// 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 void xnn_f16_conv_hwc2chw_ukernel_3x3s2p1c3x4__neonfp16arith_2x2( size_t input_height, size_t input_width, size_t output_y_start, size_t output_y_end, const void* input, const void* zero, const void* weights, void* output, size_t input_padding_top, size_t output_channels, size_t output_height_stride, size_t output_channel_stride, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(input_width != 0); assert(output_y_end > output_y_start); assert(input_padding_top <= 1); assert(output_channels != 0); const size_t input_height_stride = input_width * 3 /* channels */ * sizeof(uint16_t); const size_t input_width_increment = round_down_po2(input_width, 4) * 3 /* channels */ * sizeof(uint16_t); const size_t output_width = (input_width + 1) / 2; const size_t output_channel_increment = output_channel_stride * 4 - output_width * sizeof(uint16_t); // Adjustment for padding processed below const uint16_t* i0 = (const uint16_t*) ((uintptr_t) input + input_height_stride * (output_y_start * 2 - input_padding_top)); const uint16_t* i1 = (const uint16_t*) ((uintptr_t) i0 + input_height_stride); const uint16_t* i2 = (const uint16_t*) ((uintptr_t) i1 + input_height_stride); const uint16_t* i3 = (const uint16_t*) ((uintptr_t) i2 + input_height_stride); const uint16_t* i4 = (const uint16_t*) ((uintptr_t) i3 + input_height_stride); uint16_t* output0 = (uint16_t*) ((uintptr_t) output + output_height_stride * output_y_start); uint16_t* output1 = (uint16_t*) ((uintptr_t) output0 + output_height_stride); if XNN_UNPREDICTABLE(output_y_start < input_padding_top) { i0 = zero; } const float16x4_t vmax = vreinterpret_f16_u16(vld1_dup_u16(¶ms->fp16arith.max)); const float16x4_t vmin = vreinterpret_f16_u16(vld1_dup_u16(¶ms->fp16arith.min)); for (size_t output_y = output_y_start; output_y < output_y_end; output_y += 2) { const size_t input_y2 = output_y * 2 + 2 - input_padding_top; const size_t input_y4 = input_y2 + 2; if XNN_UNPREDICTABLE(input_y2 >= input_height) { i2 = zero; } if XNN_UNPREDICTABLE(input_y4 > input_height) { i3 = zero; } if XNN_UNPREDICTABLE(input_y4 >= input_height) { i4 = zero; } if XNN_UNPREDICTABLE(output_y + 2 > output_y_end) { output1 = output0; } const uint16_t* w = weights; size_t c = output_channels; uint16_t* o0c0 = output0; uint16_t* o1c0 = output1; uint16_t* o0c1 = (uint16_t*) ((uintptr_t) o0c0 + output_channel_stride); uint16_t* o1c1 = (uint16_t*) ((uintptr_t) o1c0 + output_channel_stride); uint16_t* o0c2 = (uint16_t*) ((uintptr_t) o0c1 + output_channel_stride); uint16_t* o1c2 = (uint16_t*) ((uintptr_t) o1c1 + output_channel_stride); uint16_t* o0c3 = (uint16_t*) ((uintptr_t) o0c2 + output_channel_stride); uint16_t* o1c3 = (uint16_t*) ((uintptr_t) o1c2 + output_channel_stride); do { if XNN_UNPREDICTABLE(c < 2) { o0c1 = o0c0; o1c1 = o1c0; } if XNN_UNPREDICTABLE(c <= 2) { o0c2 = o0c1; o1c2 = o1c1; } if XNN_UNPREDICTABLE(c < 4) { o0c3 = o0c2; o1c3 = o1c2; } // viMx0 = ( iM0c2, iM0c1, iM0c0, --- ) float16x4_t vi0x0 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi1x0 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi2x0 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi3x0 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi4x0 = vreinterpret_f16_u16(vmov_n_u16(0)); size_t iw = input_width; for (; iw >= 4; iw -= 4) { float16x4_t vo0x0 = vreinterpret_f16_u16(vld1_u16(w)); float16x4_t vo1x0 = vo0x0; float16x4_t vo0x1 = vo0x0; float16x4_t vo1x1 = vo0x0; const float16x4_t vk00c0 = vreinterpret_f16_u16(vld1_u16(w + 4)); // viMx1 = ( iM2c0, iM1c2, iM1c1, iM1c0 ) const float16x4_t vi0x1 = vreinterpret_f16_u16(vld1_u16(i0)); i0 += 4; const float16x4_t vi1x1 = vreinterpret_f16_u16(vld1_u16(i1)); i1 += 4; const float16x4_t vi2x1 = vreinterpret_f16_u16(vld1_u16(i2)); i2 += 4; const float16x4_t vi3x1 = vreinterpret_f16_u16(vld1_u16(i3)); i3 += 4; const float16x4_t vi4x1 = vreinterpret_f16_u16(vld1_u16(i4)); i4 += 4; #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk00c0, vi0x0, 1); vo1x0 = vfma_lane_f16(vo1x0, vk00c0, vi2x0, 1); vo0x1 = vfma_lane_f16(vo0x1, vk00c0, vi0x1, 3); vo1x1 = vfma_lane_f16(vo1x1, vk00c0, vi2x1, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk00c0, vi0x0, 1); vo1x0 = vmla_lane_f16(vo1x0, vk00c0, vi2x0, 1); vo0x1 = vmla_lane_f16(vo0x1, vk00c0, vi0x1, 3); vo1x1 = vmla_lane_f16(vo1x1, vk00c0, vi2x1, 3); #endif const float16x4_t vk10c0 = vreinterpret_f16_u16(vld1_u16(w + 8)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk10c0, vi1x0, 1); vo1x0 = vfma_lane_f16(vo1x0, vk10c0, vi3x0, 1); vo0x1 = vfma_lane_f16(vo0x1, vk10c0, vi1x1, 3); vo1x1 = vfma_lane_f16(vo1x1, vk10c0, vi3x1, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk10c0, vi1x0, 1); vo1x0 = vmla_lane_f16(vo1x0, vk10c0, vi3x0, 1); vo0x1 = vmla_lane_f16(vo0x1, vk10c0, vi1x1, 3); vo1x1 = vmla_lane_f16(vo1x1, vk10c0, vi3x1, 3); #endif const float16x4_t vk20c0 = vreinterpret_f16_u16(vld1_u16(w + 12)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk20c0, vi2x0, 1); vo1x0 = vfma_lane_f16(vo1x0, vk20c0, vi4x0, 1); vo0x1 = vfma_lane_f16(vo0x1, vk20c0, vi2x1, 3); vo1x1 = vfma_lane_f16(vo1x1, vk20c0, vi4x1, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk20c0, vi2x0, 1); vo1x0 = vmla_lane_f16(vo1x0, vk20c0, vi4x0, 1); vo0x1 = vmla_lane_f16(vo0x1, vk20c0, vi2x1, 3); vo1x1 = vmla_lane_f16(vo1x1, vk20c0, vi4x1, 3); #endif const float16x4_t vk00c1 = vreinterpret_f16_u16(vld1_u16(w + 16)); // viMx2 = ( iM3c1, iM3c0, iM2c2, iM2c1 ) const float16x4_t vi0x2 = vreinterpret_f16_u16(vld1_u16(i0)); i0 += 4; const float16x4_t vi1x2 = vreinterpret_f16_u16(vld1_u16(i1)); i1 += 4; const float16x4_t vi2x2 = vreinterpret_f16_u16(vld1_u16(i2)); i2 += 4; const float16x4_t vi3x2 = vreinterpret_f16_u16(vld1_u16(i3)); i3 += 4; const float16x4_t vi4x2 = vreinterpret_f16_u16(vld1_u16(i4)); i4 += 4; #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk00c1, vi0x0, 2); vo1x0 = vfma_lane_f16(vo1x0, vk00c1, vi2x0, 2); vo0x1 = vfma_lane_f16(vo0x1, vk00c1, vi0x2, 0); vo1x1 = vfma_lane_f16(vo1x1, vk00c1, vi2x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk00c1, vi0x0, 2); vo1x0 = vmla_lane_f16(vo1x0, vk00c1, vi2x0, 2); vo0x1 = vmla_lane_f16(vo0x1, vk00c1, vi0x2, 0); vo1x1 = vmla_lane_f16(vo1x1, vk00c1, vi2x2, 0); #endif const float16x4_t vk10c1 = vreinterpret_f16_u16(vld1_u16(w + 20)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk10c1, vi1x0, 2); vo1x0 = vfma_lane_f16(vo1x0, vk10c1, vi3x0, 2); vo0x1 = vfma_lane_f16(vo0x1, vk10c1, vi1x2, 0); vo1x1 = vfma_lane_f16(vo1x1, vk10c1, vi3x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk10c1, vi1x0, 2); vo1x0 = vmla_lane_f16(vo1x0, vk10c1, vi3x0, 2); vo0x1 = vmla_lane_f16(vo0x1, vk10c1, vi1x2, 0); vo1x1 = vmla_lane_f16(vo1x1, vk10c1, vi3x2, 0); #endif const float16x4_t vk20c1 = vreinterpret_f16_u16(vld1_u16(w + 24)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk20c1, vi2x0, 2); vo1x0 = vfma_lane_f16(vo1x0, vk20c1, vi4x0, 2); vo0x1 = vfma_lane_f16(vo0x1, vk20c1, vi2x2, 0); vo1x1 = vfma_lane_f16(vo1x1, vk20c1, vi4x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk20c1, vi2x0, 2); vo1x0 = vmla_lane_f16(vo1x0, vk20c1, vi4x0, 2); vo0x1 = vmla_lane_f16(vo0x1, vk20c1, vi2x2, 0); vo1x1 = vmla_lane_f16(vo1x1, vk20c1, vi4x2, 0); #endif const float16x4_t vk00c2 = vreinterpret_f16_u16(vld1_u16(w + 28)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk00c2, vi0x0, 3); vo1x0 = vfma_lane_f16(vo1x0, vk00c2, vi2x0, 3); vo0x1 = vfma_lane_f16(vo0x1, vk00c2, vi0x2, 1); vo1x1 = vfma_lane_f16(vo1x1, vk00c2, vi2x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk00c2, vi0x0, 3); vo1x0 = vmla_lane_f16(vo1x0, vk00c2, vi2x0, 3); vo0x1 = vmla_lane_f16(vo0x1, vk00c2, vi0x2, 1); vo1x1 = vmla_lane_f16(vo1x1, vk00c2, vi2x2, 1); #endif const float16x4_t vk10c2 = vreinterpret_f16_u16(vld1_u16(w + 32)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk10c2, vi1x0, 3); vo1x0 = vfma_lane_f16(vo1x0, vk10c2, vi3x0, 3); vo0x1 = vfma_lane_f16(vo0x1, vk10c2, vi1x2, 1); vo1x1 = vfma_lane_f16(vo1x1, vk10c2, vi3x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk10c2, vi1x0, 3); vo1x0 = vmla_lane_f16(vo1x0, vk10c2, vi3x0, 3); vo0x1 = vmla_lane_f16(vo0x1, vk10c2, vi1x2, 1); vo1x1 = vmla_lane_f16(vo1x1, vk10c2, vi3x2, 1); #endif const float16x4_t vk20c2 = vreinterpret_f16_u16(vld1_u16(w + 36)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk20c2, vi2x0, 3); vo1x0 = vfma_lane_f16(vo1x0, vk20c2, vi4x0, 3); vo0x1 = vfma_lane_f16(vo0x1, vk20c2, vi2x2, 1); vo1x1 = vfma_lane_f16(vo1x1, vk20c2, vi4x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk20c2, vi2x0, 3); vo1x0 = vmla_lane_f16(vo1x0, vk20c2, vi4x0, 3); vo0x1 = vmla_lane_f16(vo0x1, vk20c2, vi2x2, 1); vo1x1 = vmla_lane_f16(vo1x1, vk20c2, vi4x2, 1); #endif const float16x4_t vk01c0 = vreinterpret_f16_u16(vld1_u16(w + 40)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk01c0, vi0x1, 0); vo1x0 = vfma_lane_f16(vo1x0, vk01c0, vi2x1, 0); vo0x1 = vfma_lane_f16(vo0x1, vk01c0, vi0x2, 2); vo1x1 = vfma_lane_f16(vo1x1, vk01c0, vi2x2, 2); #else vo0x0 = vmla_lane_f16(vo0x0, vk01c0, vi0x1, 0); vo1x0 = vmla_lane_f16(vo1x0, vk01c0, vi2x1, 0); vo0x1 = vmla_lane_f16(vo0x1, vk01c0, vi0x2, 2); vo1x1 = vmla_lane_f16(vo1x1, vk01c0, vi2x2, 2); #endif const float16x4_t vk11c0 = vreinterpret_f16_u16(vld1_u16(w + 44)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk11c0, vi1x1, 0); vo1x0 = vfma_lane_f16(vo1x0, vk11c0, vi3x1, 0); vo0x1 = vfma_lane_f16(vo0x1, vk11c0, vi1x2, 2); vo1x1 = vfma_lane_f16(vo1x1, vk11c0, vi3x2, 2); #else vo0x0 = vmla_lane_f16(vo0x0, vk11c0, vi1x1, 0); vo1x0 = vmla_lane_f16(vo1x0, vk11c0, vi3x1, 0); vo0x1 = vmla_lane_f16(vo0x1, vk11c0, vi1x2, 2); vo1x1 = vmla_lane_f16(vo1x1, vk11c0, vi3x2, 2); #endif const float16x4_t vk21c0 = vreinterpret_f16_u16(vld1_u16(w + 48)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk21c0, vi2x1, 0); vo1x0 = vfma_lane_f16(vo1x0, vk21c0, vi4x1, 0); vo0x1 = vfma_lane_f16(vo0x1, vk21c0, vi2x2, 2); vo1x1 = vfma_lane_f16(vo1x1, vk21c0, vi4x2, 2); #else vo0x0 = vmla_lane_f16(vo0x0, vk21c0, vi2x1, 0); vo1x0 = vmla_lane_f16(vo1x0, vk21c0, vi4x1, 0); vo0x1 = vmla_lane_f16(vo0x1, vk21c0, vi2x2, 2); vo1x1 = vmla_lane_f16(vo1x1, vk21c0, vi4x2, 2); #endif const float16x4_t vk01c1 = vreinterpret_f16_u16(vld1_u16(w + 52)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk01c1, vi0x1, 1); vo1x0 = vfma_lane_f16(vo1x0, vk01c1, vi2x1, 1); vo0x1 = vfma_lane_f16(vo0x1, vk01c1, vi0x2, 3); vo1x1 = vfma_lane_f16(vo1x1, vk01c1, vi2x2, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk01c1, vi0x1, 1); vo1x0 = vmla_lane_f16(vo1x0, vk01c1, vi2x1, 1); vo0x1 = vmla_lane_f16(vo0x1, vk01c1, vi0x2, 3); vo1x1 = vmla_lane_f16(vo1x1, vk01c1, vi2x2, 3); #endif const float16x4_t vk11c1 = vreinterpret_f16_u16(vld1_u16(w + 56)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk11c1, vi1x1, 1); vo1x0 = vfma_lane_f16(vo1x0, vk11c1, vi3x1, 1); vo0x1 = vfma_lane_f16(vo0x1, vk11c1, vi1x2, 3); vo1x1 = vfma_lane_f16(vo1x1, vk11c1, vi3x2, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk11c1, vi1x1, 1); vo1x0 = vmla_lane_f16(vo1x0, vk11c1, vi3x1, 1); vo0x1 = vmla_lane_f16(vo0x1, vk11c1, vi1x2, 3); vo1x1 = vmla_lane_f16(vo1x1, vk11c1, vi3x2, 3); #endif const float16x4_t vk21c1 = vreinterpret_f16_u16(vld1_u16(w + 60)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk21c1, vi2x1, 1); vo1x0 = vfma_lane_f16(vo1x0, vk21c1, vi4x1, 1); vo0x1 = vfma_lane_f16(vo0x1, vk21c1, vi2x2, 3); vo1x1 = vfma_lane_f16(vo1x1, vk21c1, vi4x2, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk21c1, vi2x1, 1); vo1x0 = vmla_lane_f16(vo1x0, vk21c1, vi4x1, 1); vo0x1 = vmla_lane_f16(vo0x1, vk21c1, vi2x2, 3); vo1x1 = vmla_lane_f16(vo1x1, vk21c1, vi4x2, 3); #endif const float16x4_t vk01c2 = vreinterpret_f16_u16(vld1_u16(w + 64)); // viMx3 = ( iM4c2, iM4c1, iM4c0, iM3c2 ) const float16x4_t vi0x3 = vreinterpret_f16_u16(vld1_u16(i0)); i0 += 4; const float16x4_t vi1x3 = vreinterpret_f16_u16(vld1_u16(i1)); i1 += 4; const float16x4_t vi2x3 = vreinterpret_f16_u16(vld1_u16(i2)); i2 += 4; const float16x4_t vi3x3 = vreinterpret_f16_u16(vld1_u16(i3)); i3 += 4; const float16x4_t vi4x3 = vreinterpret_f16_u16(vld1_u16(i4)); i4 += 4; #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk01c2, vi0x1, 2); vo1x0 = vfma_lane_f16(vo1x0, vk01c2, vi2x1, 2); vo0x1 = vfma_lane_f16(vo0x1, vk01c2, vi0x3, 0); vo1x1 = vfma_lane_f16(vo1x1, vk01c2, vi2x3, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk01c2, vi0x1, 2); vo1x0 = vmla_lane_f16(vo1x0, vk01c2, vi2x1, 2); vo0x1 = vmla_lane_f16(vo0x1, vk01c2, vi0x3, 0); vo1x1 = vmla_lane_f16(vo1x1, vk01c2, vi2x3, 0); #endif const float16x4_t vk11c2 = vreinterpret_f16_u16(vld1_u16(w + 68)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk11c2, vi1x1, 2); vo1x0 = vfma_lane_f16(vo1x0, vk11c2, vi3x1, 2); vo0x1 = vfma_lane_f16(vo0x1, vk11c2, vi1x3, 0); vo1x1 = vfma_lane_f16(vo1x1, vk11c2, vi3x3, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk11c2, vi1x1, 2); vo1x0 = vmla_lane_f16(vo1x0, vk11c2, vi3x1, 2); vo0x1 = vmla_lane_f16(vo0x1, vk11c2, vi1x3, 0); vo1x1 = vmla_lane_f16(vo1x1, vk11c2, vi3x3, 0); #endif const float16x4_t vk21c2 = vreinterpret_f16_u16(vld1_u16(w + 72)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk21c2, vi2x1, 2); vo1x0 = vfma_lane_f16(vo1x0, vk21c2, vi4x1, 2); vo0x1 = vfma_lane_f16(vo0x1, vk21c2, vi2x3, 0); vo1x1 = vfma_lane_f16(vo1x1, vk21c2, vi4x3, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk21c2, vi2x1, 2); vo1x0 = vmla_lane_f16(vo1x0, vk21c2, vi4x1, 2); vo0x1 = vmla_lane_f16(vo0x1, vk21c2, vi2x3, 0); vo1x1 = vmla_lane_f16(vo1x1, vk21c2, vi4x3, 0); #endif const float16x4_t vk02c0 = vreinterpret_f16_u16(vld1_u16(w + 76)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk02c0, vi0x1, 3); vo1x0 = vfma_lane_f16(vo1x0, vk02c0, vi2x1, 3); vo0x1 = vfma_lane_f16(vo0x1, vk02c0, vi0x3, 1); vo1x1 = vfma_lane_f16(vo1x1, vk02c0, vi2x3, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk02c0, vi0x1, 3); vo1x0 = vmla_lane_f16(vo1x0, vk02c0, vi2x1, 3); vo0x1 = vmla_lane_f16(vo0x1, vk02c0, vi0x3, 1); vo1x1 = vmla_lane_f16(vo1x1, vk02c0, vi2x3, 1); #endif const float16x4_t vk12c0 = vreinterpret_f16_u16(vld1_u16(w + 80)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk12c0, vi1x1, 3); vo1x0 = vfma_lane_f16(vo1x0, vk12c0, vi3x1, 3); vo0x1 = vfma_lane_f16(vo0x1, vk12c0, vi1x3, 1); vo1x1 = vfma_lane_f16(vo1x1, vk12c0, vi3x3, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk12c0, vi1x1, 3); vo1x0 = vmla_lane_f16(vo1x0, vk12c0, vi3x1, 3); vo0x1 = vmla_lane_f16(vo0x1, vk12c0, vi1x3, 1); vo1x1 = vmla_lane_f16(vo1x1, vk12c0, vi3x3, 1); #endif const float16x4_t vk22c0 = vreinterpret_f16_u16(vld1_u16(w + 84)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk22c0, vi2x1, 3); vo1x0 = vfma_lane_f16(vo1x0, vk22c0, vi4x1, 3); vo0x1 = vfma_lane_f16(vo0x1, vk22c0, vi2x3, 1); vo1x1 = vfma_lane_f16(vo1x1, vk22c0, vi4x3, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk22c0, vi2x1, 3); vo1x0 = vmla_lane_f16(vo1x0, vk22c0, vi4x1, 3); vo0x1 = vmla_lane_f16(vo0x1, vk22c0, vi2x3, 1); vo1x1 = vmla_lane_f16(vo1x1, vk22c0, vi4x3, 1); #endif const float16x4_t vk02c1 = vreinterpret_f16_u16(vld1_u16(w + 88)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk02c1, vi0x2, 0); vo1x0 = vfma_lane_f16(vo1x0, vk02c1, vi2x2, 0); vo0x1 = vfma_lane_f16(vo0x1, vk02c1, vi0x3, 2); vo1x1 = vfma_lane_f16(vo1x1, vk02c1, vi2x3, 2); #else vo0x0 = vmla_lane_f16(vo0x0, vk02c1, vi0x2, 0); vo1x0 = vmla_lane_f16(vo1x0, vk02c1, vi2x2, 0); vo0x1 = vmla_lane_f16(vo0x1, vk02c1, vi0x3, 2); vo1x1 = vmla_lane_f16(vo1x1, vk02c1, vi2x3, 2); #endif const float16x4_t vk12c1 = vreinterpret_f16_u16(vld1_u16(w + 92)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk12c1, vi1x2, 0); vo1x0 = vfma_lane_f16(vo1x0, vk12c1, vi3x2, 0); vo0x1 = vfma_lane_f16(vo0x1, vk12c1, vi1x3, 2); vo1x1 = vfma_lane_f16(vo1x1, vk12c1, vi3x3, 2); #else vo0x0 = vmla_lane_f16(vo0x0, vk12c1, vi1x2, 0); vo1x0 = vmla_lane_f16(vo1x0, vk12c1, vi3x2, 0); vo0x1 = vmla_lane_f16(vo0x1, vk12c1, vi1x3, 2); vo1x1 = vmla_lane_f16(vo1x1, vk12c1, vi3x3, 2); #endif const float16x4_t vk22c1 = vreinterpret_f16_u16(vld1_u16(w + 96)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk22c1, vi2x2, 0); vo1x0 = vfma_lane_f16(vo1x0, vk22c1, vi4x2, 0); vo0x1 = vfma_lane_f16(vo0x1, vk22c1, vi2x3, 2); vo1x1 = vfma_lane_f16(vo1x1, vk22c1, vi4x3, 2); #else vo0x0 = vmla_lane_f16(vo0x0, vk22c1, vi2x2, 0); vo1x0 = vmla_lane_f16(vo1x0, vk22c1, vi4x2, 0); vo0x1 = vmla_lane_f16(vo0x1, vk22c1, vi2x3, 2); vo1x1 = vmla_lane_f16(vo1x1, vk22c1, vi4x3, 2); #endif const float16x4_t vk02c2 = vreinterpret_f16_u16(vld1_u16(w + 100)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk02c2, vi0x2, 1); vo1x0 = vfma_lane_f16(vo1x0, vk02c2, vi2x2, 1); vo0x1 = vfma_lane_f16(vo0x1, vk02c2, vi0x3, 3); vo1x1 = vfma_lane_f16(vo1x1, vk02c2, vi2x3, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk02c2, vi0x2, 1); vo1x0 = vmla_lane_f16(vo1x0, vk02c2, vi2x2, 1); vo0x1 = vmla_lane_f16(vo0x1, vk02c2, vi0x3, 3); vo1x1 = vmla_lane_f16(vo1x1, vk02c2, vi2x3, 3); #endif const float16x4_t vk12c2 = vreinterpret_f16_u16(vld1_u16(w + 104)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk12c2, vi1x2, 1); vo1x0 = vfma_lane_f16(vo1x0, vk12c2, vi3x2, 1); vo0x1 = vfma_lane_f16(vo0x1, vk12c2, vi1x3, 3); vo1x1 = vfma_lane_f16(vo1x1, vk12c2, vi3x3, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk12c2, vi1x2, 1); vo1x0 = vmla_lane_f16(vo1x0, vk12c2, vi3x2, 1); vo0x1 = vmla_lane_f16(vo0x1, vk12c2, vi1x3, 3); vo1x1 = vmla_lane_f16(vo1x1, vk12c2, vi3x3, 3); #endif const float16x4_t vk22c2 = vreinterpret_f16_u16(vld1_u16(w + 108)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk22c2, vi2x2, 1); vo1x0 = vfma_lane_f16(vo1x0, vk22c2, vi4x2, 1); vo0x1 = vfma_lane_f16(vo0x1, vk22c2, vi2x3, 3); vo1x1 = vfma_lane_f16(vo1x1, vk22c2, vi4x3, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk22c2, vi2x2, 1); vo1x0 = vmla_lane_f16(vo1x0, vk22c2, vi4x2, 1); vo0x1 = vmla_lane_f16(vo0x1, vk22c2, vi2x3, 3); vo1x1 = vmla_lane_f16(vo1x1, vk22c2, vi4x3, 3); #endif vi0x0 = vi0x3; vi1x0 = vi1x3; vi2x0 = vi2x3; vi3x0 = vi3x3; vi4x0 = vi4x3; vo0x0 = vmax_f16(vo0x0, vmin); vo1x0 = vmax_f16(vo1x0, vmin); vo0x1 = vmax_f16(vo0x1, vmin); vo1x1 = vmax_f16(vo1x1, vmin); vo0x0 = vmin_f16(vo0x0, vmax); vo1x0 = vmin_f16(vo1x0, vmax); vo0x1 = vmin_f16(vo0x1, vmax); vo1x1 = vmin_f16(vo1x1, vmax); const float16x4x2_t vo0c0123 = vzip_f16(vo0x0, vo0x1); const float16x4x2_t vo1c0123 = vzip_f16(vo1x0, vo1x1); // Always 2+ output width elements remaining vst1_lane_u32((void*) o1c0, vreinterpret_u32_f16(vo1c0123.val[0]), 0); o1c0 += 2; vst1_lane_u32((void*) o1c1, vreinterpret_u32_f16(vo1c0123.val[0]), 1); o1c1 += 2; vst1_lane_u32((void*) o1c2, vreinterpret_u32_f16(vo1c0123.val[1]), 0); o1c2 += 2; vst1_lane_u32((void*) o1c3, vreinterpret_u32_f16(vo1c0123.val[1]), 1); o1c3 += 2; vst1_lane_u32((void*) o0c0, vreinterpret_u32_f16(vo0c0123.val[0]), 0); o0c0 += 2; vst1_lane_u32((void*) o0c1, vreinterpret_u32_f16(vo0c0123.val[0]), 1); o0c1 += 2; vst1_lane_u32((void*) o0c2, vreinterpret_u32_f16(vo0c0123.val[1]), 0); o0c2 += 2; vst1_lane_u32((void*) o0c3, vreinterpret_u32_f16(vo0c0123.val[1]), 1); o0c3 += 2; } assert(iw < 4); if XNN_UNLIKELY(iw != 0) { float16x4_t vo0x0 = vreinterpret_f16_u16(vld1_u16(w)); float16x4_t vo1x0 = vo0x0; float16x4_t vo0x1 = vo0x0; float16x4_t vo1x1 = vo0x0; const float16x4_t vk00c0 = vreinterpret_f16_u16(vld1_u16(w + 4)); // viMx1 = ( iM2c0, iM1c2, iM1c1, iM1c0 ) float16x4_t vi0x1 = vreinterpret_f16_u16(vld1_u16(i0)); float16x4_t vi1x1 = vreinterpret_f16_u16(vld1_u16(i1)); float16x4_t vi2x1 = vreinterpret_f16_u16(vld1_u16(i2)); float16x4_t vi3x1 = vreinterpret_f16_u16(vld1_u16(i3)); float16x4_t vi4x1 = vreinterpret_f16_u16(vld1_u16(i4)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk00c0, vi0x0, 1); vo1x0 = vfma_lane_f16(vo1x0, vk00c0, vi2x0, 1); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk00c0, vi0x1, 3); vo1x1 = vfma_lane_f16(vo1x1, vk00c0, vi2x1, 3); } #else vo0x0 = vmla_lane_f16(vo0x0, vk00c0, vi0x0, 1); vo1x0 = vmla_lane_f16(vo1x0, vk00c0, vi2x0, 1); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk00c0, vi0x1, 3); vo1x1 = vmla_lane_f16(vo1x1, vk00c0, vi2x1, 3); } #endif const float16x4_t vk10c0 = vreinterpret_f16_u16(vld1_u16(w + 8)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk10c0, vi1x0, 1); vo1x0 = vfma_lane_f16(vo1x0, vk10c0, vi3x0, 1); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk10c0, vi1x1, 3); vo1x1 = vfma_lane_f16(vo1x1, vk10c0, vi3x1, 3); } #else vo0x0 = vmla_lane_f16(vo0x0, vk10c0, vi1x0, 1); vo1x0 = vmla_lane_f16(vo1x0, vk10c0, vi3x0, 1); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk10c0, vi1x1, 3); vo1x1 = vmla_lane_f16(vo1x1, vk10c0, vi3x1, 3); } #endif const float16x4_t vk20c0 = vreinterpret_f16_u16(vld1_u16(w + 12)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk20c0, vi2x0, 1); vo1x0 = vfma_lane_f16(vo1x0, vk20c0, vi4x0, 1); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk20c0, vi2x1, 3); vo1x1 = vfma_lane_f16(vo1x1, vk20c0, vi4x1, 3); } #else vo0x0 = vmla_lane_f16(vo0x0, vk20c0, vi2x0, 1); vo1x0 = vmla_lane_f16(vo1x0, vk20c0, vi4x0, 1); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk20c0, vi2x1, 3); vo1x1 = vmla_lane_f16(vo1x1, vk20c0, vi4x1, 3); } #endif const float16x4_t vk00c1 = vreinterpret_f16_u16(vld1_u16(w + 16)); float16x4_t vi0x2 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi1x2 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi2x2 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi3x2 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi4x2 = vreinterpret_f16_u16(vmov_n_u16(0)); if (iw >= 2) { // viMx2 = ( iM3c1, iM3c0, iM2c2, iM2c1 ) vi0x2 = vreinterpret_f16_u16(vld1_u16(i0 + 4)); vi1x2 = vreinterpret_f16_u16(vld1_u16(i1 + 4)); vi2x2 = vreinterpret_f16_u16(vld1_u16(i2 + 4)); vi3x2 = vreinterpret_f16_u16(vld1_u16(i3 + 4)); vi4x2 = vreinterpret_f16_u16(vld1_u16(i4 + 4)); } #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk00c1, vi0x0, 2); vo1x0 = vfma_lane_f16(vo1x0, vk00c1, vi2x0, 2); vo0x1 = vfma_lane_f16(vo0x1, vk00c1, vi0x2, 0); vo1x1 = vfma_lane_f16(vo1x1, vk00c1, vi2x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk00c1, vi0x0, 2); vo1x0 = vmla_lane_f16(vo1x0, vk00c1, vi2x0, 2); vo0x1 = vmla_lane_f16(vo0x1, vk00c1, vi0x2, 0); vo1x1 = vmla_lane_f16(vo1x1, vk00c1, vi2x2, 0); #endif const float16x4_t vk10c1 = vreinterpret_f16_u16(vld1_u16(w + 20)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk10c1, vi1x0, 2); vo1x0 = vfma_lane_f16(vo1x0, vk10c1, vi3x0, 2); vo0x1 = vfma_lane_f16(vo0x1, vk10c1, vi1x2, 0); vo1x1 = vfma_lane_f16(vo1x1, vk10c1, vi3x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk10c1, vi1x0, 2); vo1x0 = vmla_lane_f16(vo1x0, vk10c1, vi3x0, 2); vo0x1 = vmla_lane_f16(vo0x1, vk10c1, vi1x2, 0); vo1x1 = vmla_lane_f16(vo1x1, vk10c1, vi3x2, 0); #endif const float16x4_t vk20c1 = vreinterpret_f16_u16(vld1_u16(w + 24)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk20c1, vi2x0, 2); vo1x0 = vfma_lane_f16(vo1x0, vk20c1, vi4x0, 2); vo0x1 = vfma_lane_f16(vo0x1, vk20c1, vi2x2, 0); vo1x1 = vfma_lane_f16(vo1x1, vk20c1, vi4x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk20c1, vi2x0, 2); vo1x0 = vmla_lane_f16(vo1x0, vk20c1, vi4x0, 2); vo0x1 = vmla_lane_f16(vo0x1, vk20c1, vi2x2, 0); vo1x1 = vmla_lane_f16(vo1x1, vk20c1, vi4x2, 0); #endif const float16x4_t vk00c2 = vreinterpret_f16_u16(vld1_u16(w + 28)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk00c2, vi0x0, 3); vo1x0 = vfma_lane_f16(vo1x0, vk00c2, vi2x0, 3); vo0x1 = vfma_lane_f16(vo0x1, vk00c2, vi0x2, 1); vo1x1 = vfma_lane_f16(vo1x1, vk00c2, vi2x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk00c2, vi0x0, 3); vo1x0 = vmla_lane_f16(vo1x0, vk00c2, vi2x0, 3); vo0x1 = vmla_lane_f16(vo0x1, vk00c2, vi0x2, 1); vo1x1 = vmla_lane_f16(vo1x1, vk00c2, vi2x2, 1); #endif const float16x4_t vk10c2 = vreinterpret_f16_u16(vld1_u16(w + 32)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk10c2, vi1x0, 3); vo1x0 = vfma_lane_f16(vo1x0, vk10c2, vi3x0, 3); vo0x1 = vfma_lane_f16(vo0x1, vk10c2, vi1x2, 1); vo1x1 = vfma_lane_f16(vo1x1, vk10c2, vi3x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk10c2, vi1x0, 3); vo1x0 = vmla_lane_f16(vo1x0, vk10c2, vi3x0, 3); vo0x1 = vmla_lane_f16(vo0x1, vk10c2, vi1x2, 1); vo1x1 = vmla_lane_f16(vo1x1, vk10c2, vi3x2, 1); #endif const float16x4_t vk20c2 = vreinterpret_f16_u16(vld1_u16(w + 36)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk20c2, vi2x0, 3); vo1x0 = vfma_lane_f16(vo1x0, vk20c2, vi4x0, 3); vo0x1 = vfma_lane_f16(vo0x1, vk20c2, vi2x2, 1); vo1x1 = vfma_lane_f16(vo1x1, vk20c2, vi4x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk20c2, vi2x0, 3); vo1x0 = vmla_lane_f16(vo1x0, vk20c2, vi4x0, 3); vo0x1 = vmla_lane_f16(vo0x1, vk20c2, vi2x2, 1); vo1x1 = vmla_lane_f16(vo1x1, vk20c2, vi4x2, 1); #endif const float16x4_t vk01c0 = vreinterpret_f16_u16(vld1_u16(w + 40)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk01c0, vi0x1, 0); vo1x0 = vfma_lane_f16(vo1x0, vk01c0, vi2x1, 0); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk01c0, vi0x2, 2); vo1x1 = vfma_lane_f16(vo1x1, vk01c0, vi2x2, 2); } #else vo0x0 = vmla_lane_f16(vo0x0, vk01c0, vi0x1, 0); vo1x0 = vmla_lane_f16(vo1x0, vk01c0, vi2x1, 0); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk01c0, vi0x2, 2); vo1x1 = vmla_lane_f16(vo1x1, vk01c0, vi2x2, 2); } #endif const float16x4_t vk11c0 = vreinterpret_f16_u16(vld1_u16(w + 44)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk11c0, vi1x1, 0); vo1x0 = vfma_lane_f16(vo1x0, vk11c0, vi3x1, 0); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk11c0, vi1x2, 2); vo1x1 = vfma_lane_f16(vo1x1, vk11c0, vi3x2, 2); } #else vo0x0 = vmla_lane_f16(vo0x0, vk11c0, vi1x1, 0); vo1x0 = vmla_lane_f16(vo1x0, vk11c0, vi3x1, 0); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk11c0, vi1x2, 2); vo1x1 = vmla_lane_f16(vo1x1, vk11c0, vi3x2, 2); } #endif const float16x4_t vk21c0 = vreinterpret_f16_u16(vld1_u16(w + 48)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk21c0, vi2x1, 0); vo1x0 = vfma_lane_f16(vo1x0, vk21c0, vi4x1, 0); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk21c0, vi2x2, 2); vo1x1 = vfma_lane_f16(vo1x1, vk21c0, vi4x2, 2); } #else vo0x0 = vmla_lane_f16(vo0x0, vk21c0, vi2x1, 0); vo1x0 = vmla_lane_f16(vo1x0, vk21c0, vi4x1, 0); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk21c0, vi2x2, 2); vo1x1 = vmla_lane_f16(vo1x1, vk21c0, vi4x2, 2); } #endif const float16x4_t vk01c1 = vreinterpret_f16_u16(vld1_u16(w + 52)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk01c1, vi0x1, 1); vo1x0 = vfma_lane_f16(vo1x0, vk01c1, vi2x1, 1); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk01c1, vi0x2, 3); vo1x1 = vfma_lane_f16(vo1x1, vk01c1, vi2x2, 3); } #else vo0x0 = vmla_lane_f16(vo0x0, vk01c1, vi0x1, 1); vo1x0 = vmla_lane_f16(vo1x0, vk01c1, vi2x1, 1); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk01c1, vi0x2, 3); vo1x1 = vmla_lane_f16(vo1x1, vk01c1, vi2x2, 3); } #endif const float16x4_t vk11c1 = vreinterpret_f16_u16(vld1_u16(w + 56)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk11c1, vi1x1, 1); vo1x0 = vfma_lane_f16(vo1x0, vk11c1, vi3x1, 1); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk11c1, vi1x2, 3); vo1x1 = vfma_lane_f16(vo1x1, vk11c1, vi3x2, 