// 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 void xnn_qu8_dwconv_minmax_fp32_ukernel_up4x9__wasm_fmagic( size_t channels, size_t output_width, const uint8_t** input, const void* weights, uint8_t* output, size_t input_stride, size_t output_increment, size_t input_offset, const uint8_t* zero, const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(channels != 0); assert(output_width != 0); const float vscale = params->fp32_scalar_fmagic.scale; const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point; const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point; const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias; const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point; const int32_t vkernel_zero_point = params->fp32_scalar_fmagic.kernel_zero_point; do { 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); } const uint8_t* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset); } const uint8_t* i6 = input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset); } const uint8_t* i7 = input[7]; assert(i7 != NULL); if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset); } const uint8_t* i8 = input[8]; assert(i8 != NULL); if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const uint8_t*) ((uintptr_t) i8 + input_offset); } input = (const uint8_t**) ((uintptr_t) input + input_stride); size_t c = channels; const void* w = weights; 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; const int32_t vi5x0 = (int32_t) (uint32_t) i5[0]; const int32_t vi5x1 = (int32_t) (uint32_t) i5[1]; const int32_t vi5x2 = (int32_t) (uint32_t) i5[2]; const int32_t vi5x3 = (int32_t) (uint32_t) i5[3]; i5 += 4; const int32_t vk5x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[20] - vkernel_zero_point; const int32_t vk5x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[21] - vkernel_zero_point; const int32_t vk5x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[22] - vkernel_zero_point; const int32_t vk5x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[23] - vkernel_zero_point; vacc0 += vi5x0 * vk5x0; vacc1 += vi5x1 * vk5x1; vacc2 += vi5x2 * vk5x2; vacc3 += vi5x3 * vk5x3; const int32_t vi6x0 = (int32_t) (uint32_t) i6[0]; const int32_t vi6x1 = (int32_t) (uint32_t) i6[1]; const int32_t vi6x2 = (int32_t) (uint32_t) i6[2]; const int32_t vi6x3 = (int32_t) (uint32_t) i6[3]; i6 += 4; const int32_t vk6x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[24] - vkernel_zero_point; const int32_t vk6x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[25] - vkernel_zero_point; const int32_t vk6x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[26] - vkernel_zero_point; const int32_t vk6x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[27] - vkernel_zero_point; vacc0 += vi6x0 * vk6x0; vacc1 += vi6x1 * vk6x1; vacc2 += vi6x2 * vk6x2; vacc3 += vi6x3 * vk6x3; const int32_t vi7x0 = (int32_t) (uint32_t) i7[0]; const int32_t vi7x1 = (int32_t) (uint32_t) i7[1]; const int32_t vi7x2 = (int32_t) (uint32_t) i7[2]; const int32_t vi7x3 = (int32_t) (uint32_t) i7[3]; i7 += 4; const int32_t vk7x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[28] - vkernel_zero_point; const int32_t vk7x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[29] - vkernel_zero_point; const int32_t vk7x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[30] - vkernel_zero_point; const int32_t vk7x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[31] - vkernel_zero_point; vacc0 += vi7x0 * vk7x0; vacc1 += vi7x1 * vk7x1; vacc2 += vi7x2 * vk7x2; vacc3 += vi7x3 * vk7x3; const int32_t vi8x0 = (int32_t) (uint32_t) i8[0]; const int32_t vi8x1 = (int32_t) (uint32_t) i8[1]; const