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$assert BATCH_TILE % 8 == 0 9*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE >= 8 10*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 11*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Worker#include <wasm_simd128.h> 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vmul.h> 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker 18*4bdc9457SAndroid Build Coastguard Worker$PARAMS_STRUCT = REQUANTIZATION.lower() + "_wasmsimd" 19*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE] 20*4bdc9457SAndroid Build Coastguard Worker$WASM_X16X8_LOAD8X8 = "wasm_u16x8_load8x8" if DATATYPE == "QU8" else "wasm_i16x8_load8x8" 21*4bdc9457SAndroid Build Coastguard Worker$WASM_X32X4_EXTEND_LOW_X16X8 = "wasm_u32x4_extend_low_u16x8" if DATATYPE == "QU8" else "wasm_i32x4_extend_low_i16x8" 22*4bdc9457SAndroid Build Coastguard Worker$WASM_X32X4_EXTEND_HIGH_X16X8 = "wasm_u32x4_extend_high_u16x8" if DATATYPE == "QU8" else "wasm_i32x4_extend_high_i16x8" 23*4bdc9457SAndroid Build Coastguard Worker$WASM_X8X16_NARROW_I16X8 = {"QS8": "wasm_i8x16_narrow_i16x8", "QU8": "wasm_u8x16_narrow_i16x8"}[DATATYPE] 24*4bdc9457SAndroid Build Coastguard Worker$WASM_X8X16_MIN = {"QS8": "wasm_i8x16_min", "QU8": "wasm_u8x16_min"}[DATATYPE] 25*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE.lower()}_vmulc_minmax_${REQUANTIZATION.lower()}_ukernel__wasmsimd_mul32_ld64_x${BATCH_TILE}( 26*4bdc9457SAndroid Build Coastguard Worker size_t n, 27*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}* input_a, 28*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}* input_b, 29*4bdc9457SAndroid Build Coastguard Worker ${XINT8_T}* output, 30*4bdc9457SAndroid Build Coastguard Worker const union xnn_${DATATYPE.lower()}_mul_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 31*4bdc9457SAndroid Build Coastguard Worker 32*4bdc9457SAndroid Build Coastguard Worker{ 33*4bdc9457SAndroid Build Coastguard Worker const v128_t va_zero_point = wasm_v128_load64_splat(params->${PARAMS_STRUCT}.a_zero_point); 34*4bdc9457SAndroid Build Coastguard Worker const v128_t vscale = wasm_v128_load64_splat(params->${PARAMS_STRUCT}.scale); 35*4bdc9457SAndroid Build Coastguard Worker const v128_t vmagic_bias = wasm_v128_load64_splat(params->${PARAMS_STRUCT}.magic_bias); 36*4bdc9457SAndroid Build Coastguard Worker const v128_t vmagic_min = wasm_v128_load64_splat(params->${PARAMS_STRUCT}.magic_min); 37*4bdc9457SAndroid Build Coastguard Worker const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->${PARAMS_STRUCT}.magic_bias_less_output_zero_point); 38*4bdc9457SAndroid Build Coastguard Worker const v128_t voutput_max = wasm_v128_load64_splat(params->${PARAMS_STRUCT}.output_max); 39*4bdc9457SAndroid Build Coastguard Worker 40*4bdc9457SAndroid Build Coastguard Worker const v128_t vxb = wasm_i16x8_sub( 41*4bdc9457SAndroid Build Coastguard Worker wasm_i16x8_splat((int16_t) *input_b), wasm_v128_load64_splat(params->${PARAMS_STRUCT}.b_zero_point)); 42*4bdc9457SAndroid Build Coastguard Worker const v128_t vxblo = wasm_i32x4_extend_low_i16x8(vxb); 43*4bdc9457SAndroid Build Coastguard Worker const v128_t vxbhi = wasm_i32x4_extend_high_i16x8(vxb); 44*4bdc9457SAndroid Build Coastguard Worker for (; n >= ${BATCH_TILE} * sizeof(${XINT8_T}); n -= ${BATCH_TILE} * sizeof(${XINT8_T})) { 