// 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. $assert DATATYPE in ["QS8", "QU8"] $assert REQUANTIZATION == "FP32" $assert BATCH_TILE >= 1 #include #include #include $XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE] void xnn_${DATATYPE.lower()}_vmul_minmax_${REQUANTIZATION.lower()}_ukernel__scalar_x${BATCH_TILE}( size_t n, const ${XINT8_T}* input_a, const ${XINT8_T}* input_b, ${XINT8_T}* output, const union xnn_${DATATYPE.lower()}_mul_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { const int32_t va_zero_point = params->fp32_scalar.a_zero_point; const int32_t vb_zero_point = params->fp32_scalar.b_zero_point; const float vscale = params->fp32_scalar.scale; const float voutput_min_less_zero_point = params->fp32_scalar.output_min_less_zero_point; const float voutput_max_less_zero_point = params->fp32_scalar.output_max_less_zero_point; const float vmagic_bias = params->fp32_scalar.magic_bias; const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar.magic_bias_less_output_zero_point; $if BATCH_TILE == 1: do { const int32_t va = (int32_t) *input_a++ - va_zero_point; const int32_t vb = (int32_t) *input_b++ - vb_zero_point; const int32_t vacc = va * vb; float vfpacc = (float) vacc * vscale; vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point); vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point); vfpacc += vmagic_bias; const int32_t vout = (int32_t) float_as_uint32(vfpacc) - vmagic_bias_less_output_zero_point; *output++ = (${XINT8_T}) vout; n -= sizeof(${XINT8_T}); } while (n != 0); $else: for (; n >= ${BATCH_TILE} * sizeof(${XINT8_T}); n -= ${BATCH_TILE} * sizeof(${XINT8_T})) { $for N in range(BATCH_TILE): const int32_t va${N} = input_a[${N}] - va_zero_point; input_a += ${BATCH_TILE}; $for N in range(BATCH_TILE): const int32_t vb${N} = input_b[${N}] - vb_zero_point; input_b += ${BATCH_TILE}; $for N in range(BATCH_TILE): const int32_t vacc${N} = va${N} * vb${N}; $for N in range(BATCH_TILE): float vfpacc${N} = (float) vacc${N} * vscale; $for N in range(BATCH_TILE): vfpacc${N} = math_max_f32(vfpacc${N}, voutput_min_less_zero_point); $for N in range(BATCH_TILE): vfpacc${N} = math_min_f32(vfpacc${N}, voutput_max_less_zero_point); $for N in range(BATCH_TILE): vfpacc${N} += vmagic_bias; $for N in range(BATCH_TILE): const int32_t vout${N} = (int32_t) float_as_uint32(vfpacc${N}) - vmagic_bias_less_output_zero_point; $for N in range(BATCH_TILE): output[${N}] = (${XINT8_T}) vout${N}; output += ${BATCH_TILE}; } if XNN_UNLIKELY(n != 0) { $if BATCH_TILE == 2: const int32_t va = (int32_t) *input_a - va_zero_point; const int32_t vb = (int32_t) *input_b - vb_zero_point; const int32_t vacc = va * vb; float vfpacc = (float) vacc * vscale; vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point); vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point); vfpacc += vmagic_bias; const int32_t vout = (int32_t) float_as_uint32(vfpacc) - vmagic_bias_less_output_zero_point; *output = (${XINT8_T}) vout; $else: do { const int32_t va = (int32_t) *input_a++ - va_zero_point; const int32_t vb = (int32_t) *input_b++ - vb_zero_point; const int32_t vacc = va * vb; float vfpacc = (float) vacc * vscale; vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point); vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point); vfpacc += vmagic_bias; const int32_t vout = (int32_t) float_as_uint32(vfpacc) - vmagic_bias_less_output_zero_point; *output++ = (${XINT8_T}) vout; n -= sizeof(${XINT8_T}); } while (n != 0); } }