3); } #else vo0x0 = vmla_lane_f16(vo0x0, vk11c1, vi1x1, 1); vo1x0 = vmla_lane_f16(vo1x0, vk11c1, vi3x1, 1); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk11c1, vi1x2, 3); vo1x1 = vmla_lane_f16(vo1x1, vk11c1, vi3x2, 3); } #endif const float16x4_t vk21c1 = vreinterpret_f16_u16(vld1_u16(w + 60)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk21c1, vi2x1, 1); vo1x0 = vfma_lane_f16(vo1x0, vk21c1, vi4x1, 1); if (iw > 2) { vo0x1 = vfma_lane_f16(vo0x1, vk21c1, vi2x2, 3); vo1x1 = vfma_lane_f16(vo1x1, vk21c1, vi4x2, 3); } #else vo0x0 = vmla_lane_f16(vo0x0, vk21c1, vi2x1, 1); vo1x0 = vmla_lane_f16(vo1x0, vk21c1, vi4x1, 1); if (iw > 2) { vo0x1 = vmla_lane_f16(vo0x1, vk21c1, vi2x2, 3); vo1x1 = vmla_lane_f16(vo1x1, vk21c1, vi4x2, 3); } #endif const float16x4_t vk01c2 = vreinterpret_f16_u16(vld1_u16(w + 64)); float16x4_t vi0x3 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi1x3 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi2x3 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi3x3 = vreinterpret_f16_u16(vmov_n_u16(0)); float16x4_t vi4x3 = vreinterpret_f16_u16(vmov_n_u16(0)); if (iw > 2) { // viMx3 = ( 0.0, 0.0, 0.0, iM3c2 ) vi0x3 = vreinterpret_f16_u16(vld1_lane_u16(i0 + 8, vreinterpret_u16_f16(vi0x3), 0)); vi1x3 = vreinterpret_f16_u16(vld1_lane_u16(i1 + 8, vreinterpret_u16_f16(vi1x3), 0)); vi2x3 = vreinterpret_f16_u16(vld1_lane_u16(i2 + 8, vreinterpret_u16_f16(vi2x3), 0)); vi3x3 = vreinterpret_f16_u16(vld1_lane_u16(i3 + 8, vreinterpret_u16_f16(vi3x3), 0)); vi4x3 = vreinterpret_f16_u16(vld1_lane_u16(i4 + 8, vreinterpret_u16_f16(vi4x3), 0)); } #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk01c2, vi0x1, 2); vo1x0 = vfma_lane_f16(vo1x0, vk01c2, vi2x1, 2); vo0x1 = vfma_lane_f16(vo0x1, vk01c2, vi0x3, 0); vo1x1 = vfma_lane_f16(vo1x1, vk01c2, vi2x3, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk01c2, vi0x1, 2); vo1x0 = vmla_lane_f16(vo1x0, vk01c2, vi2x1, 2); vo0x1 = vmla_lane_f16(vo0x1, vk01c2, vi0x3, 0); vo1x1 = vmla_lane_f16(vo1x1, vk01c2, vi2x3, 0); #endif const float16x4_t vk11c2 = vreinterpret_f16_u16(vld1_u16(w + 68)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk11c2, vi1x1, 2); vo1x0 = vfma_lane_f16(vo1x0, vk11c2, vi3x1, 2); vo0x1 = vfma_lane_f16(vo0x1, vk11c2, vi1x3, 0); vo1x1 = vfma_lane_f16(vo1x1, vk11c2, vi3x3, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk11c2, vi1x1, 2); vo1x0 = vmla_lane_f16(vo1x0, vk11c2, vi3x1, 2); vo0x1 = vmla_lane_f16(vo0x1, vk11c2, vi1x3, 0); vo1x1 = vmla_lane_f16(vo1x1, vk11c2, vi3x3, 0); #endif const float16x4_t vk21c2 = vreinterpret_f16_u16(vld1_u16(w + 72)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk21c2, vi2x1, 2); vo1x0 = vfma_lane_f16(vo1x0, vk21c2, vi4x1, 2); vo0x1 = vfma_lane_f16(vo0x1, vk21c2, vi2x3, 0); vo1x1 = vfma_lane_f16(vo1x1, vk21c2, vi4x3, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk21c2, vi2x1, 2); vo1x0 = vmla_lane_f16(vo1x0, vk21c2, vi4x1, 2); vo0x1 = vmla_lane_f16(vo0x1, vk21c2, vi2x3, 0); vo1x1 = vmla_lane_f16(vo1x1, vk21c2, vi4x3, 0); #endif if (iw >= 2) { const float16x4_t vk02c0 = vreinterpret_f16_u16(vld1_u16(w + 76)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk02c0, vi0x1, 3); vo1x0 = vfma_lane_f16(vo1x0, vk02c0, vi2x1, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk02c0, vi0x1, 3); vo1x0 = vmla_lane_f16(vo1x0, vk02c0, vi2x1, 3); #endif const float16x4_t vk12c0 = vreinterpret_f16_u16(vld1_u16(w + 80)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk12c0, vi1x1, 3); vo1x0 = vfma_lane_f16(vo1x0, vk12c0, vi3x1, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk12c0, vi1x1, 3); vo1x0 = vmla_lane_f16(vo1x0, vk12c0, vi3x1, 3); #endif const float16x4_t vk22c0 = vreinterpret_f16_u16(vld1_u16(w + 84)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk22c0, vi2x1, 3); vo1x0 = vfma_lane_f16(vo1x0, vk22c0, vi4x1, 3); #else vo0x0 = vmla_lane_f16(vo0x0, vk22c0, vi2x1, 3); vo1x0 = vmla_lane_f16(vo1x0, vk22c0, vi4x1, 3); #endif const float16x4_t vk02c1 = vreinterpret_f16_u16(vld1_u16(w + 88)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk02c1, vi0x2, 0); vo1x0 = vfma_lane_f16(vo1x0, vk02c1, vi2x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk02c1, vi0x2, 0); vo1x0 = vmla_lane_f16(vo1x0, vk02c1, vi2x2, 0); #endif const float16x4_t vk12c1 = vreinterpret_f16_u16(vld1_u16(w + 92)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk12c1, vi1x2, 0); vo1x0 = vfma_lane_f16(vo1x0, vk12c1, vi3x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk12c1, vi1x2, 0); vo1x0 = vmla_lane_f16(vo1x0, vk12c1, vi3x2, 0); #endif const