45*4bdc9457SAndroid Build Coastguard Worker const v128_t va${ABC[0:8]} = ${WASM_X16X8_LOAD8X8}(input_a); 46*4bdc9457SAndroid Build Coastguard Worker $for N in range(8, BATCH_TILE, 8): 47*4bdc9457SAndroid Build Coastguard Worker const v128_t va${ABC[N:N+8]} = ${WASM_X16X8_LOAD8X8}(input_a + ${N}); 48*4bdc9457SAndroid Build Coastguard Worker input_a += ${BATCH_TILE}; 49*4bdc9457SAndroid Build Coastguard Worker 50*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 8): 51*4bdc9457SAndroid Build Coastguard Worker const v128_t vxa${ABC[N:N+8]} = wasm_i16x8_sub(va${ABC[N:N+8]}, va_zero_point); 52*4bdc9457SAndroid Build Coastguard Worker 53*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 8): 54*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[N:N+4]} = wasm_i32x4_mul(wasm_i32x4_extend_low_i16x8(vxa${ABC[N:N+8]}), vxblo); 55*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[N+4:N+8]} = wasm_i32x4_mul(wasm_i32x4_extend_high_i16x8(vxa${ABC[N:N+8]}), vxbhi); 56*4bdc9457SAndroid Build Coastguard Worker 57*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 58*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N:N+4]} = wasm_f32x4_convert_i32x4(vacc${ABC[N:N+4]}); 59*4bdc9457SAndroid Build Coastguard Worker 60*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 61*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N:N+4]} = wasm_f32x4_mul(vacc${ABC[N:N+4]}, vscale); 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 64*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N:N+4]} = wasm_f32x4_add(vacc${ABC[N:N+4]}, vmagic_bias); 65*4bdc9457SAndroid Build Coastguard Worker 66*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 67*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N:N+4]} = wasm_i32x4_max(vacc${ABC[N:N+4]}, vmagic_min); 68*4bdc9457SAndroid Build Coastguard Worker 69*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 4): 70*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N:N+4]} = wasm_i32x4_sub(vacc${ABC[N:N+4]}, vmagic_bias_less_output_zero_point); 71*4bdc9457SAndroid Build Coastguard Worker 72*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 8): 73*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[N:N+8]} = wasm_i16x8_narrow_i32x4(vacc${ABC[N:N+4]}, vacc${ABC[N+4:N+8]}); 74*4bdc9457SAndroid Build Coastguard Worker 75*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 16): 76*4bdc9457SAndroid Build Coastguard Worker $if N + 8 < BATCH_TILE: 77*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[N:N+16]} = ${WASM_X8X16_NARROW_I16X8}(vout${ABC[N:N+8]}, vout${ABC[N+8:N+16]}); 78*4bdc9457SAndroid Build Coastguard Worker $else: 79*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[N:N+8]}${ABC[N:N+8]} = ${WASM_X8X16_NARROW_I16X8}(vout${ABC[N:N+8]}, vout${ABC[N:N+8]}); 80*4bdc9457SAndroid Build Coastguard Worker 81*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, BATCH_TILE, 16): 82*4bdc9457SAndroid Build Coastguard Worker $if N + 8 < BATCH_TILE: 83*4bdc9457SAndroid Build Coastguard Worker vout${ABC[N:N+16]} = ${WASM_X8X16_MIN}(vout${ABC[N:N+16]}, voutput_max); 84*4bdc9457SAndroid Build Coastguard Worker $else: 85*4bdc9457SAndroid Build Coastguard Worker vout${ABC[N:N+8]}${ABC[N:N+8]} = ${WASM_X8X16_MIN}(vout${ABC[N:N+8]}${ABC[N:N+8]}, voutput_max); 86*4bdc9457SAndroid Build Coastguard Worker 