1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2021 Google LLC 2*4bdc9457SAndroid Build Coastguard Worker// 3*4bdc9457SAndroid Build Coastguard Worker// This source code is licensed under the BSD-style license found in the 4*4bdc9457SAndroid Build Coastguard Worker// LICENSE file in the root directory of this source tree. 5*4bdc9457SAndroid Build Coastguard Worker 6*4bdc9457SAndroid Build Coastguard Worker$assert DATATYPE in ["QS8", "QU8"] 7*4bdc9457SAndroid Build Coastguard Worker$assert REQUANTIZATION == "FP32" 8*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE >= 1 9*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 10*4bdc9457SAndroid Build Coastguard Worker 11*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 12*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vmul.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE] 16*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE.lower()}_vmulc_minmax_${REQUANTIZATION.lower()}_ukernel__scalar_x${BATCH_TILE}( 17*4bdc9457SAndroid Build Coastguard Worker size_t n, 18*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}* input_a, 19*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}* input_b, 20*4bdc9457SAndroid Build Coastguard Worker ${XINT8_T}* output, 21*4bdc9457SAndroid Build Coastguard Worker const union xnn_${DATATYPE.lower()}_mul_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) 22*4bdc9457SAndroid Build Coastguard Worker{ 23*4bdc9457SAndroid Build Coastguard Worker const int32_t va_zero_point = params->fp32_scalar.a_zero_point; 24*4bdc9457SAndroid Build Coastguard Worker const float vscale = params->fp32_scalar.scale; 25*4bdc9457SAndroid Build Coastguard Worker const float voutput_min_less_zero_point = params->fp32_scalar.output_min_less_zero_point; 26*4bdc9457SAndroid Build Coastguard Worker const float voutput_max_less_zero_point = params->fp32_scalar.output_max_less_zero_point; 27*4bdc9457SAndroid Build Coastguard Worker const float vmagic_bias = params->fp32_scalar.magic_bias; 28*4bdc9457SAndroid Build Coastguard Worker const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar.magic_bias_less_output_zero_point; 29*4bdc9457SAndroid Build Coastguard Worker 30*4bdc9457SAndroid Build Coastguard Worker const int32_t vb = (int32_t) *input_b - params->fp32_scalar.b_zero_point; 31*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE == 1: 32*4bdc9457SAndroid Build Coastguard Worker do { 33*4bdc9457SAndroid Build Coastguard Worker const int32_t va = (int32_t) *input_a++ - va_zero_point; 34*4bdc9457SAndroid Build Coastguard Worker const int32_t vacc = va * vb; 35*4bdc9457SAndroid Build Coastguard Worker 36*4bdc9457SAndroid Build Coastguard Worker float vfpacc = (float) vacc * vscale; 37*4bdc9457SAndroid Build Coastguard Worker vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point); 38*4bdc9457SAndroid Build Coastguard Worker vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point); 39*4bdc9457SAndroid Build Coastguard Worker vfpacc += vmagic_bias; 40*4bdc9457SAndroid Build Coastguard Worker const int32_t vout = (int32_t) float_as_uint32(vfpacc) - vmagic_bias_less_output_zero_point; 41*4bdc9457SAndroid Build Coastguard Worker *output++ = (${XINT8_T}) vout; 42*4bdc9457SAndroid Build Coastguard Worker 43*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(${XINT8_T}); 44*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 45*4bdc9457SAndroid Build Coastguard Worker $else: 46*4bdc9457SAndroid Build Coastguard Worker for (; n >= ${BATCH_TILE} * sizeof(${XINT8_T}); n -= ${BATCH_TILE} * sizeof(${XINT8_T})) { 47*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 48*4bdc9457SAndroid Build Coastguard Worker const int32_t va${N} = input_a[${N}] - va_zero_point; 49*4bdc9457SAndroid Build Coastguard Worker input_a += ${BATCH_TILE}; 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 52*4bdc9457SAndroid Build Coastguard Worker const int32_t vacc${N} = va${N} * vb; 53*4bdc9457SAndroid Build Coastguard Worker 54*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 55*4bdc9457SAndroid Build Coastguard Worker float vfpacc${N} = (float) vacc${N} * vscale; 56*4bdc9457SAndroid Build Coastguard Worker 57*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 58*4bdc9457SAndroid Build Coastguard Worker vfpacc${N} = math_max_f32(vfpacc${N}, voutput_min_less_zero_point); 59*4bdc9457SAndroid Build Coastguard Worker 60*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 61*4bdc9457SAndroid Build Coastguard Worker vfpacc${N} = math_min_f32(vfpacc${N}, voutput_max_less_zero_point); 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 64*4bdc9457SAndroid Build Coastguard Worker vfpacc${N} += vmagic_bias; 65*4bdc9457SAndroid Build Coastguard Worker 66*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 67*4bdc9457SAndroid Build Coastguard Worker const int32_t vout${N} = (int32_t) float_as_uint32(vfpacc${N}) - vmagic_bias_less_output_zero_point; 68*4bdc9457SAndroid Build Coastguard Worker 69*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 70*4bdc9457SAndroid Build Coastguard Worker output[${N}] = (${XINT8_T}) vout${N}; 71*4bdc9457SAndroid Build Coastguard Worker output += ${BATCH_TILE}; 72*4bdc9457SAndroid Build Coastguard Worker } 73*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 74*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE == 2: 75*4bdc9457SAndroid Build Coastguard Worker const int32_t va = (int32_t) *input_a - va_zero_point; 76*4bdc9457SAndroid Build Coastguard Worker const int32_t vacc = va * vb; 77*4bdc9457SAndroid Build Coastguard Worker 78*4bdc9457SAndroid Build Coastguard Worker float vfpacc = (float) vacc * vscale; 79*4bdc9457SAndroid Build Coastguard Worker vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point); 80*4bdc9457SAndroid Build Coastguard Worker vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point); 81*4bdc9457SAndroid Build Coastguard Worker vfpacc += vmagic_bias; 82*4bdc9457SAndroid Build Coastguard Worker const int32_t vout = (int32_t) float_as_uint32(vfpacc) - vmagic_bias_less_output_zero_point; 83*4bdc9457SAndroid Build Coastguard Worker *output = (${XINT8_T}) vout; 84*4bdc9457SAndroid Build Coastguard Worker $else: 85*4bdc9457SAndroid Build Coastguard Worker do { 86*4bdc9457SAndroid Build Coastguard Worker const int32_t va = (int32_t) *input_a++ - va_zero_point; 87*4bdc9457SAndroid Build Coastguard Worker const int32_t vacc = va * vb; 88*4bdc9457SAndroid Build Coastguard Worker 89*4bdc9457SAndroid Build Coastguard Worker float vfpacc = (float) vacc * vscale; 90*4bdc9457SAndroid Build Coastguard Worker vfpacc = math_max_f32(vfpacc, voutput_min_less_zero_point); 91*4bdc9457SAndroid Build Coastguard Worker vfpacc = math_min_f32(vfpacc, voutput_max_less_zero_point); 92*4bdc9457SAndroid Build Coastguard Worker vfpacc += vmagic_bias; 93*4bdc9457SAndroid Build Coastguard Worker const int32_t vout = (int32_t) float_as_uint32(vfpacc) - vmagic_bias_less_output_zero_point; 94*4bdc9457SAndroid Build Coastguard Worker *output++ = (${XINT8_T}) vout; 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(${XINT8_T}); 97*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 98*4bdc9457SAndroid Build Coastguard Worker } 99*4bdc9457SAndroid Build Coastguard Worker} 100