// Auto-generated file. Do not edit! // Template: src/qs8-dwconv/multipass-scalar.c.in // Generator: tools/xngen // // Copyright 2023 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/common.h" #include "xnnpack/dwconv.h" #include "xnnpack/math.h" #include "xnnpack/microparams.h" #include "xnnpack/unaligned.h" void xnn_qu8_dwconv_minmax_fp32_ukernel_5f5m5l4c1s1r__scalar_lrintf( size_t channels, size_t output_width, const uint8_t** input, const void* weights, uint8_t* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const uint8_t* zero, size_t kernel_size, int32_t* buffer, const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(channels != 0); assert(output_width != 0); assert(kernel_size > 5); const float vscale = params->fp32_scalar.scale; const float voutput_min_less_zero_point = (int32_t) params->fp32_scalar.output_min - (int32_t) params->fp32_scalar.output_zero_point; const float voutput_max_less_zero_point = (int32_t) params->fp32_scalar.output_max - (int32_t) params->fp32_scalar.output_zero_point; const int32_t voutput_zero_point = params->fp32_scalar.output_zero_point; const int32_t vkernel_zero_point = params->fp32_scalar.kernel_zero_point; do { const void* w = weights; // First pass to process 5 inputs. { int32_t* b = buffer; const uint8_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset); } const uint8_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset); } const uint8_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset); } const uint8_t* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset); } const uint8_t* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset); } input += 5; size_t c = channels; for (; c >= 4; c -= 4) { int32_t vacc0 = ((const int32_t*) w)[0]; int32_t vacc1 = ((const int32_t*) w)[1]; int32_t vacc2 = ((const int32_t*) w)[2]; int32_t vacc3 = ((const int32_t*) w)[3]; const int32_t vi0x0 = (int32_t) (uint32_t) i0[0]; const int32_t vi0x1 = (int32_t) (uint32_t) i0[1]; const int32_t vi0x2 = (int32_t) (uint32_t) i0[2]; const int32_t vi0x3 = (int32_t) (uint32_t) i0[3]; i0 += 4; const int32_t vk0x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[0] - vkernel_zero_point; const int32_t vk0x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[1] - vkernel_zero_point; const int32_t vk0x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[2] - vkernel_zero_point; const int32_t vk0x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[3] - vkernel_zero_point; vacc0 += vi0x0 * vk0x0; vacc1 += vi0x1 * vk0x1; vacc2 += vi0x2 * vk0x2; vacc3 += vi0x3 * vk0x3; const int32_t vi1x0 = (int32_t) (uint32_t) i1[0]; const int32_t vi1x1 = (int32_t) (uint32_t) i1[1]; const int32_t vi1x2 = (int32_t) (uint32_t) i1[2]; const int32_t vi1x3 = (int32_t) (uint32_t) i1[3]; i1 += 4; const int32_t vk1x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[4] - vkernel_zero_point; const int32_t vk1x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[5] - vkernel_zero_point; const int32_t vk1x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[6] - vkernel_zero_point; const int32_t vk1x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[7] - vkernel_zero_point; vacc0 += vi1x0 * vk1x0; vacc1 += vi1x1 * vk1x1; vacc2 += vi1x2 * vk1x2; vacc3 += vi1x3 * vk1x3; const int32_t vi2x0 = (int32_t) (uint32_t) i2[0]; const int32_t vi2x1 = (int32_t) (uint32_t) i2[1]; const int32_t vi2x2 = (int32_t) (uint32_t) i2[2]; const int32_t vi2x3 = (int32_t) (uint32_t) i2[3]; i2 += 4; const int32_t vk2x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[8] - vkernel_zero_point; const int32_t vk2x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[9] - vkernel_zero_point; const int32_t