int32_t vi8x2 = (int32_t) (uint32_t) i8[2]; const int32_t vi8x3 = (int32_t) (uint32_t) i8[3]; i8 += 4; const int32_t vk8x0 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[32] - vkernel_zero_point; const int32_t vk8x1 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[33] - vkernel_zero_point; const int32_t vk8x2 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[34] - vkernel_zero_point; const int32_t vk8x3 = (int32_t) (uint32_t) ((const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)))[35] - vkernel_zero_point; vacc0 += vi8x0 * vk8x0; vacc1 += vi8x1 * vk8x1; vacc2 += vi8x2 * vk8x2; vacc3 += vi8x3 * vk8x3; w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t) + 36 * 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 = __builtin_wasm_max_f32(vfpacc0, voutput_min_less_zero_point); vfpacc1 = __builtin_wasm_max_f32(vfpacc1, voutput_min_less_zero_point); vfpacc2 = __builtin_wasm_max_f32(vfpacc2, voutput_min_less_zero_point); vfpacc3 = __builtin_wasm_max_f32(vfpacc3, voutput_min_less_zero_point); vfpacc0 = __builtin_wasm_min_f32(vfpacc0, voutput_max_less_zero_point); vfpacc1 = __builtin_wasm_min_f32(vfpacc1, voutput_max_less_zero_point); vfpacc2 = __builtin_wasm_min_f32(vfpacc2, voutput_max_less_zero_point); vfpacc3 = __builtin_wasm_min_f32(vfpacc3, voutput_max_less_zero_point); vfpacc0 += vmagic_bias; vfpacc1 += vmagic_bias; vfpacc2 += vmagic_bias; vfpacc3 += vmagic_bias; int32_t vout0 = (int32_t) float_as_uint32(vfpacc0) - vmagic_bias_less_output_zero_point; int32_t vout1 = (int32_t) float_as_uint32(vfpacc1) - vmagic_bias_less_output_zero_point; int32_t vout2 = (int32_t) float_as_uint32(vfpacc2) - vmagic_bias_less_output_zero_point; int32_t vout3 = (int32_t) float_as_uint32(vfpacc3) - vmagic_bias_less_output_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) { const uint8_t* k = (const uint8_t*) ((uintptr_t) w + 4 * sizeof(int32_t)); do { int32_t vacc = *((const int32_t*) w); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); const int32_t vi0 = (int32_t) (uint32_t) *i0++; const int32_t vk0 = (int32_t) (uint32_t) k[0] - vkernel_zero_point; vacc += vi0 * vk0; const int32_t vi1 = (int32_t) (uint32_t) *i1++; const int32_t vk1 = (int32_t) (uint32_t) k[4] - vkernel_zero_point; vacc += vi1 * vk1; const int32_t vi2 = (int32_t) (uint32_t) *i2++; const int32_t vk2 = (int32_t) (uint32_t) k[8] - vkernel_zero_point; vacc += vi2 * vk2; const int32_t vi3 = (int32_t) (uint32_t) *i3++; const int32_t vk3 = (int32_t) (uint32_t) k[12] - vkernel_zero_point; vacc += vi3 * vk3; const int32_t vi4 = (int32_t) (uint32_t) *i4++; const int32_t vk4 = (int32_t) (uint32_t) k[16] - vkernel_zero_point; vacc += vi4 * vk4; const int32_t vi5 = (int32_t) (uint32_t) *i5++; const int32_t vk5 = (int32_t) (uint32_t) k[20] - vkernel_zero_point; vacc += vi5 * vk5; const int32_t vi6 = (int32_t) (uint32_t) *i6++; const int32_t vk6 = (int32_t) (uint32_t) k[24] - vkernel_zero_point; vacc += vi6 * vk6; const int32_t vi7 = (int32_t) (uint32_t) *i7++; const int32_t vk7 = (int32_t) (uint32_t) k[28] - vkernel_zero_point; vacc += vi7 * vk7; const int32_t vi8 = (int32_t) (uint32_t) *i8++; const int32_t vk8 = (int32_t) (uint32_t) k[32] - vkernel_zero_point; vacc += vi8 * vk8; k += 1; float vfpacc = (float) vacc * vscale; vfpacc = __builtin_wasm_max_f32(vfpacc, voutput_min_less_zero_point); vfpacc = __builtin_wasm_min_f32(vfpacc, voutput_max_less_zero_point); vfpacc += vmagic_bias; int32_t vout = (int32_t) float_as_uint32(vfpacc) - vmagic_bias_less_output_zero_point; *output++ = (uint8_t) vout; } while (--c != 0); } output = (uint8_t*) ((uintptr_t) output + output_increment); } while (--output_width != 0); }