x8_t vacc01234567 = vmaxq_f16(vacc01234567p0, vmin); float16x8_t vacc89ABCDEF = vmaxq_f16(vacc89ABCDEFp0, vmin); vacc01234567 = vminq_f16(vacc01234567, vmax); vacc89ABCDEF = vminq_f16(vacc89ABCDEF, vmax); vst1q_u16((uint16_t*) output, vreinterpretq_u16_f16(vacc01234567)); output = (xnn_float16*) output + 8; vst1q_u16((uint16_t*) output, vreinterpretq_u16_f16(vacc89ABCDEF)); output = (xnn_float16*) output + 8; } for (; c >= 8; c -= 8) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(b)); b += 8; const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); i0 += 8; float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); i1 += 8; float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); i2 += 8; float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); i3 += 8; float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); i4 += 8; float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); i5 += 8; float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); i6 += 8; float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); i7 += 8; float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); const float16x8_t vi8x01234567 = vreinterpretq_f16_u16(vld1q_u16(i8)); i8 += 8; float16x8_t vk8x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi8x01234567, vk8x01234567); float16x8_t vacc01234567 = vmaxq_f16(vacc01234567p0, vmin); vacc01234567 = vminq_f16(vacc01234567, vmax); vst1q_u16((uint16_t*) output, vreinterpretq_u16_f16(vacc01234567)); output = (xnn_float16*) output + 8; } if XNN_UNLIKELY(c != 0) { float16x8_t vacc01234567p0 = vreinterpretq_f16_u16(vld1q_u16(b)); const float16x8_t vi0x01234567 = vreinterpretq_f16_u16(vld1q_u16(i0)); float16x8_t vk0x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi0x01234567, vk0x01234567); const float16x8_t vi1x01234567 = vreinterpretq_f16_u16(vld1q_u16(i1)); float16x8_t vk1x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi1x01234567, vk1x01234567); const float16x8_t vi2x01234567 = vreinterpretq_f16_u16(vld1q_u16(i2)); float16x8_t vk2x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi2x01234567, vk2x01234567); const float16x8_t vi3x01234567 = vreinterpretq_f16_u16(vld1q_u16(i3)); float16x8_t vk3x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi3x01234567, vk3x01234567); const float16x8_t vi4x01234567 = vreinterpretq_f16_u16(vld1q_u16(i4)); float16x8_t vk4x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi4x01234567, vk4x01234567); const float16x8_t vi5x01234567 = vreinterpretq_f16_u16(vld1q_u16(i5)); float16x8_t vk5x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi5x01234567, vk5x01234567); const float16x8_t vi6x01234567 = vreinterpretq_f16_u16(vld1q_u16(i6)); float16x8_t vk6x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi6x01234567, vk6x01234567); const float16x8_t vi7x01234567 = vreinterpretq_f16_u16(vld1q_u16(i7)); float16x8_t vk7x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi7x01234567, vk7x01234567); const float16x8_t vi8x01234567 = vreinterpretq_f16_u16(vld1q_u16(i8)); float16x8_t vk8x01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; vacc01234567p0 = vfmaq_f16(vacc01234567p0, vi8x01234567, vk8x01234567); float16x8_t vacc01234567 = vmaxq_f16(vacc01234567p0, vmin); vacc01234567 = vminq_f16(vacc01234567, vmax); float16x4_t vacc0123 = vget_low_f16(vacc01234567); if (c & 4) { vst1_u16((uint16_t*) output, vreinterpret_u16_f16(vacc0123)); output = (xnn_float16*) output + 4; vacc0123 = vget_high_f16(vacc01234567); } if (c & 2) { vst1_lane_u32((void*) output, vreinterpret_u32_f16(vacc0123), 0); output = (xnn_float16*) output + 2; vacc0123 = vext_f16(vacc0123, vacc0123, 2); } if (c & 1) { vst1_lane_u16((uint16_t*) output, vreinterpret_u16_f16(vacc0123), 0); output = (xnn_float16*) output + 1; } } } input = (const xnn_float16**) ((uintptr_t) input + input_stride); output = (xnn_float16*) ((uintptr_t) output + output_increment); } while (--output_width != 0); }