// Auto-generated file. Do not edit! // Template: src/qs8-dwconv/unipass-scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 "xnnpack/common.h" #include "xnnpack/dwconv.h" #include "xnnpack/math.h" #include "xnnpack/microparams.h" #include "xnnpack/unaligned.h" void xnn_qs8_dwconv_minmax_fp32_ukernel_25p2c__scalar_imagic( size_t channels, size_t output_width, const int8_t** input, const void* weights, int8_t* output, intptr_t input_stride, size_t output_increment, size_t input_offset, const int8_t* zero, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(channels != 0); assert(output_width != 0); const float vscale = params->fp32_scalar.scale; const float vmagic_bias = 12582912.0f; const int32_t output_min_less_zero_point = (int32_t) params->fp32_scalar.output_min - (int32_t) params->fp32_scalar.output_zero_point; const int32_t output_max_less_zero_point = (int32_t) params->fp32_scalar.output_max - (int32_t) params->fp32_scalar.output_zero_point; const int32_t vmagic_min = (int32_t) float_as_uint32(12582912.0f + output_min_less_zero_point); const int32_t vmagic_max = (int32_t) float_as_uint32(12582912.0f + output_max_less_zero_point); const int32_t vmagic_bias_less_zero_point = INT32_C(0x4B400000) - (int32_t) params->fp32_scalar.output_zero_point; do { const int8_t* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const int8_t*) ((uintptr_t) i0 + input_offset); } const int8_t* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const int8_t*) ((uintptr_t) i1 + input_offset); } const int8_t* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const int8_t*) ((uintptr_t) i2 + input_offset); } const int8_t* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const int8_t*) ((uintptr_t) i3 + input_offset); } const int8_t* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const int8_t*) ((uintptr_t) i4 + input_offset); } const int8_t* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const int8_t*) ((uintptr_t) i5 + input_offset); } const int8_t* i6 = input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const int8_t*) ((uintptr_t) i6 + input_offset); } const int8_t* i7 = input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const int8_t*) ((uintptr_t) i7 + input_offset); } const int8_t* i8 = input[8]; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const int8_t*) ((uintptr_t) i8 + input_offset); } const int8_t* i9 = input[9]; assert(i9 != NULL); if XNN_UNPREDICTABLE(i9 != zero) { i9 = (const int8_t*) ((uintptr_t) i9 + input_offset); } const int8_t* i10 = input[10]; assert(i10 != NULL); if XNN_UNPREDICTABLE(i10 != zero) { i10 = (const int8_t*) ((uintptr_t) i10 + input_offset); } const int8_t* i11 = input[11]; assert(i11 != NULL); if XNN_UNPREDICTABLE(i11 != zero) { i11 = (const int8_t*) ((uintptr_t) i11 + input_offset); } const int8_t* i12 = input[12]; assert(i12 != NULL); if XNN_UNPREDICTABLE(i12 != zero) { i12 = (const int8_t*) ((uintptr_t) i12 + input_offset); } const int8_t* i13 = input[13]; assert(i13 != NULL); if XNN_UNPREDICTABLE(i13 != zero) { i13 = (const int8_t*) ((uintptr_t) i13 + input_offset); } const int8_t* i14 = input[14]; assert(i14 != NULL); if XNN_UNPREDICTABLE(i14 != zero) { i14 = (const int8_t*) ((uintptr_t) i14 + input_offset); } const int8_t* i15 = input[15]; assert(i15 != NULL); if XNN_UNPREDICTABLE(i15 != zero) { i15 = (const int8_t*) ((uintptr_t) i15 + input_offset); } const int8_t* i16 = input[16]; assert(i16 != NULL); if XNN_UNPREDICTABLE(i16 != zero) { i16 = (const int8_t*) ((uintptr_t) i16 + input_offset); } const int8_t* i17 = input[17]; assert(i17 != NULL); if XNN_UNPREDICTABLE(i17 != zero) { i17 = (const int8_t*) ((uintptr_t) i17 + input_offset); } const int8_t* i18 = input[18]; assert(i18 != NULL); if XNN_UNPREDICTABLE(i18 != zero) { i18 = (const int8_t*) ((uintptr_t) i18 + input_offset); } const int8_t* i19 = input[19]; assert(i19 != NULL); if XNN_UNPREDICTABLE(i19 != zero) { i19 = (const int8_t*) ((uintptr_t) i19 + input_offset); } const int8_t* i20 = input[20]; assert(i20 != NULL); if XNN_UNPREDICTABLE(i20 != zero) { i20 = (const int8_t*) ((uintptr_t) i20 + input_offset); } const int8_t* i21 = input[21]; assert(i21 != NULL); if XNN_UNPREDICTABLE(i21 != zero) { i21 = (const int8_t*) ((uintptr_t) i21 + input_offset); } const int8_t* i22 = input[22]; assert(i22 != NULL); if XNN_UNPREDICTABLE(i22 != zero) { i22 = (const int8_t*) ((uintptr_t) i22 + input_offset); } const int8_t* i23 = input[23]; assert(i23 != NULL); if XNN_UNPREDICTABLE(i23 != zero) { i23 = (const int8_t*) ((uintptr_t) i23 + input_offset); } const int8_t* i24 = input[24]; assert(i24 != NULL); if XNN_UNPREDICTABLE(i24 != zero) { i24 = (const int8_t*) ((uintptr_t) i24 + input_offset); } input = (const int8_t**) ((uintptr_t) input + input_stride); size_t c = channels; const void* w = weights; for (; c >= 2; c -= 2) { int32_t vacc0 = unaligned_indexed_load_s32(w, 0); int32_t vacc1 = unaligned_indexed_load_s32(w, 1); const int32_t vi0x0 = (int32_t) i0[0]; const int32_t vi0x1 = (int32_t) i0[1]; i0 += 2; const int32_t vk0x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[0]; const int32_t vk0x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[1]; vacc0 += vi0x0 * vk0x0; vacc1 += vi0x1 * vk0x1; const int32_t vi1x0 = (int32_t) i1[0]; const int32_t vi1x1 = (int32_t) i1[1]; i1 += 2; const int32_t vk1x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[2]; const int32_t vk1x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[3]; vacc0 += vi1x0 * vk1x0; vacc1 += vi1x1 * vk1x1; const int32_t vi2x0 = (int32_t) i2[0]; const int32_t vi2x1 = (int32_t) i2[1]; i2 += 2; const int32_t vk2x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[4]; const int32_t vk2x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[5]; vacc0 += vi2x0 * vk2x0; vacc1 += vi2x1 * vk2x1; const int32_t vi3x0 = (int32_t) i3[0]; const int32_t vi3x1 = (int32_t) i3[1]; i3 += 2; const int32_t vk3x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[6]; const int32_t vk3x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[7]; vacc0 += vi3x0 * vk3x0; vacc1 += vi3x1 * vk3x1; const int32_t vi4x0 = (int32_t) i4[0]; const int32_t vi4x1 = (int32_t) i4[1]; i4 += 2; const int32_t vk4x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[8]; const int32_t vk4x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[9]; vacc0 += vi4x0 * vk4x0; vacc1 += vi4x1 * vk4x1; const int32_t vi5x0 = (int32_t) i5[0]; const int32_t vi5x1 = (int32_t) i5[1]; i5 += 2; const int32_t vk5x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[10]; const int32_t vk5x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[11]; vacc0 += vi5x0 * vk5x0; vacc1 += vi5x1 * vk5x1; const int32_t vi6x0 = (int32_t) i6[0]; const int32_t vi6x1 = (int32_t) i6[1]; i6 += 2; const int32_t vk6x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[12]; const int32_t vk6x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[13]; vacc0 += vi6x0 * vk6x0; vacc1 += vi6x1 * vk6x1; const int32_t vi7x0 = (int32_t) i7[0]; const int32_t vi7x1 = (int32_t) i7[1]; i7 += 2; const int32_t vk7x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[14]; const int32_t vk7x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[15]; vacc0 += vi7x0 * vk7x0; vacc1 += vi7x1 * vk7x1; const int32_t vi8x0 = (int32_t) i8[0]; const int32_t vi8x1 = (int32_t) i8[1]; i8 += 2; const int32_t vk8x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[16]; const int32_t vk8x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[17]; vacc0 += vi8x0 * vk8x0; vacc1 += vi8x1 * vk8x1; const int32_t vi9x0 = (int32_t) i9[0]; const int32_t vi9x1 = (int32_t) i9[1]; i9 += 2; const int32_t vk9x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[18]; const int32_t vk9x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[19]; vacc0 += vi9x0 * vk9x0; vacc1 += vi9x1 * vk9x1; const int32_t vi10x0 = (int32_t) i10[0]; const int32_t vi10x1 = (int32_t) i10[1]; i10 += 2; const int32_t vk10x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[20]; const int32_t vk10x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[21]; vacc0 += vi10x0 * vk10x0; vacc1 += vi10x1 * vk10x1; const int32_t vi11x0 = (int32_t) i11[0]; const int32_t vi11x1 = (int32_t) i11[1]; i11 += 2; const int32_t vk11x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[22]; const int32_t vk11x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[23]; vacc0 += vi11x0 * vk11x0; vacc1 += vi11x1 * vk11x1; const int32_t vi12x0 = (int32_t) i12[0]; const int32_t vi12x1 = (int32_t) i12[1]; i12 += 2; const int32_t vk12x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[24]; const int32_t vk12x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[25]; vacc0 += vi12x0 * vk12x0; vacc1 += vi12x1 * vk12x1; const int32_t vi13x0 = (int32_t) i13[0]; const int32_t vi13x1 = (int32_t) i13[1]; i13 += 2; const int32_t vk13x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[26]; const int32_t vk13x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[27]; vacc0 += vi13x0 * vk13x0; vacc1 += vi13x1 * vk13x1; const int32_t vi14x0 = (int32_t) i14[0]; const int32_t vi14x1 = (int32_t) i14[1]; i14 += 2; const int32_t vk14x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[28]; const int32_t vk14x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[29]; vacc0 += vi14x0 * vk14x0; vacc1 += vi14x1 * vk14x1; const int32_t vi15x0 = (int32_t) i15[0]; const int32_t vi15x1 = (int32_t) i15[1]; i15 += 2; const int32_t vk15x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[30]; const int32_t vk15x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[31]; vacc0 += vi15x0 * vk15x0; vacc1 += vi15x1 * vk15x1; const int32_t vi16x0 = (int32_t) i16[0]; const int32_t vi16x1 = (int32_t) i16[1]; i16 += 2; const int32_t vk16x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[32]; const int32_t vk16x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[33]; vacc0 += vi16x0 * vk16x0; vacc1 += vi16x1 * vk16x1; const int32_t vi17x0 = (int32_t) i17[0]; const int32_t vi17x1 = (int32_t) i17[1]; i17 += 2; const int32_t vk17x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[34]; const int32_t vk17x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[35]; vacc0 += vi17x0 * vk17x0; vacc1 += vi17x1 * vk17x1; const int32_t vi18x0 = (int32_t) i18[0]; const int32_t vi18x1 = (int32_t) i18[1]; i18 += 2; const int32_t vk18x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[36]; const int32_t vk18x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[37]; vacc0 += vi18x0 * vk18x0; vacc1 += vi18x1 * vk18x1; const int32_t vi19x0 = (int32_t) i19[0]; const int32_t vi19x1 = (int32_t) i19[1]; i19 += 2; const int32_t vk19x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[38]; const int32_t vk19x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[39]; vacc0 += vi19x0 * vk19x0; vacc1 += vi19x1 * vk19x1; const int32_t vi20x0 = (int32_t) i20[0]; const int32_t vi20x1 = (int32_t) i20[1]; i20 += 2; const int32_t vk20x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[40]; const int32_t vk20x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[41]; vacc0 += vi20x0 * vk20x0; vacc1 += vi20x1 * vk20x1; const int32_t vi21x0 = (int32_t) i21[0]; const int32_t vi21x1 = (int32_t) i21[1]; i21 += 2; const int32_t vk21x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[42]; const int32_t vk21x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[43]; vacc0 += vi21x0 * vk21x0; vacc1 += vi21x1 * vk21x1; const int32_t vi22x0 = (int32_t) i22[0]; const int32_t vi22x1 = (int32_t) i22[1]; i22 += 2; const int32_t vk22x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[44]; const int32_t vk22x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[45]; vacc0 += vi22x0 * vk22x0; vacc1 += vi22x1 * vk22x1; const int32_t vi23x0 = (int32_t) i23[0]; const int32_t vi23x1 = (int32_t) i23[1]; i23 += 2; const int32_t vk23x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[46]; const int32_t vk23x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[47]; vacc0 += vi23x0 * vk23x0; vacc1 += vi23x1 * vk23x1; const int32_t vi24x0 = (int32_t) i24[0]; const int32_t vi24x1 = (int32_t) i24[1]; i24 += 2; const int32_t vk24x0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[48]; const int32_t vk24x1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[49]; vacc0 += vi24x0 * vk24x0; vacc1 += vi24x1 * vk24x1; w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t) + 50 * sizeof(int8_t)); float vfpacc0 = (float) vacc0; float vfpacc1 = (float) vacc1; vfpacc0 *= vscale; vfpacc1 *= vscale; vfpacc0 += vmagic_bias; vfpacc1 += vmagic_bias; int32_t