vk2x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[10] - vkernel_zero_point; const int32_t vk2x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[11] - vkernel_zero_point; vacc0 += vi2x0 * vk2x0; vacc1 += vi2x1 * vk2x1; vacc2 += vi2x2 * vk2x2; vacc3 += vi2x3 * vk2x3; const int32_t vi3x0 = (int32_t) (uint32_t) i3[0]; const int32_t vi3x1 = (int32_t) (uint32_t) i3[1]; const int32_t vi3x2 = (int32_t) (uint32_t) i3[2]; const int32_t vi3x3 = (int32_t) (uint32_t) i3[3]; i3 += 4; const int32_t vk3x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[12] - vkernel_zero_point; const int32_t vk3x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[13] - vkernel_zero_point; const int32_t vk3x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[14] - vkernel_zero_point; const int32_t vk3x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[15] - vkernel_zero_point; vacc0 += vi3x0 * vk3x0; vacc1 += vi3x1 * vk3x1; vacc2 += vi3x2 * vk3x2; vacc3 += vi3x3 * vk3x3; const int32_t vi4x0 = (int32_t) (uint32_t) i4[0]; const int32_t vi4x1 = (int32_t) (uint32_t) i4[1]; const int32_t vi4x2 = (int32_t) (uint32_t) i4[2]; const int32_t vi4x3 = (int32_t) (uint32_t) i4[3]; i4 += 4; const int32_t vk4x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[16] - vkernel_zero_point; const int32_t vk4x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[17] - vkernel_zero_point; const int32_t vk4x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[18] - vkernel_zero_point; const int32_t vk4x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[19] - vkernel_zero_point; vacc0 += vi4x0 * vk4x0; vacc1 += vi4x1 * vk4x1; vacc2 += vi4x2 * vk4x2; vacc3 += vi4x3 * vk4x3; w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t) + 20 * sizeof(uint8_t)); b[0] = vacc0; b[1] = vacc1; b[2] = vacc2; b[3] = vacc3; b += 4; } if XNN_UNLIKELY(c != 0) { do { int32_t vacc = unaligned_load_s32(w); const int32_t vi0 = (int32_t) (uint32_t) *i0++; const int32_t vk0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 1 * sizeof(int32_t)))[0] - vkernel_zero_point; vacc += vi0 * vk0; const int32_t vi1 = (int32_t) (uint32_t) *i1++; const int32_t vk1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 1 * sizeof(int32_t)))[1] - vkernel_zero_point; vacc += vi1 * vk1; const int32_t vi2 = (int32_t) (uint32_t) *i2++; const int32_t vk2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 1 * sizeof(int32_t)))[2] - vkernel_zero_point; vacc += vi2 * vk2; const int32_t vi3 = (int32_t) (uint32_t) *i3++; const int32_t vk3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 1 * sizeof(int32_t)))[3] - vkernel_zero_point; vacc += vi3 * vk3; const int32_t vi4 = (int32_t) (uint32_t) *i4++; const int32_t vk4 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 1 * sizeof(int32_t)))[4] - vkernel_zero_point; vacc += vi4 * vk4; w = (const void*) ((uintptr_t) w + 1 * sizeof(int32_t) + 5 * sizeof(uint8_t)); *b++ = vacc; } while (--c != 0); } } // Middle pass to process 5 inputs in each iteration. for (size_t ks = kernel_size - 5; ks > 5; ks -= 5) { int32_t* b = buffer; const uint8_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset); } const uint8_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset); } const uint8_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset); } const uint8_t* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset); } const uint8_t* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset); } input += 5; size_t c = channels; for (; c >= 4; c -= 4) { int32_t vacc0 = b[0]; int32_t vacc1 = b[1]; int32_t vacc2 = b[2]; int32_t vacc3 = b[3]; const int32_t vi0x0 = (int32_t) (uint32_t) i0[0]; const int32_t vi0x1 = (int32_t) (uint32_t) i0[1]; const int32_t vi0x2 = (int32_t) (uint32_t) i0[2]; const