87*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE >= 16: 88*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output, vout${ABC[0:16]}); 89*4bdc9457SAndroid Build Coastguard Worker $else: 90*4bdc9457SAndroid Build Coastguard Worker *((double*) output) = wasm_f64x2_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 91*4bdc9457SAndroid Build Coastguard Worker $for N in range(16, BATCH_TILE, 16): 92*4bdc9457SAndroid Build Coastguard Worker $if N + 8 < BATCH_TILE: 93*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output + ${N}, vout${ABC[N:N+16]}); 94*4bdc9457SAndroid Build Coastguard Worker $else: 95*4bdc9457SAndroid Build Coastguard Worker *((double*) output) = wasm_f64x2_extract_lane(output + ${N}, vout${ABC[N:N+8]}${ABC[N:N+8]}); 96*4bdc9457SAndroid Build Coastguard Worker output += ${BATCH_TILE}; 97*4bdc9457SAndroid Build Coastguard Worker } 98*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 99*4bdc9457SAndroid Build Coastguard Worker ${"do " if BATCH_TILE > 8 else ""}{ 100*4bdc9457SAndroid Build Coastguard Worker const v128_t va${ABC[0:8]} = ${WASM_X16X8_LOAD8X8}(input_a); 101*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 8: 102*4bdc9457SAndroid Build Coastguard Worker input_a += 8; 103*4bdc9457SAndroid Build Coastguard Worker 104*4bdc9457SAndroid Build Coastguard Worker const v128_t vxa${ABC[0:8]} = wasm_i16x8_sub(va${ABC[0:8]}, va_zero_point); 105*4bdc9457SAndroid Build Coastguard Worker 106*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[0:4]} = wasm_i32x4_mul(wasm_i32x4_extend_low_i16x8(vxa${ABC[0:8]}), vxblo); 107*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[4:8]} = wasm_i32x4_mul(wasm_i32x4_extend_high_i16x8(vxa${ABC[0:8]}), vxbhi); 108*4bdc9457SAndroid Build Coastguard Worker 109*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:4]} = wasm_f32x4_convert_i32x4(vacc${ABC[0:4]}); 110*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[4:8]} = wasm_f32x4_convert_i32x4(vacc${ABC[4:8]}); 111*4bdc9457SAndroid Build Coastguard Worker 112*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:4]} = wasm_f32x4_mul(vacc${ABC[0:4]}, vscale); 113*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[4:8]} = wasm_f32x4_mul(vacc${ABC[4:8]}, vscale); 114*4bdc9457SAndroid Build Coastguard Worker 115*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:4]} = wasm_f32x4_add(vacc${ABC[0:4]}, vmagic_bias); 116*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[4:8]} = wasm_f32x4_add(vacc${ABC[4:8]}, vmagic_bias); 117*4bdc9457SAndroid Build Coastguard Worker 118*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:4]} = wasm_i32x4_max(vacc${ABC[0:4]}, vmagic_min); 119*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[4:8]} = wasm_i32x4_max(vacc${ABC[4:8]}, vmagic_min); 120*4bdc9457SAndroid Build Coastguard Worker 121*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:4]} = wasm_i32x4_sub(vacc${ABC[0:4]}, vmagic_bias_less_output_zero_point); 122*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[4:8]} = wasm_i32x4_sub(vacc${ABC[4:8]}, vmagic_bias_less_output_zero_point); 123*4bdc9457SAndroid Build Coastguard Worker 124*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[0:8]} = wasm_i16x8_narrow_i32x4(vacc${ABC[0:4]}, vacc${ABC[4:8]}); 125*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[0:8]}${ABC[0:8]} = ${WASM_X8X16_NARROW_I16X8}(vout${ABC[0:8]}, vout${ABC[0:8]}); 