vout0 = (int32_t) float_as_uint32(vfpacc0); int32_t vout1 = (int32_t) float_as_uint32(vfpacc1); vout0 = math_max_s32(vout0, vmagic_min); vout1 = math_max_s32(vout1, vmagic_min); vout0 = math_min_s32(vout0, vmagic_max); vout1 = math_min_s32(vout1, vmagic_max); vout0 -= vmagic_bias_less_zero_point; vout1 -= vmagic_bias_less_zero_point; output[0] = (int8_t) vout0; output[1] = (int8_t) vout1; output += 2; } if XNN_UNLIKELY(c != 0) { int32_t vacc = unaligned_load_s32(w); const int32_t vi0 = (int32_t) *i0; const int32_t vk0 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[0]; vacc += vi0 * vk0; const int32_t vi1 = (int32_t) *i1; const int32_t vk1 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[2]; vacc += vi1 * vk1; const int32_t vi2 = (int32_t) *i2; const int32_t vk2 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[4]; vacc += vi2 * vk2; const int32_t vi3 = (int32_t) *i3; const int32_t vk3 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[6]; vacc += vi3 * vk3; const int32_t vi4 = (int32_t) *i4; const int32_t vk4 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[8]; vacc += vi4 * vk4; const int32_t vi5 = (int32_t) *i5; const int32_t vk5 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[10]; vacc += vi5 * vk5; const int32_t vi6 = (int32_t) *i6; const int32_t vk6 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[12]; vacc += vi6 * vk6; const int32_t vi7 = (int32_t) *i7; const int32_t vk7 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[14]; vacc += vi7 * vk7; const int32_t vi8 = (int32_t) *i8; const int32_t vk8 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[16]; vacc += vi8 * vk8; const int32_t vi9 = (int32_t) *i9; const int32_t vk9 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[18]; vacc += vi9 * vk9; const int32_t vi10 = (int32_t) *i10; const int32_t vk10 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[20]; vacc += vi10 * vk10; const int32_t vi11 = (int32_t) *i11; const int32_t vk11 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[22]; vacc += vi11 * vk11; const int32_t vi12 = (int32_t) *i12; const int32_t vk12 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[24]; vacc += vi12 * vk12; const int32_t vi13 = (int32_t) *i13; const int32_t vk13 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[26]; vacc += vi13 * vk13; const int32_t vi14 = (int32_t) *i14; const int32_t vk14 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[28]; vacc += vi14 * vk14; const int32_t vi15 = (int32_t) *i15; const int32_t vk15 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[30]; vacc += vi15 * vk15; const int32_t vi16 = (int32_t) *i16; const int32_t vk16 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[32]; vacc += vi16 * vk16; const int32_t vi17 = (int32_t) *i17; const int32_t vk17 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[34]; vacc += vi17 * vk17; const int32_t vi18 = (int32_t) *i18; const int32_t vk18 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[36]; vacc += vi18 * vk18; const int32_t vi19 = (int32_t) *i19; const int32_t vk19 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[38]; vacc += vi19 * vk19; const int32_t vi20 = (int32_t) *i20; const int32_t vk20 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[40]; vacc += vi20 * vk20; const int32_t vi21 = (int32_t) *i21; const int32_t vk21 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[42]; vacc += vi21 * vk21; const int32_t vi22 = (int32_t) *i22; const int32_t vk22 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[44]; vacc += vi22 * vk22; const int32_t vi23 = (int32_t) *i23; const int32_t vk23 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[46]; vacc += vi23 * vk23; const int32_t vi24 = (int32_t) *i24; const int32_t vk24 = (int32_t) ((const int8_t*) ((uintptr_t) w + 2 * sizeof(int32_t)))[48]; vacc += vi24 * vk24; float vfpacc = (float) vacc * vscale; vfpacc += vmagic_bias; int32_t vout = (int32_t) float_as_uint32(vfpacc); vout = math_max_s32(vout, vmagic_min); vout = math_min_s32(vout, vmagic_max); vout -= vmagic_bias_less_zero_point; *output++ = (int8_t) vout; } output = (int8_t*) ((uintptr_t) output + output_increment); } while (--output_width != 0); }