int32_t vi0x3 = (int32_t) (uint32_t) i0[3]; i0 += 4; const int32_t vk0x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[0] - vkernel_zero_point; const int32_t vk0x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[1] - vkernel_zero_point; const int32_t vk0x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[2] - vkernel_zero_point; const int32_t vk0x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[3] - vkernel_zero_point; vacc0 += vi0x0 * vk0x0; vacc1 += vi0x1 * vk0x1; vacc2 += vi0x2 * vk0x2; vacc3 += vi0x3 * vk0x3; const int32_t vi1x0 = (int32_t) (uint32_t) i1[0]; const int32_t vi1x1 = (int32_t) (uint32_t) i1[1]; const int32_t vi1x2 = (int32_t) (uint32_t) i1[2]; const int32_t vi1x3 = (int32_t) (uint32_t) i1[3]; i1 += 4; const int32_t vk1x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[4] - vkernel_zero_point; const int32_t vk1x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[5] - vkernel_zero_point; const int32_t vk1x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[6] - vkernel_zero_point; const int32_t vk1x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[7] - vkernel_zero_point; vacc0 += vi1x0 * vk1x0; vacc1 += vi1x1 * vk1x1; vacc2 += vi1x2 * vk1x2; vacc3 += vi1x3 * vk1x3; const int32_t vi2x0 = (int32_t) (uint32_t) i2[0]; const int32_t vi2x1 = (int32_t) (uint32_t) i2[1]; const int32_t vi2x2 = (int32_t) (uint32_t) i2[2]; const int32_t vi2x3 = (int32_t) (uint32_t) i2[3]; i2 += 4; const int32_t vk2x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[8] - vkernel_zero_point; const int32_t vk2x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[9] - vkernel_zero_point; const int32_t vk2x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[10] - vkernel_zero_point; const int32_t vk2x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[11] - vkernel_zero_point; vacc0 += vi2x0 * vk2x0; vacc1 += vi2x1 * vk2x1; vacc2 += vi2x2 * vk2x2; vacc3 += vi2x3 * vk2x3; const int32_t vi3x0 = (int32_t) (uint32_t) i3[0]; const int32_t vi3x1 = (int32_t) (uint32_t) i3[1]; const int32_t vi3x2 = (int32_t) (uint32_t) i3[2]; const int32_t vi3x3 = (int32_t) (uint32_t) i3[3]; i3 += 4; const int32_t vk3x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[12] - vkernel_zero_point; const int32_t vk3x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[13] - vkernel_zero_point; const int32_t vk3x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[14] - vkernel_zero_point; const int32_t vk3x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[15] - vkernel_zero_point; vacc0 += vi3x0 * vk3x0; vacc1 += vi3x1 * vk3x1; vacc2 += vi3x2 * vk3x2; vacc3 += vi3x3 * vk3x3; const int32_t vi4x0 = (int32_t) (uint32_t) i4[0]; const int32_t vi4x1 = (int32_t) (uint32_t) i4[1]; const int32_t vi4x2 = (int32_t) (uint32_t) i4[2]; const int32_t vi4x3 = (int32_t) (uint32_t) i4[3]; i4 += 4; const int32_t vk4x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[16] - vkernel_zero_point; const int32_t vk4x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[17] - vkernel_zero_point; const int32_t vk4x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[18] - vkernel_zero_point; const int32_t vk4x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[19] - vkernel_zero_point; vacc0 += vi4x0 * vk4x0; vacc1 += vi4x1 * vk4x1; vacc2 += vi4x2 * vk4x2; vacc3 += vi4x3 * vk4x3; w = (const void*) ((uintptr_t) w + 20 * sizeof(uint8_t)); b[0] = vacc0; b[1] = vacc1; b[2] = vacc2; b[3] = vacc3; b += 4; } if XNN_UNLIKELY(c != 0) { do { int32_t vacc = *b; const int32_t vi0 = (int32_t) (uint32_t) *i0++; const int32_t vk0 = (int32_t) (uint32_t) ((const uint8_t*) w)[0] - vkernel_zero_point; vacc += vi0 * vk0; const int32_t vi1 = (int32_t) (uint32_t) *i1++; const int32_t vk1 = (int32_t) (uint32_t) ((const uint8_t*) w)[1] - vkernel_zero_point; vacc += vi1 * vk1; const int32_t vi2 = (int32_t) (uint32_t) *i2++; const int32_t vk2 = (int32_t) (uint32_t) ((const uint8_t*) w)[2] - vkernel_zero_point; vacc += vi2 * vk2; const int32_t vi3 = (int32_t) (uint32_t) *i3++; const int32_t vk3 = (int32_t) (uint32_t) ((const uint8_t*) w)[3] - vkernel_zero_point; vacc += vi3 * vk3; const int32_t vi4 = (int32_t) (uint32_t) *i4++; const int32_t vk4 = (int32_t) (uint32_t) ((const uint8_t*) w)[4] - vkernel_zero_point; vacc += vi4 * vk4; w = (const void*) ((uintptr_t) w + 5 * sizeof(uint8_t)); *b++ = vacc; } while (--c != 0); } } // Last pass to process up to 5 inputs. { const int32_t* b = buffer; const uint8_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset); } const uint8_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset); } const uint8_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset); } const uint8_t* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset); } const uint8_t* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset); } size_t c = channels; for (; c >= 4; c -= 4) { int32_t vacc0 = b[0]; int32_t vacc1 = b[1]; int32_t vacc2 = b[2]; int32_t vacc3 = b[3]; b += 4; const int32_t vi0x0 = (int32_t) (uint32_t) i0[0]; const int32_t vi0x1 = (int32_t) (uint32_t) i0[1]; const int32_t vi0x2 = (int32_t) (uint32_t) i0[2]; const int32_t vi0x3 = (int32_t) (uint32_t) i0[3]; i0 += 4; const int32_t vk0x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[0] - vkernel_zero_point; const int32_t vk0x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[1] - vkernel_zero_point; const int32_t vk0x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[2] - vkernel_zero_point; const int32_t vk0x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[3] - vkernel_zero_point; vacc0 += vi0x0 * vk0x0; vacc1 += vi0x1 * vk0x1; vacc2 += vi0x2 * vk0x2; vacc3 += vi0x3 * vk0x3; const int32_t vi1x0 = (int32_t) (uint32_t) i1[0]; const int32_t vi1x1 = (int32_t) (uint32_t) i1[1]; const int32_t vi1x2 = (int32_t) (uint32_t) i1[2]; const int32_t vi1x3 = (int32_t) (uint32_t) i1[3]; i1 += 4; const int32_t vk1x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[4] - vkernel_zero_point; const int32_t vk1x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[5] - vkernel_zero_point; const int32_t vk1x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[6] - vkernel_zero_point; const int32_t vk1x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[7] - vkernel_zero_point; vacc0 += vi1x0 * vk1x0; vacc1 += vi1x1 * vk1x1; vacc2 += vi1x2 * vk1x2; vacc3 += vi1x3 * vk1x3; const int32_t vi2x0 = (int32_t) (uint32_t) i2[0]; const int32_t vi2x1 = (int32_t) (uint32_t) i2[1]; const int32_t vi2x2 = (int32_t) (uint32_t) i2[2]; const int32_t vi2x3 = (int32_t) (uint32_t) i2[3]; i2 += 4; const int32_t vk2x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[8] - vkernel_zero_point; const int32_t vk2x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[9] - vkernel_zero_point; const int32_t vk2x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[10] - vkernel_zero_point; const int32_t vk2x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[11] - vkernel_zero_point; vacc0 += vi2x0 * vk2x0; vacc1 += vi2x1 * vk2x1; vacc2 += vi2x2 * vk2x2; vacc3 += vi2x3 * vk2x3; const int32_t vi3x0 = (int32_t) (uint32_t) i3[0]; const int32_t vi3x1 = (int32_t) (uint32_t) i3[1]; const int32_t vi3x2 = (int32_t) (uint32_t) i3[2]; const int32_t vi3x3 = (int32_t) (uint32_t) i3[3]; i3 += 4; const int32_t vk3x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[12] - vkernel_zero_point; const int32_t