126*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0:8]}${ABC[0:8]} = ${WASM_X8X16_MIN}(vout${ABC[0:8]}${ABC[0:8]}, voutput_max); 127*4bdc9457SAndroid Build Coastguard Worker 128*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 8: 129*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(n >= (8 * sizeof(${XINT8_T}))) { 130*4bdc9457SAndroid Build Coastguard Worker *((double*) output) = wasm_f64x2_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 131*4bdc9457SAndroid Build Coastguard Worker output += 8; 132*4bdc9457SAndroid Build Coastguard Worker n -= 8 * sizeof(${XINT8_T}); 133*4bdc9457SAndroid Build Coastguard Worker } else { 134*4bdc9457SAndroid Build Coastguard Worker if (n & (4 * sizeof(${XINT8_T}))) { 135*4bdc9457SAndroid Build Coastguard Worker *((float*) output) = wasm_f32x4_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 136*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0:8]}${ABC[0:8]} = wasm_u64x2_shr(vout${ABC[0:8]}${ABC[0:8]}, 32); 137*4bdc9457SAndroid Build Coastguard Worker output += 4; 138*4bdc9457SAndroid Build Coastguard Worker } 139*4bdc9457SAndroid Build Coastguard Worker uint32_t vout${ABC[0:4]} = wasm_i32x4_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 140*4bdc9457SAndroid Build Coastguard Worker if (n & (2 * sizeof(${XINT8_T}))) { 141*4bdc9457SAndroid Build Coastguard Worker *((uint16_t*) output) = (uint16_t) vout${ABC[0:4]}; 142*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0:4]} >>= 16; 143*4bdc9457SAndroid Build Coastguard Worker output += 2; 144*4bdc9457SAndroid Build Coastguard Worker } 145*4bdc9457SAndroid Build Coastguard Worker if (n & (1 * sizeof(${XINT8_T}))) { 146*4bdc9457SAndroid Build Coastguard Worker *output = (${XINT8_T}) vout${ABC[0:4]}; 147*4bdc9457SAndroid Build Coastguard Worker } 148*4bdc9457SAndroid Build Coastguard Worker n = 0; 149*4bdc9457SAndroid Build Coastguard Worker } 150*4bdc9457SAndroid Build Coastguard Worker $else: 151*4bdc9457SAndroid Build Coastguard Worker if (n & (4 * sizeof(${XINT8_T}))) { 152*4bdc9457SAndroid Build Coastguard Worker *((float*) output) = wasm_f32x4_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 153*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0:8]}${ABC[0:8]} = wasm_u64x2_shr(vout${ABC[0:8]}${ABC[0:8]}, 32); 154*4bdc9457SAndroid Build Coastguard Worker output += 4; 155*4bdc9457SAndroid Build Coastguard Worker } 156*4bdc9457SAndroid Build Coastguard Worker uint32_t vout${ABC[0:4]} = wasm_i32x4_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 157*4bdc9457SAndroid Build Coastguard Worker if (n & (2 * sizeof(${XINT8_T}))) { 158*4bdc9457SAndroid Build Coastguard Worker *((uint16_t*) output) = (uint16_t) vout${ABC[0:4]}; 159*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0:4]} >>= 16; 160*4bdc9457SAndroid Build Coastguard Worker output += 2; 161*4bdc9457SAndroid Build Coastguard Worker } 162*4bdc9457SAndroid Build Coastguard Worker if (n & (1 * sizeof(${XINT8_T}))) { 163*4bdc9457SAndroid Build Coastguard Worker *output = (${XINT8_T}) vout${ABC[0:4]}; 164*4bdc9457SAndroid Build Coastguard Worker } 165*4bdc9457SAndroid Build Coastguard Worker }${" while (n != 0);" if BATCH_TILE > 8 else ""} 166*4bdc9457SAndroid Build Coastguard Worker } 167*4bdc9457SAndroid Build Coastguard Worker} 168