float16x4_t vk22c1 = vreinterpret_f16_u16(vld1_u16(w + 96)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk22c1, vi2x2, 0); vo1x0 = vfma_lane_f16(vo1x0, vk22c1, vi4x2, 0); #else vo0x0 = vmla_lane_f16(vo0x0, vk22c1, vi2x2, 0); vo1x0 = vmla_lane_f16(vo1x0, vk22c1, vi4x2, 0); #endif const float16x4_t vk02c2 = vreinterpret_f16_u16(vld1_u16(w + 100)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk02c2, vi0x2, 1); vo1x0 = vfma_lane_f16(vo1x0, vk02c2, vi2x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk02c2, vi0x2, 1); vo1x0 = vmla_lane_f16(vo1x0, vk02c2, vi2x2, 1); #endif const float16x4_t vk12c2 = vreinterpret_f16_u16(vld1_u16(w + 104)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk12c2, vi1x2, 1); vo1x0 = vfma_lane_f16(vo1x0, vk12c2, vi3x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk12c2, vi1x2, 1); vo1x0 = vmla_lane_f16(vo1x0, vk12c2, vi3x2, 1); #endif const float16x4_t vk22c2 = vreinterpret_f16_u16(vld1_u16(w + 108)); #if XNN_ARCH_ARM64 vo0x0 = vfma_lane_f16(vo0x0, vk22c2, vi2x2, 1); vo1x0 = vfma_lane_f16(vo1x0, vk22c2, vi4x2, 1); #else vo0x0 = vmla_lane_f16(vo0x0, vk22c2, vi2x2, 1); vo1x0 = vmla_lane_f16(vo1x0, vk22c2, vi4x2, 1); #endif } vo0x0 = vmax_f16(vo0x0, vmin); vo1x0 = vmax_f16(vo1x0, vmin); vo0x1 = vmax_f16(vo0x1, vmin); vo1x1 = vmax_f16(vo1x1, vmin); vo0x0 = vmin_f16(vo0x0, vmax); vo1x0 = vmin_f16(vo1x0, vmax); vo0x1 = vmin_f16(vo0x1, vmax); vo1x1 = vmin_f16(vo1x1, vmax); if (iw == 3) { // Exactly 2 output width elements remaining const float16x4x2_t vo0c0123 = vzip_f16(vo0x0, vo0x1); const float16x4x2_t vo1c0123 = vzip_f16(vo1x0, vo1x1); // Always 2+ output width elements remaining vst1_lane_u32((void*) o1c0, vreinterpret_u32_f16(vo1c0123.val[0]), 0); o1c0 += 2; vst1_lane_u32((void*) o1c1, vreinterpret_u32_f16(vo1c0123.val[0]), 1); o1c1 += 2; vst1_lane_u32((void*) o1c2, vreinterpret_u32_f16(vo1c0123.val[1]), 0); o1c2 += 2; vst1_lane_u32((void*) o1c3, vreinterpret_u32_f16(vo1c0123.val[1]), 1); o1c3 += 2; vst1_lane_u32((void*) o0c0, vreinterpret_u32_f16(vo0c0123.val[0]), 0); o0c0 += 2; vst1_lane_u32((void*) o0c1, vreinterpret_u32_f16(vo0c0123.val[0]), 1); o0c1 += 2; vst1_lane_u32((void*) o0c2, vreinterpret_u32_f16(vo0c0123.val[1]), 0); o0c2 += 2; vst1_lane_u32((void*) o0c3, vreinterpret_u32_f16(vo0c0123.val[1]), 1); o0c3 += 2; } else { // Exactly 1 output width element remaining vst1_lane_u16(o1c0, vreinterpret_u16_f16(vo1x0), 0); o1c0 += 1; vst1_lane_u16(o1c1, vreinterpret_u16_f16(vo1x0), 1); o1c1 += 1; vst1_lane_u16(o1c2, vreinterpret_u16_f16(vo1x0), 2); o1c2 += 1; vst1_lane_u16(o1c3, vreinterpret_u16_f16(vo1x0), 3); o1c3 += 1; vst1_lane_u16(o0c0, vreinterpret_u16_f16(vo0x0), 0); o0c0 += 1; vst1_lane_u16(o0c1, vreinterpret_u16_f16(vo0x0), 1); o0c1 += 1; vst1_lane_u16(o0c2, vreinterpret_u16_f16(vo0x0), 2); o0c2 += 1; vst1_lane_u16(o0c3, vreinterpret_u16_f16(vo0x0), 3); o0c3 += 1; } } // Move output pointers back to the position of the first pixel in a row, // and forward to the next block of output channels. o0c0 = (uint16_t*) ((uintptr_t) o0c0 + output_channel_increment); o0c1 = (uint16_t*) ((uintptr_t) o0c1 + output_channel_increment); o0c2 = (uint16_t*) ((uintptr_t) o0c2 + output_channel_increment); o0c3 = (uint16_t*) ((uintptr_t) o0c3 + output_channel_increment); o1c0 = (uint16_t*) ((uintptr_t) o1c0 + output_channel_increment); o1c1 = (uint16_t*) ((uintptr_t) o1c1 + output_channel_increment); o1c2 = (uint16_t*) ((uintptr_t) o1c2 + output_channel_increment); o1c3 = (uint16_t*) ((uintptr_t) o1c3 + output_channel_increment); // Revert input pointers to the position of the first pixel in a row i0 = (const uint16_t*) ((uintptr_t) i0 - input_width_increment); i1 = (const uint16_t*) ((uintptr_t) i1 - input_width_increment); i2 = (const uint16_t*) ((uintptr_t) i2 - input_width_increment); i3 = (const uint16_t*) ((uintptr_t) i3 - input_width_increment); i4 = (const uint16_t*) ((uintptr_t) i4 - input_width_increment); // Move to the block of weights for the next 4 output channels w += 112; c = doz(c, 4); } while (c != 0); // Move output pointers forward to the next two rows output0 = (uint16_t*) ((uintptr_t) output1 + output_height_stride); output1 = (uint16_t*) ((uintptr_t) output0 + output_height_stride); // Move input pointers forward to the next four rows i0 = i4; i1 = (const uint16_t*) ((uintptr_t) i0 + input_height_stride); i2 = (const uint16_t*) ((uintptr_t) i1 + input_height_stride); i3 = (const uint16_t*) ((uintptr_t) i2 + input_height_stride); i4 = (const uint16_t*) ((uintptr_t) i3 + input_height_stride); } }