vk3x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[13] - vkernel_zero_point; const int32_t vk3x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[14] - vkernel_zero_point; const int32_t vk3x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[15] - vkernel_zero_point; vacc0 += vi3x0 * vk3x0; vacc1 += vi3x1 * vk3x1; vacc2 += vi3x2 * vk3x2; vacc3 += vi3x3 * vk3x3; const int32_t vi4x0 = (int32_t) (uint32_t) i4[0]; const int32_t vi4x1 = (int32_t) (uint32_t) i4[1]; const int32_t vi4x2 = (int32_t) (uint32_t) i4[2]; const int32_t vi4x3 = (int32_t) (uint32_t) i4[3]; i4 += 4; const int32_t vk4x0 = (int32_t) (uint32_t) ((const uint8_t*) w)[16] - vkernel_zero_point; const int32_t vk4x1 = (int32_t) (uint32_t) ((const uint8_t*) w)[17] - vkernel_zero_point; const int32_t vk4x2 = (int32_t) (uint32_t) ((const uint8_t*) w)[18] - vkernel_zero_point; const int32_t vk4x3 = (int32_t) (uint32_t) ((const uint8_t*) w)[19] - vkernel_zero_point; vacc0 += vi4x0 * vk4x0; vacc1 += vi4x1 * vk4x1; vacc2 += vi4x2 * vk4x2; vacc3 += vi4x3 * vk4x3; w = (const void*) ((uintptr_t) w + 20 * sizeof(uint8_t)); float vfpacc0 = (float) vacc0; float vfpacc1 = (float) vacc1; float vfpacc2 = (float) vacc2; float vfpacc3 = (float) vacc3; vfpacc0 *= vscale; vfpacc1 *= vscale; vfpacc2 *= vscale; vfpacc3 *= vscale; vfpacc0 = math_max_f32(vfpacc0, voutput_min_less_zero_point); vfpacc1 = math_max_f32(vfpacc1, voutput_min_less_zero_point); vfpacc2 = math_max_f32(vfpacc2, voutput_min_less_zero_point); vfpacc3 = math_max_f32(vfpacc3, voutput_min_less_zero_point); vfpacc0 = math_min_f32(vfpacc0, voutput_max_less_zero_point); vfpacc1 = math_min_f32(vfpacc1, voutput_max_less_zero_point); vfpacc2 = math_min_f32(vfpacc2, voutput_max_less_zero_point); vfpacc3 = math_min_f32(vfpacc3, voutput_max_less_zero_point); const int32_t vrndacc0 = (int32_t) lrintf(vfpacc0); const int32_t vrndacc1 = (int32_t) lrintf(vfpacc1); const int32_t vrndacc2 = (int32_t) lrintf(vfpacc2); const int32_t vrndacc3 = (int32_t) lrintf(vfpacc3); int32_t vout0 = (int32_t) vrndacc0 + voutput_zero_point; int32_t vout1 = (int32_t) vrndacc1 + voutput_zero_point; int32_t vout2 = (int32_t) vrndacc2 + voutput_zero_point; int32_t vout3 = (int32_t) vrndacc3 + voutput_zero_point; output[0] = (uint8_t) vout0; output[1] = (uint8_t) vout1; output[2] = (uint8_t) vout2; output[3] = (uint8_t) vout3; output += 4; } if XNN_UNLIKELY(c != 0) { do { int32_t vacc = *b++; const int32_t vi0 = (int32_t) (uint32_t) *i0++; const int32_t vk0 = (int32_t) (uint32_t) ((const uint8_t*) w)[0] - vkernel_zero_point; vacc += vi0 * vk0; const int32_t vi1 = (int32_t) (uint32_t) *i1++; const int32_t vk1 = (int32_t) (uint32_t) ((const uint8_t*) w)[1] - vkernel_zero_point; vacc += vi1 * vk1; const int32_t vi2 = (int32_t) (uint32_t) *i2++; const int32_t vk2 = (int32_t) (uint32_t) ((const uint8_t*) w)[2] - vkernel_zero_point; vacc += vi2 * vk2; const int32_t vi3 = (int32_t) (uint32_t) *i3++; const int32_t vk3 = (int32_t) (uint32_t) ((const uint8_t*) w)[3] - vkernel_zero_point; vacc += vi3 * vk3; const int32_t vi4 = (int32_t) (uint32_t) *i4++; const int32_t vk4 = (int32_t) (uint32_t) ((const uint8_t*) w)[4] - vkernel_zero_point; vacc += vi4 * vk4; w = (const void*) ((uintptr_t) w + 5 * sizeof(uint8_t)); float vfpacc = (float) vacc * vscale; vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point); vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point); const int32_t vrndacc = (int32_t) lrintf(vfpacc); int32_t vout = vrndacc + voutput_zero_point; *output++ = (uint8_t) vout; } while (--c != 0); } } input = (const uint8_t**) ((uintptr_t) input + input_stride); output = (uint8_t*) ((uintptr_t) output + output_increment); } while (--output_width != 0); }